{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#AUTHOR: Lisa Blum Moyse\n",
    "#        lisa.blum-moyse@inria.fr\n",
    "#\n",
    "# REFERENCE: Blum Moyse & Berry. Modelling the modulation of cortical Up-Down state switching by astrocytes\n",
    "#\n",
    "# LICENSE: CC0 1.0 Universal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math as math\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from scipy import interpolate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.3\n",
      "1e-200\n",
      "0.025\n",
      "0.05\n",
      "0.07500000000000001\n",
      "0.1\n",
      "0.125\n",
      "0.15000000000000002\n",
      "0.17500000000000002\n",
      "0.2\n",
      "0.225\n",
      "0.25\n",
      "0.275\n",
      "0.30000000000000004\n",
      "0.325\n",
      "0.35000000000000003\n",
      "0.375\n",
      "0.4\n",
      "0.42500000000000004\n",
      "0.45\n",
      "0.47500000000000003\n",
      "0.5\n",
      "0.525\n",
      "0.55\n",
      "0.5750000000000001\n",
      "0.6000000000000001\n",
      "0.625\n",
      "0.65\n",
      "0.675\n",
      "0.7000000000000001\n",
      "0.7250000000000001\n",
      "0.75\n",
      "0.775\n",
      "0.8\n",
      "0.8250000000000001\n",
      "0.8500000000000001\n",
      "0.875\n",
      "0.9\n",
      "0.925\n",
      "0.9500000000000001\n",
      "0.9750000000000001\n",
      "1.0\n",
      "1.0250000000000001\n",
      "1.05\n",
      "1.075\n",
      "1.1\n",
      "1.125\n",
      "1.1500000000000001\n",
      "1.175\n",
      "1.2000000000000002\n",
      "1.225\n",
      "1.25\n",
      "1.2750000000000001\n",
      "1.3\n",
      "1.3250000000000002\n",
      "1.35\n",
      "1.375\n",
      "1.4000000000000001\n",
      "1.425\n",
      "1.4500000000000002\n",
      "1.475\n",
      "1.5\n",
      "1.5250000000000001\n",
      "1.55\n",
      "1.5750000000000002\n",
      "1.6\n",
      "1.625\n",
      "1.6500000000000001\n",
      "1.675\n",
      "1.7000000000000002\n",
      "1.725\n",
      "1.75\n",
      "1.7750000000000001\n",
      "1.8\n",
      "1.8250000000000002\n",
      "1.85\n",
      "1.875\n",
      "1.9000000000000001\n",
      "1.925\n",
      "1.9500000000000002\n",
      "1.975\n",
      "[0.0001726 0.0001735 0.0001737] [0.0001648 0.000157  0.0001624]\n",
      "4.35\n",
      "1e-200\n",
      "0.025\n",
      "0.05\n",
      "0.07500000000000001\n",
      "0.1\n",
      "0.125\n",
      "0.15000000000000002\n",
      "0.17500000000000002\n",
      "0.2\n",
      "0.225\n",
      "0.25\n",
      "0.275\n",
      "0.30000000000000004\n",
      "0.325\n",
      "0.35000000000000003\n",
      "0.375\n",
      "0.4\n",
      "0.42500000000000004\n",
      "0.45\n",
      "0.47500000000000003\n",
      "0.5\n",
      "0.525\n",
      "0.55\n",
      "0.5750000000000001\n",
      "0.6000000000000001\n",
      "0.625\n",
      "0.65\n",
      "0.675\n",
      "0.7000000000000001\n",
      "0.7250000000000001\n",
      "0.75\n",
      "0.775\n",
      "0.8\n",
      "0.8250000000000001\n",
      "0.8500000000000001\n",
      "0.875\n",
      "0.9\n",
      "0.925\n",
      "0.9500000000000001\n",
      "0.9750000000000001\n",
      "1.0\n",
      "1.0250000000000001\n",
      "1.05\n",
      "1.075\n",
      "1.1\n",
      "1.125\n",
      "1.1500000000000001\n",
      "1.175\n",
      "1.2000000000000002\n",
      "1.225\n",
      "1.25\n",
      "1.2750000000000001\n",
      "1.3\n",
      "1.3250000000000002\n",
      "1.35\n",
      "1.375\n",
      "1.4000000000000001\n",
      "1.425\n",
      "1.4500000000000002\n",
      "1.475\n",
      "1.5\n",
      "1.5250000000000001\n",
      "1.55\n",
      "1.5750000000000002\n",
      "1.6\n",
      "1.625\n",
      "1.6500000000000001\n",
      "1.675\n",
      "1.7000000000000002\n",
      "1.725\n",
      "1.75\n",
      "1.7750000000000001\n",
      "1.8\n",
      "1.8250000000000002\n",
      "1.85\n",
      "1.875\n",
      "1.9000000000000001\n",
      "1.925\n",
      "1.9500000000000002\n",
      "1.975\n",
      "[0.0002072 0.0002078 0.0002087] [0.0001994 0.000197  0.0002006]\n",
      "4.4\n",
      "1e-200\n",
      "0.025\n",
      "0.05\n",
      "0.07500000000000001\n",
      "0.1\n",
      "0.125\n",
      "0.15000000000000002\n",
      "0.17500000000000002\n",
      "0.2\n",
      "0.225\n",
      "0.25\n",
      "0.275\n",
      "0.30000000000000004\n",
      "0.325\n",
      "0.35000000000000003\n",
      "0.375\n",
      "0.4\n",
      "0.42500000000000004\n",
      "0.45\n",
      "0.47500000000000003\n",
      "0.5\n",
      "0.525\n",
      "0.55\n",
      "0.5750000000000001\n",
      "0.6000000000000001\n",
      "0.625\n",
      "0.65\n",
      "0.675\n",
      "0.7000000000000001\n",
      "0.7250000000000001\n",
      "0.75\n",
      "0.775\n",
      "0.8\n",
      "0.8250000000000001\n",
      "0.8500000000000001\n",
      "0.875\n",
      "0.9\n",
      "0.925\n",
      "0.9500000000000001\n",
      "0.9750000000000001\n",
      "1.0\n",
      "1.0250000000000001\n",
      "1.05\n",
      "1.075\n",
      "1.1\n",
      "1.125\n",
      "1.1500000000000001\n",
      "1.175\n",
      "1.2000000000000002\n",
      "1.225\n",
      "1.25\n",
      "1.2750000000000001\n",
      "1.3\n",
      "1.3250000000000002\n",
      "1.35\n",
      "1.375\n",
      "1.4000000000000001\n",
      "1.425\n",
      "1.4500000000000002\n",
      "1.475\n",
      "1.5\n",
      "1.5250000000000001\n",
      "1.55\n",
      "1.5750000000000002\n",
      "1.6\n",
      "1.625\n",
      "1.6500000000000001\n",
      "1.675\n",
      "1.7000000000000002\n",
      "1.725\n",
      "1.75\n",
      "1.7750000000000001\n",
      "1.8\n",
      "1.8250000000000002\n",
      "1.85\n",
      "1.875\n",
      "1.9000000000000001\n",
      "1.925\n",
      "1.9500000000000002\n",
      "1.975\n",
      "[0.0002555] [0.0002546]\n",
      "4.45\n",
      "1e-200\n",
      "0.025\n",
      "0.05\n",
      "0.07500000000000001\n",
      "0.1\n",
      "0.125\n",
      "0.15000000000000002\n",
      "0.17500000000000002\n",
      "0.2\n",
      "0.225\n",
      "0.25\n",
      "0.275\n",
      "0.30000000000000004\n",
      "0.325\n",
      "0.35000000000000003\n",
      "0.375\n",
      "0.4\n",
      "0.42500000000000004\n",
      "0.45\n",
      "0.47500000000000003\n",
      "0.5\n",
      "0.525\n",
      "0.55\n",
      "0.5750000000000001\n",
      "0.6000000000000001\n",
      "0.625\n",
      "0.65\n",
      "0.675\n",
      "0.7000000000000001\n",
      "0.7250000000000001\n",
      "0.75\n",
      "0.775\n",
      "0.8\n",
      "0.8250000000000001\n",
      "0.8500000000000001\n",
      "0.875\n",
      "0.9\n",
      "0.925\n",
      "0.9500000000000001\n",
      "0.9750000000000001\n",
      "1.0\n",
      "1.0250000000000001\n",
      "1.05\n",
      "1.075\n",
      "1.1\n",
      "1.125\n",
      "1.1500000000000001\n",
      "1.175\n",
      "1.2000000000000002\n",
      "1.225\n",
      "1.25\n",
      "1.2750000000000001\n",
      "1.3\n",
      "1.3250000000000002\n",
      "1.35\n",
      "1.375\n",
      "1.4000000000000001\n",
      "1.425\n",
      "1.4500000000000002\n",
      "1.475\n",
      "1.5\n",
      "1.5250000000000001\n",
      "1.55\n",
      "1.5750000000000002\n",
      "1.6\n",
      "1.625\n",
      "1.6500000000000001\n",
      "1.675\n",
      "1.7000000000000002\n",
      "1.725\n",
      "1.75\n",
      "1.7750000000000001\n",
      "1.8\n",
      "1.8250000000000002\n",
      "1.85\n",
      "1.875\n",
      "1.9000000000000001\n",
      "1.925\n",
      "1.9500000000000002\n",
      "1.975\n",
      "[0.0003311 0.000332  0.0003324 0.0003329 0.0003338 0.0007703 0.0007712\n",
      " 0.0007748 0.0007757 0.0007766 0.0007775 0.000782  0.0007829 0.0011793\n",
      " 0.0011798 0.0011807 0.0011816] [0.0003437 0.0003419 0.0003443 0.0003428 0.0003455 0.00098   0.0009827\n",
      " 0.000989  0.0009917 0.0009944 0.0009953 0.0010052 0.0010061 0.001942\n",
      " 0.001943  0.0019457 0.0019484]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fef6342e580>]"
      ]
     },
     "execution_count": 347,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAsoklEQVR4nO2d/e9lx13f35/73awfUruh1HmwDS5bDJWpVGOvHdtSpRgq7FTBJsm6JK1J2rpNQzaqEKgi5A8wRVVFhbQiCuIHUH4AvCGsSZysf+gCv3jjGBQhosjFXeRiESlJCbZpXa/33ukP52lmzjyeM3POnJl5S7vfe+fMw7n3e+f1fX8+M+dcYoyhqqqqKpR2a59AVVVVXqpQqaqqCqoKlaqqqqCqUKmqqgqqCpWqqqqgqlCpqqoKKi+oUKNfIaIXiOhPiegOTb3vI6IvE9GfE9FvE9FxW3siepCInm+PfYIrf4SIvkZEByI6OfWFVlVVLSNfp/JuALe2/z4C4Fc19X4JwC8zxm4F8B0Aj5naE9ERgDPt8dsAfJCIbmvb/BmA9wH4I89zraqqWkG+UHkYwG+yRhcBvIWI3sFXICIC8CMAzrZFvwHgJyzt7wbwAmPsEmPsMoDfauuCMfZ1xtjzE15bVVXVCjrmWf8mAH/JPX+pLfsGV/bdAP6GMXZFqmNqryp/p8+JEdFH0LgfHOHozmtxvU/zXj+A72iP/Q9816Q+g4kWaxS3d4p7TpOU4Hu71BBTBnlt/youH15TNvSFiqoTeZ+/qY7umEu/RjHGPg3g0wBwPf099s7dP1NVsvbzNDurPZkfox81N/adLOSfJ6dd5DE8+6cpgNh5ntMCY0x7HfF/3/5jTHgdEz4jz3z7Cf1h63hEp4noq0T0VQB/BeB7uMM3t2W8vo0mrDmmqPOSpr2uPCmdY58N2yE7hO1vBdVrx6pkWaHCGDvDGLudMXY7gN8D8KF2FeceAC8zxr4h1WcALgA41RZ9GMC59vGTmvZfAXBru2p0HMAH2rphNcN2E4BrbOapTrA4qu9rWjqYfx++fuwpAJcAvADg1wB8rDtARE8R0Y3t058H8LNE9AKaHMuvm9q3+ZePAzgP4OsAfocx9rW23/cS0UsA7gXwBSI673nOVT6yfGCqqmyiHO2rNqcCWP/q6XIqQJNXOYcTOKPentMocl7FO6cyYYzoeRXfnEozSPQx/F9Her+LZoz4uZ5n/vosXn7jm8qByttRa3nDX8GRNsghAA/hUtjz8cyrsBycxGH7uaQqvcqDikWn6L3G49a/ARk6P5tydLtV01WhMkH3s/+19ilU2VTd0GoqEyqWEOgA/SYZAvAJPBv6jOLKd+k6hxBrCdX3SakyoWLRg3TKeDx4CFRiXsVXpYZYS/yuA++XqlCZqM+w31/7FLatGp5kq3KhYgmBGMwh0Fvxeugz2rRySNbm8BpSULlQsegBSwhkVWohUM2rpKEMLs2wqWyozLxa9ovsrL1S1XoqNcRa2XGVDRWLLsMcAh0teC5VWH2yVLmpQsWg9ziEQMaEbWohUGR55yRycBKJ/Q5SUIXKzCuXN5WwrXkVq5JM1m7s91ChYtE5nLDeLcq4wzbFD2lVVURVqABGt2K8IhkRdthuPASKrhJDrCUUcFUqX6hMuXWfRqaELdCA5TT7k2DjRVXkEKjIvIqvMl9WzhcqvjK4FVvC1npLhMgJ26qVlaJbXDHszhsqAd2KaYct0IBlrauXiwuBIivJZO2GlDdUAD+wGNyKbYetNbeS0gd16yFQiSHWhv5w5A+VgHJxK8FyKzVhW7VRlQGVBd1K0NxKTNW8zbpK8f0PdE5lQMVXBrC4uJVgt0VI6YMXOwRKTP4h3LZfb0iVA5VASVsXt2LcZRtxsm06BKp5lfBaCezlQAUIFgaZbjfZ6alQVzDHdCt12/62tJH3vyyoBJLL7SaNX1JdiFupG+EsSim8DajyoBLIrbwGsrqV8zm6lZQUGVo1rzJN5UEFCAKWh+n95mawJG236lYKS9gWpwB/ZMqESiBdwnXWlaBgSdtS3EppIVBsrQD1cqESwK18lB6wLjEDAcMgD6XkVqJq6yFQhsnycqECBAGLyxIzATjHPquuUIBbqSFQWcoTKj43cwsAFtOXunencw2Y/oLDSGDZrFuJvWelKqryhAoA2nmQZebGONuXugPrfV2qF1hKcSuxQ6DUtPCtN7KFCuAJFudO1X3+Iu625lYIhvxKKmGQj1JyKymp8LxK1lABPMAyMwy6QN/rdIc4AvD5hcFShFupG+2SUfZQAZYDy3volNMFh8eR+O0nfcBSiFupG+HcVQRUvDQzv+LydanGWySk4FYiKim3kpJih0AL5lWKgUqUxK0mv/JNXJVkfiVaGLRVt5KQE8pJxUAFWA4sj9KPW69k7vIrQcCSgjzAslW3UkMgNxUFFWA5sDzomF8hAF+au+M2BbcSU6W4lUxCoOKgAiwHFtf8yg6aHbcZh0HFuJUCVSRUgOXA4vK1qd2O27Psc+ODW9y/4iivCbpVtxJ7z0qCyhQqbsBYAixn6A6ne68QgOuxx6fY+fHBCH8dU3ArUVWKW4kdAk1QplBBAwEHENCOwu9jkcDyML0fe9ivZiYAJ/Cqeg+L64ch5zCoFLeSkiY4p3yh0skRBLHB8m6HxC3QgOVhXNo+WDwUDSxbdSsb37afP1SAZMDygCdYHmd/6DaOSmtvjEvsg+6kUtxK5FWgMqACbBIsJ/GtMVjWTtxuLQwqxa0kpHKgAlSwGKtlnF9JJm+z0fvbeKosqABeCVzn/pzqzQPLaFVoS2DZmjzAslm3EjEEKg8qnTYGlhN4dbyPZStg2ZpbiakC3Eq+UHEBQsgl5wXAcj3243uxrL2HxVVbA0t1K5OVL1SAYGBpqqUBluNQfKXqmkvNKeRXEpAfCDfqVhx/13lDBXAHS6hwyLGvOWA5BsXVzRmCxb3P9d1KVG3MreQPFaABS8BwyEmuYOHg4gMW5W0TMgNL1mFQxm6lDKh02kCexRcsT7Oz4ld/bAUsrmNv0Vm4KpXVtsBupSyoAG6uJXQ45KIZYPkFPCsuOTPm9kFhh/CrQmuvCLl36l43laStj1Z0K1lCxSlAWTIcmpBncQULMCw5x07gbgIsOYdBG3ErWUIFAIgIpLmHbK9AriVoOCSBxeXqZmC5BG4Fy8paOyneS993tlDpZAULsLxrsdYZErjvplPWr1Xtm2GZPMuaYHHWyhvjkkna+ijQ+5A9VIAEXYtnOHSK3otzOGG9mTYg5lk+w35/OJAJWFZP3G4tDFoBWEVApZMzXKwdLexa0NxBzjfP8la8Lt5Uu4LF1Gn4PrFBsARwK3lCxQKOJV2LVS6uhQuHfMGygxQO+awMOaiCpUpWnlABgJ1lwi/kWmIkcR+gU9bvbe6bYEY4VMESpM/S3Eq+UAEasMyFy9KuxVqncS3voVNO34TYN0MTDn3RNxxy3MtSLFgcVRJY8oZKJ0e4mPtwhIvxcNgk7qP0484JXKAByxGacKi/8VPAPAs7MDe4rAkWV0VYvt7kitAElQGVTha4BAmJQq4Q2UTUJ3B99rN0N37qN8utkWdx3c0bGiwxlprX3nGbmFspCyqd5sJlqZDII4nrs58FGDbLPc3ODnfuTzUcKhUsGw2D8oWKdAWwUkvlW4yHw7kWn/0swOBaHsal4eZPAV1LcLA49McYc5u0h0P4HEuUfTGJbOP3UL5Q6WSDyxL5lgVdy5ndnXiATjmDBUB/86dJrsVaJfE8y0pgWT2/EtGt5A+VTjPhskS+JVgilwgPTlgdUroWm0KGQxUshj4Dr6759Al4gaUcqHSKDZdUQiIiPLp7CL+Iuye7lsfZHy4fDqWewK1gsSpfqHRw0AFibbgsFBJd2N2CB3aPTHItJ/GtYV9LiuFQiWBx1YrXB+ULFV4bhkuokOjR3UNeSVxAsa/FxbUsHQ55JHCdlDpY1k7cOpxnGVDpVAJcDDqzuxMP7B7xXnruXEt/DdFGwyGvlSEX5QSWgGFQnlAhy4rN2nAxaW6+xcG1nNq9b1KupbuG6Cz7XDDXkmw4VMEyWXlCpVU3wbWTPDJc9G3Xz7d0uZbncIMzWAD0X2r2NDvb3Bd3addiU8hwyHUvSwWLoKyhwmsNuGwhJPrk7l2TXcsJvNqERIcXl3MtgcMhJ1WweClTqOgna5Fw8XQtU0Kic+yzaboWWzch8yyuy++ZgyVTqLQyTNbZcJnQNnW4fHL3LvzY7hFcgTtYgAYs14A1IdHhS2m5ltDhkIsChlZbBEveUOkUAy5N41lw0Y+7Llz++QzX0oVEjx/+wA0uFi3tWuz9LJ9ncXdTaYAlX6ioJk03WRUTzjjR52ykm7NatCJcOtfis/wMiEvQ57t8i0mJuZbg4ZCLQoZDjs6s6TAOWPKFCmCedDFDI9921jEXgItGU5afAfT3x/0FPIuzh98NFhJZtbRrsXeUdp4lAljyhkqnbtKZ3IuqWUlwMbTtErm+O3IBaQnaNd9iPBzQtVjk5FpChkOZgCVPqBD0E9AGl6mhkfI8HOAyJakbAC5T2nY7ci/huln5ls8cnjRPsqVcy9JJ3JQTuAHBkidUeNngEsq9mCARa8VoBlzm5Fs+untwVr7lrXh92N9ikgUuS7sWqxYOh4IncAOBJX+odDI4kTnuRT1W+NAoRbjMybd0+1uePjyB04c/NjcIFRKZFCqJm2o4FBoshu7yhYrJHfjCxdAmamikbOYAlwl5k6lwmbpxDoBwY6jzhyfMziVESBRwhciqFMMh15WhmVc3U5R7Oaysv/umG9i93/X+8QHTa9W92bo32PDLMb6nug/IlDZO41lyF6Z+J7T91OFLOIFXATTA8FE32jmcwJndnebKS3zPkkMf1rsBAua9TkNHQfpxOh/A6bWZ3p9nXv4cXr7yLWUnmToVUv9lDeleQodGxnOLlNSNsFrU5Vu6m0JNdS7WsChUvsWkkCGRTSnmWVyvs5KUKVQ46SaObhLrYDEhsZtkaKRsGB4uj+4eWg4uBlnhslQi1yWMcUnihg6HXOQJlnyh4gOFNd2Ly6qRShuDi+t3PwtdwhEuS+RbNupa7P2Ez7PkCxXA33Wk6l4mhkaz4TIlqatp956Jm+eAMVy0Cd2EQiJzH8u5luDhkIPyTNQefyu77+//C/2bqXoDdW+YTx+2vjRtlkzsxkjq+iZ0Hz/8AU7iWwD8k7mAR0I3xI2ubLL0ESSRu2QS1yWBC+CZV86VlqhtpHUFMd0L35espd2LQjFCI1/n0l2sOGUZGhCdy7nDWX3Fuc4lQL4lSEi0pGvxuSBRo3yhIk0cI1yWDo+Wyr3EDI2UhxzgwrUNAZdrwPD04QnzPpfYcFkyJLJp6SSuQvmGPzf8pFioeJ1e4RGg/mCF6MPSRn+ehr4mtFk7NJqzxwVAD6b/jLtxYXeLvmLssGhuSJTavhbF6zGFP5lC5W3svrd9wCsfsUr+JdHcSw5wAYDncAM+uXuXvuIcuCyRbwkBl0hgKRcqvFQTSPPaNw2YpRK7C8CFT+gC/oDpRrqE6/DR3YP6ilOv6La0BRBmV26CidwyofL2DzZPVK9vLmB8wRCijyXcS+jQKOCK0bnDWVwDNsu5pAyXVFaJXMFS3uoP/1JVyVVVAlOThFWuzExN8PIKlNydtXKkqx8qsWvY79IldZWTVdHu4d2p2atFJ/Aqnj48gc8fPqtO6hoSsrGTuYuuEhm7cFwhMvwW8nQqV72N3ff2fzkUqF7j2g5mK+FRgqHR6cMf4yFc6mExRQzAN3EVHt09pK+UsnNZ2bU887fn8PKVbxcU/lz1Nnbfjf9KkwMJC5jF8y+x4WI8n4CJ3QTgwo9iTOpWuIzKyoUKry0DproXY5tQzgUALmOH/4qT6iXpnOHimcgtECpvZ/fd1ELFdZJWwLT1wwBmDfdy/+FF/ByexfG2OFpoVDBcuvHLhgqvlACzdP4lE/fiGhqF2usCGK4xirnPZQ5cFgiJLv6fJwuEys2PDgXOkMgMMKW6l4BwARyWpFeCy5qu5eLfPomX9yVB5eq3s/tu/qnmiQsUKmDczg2ID5hI7mXuldGA436XOV+NYlJicCkSKvd+74dA8oetNMAEyL9syb24wCVkUvcKCP8Fd4VN6m4ELsVChdckwKjKUgJMrATvVtzLjNAoZFIXMCxJZwqXMqFyy4eHAuk1jgCjqFMBY67rBZglkruJhEaAJrEba8VoJbhc/L+f10Ilz236kLbcS1vw2Y76f0MTcxtlGb91fufRDnC+VMD5MgGfe8DYLhHg5Xt5gGqbv/Y+NBMuC/C8JMDlcoC593UBhksBCJrvMYp1CYBh+791y73tHi4u2/4VytOpXPMOdu8/+Nd296F47dHyMFt1MFvIvwR2LyHyLsBKodFCzsXkVPKGCq+UAOPcbgHARFpBCgKYNVeO2AH3H17Ez+A5XIOmbbTdugvDBZi/z6VMqJz4N0OBDQ4OsFg9D7MFwKyQf8nKvWwILhdf+0KBUPmH/7Z5MmVSW55XwDi09wHMVsKjCHB5Dcfw33CHs3tZZcVItU+lSKh8/2PNE9tk93UxU8Ik53xKoDxM4YBZYmn6/v1fBFmSBmD+ypGU8i78PpXioHLtjeye738M5AuIADmU5BK9pQAmd/eSGFzKhMoPPAZIn4/gkIkRJi28khQcMDP3wGw5/7K2e1kSLhf/31N4+fC/C4QKr5UBAwQKkyKuJBUPmIDuJcSGOsCychTavXjApUyo/OC/EwtHk1N8aoTMEsneKWHS0kvVGQImtns5vf9KHxoBkdzLCqFRcVC5/s03snt/8N+LhabJVnKYFHIlaU3AbCD/8qn9U7NvwwAMcGEAnnQETGi4XHz9i3ilNKjc848+IpQJoLBCQnzq13Z+iBMlTFoaMMB40uUKmAm5lxCb6gDo971EDo3KhMptIlR4UHg5kdRczJphUuyVpC0BJpB7eXz/34PmXgD38GiOeykQKjexe35IgoorKFJyMTHCpK0AxqftHMAkkn+5//AifoY9G9S9jJamp7gXTZuLb3ypMKj8nZvYPT/0H8RCY+J1eJiVi1kxD1MBIzdQ9BE59wL4h0eu7qVIqLzzH4tQIf5lhgJFyi4mRJhUAeNUN1b+5f7Di/hP7CKOtc+jLE1PdC9FQuXuf/LT4qSWfmlayIQCxdZdzJJhUgWMVDyue3r/HB7C/5y9axcI414uXjmPVw5/XRhUbv9pIXs1mtTcL47ktyBEqLQlFxMiTIqZh0kdMAsmeO8/vIifYxeD7toFpOSug3spDyrX3cTuvv1jzRNh8g4PnSEz1Y14JHxnuZjSwqRCAWNzL0A4wAgORgOYLx+eLg8qd/1wAxUzIIaHoUOlaAnf1FzMlDApZh6mUMA8vr+Ak/gmgHDhkWn16Mv7p/EKKw0qd5weCrjXqAeE2IcOMkuHSkm5GCdHslCYVBpgHMOjkO4F0ACGdgVC5fqb2V13fmwo4H8f8kRygMyqoVJOLmZKmBQz0ZsQYGIkeEMmdwEICd4fxZXyoHLyrtOG8IarrHMx0rHVQiVDu1HblFxMSmFS4YAJmdwFmqlwF4DnGFN2dUxVuHUxAIwIoGHSMaIBDEf8ZKR+ojKCCBnh7R/Kxb5ImNj8L1NoTyR+qHZ8G+nrL0wvjmuHQ3suLu0YE6/f0Oxe1zaXv3XDs/3oy2AODMJXdjDFc/42ht3kk+rwl+T3k1F4nUxMNjJ1P6ML53Tt5L4BzTnYz11XT9mfZmzlOWJYpWEHhgu7W3ABtwAIEx7Z2mTpVK67/mZ28p0fHwp0LmOOk9laqLQlF7NUmDR1JWmjDkYOj/jkLuAHmJMozKmAAHZEw18S7hAD/5edqcsFN8D91eCdDNEACa5ccDGQ/5DwB2gcbnXaiQd4J+PsYnzaAaKTCOliVA7E6hLkARxcjMIFjP7imxwM0ExEpZtwaJeCgzloP3htEdf+wPDJo/v75yFXj/KEChoA9BYQ4Ozi4BgEADiFShAhw9FDDHWghsyKoZKxnTxpR6GKYQzFhOe/+dE7TFJOfs8wSb4FoipMcgklXACjarcWYFTnpjo/6AETIv+SLVRAhN6cMdZO6PYpEAgy4fIxwjmN2nM6EscRYEE0Dr86BXMxbDxpDeJdDLkAwuRibO2B8ddJKFyMETD9OAbA6M4NMAOmrZcyYC5gyL9MvXI6T6hQ+2Hu534DFGHiLwmZUaijC7ukGgdde06usDC5H+68R+1G40nPPVxM+GSveTyXMEm+96o1THJJ9JqSqFK9rQBGTvCalGei9i03sx/+p/+xecK/vO53LZRx7oAv1yZYwZUze3mopG/opesoiWLDMcvz6MleW6JXUSfahrupid7QSd4Ze2BMm9/ydCrAsNTKOYwm1wEuLILgAoI5mRhJ39D5mBihUsouZlR/gTDJJdHrs1TtcM6j1+brYCxL1E2x2YhkCRVGADtqHtNBP/mDQ6abck6hEtySvgvlY5xDJa9EsfTcAxSL5mJihUkueZiQK0lLAsbwu8wSKs2sbh6xI4ghhStk+uMekNlwPsY5rzI1UQy4L1vHdDG+gAGUe2KCLFfHXElSAi08YFTKFCoYljUZxEntChnOvfhApu96CcjoQiXInwH+AN9+I6GSpFkuxndcTxczOUxyaRNyJUkBTj/A6H+7eUKFMKz+tBO7z7GsAZmlVpZ0kJmSj1kzVJoIGMDTxaQYJs3Iw4RcSbICxqA8oYJ24vVA6QqxDmTWWr52gIxwPpAgwytwqLSEiwFg3t07d9zQYVLAPIwabvMB0/dlUL5Q2ZEEFDYbMtRPYg1kBJh0xxXnEQMyvklfvlwHmYihkhFMo7Gkflwhw2bs7o3sYtRh0oJ5mJl7YUx/FLKESudSVKs6cyDTrShpIdM2WRQy3aAzXIzQDybkY3IIlRZ2MfJIk8KkUHmYKUvVBmUJFYD7AAmg4MsShIzP8jU3Rsr5mK2ESkm7mBBh0pw8jAowBgDnDRVuYveTJGXItH36QkYbuqWej4kdKm3Bxbgke0f9TwiTQuVhTO9DqzyhQmhi6W6uMMZN3LZO7pBRhUpLQmZuPiZEqHQk9ZGii4md7J0SJrnu6NUoT6gA0uoPN+FRCGT6vhKHzJR8zOQrtaXnjrCYtWzte+lCyDBJNaALlFz3w2iUJ1QIYk6l+zkDMuOy7UEmyPK158rSnKRv8HzMEqGSTT63kfBN9o544ulifMIkw2lnCRWG5g0eTXD5Z3/MDplh4vLt+L7SgEz83b5hXAwAfdKXlw4yIfIxwjgLhEqj0Ec6vqSLmR0m6amSJVQAADvuM6IDAXSw0EDG2o4fbx3I+FwcORkyS4ZKskLmY5xDJRIS0iZtx8XMDJMMyhMqXfjDAQDAMOnmQKab8BMgI5YlChnHPTLC+WWSj4kdKmXjYkq89QEgQkUFju65MTyCLoSaBhmxLFHIHNFwroAfZHo4rA8Z57BnwVApGxdjvp4wZ6iQOGEBM2RIrKrLwbhARjVmKpDxvpeMD2Q4iCUNmbVCJWksJrUb3f1Op5RcjEJ5QqUNf/oPPVNMWOE597ObLI6QUR0TlnFtkFGVGSCjO19XyOg2ysWCTJj7yEhuomupWVmatQlvC6GSLB/IeLgYM2D0YMkSKgxQhj9TISO2HffplqcxQEbjgFSQEZaPNwCZILt9F96EpwXGpOXuhUOlEQhsdfUuxhomaZQlVEAYr/4ofrpCRjfh+armHIyqjmHMCpkRZDaVj4m8qpSCizEpT6gAytWf2ZBxasuVa+BgnfR8R1YH1JW5Q4avvwRkwl231NZdEzJz8zGuoZJcjxOT3A85tjOOp6xryMUYCFMEVJwAYKwnfvCFxp6QMbXRTnpgWGHS9TMCmB4yzsvmgSDjc5uHNTbiRYHMpOXuhUMlk4tpw86hrmPsg1yhQpAStW15IMg0dc0hk7atzbnAYdIjc8gI52WBTPetCZEg45T0dXEls/MxhlDJsKo0fdnaVllvVfKECpo3lkGczGifM+452Px6wETIkFg1CGR0/QSGjPji26eJQCbE8nW3yMEDZvYmPF6TLj/gnxggw8kYKpk04z41WUKlu0IZGD5/prwEEN7NhFxhMudSup8KZ2GBjKr9aJLzZdK5jla0EoFMiN2+0UMlWUvlY1z3xpjGappqlSVUAIg3sGajz3tykPFZYTLDoftph4x1OVw1yTXtXCADAP29dIW2LE3IeIZKm8jHhAqVDMoXKtLqD8Pw3HlSYQXITBjDZRlbGb7owBYJMn1ehnupwrcVpAgZbuk+Bci4L3fzT2KESnqrkidUaCCwABTXycl9wBlXXwmpUJABKeowt7bCxHeDjNJZlAyZHhB2yKS0suS+3D08DB4qScoTKgDYEZMm/fAXpwcC95OYGjJ8VeN+EancCiNLPQCTV5hkyJjajCBjGM++50bdXhfarQmZYT+N4hxcNuJ1/YeCDC+Xnb66+k5Qmh8qlZdTaZ2KOImZOIk5yABqoMgASD0vo2vnMoYIh+6xYTyNIxJdiqK9sd1ykOm7TAUyC2zCEzighYxbqGRSllBhQLNNv38C8cOrggwggMYFMn25KUTg+t/kCpMHZOz9FAQZw8qS0C/QQ6YHzKhdhFBpeElj6fIxArz0ViVLqPQ5le7D0P1lhQUWo0mpD5mC5GWWhszMMYzL2OgmHOJCRh4vWci0FXwhs5V8THHhDwC26z8FALhJLEMG7X8qyMhuxiUvo+iPrxokL+MKmVDJX/mn5jV4b8jrXo/JCana9+DJEzLi6lRikJHzMQrlCRUC9+Fi0kTUgEGGTPtTnGQSZNr+fPIyQnk7LjR1VH3OgVHTn0fIZDgPlxWmKRvyVJAZ3E3BkOnbJwIZg/KECmBYUmZSmQIy7Qes/12aJnIbCyvzMsK4fiHTHMj41QsAGStcup+kaGMYTxNuFQkZbsxgkPFdWTpoawnKEyoEoF1SFqFAGP9lZ4oy7sPIQcYnZFJOBGEMrq0DZERw6duuBRmXMZSv3XUZOyZk+LKUIGPb7duOORkyc3b6GtxKnlAB6/epkDBJWPOe6ODB1ZsbMsmQEaHgGDLJE757eQY3I59LP24kyOhg5zKG2pU4QkbZDynqKKCoGqsLz1KCjM8V2FMhMzeJq1CeUKHhHwMbffiIcXGNMIl1oUugkImbKDJkxnW4drr++NerqdMO15frIKCF0agejcYJkvzt+te4EeVYpGvD/fTY9ZsaZGbd5oErc9kj070nrpAxKU+oAH34A2AAQf+ZYRwweDcjQQZNO9eQSQUZp6Vs6XyCL2VPmNx+9aaFTCFWmFz2ysiQUbWfDRnh9YWBjPWueDbICLAYXmuQjXgGruQJFcIAFQEs3GNC/87IbmZqyGQFAw8ZQBpzDJkBCnrI9OW6idu9H+D6s7RNBTLeK0zowgf7eRr3yozqKMbKHDLi+BrIaJQnVABQm7Vm/aQUwSGU8ZBJMmSSIAOpP1U7qb+U8zJWyBjqGiHTTXxXyMjtuZOwhmbdMemNzgoy/M5aw+63PKFCDHTEvYP9h5jEiaD6kMngSTVkGk1MHdwsDmf013hcp3uZXbkIN8MYcyFjOQ+3n4qJb4IawQ6ZUZ3hHL1vXAUOMvLrSw0y/TclDOerUp5QAUBHzW+DwIcv7W+IfwyM3YwONqmETMqJPMDNFjItlZeRx9XDiBT1DBPf4zzUIPVwTiZ30rUNCRlCUpAZwp7hZPp+NcoSKkTAbjdcPsoY9W/6aBWGtbc2ZhJkgDEEdGHUGiETuDJhzO78Jcig6c+6mqQCCDCGjHLMcb9TYNTUmxkyufy0hDwm2NogozvHrUFG6FuGjEZZQgUAjo4YWA8NNrgRYiPIAO0viwuTBhiQ+oOqe9y1BwcaHjLdYKPJvUzIJEOmr2NqpyoHzJNHKu/HTQ0yymOOkDG0HUDkABn+2Cj5hdEtOE2QGZ13LMgYlCVUiBiOjg7N3OXdSvemCaCgBjw9RzgINZW5D9nw2DsBDA4ybd3gIZMKMlIfqpBJ2RcgnevwFoA7Fi0vsxRkDG2cIKOFi9h25CjkuqqJjmZCy5cWmCAD4fcREzJ6ZQkVADjaHdo/zjxUwD3uyhn3GBw0HEMmAMYEsC1kktosHTIZ8zLtazO6FgfIyABZIi8jT1xdO5fzsEHGZYVJBIh6Q96mIFPaNn0ihmNHewEeBw4SIlRk8DDucdeAqw85ZGpLtQngrg/DYyc3I0GmPa+5IROEeu37J0BqXsg0cvNdSsE4pv68urdCddwIGb7hzP6NkDGBQvfTJXGsyf+4QKar15XZICOUaSDDDycrU6gAbzo6NCDpoSLC48BBYoAM4yDDOLDMdDNTQ6bOzSgh050XuOOJhEwGyPTlPmDjhk0yL6N8ff5jDc5F3Vb9vmkgw5fpLi1o68iQEfJBGsiYlCdUwHCsDX8OKpAw6vfxdECRITMcE+s1j+ckgIfH2pBJVbaVkMmQl+nLJ0Kmfz+HYdPIy+h+CmUeY5EnZHTjUETIGMCSJ1QIeFMb/nSw4MMf0cGM3UzIkEmZAO4nIx/aaNyMDjYphkwqyGA4T2vIZICMDJCQeZnQkFHBbvzTDzLWtiMQKeoGhIxJeUIFDMd3exwwwEEGCe9MZDfjGjJ15UkmgEcTYHAzmw2Z0L1x6ok7NS+j74uE9k09Zm0n9+/20wwZl2VsGTLWul0dKfHlBJnSnMqOGN50tBddSvcYJELF4mZMIZPcZokEsPLDqnvcjtE8FSe21s0kFjLNXcqW+xvGHOqo+tfDKHLIZIOMR1shbDG9RxMuLTApS6gQgOO7KwCAA9v1IGmeS6CQjpncjClk6vuL7Gbi75lhXJ/d8XVCJqtrkeCgDZkME1wcU99/UpDp30/zWFrIGNoqk8wKyJiUJ1SI4eqjKy0wDhJQdqOwqHvcQUY+pnIzrglgvg1f7psABsQJECUBPPqASSET30bZP5PKNK7HJWQyLWWb2rU/hXmgycv0bS2Tco28jPUnAK2bcenDcRlbB5keTgplCZUdGK46uoJ9CxGghUQLmf55P+nnuZnuvfZxMzJkmsdiPTlkavItERLAmr9ssy4zaB+sFTLJZX3dCSGTCwi0wNLlZTwho+pf93vzAdrgXNwgM9TVUyVLqBAxHN9daYGy74Gy5yHSPQ7sZkwJ4OEx+sdJJ4D7SW8LmdqjQl8qN8MUZVK9mCFTIMjIE3xOXqaHjKZvsZ25/1mQGb1+ddv+PSvSqUg5FREorVtpy21upj+ucDNyArg7lsJyNiB+SIMlgPmQSToeZc9M+6GfFTI5wGLqUrYOBPK5ukBG6NzaTn18KmS8VpgMyhMqxHDN0RuCc9hjNwLEABS9m2lcyX7kWFRuRg6Z+GN9uYebSTcBLD12cjMSZNC0mZMAXixkQvemzQOI3L8eWCtDxqWtQVlChcBw9e4NAMC+hUMHFQCK52o304EhBTez7HI26+t4h0x8WedmRpNgcDNz9syIUEPSIZMLCPTAIqmvyJARytRj8VVlZQmVHRiu3V1ugEKEveBOBpgM7iWsm5Fh1Ty2u5mlNud1EyxcArh9402P2z7bkYXjUfbMtJM+WshkgEzfnwEyMkB88jJTN+XZzkHVzuhmNMoTKsRw1e6NHg57NGDYsx1AHFzAASeQm5ETwF1fKjejXFFaYHNelAQw3xZQAIZzM90ElCHT1o25Z8Y1ZJInletStlCuycuM30sHEBgg07wFC4dMpTkVap3KAIYGJj1cMEzwEVw27GZiLmc3T1xDprYGI/WH1gSeREKmoS1TTPrIIZMBBPKYMowWg4xBWUJlRwxX02UcaABH7zoIPWgEuGTmZlJZzvbeM9OfTPe4jJDJCyAGEMiQGfoKnJcxKEuoHOGAN+8uD6Do4UI4oAFHVxbbzYyTvdPdjJwABtC7GSV8JGdiczObSQCDg0xbvuWQKfhStg4EBsg0fTHpuX787u1WKUuoNKs/lwF0QOhAMkzSPXbNRFe4mQE46bgZEShmN5PacrY2AdxV0rqZro7pMRcyScdDXWbAuxiTu+BdkegsFJBpf85eynYCiOocxTrA8Lvlwds9V42vU5ZQ2RHDm6lxKnu0E5AaQDQrQjxIlncz/Tlp3Ixtc97SbmbucnbcBLD0mLgxTG5mNNkmXmbQjmkOmSTIYOhLN8mVfU0ImVzqyMBwysuU5lSaJeXXW1hwQACa5517oW4yx3EzB6H/uW6GvN1MjEsNpixnR08Aax1D95hzM6NJJrkZ46TfSMg0CSD6OkNfXMhkULZQuZr2AO3bCUvY0+Au5GRtCm5GdC/z3YzPhZNTN+eZEsBym9DL2WslgMd9qeEgOicsGzJp8jJ9HReAqM6T/1miU3kzXWmBMUyYBixDWQ+a6mac3EyI5eyuTTIJ4H7iBwiZ2nqrhUyqMp+QSQMQnePRKU+oEOFaAvZgOBDDvn0HDuiA0a6+gJRuBl29wtxMjEsNTG5mbgK4r9OO6e5mujqmx1zIJB0vNmTi6hToVIBrd0c4MNaCBdgzhj0AcKA5AEM41IFmYTcjh2Kx3Iy8nN30p3IzMlC2tzlPBxkhAdzX747DDBuVm+Eh05/k2KWM+1XDQRwLSYRMupyLSZlChXA1HWthwXDAAXtiPWQAcKBhLVzacri5mSVyMyKY1G5mAMQ6bka5ogQFfCQ3ozo2Zzmb9c4h4C0gZOfCzyhuEgffM6NzIBNDpjm7f2XIgH+uETFmqbFBEdGrAJ5f+zyqqjLWLYyxG1QHsnQqAJ5njJ1c+ySqqkrUbu0TqKqqyksVKlVVVUGVK1Q+vfYJVFWVqiwTtVVVVespV6dSVVW1kipUqqqqgipJqFCjXyGiF4joT4noDk297yOiLxPRnxPRbxPRcVt7InqQiJ5vj32CK3+EiL5GRAciqsvRVVUTlSRUALwbwK3tv48A+FVNvV8C8MuMsVsBfAfAY6b2RHQE4Ex7/DYAHySi29o2fwbgfQD+KPSLqaoqSalC5WEAv8kaXQTwFiJ6B1+BiAjAjwA42xb9BoCfsLS/G8ALjLFLjLHLAH6rrQvG2NcZY3UXblXVTKUKlZsA/CX3/KW2jNd3A/gbxtgVRR1de5d+q6qqZihVqKgurJbXvk11dMdc+q2qqpqhZKBCRKeJ6KtE9FUAfwXge7jDN7dlvL6NJqw5pqjzkqa9rryqqiqQkoEKY+wMY+x2xtjtAH4PwIfaVZx7ALzMGPuGVJ8BuADgVFv0YQDn2sdPatp/BcCt7arRcQAfaOtWVVUFUjJQkfQUgEsAXgDwawA+1h0goqeI6Mb26c8D+FkiegFNjuXXTe3b/MvHAZwH8HUAv8MY+1rb73uJ6CUA9wL4AhGdj/oKq6oyVd2mX1VVFVSpOpWqqqqNqkKlqqoqqCpUqqqqgqpCpaqqKqgqVKqqqoKqQqWqqiqoKlSqqqqC6v8DC+xDyAQdeJYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "taue = 20; taui = 10\n",
    "Ne=4000; Ni=1000;th = 20 ; taub = 1; taue=20; taui=10; Jee = 280/Ne*taue; Jei=-70/Ni*taue; Jie=500/Ne*taui; Jii=-100/Ni*taui;\n",
    "Vli=6.5; Vle=7.6; Vr=14; the = th; thi = th; Nmax = 2\n",
    "disp = 1; disp2=1\n",
    "\n",
    "LEB = []; LIB = []; E0B=[]; E02B=[]; E1B=[]; I0B=[]; I02B=[];I1B=[]\n",
    "\n",
    "LsigB = [4.3,4.35,4.4,4.45]#np.concatenate([np.arange(1.5,2.8,0.5),np.arange(2.8,4.5,0.5)])#0.1#,np.arange(4.415,4.417,0.0005),np.arange(4.417,4.486,0.01),np.arange(4.486,4.4875,0.0001),np.arange(4.9,6,0.1)])\n",
    "beta = 1\n",
    "epsilonI = 6e-7\n",
    "epsilonE = 6e-7\n",
    "epsilon2 = 1e-6\n",
    "delta = 9e-7#6e-6\n",
    "delta2 = 1e-7#delta\n",
    "leng = 0.002\n",
    "ini = -0.0001\n",
    "du = 0.025\n",
    "RE = np.arange(ini,leng,delta)\n",
    "RI = np.arange(ini,leng,delta)\n",
    "re = np.array([RE,]*math.ceil((leng-ini)/delta)).transpose()\n",
    "ri = np.array([RI,]*math.ceil((leng-ini)/delta))\n",
    "Ka = 600\n",
    "LSeB = []\n",
    "for sig in LsigB:\n",
    "    print(sig)\n",
    "    Se=0; Si = 0\n",
    "    for u in np.arange(1e-200,Nmax,du):\n",
    "            print(u)\n",
    "            mue = Vle+Ne*Jee*re*taub+Ni*Jei*ri*taub - Ka*beta*re\n",
    "            Se += du*np.exp(-u**2)/u*(np.exp((th-mue)*2*u/sig)-np.exp((Vr-mue)*2*u/sig))\n",
    "            #LSe.append(np.min(Se))\n",
    "            mui = Vli+Ne*Jie*re*taub+Ni*Jii*ri*taub \n",
    "            Si += du*np.exp(-u**2)/u*(np.exp((th-mui)*2*u/sig)-np.exp((Vr-mui)*2*u/sig))\n",
    "        \n",
    "    Ge = 1/(taue*Se)\n",
    "    Gi = 1/(taui*Si)\n",
    "    E = np.abs(re-Ge)\n",
    "    I = np.abs(ri-Gi)\n",
    "    idxe = np.nonzero(E<epsilonE)\n",
    "    idxi = np.nonzero(I<epsilonI)\n",
    "\n",
    "    if disp == 1:\n",
    "        fig, ax = plt.subplots()\n",
    "        pos = ax.imshow(E)\n",
    "        ax.set_xticks([0,len(re)])\n",
    "        ax.set_xticklabels([ini,leng])\n",
    "        ax.set_yticks([0,len(re)])\n",
    "        ax.set_yticklabels([ini,leng])\n",
    "        fig.colorbar(pos,ax=ax)\n",
    "        ax.scatter(idxe[1][:],idxe[0][:],color='r')\n",
    "\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.imshow(I)\n",
    "        ax.set_xticks([0,len(re)])\n",
    "        ax.set_xticklabels([ini,leng])\n",
    "        ax.set_yticks([0,len(re)])\n",
    "        ax.set_yticklabels([ini,leng])\n",
    "        ax.scatter(idxi[1][:],idxi[0][:],color='r')\n",
    "    if disp2==1:        \n",
    "        plt.figure(figsize=(15,15))\n",
    "        fe = interpolate.interp1d(re[idxe], ri[idxe])\n",
    "        Xre = np.arange(max(re[idxe][0],re[idxi][0]), min(re[idxe][-1],re[idxi][-1]), delta2)\n",
    "        YriE = fe(Xre)\n",
    "        plt.plot(Xre,YriE,'.r')\n",
    "        \n",
    "        fi = interpolate.interp1d(re[idxi], ri[idxi])\n",
    "        YriI = fi(Xre)\n",
    "        plt.plot(Xre,YriI,'.b')\n",
    "        \n",
    "        #L2 = np.nonzero(np.abs(YriE-YriI)<epsilon2)\n",
    "        \n",
    "        L = np.argwhere(np.diff(np.sign(YriE-YriI))).flatten()\n",
    "        #LB = np.concatenate([L,L2[0]])\n",
    "        plt.scatter(Xre[L],YriE[L],color='k',s=200)\n",
    "        print(Xre[L],YriE[L])\n",
    "        plt.title('sig='+str(sig))\n",
    "        \n",
    "        if len(Xre[L])==1:\n",
    "            E02B.append(Xre[L][-1])\n",
    "            I02B.append(YriE[L][-1])\n",
    "            E1B.append(Xre[L][-1])\n",
    "            I1B.append(YriE[L][-1])\n",
    "            E0B.append(Xre[L][-1])\n",
    "            I0B.append(YriE[L][-1])\n",
    "            \n",
    "        elif len(Xre[L])>=2:\n",
    "            E02B.append(Xre[L][-1])\n",
    "            E1B.append(Xre[L][int(len(Xre[L])/2)]) \n",
    "            I02B.append(YriE[L][-1])\n",
    "            I1B.append(YriE[L][int(len(Xre[L])/2)])\n",
    "            E0B.append(Xre[L][0])\n",
    "            I0B.append(YriE[L][0])\n",
    "            \n",
    "        else:\n",
    "            E02B.append(0)\n",
    "            E1B.append(0)\n",
    "            I02B.append(0)\n",
    "            I1B.append(0)\n",
    "            E0B.append(0)\n",
    "            I0B.append(0)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(LsigB,E02B,'r')\n",
    "plt.plot(LsigB,E1B,'.r')\n",
    "\n",
    "plt.plot(LsigB,I02B,'b')\n",
    "plt.plot(LsigB,I1B,'.b')\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(LSeB)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.5\n",
      "[] []\n",
      "2.0\n",
      "[] []\n",
      "2.5\n",
      "[] []\n",
      "2.8\n",
      "[] []\n",
      "2.9\n",
      "[1.12e-06] [5.2e-07]\n",
      "3.0\n",
      "[1.86e-06] [2.26e-06]\n",
      "3.1\n",
      "[2.66e-06] [2.12e-06]\n",
      "3.2\n",
      "[4.02e-06] [2.14e-06]\n",
      "3.3000000000000003\n",
      "[6.05e-06] [4.1e-06]\n",
      "3.4000000000000004\n",
      "[8.99e-06] [6.5e-06]\n",
      "3.5000000000000004\n",
      "[1.281e-05] [8.84e-06]\n",
      "3.6000000000000005\n",
      "[1.84e-05] [1.28e-05]\n",
      "3.7000000000000006\n",
      "[2.59e-05] [1.86e-05]\n",
      "3.8000000000000007\n",
      "[3.511e-05] [2.757e-05]\n",
      "3.900000000000001\n",
      "[4.849e-05] [5.007e-05]\n",
      "4.000000000000001\n",
      "[6.574e-05 6.649e-05 6.699e-05] [5.462e-05 4.562e-05 5.459e-05]\n",
      "4.100000000000001\n",
      "[9.049e-05] [8.156e-05]\n",
      "4.200000000000001\n",
      "[0.00012312 0.00012349 0.00012439] [0.00011004 0.00010708 0.00011094]\n",
      "4.300000000000001\n",
      "[0.000173] [0.000164]\n",
      "4.400000000000001\n",
      "[0.0002555] [0.000254]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fef6a9085b0>]"
      ]
     },
     "execution_count": 393,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4UAAANrCAYAAADxnj1SAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABFC0lEQVR4nO39f5Ck930fdr4/O8sZJUIikktQoUiuSCeQEyio2LolxXZs19gCz6TqfJAT6Yo6V5Y2ZTCUsk62ci4J8BV8cHgxEOcqQWQjEDi21tgwNsOTfREuoclwUeiLlIAxl5ItGeTRhGl5CJNHQsuINiJ7Rrv43h9Pt3Z2MD07u9Mz/eN5vaq6Zqb7eeZ5phpN4M3v9/P5VGstAAAA9NOJWd8AAAAAsyMUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAB1BVf7qq/tKs7wMApk0oBIADaK39udban5jm76yq91XVF6vqW1X1jap6qqr+xX2O/8jo+Feq6o9N814A6C+hEABm539K8m+21r4jye9IcjLJ/32f4/9Okp9I8kvHcG8A9IRQCAC7VNVPVdU/qqp/MlqZ+4GqeriqPrrjmLNV9Q+r6kpVPVRVv1ZV997KdVprX2mt/fqOp64l+Vf2Of7x1tozSf7ZLf9RADCBUAgAO1TV70xyLsk7Wmv/QpI/lOTXdh1zd5L/MskfTfKmJN+R5M07Xv8/V9Vv7PM4vePY31tV30ryT5L820keO9q/EABudHLWNwAAc+ZakrUkd1fVS621X0uSqtp5zA8n+X+31n5x9NqfSfLvj19srf3VJH/1IBcb/Y7vqKo3J7k/uwIoABw1K4UAsENr7YUk55M8nOQbVfWxqvquXYd9V5Kv7DjnN5NcOeR1/1GSTyb52GF+DwDcKqEQAHZprf3V1trvTfLdSVqS/2TXIV9L8pbxD1X1zyU5tePnP1pVL+/zOJ29nUzyL0/3rwGA/QmFALBDVf3OqvqDVbWWrqHLP023pXSnn0vyh6vq91TVapI/m+S395e21v7r1tod+zw2R9f6o1V1ujrfneQ/TvLMPve2WlXfNrrWa6rq26rKv8sBOBT/IgGAG60leTTJryf5/yV5Y5I/vfOA1trzSf5kuq2eX0vXJOYbSbZu8Vp3J/mfk7ycbjzFF9PVFSZJqupvVtXOa/8P6ULq70nykdH3v/8WrwkAN6jW2qzvAQAWWlXdkeQ3ktzVWvsHM74dALglVgoB4DZU1R+uqn++qr49yf8jya9G51AAFpBQCAC3574kXx097kryvmb7DQALyPZRAACAHrNSCAAA0GMnZ30Dx+UNb3hDe9vb3jbr2wAAAJiJz33uc7/eWrtz9/O9CYVve9vbcvny5VnfBgAAwExU1T/c63nbRwEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwonKXnnkseeaT7CgAAMAMnZ30DvfXcc8kP/ECyvZ2sribPPJMMBrO+KwAAoGesFM7KcNgFwmvXuq/D4azvCAAA6CGhcFbW17sVwpWV7rG5aRspAABw7ITCWRkMui2j99+fVCUbG912UsEQAAA4RkLhLA0GyenTydWr17eRXryo+QwAAHBsNJqZtfE20u3tbhvphQtdSNR8BgAAOAZWCmdtvI30wx9OPvCB66uGW1vJww9bMQQAAI6UUDgPBoPkwQeTs2e7FcITJ5JXXkkuXVJnCAAAHCmhcJ6MVw3vvfd6MFRnCAAAHKFqrc36Ho7FmTNn2uXLl2d9Gwezc7D9ykrXnVSdIQAAcAhV9bnW2pndz1spnEfqDAEAgGMiFM4rdYYAAMAxEArn3aQ6w+Fw1ncGAAAsAaFwEQwG3bbRtbWuxnB1NTl1SvMZAADg0AyvXxTjFcPhsAuE5893K4aazwAAAIdgpXCRjOsMr1zpAuG1a0ZWAAAAh2KlcBGtr3crhOORFRcuGFkBAADcFiuFi8jICgAAYEqEwkVlZAUAADAFQuGimzSyQp0hAABwANVam/U9HIszZ860y5cvz/o2js5zz3UrhOM6wyp1hgAAwG+rqs+11s7sft5K4bJQZwgAANwGoXCZqDMEAABukVC4jNQZAgAAB6SmcJmpMwQAAEbUFPbRpDrD7e1kOJz13QEAAHNAKFx2u+sMV1a6x+ambaQAAIBQ2BvjVcP77++2kW5saD4DAAAIhb0yGCSnT9+4jVTzGQAA6LWTs74Bjtn6ereNdNx85sIFzWcAAKDHrBT2jSH3AADADkJhHxlyDwAAjAiFfWbIPQAA9J7h9RhyDwAAPWB4PZOpMwQAgN4SCumoMwQAgF4SCrmROkMAAOgVNYXsTZ0hAAAsFTWF3JpJdYbb28lwOOu7AwAApkQoZLLddYYrK93XU6dsJQUAgCVxctY3wAIYrxoOh10gPH++WzG0lRQAABaelUIOZrxqeOVKFwiNrAAAgKUgFHJr1teNrAAAgCUiFHJrjKwAAIClYiQFt8fICgAAWChGUjBdk0ZWqDMEAICFIhRy+3aPrFBnCAAAC0co5PDUGQIAwMJSU8j0qDMEAIC5paaQo6fOEAAAFo5QyHSpMwQAgIUiFHI0JtUZDoezvjMAAGAHoZCjMxh020bX1roaw9XV5NQpzWcAAGCOnJz1DbDkxiuGw2EXCM+f71YMNZ8BAIC5YKWQozeuM7xypQuEms8AAMDcEAo5Puvrms8AAMCcEQo5PobcAwDA3DG8nuNnyD0AABw7w+uZH4bcAwDA3BAKmQ1D7gEAYC4IhcyWOkMAAJipqYTCqnpPVX2xql6oqgf2eL2q6qdHr/9KVX3fzc6tqtdX1aer6kujr68bPf+2qvqnVfW3R4+fmcbfwAztHnK/spJcuJA89JBVQwAAOGKHDoVVtZLk8STvTXJ3kh+tqrt3HfbeJHeNHh9M8sQBzn0gyTOttbuSPDP6eezvt9Z+1+jxocP+DcyBSXWGVg0BAOBInZzC73hnkhdaa19Okqr6WJL7knx+xzH3JbnYulann6mq11bVm5K8bZ9z70uyPjr/qSTDJD81hftlXg0G3eO555KnnrrenfTCBd1JAQDgiExj++ibk3xlx88vjp47yDH7nfudrbWvJcno6xt3HPf2qvrlqvr/VNXvm3RjVfXBqrpcVZdfeumlW/mbmKX9Vg2Hw1nfHQAALJVphMLa47ndww8nHXOQc3f7WpLTrbXfneQ/TPJXq+pf3OvA1tpHWmtnWmtn7rzzzpv8WubK7u6k41rDzU3bSAEAYIqmEQpfTPLWHT+/JclXD3jMfud+fbTFNKOv30iS1tpWa+3K6PvPJfn7Sb5nCn8H82i8anj//d2Q+40NzWcAAGCKphEKP5vkrqp6e1WtJnlfkqd3HfN0krOjLqTvSvKt0ZbQ/c59Osn7R9+/P8nPJ0lV3TlqUJOq+h3pmtd8eQp/B/NqMEhOn9Z8BgAAjsChG8201q5W1bkkn0qykuRnW2vPV9WHRq//TJJPJPnBJC8k+c0kf3y/c0e/+tEkH6+qH0uymeRHRs///iT/UVVdTXItyYdaa9887N/BnFtf77aRaj4DAABTVV1D0OV35syZdvny5VnfBofx3HNdo5nNzW4b6bVr3cD7e+/t5hwKhgAAMFFVfa61dmb381MZXg/HYnfzmRMnkldeSS5dUmcIAAC3SShk8Yybz9x77/VgqM4QAABui+2jLK7nnutWCMd1hlXqDAEAYALbR1k+k4bcb211NYZWDAEA4KaEQhabOkMAADgUoZDlMKnOcDic9Z0BAMBcEwpZHoNBt210ba2rMVxdTU6d0nwGAAD2cejh9TBXxiuGw2EXCM+f71YMNZ8BAIA9WSlk+YzrDK9c6QKh5jMAADCRUMjyWl/XfAYAAG5CKGR5GXIPAAA3ZXg9y8+QewAAMLyeHjPkHgAAJhIK6QdD7gEAYE9CIf2izhAAAG6gppB+UmcIAEDPTKopNLyefto55H5zM9nY6OoMx6uGw2E30kI4BABgyVkpBKuGAAD0gO6jMMmk7qTb292KIQAALDGhEJJXdyddWekem5uazwAAsNSEQthpvGp4//3dNtKNDSMrAABYakIh7DYYJKdP37iN1MgKAACWlO6jsJf19W4b6bj5zIULms8AALCUrBTCXiY1n9naSh5+2IohAABLQyiESXY3nzlxInnlleTSJXWGAAAsDaEQbma8anjvvdeDoTpDAACWhOH1cFCG3AMAsMAMr4fDUmcIAMASEgrhVqgzBABgyQiFcDvUGQIAsCTUFMJhqDMEAGBBqCmEozCpznB7OxkOZ313AABwU0IhHNbuOsOVle6xuWkbKQAAc08ohGkZrxref3+3jXRjQ/MZAADmnlAI0zQYJKdP37iNVPMZAADm2MlZ3wAsnfX1bhvpuPnMhQuazwAAMLesFMK0GXIPAMACEQrhKBhyDwDAghAK4SgZcg8AwJwzvB6OgyH3AADM2KTh9RrNwHEYrxgOh938wo2NG7uTDoddgxrhEACAY2alEI6bVUMAAGZg0kqhmkI4brqTAgAwR4RCmAXdSQEAmBNCIczSpO6kw+Gs7wwAgJ4QCmHWBoNu2+jaWldjuLqanDplZAUAAMdC91GYBzu7k546lZw/360Yaj4DAMARs1II82JcZ3jlShcINZ8BAOAYCIUwb9bXNZ8BAODYCIUwbyY1n7l4UZ0hAABTZ3g9zCtD7gEAmCLD62HRGHIPAMAxEAphnhlyDwDAERMKYRGoMwQA4IioKYRFos4QAIDbpKYQlsGkOsPt7W7wPQAA3CKhEBbN7jrDlZXusblpGykAALdMKIRFNV41vP/+bhvpxobmMwAA3DKhEBbZYJCcPn3jNlLNZwAAuAUnZ30DwCGtr3fbSMfNZy5c0HwGAIADs1IIi86QewAADkEohGVgyD0AALdJKIRlYsg9AAC3yPB6WEaG3AMAsMuk4fUazcAyGq8YDofd/MKNjRu7kw6HXYMa4RAAoPesFMKys2oIAEAmrxSqKYRlpzspAAD7EAqhD3QnBQBgAqEQ+mRSd9LhcNZ3BgDAjAiF0DeDQbdtdG2tqzFcXU1OnTKyAgCgp3QfhT7a2Z301Knk/PluxVDzGQCA3rFSCH01rjO8cqULhJrPAAD0klAIfbe+rvkMAECPCYXQd5Oaz1y8qM4QAKAHDK8HOobcAwAsNcPrgf0Zcg8A0EtCIXCdIfcAAL0jFAKvps4QAKA31BQCk6kzBABYGmoKgVunzhAAYOkJhcD+1BkCACw1oRA4mEl1hsPhrO8MAIBDEAqBgxsMum2ja2tdjeHqanLqlOYzAAAL7OSsbwBYMOMVw+GwC4Tnz3crhprPAAAsJCuFwK0b1xleudIFQs1nAAAWllAI3L71dc1nAAAWnFAI3D5D7gEAFp7h9cDhGXIPADD3Jg2v12gGOLydzWc2N5ONja7OcLxqOBx2W02FQwCAuWOlEJguq4YAAHNp0kqhmkJgusarhh/+cPKBD3SBUHdSAIC5JRQC0zceWXH2rO6kAABzTigEjo7upAAAc09NIXD01BkCAMycmkJgdibVGW5vd51JAQCYGaEQOB676wxXVrrH5qZtpAAAMyQUAsdrvGp4//3dNtKNDc1nAABmaCqhsKreU1VfrKoXquqBPV6vqvrp0eu/UlXfd7Nzq+r1VfXpqvrS6Ovrdv3O01X1clX9qWn8DcAxGgyS06dv3Eaq+QwAwEwcOhRW1UqSx5O8N8ndSX60qu7eddh7k9w1enwwyRMHOPeBJM+01u5K8szo553+8yR/87D3D8zI+vqN20gvXEgeesiqIQDAMZvGSuE7k7zQWvtya207yceS3LfrmPuSXGydzyR5bVW96Sbn3pfkqdH3TyX5ofEvq6ofSvLlJM9P4f6BWTDkHgBgLkwjFL45yVd2/Pzi6LmDHLPfud/ZWvtakoy+vjFJqurbk/xUkj97sxurqg9W1eWquvzSSy8d+A8Cjokh9wAAMzeNUFh7PLd7+OGkYw5y7m5/Nsl/3lp7+WY31lr7SGvtTGvtzJ133nmzw4FZMeQeAGBmTk7hd7yY5K07fn5Lkq8e8JjVfc79elW9qbX2tdFW02+Mnv/+JD9cVX8+yWuTvFJV/6y19hen8LcAszIYdNtGf+EXrg+5v3DBkHsAgCM2jZXCzya5q6reXlWrSd6X5Oldxzyd5OyoC+m7knxrtCV0v3OfTvL+0ffvT/LzSdJa+32ttbe11t6W5LEkf04ghCWhzhAA4NgdOhS21q4mOZfkU0m+kOTjrbXnq+pDVfWh0WGfSNcY5oUkG0l+Yr9zR+c8muTdVfWlJO8e/QwsO3WGAADHqlq7WQnfcjhz5ky7fPnyrG8DuBXPPdetEF661AXDlZVu6P3p091IC9tJAQAOrKo+11o786rnhUJgrj33XLdCOK4zrFJnCABwGyaFwmnUFAIcnUl1htvbyXA467sDAFh4QiEw/3bXGa6sdI/NTTWGAACHJBQCi2O8anj//d020o0NzWcAAA5JKAQWy2DQNZrZuY3UkHsAgNs2jeH1AMdrfb3bRmrIPQDAoQmFwOIZbyMdDru6wo2NG1cNh0MjKwAADshICmCxGVkBAHAgRlIAy2nSyIqtrW7wvTpDAIB9CYXA4ts9suLEieSVV5JLl3QnBQC4CaEQWB7jVcN7770eDHUnBQDYl5pCYPmoMwQAeBU1hUB/TKoz3N7uOpMCAPDbhEJgOe2uM1xZ6R6bm7aRAgDsIBQCy228anj//d020o0NzWcAAHYQCoHlNxgkp0/fuI1U8xkAgCTJyVnfAMCxWF/vtpGOm89cuKD5DABArBQCfWHIPQDAnoRCoD8MuQcAeBWhEOgfQ+4BAH6b4fVAfxlyDwD0iOH1ALupMwQAEAqBnlNnCAD0nFAIkKgzBAB6S00hwE7qDAGAJaWmEOAgJtUZbm8nw+Gs7w4AYOqEQoDddtcZrqx0j81N20gBgKUjFAJMMl41vP/+bhvpxobmMwDA0hEKAfYzGCSnT9+4jVTzGQBgiZyc9Q0AzL319W4b6bj5zIULms8AAEtDKAS4mfE20uGwqyvc2Lhx1XA47IKjcAgALCAjKQBuhZEVAMCCMpICYBomjazY2koeflidIQCwcIRCgFu1e2TFiRPJK68kly7pTgoALByhEOB2jVcN7733ejDUnRQAWDBqCgEOS50hALAA1BQCHBV1hgDAAhMKAaZBnSEAsKCEQoBpmlRnOBzO+s4AAPYkFAJM22DQbRtdW+tqDFdXk1OnNJ8BAObSyVnfAMBSGq8YDoddIDx/vlsx1HwGAJgzVgoBjsq4zvDKlS4Qaj4DAMwhoRDgqK2vaz4DAMwtoRDgqBlyDwDMMcPrAY6LIfcAwAwZXg8wa4bcAwBzSCgEOE6G3AMAc0YoBJgFdYYAwJxQUwgwS+oMAYBjoqYQYB6pMwQAZkwoBJg1dYYAwAwJhQDzYlKd4XA46zsDAJaYUAgwTwaDbtvo2lpXY7i6mpw6pfkMAHBkTs76BgDYZbxiOBx2gfD8+W7FUPMZAOAIWCkEmEfjOsMrV7pAqPkMAHBEhEKAeba+rvkMAHCkhEKAeWbIPQBwxAyvB1gEhtwDAIc0aXi9RjMAi2Bn85nNzWRjo6szHK8aDofdVlPhEAC4RVYKARaNVUMA4DZMWilUUwiwaMarhh/+cPKBD3SBUHdSAOA2CYUAi2g8suLsWd1JAYBDEQoBFtmk7qTD4azvDABYEEIhwKIbDLpto2trXY3h6mpy6pSRFQDAgeg+CrAMdnYnPXUqOX++WzHUfAYAuAkrhQDLYlxneOVKFwg1nwEADkAoBFg26+uazwAAByYUAiybSc1nLl5UZwgAvIrh9QDLypB7AGAHw+sB+saQewDgAIRCgGVmyD0AcBNCIUAfqDMEACZQUwjQJ+oMAaC31BQCoM4QAHgVoRCgb9QZAgA7CIUAfTWpznA4nPWdAQDHSCgE6LPBoNs2urbW1RiurianTmk+AwA9cnLWNwDAjI1XDIfDLhCeP9+tGGo+AwC9YKUQgOt1hleudIFQ8xkA6A2hEIDr1tc1nwGAnhEKAbjOkHsA6B3D6wF4NUPuAWDpTBper9EMAK+2s/nM5maysdHVGY5XDYfDbqupcAgAC89KIQD7s2oIAEth0kqhmkIA9jdeNfzwh5MPfKALhLqTAsDSEAoBuLnxyIqzZ3UnBYAlIxQCcHC6kwLA0lFTCMCtU2cIAAtHTSEA0zOpznB7u+tMCgAsDKEQgNuzu85wZaV7bG7aRgoAC0QoBOBwxquG99/fbSPd2NB8BgAWiFAIwOENBsnp0zduI9V8BgAWwslZ3wAAS2J9vdtGOm4+c+GC5jMAsACsFAIwHYbcA8BCEgoBmB5D7gFg4QiFAEyfIfcAsDAMrwfg6BhyDwBzw/B6AI6fOkMAmHtTCYVV9Z6q+mJVvVBVD+zxelXVT49e/5Wq+r6bnVtVr6+qT1fVl0ZfXzd6/p1V9bdHj79TVX9kGn8DAEdEnSEAzLVDh8KqWknyeJL3Jrk7yY9W1d27DntvkrtGjw8meeIA5z6Q5JnW2l1Jnhn9nCR/N8mZ1trvSvKeJE9WldEaAPNOnSEAzKVphKl3JnmhtfblJKmqjyW5L8nndxxzX5KLrStg/ExVvbaq3pTkbfuce1+S9dH5TyUZJvmp1tpv7vi935akH0WRAMtgMOi2jf7CL5hnCABzYhrbR9+c5Cs7fn5x9NxBjtnv3O9srX0tSUZf3zg+qKq+v6qeT/KrST7UWru6141V1Qer6nJVXX7ppZdu+Q8D4AhMqjPc3k6Gw1nfHQD0zjRCYe3x3O7Vu0nHHOTcVx/Q2v/SWvveJO9I8mBVfduE4z7SWjvTWjtz55133uzXAnBcdtcZrqx0j81N20gB4JhNIxS+mOStO35+S5KvHvCY/c79+miLaUZfv7H7wq21LyT535L864e4fwBmZbxqeP/93biKjQ3NZwDgmE0jFH42yV1V9faqWk3yviRP7zrm6SRnR11I35XkW6Mtofud+3SS94++f3+Sn0+S0bEnR99/d5LfmeTXpvB3ADALg0Fy+vSN20g1nwGAY3PoRjOttatVdS7Jp5KsJPnZ1trzVfWh0es/k+QTSX4wyQtJfjPJH9/v3NGvfjTJx6vqx5JsJvmR0fO/N8kDVfVbSV5J8hOttV8/7N8BwAytr3fbSDWfAYBjV11D0OV35syZdvny5VnfBgCTPPdc12hmc7PbRnrtWhcQ77+/W0lcXxcOAeAQqupzrbUzr3peKARgrjz3XFdXOF41rLJqCABTMCkUTqOmEACmZ9LIiq2tbsahOkMAmCqhEID5s3tkxYkTySuvJJcu6U4KAFMmFAIwv8arhvfeez0Y6k4KAFOlphCA+afOEAAOTU0hAItrUp3h9nbXsRQAuG1CIQCLYXed4cpK99jctI0UAA5BKARgsYxXDe+/v9tGurGh+QwAHIJQCMDiGQy6gfY7t5FqPgMAt+XkrG8AAG7L+nq3jXTcfObCBc1nAOA2WCkEYDEZcg8AUyEUArC4DLkHgEMTCgFYfIbcA8BtM7wegOVhyD0ATGR4PQDLT50hANwyoRCA5aLOEABuiVAIwHJSZwgAB6KmEIDlps4QAJKoKQSgrybVGW5vJ8PhrO8OAGZOKARg+e2uM1xZ6R6bm7aRAtB7QiEA/TFeNbz//m4b6caG5jMA9J5QCEC/DAbJ6dM3biPVfAaAHjs56xsAgGO3vt5tIx03n7lwQfMZAHpLKASgf8bbSIfDrq5wY+PGVcPhsAuOwiEAPWAkBQD9ZmQFAD1hJAUA7GXSyIqtreThh9UZArD0hEIA2D2y4sSJ5JVXkkuXdCcFYOkJhQAwNl41vPfe68FQd1IAlpyaQgDYTZ0hAEtITSEAHJQ6QwB6RCgEgL2oMwSgJ4RCANjPpDrD4XDWdwYAUyEUAsDNDAbdttG1ta7GcHU1OXVK8xkAlsLJWd8AACyE8YrhcNgFwvPnuxVDzWcAWHBWCgHgoMZ1hleudIFQ8xkAloBQCAC3an1d8xkAloZQCAC3ypB7AJaI4fUAcLsMuQdggRheDwDTZsg9AEtAKASAwzDkHoAFJxQCwDSoMwRgQakpBIBpUmcIwJxSUwgAx2FSneH2djf4HgDmzMlZ3wAALJ3BoHs891zy1FNdIFxd7eYbAsCcEQoB4KiMVw2Hwy4Q2joKwBwSCgHgKI1XDQFgTqkpBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB6bSiisqvdU1Rer6oWqemCP16uqfnr0+q9U1ffd7Nyqen1VfbqqvjT6+rrR8++uqs9V1a+Ovv7BafwNAAAAfXToUFhVK0keT/LeJHcn+dGqunvXYe9Nctfo8cEkTxzg3AeSPNNauyvJM6Ofk+TXk/zh1to9Sd6f5L867N8AAADQV9NYKXxnkhdaa19urW0n+ViS+3Ydc1+Si63zmSSvrao33eTc+5I8Nfr+qSQ/lCSttV9urX119PzzSb6tqtam8HcAAAD0zjRC4ZuTfGXHzy+OnjvIMfud+52tta8lyejrG/e49r+d5Jdba1t73VhVfbCqLlfV5ZdeeumAfw4AAEB/TCMU1h7PtQMec5Bz975o1fcm+U+S/LuTjmmtfaS1dqa1dubOO+88yK8FAADolWmEwheTvHXHz29J8tUDHrPfuV8fbTHN6Os3xgdV1VuS/L+SnG2t/f0p/A0AAAC9NI1Q+Nkkd1XV26tqNcn7kjy965ink5wddSF9V5JvjbaE7nfu0+kayWT09eeTpKpem+S/T/Jga+1/msL9AwAA9NbJw/6C1trVqjqX5FNJVpL8bGvt+ar60Oj1n0nyiSQ/mOSFJL+Z5I/vd+7oVz+a5ONV9WNJNpP8yOj5c0n+lSQPVdVDo+f+9621315JBAAA4GCqtQOV8C28M2fOtMuXL8/6NgAAAGaiqj7XWjuz+/mpDK8HAABgMQmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAAAAPSYUAgAA9JhQCAAA0GNCIQAAQI8JhQAAAD0mFAIAAPSYUAgAANBjQiEAAECPCYUAAAA9JhQCAAD0mFAIAADQY0IhAABAjwmFAHAcnnsueeSR7isAzJGTs74BAFh6zz2X/MAPJNvbyepq8swzyWAw67sCgCRWCgHg6A2HXSC8dq37evGiVUMA5oaVQgA4auvr3Qrh9nayspJcuJBcvWrVEIC5IBQCwFEbDLrwNxwmm5vJxsaNq4bDYRcchUMAZqBaa7O+h2Nx5syZdvny5VnfBgB9t7O+cGUlqepWDVdWkg98IDl7VjgE4EhU1edaa2d2P6+mEACO03jV8MMf7kLg1avXVw2ffLILjGoNAThGQiEAHLfBIHnwwW5VcHW1Wy1MktY0ogHg2KkpBIBZGa8aXrx4vfmMRjQAHDMrhQAwS4NB8sQTybPPvnpL6dZW8vDDVgwBOFJCIQDMg91bSk+cSF55Jbl0SZ0hAEdKKASAeTLeUnrvvdeDoTpDAI6QkRQAMI8mja5QZwjAbTrSkRRV9Z6q+mJVvVBVD+zxelXVT49e/5Wq+r6bnVtVr6+qT1fVl0ZfXzd6/lRVPVtVL1fVX5zG/QPA3Jk0ukKdIQBTduhQWFUrSR5P8t4kdyf50aq6e9dh701y1+jxwSRPHODcB5I801q7K8kzo5+T5J8leSjJnzrsvQPAXLtZneFHPmJLKQCHNo2VwncmeaG19uXW2naSjyW5b9cx9yW52DqfSfLaqnrTTc69L8lTo++fSvJDSdJa+99aa7+YLhwCwPLbq85ways5dy556CGNaAA4lGmEwjcn+cqOn18cPXeQY/Y79ztba19LktHXN97qjVXVB6vqclVdfumll271dACYH4NBt210ba2rMTxxottOakspAIc0jVBYezy3u3vNpGMOcu5ta619pLV2prV25s4775zWrwWA2dhZZ/j4411ANLoCgEM6OYXf8WKSt+74+S1JvnrAY1b3OffrVfWm1trXRltNvzGFewWAxTYYXO88es893QrhpUs3jq4YDpP1dR1KATiQaawUfjbJXVX19qpaTfK+JE/vOubpJGdHXUjfleRboy2h+537dJL3j75/f5Kfn8K9AsDy2L2ldGUluXBBnSEAt+TQobC1djXJuSSfSvKFJB9vrT1fVR+qqg+NDvtEki8neSHJRpKf2O/c0TmPJnl3VX0pybtHPydJqurXkvxnSf5YVb24R7dTAOgHoysAOCTD6wFgWYwH3m9tddtJT5zoVhENuwcgRzy8HgCYA3uNrhjXGZpnCMAEVgoBYNmMVwy3t7s6w6puW+nqavLYY8mVKxrRAPTQpJXCaXQfBQDmyXjFcDhMNjeTjY3rdYbnznUriKurtpUCkMT2UQBYToNB8uCDydmzXQA08B6ACYRCAFhmBt4DcBO2jwLAsjPwHoB9aDQDAH2zXyMadYYAS8tICgCgY+A9ADtYKQSAPps08N7oCoClY6UQAHi1vQbej0dXPPSQRjQAPSAUAkDfDQbdttG1NaMrAHpIKAQAjK4A6DEjKQCAjtEVAL2k0QwAsDejKwCWikYzAMCtMboCoBeEQgBgssEgefDB5OzZboVQnSHA0hEKAYCb22t0xbjO8JFHhEOABaamEAA4uEl1hisr3RbTs2fVGgLMKTWFAMDhTaoz3N5OnnzSllKABSQUAgC3ZnedYVX3fGu2lAIsIHMKAYDbM141vHgxuXDh+jbS8fdGVwAsBKEQALh944H3Z892g+03N5ONjetbSg28B5h7Gs0AANNj4D3A3NJoBgA4egbeAywcoRAAmC4D7wEWilAIABwNA+8BFoKaQgDgaBl4DzAX1BQCALNh4D3AXBMKAYCjZ+A9wNwypxAAOD4G3gPMHSuFAMDxGgySJ55Inn3W6AqAOSAUAgCzYXQFwFwQCgGA2TK6AmCmjKQAAObDpNEV6gwBpsJICgBgvk0aXaHOEOBIWSkEAObPeNVwa6vbTnriRLK2ljz2WHLlSrK+buUQ4BZZKQQAFsdedYZbW8m5c8lDD2lEAzBFQiEAMJ8Gg27b6NpaV2N44kS3ndSWUoCpEgoBgPm1s87w8ce7gGh0BcBUnZz1DQAA7GswuF4/eM893QrhpUs3jq4YDtUZAtwmjWYAgMVidAXAbZnUaMZKIQCwWMZbSofDZHMz2djo6gytGgLcFiuFAMDimrRquLLSzTo8e1Y4BBgxkgIAWD6TBt5vbydPPqkRDcABCIUAwGIbDJIHH+xWBVdXu9XCJGnt+pbSRx4RDgEmUFMIACyH8arhxYvJhQvXt5GOv9eIBmBPVgoBgOUxGCRPPJE8++yrt5QaeA+wJ6EQAFg+u7eUGngPMJFQCAAsr/GW0nvvvR4M1RkC3MBICgBg+Rl4D2AkBQDQY5NGV6gzBLBSCAD0zHjVcGur20564kSytpY89lhy5Uqyvm7lEFhKVgoBAJK96wy3tpJz55KHHtKIBugdoRAA6J/BoNs2urbW1RieONFtJ7WlFOghoRAA6KeddYaPP94FRKMrgB46OesbAACYmcHgev3gPfd0K4SXLt04umI4VGcILDWNZgAAxoyuAJaYRjMAADdjdAXQQ0IhAMBOg0Hy4IPJ2bPdCqE6Q2DJCYUAAHvZa3TFuM7wkUeEQ2BpqCkEANjPfnWGBt4DC2RSTaHuowAA+xmvGA6HyeZmsrFxvc7w3LluBVEjGmCB2T4KAHAzu+sMDbwHlohQCABwUAbeA0vI9lEAgFth4D2wZDSaAQA4DAPvgQVheD0AwFEw8B5YcEIhAMBhGXgPLDChEABgWgy8BxaQmkIAgGmbVGe4stJtMT17Vq0hcOzUFAIAHJdJdYbb28mTT9pSCswVoRAA4CjsrjOs6p5vzZZSYK6YUwgAcJTGq4YXLyYXLlzfRjr+3ugKYMasFAIAHLXBIHniieTZZ42uAOaOUAgAcFyMrgDmkFAIAHDcjK4A5oiRFAAAszJpdIU6Q+AIGEkBADBvJo2uUGcIHCMrhQAA82C8ari11W0nPXEiWVtLHnssuXIlWV+3cggcipVCAIB5tled4dZWcu5c8tBDGtEAR0YoBACYF4NBt210ba2rMTxxottOeu2aRjTAkTG8HgBgnoxXDIfD5NSp5Pz5641oDLwHjoBQCAAwbwaD64Hvnnu6gLi5mWxs3NiI5uGHBUPg0GwfBQCYZwbeA0dMKAQAWAQG3gNHxEgKAIBFMmng/cpKN+vw7FlbSoE9GUkBALAMJg28395OnnzSllLglgmFAACLZnedYVX3fGu2lAK3TPdRAIBFNV41vHjx+rgKoyuAW2SlEABgkQ0GyRNPJM8+++otpePRFVYMgX0IhQAAy+AQoyuuXr2ab33rW7l27dox3jAwL4RCAIBlcsDRFVtbW/noRz+ae+65J6urq3njG9+Y17zmNbnnnnvy0Y9+NFtbWzP+Q4DjYiQFAMAymjS6YnU1n/8LfyG/7yd/Mtvb23n55Zdfdeodd9yR1dXVfPKTn8w73vGOGdw8cBSMpAAA6JMJoyva1la++sEP5nu++c09A2GSvPzyy/nmN7+ZP/AH/kA++9nPHvONA8fNSiEAwLIbrRq2ra3klVdyLcl2kv8gyRuSDJN8ZsKpr3/96/PVr341a2trx3SzwFGxUggA0FejVcOv3X13Xkk3k2w1yeNJPpzkmSTvmnDq9vZ2fu7nfu6YbhSYBXMKZ+i555LhMDl1KrlyJVlf756/ledu5xzXcz3XW8zrzcM9uJ7rud4iX2+QH/9HZ/Mn8vfyG3lDfn+GqSS/mPW8Nr+efzVvyD/JMM8nSdbTrR8mL7+8np/8yS9lc3Pe/z7Xm7d76Pv11tcXZ0ToVLaPVtV7kvwXSVaS/KXW2qO7Xq/R6z+Y5DeT/LHW2i/td25VvT7Jf5PkbUl+Lcn/qbX2v45eezDJjyW5luTfb6196mb3OG/bR8e136NdHDlxIjl5sqsB/63fOthz4/m0t3LOYZ5zPddzvdldbx7uwfVcz/UW/XotW1vX0v0n17WcyNW8Jslv5WReyUpO5FpO5mp+K0nLySRXR//VcjLJyuj31Bz/fa43T/fQ9+uNejrlmWfmKxhO2j566FBYVStJ/l6Sdyd5Mclnk/xoa+3zO475wSR/Ml0o/P4k/0Vr7fv3O7eq/nySb7bWHq2qB5K8rrX2U1V1d5K/luSdSb4ryaUk39Nau7bffc5bKHzkkeShh7q5smNV3dedb8nNnrudc1zP9VxvMa83D/fgeq7neot8vZbWKklLUun+v/WkC4ndc5Vrab/93B6vz/Xf53rzdg99v97KStfn6cEHMzcmhcKTU/jd70zyQmvty6MLfSzJfUk+v+OY+5JcbF0C/UxVvbaq3pRuFXDSufel27uQJE+l28PwU6PnP9Za20ryD6rqhdE9TJ7IOofW17v/98BKoeu5nustyj24nuu53uJfb2vrarqQdzXXVwJbkpWcyNWczNVUkqt5JSu5Nlo1HL1+osVK4WJcbx7uoe/XG68Urq/PImncupNT+B1vTvKVHT+/mG418GbHvPkm535na+1rSdJa+1pVvXHH7/rMrnPevNeNVdUHk3wwSU6fPn3AP+d4jLtEL9veaddzPddb7ntwPddzvUW+XuWP/JG/mK9//flc7zmaJOt5e349p/OGvCPD/B/T1Rn+3gzzdJLPZj3/9A2VH/oP/9yc/32uN2/30Pfrra/P19bR/Uxj++iPJPlDrbU/Mfr530nyztban9xxzH+f5JHW2i+Ofn4myU8m+R2Tzq2q32itvXbH7/hfW2uvq6rHkzzXWvvo6Pm/nOQTrbW/vt99ztv2UQCA4/bRj340P/7jPz5xPuG70nUifU2ubx49mSSrqzk5HC7Of+ECezrKkRQvJnnrjp/fkuSrBzxmv3O/PtpimtHXb9zC9QAA2OVHfuRHsrq6OvH1zyT5gSR/JsmFdIHwZJKVq1eThx/uOuUBS2caofCzSe6qqrdX1WqS9yV5etcxTyc5W513JfnWaGvofuc+neT9o+/fn+Tndzz/vqpaq6q3J7kryd+awt8BALDU1tbW8slPfjLf/u3fPvGYzyR5NMnFdAPu24kTqVdeSS5d6lqnf+QjXcc8ARGWxqFDYWvtapJzST6V5AtJPt5ae76qPlRVHxod9okkX07yQpKNJD+x37mjcx5N8u6q+lK67qSPjs55PsnH0zWj+WSSf+9mnUcBAOi84x3vyLPPPpvXv/71ueOOO/Y85o477sjfe/3r82t/6S+l7r2366Dxyitdh7xz57oW6j/wA4IhLImpzClcBGoKAQCu29rays/93M/l0UcfzfPPP5+TJ0/m6tWr+d7v/d488MAD+eEf/uGsra1dH668vd21VXzlleutFu+9t9tWqtYQFsKRzSlcFEIhAMDerl27lpdffjl33HFHVlZWXn3Ac89db7F4/vyNM7XW1uZvQjewp6OcUwgAwAJbWVnJd3zHd0w+YDC4HvruuadbHbx0qQuG29vJxYuL14Mf+G1WCgEAuDU7t5SurNw4rduqIcytoxxJAQBAnwwGXfj78IeTD3ygC4TXrnXbSo2ugIUjFAIAcOsGg+TBB5OzZ7sVwnGH0vHoCsEQFoZQCADA7RuvGu4cXTGuMzTPEBaCmkIAAA5vUp3hykq3xfTsWbWGMGNqCgEAODqT6gy3t5Mnn7SlFOaYUAgAwHTsrjOs6p5vzZZSmGPmFAIAMF3jVcOLF5MLF65vIx1/b3QFzBUrhQAATN9gkDzxRPLss0ZXwJwTCgEAODpGV8DcEwoBADh6RlfA3DKSAgCA4zNpdMXqavLYY8mVK8n6unpDOAKTRlJoNAMAwPEZrxgOh8nmZrKxcb3O8Ny5bgVRIxo4VraPAgBwvHbXGa6sdFtKr13TiAZmQCgEAGA2dg68f/zxZG1NIxqYAdtHAQCYncHg+jbRe+7pVggvXbqxEc1wqM4QjpBGMwAAzI/9GtGoM4RDmdRoxvZRAADmx84tpQbew7EQCgEAmC8G3sOxEgoBAJhPBt7DsVBTCADAfJtUZ7iy0m0xPXtWrSEcgJpCAAAW06Q6w+3t5MknbSmFQxIKAQCYf7vrDKu651uzpRQOyZxCAAAWx3jV8OLF5MKF69tIx98bXQG3zEohAACLZTBInngiefZZoytgCoRCAAAWk9EVMBVCIQAAi83oCjgUIykAAFgOk0ZXqDOEJEZSAACw7CaNrlBnCPuyUggAwPIZrxpubXXbSU+cSNbWksceS65cSdbXrRzSO1YKAQDoj73qDLe2knPnkoce0ogGdhAKAQBYToNBt210ba2rMTxxottOeu2aRjSwg+H1AAAsr/GK4XCYnDqVnD9/vRGNgfeQRCgEAGDZDQbXA98993QBcXMz2di4sRHNww8LhvSS7aMAAPSHgffwKkIhAAD9Y+A9/DYjKQAA6C8D7+kRIykAAGA3A+/BSiEAACQx8J6lZ6UQAAD2Y+A9PSUUAgDA2H4D720pZUkJhQAAsNPOOsPHH+8CotEVLDHD6wEAYLfdA+8ffrgLhDtHVwyH6gxZChrNAADAzRhdwRLQaAYAAG6X0RUsMSuFAABwK4yuYEFZKQQAgGkwuoIlIxQCAMCtMrqCJSIUAgDA7TC6giVhJAUAANwuoytYAhrNAADAtBhdwRyb1GjGSiEAAEzLeEvpcJhsbiYbG12doVVD5piVQgAAOApWDZkzRlIAAMBxMvCeBWGlEAAAjpqB98wBK4UAADArBt4zx4RCAAA4DgbeM6eEQgAAOC4G3jOHjKQAAIDjZOA9c0ajGQAAmCWjKzgmGs0AAMA8MrqCGRMKAQBg1gaD5MEHk7NnuxVCdYYcI6EQAADmxV6jK8Z1ho88IhxyJNQUAgDAvJlUZ7iy0m0xPXtWrSG3TE0hAAAsikl1htvbyZNP2lLKVAmFAAAwj3bXGVZ1z7dmSylTZU4hAADMs/Gq4cWLyYUL17eRjr83uoJDslIIAADzbjBInngiefZZoyuYOqEQAAAWhdEVHAGhEAAAFo3RFUyRkRQAALCoJo2uUGfIHoykAACAZTNpdIU6Q26BlUIAAFgG41XDra1uO+mJE8naWvLYY8mVK8n6upXDnrNSCAAAy2yvOsOtreTcueShhzSiYSKhEAAAlsVg0G0bXVvragxPnOi2k167phENExleDwAAy2S8YjgcJqdOJefPX29EY+A9exAKAQBg2QwG1wPfPfd0AXFzM9nYuLERzcMPC4bYPgoAAEvNwHtuQigEAIA+MPCeCYykAACAPpk08H5lpZt1ePasLaVLykgKAABg8sD77e3kySdtKe0hoRAAAPpmd51hVfd8a7aU9pDuowAA0FfjVcOLF6+PqzC6onesFAIAQJ8NBskTTyTPPvvqLaXj0RVWDJeaUAgAABhd0WNCIQAAcJ3RFb1jJAUAAPBqk0ZXqDNcWEZSAAAABzdpdIU6w6VjpRAAANjfeNVwa6vbTnriRLK2ljz2WHLlSrK+buVwAVgpBAAAbs9edYZbW8m5c8lDD2lEs+CEQgAA4OYGg27b6NpaV2N44kS3ndSW0oUnFAIAAAezs87w8ce7gGh0xcI7OesbAAAAFshgcL1+8J57uhXCS5duHF0xHKozXCAazQAAALfP6IqFManRjJVCAADg9o23lA6HyeZmsrHR1RlaNVwYVgoBAIDpsGo4145kJEVVvb6qPl1VXxp9fd2E495TVV+sqheq6oGDnF9VD46O/2JV/aEdz//HVfWVqnr5MPcOAABMmYH3C+lQK4VV9eeTfLO19ugo7L2utfZTu45ZSfL3krw7yYtJPpvkR1trn590flXdneSvJXlnku9KcinJ97TWrlXVu5L8wyRfaq3dcdB7tVIIAADHyMD7uXNUw+vvS/LU6PunkvzQHse8M8kLrbUvt9a2k3xsdN5+59+X5GOtta3W2j9I8sLo96S19pnW2tcOed8AAMBRMvB+YRw2FH7nOKCNvr5xj2PenOQrO35+cfTcfufvd86BVdUHq+pyVV1+6aWXbvV0AADgMAy8Xwg37T5aVZeS/Et7vPR/PeA1ao/nbrZn9XbOefUJrX0kyUeSbvvorZ4PAAAc0s7upKdOJefPX99SeulS8gu/oAnNjN00FLbW7p30WlV9vare1Fr7WlW9Kck39jjsxSRv3fHzW5J8dfT9pPP3OwcAAFgkBt7PtcNuH306yftH378/yc/vccxnk9xVVW+vqtUk7xudt9/5Tyd5X1WtVdXbk9yV5G8d8l4BAIBZ272ldGUluXBBneEMHTYUPprk3VX1pXTdRR9Nkqr6rqr6RJK01q4mOZfkU0m+kOTjrbXn9zt/9PrHk3w+ySeT/HuttWuj3/3nq+rFJP98Vb1YVQ8f8m8AAACOk9EVc8XwegAAYHYmja5QZzh1RzWSAgAA4PbtNbpiXGf4yCNWDY+BlUIAAGD2xiuG29tdnWFVt610ZaXbYnr2rJXDQ7JSCAAAzK9JdYbb28mTT2pCc4SEQgAAYD4MBsmDD3argqur3WphkrRmS+kRuumcQgAAgGM1XjW8eLEbVzHeRjr+fnVVI5opslIIAADMn8EgeeKJ5Nlnja44YkIhAAAwv3ZvKR13KL10SZ3hlAiFAADA/DO64sgYSQEAACyOSaMrVleTxx5LrlxJ1tfVG+5h0kgKjWYAAIDFMV4xHA6Tzc1kY+N6neG5c90KokY0t8T2UQAAYLHsrjNcWem2lF67phHNbRAKAQCAxbRz4P3jjydraxrR3AbbRwEAgMU1GFzfJnrPPd0K4aVLNzaiGQ7VGe5DoxkAAGB57NeIpud1hpMazdg+CgAALI+dW0oNvD8QoRAAAFguBt7fEqEQAABYTgbeH4iaQgAAYLlNqjNcWem2mJ4924taQzWFAABAP02qM9zeTp58svdbSoVCAABg+e2uM6zqnm+t91tKzSkEAAD6Y7xqePFicuHC9W2k4+97OLrCSiEAANAvg0HyxBPJs88aXRGhEAAA6CujK5IIhQAAQN/1fHSFkRQAAADJ5NEVS1JnaCQFAADAfiaNrljyOkMrhQAAALuNVw23trrtpCdOJGtryWOPJVeuJOvrC7dyaKUQAADgoPaqM9zaSs6dSx56aKka0QiFAAAAexkMum2ja2tdjeGJE9120mvXlqoRjeH1AAAAk4xXDIfD5NSp5Pz5641olmTgvVAIAACwn8HgeuC7554uIG5uJhsbNzaiefjhhQyGto8CAAAc1BIOvBcKAQAAbtUSDbw3kgIAAOB2LdDAeyMpAAAApm3SwPvt7a72cAFoNAMAAHAY40Y0zz2XPPVUFwhXV7sB9wtAKAQAAJiGneMr1tfnauvofoRCAACAadk5vmJBqCkEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAekwoBAAA6DGhEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOixaq3N+h6ORVW9lOQfzvo+9vCGJL8+65tgJrz3/eW97y/vfb95//vLe99f8/bef3dr7c7dT/YmFM6rqrrcWjsz6/vg+Hnv+8t731/e+37z/veX976/FuW9t30UAACgx4RCAACAHhMKZ+8js74BZsZ731/e+/7y3veb97+/vPf9tRDvvZpCAACAHrNSCAAA0GNCIQAAQI8Jhcegqt5TVV+sqheq6oE9Xl+vqm9V1d8ePf7MLO6T6auqn62qb1TV353welXVT4/+2fiVqvq+475HjsYB3nuf+yVVVW+tqmer6gtV9XxV/Qd7HOOzv4QO+N777C+pqvq2qvpbVfV3Ru//n93jGJ/9JXTA936uP/snZ30Dy66qVpI8nuTdSV5M8tmqerq19vldh/5Ca+3/cOw3yFH7K0n+YpKLE15/b5K7Ro/vT/LE6CuL769k//c+8blfVleT/F9aa79UVf9Cks9V1ad3/e++z/5yOsh7n/jsL6utJH+wtfZyVb0myS9W1d9srX1mxzE++8vpIO99MseffSuFR++dSV5orX25tbad5GNJ7pvxPXFMWmv/Y5Jv7nPIfUkuts5nkry2qt50PHfHUTrAe8+Saq19rbX2S6Pv/0mSLyR5867DfPaX0AHfe5bU6PP88ujH14weuzs6+uwvoQO+93NNKDx6b07ylR0/v5i9/wUxGC05/82q+t7juTXmwEH/+WA5+dwvuap6W5LfneR/2fWSz/6S2+e9T3z2l1ZVrVTV307yjSSfbq357PfEAd77ZI4/+0Lh0as9ntv9/xz8UpLvbq39G0n+QpL/9qhvirlxkH8+WE4+90uuqu5I8teTnG+t/ePdL+9xis/+krjJe++zv8Raa9daa78ryVuSvLOq/vVdh/jsL6kDvPdz/dkXCo/ei0neuuPntyT56s4DWmv/eLzk3Fr7RJLXVNUbju8WmaGb/vPBcvK5X26jmpK/nuS/bq39jT0O8dlfUjd77332+6G19htJhknes+sln/0lN+m9n/fPvlB49D6b5K6qentVrSZ5X5Kndx5QVf9SVdXo+3eme1+uHPudMgtPJzk76kb2riTfaq19bdY3xdHzuV9eo/f1Lyf5QmvtP5twmM/+EjrIe++zv7yq6s6qeu3o+38uyb1J/r+7DvPZX0IHee/n/bOv++gRa61drapzST6VZCXJz7bWnq+qD41e/5kkP5zkx6vqapJ/muR9rTVbCZZAVf21JOtJ3lBVLyb5v6UrPh6/959I8oNJXkjym0n++GzulGk7wHvvc7+8/s0k/06SXx3VlyTJn05yOvHZX3IHee999pfXm5I8Neo8fyLJx1tr/92u/+bz2V9OB3nv5/qzX3N0LwAAABwz20cBAAB6TCgEAADoMaEQAACgx4RCAACAHhMKAQAAZqiqfraqvlFVf3dKv+90Vf0PVfWFqvp8Vb1tv+OFQgAAgNn6K9k18P6QLib5T1tr/1qSdyb5xn4HC4UAAAAz1Fr7H5N8c+dzVfUvV9Unq+pzVfULVfWvHuR3VdXdSU621j49+t0vt9Z+c79zhEIAAID585Ekf7K19r9L8qeS/JcHPO97kvxGVf2NqvrlqvpPq2plvxNOHvJGAQAAmKKquiPJ70ny/6yq8dNro9f+rST/0R6n/aPW2h9Kl/F+X5LfnWQzyX+T5I8l+cuTricUAgAAzJcTSX6jtfa7dr/QWvsbSf7GPue+mOSXW2tfTpKq+m+TvCv7hELbRwEAAOZIa+0fJ/kHVfUjSVKdf+OAp382yeuq6s7Rz38wyef3O0EoBAAAmKGq+mtJnkvyO6vqxar6sSR/NMmPVdXfSfJ8kvsO8rtaa9fS1SA+U1W/mqSSbOx7/dbaYe4fAACABWalEAAAoMeEQgAAgB4TCgEAAHpMKAQAAOgxoRAAAKDHhEIAAIAeEwoBAAB67P8PBrtByXTZHNQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARsAAAD8CAYAAABHGwCvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAqtUlEQVR4nO1dXagtyVX+1t7n3GQMYjTMSDT+zMTJQxR/MmEmCgojEcefSQR9MEQMGgkhI4LxIZoIgjAPIiYaHBVFQSGQiGKcSCSZh6uIOia5RAdEk9wZEEPGxIyaQGZyb2bv8mF3711VXat6VXVVdfeu+uBwurt+uvfZ3d9Z61trVZNSCg0NDQ25sZn7AhoaGupAI5uGhoYiaGTT0NBQBI1sGhoaiqCRTUNDQxE0smloaCiCILKhA95JRNeJ6DEiehnT73Yi+ici+gQRvYeIroyNJ6L7iOhjXdsvasd/nYj+vev/F0T0/O74NxLRM0T0z93P70X9BRoaGoog1LL5AQB3dj9vAPC7TL9fA/AOpdSdAP4XwOt944loC+Chrv2lAF5DRC/txjwC4FuUUt8K4OMAfkk7z+NKqW/vft4Y+FkaGhoKIpRsXg3gT9QBjwJ4PhG9UO9ARATgewH8WXfojwH8yMj4uwFcV0o9oZS6CeDdXV8opT6olHq2G/8ogBcFXnNDQ8MCcBHY/2sB/Ke2/8nu2JPasRcA+D+NIPo+vvGu4/c4zv/TAN6j7d9ORB8F8HkAv6yU+jvfxV/c8jx1+RVfBSiA+oN6ArW2TZLjxzZ1Ou4YRwDQZ2ob7cpxLr2fte071h9WCi9R/wMOn9i8QLsosn6PHQNAx4NQg34w+qnBMe1jMmONP++g//B4v62Y40nG2zcL2+909WQdN3YPN4T2Z1anqfR9q42O86jj/rFtcEydjhvz6McPxzZQZjud+pljrO3uQx726fj72mM3PquUuhUWQsmGHMfsx8/Xh2sbnZeI3gbgWQDv6g49CeDrlVJPEdFdAN5LRN+slPq8Ne4NOLhsuPzyr8SLf+LNoD1A+8MZDtvqtK0A7E/bg/bjcWWMP/bT27XjpBSwU6dxu323rUC7w+9D+77b3gP7rs9+f9hXCtjtAKWgdntgvwP2h2PqeHyHD3zxXewf9L5bfgjYbg83ynYLbAjYbEHbzeHu3m6BfnuzgdocfvfH1GYDbOmwve36EKC2mwNZbAjYEhQR1IagNgA23TYB2OB4/NhO2jECf0zbVhvq+uD427lNXLs6jd90N1s3PzZK66sO9j+dxoD6Y4fftFEHQtkoUHd8Q4djm83hh/rtrm2z2WNDwHazx3azBwG46LY3pLClPS667QvaHX5v9rigPTa0xyXtcbHZYdu1X3Z99N+XtMOW9sftTbe9xR6X9CyudMeu0A6X9Cy2ULikZ7U+u+7YHpfYY0sKl1C4JGAL4JIIWxAuaYNL2mKDw+/tC6//h+P2G3ejiOiBXoQF8CkAX6c1v6g7puOzOLhHF44+n2TGc8f7a3gdgB8G8FrVFXMppW4opZ7qtq8BeBzAS+zrV0r9vlLq5Uqpl2+/7HljH3e52Ljoo6HhgF3CwPJe5QlSj86qlHqoF2EBvBfAT3ZRpVcA+JxS6kmrvwJwFcCPdYdeB+Avu+2HmfEfBnBnF8W6AuDHu74govsAvAXAq5RST/fnIaJbO2EZRHQHDqLzEzF/hIb1gVoB8eoQSmHvx+GBvg7gDwC8qW8govcT0dd0u28B8GYiuo6DhvOHvvGdvvOzAD4A4N8A/KlS6l+7Mb8N4MsBPGKFuL8HwGNE9C84iNFvVMojVqTCORgY+/3cV9BQIYI0m85qeYBp+0Ft+wkcIkwh49+PAxnZx7+J6f/nAP5cdOENDT5wqmFDUrQMYgCKZrrT5jpvQ8MMaGTTMA1NO2kQopHNuWBz+ipvMl8rd7whHRr38mh3X2oswDN6+/Ye7KxjOwBvv3jFHJcjR3tQDezVAm6mhAhN6mtYAa5ub4faK7xePYZb8TT+G1+GP9p+G65e3L4ELmyoFI1szhRXN9+Aq/uujGyzBW238sF7dcgSXjFIWSUKlWMHmt2Nmfv8q0CLVjU0nBCbpdXIpqGhoQiqJZvZTOy5rBU1T9bwoEp+jTiHz7AANM3mTPHA7iO4H09gA4X9jvBXuzvw0Hbh0agKUDNvVWvZJMXCpJUHvvQhvBqPY9utPbKFwqvwOB648aG5L20aan5SzwCNbNYMxiW7X10f8B8BuF99Is15W+ZaQwQa2XBYmLUSAu7SV/yRkuMctKRc687kwrqutuHscA4PfYMMjWyWhpmiVaq5RlVjV8BKamRTAs1/OWs0npahkU3D2aC5ZMtGI5tItLobD9qqo9E4t0pvHY1sdKzhe960r6xhnWh3boMM+5l8lLlcozNwyfYL++/ZyGYBmK2qvKGhIBrZZMIqXO+ZijNrg1rFzZAfjWxC0O6ZNJjJRWnRqnikcMka2ZwZgVBzyRoWikY2a8AKCKS9DrcM1hwab2QzFzbrvWmWhNlco8atwWhkkxBnF1Vq1spZY1f48a+TbAI4YcVWqxv75UegmrVynqiTbM4NzSVbNdasw4Sgkc1S0VyyhhVhJ/h+G9mUxLkRyPI9stkwVyJfaR0mBMu9sjkRcp+cGX80C6QhFxrZNKwOLRN4nWhks1acmyi8Botqpkuca2Hz1OdtZJMbIZzQvo2GM0a7vXvUnHuTCWsoYWguWTk0smkIwhoIZA2YK1o1Z05PI5uG81vXZq5FBZvJ60XdZJMpxB10z4Xk3pxbnk4AmrvDYy1vxlzHVTacJVbhkjVrhUWoPdzIpmEcAaTQLJAGDvWRTSZ3aBGWbOdmXcNtA9lCAbiGrz7tr8GqyIQ1EOJs5Q4Zb+QlPCL1IYjEwm+6t1555ZFw+p+zxwo+ZO0CciObMwdpP3fh03jwmUdmvqIArIBAGuRoZGMhLJKU7TIm4y58ZnB5PeGIkEunOTcCWcHn2S3kRm1kUwhBS4aG9D23GqklYAUEskY0smmoA2dGIEt7ta4EjWyARbtDtaFml2wNy4NOyTVvZBOIoPshxMVZQiZxSDg8pO/+zFghAGuIQKUMd+88pS/1ks3y74GGpWIFBLJE1Es2ITiTCFUDj3P72pao6TSymRHZCjZzRaiCwuEhLpm8a9N01otGNgxW/r3KUbGesgSsnUBC0MgmAUJyaCq6t+rFmX3JqQixkY2Gxd0jASRGFa91E42aXbIZHv1GNrFY88Mdor2EuFkh2ktAwkbNOk0Ilu6SNbIpgDA3a9k3TENZLJ1AQlA92QStWbO0752q//pWiXMiEADYCc3JKu/WIt/1mi2UTJnE2dyhRfRd8fddCFWSTRBK3EMh38KaSaxhVoQsjL7LQA2NbFJizTzQ8m1Wid2KLKpGNi4U+P6yrW9TAiGlvyvLDg67hgDhP6DvuWk6PRrZTMTi7ovN4Sv9DJ7jXPT8M3hu8UuaHc1oWwQa2XQoEnIO+WtPrG+6DTecy4Lehi+eDgTl0LQn9twRsnzoLmL+qskm2ipZmjWztBB4piLMZqGEI+erWUKxnCtZOGItn2yV3SWwZmtmZeHwkGnX8rpdG+u86gkok2NT4BRLI6YWzWoYQXVkE4SW/JcFIWvdLCFC1XDA1DB7IxsbS9ZxSry2ZS+PawctkLU0BNWphMwr7xpiDIaEw8P6lqOARjYTEC8w12jNzH0FDXOjkQ1QyF2KHVciw3BhIfAliLsNyVEv2SzZXYolmM3Cvs4VP9znnEkcUvcUknuzH0ktX9jduUzEfueLri4P0GZKWDNNCJ6GNZQ41EU2BV7JEp+Ps/ybRYSFicaNxJaDushmaYiNLpVwl0rkzaz54V6YzLUGNLLRcY46TgksTDRec+Qrl6YTtpZNSI2U/I/dyKa0HlOINDhFxqfUqIWRRhEEkdiCCX8FqJNsSlswhYmJiNgvNtkXXkQ0zpRpXABBUlElJFYn2QSgeCQq9huJ1X9UQFQqUsdZGhEszroKQMg7vEMqvkPeI7WL/Ps1snEgmmBi/5rReTUFwt6xiD1FkFvTQvJrQiObHksWh+fE0h7oBZ8jBEFC8JncZHWTzZzJegsXmGNQpDCzBGmsWEMJiVCFVHGHRKg41Ec2M1ow0Ql/Jaq9jROeB2kUsWZavo0Y9ZFNAJL8g4slilgLJnZciFCsI+hNC5FP28JIowRCXKe1uFmNbCys0kWKJLTYvJolr2OzPG1m7iswMVcRJtDIBkCaBL0iaxQz5y6CwsRUo2i8hmLKKaiWbOas5J6bYB585hFZx9JEUeB88dcWOS4TQsTdpSyQvoyrWDpmFIdjCeZh+ibn80EA7sKn464lA5Zs+cQSTNhaZMuyZsKS+8L+QI1sOCTRbuZbbuKh59wTN3DJD/+CUUKbWbubVT3Z6N9fEt2ldJmCfurohbQK/As3xsUNW7I1s7BTBJUqpMihkaBKspk14qQhiWsV+zbMaKKIHBdNaHHDziVcvjRrZgoxVUk2QUht+ZSun0oAii7ALC0wxw0rYTGV0GaCwtqZROO950toZOPCQiyfIu+J4rDkBLwE51tyVOqcrBkddZNNCq2Fmy96jgSTxC4bWlq7MeaYPkW2c0Q+/CWsmVwr8OVAfWSTmFSS5MxMWCTrtFOYYBKsUkGRcyw58hVLMEuzZnLk5tRHNiFIQSrMfNFYo2ulIZYoirs9C9ZxgtYeLmDN7IX3RSMbILk7pYwyhshJElg+STCni1RaKI48XRkdJ/+jmks07lEv2aQuO5gzFK4jxWteUqzkt5JI1DnqOCFRqVjE3CH1kk0AUpOKYamkcItSkFQKC2YtuTSFx8USzLkQU49GNjpSazTM3PFz6CQ1owWjEVN8Ls1KQuuFESsUl3Czpuo/dZJNxpC3/p2nEZUXEqVYozisYyVuVghiH/65Il91kk0sslo+utUSOYfmko3VSd37pSfG50vxCt45o0HFI1/Lffhjc2yC8nhG/iE1snFAZSQVQwSeKRROAH7+5t+fDmhLgka/FVMfN2fl+EosmHh3qQAxZXLJqiMbjkjSLIrFEEkCEdhY9FzoWl3DbewzdCWF6bCUzOHSrk5hoTiamErk2AT0rY5sUsCMTiX+QhPm17z1yisnXkwHnVSW4lqtJBK1Fssnd44N0MhmANY6yZjsl/wtDosJhZ8248XhlQvTC0bIqnzmuDhUSzY5dRmsxPIBLI0m9nUuGpK8eSHBFLNWdReO6oesRxyLFFpRtWQTC87yySskLyT8rcEglRRFmQksn3kJJtbtiTtdbF7NnIufN7LhXKXUuTg6jFycBCFvDZQ6OzlBlImfL3aO6ZcxqwWzEj0mdXZxnWST01BgSCprXk7s8hI69mlJRbcy1u5amZ8ltvQg7tzFheLIh2Mn+ILqJJsQcIRRLMEvozuV+JUAafJkprtFJjnEXkcCPSx2XPEIVqzlE4b6yGYOt4k9f0YiSVE7pYE4yydBjdOcEScDFblWc6A+skkM3tpxh7mTgCtLWKA7xc4diSRWCzNfNAoTTArE6jFTIl/1ko3AqmHD4xnvETYKlTMilSJRT8cC9Rodc0at0qQvlXaX5Ofbe0KT9ZJNRrCV35wLlXqpz8QulAEu5J2YVNbuFhlTRC/zTM7tEMRHotL/c2tkw0Bi1ZSydlgLRyeV1JaPvtZNRiE5dtFzAwnKGCjBHCmkrBQaTHwtVSwxtTWIWeQsxpSdnyuJSJtzI0JGUkmSU6PhnPQaY4oUBBNt+cSOCx9TJdlEg7VqdDE4X+U3i43bJYt+97cE3Gp9iUXg5K7QUghm+hTxRBFtwUy7n6ojG4lVk3zNmVAwblPMMhM+cAtoKY48krtTaS2frKSSYB3hFOHt8rk06R6A6sgmOSQaDmP5zOHC9SDwC2glAUMkyV2XxPOl+BqSuEUJ5ogVh2O1mzHUSzahyX2c5TMHWMF4ePym5yuOXkArdYIfh8WTlH5TTJ8uCcHM5CIB/rA3UDPZ5IQkeiUoxkxR+f327T2jzwG7zEQhIlk8qXBzx06R3LWKTdCb/viPrTuso06ymWTVCI7PAS17WBeGr17eUf5SmFyc5ItRZSSV1CJ1GtcqATkksGBi56iTbGaAKLkvwD0abOcEY+GkXtPGPOdpM6+QnNYVSiHE7RNYPsZ8CTKOU5BU3WSTqGRBUh+1WBSKPLHnTO1CaUidl2MgQaRKR5pkPp0c5nOtONRNNnODsV5E9VGSYsycZQs6mGUhkq9pY5zTPXdOwkrtTiUhmCRu0fT7ZC/4fqsiG1mOzfi2yKqR1EctCftxC4ddZiI1OPIopfksJEdHR4pcG90VSvF6mFDPuSqy6TG7mGuD03A2zHFJfVQpq0YANsM4o+XDW1hJT5OcVPTplmL5pFq3eDl35EwIziJmrRrODdL6cK7SUsHVTUkqvzMaPuWIRHNVjfMkIBXDUpk8nVG6MGdCoC8UXh/ZTAh7s+KvwK0KziIOLVmYUh+VsxiTAVv5zZFHKfE4ZzpR4sS/FBaHni0cn3EsQ31k0zANojA4l2Gc8bp05NR5Cp0ztZCsE0kakgpHvWSTO7FP0mdKFnFoTg6DB7/wAe1kp1uILcYsBM7aKGWRZBWP9elS59SkJinoJDVtvnrJpgEE4C58Ou2knLYjCYnPYIXk1HzYP0UKdypBZIlDjlX6gEY2RRP7smcRMyULz+ACYwiujyoVBucgsTxmsHySrxGfYGlQDqbVMv11LmMr9lVHNjlybZaO37q4u5jR4ARXHyVwlXJmGBvQz8McT50zYYrHiZP9tDlS6zWxi3ZVRzY9Ut43kxL7CmQRX724nb32w8kk4m5YfVTyjOFQzGHt6FMzWkzq17cYIe/klg85t2NRLdnoKJpr03CApD5Kou2Uijyx5yT38QTgxN7kGo1BWK02Ki2m5NpMBWu96OdzR6ayZxFPKVmYoz4qELwL5yaMnG4bZ+2kJxK3C5WiHkpf9Ly969uFqSQisHxyJ/adFVjrxU1evM4zTnZZIRD6UrtQXIJfCiLRkcqdqo9sOARaOHO+S6poFnGikoXUb2DIgkDBOqfbxq1pk6pOqceOWbMm1p1qb8QcQyi5TDzH0hL7FofAyNSU7XK5PeNuU/p8Gc2FSiz2GucRusdVko0otC0cnyXXpjCCs4gTlSwkfzNmDkiKMQsJxjoMkjIS/NI+0txqfTGEVR/ZCMklx7o2YmRI7GNPhVMWcfbEvsAs4kklCwLrZXZrRwOz8kZWy8fIxUlQkDmG+siGQbLwt/AcOXJtfPC90iU5cr6VYcngsor1w8afJp81y1k+qV0o3SAdW62vXrLJFf6esq7NxPvAl9j39otX+P9h507sy5FFnGg7laWUE3zOjW6RlAmbxyYP1kk2U8klUfjbi8S5NqNZxA3JICnA5CycnNnGOkzyyO9CARWSDfv9Cckl5TuksiyiFYnje79LJvblziKeYu2A68MJwygOrvKb285JJBJ9vy6ykUahBCQizqeREJIg/C1GRK4NoXvvd2iuTYMYrPXC9GGjTYVqX8zIk3tNm7bguQQTo1DSKFZw+NuD3Lk2Ue/9TpXYJ7B8UmURTypZCByb0w2SQFL5nWKZCR2+soX6yMb6/mXk4hFxJW4VV/09uLYJJMKJwxqu4TYZpeTOtWkAwFs7EpfIJJIZLB8jbC5DfWSjI6lQrB9nok3e87sJRWTR+C5R6/fW537faH9Rrs1USBL7JuTbTMoinhQFG//PNbe1o8PMrdEJK10in456ySaGaAQuklcoNnQajlD0/sIvt/TbMSeEyScl9lUAznrh6qMkxZipF8/i0Fbqc0AUkYoQjeVCsZtovLpQiaUmMuTaJEWG3JhQPWdSyUKhZSWmgCvG5CycXcA/g/rIJkYAlvTzaEGhEakBprxDKgaC8LcUi0vsWyFEGg5THyUpxswZEtdRH9n0EBJNaI2Ur42NSFmYVP1tI2CpiTd98VEzzO1B7lybbAjUf4IJjOljhrj1bZ0kxqefG7yFM37FdZKNUK8JrZE69HO3eSNSnE4TUw8VGf4mAPfvPm4ezLCujRSLTuybCaElC5L6KEkxZnvXdyQk7o1Ur/ETjUAAHsznJgrWorH3J1R/Dy5tQvjbe47MuTZFIMgiXkPJQipIizGrI5se4rIFofYSXCMFTI9Ihb5pAcDDdOfoszk1/D3nujZLTuzLkUU8pWRBUh+VshizPrIhJReJBcKuVEwekpibaLJFpLq2h55zN7yQLt+ZKPztv5bTZvZcm4bsqI9selhkMlkk7ud0tdnaD9ePE4OB8IiUjal5NpnC36kW0ZqMCdGxKYl9ubOIp5QshNZHjX3lVZKNtPAySCSWEI311+b1I9si4a7BQzSRi58nqf62kCz87UHJXJuGOFRHNlJXyUcmk0XiQT/3mMG+NNI0ISKVpPp7Svjbhynh6YSCcu7EvpJZxFNKFkLro+oiG4EG4+s3NodYJDZcJ4aQyNcmJJqIiJRR/S2JSB0atTbmOEc0NkTukyD8LUWwiCw4HxehCr6480JdZNPDuKtOm2rgNlnbCbWbw76bTIbz6ZYKcxwQ10hJ1iNmI1LDjs5t8XuiUoW/B9eVZjuX8xSa2Fcyi3hKyUJbYkJHhDtk6zbeTGKJdhMgEnNu2UAkDqiRil6P2G6Lyb8JDX9HRa4kbty0c5TMtTkX1Ec2GFowsfqM36Vi2nKKxPY+IxKL1yOWEg1n0dgIrf62kCr87UWGXJupkGk75bKIY0sW6iMb6+H2JvdFENJAd/FkEouIxrZafGULQjE5qkYqJiI15U0L1n7wO6Q8SLaujRBLSOxbAuojmx6WbhOd3CfUZ7zEIny1i1ckTlS2QEhQI2XtiyJSNgKJxjd+UvjbB5GF494uXZ6QO4u4LXjuwFi423efSNukLpWPTIaEp1sq+hy2u0Vak5t0xtCPUkohuEYKiItITXnTgtWWNBTOkEhw+DsCS07sY6/Z01Yd2fSYottEJ/cx7tbgWnxvW0ghEm82uIavlovEAESv47X2xesRB0akhtc6YdtCthfWMSSUKtemNGLeslAf2TiIJIdu40vuY5ebGMzJuEYIcKkYkfitz30lfHjw6Q+edqS1T6E1UgCvv3giUlPetDCAZC6uvw/MXKY2o2/rJCI8h4Y1JPZVRTbGd0goo9sI2wa6jW+5iQSZxGPvkbpL/ddBnwktW4BPDBYSjadoc6pQPKX6e4BE4W8f9G45cm1Koiqy6TFGJMV1G19yH2fpeFyqYQTLLRIH/QOVli1IkvGA4BopXz8f0Ux604KFXOHv0HVtUkacciT2caiPbOj0e9R6Icf2cSyZfV3j4CAZy93S+0Un93mWm/BlEr9PuraNVCQWli3ELBEavB6xvS8glAEhhp7TJyslCn/7sIQV+3y5NvWRDWCRg+LJYdBXsH+cJ1K3GZzTavQsQ+FdAN0hHo+tbXPvzcdPO3uTdCaLxL42MdHwY1IKxZKI1AATwt8+5FhEKwYx75Oqi2zodN94LRmMu0zZdBvq+9kE4bNgPG3S0LgFAvBzN//xsBOSSSwViYVlC1E1UjFEE+piDQiRcZ8iwuKp1rWRolSuTV1k08NDKt5o1YCAhnVSet8Uus2wL8Un9wW+//sW7Ib6zBwisaefnzTc5CR1l8QFmZyFE+FihYa/fciRazMF9ZENQwbOELiXHEb2O4yR2Zhu0+873TLfMqGe5D59/xlcQARbt/FlEgusEVJIXrYQUyMVFZESWS7aJs+bwdXfNkq/HVOyYh+HKslGWfujIXAabp/G8vtjdVLR+Ta2bmMn9xl9/cl9v3Vxt0wkPu7IaqYOVhCYNnMKr0gsJBpzPnc/nxY0NSImd5Ek2/z4VOFvGyVybeojmx4eUhm0O/qK9yXulGHNWO5USL6Nz71ikvv+5vIO+DAQiY8XwFswciFYiURiUip92QLDsFJ3SxyRYkhEEpHy9ZNUf/uQal2bEFRHNqK8mgD3SVrJLdGGeoJQ1rzB+TaJdBtCJxKPJff5lpsQ/SsHr93Y9rlPJJYSDcbb/LoOOfsZIrHVTxKRshFa/W0jVfjbh5Bcm+rIBsDJlTKsD2Xsi3NwRvadWos+98ZBLPo8U/JthLqND7fohrHaWxaMqdt4X8krWG7i0Mb0E7pU9r63bCGp6+Sbm8aPI8aKMcfnCn+HrmvDoT6yEeozXLs0BD4uDMutIjeR6HOZbaxu48q3kRRlAgPdJja5z7fcRIpMYqlILC5bMG8Xvh8HZm6fuyQlFx2h1d/D8fnD3/WRDSJdKa4/WRaHiGR8c58sEjUIc4PXbWxdxptZbPZ92y3fBx+idRtfch9nweztOfV+fqLRjycViUfOxfXjIlL+Cg+dHDynYXQaSUQKyL/UhAt1kY3+YMe6UkZ/Zm7HvigEzllFG9e1kNF+mte2XmzSseqk5tZtfMl9rEvlIasQV4kx5wYEJCQ4ietkazSSiJQ9JjQiZSO0+tuHkPB3XWSD/kEt40qd+lvWCRcCF1g93Po2zhB4QJ2UD0V0G597xSw34bN0ggRjCZkMxlFwP6lGo5g+9r40IjXlTQuHfmHhbw7VkQ2A00NtWSkDV0jqSsFypWCRkmUV9W1ceNy5VOiU0gVBndTDI0WZb3rmH7PrNoP9EFfGq88oto2b396WisTisgVJGNxn0TARKduiCY1I2UhZ/V0f2diEYbdJrB6GRNh9bbzUlTr1J2OftXQkIXBOtyHC7zz3HnAgaOsS71U23WZqcp/d5tNxfIKxT/w19jz9DHgJ1E0ug0hTTHQqIiI15U0LY6iSbAxXyrJqjoTgtWIyulKO+Y0QeEcwx3YJydgh8N6FCgiBEzBeJ5VKt4lM7otJtAsKc0sIz+OWxZYtxCwRGroesT2HJCJlY4x46iMbYOg2acf0fa8rZc9BlitFka7UcZ+Cq8DFIfB+/ziXPAR+uBh/nVQq3ca7TGhscp+QkLxRKqGV5ROJY8oW9OnlFs14jZSvn8+K4cLfHKojG5NglOFKndykMKsnV1Tq1J+Mfa9oLAmB9+2BIXBDt3Gtb8NZOo46qZB8Gy7aNBoKt+bl2qQWzJB0iOlH1py22XvaTl22EFMjFboesd1PGpGqjmyOBKMRyCAkLrR6OBLi9pO5Un1/i3R0V8sgmaOVRN0uISYEfv/u4+4QuM8tGquFYgjBmW/T/w9wkYxQjwlK7uOIDBbELpvb0gF4MlEWIUnLFiSr9tnjJDVSg34BEam6yMZHMFr74ZiDlGCOcZMQWfvW+Z0kxMzJuVJHUZgGJBPsSgWEwI1byRUC160HrzgMP0EJLRRXvk1sKFxqwfiuzUcmrI5jjZsqEgOysgW7n7RGShKR4lAX2QADC8YZfQqwekIjVL1FshhXCujcqYQhcI5ILJKxw9K6bjO0OgLzbSJJR0dQch87Jxn7Yp08UiSWli2EviHT109KOpWRjQKryVjkYAu9Lh2GE4NdhMISzDEpz3KlOKtnLCoV6kpt9P3EIXBD37GsHMuS4QswFXxkMepOMfNO0m0YayaMdNyEcdjn++lTThWJAVk2sd1PUiPlQmVkgwFRHK0b7V4YE4rNPua8Y6TkdaPgmsO0QrJEpUJdKWEI3OlKDaJT5r53fZsxa4Zpy6bbeN0yYtpcN1K3aQvG+rABIbmJJkQklpYtSGqkJG+AqI9sgBORjJAHRwScReOax7XPLjvR9+mXnRiQUndgo817PEc6V2psqdB7v/QEjFe89K5UT0JjorErBC4Ug52LoLNWEcBaLI624roNM25AOlIysbZTisSHftPKFqojG6VZK6NCsW716A/2oA8wJCFPzo01rp/XIBSHNeWyepy1UhNdqXde3sPqNgTgF2783WEnxJXq98dC4Pt+WxAC5ywUH8kgoA0YXp/HmorVbUwLRt8m1lUakE6ksCwViUPLFlyojmxMctGIRJJbE2DR+Nwq1o1ix5yskOOyEzopaQTSt01xpa5eebH9VzNwAeDeG9e1Dy8gHWkI3NmW0p1Sxr6x7SGh3LrNYd+9DbBJ1dgrOzRuujbStW1SisQc6iKbI5Eo44EfEIzW9zBOJyXXfKd9VigesWBcOTfqSCAOUpIsO6G7Si4rx5Xg15HQTc+tQQB+7sY/wPm2TC6buCOg48PeWzm9vuNxpQ7t9r4jzK34tkl1UhyZgW8L1W18yX1RhZoWyfgyiaVr20wViesimx6MpXLUcXQS8ZESY/Vw+xKhmLVyrJyb4zHdiuldKMvKEddKHfcJ77j8Tm8I/LjsRO9KHfUbZVoyE1ypfn80BH4kLAFRcPt2G1xzkbNvSt0mNrlPstzEUOw1SUK6tk2sSFwf2RytlJ5Y1Kh1Y1suLjIxLRq3NTNVKDbHnayeoyvVzcFFrJRt5djLhfaks9ng6pUX49kR0zibK4XeOmHEDQXjQRVlFFtzh2g4QXVSYhfK/dGO+5FajeSVvINxlu7iyyRuSX0xGLNujGM43WU2AcEikgEJ6VaFx3oZWDlkzeMYx+XcdMeMinAu+9gmJc3q+Y3L7/IKxQNXiolKBbtSx/buZ3+yXKSuVN9/LMx9/FpdpBJEOmS2iUnHtl70Npt0zCljk/tSLDcRQzr1kY1BJCfr5thmWSWc5eLVaxz9ODdL13V4N6u3eIgXigG+fEEjHHYFP3vZCSJcvbjd+6ccuFI9Ekal+n2pK3Xqbz2ZUvdplHTIGGs8Ws65yGw35rH/Y3WbtjuFISnp2/KIlekm+bKIJctNDOf0Wzd1ko1FLjrB6NbN8Z7SrRvb6unncc137GcKxV5y4TKKwYwby7mxhWJgaOVYIfGjULzZeHUbQHOl+lqpnnT6Wik7wS+VKwWMWjK2q2WLyMEhcI/rJc3LGdeRPKQzQbeJTe7zLTcR+irfusjGSRgj1o1FIMrR7iISdh4M5wVMIvG5Wb7iTJFQLMy56fu8b8PXShE0V6qHsFZqsiulkYYzx8bjHo1mEAsJzWX1+AVqk4Cm5Nv0+y4Nx6fb+JYJ9SX3+V7JKxWJ6yIbQHt4Z7RuYJMLWWNNMgnKKJ4iFB+PnVbw+51bvtP757wFOxyXnThaNTZhWPtHK0ebaE5Xqtv36Tmm60XGWAJG5tJvJFik47JetOYB6ZgfoYcr3yZWt4lN7mtulA2dMByRqVOfcevG7msTyZg1E2PhHI/11s2xz8m6OfXBwMrxCsVMzs1Y+cKbnnn0JBR3T8dRKNYJgKmVMq0c7V9810Y2STFWzGFOjFgXp/2jK8XNZ5l0osQ/25Jh5nK6WozLZBdgBpUzZNJtYpL7KiQb5X3oQ6wbo681j5uE/El+5jwmmRjWja3ruMLgroxiTijurBtOKB4rX7h/97HDjp1zA2gEwlk5fR/9K7J9DHgfaqkr5Ys8xbpSo9fnI6Duo8P6qDbp9BhaL/46qaXpNnWRTf98jVg3Xs3Fsm6c2g0c1g0zj7NNG+9ys45z69aNKwzu0nC4jGJo7ZZQPFa+QMAgc9hLMHY7dCunnwOGK+UilJKulKS/YZ0M5iL4SccV9ta3daKYkHuj6TYuskqh23Coi2z6O8AiGgDWA69bLpp1YxCEOTaldXM6B5nzjFk3Oin5wuD92GOf0zGuOHNsMfR7bz4elnMD4OhCDawck6REtVKMFeNqj3GlhvoNGf2PX/+IJaPPeWonY99wn3QrBybpuNa3UQaRyOukSug2lZENLOum/7Gtm6HFohNOcusGjjZtvNe60cdu9HOfrBtnGNyl4Xgyit/2vO/3/UnxU1/66LhQDDBWDoz9gUXSr+BnEcpxf3+yfE7nObUbYwL2k7lSjvbxfYtUPPsu90rfnlInFaPbcCAjTHnmIKL/BvAFAJ+d+1rWiO8AvmPj+Qd1DbhW8noaFotvUErdah+simwAgIg+opR6+dzX0dBQG+pzoxoaGmZBI5uGhoYiqJFsfn/uC2hoqBHVaTYNDQ3zoEbLpqGhYQYsnmzogHcS0XUieoyIXsb0u52I/omIPkFE7yGiK2Pjieg+IvpY1/aL2vFfJ6J/7/r/BRE9vzv+jUT0DBH9c/fze5k/fkPD2WDxZAPgBwDc2f28AcDvMv1+DcA7lFJ3AvhfAK/3jSeiLYCHuvaXAngNEb20G/MIgG9RSn0rgI8D+CXtPI8rpb69+3ljmo/Y0HD+WAPZvBrAn6gDHgXwfCJ6od6BDushfC+AP+sO/TGAHxkZfzeA60qpJ5RSNwG8u+sLpdQHlVLPduMfBfCifB+voaEOrIFsvhbAf2r7n+yO6XgBgP/TCELvw42XzAsAPw3gr7X924noo0T0t0T03SEfpKGhZvgXKlkGXJVddgjN14drG52XiN4G4FkA7+oOPQng65VSTxHRXQDeS0TfrJT6PHfxDQ0NByzSsiGiB3oRFsCnAHyd1vyi7piOz+LgHl04+nySGc8d76/hdQB+GMBrVZcfoJS6oZR6qtu+BuBxAC+J/JgNDVVhkWSjlHqoF2EBvBfAT3ZRpVcA+JxS6kmrvwJwFcCPdYdeB+Avu+2HmfEfBnBnF8W6AuDHu74govsAvAXAq5RST/fnIaJbO2EZRHQHDqLzE+n/Ag0N54fFJ/V14u9vA7gPwNMAfkop9ZGu7f0AfkYp9anu4X83gK8C8FEAP6GUujEy/gcB/CaALYA/Uko92B2/DuA5AJ7qLuNRpdQbiehHAfwqDq7VDsCvKKXel/tv0NBwDlg82TQ0NJwHFulGNTQ0nB8a2TQ0NBRBI5uGhoYiaGTT0NBQBI1sGhoaiqCRTUNDQxE0smloaCiCRjYNDQ1F8P90fBOxtOLw7QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4UAAANrCAYAAADxnj1SAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABLVklEQVR4nO3dfZSk1X0n9u+FGUC8CGkQEqNX5PV410gyY2eEVYBgHNsgOfEBLfaJ7JlFu8dJDWaVZLNZz8je7CberGV1n5xkj04smN61syI9tuIYvZCsVoOjFWA8Y0vIgLSSLDTWyhZmsNjBEiAQI+Dmj6oWTb9U10xX19vz+ZxTp6uee5/qW3poiq/ufX631FoDAABAM50y6gEAAAAwOkIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQCsWynlV0op/2rU4wAATpxQCMC61VrfW2v9Lwf5nqWUd5ZSvlxK+VYp5RullA+WUl7co/+ppZR/Xkp5qJTyeCnl3lLKSxa1/3ellIe77/dbpZTTF7VtKaV8pJTy7VLKn5dSfn7Je/94KeVPSylPllI+VUp53aK2UkqZKaUc6z5mSyllUfuF3XOe7L7HTyx575/v/s5vl1I+WkrZsqjt9O5YH+uO/R8uOXd7KeWz3ff+bCll+5L2SfzM/7qUcryU8sSix6kBYMMIhQCMqz9Mclmt9dwk35dkU5J/3qP/rya5NEkryYuT/J0k30mSUsrVSd6T5MeTXNh9v19ddO5vJDme5BVJdiW5qZTyhu65L0vy4ST/JMmWJPck+b8WndtOcm2Si5P8UJL/PMmeRe2/k+TeJOcl+cdJfq+Ucn73vd+QZH93rK9I8mSSDyw6939Ksi3J65L8WJK9pZS3dc89LcnHkswneWmSDyb5WPf4JH/mJJmttZ696PFsANg4tVYPDw8PD4++H0n2JfnLJI8n+XI6oeN/SjK/qM/1Sf48ybF0gsXXkvzEOn7n2UluSfLxVdpfmuSJJH9jlfbfTvLeRa9/PMnD3ednpROOfmBR+/+Z5H3d5+0khxa1nZXkqSR/q/v6UJL2ovZfSPJH3ec/kOTpJOcsav+DJDd0n783yW8vavsb3bGc0339l0muWtT+Pyf5UPf5Vd32sqj9L5K8bcI/879O8s9H/c+5h4eHR5MeZgoB6Fsp5W8meXeSN9daz0lydTqBb3Gfi9KZ+dmVZGuSc5O8alH7z5dSvtnj8dpFfS8vpXwrnQB6XZJ/scrQ3pTkmSQ/010u+UAp5e8van9DkvsXvb4/yStKKeelE2KerbU+sKT9DSudW2v9dpI/W619hXO/Wmt9vM/3/rN0w1op5aVJXrnGe3+u1loXtX9ujXGN9Wde1P/GUsqj3SWx1wWADbVp1AMAYKI8m+T0JBeVUh6ptX4tSRbdTpYkP5Pk/6m13t1t+6dJ/puFxlrrb6czi7Wm7nucW0p5VZL/KksC6CKvTid8/kCS16ez5PKTpZQHaq2/n85M47cW9V94fs4KbQvt53Sfn53kkTXal7732d177FZ771etcu7i9z57yVjX+r39jCsZ78+cJO9P8t93j12V5P8qpTxca/3DALAhzBQC0Lda65Ek/yCd5aLfKKV8qJTyyiXdXpnk64vOeTKdZaTr+b1/meQTST60Spenuj//Wa31qVrr57p9f6p7/Il07jNcsPD88RXaFtoXZrpOtP3FSZ7ozuCt572fWDLWQYwrGe/PnFrrn9Raj9Van6m1fjzJgSR/OwBsGKEQgBNSa/3tWuvl6RQ/qUlmlnQ5ms7MXZKklPKidAqOLLzetaSy5NLHa7OyTencf7aSzy0Mb5X2L6RTFGXBxUn+qtZ6LMkDSTaVUrYtaf/CSueWUs7qjmPF9hXO/b5Syjk92he/9/elMxP7QK31r9P537LXe/9QeeE07Q+tMa6x/sxZWU1SVmkDYACEQgD6Vkr5m6WU/7S7tcF30pmhW1oZ8veS/HQp5dJuJcxfzaL/qK+1HqgvrCy59PEX3d+1q5Ty2u72B69L8mtJPrnSuLr3pf1Bkn9cOts4/GCS/yLJ/9vtckuSXyilXNS9V+9/SKegycL9ch9O8s9KKWeVUi5Lck06hVeS5CNJ3lhKua6UckaSf5rOvXx/uui9/2Ep5VXdWdP/ftF7P5DkviT/YynljFLKO9IJbrd2zz3Q/d/qrd3g9c+SfHjR/Xi3JPkfSikvLaX8rXSW0P7rbtsd3f/t/5vuZ3539/i/m+TPXEr5mVLK2aWUU0opVyXZneS2ALBxRl3pxsPDw8Njch7p/Mf9p9NZ6vdoOqHrlVleffTvplMJc6H66F8meesJ/q5fS/Jgkm93f84lOW9R+79N8iuLXr8qnSWmTyT5apI9S97vHyb5qySPJfk/kpy+qG1Lko92f9dfJPn5Jef+RJI/TScE35HkwkVtJcls93+PR7vPF1cEvbB7zlPpVGv9iSXv/fPd3/ntdLaY2LKo7fQkv9Ud818l+YdLzv3hJJ/tvvefJPnhKfjMf5DO/YSPpVOQ5p2j/ufew8PDY9ofpdbVVtoAwPqVUs5O8s0k22qt/2HEwwEAlrB8FICBK6X8dCnlzO7ywP8lyeezeuVQAGCEhEIANsI1SR7qPralswTQ0hQAGEOWjwIAADSYmUIAAIAG2zTqAQzLy172snrhhReOehgAAAAj8dnPfvY/1lrPX3q8MaHwwgsvzD333DPqYQAAAIxEKeXPVzpu+SgAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANNhAQmEp5W2llC+XUo6UUt6zQnsppby/2/65UsqPrHVuKWVLKeX3Sylf6f586aK2HyqlHC6lfKGU8vlSyhmD+BwAAABNs+5QWEo5NclvJHl7kouS/Fwp5aIl3d6eZFv30U5yUx/nvifJJ2ut25J8svs6pZRNSeaT3FBrfUOSnUm+u97PAQAA0ESDmCm8JMmRWutXa63Hk3woyTVL+lyT5Jba8UdJXlJK2brGudck+WD3+QeTXNt9flWSz9Va70+SWuuxWuuzA/gcAAAAjTOIUPiqJF9f9PrB7rF++vQ69xW11qNJ0v358u7xH0hSSykHSyl/UkrZO4DPAAAA0EibBvAeZYVjtc8+/Zy71KYklyd5c5Ink3yylPLZWusnlw2slHY6y1Xz2te+do23BQAAaJ5BzBQ+mOQ1i16/OslDffbpde5fdZeYpvvzG4ve685a63+stT6Z5ONJfiQrqLXO1Vp31Fp3nH/++Sf8wQAAAKbdIELhZ5JsK6W8vpRyWpJ3JrltSZ/bklzfrUL6liTf6i4J7XXubUne1X3+riQf6z4/mOSHSilndovOXJnkiwP4HAAAAI2z7uWjtdZnSinvTiesnZrkt2qtXyil3NBtvzmd2byfSnIknSWff6/Xud23fl+S3y2l/EKSv0jys91z/rqU8r+mEyhrko/XWv/Nej8HAABAE5Va17qFbzrs2LGj3nPPPaMeBgAAwEh0a7HsWHp8IJvXAwAAMJmEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhMJROnw4+fVf7/wEAAAYgXXvU8hJOnw42bkzOX48OfXU5AMfSNrtUY8KAABoGDOFo3LLLZ1AmCTPPpvccIMZQwAAYOiEwnFRa3LjjaMeBQAA0DBC4ahcf31SyguP3XdfMjc3kuEAAADNJBSOSquV/NIvLT/+3vcOfywAAEBjCYWjNDOTXHzxC4/9+Z8nu3ePZjwAAEDjCIWjdtNNy5eRHjiQ7Ns3mvEAAACNIhSO2mrLSGdn3V8IAABsOKFwHKy0jDSxTQUAALDhhMJxsdIyUttUAAAAG0woHBetVnLzzcuP33efwjMAAMCGEQrHSbud7N27/LjCMwAAwAYRCsfNzEyya9fy4wrPAAAAG0AoHEfz8wrPAAAAQyEUjiuFZwAAgCEQCsdVr8Iz7i8EAAAGRCgcZ6sVnnF/IQAAMCBC4bizsT0AALCBhMJJ4P5CAABggwiFk8DG9gAAwAYRCieFje0BAIANIBROEhvbAwAAAyYUThob2wMAAAMkFE4ihWcAAIABEQonkY3tAQCAAREKJ5WN7QEAgAEQCieZje0BAIB1EgonnfsLAQCAdRAKJ52N7QEAgHUQCqeBje0BAICTJBROCxvbAwAAJ0EonCY2tgcAAE6QUDhtFJ4BAABOgFA4bRSeAQAAToBQOI0UngEAAPokFE6rXoVn3F8IAAB0CYXTbLXCM+4vBAAAuoTCaXfTTcuPub8QAADoEgqnXavl/kIAAGBVQmET2NgeAABYhVDYFDa2BwAAViAUNomN7QEAgCWEwiaxsT0AALCEUNg0NrYHAAAWEQqbyMb2AABAl1DYVDa2BwAAIhQ222ob21tGCgAAjSEUNtlqG9tbRgoAAI0hFDbdavcXWkYKAACNIBTSub/wwgtfeMw2FQAA0AhCIR2//MvLj9mmAgAApp5QSEe7vfo2FXNzwx8PAAAwFEIhz1ttm4obblB4BgAAppRQyAvddFNSyguP1arwDAAATCmhkBdqtZKbb15+XOEZAACYSkIhy7XbK+9fqPAMAABMHaGQla22f6GN7QEAYKoIhaxutcIz7i8EAICpIRTS2003LT/m/kIAAJgaQiG9tVruLwQAgCkmFLK2XvcX2tgeAAAmmlBIf2xsDwAAU0kopH82tgcAgKkjFNI/G9sDAMDUEQo5MTa2BwCAqSIUcuJsbA8AAFNDKOTk2NgeAACmglDIybOxPQAATDyhkJNnY3sAAJh4QiHrY2N7AACYaEIh62djewAAmFhCIYNhY3sAAJhIQiGDYWN7AACYSEIhg2NjewAAmDhCIYOl8AwAAEwUoZDBW63wzC/+osIzAAAwZoRCNsZKhWeeey655ZbRjAcAAFiRUMjGWCg8szQYAgAAY2XTqAfAFGu3Oz9vvLEzS3jaacn11492TAAAwAsIhWysdjt505uSO+5Idu7szCACAABjQyhk47VawiAAAIwp9xQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA02KZRD4AGOHw4ueWWzvPrr09ardGOBwAA+B6hkI11+HCyc2dy/Hjn9b/8l8kf/IFgCAAAY8LyUTbWHXc8HwiT5NlnkxtvHNlwAACAFxIK2Vg7dyalvPDYffclV189itEAAABLCIVsrFYr+aVfWn789tsFQwAAGANCIRtvZibZtWv58dtvT3bvHv54AACA7xEKGY75+eSqq5YfP3BAMAQAgBESChmegwcFQwAAGDNCIcN18GBy8cXLjx84kOzbN/zxAABAwwmFDN9NNyWnrPCP3uxsMjc3/PEAAECDCYUMX6uV3H13snXr8rY9ewRDAAAYIqGQ0Wi1kltvXb6HYdIJhocPD39MAADQQEIho9NqJTffvHLbjTcOdywAANBQQiGj1W4ne/cuP37ffTa3BwCAIRAKGb1em9sLhgAAsKGEQsbD/PzqwdAehgAAsGGEQsbH/LzN7QEAYMiEQsbLwYOCIQAADJFQyPg5eDC5+OLlxw8cSPbtG/54AABgigmFjKebbkpOWeEfz9lZexgCAMAACYWMp1YrufvuZOvW5W3XXScYAgDAgAiFjK9WK7n11uXHjx5NLr9cMAQAgAEQChlvrdbKm9s/91xy443DHw8AAEwZoZDxt9rm9vfdZ3N7AABYJ6GQydBrc3vBEAAATppQyOToFQztYQgAACdFKGSyzM/b3B4AAAZIKGTyHDwoGAIAwIAIhUymgweTiy9efvzAgWTfvuGPBwAAJpRQyOS66abklBX+EZ6dtYchAAD0SShkcrVayd13J1u3Lm+77jrBEAAA+iAUMtlareTWW5cfP3o0ufxywRAAANYgFDL5Wq1k797lx597LrnxxuGPBwAAJohQyHSYmVl5D8P77rO5PQAA9CAUMj16bW4vGAIAwIqEQqZLr2BoD0MAAFhGKGT6zM/b3B4AAPokFDKdDh5cPRja3B4AAL5HKGR6HTyYXHzx8uOzs8nc3PDHAwAAY0goZLrddFNSyvLjN9xgD0MAAIhQyLRrtZKbb15+vNbkuusEQwAAGk8oZPq128n+/cuPHz2aXH65YAgAQKMJhTRDu53s3bv8+HPPJTfeOPzxAADAmBAKaY6ZmZX3MLzvPpvbAwDQWEIhzdJrc3vBEACABhIKaZ5ewdDm9gAANIxQSDPNz6++ub1gCABAgwiFNNfBg6sHw337hj8eAAAYAaGQZjt4MLn44uXHZ2eTubnhjwcAAIZMKISbbkpKWX78hhvsYQgAwNQTCqHVSm6+efnxWpPrrhMMAQCYakIhJJ3N7ffvX3786NHk8ssFQwAAppZQCAva7WTv3uXHn3suufHG4Y8HAACGQCiExWZmVt7D8L77bG4PAMBUEgphqV6b2wuGAABMGaEQVtIrGNrDEACAKSIUwmrm51fe3H52VjAEAGBqDCQUllLeVkr5cinlSCnlPSu0l1LK+7vtnyul/Mha55ZStpRSfr+U8pXuz5cuec/XllKeKKX8o0F8BljRwYPJ93//8uOCIQAAU2LdobCUcmqS30jy9iQXJfm5UspFS7q9Pcm27qOd5KY+zn1Pkk/WWrcl+WT39WL/W5J/u97xw5puuWXlze1nZ5O5ueGPBwAABmgQM4WXJDlSa/1qrfV4kg8luWZJn2uS3FI7/ijJS0opW9c495okH+w+/2CSaxferJRybZKvJvnCAMYPva22uX2S3HCDPQwBAJhogwiFr0ry9UWvH+we66dPr3NfUWs9miTdny9PklLKWUn2JfnVtQZWSmmXUu4ppdzzyCOP9P2BYJnVNrevNbnuOsEQAICJNYhQuMK6utQ++/Rz7lK/muR/q7U+sdbAaq1ztdYdtdYd559//lrdobfVguHRo8nllwuGAABMpEGEwgeTvGbR61cneajPPr3O/avuEtN0f36je/xHk8yWUr6W5B8k+ZVSyrvX/SmgH+12snfv8uPPPZfceOPwxwMAAOs0iFD4mSTbSimvL6WcluSdSW5b0ue2JNd3q5C+Jcm3uktCe517W5J3dZ+/K8nHkqTW+tZa64W11guT/Isk7621/u8D+BzQn5mZlfcwvO8+m9sDADBx1h0Ka63PJHl3koNJvpTkd2utXyil3FBKuaHb7ePpFIY5kuRfJrmx17ndc96X5CdLKV9J8pPd1zAeem1uLxgCADBBSq1r3cI3HXbs2FHvueeeUQ+DabN7d3LgwPLj+/d3lpoCAMCYKKV8tta6Y+nxgWxeD401P59cddXy47/5m8MfCwAAnAShENbr4MHk+7//hcde+crRjAUAAE6QUAiDcMstyebNneebN69coRQAAMbQplEPAKZCq5XceWdyxx3Jzp2d1wAAMAGEQhiUVksYBABg4lg+CgAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhTCIB0+nPz6r3d+AgDABNg06gHA1Dh8ONm5Mzl+PDn11OQDH0ja7VGPCgAAejJTCINyyy2dQJgkzz6b7NmTzM2NdkwAALAGoRA20p49yb59ox4FAACsSiiEQbn++qSU5cdnZwVDAADGllAIg9JqJb/0Syu3CYYAAIwpoRAGaWYm2bt35bbZ2WT37uGOBwAA1iAUwqDNzCT796/cduCAYAgAwFgRCmEjtNuCIQAAE0EohI0iGAIAMAGEQthI7XZy6FCydevyNsEQAIAxIBTCRmu1kltvXXm7CsEQAIAREwphGFqt5OabV247cCC5+urhjgcAALqEQhiWXktJb79dMAQAYCSEQhimhaWkp6zwpycYAgAwAkIhDFurldx9d7Jt2/K2229PfvRHhz8mAAAaSyiEUWi1kgceSK66annbpz/dCYyHDw9/XAAANI5QCKN08ODKwfDIkeTyywVDAAA2nFAIo3bwYHLJJcuPP/dcct11giEAABtKKIRx8Md/vPKM4dGjyWWXJXNzwx8TAACNIBTCuDh4MNm1a/nxWpM9ewRDAAA2hFAI42R+fuVgmAiGAABsCKEQxs1awXDfvuGOBwCAqSYUwjian0/27l25bXZWMAQAYGCEQhhXMzO9g6GlpAAADIBQCOOsVzC0lBQAgAEQCmHczcwk+/ev3GYpKQAA6yQUwiRot91jCADAhhAKYVKsdY/h7t3DHQ8AAFNBKIRJ0msp6YEDgiEAACdMKIRJ024LhgAADIxQCJNIMAQAYECEQphU7XZy6FCydevyNsEQAIA+CYUwyVqt5NZbk1KWtwmGAAD0QSiESddqJTffvHLbgQPJ1VcPdzwAAEwUoRCmQa+lpLffnmzblhw+PPxxAQAw9oRCmBYLS0lPWeHP+siR5PLLBUMAAJYRCmGatFrJ3Xd3ZgaXeu655LrrBEMAAF5AKIRp02olDzyQXHXV8rajR5PLLkvm5oY/LgAAxpJQCNPq4MFk167lx2tN9uwxYwgAQBKhEKbb/PzKwTCxlBQAgCRCIUy/1YKhpaQAAEQohGZYLRguLCUVDAEAGksohKbotZRUMAQAaCyhEJpkrWC4b99wxwMAwMgJhdA08/PJ3r0rt83OCoYAAA0jFEITzcz0DoaWkgIANIZQCE3VKxhaSgoA0BhCITTZzEyyf//KbZaSAgA0glAITdduu8cQAKDBhEJg7XsMd+8e7ngAABgaoRDo6LWU9MABwRAAYEoJhcDz2m3BEACgYYRC4IXWCoZXXz3c8QAAsKGEQmC5djs5dCjZunV52+23C4YAAFNEKARW1molt96anLLCvyZuv91SUgCAKSEUAqtrtZK77062bVve5h5DAICpIBQCvbVayQMPJN///cvbDhxI5uaGPyYAAAZGKAT6c8stKy8lvfXW4Y8FAICBEQqB/iwsJd2+/YXHr7tuJMMBAGAwNo16AMAEabWSe+/tLBm99dZOIGy3Rz0qAADWQSgETly7LQwCAEwJy0cBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEDhxhw8nv/7rnZ8AAEy0TaMeADBhDh9OfvzHk+98p/P6rW9N3ve+pNUa7bgAADgpZgqBE3PHHZ1AWGvncdddyWWXJXNzox4ZAAAnQSgETszOnUkpLzxWa7JnT7Jv30iGBADAyRMKgRPTaiX/6B+t3DY7m+zePdzxAACwLkIhcOJmZpJdu1ZuO3Agufrq4Y4HAICTJhQCJ2d+Ptm7d+W2229PfvRHhzseAABOilAInLyZmWT//pXbPv3pZNs221YAAIw5oRBYn3Y7OXSoEwCXOnJEZVIAgDEnFALr12olDzyQXHLJ8jaVSQEAxppQCAzOH/9xctVVK7epTAoAMJaEQmCwDh7sXZnUfYYAAGNFKAQGr1dlUvcZAgCMFaEQ2Bi9KpO6zxAAYGwIhcDG6VWZNHGfIQDAGBAKgY21UJl0tQI0Bw4kV1893DEBAPA9QiEwHAcPrn6f4e23K0ADADAiQiEwPL3uM1SABgBgJIRCYLh63WeoAA0AwNAJhcDwrXWfoQI0AABDIxQCo7PWRveCIQDAhhMKgdHqtdG9yqQAABtOKARGr1cBGpVJAQA2lFAIjId2W2VSAIAREAqB8aEyKQDA0AmFwHhRmRQAYKiEQmA8qUwKADAUQiEwvlQmBQDYcEIhMN5UJgUA2FBCITD+VCYFANgwQiEwGVQmBQDYEEIhMDlUJgUAGDihEJg8a1UmdZ8hAEDfhEJgMvWqTOo+QwCAvgmFwOTqVZnUfYYAAH0RCoHJ1qsATeI+QwCANQiFwORbqwCNje4BAFYlFALT4+DB1e8ztNE9AMCKhEJguvS6z1ABGgCAZYRCYPr0s9G9YAgAkEQoBKbVWvcZqkwKAJBEKASmXa+N7lUmBQAQCoEGmJ9fPRiqTAoANJxQCDTD/LzKpAAAKxAKgeZQmRQAYBmhEGiWfiqTKkADADSIUAg0z1qVSRWgAQAaRCgEmqtXZdIDBwRDAKARhEKg2XoVoFGZFABoAKEQoFcBGpVJAYApJxQCJJ0CNL0qk155pWAIAEwloRBgQa/KpN/9bnLHHUMfEgDARhMKARZbrTLp5s3Jzp0jGRIAwEYSCgFWcvBgZznpJZck116b3HlnJzACAEyZTaMeAMDYarc7DwCAKWamEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwQYSCkspbyulfLmUcqSU8p4V2ksp5f3d9s+VUn5krXNLKVtKKb9fSvlK9+dLu8d/spTy2VLK57s//9NBfAYAAIAmWncoLKWcmuQ3krw9yUVJfq6UctGSbm9Psq37aCe5qY9z35Pkk7XWbUk+2X2dJP8xyU/XWt+U5F1J/s/1fgYAAICmGsRM4SVJjtRav1prPZ7kQ0muWdLnmiS31I4/SvKSUsrWNc69JskHu88/mOTaJKm13ltrfah7/AtJziilnD6AzwEAANA4gwiFr0ry9UWvH+we66dPr3NfUWs9miTdny9f4Xdfl+TeWuvTJz16AACABts0gPcoKxyrffbp59yVf2kpb0gyk+SqHn3a6SxXzWtf+9p+3hYAAKBRBjFT+GCS1yx6/eokD/XZp9e5f9VdYpruz28sdCqlvDrJR5JcX2v9s9UGVmudq7XuqLXuOP/880/oQwEAADTBIELhZ5JsK6W8vpRyWpJ3JrltSZ/bklzfrUL6liTf6i4J7XXubekUkkn358eSpJTykiT/Jskv11r/cADjBwAAaKx1Lx+ttT5TSnl3koNJTk3yW7XWL5RSbui235zk40l+KsmRJE8m+Xu9zu2+9fuS/G4p5ReS/EWSn+0ef3eS70/yT0op/6R77Kpa6/dmEgEAAOhPqbWvW/gm3o4dO+o999wz6mEAAACMRCnls7XWHUuPD2TzegAAACaTUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAI0MvcXHLRRckb3tB5DgAwZYRCgNXMzSV79iRf+lLyxS92nm/blhw+POqRAQAMjFAIsJpbb11+7MiR5NJLk927hz8eAIANIBQCrOa661ZvO3Agec1rzBoCABNPKARYTbud7N+fbNmycvuDD5o1BAAmnlAI0Eu7nRw7luzatXqfAweS885TiAYAmEhCIUA/5ueTQ4eSV7965fZHH+0Uotm+3ZJSAGCiCIUA/Wq1kq9/vfes4f33J5ddZtYQAJgYQiHAiVqYNdy2beX2Wjuzhvv2DXdcAAAnQSgEOBmtVvLAA8nevav3mZ21ryEAMPaEQoD1mJnpzBpu375yu30NAYAxJxQCrFerldx7rwqlAMBEEgoBBmV+vve+hiqUAgBjSCgEGKR+9jW8//7OklKFaACAMSAUAmyEtSqUJp1CNGYNAYAREwoBNko/FUrNGgIAIyYUAmy0tSqUJp1Zw6uvHtqQAAAWCIUAw7BQobTXrOHtt6tQCgAMnVAIMExrzRouVCg1awgADIlQCDBsC7OGvbavMGsIAAyJUAgwKgvbV1x11crt9jUEAIZAKAQYtYMHVSgFAEZGKAQYBwv3Gq61r+G2bWYNAYCBEgoBxkU/+xoeOdKZNdy9e3jjAgCmmlAIMG762dfwwIHkNa8xawgArJtQCDCO+qlQ+uCD7jUEANZNKAQYZwsVSnftWr3P7KwKpQDASRMKASbB/HxnSemrX71yuwqlAMBJEgoBJkWrlXz962vPGqpQCgCcAKEQYNLMz3fuNVzNQoVSs4YAQB+EQoBJ1G6vXaHUrCEA0AehEGBS9VOh1L6GAMAahEKASbdQofSqq1bvc+BAct55ydzc8MYFAEwEoRBgWhw82HvW8NFHkz17bF8BALyAUAgwTfrZ1/D++5PLLjNrCAAkEQoBptPCvobbtq3cXmtn1lCFUgBoPKEQYFq1WskDDyR7967eR4VSAGg8oRBg2s3M9N6+QoVSAGg0oRCgCRa2r+h1r+GBA8nVVw9vTADAWBAKAZpkfr53hdLbb1eABgAaRigEaJq1KpTeeutwxwMAjJRQCNBUq1Uove660YwHABiJTaMeAAAjtFChdG6uM0N43XWdmUQAoDGEQgA6QVAYBIBGsnwUAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgHomJtLrr668xMAaAyhEIBOENyzJ7n99s7P7duTw4dHPSoAYAiEQgCS3/zNF76+//7kssvMGgJAAwiFACSvfOXyY7V2Zg337Rv+eACAoREKAUj27k1OWeUrYXY22bbNclIAmFJCIQBJq5XcfXfnXsKVHDmSXHqpWUMAmEJCIQAdrVZy773Jrl2r95mdVYQGAKaMUAjAC83PJ/v3J1u2rNyuCA0ATBWhEIDl2u3k2LHVZw0VoQGAqSEUArC6hVnD1ShCAwATTygEoLd2Ozl0SBEaAJhSQiEAa1OEBgCmllAIQP/6KUJj1hAAJopQCMCJWasITdKZNbz66uGNCQA4aUIhACdnrSI0t9+evOY1lpMCwJgTCgE4eWsVoXnwwc5y0t27hzosAKB/QiEA67NQhKbXvYYHDti6AgDGlFAIwGAs3Gt4ySUrt9u6AgDGklAIwGD98R8rQgMAE0QoBGDw5uc79xpu27ZyuyI0ADA2hEIANkarlTzwwOqzhorQAMBYEAoB2FhrbXivCA0AjJRQCMDGU4QGAMaWUAjA8PRThMasIQAMlVAIwHCtVYTGrCEADJVQCMDwrVWEJrF1BQAMiVAIwOisVYTm9tuT885L5uaGOy4AaBChEIDRWihCs9qs4aOPJnv22LoCADaIUAjAeFiYNVyNrSsAYEMIhQCMj3ZbERoAGDKhEIDxslCEZu/e1fsoQgMAAyMUAjCeZmZ6zxoqQgMAAyEUAjC+1tq6QhEaAFg3oRCA8acIDQBsGKEQgMnQbxEas4YAcEKEQgAmRz9FaMwaAsAJEQoBmDxrFaGxdQUA9E0oBGAyrVWEJulsXbF9u1lDAOhBKARgss3P9541vP/+5LLLbF0BAKsQCgGYfGvNGtZq6woAWIVQCMD0mJ9XhAYATpBQCMB0WShCs337yu1HjlhOCgCLCIUATJ9WK7n33tVnDWtNfvEXzRgCQIRCAKZZr60rnnsuueOOoQ8JAMaNUAjAdFutCM3mzcnOnSMZEgCME6EQgGaYn0/2708uuSS59trkzjs7gREAGm7TqAcAAEPTbnceAMD3mCkEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBKBZDh9O3vGO5Ed/NJmbG/VoAGDkVB8FoDkOH06uuCJ55pnO609/Orn11uTgwdGOCwBGyEwhAM1xxx3PB8IFt9+ebNvWCYwA0EBCIQDNsXNncsoKX31HjiSXXprs2zf0IQHAqAmFADRHq5XcdNPq7bOzydVXD288ADAGhEIAmqXdTg4d6iwZXYnlpAA0jFAIQPO0WskDDyS7dq3cbjkpAA0iFALQXPPzyf79yZYtK7fPzia7dw93TAAwZEIhAM3WbifHjiVXXbVy+4EDlpMCMNWEQgBIOnsVWk4KQAMJhQCwYH4+2bt39fbZ2WT7drOGAEwVoRAAFpuZ6V2d9P77k8suS+bmhjsuANggQiEALLVWddJakz17LCcFYCoIhQCwmoXqpKux2T0AU0AoBIBeFja737595Xab3QMw4YRCAFhLq5Xce+/qRWhUJwVgggmFANCvmRnLSQGYOkIhAJyIheWkq1UntZwUgAkjFALAiVqrOqnlpABMEKEQAE7WQnXSLVtWbp+dTXbvHu6YAOAECYUAsB7tdnLsWHLVVSu3HzhgOSkAY00oBIBBOHjQclIAJpJQCACDMj+/+rYVieWkAIwloRAABmlmpnd1UstJARgzQiEADJrqpABMEKEQADbKQnXS1djsHoAxIBQCwEay2T0AY04oBICNZjkpAGNMKASAYbGcFIAxJBQCwDBZTgrAmBEKAWDYLCcFYIwIhQAwKgvLSbdsWbndZvcADIFQCACj1G4nx44lV121crvN7gHYYEIhAIyDgwctJwVgJIRCABgX8/PJ3r2rt1tOCsAGEAoBYJzMzPSuTtpjOekzzzyTb33rW3n22Wc3eJAATBOhEADGzQlUJ3366aczPz+fN73pTTnttNPy8pe/PJs3b86b3vSmzM/P5+mnnx7u2AGYOKXWOuoxDMWOHTvqPffcM+phAMCJmZtL9uxZsakm+eSpp+YdL3pRnnjiiWXtZ599dk477bR84hOfyJvf/OYNHigA466U8tla646lx80UAsA4W2Oz+x9/9tnc88QTecsKbU888UQeffTR/NiP/Vg+85nPbOw4AZhYQiEAjLsly0kX1viU7s8fSPKHSd67yunf/va387a3vc1SUgBWtGnUAwAA+jQ/n1xxReqi5aRlUfN7klyc5D9b4dTjx4/n937v97JrtfsUGZi5ueS9700eeSSpNdnU47+2nn12fX0m/fxJGKPPOB6/Y9Tnn8jvOPfc5C1v6RSTbrVWf69x4p7CERrUl8ao/0j8i2Q8fseoz5+EMfqM4/E7Rn3+JIxxrfOfevxbOTWn5pSUbMrxdBb+PPe9n8/mlHwnz+W5bE4nNnb6lFJy9tkvnojPOA6/42TOP348MSELJMnmzcmdd45XMFztnkIzhSPSo24AAPRQk7w4z3zv9Zl9nNPpU2vy+OM1L5xfBGAjfPe7yR13jFcoXI1QOCK33jrqEQAwmQQ6gEmweXOyc+eoR9EfoXBErrsuuf32UY8CgMkziNs+BMthOPXU5LTTpm+J7CDPn4Qx+ozj8TtGff6J/I5JvKdQKByRdrvz0z2FkzFGn3E8fseoz5+EMfqM4/E7Nvb8kieeeCy1npLF9wsmz+X0nJLTXnBv4ebUlJyS4/m2ewqHdv6LXpT83b+bzMysfh7AOBEKR6jdfj4cAkC/5udvyy/+4i8u27D+6SR/J8mvJTl/0fH3JXnv2Wfn5ptvVn0UgGXsUwgAE+Znf/Znc9ppp63Y9q+SvCKdIPiV7s9fSXLaaaflZ37mZ4Y2RgAmh1AIABPm9NNPzyc+8YmcddZZq/b5lSR/s/vzrLPOyic+8YmcfvrpwxoiABNEKASACfTmN785n/rUp7Jly5acffbZK/Y5++yzs2XLlnzqU5/Km9/85iGPEIBJIRQCwIR685vfnIceeig333xz3vjGN6aUks2bN6eUkje+8Y25+eab89BDDwmEAPQ0kFBYSnlbKeXLpZQjpZT3rNBeSinv77Z/rpTyI2udW0rZUkr5/VLKV7o/X7qo7Ze7/b9cSrl6EJ8BACbR6aefnl27duXzn/98vvvd7+aRRx7Jd7/73Xz+85/Prl27LBkFYE3rDoWllFOT/EaStye5KMnPlVIuWtLt7Um2dR/tJDf1ce57knyy1rotySe7r9Ntf2eSNyR5W5IPdN8HABrt1FNPzbnnnptTT/W1CED/BjFTeEmSI7XWr9Zajyf5UJJrlvS5JsktteOPkryklLJ1jXOvSfLB7vMPJrl20fEP1VqfrrX+hyRHuu8DAADACRpEKHxVkq8vev1g91g/fXqd+4pa69Ek6f58+Qn8viRJKaVdSrmnlHLPI4880vcHAgAAaIpBhMKywrHaZ59+zj2Z39c5WOtcrXVHrXXH+eefv1IXAACARhtEKHwwyWsWvX51kof67NPr3L/qLjFN9+c3TuD3AQAA0IdBhMLPJNlWSnl9KeW0dIrA3Lakz21Jru9WIX1Lkm91l4T2Ove2JO/qPn9Xko8tOv7OUsrppZTXp1O85tMD+BwAAACNs+5QWGt9Jsm7kxxM8qUkv1tr/UIp5YZSyg3dbh9P8tV0isL8yyQ39jq3e877kvxkKeUrSX6y+zrd9t9N8sUkn0jy92utz673cwDA1JmbS66+uvMTAFZRal3rFr7psGPHjnrPPfeMehgAMBxzc8mePc+/Pvvs5MYbk5mZ0Y0JgJEqpXy21rpj6fGBbF4PAIyZ3/zNF75+4olkdjY588xk377RjAmAsSQUAsA0euUrVz7+1FOdcHj66cmVVyaHDw93XACMHaEQAKbR3r3JKT2+5o8fT+66K7n00uT1r3ffIUCDCYUAMI1areTuu5Nrr03OOad33699rXP/4datwiFAAwmFADCtWq3kIx9JHnss2b8/2bKld/+HH+6Ew3POcd8hQIMIhQDQBO12cuxYf+FQURqARhEKAaBJFofD172ud9+FojRnnZW84x2K0gBMKaEQAJqo3e7cS3joUHLFFb37Pvlk8tGPKkoDMKWEQgBoslYrufPOTjhUlAagkYRCAGB5UZq1wuFCUZrzzhMOASacUAgAvFC73QmHe/d27ifs5dFHO+HwxS923yHAhBIKAYCVzcx0KpH2U5Tm8cefv+/wyiuFQ4AJIhQCAL2dSFGaJLnrLkVpACaIUAgA9GdxUZorrkhOO613/4WiNO47BBhrQiEAcGIWwuHTT5/YfYfCIcBYEgoBgJO3+L7DCy7o3VdRGoCxJBQCAOvXbidHj554UZrdu4cyPABWJxQCAIOztCjNWvcdHjiQnH66iqUAIyQUAgCDt/S+wzPOWL3v8ePPVyzdutV9hwBDJhQCABtrZiZ56qn+itI8/LCiNABDJhQCAMOxuCjNli29+y4UpTnzzGTfvuGMD6ChhEIAYLja7eTYsf4qlj71VDI7675DgA0kFAIAo7FQsbSfojSL7zvcvl04BBggoRAAGK0TKUqTJPffrygNwAAJhQDA+FhclGatcLhQlMZ9hwDrIhQCAONnIRyeyH2Hu3cPZ2wAU0YoBADG1+L7Drdv7933t3/bvYYAJ0EoBADGX6uV3Hvv2kVp7rhjqMMCmAZCIQAwOZYWpTnrrM7xUjr3IO7cOdLhAUwioRAAmEwzM8kTT3RmD3/t15JPfrITGgE4IZtGPQAAgHVptYRBgHUwUwgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAwGQ7fDi58srkNa9J9u0b9WgAJo5QCABMrsOHk7e+NbnrruTBB5PZ2eTMM4VDgBMgFAIAk+uOO5Jnn33hsaeeEg4BToBQCABMrp07k1NPXbltIRyee24yNzfUYQFMEqEQAJhcrVbyB3+QbNu2ep/HHkv27On0OXx4eGMDmBBCIQAw2Vqt5IEHkv37ky1bVu935Ehy6aXJ9u3CIcAiQiEAMB3a7eTYsU44POec1fvdf79wCLCIUAgATJd2u7NkdO/e5IwzVu8nHAIkEQoBgGk1M9MpNrNrV+9+C+HwyiuFQ6CRhEIAYLrNzyeHDnVmBHu56y7hEGgkoRAAmH6tVnLvvcIhwAqEQgCgORaHw17bWCTPh8Pdu4czNoAREQoBgOZZvI3FBRf07nvgQHLmmcm+fcMZG8CQCYUAQHO128nRo2uHw6eeSmZnhUNgKgmFAAAnGg7POy+Zmxve+AA2kFAIALBgcTjcsmX1fo8+muzZk2zdKhwCE08oBABYqt1Ojh1bOxw+/HAnHG7bplIpMLGEQgCA1fQbDo8c6VQq3b5dOAQmjlAIALCWhXC4d2/vfvffLxwCE0coBADo18xMZ4/DK67o3U84BCaIUAgAcCJareTOOzvhcPv23n0XwuGVVwqHwNgSCgEATkarldx7b3/h8K67hENgbAmFAADrIRwCE04oBAAYhMXhcNu23n2FQ2CMCIUAAIPUaiUPPNDZxuKCC3r3XQiH+/YNZ2wAKxAKAQA2QrudHD3aXzicnU22bk3m5oYzNoBFhEIAgI3Ubzh8+OFkzx7hEBg6oRAAYBiEQ2BMCYUAAMO0EA737u3dTzgEhkQoBAAYhZmZTqXSK67o3W8hHG7bplIpsCGEQgCAUWm1kjvv7C8cHjnSqVS6e/dwxgY0hlAIADBqJxIODxywhQUwUEIhAMC46DccfvjDwxsTMPWEQgCAcbM4HG7fvrz9b//toQ8JmF5CIQDAuGq1knvvfX7m8NWv7lQtnZkZ9ciAKbJp1AMAAGANCzOHABvATCEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQDApJibSy68MHnFK5J9+0Y9GmBKCIUAAJNgbi7Zsyf58z9PvvGNZHY22bw5ef3rO20AJ0koBACYBLfeuvzYM88kX/taJyyec47ZQ+CkCIUAAJPguut6tz/xRGf28PTTkyuvTA4fHs64gIknFAIATIJ2O9m/P9mypXe/48eTu+5KLr002brV0lJgTUIhAMCkaLeTY8c64fCCC9bu//DDnaWlZg+BHoRCAIBJ024nR48mhw4l117buZ+wF7OHQA9CIQDApGq1ko98JHnssROfPXzxi5N3vMPsISAUAgBMhcWzh1dckZx2Wu/+jz+efPSjndnD7duFQ2gwoRAAYJq0WsmddyZPP53s3Zucddba59x/fyccnnee2UNoIKEQAGBazcx0tqrod/bw0Uefnz18/evdewgNIRQCAEy7k5k9/NrXOvcennNOsm/fhg8RGB2hEACgSRZmD/stTPPEE8nsbCdIWloKU0koBABooqWFaV70ot79n3zy+aWlL32p2UOYIkIhAECTLSwtffLJzuzh61639jnf/GZn9vD005MrrzR7CBNOKAQAoKPd7txLeOhQcu21yZln9u5//Hhy110K08CEEwoBAHihViv5yEeSb39bYRpoAKEQAIDVLS5M84M/uPbs4UJhms2bzR7ChBAKAQBYW7udfPGLndnD/fuTLVt693/mmednD8880+whjDGhEACAE9NuJ8eO9V+Y5qmnFKaBMSYUAgBwcpYWpjnnnN79Fxem2brV0lIYE0IhAADrs1CY5rHHnp893Ly59zkPP9xZWnrWWckb3iAgwggJhQAADM7C7OHx453KpWec0bv/k0927lXcsyc57zzhEEZAKAQAYGPMzHTuJ9y/P7nggrX7P/poJxy++MXJO97h3kMYEqEQAICN1W4nR4927j284orktNN693/88eSjH03e+lbBEIZAKAQAYDhareTOO5Onn+4sLT333N79n302ueWW4YwNGkwoBABg+GZmkm9+s//ZQ2DDCIUAAIxOr9nD009Prr9+dGODhhAKAQAYD4tnD9/73uRTn+qERmBDbRr1AAAA4AVaLWEQhshMIQAAQIMJhQAAAA0mFAIAMF4OH+5sXn/RRTaxhyFwTyEAAOPj8OHOFhXPPNN5/aUvdTay37UrmZ8f6dBgWpkpBABgfNxxx/OBcLEDB5Izz0z27Rv6kGDaCYUAAIyPnTuTTassZnvqqWR2VjiEARMKAQAYH61Wctddyfbtq/cRDmGghEIAAMZLq5Xce2+yf3+yZcvq/YRDGAihEACA8dRuJ8eO9R8Ozz03mZsb3vhgSgiFAACMt37D4WOPJXv2JOedJxzCCRAKAQCYDP2Gw0cfFQ7hBAiFAABMlsXh8JxzVu8nHEJfhEIAACZTu91ZMrp3b3LGGav3WwiH27cnhw8PbXgwKYRCAAAm28xMp9jMWuHw/vuTSy9NrrxSOIRFhEIAAKZDv+HwrruEQ1hEKAQAYLoshMNdu3r3Ew4hiVAIAMC0mp9PDh3q3EvYy0I43L17KMOCcSMUAgAwvVqt5N57O5VKL7igd98DB5Izz0z27RvO2GBMCIUAAEy/djs5enTtcPjUU8nsrHBIowiFAAA0h3AIywiFAAA0z+JwuGXL6v0WwuG55yZzc8MbHwyRUAgAQHO128mxY2uHw8ceS/bsSc47Tzhk6giFAADQbzh89NFOONy2zTYWTA2hEAAAFiwOh+ecs3q/I0c621hs3y4cMvGEQgAAWKrd7iwZ3bs3OeOM1fvdf79wyMQTCgEAYDUzM51iM/2GwyuvFA6ZOEIhAACsZSEc7trVu99ddwmHTByhEAAA+jU/nxw61Fku2otwyAQRCgEA4ES0Wsm993bC4bZtvfsKh0wAoRAAAE5Gq5U88ECnUukFF/TuuxAOd+8eztjgBAiFAACwHu12cvRof+HwwIHkzDOTffuGMzbog1AIAACD0G84fOqpZHZWOGRsCIUAADBIJxoOt21zvyEjJRQCAMBGWBwOt2xZvd+RIwrRMFJCIQAAbKR2Ozl2rHc4/O53kzvuGOqwYIFQCAAAw9ArHG7enOzcOZJhgVAIAADDtDgcXnJJcu21yZ13dra4gBHYNOoBAABAI7XbnQeMmJlCAACABhMKAQAAGkwoBACAUTl8OPn1X7cdBSPlnkIAABiFw4c7FUePH++8vvji5KabFJxh6MwUAgDAKNxyy/OBMEnuvz+59NJk+3YzhwyVUAgAAONEOGTIhEIAABiF669PTunxn+ML4XD37uGNiUYSCgEAYBRareTuuzszgr0cOJCceWayb99QhkXzCIUAADAqrVZy773JoUO9w+FTTyWzs8m55yZzc0MbHs0gFAIAwKj1Gw4feyzZsyfZts39hgyMUAgAAONicTjctm31fkeOKEbDwKwrFJZStpRSfr+U8pXuz5eu0u9tpZQvl1KOlFLe08/5pZRf7vb/cinl6u6xM0sp/6aU8qellC+UUt63nvEDAMBYarWSBx5I9u9Pzjln9X4qlTIA650pfE+ST9ZatyX5ZPf1C5RSTk3yG0nenuSiJD9XSrmo1/nd9ncmeUOStyX5QPd9kuR/qbX+rSQ/nOSyUsrb1/kZAABgPLXbnSWje/cmZ5yxer+FcKgYDSdhvaHwmiQf7D7/YJJrV+hzSZIjtdav1lqPJ/lQ97xe51+T5EO11qdrrf8hyZEkl9Ran6y1fipJuu/1J0levc7PAAAA421mplNsZteu3v1mZ5PzzlOMhhOy3lD4ilrr0STp/nz5Cn1eleTri14/2D3W6/xe5yRJSikvSfLT6cwwrqiU0i6l3FNKueeRRx7p9zMBAMB4mp9fuxjNo492itEIh/RpzVBYSvn/Sin/foXHNWudu/AWKxyr6zmnlLIpye8keX+t9aurvUmtda7WuqPWuuP888/va7AAADDW+i1GIxzSpzVDYa31J2qtb1zh8bEkf1VK2Zok3Z/fWOEtHkzymkWvX53koe7z1c7vdU6SzCX5Sq31X6z5CQEAYBotLkazZcvq/RbCoW0sWMV6l4/eluRd3efvSvKxFfp8Jsm2UsrrSymnpVNA5rY1zr8tyTtLKaeXUl6fZFuSTydJKeWfJzk3yT9Y59gBAGDytdvJsWNrF6NZ2MbiyiuFQ15gvaHwfUl+spTylSQ/2X2dUsorSykfT5Ja6zNJ3p3kYJIvJfndWusXep3fbf/dJF9M8okkf7/W+mwp5dVJ/nE6VUz/pJRyXynlv1znZwAAgMm3UIxmrXB4113CIS9Qal3r9r7psGPHjnrPPfeMehgAADAc+/Yl739/8p3v9O63d28nUDL1SimfrbXuWHp8vTOFAADAOFqYObzqqt79bGPReEIhAABMs4MHO8VoLrhg9T4LxWi2bhUOG0goBACAadduJ0ePrh0OH364Ew63b3e/YYMIhQAA0BSLw2GvbSzuv18xmgYRCgEAoGkWtrHYtat3P5VKG0EoBACAppqfTw4dSq64one/hXC4b99wxsVQCYUAANBkrVZy552dcLh9e+++s7OK0UwhoRAAAOiEw3vv7b8YjXA4NYRCAADgeSdaqVQ4nHhCIQAAsNxCONy7t3c/21hMPKEQAABY3cxMf8VoFrax2L17OONiYIRCAACgt8XFaNYKhwcOJGeeqVLpBBEKAQCA/vQbDp96qlOp9Lzz3G84AYRCAADgxPS7jcWjjypGMwGEQgAA4OQs3sZiy5bV+y0Uo3G/4VgSCgEAgPVpt5Njx9YOhwcOmDEcQ0IhAAAwGAvhsNc2FrfeOrzx0BehEAAAGKxe21hcd93wx0NPQiEAADB4SyuVvuQlyYUXjnpUrEAoBAAANtahQ8k3v5l87WudgjNnnJG84hX2MhwTQiEAALBx7rgjeeaZFx57+unkG9/o7GW4eXNny4p3vCM5fHgkQ2w6oRAAANg4O3cmmzat3v7MM50tKz760eTSSzsb3guIQyUUAgAAG6fVSu66K9m2rb/+jz76fEA855zkyisFxA0mFAIAABur1UoeeKCzVcXLXpacfnp/5z3xRCdQXnppcuaZAuIGEQoBAIDhmJlJHnkk+c53Ohvdv+51/QfEp556PiC++MXJG96QzM1t7HgbQigEAACGr93uVCM9mYD4+OPJF7/YqWR6+unJ618vIK6DUAgAAIzW0oD4gz/YuZ+wH8ePP7/VxebNAuJJEAoBAIDx0W53ZgEfe+z5je9f9KL+zn3mGXshngShEAAAGE+tVnLnncmTTz4fEM8+u79zF++FuGlT8tKXCoirEAoBAIDxtxAQH3+8ExCvvTa54ILOktG1PPts8s1vdgLi5s3J1q32QlxEKAQAACZLq5V85CPJ0aOdewr37k3OPTc59dS1z33mmeThh+2FuIhQCAAATLaZmc5M4DPP2AvxJAiFAADA9FhpL8R+lpgmjd0LUSgEAACm08JWF8eP2wuxB6EQAACYfvZCXJVQCAAANMsg90LcsmXi70MUCgEAgOZa716If/3XE1+oRigEAABI1rcXYvJ8oZrLLpuo5aVCIQAAwFLr2Qux1uTGGydmxlAoBAAAWMtKeyGeeebq/Z97LrnjjmGNbl2EQgAAgBOxsBfit7+9eqGa005Ldu4cyfBO1KZRDwAAAGBiLdyHmHSWi95yS+f59dd32iaAUAgAADAIrdbEBMHFLB8FAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGiwUmsd9RiGopTySJI/H8BbvSzJfxzA+7A+rsPouQbjwXUYD67D6LkG48F1GD3XYDyM63V4Xa31/KUHGxMKB6WUck+tdceox9F0rsPouQbjwXUYD67D6LkG48F1GD3XYDxM2nWwfBQAAKDBhEIAAIAGEwpP3NyoB0AS12EcuAbjwXUYD67D6LkG48F1GD3XYDxM1HVwTyEAAECDmSkEAABoMKEQAACgwYTCRUopbyulfLmUcqSU8p4V2n+plHJf9/HvSynPllK2dNu+Vkr5fLftnuGPfjqUUn6rlPKNUsq/X6W9lFLe371Gnyul/Miitp7Xj/70cQ12df+3/1wp5VAp5eJFbf4OBqSP67CzlPKtRf9O+qeL2vwtDEgf18H3wgYrpbymlPKpUsqXSilfKKX8tyv08d2wgfq8Br4bNlif18F3wwbr8zpM3ndDrdWjc1/lqUn+LMn3JTktyf1JLurR/6eT/LtFr7+W5GWj/hyT/khyRZIfSfLvV2n/qST/NklJ8pYkf3wy189jXdfg0iQv7T5/+8I16L72dzC867Azyf+7wnF/C0O8Dkv6+l7YmGuwNcmPdJ+fk+SBpf9M+24Yi2vgu2E8roPvhjG4Dkv6T8R3g5nC512S5Eit9au11uNJPpTkmh79fy7J7wxlZA1Sa70ryaM9ulyT5Jba8UdJXlJK2ZoTv36sYq1rUGs9VGv96+7LP0ry6qEMrGH6+FtYjb+FATrB6+B7YQPUWo/WWv+k+/zxJF9K8qol3Xw3bKB+roHvho3X59/CavwtDMhJXIeJ+G4QCp/3qiRfX/T6waxygUspZyZ5W5JbFx2uSW4vpXy2lNLesFGy2nXq+/oxUL+Qzv87v8DfwXC1Sin3l1L+bSnlDd1j/hZGwPfCcJRSLkzyw0n+eEmT74Yh6XENFvPdsMHWuA6+G4Zkrb+HSfpu2DTqAYyRssKx1fbr+Okkf1hrXfz/Hl9Wa32olPLyJL9fSvnT7v/DzGCtdp1O5PoxAKWUH0vni//yRYf9HQzPnyR5Xa31iVLKTyX5aJJt8bcwKr4XNlgp5ex0/sPqH9RaH1vavMIpvhsGbI1rsNDHd8MGW+M6+G4Ykn7+HjJB3w1mCp/3YJLXLHr96iQPrdL3nVkyDVxrfaj78xtJPpLOND2Dt9p1OpHrxzqVUn4oyb9Kck2t9djCcX8Hw1NrfazW+kT3+ceTbC6lvCz+FkbF98IGKqVsTuc/vg7UWj+8QhffDRusj2vgu2EI1roOvhuGo5+/h66J+W4QCp/3mSTbSimvL6Wcls5FvG1pp1LKuUmuTPKxRcfOKqWcs/A8yVVJVqxUx7rdluT6bqW5tyT5Vq31aPq8fqxfKeW1ST6c5O/UWh9YdNzfwRCVUi4opZTu80vS+ff5sfhbGDrfCxur+8/5byb5Uq31f12lm++GDdTPNfDdsPH6vA6+GzZYn/9OmrjvBstHu2qtz5RS3p3kYDoVmn6r1vqFUsoN3fabu13fkeT2Wuu3F53+iiQf6f4Nbkry27XWTwxv9NOjlPI76VTOelkp5cEk/2OSzcn3rsHH06kydyTJk0n+Xrdtxes39A8wBfq4Bv80yXlJPtD9Z/6ZWuuO+DsYqD6uw88k+cVSyjNJnkryzlprTeJvYYD6uA6J74WNdlmSv5Pk86WU+7rHfiXJaxPfDUPSzzXw3bDx+rkOvhs2Xj/XIZmw74bS+ecEAACAJrJ8FAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAGCESim/VUr5RillIFtUlFKeLaXc132suf2I6qMAAAAjVEq5IskTSW6ptb5xAO/3RK317H77mykEAAAYoVrrXUkeXXyslPI3SimfKKV8tpTyB6WUv7VRv18oBAAAGD9zSf7rWut/kuQfJfnACZx7RinlnlLKH5VSrl2r86aTHCAAAAAboJRydpJLk/zfpZSFw6d32/52kn+2wml/WWu9uvv8tbXWh0op35fk35VSPl9r/bPVfp9QCAAAMF5OSfLNWuv2pQ211g8n+XCvk2utD3V/frWUckeSH06yaii0fBQAAGCM1FofS/IfSik/mySl4+J+zi2lvLSUsjCr+LIklyX5Yq9zhEIAAIARKqX8TpLDSf5mKeXBUsovJNmV5BdKKfcn+UKSa/p8ux9Mck/3vE8leV+ttWcotCUFAABAg5kpBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAG+/8BcI7eSCJfEG0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4UAAANrCAYAAADxnj1SAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABO4klEQVR4nO39f5jd510feL9v/bBsWSaOjYNNHCxCRGsllMAjZEYBaiiR7Gx5nMZbGpA2YS/2GeWhdLd0e0lJuz9KdzfNiL1YruzSRNOS3bgzJU/AofEWOzM8aV0SNEiR+dlIxDbBJsY2di2cWLZsIfneP86ZeDw680uaOb++r9d1fa9zzve+v2c+x8eH+M19f++71FoDAABAM63rdQEAAAD0jlAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQCXrJTyj0op/7LXdQAAKycUAnDJaq0frLX+V6v5nqWUd5dSvlRK+Wop5alSysdLKd+wSP8fKqX8Tinla6WUL5dSRue1/0wp5cn2+32slLJpTts1pZRfK6U8X0p5tJTy4/Ou/RullD8qpbxQSvn3pZSb5rSVUspYKeWZ9nGolFLmtG9tX/NC+z1+eN57/3j7bz5fSvk3pZRr5rRtatf6tXbt/2DetW8tpTzQfu8HSilvHYLP/MVSyuk5x7lSyv8dANaMUAhAv/qtJG+rtb4myRuTbEjyP3fqWErZmOTXkhxO8pokfyfJz5dSvrPdvifJ+5P8jSRb2+/3s3Pe4heTnE3yTUn2JvlIKeXN7Wu/Mcmnkvz3Sa5JcjzJ/2/OtaNJ3pnkO5P8tSR/M8n+Oe2/nOR3k1yb5B8n+dVSynXt935zu+b/ov23X0jyz+dc+0+SbEtyU5IfTHKglHJb+9rLknw6yUSS1yb5eJJPt88P7Geutb651rql1rolyVVJ/jTJrwSAtVNrdTgcDodj2UeSg0n+LMlzSb6UVuj4J0km5vR5T5JHkzyTVrB4JMkPX8Lf3JLkriT3LtD+TUlqks1zzn0hyY+1n//rJB+c0/Y3kjzZfn5lWuHo2+e0/6skH2o/H01yZE7blUnOJPmr7ddHkozOaf/JJL/dfv7tSV5KctWc9s8leV/7+QeT/Os5bd/WruWq9us/S7J7Tvv/lOQT7ee72+1lTvufJrltkD/zvO/1ryc5neTKXv9773A4HMN8GCkEYNlKKX8lyU8n+Z5a61VJ9qQV+Ob22Z7WyM/eJDekNXL3+jntP15KeXaR41vm9P2+UspX0wqgdyb5hU511Vr/PK3Rqf+ylLK+lDKS1uja59td3pzk9+dc8vtJvqmUcm1aIeZ8rfXBee1v7nRtrfX5JH+8UHuHa79ca31ume/9x2mHtVLKa5N88xLv/Qe11jqn/Q+WqKuvP3Mu9N4kv9r++wCsEaEQgJU4n2RTku2llI211kfa/1E/13+e5P+utX6+1no2yf+Q1ihekqTW+q9rrVcvcvzpnL6fr63pozcm+bnMC6Dz/HL7b72U1sjUP661fqXdtiXJV+f0nX1+VYe22farFrh2qfavJtnSvsfuUt57y7xaV6OupL8/89eVUjan9e/S/xUA1pRQCMCy1VofTvL305ou+lQp5ROllG+e1+2bk3xlzjUvpDWN9FL+7p8l+UyST3RqL6X81bTueXtPksvSGo06UEr5z9pdTieZu0jN7PPnOrTNts+OdK20/RuSnG6P4F3Ke5+eV+tq1JX092ee611JTiX5DwFgTQmFAKxIe6Tv+9KanlmTjM3r8kRaI3tJklLKFWktODL7eu+81SXnH9+Szjakdf9ZJ29J8qVa61St9eVa65eS/HqS29vtX0xrUZRZ35nkz2utzyR5MMmGUsq2ee1f7HRtKeXKdh0d2ztc+8ZSylWLtM997zemNRL7YK31L9L6Z7nYe/+1uat+prXoy2J19fVnzqu9N8ld86bHArAGhEIAlq2U8ldKa+uHTUleTGvxkfPzuv1qkh8ppexqr4T5s0m+HlxqrZO1vbrkAseftv/W3lLKt7S3P7gpyf+S5LMLlPa7Sba1ayullG9La0XM2XvX7kryk6WU7e179f67tKcltu9X+1SSf1pKubKU8rYkd6S18ErSWtX0LaWUO0spl6c1RfUPaq1/NOe9/0Ep5fXtUdP/ds57P5jk95L8j6WUy0spfyut4HZ3+9rJ9j+r728Hr3+a5FNz7se7K8l/V0p5bXs09P+TV6ZT3t/+Z/9fl9bWFT/dPv/vBvwzp5RyY1qrrX48AKy9Xq9043A4HI7BOdL6j/tjaU31O5Xk36Y1XfSf5NWrj/5EWithzq4++mdJvn+Ff+t/SfJYkufbj+NJrp3Tfl+SfzTn9Y8m+Y/t2h5LawRz3Zz2f5Dkz5N8Lcn/mWTTnLZrkvyb9t/60yQ/Pq+WH07yR2mF4PuTbJ3TVpIcav/zONV+PndF0K3ta86ktVrrD8977x9v/83n09pi4po5bZuSfKxd858n+Qfzrv2uJA+03/t3knzXvPaB+8zt9g8k+Vyv/313OByOphylVrMyAFg7pZQtSZ5Nsq3W+ic9LgcAmMf0UQBWXSnlR0opm9vTA//XJH+YxVcOBQB6RCgEYC3ckeTx9rEtyburqSkA0JdMHwUAAGgwI4UAAAANtqHXBXTLN37jN9atW7f2ugwAAICeeOCBB/5TrfW6+ecbEwq3bt2a48eP97oMAACAniilPNrpvOmjAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhT20sxM8s/+WesRAACgBzb0uoDGmplJvv/7k/Pnk/Xrk899LhkZ6XVVAABAwxgp7JX3v78VCJPW4x139LYeAACgkYTCXvnyl1/9+umnk1tu6U0tAABAYwmFvfLjP37huWPHkoMHu18LAADQWEJhr4yNJdddd+H5Q4csPAMAAHSNUNhLn/505/PuLwQAALpEKOylkZFk794Lzz/9dLJnT/frAQAAGkco7LWJieTmmy88Pz3t/kIAAGDNCYX94MSJ5MorLzzv/kIAAGCNCYX94ud/vvP5H/3R7tYBAAA0ilDYL0ZHk927Lzz/2GPJvn3drwcAAGgEobCfTE0lN9544fnJSdNIAQCANSEU9ptPfrLz+Xe8o7t1AAAAjSAU9puRkeTAgQvPP/tscsstXS8HAAAYbkJhPxobS3buvPD8sWPuLwQAAFaVUNivjh5Nrr76wvOTk8n4eNfLAQAAhtOqhMJSym2llC+VUh4upby/Q3sppXy43f4HpZTvXuraUso1pZTfKKU81H587Zy2v1ZKmSmlfLGU8oellMtX43P0nXvv7Xz+Z36mu3UAAABD65JDYSllfZJfTHJ7ku1JfqyUsn1et9uTbGsfo0k+soxr35/ks7XWbUk+236dUsqGJBNJ3ldrfXOSW5P85aV+jr600P2FL7yQbJ//jxgAAGDlVmOkcGeSh2utX661nk3yiSR3zOtzR5K7astvJ7m6lHLDEtfekeTj7ecfT/LO9vPdSf6g1vr7SVJrfabWen4VPkd/GhvrvH/hyZPuLwQAAC7ZaoTC1yf5ypzXj7XPLafPYtd+U631iSRpP76uff7bk9RSylQp5XdKKR2G0lpKKaOllOOllONPP/30Cj9WH5maSq677sLz9i8EAAAu0WqEwtLhXF1mn+VcO9+GJN+XZG/78W+VUv5Gp4611vFa645a647rOoWqQfLpT3c+f8f8QVkAAIDlW41Q+FiSN8x5fWOSx5fZZ7Fr/7w9xTTtx6fmvNd/qLX+p1rrC0nuTfLdGXYL3V/49NPJnj3drwcAABgKqxEKv5BkWynlW0splyV5d5J75vW5J8l72quQfm+Sr7anhC527T1J3tt+/t4ks0NlU0n+Willc3vRmb+e5MQqfI7+t9D+hdPTycGD3a8HAAAYeJccCmut55L8dFph7WSST9Zav1hKeV8p5X3tbvcm+XKSh5P8iyQ/tdi17Ws+lOTtpZSHkry9/Tq11r9I8vNpBcrfS/I7tdZfv9TPMTCOHk2uvPLC84cOub8QAABYsVLrUrfwDYcdO3bU48eP97qM1TE+nuzff+H5G29MvvKVC88DAACNV0p5oNa6Y/75Vdm8ni4bHe28TcVjj7m/EAAAWBGhcFBNTbVGBuebnm6NJAIAACyDUDjIPvnJzud/5me6WwcAADCwhMJBttA2FS+8kNxyS/frAQAABo5QOOjGxjrfX3jsmG0qAACAJQmFw2BqKrnuugvP26YCAABYglA4LD796c7n77iju3UAAAADRSgcFiMjyd69F55/+mnbVAAAAAsSCofJxERy880Xnp+edn8hAADQkVA4bE6cSK688sLz7i8EAAA6EAqH0c//fOfz73hHd+sAAAD6nlA4jEZHO99f+Oyz9i8EAABeRSgcVhMTyc6dF563fyEAADCHUDjMjh5Nrr76wvPuLwQAANqEwmF3772dz//oj3a3DgAAoC8JhcNuof0LH3vM/oUAAIBQ2AgTE8mNN154fno6GR/vfj0AAEDfEAqb4pOf7Hz+l36pu3UAAAB9RShsipGR5MCBC89/8zd3vxYAAKBvbOh1AXTR2Fjr8ed+Lqk12bixc1AEAAAaQyhsmrGx5J3vTO6/P7n11tYIIgAA0FhCYRONjAiDAABAEvcUAgAANJpQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYVNND6ebN+evPnNrecAAEBjbeh1AXTZ+Hiyf/8rr/fvT/74j5Oxsd7VBAAA9IyRwqa5++4Lzx06lMzMdL8WAACg54TCprnzzs7n3/GO7tYBAAD0BaGwaUZHk927Lzz/7LOt+wwBAIBGEQqbaGoqufnmC8+fPJncckv36wEAAHpGKGyqEyeSq6++8PyxY8mePV0vBwAA6A2hsMnuvbfz+enp5ODB7tYCAAD0hFDYZCMjyYEDndusSAoAAI0gFDbd2Fiyd2/nNiuSAgDA0BMKSSYmFl6RdOvWblcDAAB0kVBIy0Irkj76qK0qAABgiAmFvOLEieSmmy48f/KkFUkBAGBICYW82iOPdN6qYno62bev29UAAABrTCjkQgttVTE5aasKAAAYMkIhF7JVBQAANIZQSGdjY51XJE1sVQEAAENEKGRhU1PJzp0Xnn/2WSuSAgDAkBAKWdzRo523qrAiKQAADAWhkKWdOLHwiqQWngEAgIEmFLI8C61IauEZAAAYaEIhy7PYiqQLLUgDAAD0PaGQ5VtoRdLTp5Mbbuh+PQAAwCUTClmZqanOC888+aQVSQEAYAAJhazciRPJ9ddfeN6KpAAAMHCEQi7OE08kW7ZceH56Otm3r/v1AAAAF0Uo5OJNT3c+PzlpqwoAABgQQiEXb7EVSW1VAQAAA0Eo5NKMjSV793Zue8c7ulsLAACwYkIhl25iovNWFc8+m2zd2u1qAACAFRAKWR0LbVXx6KO2qgAAgD4mFLJ6TpxIrr76wvO2qgAAgL4lFLK67r238/npaSuSAgBAHxIKWV0jI8nhw53brEgKAAB9Ryhk9Y2OLrxVhRVJAQCgrwiFrI2xsYVXJLXwDAAA9A2hkLWz0IqkJ0+6vxAAAPqEUMjaWmhF0o99rOulAAAAFxIKWXudViTdsqX7dQAAABcQCll7IyMXLjzzgQ/0phYAAOBVNvS6ABpibCz5tm9L7r47ufPO1gqlAABAzwmFdM/oqDAIAAB9xvRRAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCiku/btS669tvUIAAD0nFBI9+zbl0xOJqdOtR63b+91RQAA0HhCId1zzz2vfn3yZLJnT29qAQAAkgiFdNMb33jhuelpU0kBAKCHhEK65yMf6Xx+cjI5eLC7tQAAAEmEQrppZCQ5cKBz26FDyfh4d+sBAACEQrpsbCzZvbtz2/79ycxMd+sBAICGEwrpvqmpZOfOzm3veEd3awEAgIYTCumNo0c7B8Nnn7VVBQAAdJFQSO8cPZrcfPOF521VAQAAXSMU0lsnTiRXX33h+elpK5ICAEAXCIX03r33dj5vRVIAAFhzQiG9t9hWFVYkBQCANSUU0h8W26rCiqQAALBmhEL6x9RU54VnrEgKAABrRiikv5w4kdx004XnrUgKAABrQiik/zzyiBVJAQCgS4RC+tNiK5JaeAYAAFaNUEh/WmxFUgvPAADAqhEK6V8LrUj67LPJ1q3drgYAAIaSUEh/W2hF0kcftSIpAACsAqGQ/nfiROeFZ6xICgAAl0woZDAstPDM9HSyb193awEAgCEiFDIYRkaSw4c7t01O2qoCAAAuklDI4BgdXXhFUltVAADARREKGSxjY8nevZ3bbFUBAAArJhQyeCYmFt6qwoqkAACwIkIhg2mhrSpOnkxuuaX79QAAwIASChlcC21VceyYrSoAAGCZhEIG22JbVViRFAAAliQUMthGRqxICgAAl0AoZPBZkRQAAC6aUMhwsCIpAABcFKGQ4bHYiqQWngEAgI6EQobLQiuSWngGAAA6EgoZPgutSHroUDI+3t1aAACgzwmFDJ/FViTdv9+KpAAAMIdQyHAaG+u88EyS3HVXd2sBAIA+JhQyvBZaeAYAAPg6oZDhduLEq0cMN21K3vOe3tUDAAB9ZkOvC4A1NzXVuo/w/vuTW29t3XMIAAAkEQppipERYRAAADowfRQAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChkGYYH0/27Gk9AgAAXycUMvzGx5P9+5Pp6dbj9u29rggAAPqGUMjw+6VfevXrkyeTTZuMGgIAQIRCmuCbv/nCc2fPtkYN9+zpfj0AANBHhEKG34EDC7dNT5tOCgBAowmFDL+RkeTIkWTLls7tJ08mN9zQ3ZoAAKBPCIU0w8hI8txzyc03d25/8slk40b3GQIA0DhCIc1y4kSye3fntnPn3GcIAEDjCIU0z9SU+wwBAKBNKKSZxsZa9xlecUXndvcZAgDQEEIhzTUykrzwQnLTTZ3bn3wy2bw5mZnpbl0AANBFQiE88sjC9xmeOZPs2pUcPNjVkgAAoFuEQkiWvs/w0CEL0AAAMJSEQpi11H2G09PJ1q1dLQkAANaaUAhzzd5neP31ndsffdR9hgAADBWhEDp54omFN7p3nyEAAENEKISFnDiR7N27cLv7DAEAGAJCISxmYmLp+wxtdA8AwAATCmEpS91nePJkctVV7jMEAGAgCYWwXIvdZ3j6tPsMAQAYSEIhrMSJEwtvdJ+4zxAAgIGzKqGwlHJbKeVLpZSHSynv79BeSikfbrf/QSnlu5e6tpRyTSnlN0opD7UfXzvvPb+llHK6lPIPV+MzwLIttdG9+wwBABgglxwKSynrk/xiktuTbE/yY6WU+f9FfHuSbe1jNMlHlnHt+5N8tta6Lcln26/n+t+S3Hep9cNFmd3ofsuWzu0nTyY33NDdmgAA4CKsxkjhziQP11q/XGs9m+QTSe6Y1+eOJHfVlt9OcnUp5YYlrr0jycfbzz+e5J2zb1ZKeWeSLyf54irUDxdnZCR57rmF7zN88kkb3QMA0PdWIxS+PslX5rx+rH1uOX0Wu/abaq1PJEn78XVJUkq5MsnBJD+7VGGllNFSyvFSyvGnn3562R8IVmSx+wxnN7rft6+7NQEAwDKtRigsHc7VZfZZzrXz/WyS/63Wenqpwmqt47XWHbXWHdddd91S3eHiLXWf4eSklUkBAOhLqxEKH0vyhjmvb0zy+DL7LHbtn7enmKb9+FT7/C1JDpVSHkny95P8o1LKT1/yp4BLNXuf4UIb3X/sY92tBwAAlmE1QuEXkmwrpXxrKeWyJO9Ocs+8PvckeU97FdLvTfLV9pTQxa69J8l728/fm+TTSVJr/f5a69Za69Ykv5Dkg7XW/2MVPgdcutmN7m+66cK2hRalAQCAHrrkUFhrPZfkp5NMJTmZ5JO11i+WUt5XSnlfu9u9aS0M83CSf5Hkpxa7tn3Nh5K8vZTyUJK3t1/DYHjkkQvvM/zAB3pSCgAALKbUutQtfMNhx44d9fjx470ug6YZH0/uvju5885kdLTX1QAA0GCllAdqrTvmn9/Qi2KgMUZHhUEAAPraatxTCAAAwIASCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQlhrBw8m27a1HgEAoM8IhbCWDh5MDh1KHn649XjLLb2uCAAAXkUohLX0sY+9+vWxY4IhAAB9RSiEtbRly4XnBEMAAPqIUAhr6QMf6HxeMAQAoE8IhbCWRkeTvXs7twmGAAD0AaEQ1trEhGAIAEDfEgqhGwRDAAD6lFAI3SIYAgDQh4RC6CbBEACAPiMUQrcJhgAA9BGhEHpBMAQAoE8IhdArgiEAAH1AKIReWioYbt/e3XoAAGgcoRB6bbFgePJksnVrV8sBAKBZhELoB4sFw0cfFQwBAFgzQiH0i4mJ5MCBzm2CIQAAa0QohH4yNpYcPty5TTAEAGANCIXQb0ZHBUMAALpGKIR+JBgCANAlQiH0K8EQAIAuEAqhnwmGAACsMaEQ+p1gCADAGhIKYRAIhgAArBGhEAaFYAgAwBoQCmGQCIYAAKwyoRAGzVLB8IYbulsPAAADTSiEQbRYMHzyyeTaa7tbDwAAA0sohEG1WDA8dUowBABgWYRCGGSjo8mRI8mWLRe2CYYAACyDUAiDbmQkee655JprLmw7dSrZvr37NQEAMDCEQhgWzzzTORiePJmMj3e/HgAABoJQCMNkoWB4993drwUAgIEgFMKweeaZ5OabX33uzjt7UwsAAH1vQ68LANbAiROtKaN3390KhKOjva4IAIA+JRTCsBodFQYBAFiS6aMAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCAAA0GBCIQyrgweTG29M/vpfT2Zmel0NAAB9SiiEYXTwYHLoUPJnf5b85m8mu3Yl+/b1uioAAPqQUAjD6FOfuvDc5GSyfXv3awEAoK8JhTCM3vWuzudPnkxuuKG7tQAA0NeEQhhGY2PJzTd3bnvyyWTjxmR8vLs1AQDQl4RCGFYnTiQ7d3ZuO3cu2b8/2bOnuzUBANB3hEIYZkePJgcOLNw+PZ1s3dq1cgAA6D9CIQy7sbHkyJHkiis6tz/6aLJpk+mkAAANJRRCE4yMJC+8kNx0U+f2s2dNJwUAaCihEJrkkUeS3bsXbjedFACgcYRCaJqpqeTw4dYKpJ08+miyeXMyM9PdugAA6AmhEJpodLQ1ZXShbSvOnEl27Ur27etuXQAAdJ1QCE124sTi00knJ5Pt27tXDwAAXScUQtPNTiddv75z+8mTyVVXmU4KADCkhEKgNZ303Lnk+us7t58+3ZpOevBgd+sCAGDNCYXAK554Itm5c+H2Q4dsWwEAMGSEQuDVjh5NDhxYuN22FQAAQ0UoBC40NpYcOZJs2dK53bYVAABDQygEOhsZSZ57bultK0wnBQAYaEIhsLiltq2Ynk5uuKF79QAAsKqEQmBpS21b8eSTppMCAAwooRBYntltK266qXP77HTSffu6WxcAAJdEKARW5pFHkr17F26fnEy2b+9aOQAAXBqhEFi5iYnW6qRXXNG5/eRJ21YAAAwIoRC4OCMjyQsvJNdf37n90UdNJQUAGABCIXBpnngi2bmzc9t993W3FgAAVkwoBC7d0aPJgQMXnr/99u7XAgDAigiFwOoYG2vdZ/jWtybf8A2txWgmJnpdFQAAS9jQ6wKAITIykvzu7/a6CgAAVsBIIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAADSYUAgAANJhQCKyumZnkb/2t5JZbkvHxXlcDAMASNvS6AGCIzMwkP/ADyblzrdfHjiW/9EvJ0aO9rQsAgAUZKQRWz/33vxIIZx07llx1VSswAgDQd4RCYPXcemvn86dPJ7t2Jfv2dbUcAACWJhQCq2dkJNm7d+H2yclkyxb3GgIA9BGhEFhdExOLB8Pnn0/2728tRAMAQM8JhcDqm5hIjhxpjQouxL2GAAB9QSgE1sbISPLcc8nOnQv3ca8hAEDPCYXA2jp6NDl8ONm8eeE+k5PJa19r1BAAoAeEQmDtjY627iVc7F7DZ581aggA0ANCIdA9y7nXcHIy2bq1ayUBADSdUAh013LuNXz00WTjRltXAAB0gVAI9MbsvYYbN3ZuP3fO1hUAAF0gFAK9MzqanD27+KjhsWPJpk1GDQEA1ohQCPTe7Kjh+vWd28+ebY0abt/e3boAABpAKAT6w+hoa8roTTct3OfkSfcaAgCsMqEQ6C+PPLL41hXuNQQAWFVCIdB/ZreuuO66hfu41xAAYFUIhUB/GhlJnnpqefcaGjUEALhoQiHQ35Zzr+GxY8lVVyUzM92rCwBgSAiFwGBY6l7D06eTXbuSffu6VhIAwDAQCoHBMXuv4dVXL9xnclIwBABYAaEQGCwjI8lf/MXio4aTk6aSAgAsk1AIDKbZUcMtWzq3339/V8sBABhUQiEwuEZGkueeS3bufPX5jRuTW2/tSUkAAINGKAQG39Gjra0rdu5M3vnO5D/8h1ZgBABgSRt6XQDAqhgdbR0AAKyIkUIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKASGx759yZVXJjfckIyP97oaAICBIBQCw2HfvmRyMnnhheTJJ5P9+5M9e3pdFQBA3xMKgeFw330XnpueTl73umRmpvv1AAAMCKEQGA633975/NNPJ7t2JQcPdrceAIABIRQCw2FiIrn55oXbDx0ynRQAoAOhEBgeJ04ku3cv3D49nWzf3r16AAAGgFAIDJepqeTw4WTTps7tJ0+2VicFACCJUAgMo9HR5MUXF55O+uSTyebNFqABAIhQCAyzxaaTnjljARoAgAiFwLCbmkoOHFi43QI0AEDDCYXA8BsbS44cSa64onO7BWgAgAYTCoFmGBlJXnghuf76zu0WoAEAGkooBJrliScsQAMAMIdQCDSPBWgAAL5OKASaaTkL0NxyS/fqAQDoEaEQaK6lFqA5diy56irTSQGAoSYUAs221AI0p0+bTgoADDWhECBpLUCzc+fC7fYzBACGlFAIMOvo0cXvM7SfIQAwhIRCgLlm7zPcsqVzu/0MAYAhIxQCzDcykjz3nP0MAYBGEAoBFmI/QwCgAYRCgMUsZz9DC9AAAANMKARYylL7GVqABgAYYEIhwHIstZ/hyZOCIQAwkIRCgJV44omFF6A5edI9hgDAwBEKAVZqsQVoPvzh7tYCAHCJhEKAi7HQAjQvvphce2336wEAuEhCIcDFGhtL3ve+C8+fOiUYAgADQygEuBTveU9SyoXnBUMAYEAIhQCXYmQk+a3f6rxdxalTyebNycxM9+sCAFimVQmFpZTbSilfKqU8XEp5f4f2Ukr5cLv9D0op373UtaWUa0opv1FKeaj9+Nr2+beXUh4opfxh+/GHVuMzAFy02e0qrrnmwrYzZ5Jdu5Lx8e7XBQCwDJccCksp65P8YpLbk2xP8mOllPmbdd2eZFv7GE3ykWVc+/4kn621bkvy2fbrJPlPSX6k1vodSd6b5F9d6mcAWBXPPNM5GCbJ/v2CIQDQl1ZjpHBnkodrrV+utZ5N8okkd8zrc0eSu2rLbye5upRywxLX3pHk4+3nH0/yziSptf5urfXx9vkvJrm8lLJpFT4HwKVbKhjaxxAA6DOrEQpfn+Qrc14/1j63nD6LXftNtdYnkqT9+LoOf/vOJL9ba32pU2GllNFSyvFSyvGnn356mR8H4BI980xy/fWd2w4dSvbt6249AACLWI1Q2GHZvdRl9lnOtZ3/aClvTjKWZP9CfWqt47XWHbXWHdddd91y3hZgdTzxRHLTTZ3bJicFQwCgb6xGKHwsyRvmvL4xyePL7LPYtX/enmKa9uNTs51KKTcm+bUk76m1/vEqfAaA1ffII4IhAND3ViMUfiHJtlLKt5ZSLkvy7iT3zOtzT5L3tFch/d4kX21PCV3s2nvSWkgm7cdPJ0kp5eokv57kA7XW31qF+gHWziOPJDff3LltcjLZs6er5QAAzHfJobDWei7JTyeZSnIyySdrrV8spbyvlPK+drd7k3w5ycNJ/kWSn1rs2vY1H0ry9lLKQ0ne3n6ddv83JfnvSym/1z463W8I0B9OnEh27uzcNj2d3HJLd+sBAJij1LqsW/gG3o4dO+rx48d7XQbQZLfckhw71rnt5ptb4REAYI2UUh6ote6Yf35VNq8HYBmOHl14xPDkyWTr1q6WAwCQCIUA3XX0aLJ7d+e2Rx9Nbrihu/UAAI0nFAJ029RUcuBA57Ynn0yuvba79QAAjSYUAvTC2Fhy+HDntlOnBEMAoGuEQoBeGR0VDAGAnhMKAXppdDQ5ciS54ooL206dSjZvTmZmul8XANAYQiFAr42MJC+8kFxzzYVtZ84ku3Yl4+PdrwsAaAShEKBfPPNM52CYJPv3C4YAwJoQCgH6iWAIAHSZUAjQb555Jrn++s5t+/cnBw92tx4AYKgJhQD96Iknkptu6tx26FCyb1936wEAhpZQCNCvHnlk4WA4OSkYAgCrQigE6GdLBcM9e7paDgAwfIRCgH73yCPJzTd3bpueTrZv72o5AMBwEQoBBsGJE8nOnZ3bTp40YggAXDShEGBQHD2a7N7duW16OpmZ6W49AMBQEAoBBsnUVLJ3b+e2++/vaikAwHAQCgEGzcREcuDAq89t2pTcemtPygEABtuGXhcAwEUYG0ve+c7krrtar9/znmRkpKclAQCDSSgEGFQjI4IgAHDJTB8FAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQoBBtm9fcuWVyQ03JOPjva4GABhAQiHAoNq3L5mcTF54IXnyyWT//mTPnl5XBQAMGKEQYFDdd9+F56ank61bu14KADC4hEKAQXX77Z3PP/posnGj6aQAwLIIhQCDamIiufnmzm3nzrWmk95yS3drAgAGjlAIMMhOnEh27164/dix5KqrkpmZ7tUEAAwUoRBg0E1NJYcPJ+vXd24/fTrZtSs5eLC7dQEAA0EoBBgGo6OtKaM33bRwn0OHTCcFAC4gFAIMk0ceSfbuXbj92LFk0yaL0AAAXycUAgybiYnkyJFky5bO7WfPWoQGAPg6oRBgGI2MJM89t/DqpIlFaACAJEIhwHA7cSI5cCBZt8D/ubcIDQA0nlAIMOzGxpLz5y1CAwB0JBQCNMVyFqExnRQAGkcoBGiSpRahmZ1Oum9fd+sCAHpGKARomuUsQjM5mWzd2rWSAIDeEQoBmurEicWnkz76aLJ5s+mkADDkhEKAJltqOumZM6aTAsCQEwoBmm52OunOnQv3mZxMXvtao4YAMISEQgBajh5NDh9O1q/v3P7ss0YNAWAICYUAvGJ0NDl3Lrn++oX7WIQGAIaKUAjAhZ54Itm9e+F2i9AAwNAQCgHobGpqeYvQCIYAMNCEQgAWtpxFaA4d6l49AMCqEwoBWNpii9A8/nj36wEAVo1QCMDyzC5Cc9NNrz5//LgVSQFggAmFAKzM7be/+vXLL7dWJF23TjgEgAEkFAKwOmpthcMNG5KDB3tdDQCwTEIhACvznvcs3n7+fGvxmY0bhUMAGABCIQArMzLS2qrixhsX73funHAIAANAKARg5UZGkq98RTgEgCEgFAJw8eaGw+uuW7yvcAgAfUkoBODSjYwkTz3V2svwqqsW7zsbDq+4Ihkf7059AMCChEIAVs/oaPK1ry1v5PDFF5P9+5MtW4RDAOghoRCA1Td35HDz5sX7Pv+8cAgAPSQUArB2RkdboW8l4fA1rxEOAaCLhEIA1t7ccLhp0+J9v/Y1I4cA0EVCIQDdMzraupfwwIFk/frF+86OHL7udcnMTHfqA4AGEgoB6L6xsdYqpMsJh08/nezalbzhDcIhAKwBoRCA3pkbDjdsWLzvY48JhwCwBoRCAHpvbCz5y79c3sjhbDgUDAFgVQiFAPSPuSOH65b4n6if+qnu1AQAQ04oBKD/jI0l588ne/cu3OfLX+5ePQAwxIRCAPrXxERSa+dw+CM/0v16AGAICYUA9L+54fCaa1qPExO9rgoAhsISS70BQB8RBAFg1RkpBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEYLCMjyd79rQeAYBLtqHXBQDAso2PJ/v3t55PTyd3351MTfW2JgAYcEYKARgcH/zgq19PTydbt/akFAAYFkIhAIPjzJkLzz36aLJ5czIz0/16AGAICIUADI6f+InO58+cSXbtat1rCACsiFAIwOAYG0t27164fXo6ueGG7tUDAENAKARgsExNJYcPJ+vXd25/8knTSQFgBYRCAAbP6Ghy7lxy002d22enk+7b1926AGAACYUADK5HHkn27l24fXIy2b69a+UAwCASCgEYbBMTyZEjyRVXdG4/eTK56irTSQFgAUIhAINvZCR54YXk+us7t58+3ZpOevBgd+sCgAEgFAIwPJ54Itm5c+H2Q4eSW27pXj0AMACEQgCGy9GjyYEDC7cfO2bbCgCYQygEYPiMjbXuM9yypXO7bSsA4OuEQgCG08hI8txzyc03d263bQUAJBEKARh2J04svW3F1q1dKwcA+o1QCMDwW2rbikcfTTZuTMbHu1sXAPQBoRCAZlhq24pz55L9+5M9e7pbFwD0mFAIQLM88USye/fC7dPTyfbt3asHAHpMKASgeaamFp9OevJkctVVVicFoBGEQgCaaXY66U03dW4/fbq1OunBg92tCwC6TCgEoNkeeWTx6aSHDiW33NK1cgCg24RCAJiaSg4cWLj92LHkhhu6Vw8AdJFQCABJMjbWus9wy5bO7U8+adsKAIaSUAgAs0ZGkueeS26+uXP77LYVgiEAQ0QoBID5TpxI9u5duP3uu7tXCwCsMaEQADqZmFh424o77+x+PQCwRoRCAFjI7LYVu3cnGzYk11yTHD6cjI72ujIAWDUbel0AAPS9qaleVwAAa8ZIIQAAQIMJhQAAAA0mFAIAADSYUAgAANBgQiEAAECDCYUAsBwHD7b2LNywIdm2LZmZ6XVFALAqhEIAWMrBg8mhQ8mLLybnzycPP5zs2pWU0jquvTYZH+91lQBwUYRCAFjKpz61ePupU8n+/a2AuG6dkUQABopQCABLede7lt+31lePJK5fn+zZs3a1AcAlEgoBYCljY8mBA62At1Ivv5xMT78y1VRIBKDPCIUAsBxjY8m5c61wePnlF/8+QiIAfUYoBICVGBtLzpxpTROtdfVD4saNyb59q1cvACxBKASASzE/JO7de3HTTGedO5dMTr4SEjdvbq1+CgBrRCgEgNU0MdEKdrMhcffu1oqkF+vMmdZ2GFu3rlqJADCXUAgAa2lqqrW34dyQWMrK3+fRR917CMCaEAoBoJumplr3EV5MSPzc59a2NgAaSSgEgF6aGxKPHGltfL+Q7//+7tUFQGMIhQDQL0ZGkgcffGUUcTYkbtrUGlGcmup1hQAMoQ29LgAAWMBsSASANWSkEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEgAFx7ty5fPWrX8358+d7XQoAQ0QoBIA+9tJLL2ViYiLf8R3fkcsuuyyve93rsnHjxnzHd3xHJiYm8tJLL/W6RAAGXKm19rqGrtixY0c9fvx4r8sAgGU7duxYbr/99pw9ezanT5++oH3Lli257LLL8pnPfCbf8z3f04MKARgkpZQHaq075p83UggAfegLX/hCfuiHfiinTp3qGAiT5PTp0zl16lR+8Ad/MF/4whe6XCEAw0IoBIA+89JLL+W2227L888/v6z+zz//fG677TZTSQG4KEIhAPSZX/mVX8nZs2e//vrXkzzXflzI2bNn86u/+qtrXRoMnPHx5Nprk1Icju4c69Yl27YlMzO9/rd/+dxTCECjHDyYfPjDyYsv9rqSxZy7hGs3rFoVAFy8deuSz38+GRnpdSWvWOieQv/LATCk9u1LPvGJxO4Fg6YmWX+J15dVqgWAi/Xyy8n99/dXKFyIUMiaGx9PPvCB5NSpXlcCMAgEOoBhsG5dcuutva5ieYTCHvL/xQfgQqtxW4dgCdArpSTf9m3JXXcNxihhIhT2zL59yeRkr6sAoP+UXNo9hSWXNv0Uhs8VVyR/7+8lY2O9rgT6k9VHe+S++3pdAUBzXXNNcvhwUmt/Hv/qX30iW7a8NsnGVx3fm415PBvz8pyjto9XXm9IXb8h9cDBnn8Oh6NfjhdeEAhhMUJhj9x+e68rAIZdKcmb3pQcOdL7/yDrt+OZZ5LR0V5/Qwv723/7b+eyyy674PxvJ/nmJKNJXmifq+2jZM6k0fPnk0OHkssuay23CgCLEAp7ZGIi2bs3Wd+QGT5XXJEcOND7/xB0OJp0vPxy8tBDg3M/A6/YtGlTPvOZz+TKK6/s2P4vk2xJ8qG8MtG0dur4l3/ZCodXXNFa9QsAOrBPIQD0qS984Qu57bbbcvbs2Zw+ffqC9i1btuSyyy7Ln1x/fb7hxIml3/C665JPf9r/pwCgoRbap9BIIQD0qe/5nu/J448/no9+9KN5y1veklJKNm7cmFJK3vKWt+SjH/1oHn/88XzDF7/Ymid83XWLv+HTTye7diW33NKdDwDAQDBSCAAD4vz58zl9+nS2bNmS9QvdfzA+nvzDf5g899zib1ZK8uM/3rqfAYBGMFIIAANu/fr1ec1rXrNwIExaK+h87Wut5VU3bVq4X62tvZE2bLAYDUDDCYUAMIxGR5MXX2yt8rVukf+5n12p9LWvTWZmulcfAH1DKASAYTY21gp+e/cu3u/ZZ1v3G27bJhwCNIxQCABNMDHRmjK6c+fi/R5+2GI0AA0jFAJAkxw9uryVSo8da0073bevO3UB0DNCIQA0zchI8tRTrcVoNm5cuN/sYjRGDQGGmlAIAE01OpqcPbv0/YbHjrW2ugBgKAmFANB0s/cbLhYO7767e/UA0FVCIQDQsthiNHfe2f16AOgKoRAAeLXZxWje+c5WQDx8uDXVFIChtKHXBQAAfWhkJPm1X+t1FQB0gZFCAACABluVUFhKua2U8qVSysOllPd3aC+llA+32/+glPLdS11bSrmmlPIbpZSH2o+vndP2gXb/L5VS9qzGZwAAAGiiSw6FpZT1SX4xye1Jtif5sVLK9nndbk+yrX2MJvnIMq59f5LP1lq3Jfls+3Xa7e9O8uYktyX55+33AQBW08GDyRVXJKW8clx7re0pAIbMaowU7kzycK31y7XWs0k+keSOeX3uSHJXbfntJFeXUm5Y4to7kny8/fzjSd455/wnaq0v1Vr/JMnD7fcBAFbLwYPJoUPJiy+++vypU8n+/a+ExPXrkz0m7QAMstUIha9P8pU5rx9rn1tOn8Wu/aZa6xNJ0n583Qr+XpKklDJaSjleSjn+9NNPL/sDAUDjfepTy+v38svJ9PSrRxM3bkz27Vvb+gBYNasRCkuHc3WZfZZz7cX8vdbJWsdrrTtqrTuuu+66Jd4WAPi6d73r4q89dy6ZnDTtFGBArEYofCzJG+a8vjHJ48vss9i1f96eYpr241Mr+HsAwKUYG0sOHEguv3x13s+0U4C+tRqh8AtJtpVSvrWUcllai8DcM6/PPUne016F9HuTfLU9JXSxa+9J8t728/cm+fSc8+8upWwqpXxrWovXHFuFzwEAzDU2lpw5k9TaOlYzJJp2CtA3LjkU1lrPJfnpJFNJTib5ZK31i6WU95VS3tfudm+SL6e1KMy/SPJTi13bvuZDSd5eSnkoydvbr9Nu/2SSE0k+k+Tv1lrPX+rnAACWMD8k1prs3dsa9VsNc6edCogAXVNqXeoWvuGwY8eOevz48V6XAQDDbWYmee97k4ceWp3327s3mZhYnfcCaLhSygO11h3zz6/K5vUAAEmSkZHkwQdfPZp4KdNO77tvdesD4AJCIQCwti5l2untt699fQANJxQCAN03MdG6h3A2JB45kmzb9kr7hg2mjgJ0yYZeFwAA8PVppwB0nZFCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAA6C8zM8m3f3ty+eXJnj29rgZg6AmFAED/mJlJ3va25KGHkpdeSqank1KSjRuTfft6XR3AUBIKAYD+cf/9Sa0Xnj93LpmcbAXEDRuMIAKsIqEQAOgft97aCn6LOX/eCCLAKhIKAYD+MTKS/NZvJVdcsbz+c0cQN29ODh5c2/oAhpBQCAD0l5GR5IUXkt27V3bdmTPJoUMCIsAKCYUAQH+ammrdX3jkSLJt29LTSueaGxCvvTYZH1+7OgEGnFAIAPS3kZHkwQeTl19uhcSVjiCeOpXs328EEWABQiEAMFjmjyCuhBFEgAsIhQDAYJodQaw1OXw4ueaalV0/dwRRQAQaTCgEAAbf6GjyzDOrExC3bUtmZtamToA+JBQCAMNlbkA8cCC58sqVXf/ww8n3fZ9gCDSGUAgADK+xseT06ZWPIL78cnL//WtaGkC/EAoBgGaYP4J4+eUL9123Lrn11q6VBtBLQiEA0DxjY62VSOcHxFKSN70p+fznWwvZADRAqbX2uoau2LFjRz1+/HivywAAAOiJUsoDtdYd888bKQQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAIBZ+/Yl117begRoCKEQACBpBcHJyeTUqdZjKcnmzcnBg72uDGBNCYUAAEly330XnjtzJjl0qBUQr702GR/vfl0Aa0woBABIkttvX7z91Klk//5k3bpkz57u1ATQBUIhAECSTEwk11+/dL9ak+lpo4fA0BAKAQBmPfFEsnv38vsbPQSGgFAIADDX1FRrNPDIkWTbtuVdM3f00OI0wIARCgEAOhkZSR58sBX4DhxILr98eddZnAYYMEIhAMBSxsZaYa9W00uBoSMUAgCsxOz00pWMHppeCvQxoRAA4GJc7Ojh3Oml27YlMzNrVyPAMgiFAACX6mIWp0mShx9Odu1qjTgaPQR6RCgEAFgtF7s4zUsvtUYPb7llbesD6EAoBABYCxczvfTYMSOGQNcJhQAAa212eunhw8k11yze91Of6k5NAG1CIQBAt4yOJs880wqIe/e2FpuZ713v6n5dQKMJhQAAvTAxkbz8cmv08Kabkte9rnUf4thYrysDGmZDrwsAAGi00dHWAdAjRgoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAOi1mZnk2789KaV1bNyY7NvX66qAhhAKAQB6aWYmedvbkoceeuXcuXPJ5OQrIXE1j/Xrkz17evd5gb4jFAIA9NL99ye1du/vvfxyMj39Skhcty7Ztq0VToFGEgoBAHrp1ltb4axXak0efjj5vu8TDKGhhEIAgF4aGUl+67dao3W99PLLrVFLoHGEQgCAXhsZSR58sDVqd+RIbwLiunWtUUugcYRCAIB+MjcgrsWxe3crAM4qJXnTm5LPf771t4HG2dDrAgAA6KKpqV5XAPQZI4UAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAABNtm9fcu21rUegkYRCAICm2rcvmZxMTp1qPW7YkBw82OuqgC4TCgEAmuq++179+vz55NChZOvWnpQD9IZQCADQVLff3vn8o48m69cbNYSGEAoBAJpqYiK5/vrObS+/3Bo1fO1rk5mZ7tYFdJVQCADQZE88kdx888Ltzz6b7NplIRoYYkIhAEDTnTiRHD7cmjK6kMlJo4YwpIRCAACS0dHk3LnljRreckvXygLWnlAIAMArZkcNN25cuM+xY6328fHu1QWsGaEQAIBXGx1Nzp5Ndu5cuM+5c8n+/cn27d2rC1gTQiEAAJ0dPdoaNdy0aeE+J0/avgIGnFAIAMDCRkeTF19MDhxISuncx/YVMNCEQgAAljY21gp/N920cB/bV8BAEgoBAFi+Rx5ZfNQwsX0FDBihEACAlZkdNVzO9hV79nStLODiCIUAAFyc5WxfMT2dXHWVUUPoY0IhAAAXbznbV5w+bdN76GNCIQAAl252+4qlNr23fQX0HaEQAIDVMTtquHv3wn1sXwF9RygEAGB1TU0lR44kV1+9cB/bV0DfEAoBAFh9IyPJX/zF8ravMJ0UekooBABg7Sxn+4oPf7h79QAXEAoBAFh7i21f8eKLrdFEexpCTwiFAAB0x+xCNNdf37l9ejpZt859htBlQiEAAN31sz+7cFutrfsMhUPoGqEQAIDuGh1tTSVdv37hPrPhcP164RDWmFAIAED3jY4m584tvqdh0lqkxsghrCmhEACA3pmaao0K7ty5eD/TSmHNCIUAAPTe0aOtDe9vvHHxfrPhcMMG+xvCKhEKAQDoDyMjyVe+0gqH27Yt3vf8+eTQodYWF8IhXBKhEACA/jIykjz44PJGDs+dEw7hEgmFAAD0p7kjh8sNh1dckYyPd6c+GBJCIQAA/W1uOLzuusX7vvhisn9/ctllRg5hmYRCAAAGw8hI8tRTrT0ON29evO9f/qWRQ1gmoRAAgMEyOpo8//zywuHsyOGWLcIhLEAoBABgMK0kHD7/vHAICxAKAQAYbBcTDrdv705tMACEQgAAhsPccLhp0+J9T55M9uzpTl3Q54RCAACGy+ho617CAweS9esX7ve5z3WvJuhjQiEAAMNpbKy1f+FC4fD7v7/7NUEfEgoBABhuc8Ph5Ze3zm3YsPSeh9AQQiEAAM0wNpbceWfr+blzyeRkUkprFNH9hTSYUAgAQHPcc8+F515+OZmebgXEUlormB482P3aoEeEQgAAmuONb1y6z5kzyaFDrYC4cWOyb9/a1wU9JBQCANAcH/nIyvrPnWa6bl2ybVsyM7M2tUGPCIUAADTHyEhy5Egr3K1UrcnDDye7drVC4rXXJuPjq18jdJlQCABAs4yMJA8+2Ap5tSZ79y6+n+FCTp1K9u+3WA0DTygEAKDZJiZa00RrTQ4fTq65ZuXvMXexGtNMGTBCIQAAzBodTZ55phUQV2uaqdVM6XNCIQAAdLJa00znrmbqPkT6kFAIAADLMXea6YEDyZVXtoLeSszehygY0keEQgAAWKmxseT06da9hLUmu3evLCDefffa1QYrJBQCAMClmpp6JSAuZ5rpnXd2py5YBqEQAABW02KrmV5zTevc6Gjv6oN5NvS6AAAAGFqjowIgfc9IIQAAQIMJhQAAAA0mFAIAADSYUAgAAN0wM5P8s3/WeoQ+YqEZAABYazMzyQ/8QGtV0lnr1iU//MOt7Sygh4wUAgDAWjt06NWBMGntazg93dr0vpTk2muT8fHe1EejCYUAALDWHn986T6nTiX797cC4ubNycGDa18XRCgEAIC195M/ubL+Z860RhdLSdavT/bsWZu6IEIhAACsvdHR5PDh5PrrW/cSrsTcaabr1plmyqoTCgEAoBtGR5MnnkjOn09qTXbvbgW9laj11dNMN25M9u1bm3ppDKEQAAB6YWqqNQpYa3LgQHL55St/j3PnkslJ00y5JEIhAAD02thY6z7CWlvTTK+5ZuXvYTVTLpJQCAAA/WR0NHnmmVZAnJ1mutL7EJNXTzPdtMk0UxYkFAIAQD+bmnrlPsSLnWZ69mxrmqlgSAdCIQAADIq500yPHEm2bVvZ9ffcszZ1MdCEQgAAGEQjI8mDD756mulSq5m+8Y3dqY2BIhQCAMAwWGo10/Xrk498pDe10deEQgAAGDbzp5l+8IPJ5z7XGl2EeTb0ugAAAGANjYwIgyzKSCEAAECDCYUAADDsxseTPXtsZk9HQiEAAAyz8fHWJvbT063HLVuEQ15FKAQAgGH2wQ+++vXzz7fC4WWXJQcP9qYm+opQCAAAw+zMmc7n//Ivk0OHko0bhcOGEwoBAGCY/cRPLN5+7lwrHK5fn+zb15WS6C9CIQAADLOxsdZm9uvXL97v5ZeTyclk3TrhsGGEQgAAGHZjY60RwQMHkg1LbFVeaysclpK89a3JzExXSqR3hEIAAGiKsbHWvYSHDyebNy/d//d/P9m1K3nDG4TDISYUAgBA04yOtlYhPXw4ueqqpfs/9lgrHL7mNbazGEJCIQAANNXoaPK1ryVHjiQ33rh0/699zV6HQ0goBACAphsZSb7ylVY43LZt6f72OhwqQiEAANAyMpI8+GBrsZm9e5fub6/DoSAUAgAAF5qYWH44tNfhQLukUFhKuaaU8hullIfaj69doN9tpZQvlVIeLqW8fznXl1I+0O7/pVLKnva5zaWUXy+l/FEp5YullA9dSv0AAMASZsPhSvY6LCXZs6c79XHJLnWk8P1JPltr3Zbks+3Xr1JKWZ/kF5PcnmR7kh8rpWxf7Pp2+7uTvDnJbUn+eft9kuR/rbX+1STfleRtpZTbL/EzAAAAS1nJXodJMj3dCofbttnOos9daii8I8nH288/nuSdHfrsTPJwrfXLtdazST7Rvm6x6+9I8ola60u11j9J8nCSnbXWF2qt/z5J2u/1O0mWsUwSAACwKla61+HDDydve5tg2McuNRR+U631iSRpP76uQ5/XJ/nKnNePtc8tdv1i1yRJSilXJ/mRtEYYOyqljJZSjpdSjj/99NPL/UwAAMBS5u51eM01i/etNbnrru7UxYotGQpLKf//Usp/7HDcsdS1s2/R4Vy9lGtKKRuS/HKSD9dav7zQm9Rax2utO2qtO6677rplFQsAAKzA6GjyzDOt4Ld798L9TpzoXk2syJKhsNb6w7XWt3Q4Pp3kz0spNyRJ+/GpDm/xWJI3zHl9Y5LH288Xun6xa5JkPMlDtdZfWPITAgAA3TE1tXA4/M3fbN1juHmz7Sv6zKVOH70nyXvbz9+b5NMd+nwhybZSyreWUi5LawGZe5a4/p4k7y6lbCqlfGuSbUmOJUkp5X9O8pokf/8SawcAANbC1FTypjd1bjtzprV9RSmt1UytUtpzlxoKP5Tk7aWUh5K8vf06pZRvLqXcmyS11nNJfjrJVJKTST5Za/3iYte32z+Z5ESSzyT5u7XW86WUG5P847RWMf2dUsrvlVL+q0v8DAAAwGp717uW7vPyy6+sUrpuXXLttcn4+NrXxquUWpe6vW847Nixox4/frzXZQAAQHPcckty7NjFXbthQ/J3/k5rn0RWRSnlgVrrjvnnL3WkEAAAoLOjR1v7Gl5++cqvPXcumZw0zbQLhEIAAGDtjI217iOsdXnbV3Qyd5ppKaaZrjKhEAAA6I6521fMrlK67iIiyalTyf79rYC4aVOyb9/q19ogQiEAANAbU1PJ+fOtgHix00zPnn1lmum6dcm2bcnMzOrXOsSEQgAAoPfmTjM9cqQV7laq1uThh5Ndu1oL1RhBXBahEAAA6C8jI8mDD756mmkpK3uP8+dbI4iC4ZKEQgAAoL9NTbUWm7mYaab33bd2dQ0JoRAAABgcK51mevvt3alrgAmFAADAYJo/zXTv3taehknrnsK9e5OJid7WOAA29LoAAACAVTExIQReBCOFAAAADSYUAgAANJhQCAAA0GDuKQQAAIbLzExy112t5+95T2tBGhYkFAIAAMNjZia59dbk7NnW649+tLXx/dvf3trvkAuYPgoAAAyP++9/JRDOqjWZnm6Fww0bkre+tRUeSSIUAgAAw+TWWxdvP38++f3fT3btStatS/bs6UpZ/UwoBAAAhsfISLJ79/L6zh1B3Lgx2bdvbWvrU0IhAAAwXKamkr17k/Xrl3/NuXPJ5GQjA6JQCAAADJ+JiVbQq7U1cljK8q+dGxA3b04OHly7OvuAUAgAAAy3qank5ZdbAXGlI4hnziSHDrUC4qZNQzmCKBQCAADNMX8EcSXOnh3KEUShEAAAaKapqVY4PHIk2bZtZdfOHUEc8IAoFAIAAM02MpI8+ODqBMRrr03Gx9emzjUiFAIAAMyaGxAPH06uuWZl1586lezfP1Ajh0IhAABAJ6OjyTPPXNwI4s/9XDIzs3a1rSKhEAAAYCkrHUGsNbn//q6UdqmEQgAAgJWYO4K4UEDcsCG59daul3YxhEIAAICLNTcgHjiQvP71yQ/8QPKbv9kaXRwApdba6xq6YseOHfX48eO9LgMAAKAnSikP1Fp3zD9vpBAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAYTCgEAABpMKAQAAGgwoRAAAKDBhEIAAIAGEwoBAAAaTCgEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMFKrbXXNXRFKeXpJI928U9+Y5L/1MW/x9J8J/3J99J/fCf9yffSf3wn/cd30p98L/3jplrrdfNPNiYUdlsp5XitdUev6+AVvpP+5HvpP76T/uR76T++k/7jO+lPvpf+Z/ooAABAgwmFAAAADSYUrp3xXhfABXwn/cn30n98J/3J99J/fCf9x3fSn3wvfc49hQAAAA1mpBAAAKDBhEIAAIAGEwovQSnlY6WUp0op/3GB9ltLKV8tpfxe+/gful1j05RS3lBK+fellJOllC+WUv6bDn1KKeXDpZSHSyl/UEr57l7U2hTL/E78VrqslHJ5KeVYKeX329/Lz3bo47fSRcv8TvxWeqCUsr6U8rullH/boc3vpEeW+F78VnqglPJIKeUP2//Mj3do93vpUxt6XcCA+7+S/B9J7lqkz+dqrX+zO+WQ5FyS/7bW+jullKuSPFBK+Y1a64k5fW5Psq193JLkI+1H1sZyvpPEb6XbXkryQ7XW06WUjUk+X0q5r9b623P6+K1013K+k8RvpRf+myQnk3xDhza/k95Z7HtJ/FZ65QdrrQttVO/30qeMFF6CWutvJjnV6zp4Ra31iVrr77SfP5fW/1i8fl63O5LcVVt+O8nVpZQbulxqYyzzO6HL2v/+n26/3Ng+5q885rfSRcv8TuiyUsqNSf6zJP9ygS5+Jz2wjO+F/uT30qeEwrU30p4KdF8p5c29LqZJSilbk3xXkqPzml6f5CtzXj8WIaUrFvlOEr+VrmtPvfq9JE8l+Y1aq99Kjy3jO0n8VrrtF5IcSPLyAu1+J73xC1n8e0n8VnqhJpkupTxQShnt0O730qeEwrX1O0luqrV+Z5L/Pcm/6W05zVFK2ZLk7iR/v9b6tfnNHS7x/41fY0t8J34rPVBrPV9rfWuSG5PsLKW8ZV4Xv5UuW8Z34rfSRaWUv5nkqVrrA4t163DO72QNLfN78VvpjbfVWr87rWmif7eU8gPz2v1e+pRQuIZqrV+bnQpUa703ycZSyjf2uKyh174X5+4kk7XWT3Xo8liSN8x5fWOSx7tRW1Mt9Z34rfRWrfXZJPcnuW1ek99Kjyz0nfitdN3bkvy/SymPJPlEkh8qpUzM6+N30n1Lfi9+K71Ra328/fhUkl9LsnNeF7+XPiUUrqFSyvWllNJ+vjOtf97P9Laq4db+5/1LSU7WWn9+gW73JHlPewWs703y1VrrE10rsmGW8534rXRfKeW6UsrV7edXJPnhJH80r5vfShct5zvxW+muWusHaq031lq3Jnl3kn9Xa903r5vfSZct53vxW+m+UsqV7QXlUkq5MsnuJPNX6Pd76VNWH70EpZRfTnJrkm8spTyW5H9Ma2GA1Fo/muQ/T/L/LaWcS3ImybtrrYbI19bbkvwXSf6wfV9OkvyjJN+SfP17uTfJO5I8nOSFJP9l98tslOV8J34r3XdDko+XUtan9R9Ln6y1/ttSyvsSv5UeWc534rfSB/xO+pPfSs99U5Jfa2fxDUn+da31M34vg6H4fQAAADSX6aMAAAANJhQCAAA0mFAIAADQYEIhAABAgwmFAAAAPVRK+Vgp5alSyvxtPC72/c6XUn6vfdyzZH+rjwIAAPROKeUHkpxOclet9S2r8H6na61bltvfSCEAAEAP1Vp/M8mpuedKKd9WSvlMKeWBUsrnSil/da3+vlAIAADQf8aT/L1a6/8ryT9M8s9XcO3lpZTjpZTfLqW8c6nOGy6yQAAAANZAKWVLkl1JfqWUMnt6U7vtXUn+aYfL/qzWuqf9/FtqrY+XUt6Y5N+VUv6w1vrHC/09oRAAAKC/rEvybK31rfMbaq2fSvKpxS6utT7efvxyKeX+JN+VZMFQaPooAABAH6m1fi3Jn5RS/naSlJbvXM61pZTXllJmRxW/McnbkpxY7BqhEAAAoIdKKb+cZCbJXymlPFZK+ckke5P8ZCnl95N8Mckdy3y7m5Mcb1/375N8qNa6aCi0JQUAAECDGSkEAABoMKEQAACgwYRCAACABhMKAQAAGkwoBAAAaDChEAAAoMGEQgAAgAb7fwAmNzyyOjMEbAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARsAAAD8CAYAAABHGwCvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABLJ0lEQVR4nO2de+wt11Xfv2vmdx+uE5dCCaU8ipMY1IAQxSHPUhEUlAQRQ5UIgShEQIWwU5XyaA24UqVKQQIqUhC2EVWLACEFRERwJFAI0k1FSBMghUaqINgJqkAEKClg4ji+957Z/WP23rMfa+3XzJxz7p1Z0r1nZs/ee+ac35nPb63vWnt+pJTCbrvtttva1p36Anbbbbdt2A6b3Xbb7Si2w2a33XY7iu2w2W233Y5iO2x22223o9gOm9122+0oVgUbGu3HiOgJIvoAEX2x0O9uInofET1ORD9PRJdz44no1UT0QX3se532HyaiP9D9f4mIPkm3fw4RPU1Ev6f//UTTJ7DbbrsdxWo9m9cAuEf/+zYAjwr9fhDAm5VS9wD4KwDfmhpPRD2Ah/XxFwD4eiJ6gR7zTgBfoJT6QgB/COD7nPN8SCn1Rfrft1e+l9122+2IVgubrwbwM2q09wL4JCL6dLcDERGALwfwi7rppwF8TWb8iwA8oZT6sFLqOoC36L5QSv2aUuqmHv9eAJ9Zec277bbbGdhFZf/PAPDHzv6f6LaPOG2fAuCvHUCYPqnxXPuLmfN/C4Cfd/bvJqLfBfAkgH+vlPqN1MVfunqnunLnJwNh0bTyN0hxx/x9svuKPT5tTw3+vNw4xV6Pty8dc+dTyjmrwj3qr6brDU75OH3yeIx0D7L/OW+S/G3xGLfvzA1ApfoK45R43Hkv4vVNzVGtfGMfe07uuNCmSvoF+8XzT1/GqvnHfX8MRX0Ufwl6bPyxKzz1+J//pVLqU8MxtbCRvrOlfaRj2XmJ6CEANwH8nG76CIDPVkp9lIjuBfA2Ivp8pdSTwbhvwxiy4fLf+Xv4glf9G0ABNKjx5ldwXpU+Nh6Hd1z3H9R43PRVChic40qNY4dpH7rP2HeYtu2xaZsOw9QeHMPhAGXbBuf4AAwK6nDQbYPX7x033iJ+wK+68hoQEdD3QNeN2x0B1OnXcZv6btzu9KvtN/5TvdMeHXO2iUZ/2u5Dj4Xdh+6jaISR6nR7Nx0fXzEd7/S2GWOO6eNhm9e3i49NY/2+0TyJsdxrtN0p+Rjc+RU/T6ec/Wl7/PIr/Vk77aRGUOg26qb98aNVtg+RQtcpkLNPul+nt3t93Ox3pPDeV/3Q/2G+bvkwiojeaERYAH8K4LOcw5+p21z7S4zh0QXT50+E8VK7uYY3APgqAN+g9GIupdQzSqmP6u33A/gQgM8Nr18p9ZNKqRcqpV54cfVO943l3rpsM4bOO29mbDcjuZhZIzdrDd2QPky5uU+4fI9y596XFhZb9tuplHrYiLAA3gbgm3RW6SUA/kYp9ZGgvwJwDcDrddMbAPyy3n5MGP/bAO7RWazLAL5O9wURvRrAgwDuU0p93JyHiD5VC8sgoudiFJ0/XPPmWdfWHmuHwqyxXXoszYHVikZDDhgr3pWZqbPAOKWlvoRAHmYrH1eZ68v92F2r/VX4Kxhv6CcA/BcAD5gDRPQrRPQP9e6DAL6LiJ7AqOH819R4re/8KwDvAPD7AH5BKfW/9ZgfB/BsAO8MUtz/DMAHiOh/YRSjv10p9f8q30/a5sAoBY3cp76m95OyIeOC3K7AmHlDnjXMzsiqNBvttbxROPaVzvaHMWaYasb/CkYYhe3PF/q/FcBbiy48ZYR2V3jGWEWUDx8k6wg4tA3NmVIK1BonKpWGXe74DKMBUH2ig6QMHsMy5yaVdnByx0/63ipsryBG5gc544eY85CTNuemnKPd5Czn/cyxHHxrfPZKy3knzb8YzsEyX8SsZJYdX/Zd3WFTYLO0ndTxWWPTP7pZ2s6cmzrzzV31pj3jUGwXmnfYTDbHC5nzKZ5Kn5lj+V+FzVPnPYzmqfN2zkBYXUie5/2U2A4bx5JeypoeTMoy2anVxqoVxeIVI7FTptFney+3sHczFIRSm4NN9jNJhkwzTpz6pHNQSMFqDlByNiecWjEUWzMrdtbhTtbrm+n9rGybgw2AmSGTPPhkgnBKv8loO2cLlDnezx6KNVn20mcKxduEDTKi70oazJxiv7PVZ+aMXVHbmWUnhNVszeqMYbZZ2ADI6CzyodU8mDnLEWaEU7OWIqwKlBVhdJvCKmszvZN8RbF8fNuwyVhaME4MzOpC64jJLenuN974rXEjVT+zolg868ZbEyhnDKtz9l5StnnYzPFSUjBabX3UguEUAXiteqKs8wx9ZlZtzYo33po1P+fsWWXf9izXXbbNwwbAPC8lZXPWRyUs6cFUVg97M60ZTqUsA7JVw6kZY7cqNLeeeoeNtuYlC7lsY2v18YJi8mN4XvkXJBFO5bSd5MrvuY+ZWGnsbRuK5Wwl7yVl24NNIzjWehxFs36TE4QdD+fhS19SeVEJO5X3M+umz3lOc+aeMTZjWelvzZUf2WVq9d/57cEmY83eRuqTXA1G6/z4Vs1OJce2Dz1pZfCMseuGYudV5LdJ2MwThRMHW0G1EoxWW4w557k3M1Ll2Rs3cVmrCrYn1W7WC4eWWu1tbJOwAbCaKJz8/FuXLJzj+qhTaSyzqpbbh64LlBX1k5mPj1jStgsbzKginlNAt4b3k11btdKPeY4Hk7BTaShrhku3qtA891k3rm0aNgDWqSI+hWA8ByjJkGklLyS39mlGOJWyOVBYc0X5qtrOmWTFdthgTno6MelaMFppyULSUjfZmosxG8eu+piJE3lOWVvVu8ktUSibZ4eNseaUeGMV8RktWQBWzEDNWTu14srvlK3qOaVsTTH4CA/HytnmYJP2YhIDW481VhEfa8kCcIT1USuJyWcLhTljz3TuJTJTm4MNgKMX9q1RRbzUkoVofdRKIdNa0EhrLO1jZ63cvmXT7Ot6P9uEDVZaRtBa2LdGFqrC+4l6ti5ZWCulfa5eyEpj53lspyvky1UVbxY2AFbxcFaBSmsWyvFwqtZH5SzlpczJQCUsKfrO8EJWXVeVsHNNs2ennhFObRs2WKfW5uiFfQXhVu36qFMIxnOySGtBY05Kes0wbp7XdfxFmMAOm9GOXGvTvHCzNaRqTYnPWbKQshleSnrexnPOmfc2HLv0MgVj24LNGqu6l172cKoHn0vWumRhzh+rO0EG6myzUyuNPcUDtLYFG2BGIZ58qMlTOcWizYS98Zn3yQeT4u0Jliwkrie1GDNrK4VEs0KxzGnnQXLGspuGMduDDY5ba7POWqhlq4hN+rs509S63GGWYJw4eKqU9lp2KqAs/H43CRsAx621OXJhn1SDk/ruzPaXWkF1yxUDrlUvtF51cHps+9DaB2htFzY4bq3NORT2vb0k/T2nijhlzV5T45w5W8uDOUev6kzE4k3DBsBxa21OXNhXnP5uDZlW0miavYm10tbnWF8zQ1PKAyUzd6HtsMGRa22I5E995cK+Kluhini1ArpTZJlOVV/TOu+KY0u9m83BRgxZiBKASM2XOFlLrc2KhX211gyVVlF4rafwncJLWQ1yp9F2lnii3+ZgA2CFrFLruRYOt86psG8F72etvx81ZylE0s5QF0qHU5mhCeCU/J7YJmzQmP4mNMGoSQBeI6Q6p8K+1hu8FRozznkK/WbVxZgpW9H72SxsACwvDifXRDWkv4nk9PcKT+w7dmHfKlXEJwiLTrE+6lS60Jy/J7Vt2ECDY8GCvKM+12ZBneYcC/vWqCI+STboLEOxxPc0N3RfGzXPFhWHOxwt/b3K3/1urbU5cmHfKjf/SmA4jZg8Y9p9bdQCRumMFGeqgwyd1vS3ZC3HOpL1mGDM+/Gcsu/gGrU2Ry7sa63POcWShTnro1ptzmLMFhhtDzbGxNBJHiJBqin93R0x/e14ON9/6cvl8aEdudbm6IV9KwjRqy1ZmKXftNZuZKat7L9d2CAdOlWHVUmPKXERR0p/3xa1NkcWcG+lMG2t9VFLLsbcNGwAtGWkFq/TOVL6OxVupexWqbU5NhyODbicnUC/qVmMucMGbRmpo63+PnL6W7RzqrVZwVohdvwQLjFuxrxzBOF9uYJgabAIgxJCbzIjJZ6/Pm1+jPQ3cIvU2pxCT0nZ0T2qlYr2ZoRT+9+NSthRMlJHCp2ISL6Ghr8hpZSSw6MzqbVp9yhW8GAydlaaUcbS7J/nLW8WNgDSHs5CYVXKk0mu/m4CWFn6O/Vd9HqKnsWZ1NqsUNi3RhXxLGsGVZsHk72cGeujtg0bLB1W1WekmkKnxvS3CauKHqJlTPJwBiVnqo5Ya3NWmsnZZahaj62j32wPNouCpfYcCW+lNqxKjcnU6Sz6N6QagLN4rc05FfadWVjUCpXWSDRl24MNGiFRWQ2cykjVispNDz9fevV3Q/r7mLU2pORjt0phX3MV8Qk0mr2CuMYaNBbpqX3V8EDiHOK5G7yfjtqK+aSbvUWrUWoF76cRRuJ8bceOHsKcRDNaDjjbhQ3SHkt1WCV5LMknAC4XVi25IPONN35LDp2WTn8f87k2Z6TvrAO4ZPFX27GM1TBuW7BZCCzpsEpqr8xIAfUZqYoFmZKZ9DeAdPpb8nIa0t+klBxWLbwmao0n9t3uIvWcZ9i4ti3YIJF9EgTfVLaqXgjmj6kWgbgprCr7cRelv4FEuLWs97P4c22Ukuc8o5t8jXCrtYp4fwbxDFsqkyRqPKk0eK3HsmB63BQAPlaZ/pbCqmT6e8nU+BFXfR/7iX3H14zaQDW34G+zsAGQ8DQgA2QhkTjVn4VUyxqpRNbp4csvFo8BwCtu/lHc2ODJSBmppmzOcMT09y3i4axR2LdWhmpTsBE/wwVFYr6/LB431dfUtDdkpAjAd918D39Q1GoaMlVD6tiyGadmD2fhdPo5gaq5BqexinhTsAFQr82I/XmROK3xVIrEldmqpdZIAcBlJEKklIezYOjUlP5OAGLpUOaWqbVphUpqWMP72x5sjC3lzTSIxGJ/bkxKCBY9qbKM1NO44Pu5tmRGqhUekrVklpb2As5IU2kF3LEK+7YLGyztzZSLxKploWVLO3cOZ43Uj3YvLBOJl8xIDQnvpyF7dBbpb5XyflLnajt29FqbhYCzadgYa3rcBDuPcIKlKo8lkZioXiTuCNf6zxFOxNixMlLHWv19zPT3kYXhkywILbDNwWaxOhsptV1bSSyET021N0uFW9re+MxvxY3HyEilQJBa/b1g6LR4+vuMwq0WqCzxUMXNwcZYE3Q4q25fUCRmm/nwiVLeDzcPgNeqx/mDqYxUrcfSkJFqEWZb09+Lh28Lh1tLg6pVoympIt4sbIxVQUTyZio1nupKYkkkTmo/85Yt6MuUn9qX0l6OkZFSDSJwAh7HFIeX9n4Wr7VpiGTHY7Q/z8azqpsfsvDLfXINj5vgr3Hldkcknv1H61oyUtVhVer8fPPSodPR0t/H1mKafi/UZaGMbQ82WDeEUgQhCwRBm+HbqyuJpTAptTizo2X+aJ301L4WgXjB5xGTUvVgafSYFoee8KVL3uZLaz+K5Le1P8+mzlLQ4dqWKO6TvaW1vZk2kThctqASnsliYVUTpNoyUqItmKlaPP3dqu8krMWTqS3s2x5sCj2X6iyU+MtBusmZtoQ3w8KispK4RST+jpvv5Q9WLlsgQeNJPV7iGBmpFtG2aRnDwt5PWn9K6TTLHtvrbHK2kG5T07equE8SileqJE7ZHRjqReIl62tS+k5LWCXYkl7E0t5KWwjUOl/ikPijK/s+bRM2WEa3kf6WVJNuw5kkQksgqvGKHJH4eunXYEmRWGjngJAGy/oZqWZPRrIFvaylrwFIw0MMqRKnMrYt2FSGS1xbtW7D2BLFfeIzibtOgI4sEv9I96LyOq+lROLGZQt8u9S/HkaLZqQSYFsaHmnBu+aLmD+X7ITuqW/P0sJtWd8q3UbsywMqqdtwlirui+bmHzdx7eK5/NyCHU0kZkzSZUghcU1881lkpARLXps0aGGALZ3+3hxsrKW8lKgNshbTVfSt1W1Cqy3uk9Lekvcj2A984p38gbVF4tZlC+y5hXla1kgtqeM0C72V7bkxDd7Pvuq71jjopHSbwpBrEd2GqF634SxR3JczAnAv/uJ8RWJhHvYGXjCsOlZGaulV7SlrWlpWca7twUYAydzFmU31NtH5GnQbbo6K4j6TJi96tg0wfrs46KiBh0JtJXGtSNwa8jC25BqpRTNSLcKxosR8KY9JEICVdOOUezjbg42xao0mbq5eJxX1XUC3SXg5NbrNj/ZfkvwNFq4Ar3rcxJKVxEuCRYRX3VzH8mROHm4h9WPMA2e7sNFW46Wwj4lgdJtk31PoNpwF3s+1/m6+HyCvAB8Ur9uI3o/iHzcheDMSpGpF4tZlCzX92+p+EuduAFubx1TvraTS36nV35uDzVLZKK5Ner5N3Ibj6jYkpcP9kCv1y44gezOLZaaWrCTm2iu9pVTodrS6m8XmWtb7qV2qAGwQNsbmQicJosK+bObqhLrN20v+lpT0zBqV8nIqQqtEXU6dllMnEjcvW6htb9FeuP6Q51oyrFON3g9n24MNG9rE3UpT4DXPJa56vk3NOqkG3Yazqr8lJT0mNFXcx1nL4yYW6L+YNyGFLwtqPy2Zr7bHWyRCJ6l9XxuVNtbT4KAjgigen1y6ELUJodHcdVIV9TaLLcqsCaGqvRl5nqobvNabEeZZctlCW91N7VyUuC7JW0kdk8fsAnHGVoEO571UPJe46vk2LeukuLZC6NhFmaGJaW8+5EoW93G21OMmjiESC/Ms5f20gaWyPTmmXjg2tjnYsDAQARPe3AlPpXVOAGwKPCUMh+dPrZOK2tK6TdGT+1p0G84qvBlxOYLwJ3nFjNWAKo2nWiRu8X4ka9BejpGRSnkyqbe4OdgYm+XVcGltCKFUbQqca+M8mtKQq7Le5vsvvzLu61ipbsO2SYCqLe7jbEEvpG6eZdrToVtCJBbm4s+9rPdTm5HaFmzYsCduK4dOwtMJjQuluBR4IuSKflpSuMR5Ogusk6rRbVStPpPSbaK+kMOwSi+kSpupDYcS7ScTrjNj2OYG74ezbcFG2+KhlNCvNPM0OwVOiecSc23C821KTHyYVotuw9jqxX2cLRmSrD1/tfZTDgPTvzqxty9XyNvioRRh3ipwrm1uCjz1fJtgfNM6Ka6ttN6mMguV0m04E70Npr/4SFGV0oS4eWTvqsb7WbImJyn2Vs41JyO1PdgcI5SSvJfSamIulJqZAq95LnHVOqkl6m0W0G0WLe7jbO12yZbychpCtxSIWtZIbQ822k4VSs2uJp6bAk8tXdC2+Dopru0Uug1nC3gbS7UfTSRm+yc8mQawcLY52PB1LUGnI4RSs6uJGZBUPSqUE4yd5xKnjIC659ssUW/TottEc9SFRE3QYWzRSuLKeaq8nIT3U1vqxNnmYAPgrEKpVDVxUSjFAUbwdIpT4B3hMXp+0uP/gU/8un4DAnTmrpNaQrcZEiFUpW7DWdUDuhbyco4lEte05/7srrFNwUYBHlCMd+F9TqcKpYTanVmh1IwU+MOXXsRcjD4VgHvx514b+1ziloegM33X1G04W7O4bynvZ22RWEp3jzyWoCOcQ9umYGOsyIshpt8xQikpvJoTSnFLEhIpcOPp5Dzk4qULovfDPN+mJkO1gG5Tmz1aJIRKeiEV/ZfyiqTzJtsTGo9gm4SNtVZPJAWiqK0tlKr6A3aloRRXTcykwM2cb8+EUq+4+Ud1SxdSwnBgqYegx30T7RHMFtRtCvvW3vzytfA3snh7iwCsD5Mk72cv6kuYAUIudCpdZFnksTDnnK7DaTRektNm91cOpbgUeC6U8qqJ5y5dqMhQNa2TiuZdQLdJwmWm9iP0T0FxKa9oLZF4W7Bhwp2cd8JDp7Btzlopru0YoRTXTzB2FTiTAq9aulDx516qHoK+QL1Nk27Dnq+8fbE0+YIiMXs5BSLxtmADCF4Mp53kPZFyEDHzz1krdYRQyhQBPonLyBoXSs1NgQvCsAStYgF4ATBU6Ta1oVXiWor7puaQwjPpo26oJJZse7AxVujFlKS6Tajjt+UBNrWFYRjKwHGEUOqR/t6yFDjAh1KiYFzq6UAAEXMxrPeD4oegn0y3YazOa+F1m/T74eeR5mctUUnM2fZgIwKF8Vi4ECsal24zoRSrzSSuQWw7ciiVqyYOU+AAykOpuSnwiucSJ59vE43n+/Lh2QK6TaWuktRtOFugfYlK4u3BRluzUGwAUASiGB7eOBMieW04u1AqZ7OriddMgUdtiG+alG5zxPCsRbepm6PGa+H7i/U3Kg+dzcFGCpUWEYqJgQehqeZmykL5858ilMpVE9uFmalq4pJQis08xaGR6RveVKxHUuN5VNzsVeueakMr8HNXp8mrvB8eFGIGSppmr7NhjAVKXmdpFooZj6i55sYAJgjN1gqlcinwcGEmW01s2ktCqUIQAShPgdcsXUhBh2sr7NsULrHn4z0U7jZfJO0tCsicSy/b9mBT4LWUhliSUOxaDcD8PoUPQw/hZADDgajz25YKpQhCKFXzQK3CUGrNFHjcxvStCbmEvjVwWUS3EeeQvJ8EXLjuKbfXsc3BJgkQxvsoCbFk78dpK6i5mdZqhaCIx7HeDwOi6Al+YT8TSjltNpRy2nIPQk+GUqaaeMlQSvCIij0KNjRKQaugreJc4/mY9opQzs5dcg12Dt4rYk2Ym68+yGemNgcbALLXUuDtuCYKxR4swpCLYoAV1NyYUCqGE+fpZAADVD92IvUgdBNKuWlvG0q1ZqWKQQQBYsyFMqHU7BR4KjQKrHZd1VnoNhJEEsV9km0LNoxHIno32kpCrGLNJicUM55VUc2N9nRijygPIjZMEh47kfrFRdDezZwCv4VDqZpV4NyfeJm7dKFWRC7te3a6TaFtCzbaijSZAu9HAlMSRBJQckKxGccJxa4xIIqEYhZEnKfjt6UWZhrvxtqcAr+FQ6maZQalns7cOW3fwGrCpap1UiLMJO+HhwgLl8Livu3BRvBuwn17ExeEWDyIBD0mAkg8b64AMPaIyHo31kpqbjRMPC/GhFKd34+Iklkp/Xba10odIZRKVhNHbSiETtwmttd6PyVzCvOm5+C9IrZNaG/RbbYHG21NGagCOJSBSACKly3iwiKmLScU631PKG6tuSlYK3UrhFJiPU5hNXE1dEKrgE61ThT1lTwX6XwVnoug20i2OdiESxGkpQlJYIgACc+TWS8VzgFm3oKKYguYCET5ECsSijM1N6m1UrdaKDW3mnjunFK4U56aJ957YbouUw3Ng2tfriBZIhySivxKvJvoeGpMkAYvAVNzRXEhiCKhWKi5uXbpuUiZDaXc9LcJpRygnFUoxcEgFZoUAyZum5UCr/Jo+HPxXpXk/VTAZU9985bzbiRvJyUYc2DKZZtK0uBWKGbS4NMYOXzy3neDUMzV3Mx6GLqpuTFmQin3m3pOoZTi+86BTpXOA37O+ZkrBiTSD5Wbg/m9AKS9nM3BpraeJoKIPl7k3QTHS7wbfw7Buwn3UzpOqqLY9kkIxa4VCMWEGQ9DD3UdAxinzQKG6+ef9OxDqbmZp1qxtyY84z0avm/GobG2OdgYW9S7sXPGYCou8nOvS/JuwjkSaXBJx2GF4hRkTM1NIBTnvmBfduPDsQBc+jB0Dh4FD9gyIRKFIArWSlWHUgUwmRVKVXg/pX0JcVv6/AK0uFSo5NFktJtNwmZx74biMUXej+vdFIDJ6jqcd+P04TNNuT51QnGu5uZ7br5nagiFYhNKDWFb8Ju/9Al+pY+dCIBiwiPv5jWhVEHYtXgoJfXjrAJuxSnwCk8r9RB0yTYFGxEqK3g30XF9I/Ppct678ecQvBu7Hxwv0XEMUCKNxu3TRRXFRISHr7wYKbsA8MAn3scLxY5FQrEBTC5MKnyCn6jNFHgccwr8ZoVSpSCx4wugMTcFzp0H+qPds1G8mc8l1FHy+3XeDavTSN6Nu58BU1Tk11EwhmSomOuQdBw3VDJCcVDc5455GheQjOCkwdnsVACekpobAURFT/ArfOxEOWDK2hYPpQQ4lIZSc1PgElxGpqehsznYAPBveLNPdftztJsIIjSNmebA/CK/ljS4EYpTaXAtFP/oxYuS2g0BYBdnuhYKxaZPxrOJMlED068glDLzt66VOlUoNbsIkD2P5P0w7UqAy56NcqzKmwn367yb8HzunN7xGu9Gp8FZ78aeI4CK2ea8G3te04fxbmwX8rybaxd343rmK/QDn/h1WSiOIJMRihtrbiwk3OlV3O+WDKWE8Ko4lFopBc7ZJmHjvqbAwe+73og/X7Lu5hjejQWG835zq8EZENWkwX+kf3FSKPbS4CUVxQYeLiwET8cXewOYmLZiKKioj1tzc/ahlEpUE8+Ys1gELkiBbw82QBYUuTApH0Y5c5UeX8u7sXMGUKGC1eDhg7WYNPi1S8/Nejc2DW6staK4RCi2IPLnWarmhstgnVUoxbUJcxaHUqxHI4GI4kZtm4MNl2ESwXELeTf+vuPd6O0i78ZYSZGfA52cd/NdJg2uQyU2DW6spKK4VSheouYm0WY9ogyIjhFKyZoOBxMBMNHYuD31J15C2xZsAngUeTeN+zxIuOPO+ETdTc67KXqSH7PveTcNRX4l66UuI+HdOPtiGty+oRgySwnFyZqbaFxDm9kP2sR+js0KpZT/u6hlTq6Nc0JT4jCwNdgA3s0ceRBVYJk8CrE+B8F471yyt7K4dhN6NxVLGLzjCe8mtV6K4BT5SWlw1yJBmesjgMg9b+C1JIVi+G0hFKKwiwnNSj2iotCJgZM9XuA5cfMdI5RKOTnbgw3gwSMEgwiOQrCc0rsZ25b1boiDTGOR35fd+PB0XTbFre98reGwaXBznoLwiVs7VSQUm5qb7DgwIBLa4LeViNXNwrG9jhAI3Hy8t7J2KLU52ESajXOzt6bCuXlZkETHKTjuzkfxfB3T3/Veju3dmOPau0l93wjAd9x87+S1pLyb8DgTPkVpcDZ8EoTiSqCYmhsu7EqNE72TFpgI/UrHEpi2hFfkt/Fwqg2lNgcbkIo1m/CmxtSW23fnkaAkhV0iiEpXhNv9hTNTjd7N2+meJHDuwMB7N7ZhpTS4EYo9T4aBR1hRHABmaoM/LmorAJgd576XQuiAaZsBpzWyUpxtDjYSPFrF4NnLGEh+aNbq3o3bR9rPLdB0vJuHr7wIf4ErSe3G827sm/aL/KxQzHk34T7n3QR9kmlwc8Pn+oQVxQU3bXPNDQOwYg+GBQJ3Hby3smYotS3Y2JtURfCYBx4q6iumwrm+nT93LuyyxxzvxNd7fG9ltncjLND8xquvDz91zzzvxqTBS7wbZ1/ybrw+knfjjsk9xY+9mQUwJTwizvuZLRyn+ghzEZg24ZyzQinBtgUbwLmpVbA/HQf0Z2vaQwhx+1nQmLYATIADCtNXQ6mb5vL6d0x/92l+1uNxwNJSVWz7B3U3Ge0m9VB0AvDAzd/OPusm8m4KVoMXPVhLIR7DwoHpU1tRXOjFhABrrrkphNqpQqlNwsbcuKJYzOyvIhZ756CgbwCOEEyd67FMby/Ud5b0bqa2tHbzyMULk9+9u3BjyjqF3o1S5d6NsaIsFarT4Pamz3otmYpiFbfNSn8XeiIsiII+8TkFwITGnDMXSm0ONj5MVAST+MY1fX1A8PuUhZIHD9H7cfoWpMLH7TLvxk2bKw48EogqvJtrF3cnHz8BAD/7ibfO926YLFWuyM96EamMVEkanAGBJBSnQNQqFNfW3FS32esKbggGaqnQybXNwSb2VpTQPg2pCZcicLFeTDCv3a5PhbvHQn0nnDsGCaZ9x6OJnnfT4N2kHj9BAJ6DT+BNT79zbFjDu2GzVOC9G7tfAIeSNDgDi9LwZhGh2IKQ5D6I+0ht/HUF4NH7+9oobQrwoFASTiU9FRY04U0ezzkeo+j8tWKxfz2Tx+JCK1rGEHg0xU/zAxb1bgh6RfgxvRv3uAuIwWmzY0qyVmkwlYyZHWKl+kjXBO4647n48IkDkQwY1zYFG2ACTlM4xUBBAlYKSqJYrCFSKhYb7ybyhipT4dN2gXdjVnxnVoSXPFwLgJyZmuPdBP3JAVOpd+OdQ/Bupj48dHIgksKuaAwzzjMGRE1wEsdlPB0gW9AHbA02HDTsq7J95oZTqdqbrBeT8lqcucf9BVLh7nYAFuXpPf5x72l+4d8H19B516Xn4v14TjKc+p6b74mrinN1Nznvhk19Iw2VwLspKfKLwq6l0uAF3o40T6lQHPbJthWPg2jbgg0w3pT6NQSHCvYXCacSUJLCLhFKklg8JxUeCcc8eLx9t9BPepqftu+/+hXJH4d9MLq25robY7XejSoRg+uL/EoyUpzXkkuDs94OCvqE83Bt0rxFINr/IiZvDnB8b6Ww2I8BwdxwKoYLJaBE8Tk0cGrE4sUK/eyx2LshorIHo98K3o31JgrA5M4heDfhfpG3g3ictD+1UdwnGjf14QVmiuZm9ZpdIJ4sLwYz+g2m1wgoTL/Z4ZTddoGhoVRaWQyUi8XudsqjYcTi8Zj/lxjCZxWXPBj9TU+/04IkuyLcgscBi+vR5DJTS3o3tj/KvZvwOOfdCGPEEAsFfUIQIX19pi3yYoAITllxDhuEjQcTIAKG1W8SHkk2zApv/MwczeFUeKxjvKESsZgVjifQpFLh2WUMVrv5tKR2cy/+HA888z7fewHKV4QL+6t7N4qZQ/FFfv4YpGEg7NdqPa19moTiTCi1LdjYG5EBjnOc817YcApOOyXGO2NWC6eIryw23soqYnFFKvz7r74y+6N57fD47eXdFNzYuSK/1hAr7kP8tcDvw41rEooZ2xZs4ELA8V4ABhpCOtwBRBj2SOGVF04JY5YMp7zzAn44Zdq5yuJWsdj2TafCH8s8goKgwyntvagIHAY8yq/PYfQaF0TRmqlcVfGK3s10PGgTwLSEt1Pax7PcuQEBRATJNgcb1rtgAQEWOKJXI8wdAgeQobR4OAVnTiaccsXi6RgFodV0TBSLqSwV/sjVFyf/EgOBKfQL/xJD+Kxi6wFpcJSuCDfndL0bs7+id1OzhEGas9TbEb2boI9/HuLb7D4JIJIhY2yTsGFhEh2b+kj6TTGIHJCE0OCBslA4FfQTwylAriwO/+l5WsXiH7l4SdbjfvTpx8aNXKFf6lnFt4F3M12TPybvcWQ8lxAyXJs0hvNuUtfi2OZgE3szPHCq9Ruhfyq8ijwSZuxS4VSy9oYViKc53T6pyuKlxOK78SRecf1DKEqFjzu8d5PUa5QVjieQqGnfOx54I0F623o3kuexoHcT7ue8Hc5LCcekPJnp2snpQ+BB5IxjbFuwCeHSOW3mptX95ug3IlAcTyM5Bny/5nDKPXfngMsDpoZJzouRxGK9T25bQiwO/0JK+GP6zhu/mRWLAUzeTQgW1xvyhGPw/T2PZbqTitdMSf0X9m6kdHnKuykZQ4iPF2lIQAQnybYFG0D/dufgoaabEv6xWv0mFSp5oY0wJtVPCqdU5/cvzU4lF2qmam8ksZgLpxix+IcuXpYMpy4jIxYDswv9Uk/zu929m2jO6Dp9gLBp8BzwAtsYbCagJOERegkOcGr1mynMCeel5Pl9L2dqk8IkwNnO9ZOyU6lwKvBivHCq8BGi05xjOHXTkjo2wigW23AK8MXihVLh7nbo3Uw3sQHDNJcnJKupj98fdn4fNPDnW9G7sZ9nMIYNoYIxMWSIPy+CPoJtDDaAcoARw2N5/SY3PtVHRfBwxzDtJWunLFxMP7JtxeGUq98Afnui9iYUi//TxUuTvwwJwHff+M1xRxKLzXZLKtzd9kAygcN4NxEY7Fzwb+LWNVPC8VpvRtov8m7Ca7Jf7Pg6rXdj9xkQBbY52Iw3pQMZbxsTcLoJOL4mwmk+sI+AUGF7AjBF+o3Tz8yfhFIYTpkx3NopKTsVeTTONjCBJxdOpWpvtHeTq725APDA0/9jAgoATywuTYUnPZpp30uFq5wH4xxDeGxd78b0WdS70bdCkXeTOqdgm4SNFCqxQIHfxwMSNxY5wISvlOzj9ovPKaTDA5CJ6fCWYj/OuykJp2bU3hRXFleIxUulwu02493EIPH7y3pOMF8ApqN6N85+eM2idyPYtmBD06vr0RxVMGZBVKbfqM7vJ+kyXjrc6QeE8CK/gM+7lgky/PYEDRY4FeFUrvaGAPzM078IUSwOwynvWODRhGKxu12ZCnePRfqOEZ4FkPigCedz3nutN7O0d6MBsoR3sy3YAA7uMek3Yfhkb24HOOxr7ngKMHyb1IcVj12QhO1MOtwNpzwPKEyHJ/7mVHGxX2U4lau9eQ4+gTc99Y4JKKnK4hqxuDAVHsLEfpUqCv1CMKX0mlvauxFse7DRYDHboWCcg4R7I6sQSB0/1u/vz+N6Ldk+Bg4MiIr0G2pIh7shlP3MAqiE3g3ggCco9hPCqYfu+Iry7BTgh1PGu+Fqb0rFYja0ksXixVLhdjv2bsSUdu0++PmO7d1sDzYWLuaT1sDhCvwIQLduhbEPpxgkvDdDTHudfhNpRiXp8Bb9BuM4rtivJTv1r29MYjEXTqVqb4ori+028mKxPkdaSBbAZPsiCaUUmMLx4j78+exnqjB9WRGM9eYjb3zSuxFsW7AxN6P1RhSmG9IHjn8zpzNUquMzVOYX9TEE42r9pqNgrgAo3jk0THJhU0a/GccIxX46nPoj3JUEzh0Y/OxUazgVZK28cKpGLDY3Xq1Y7G6LUKoHSen+KTJT24INkAeOAxA/PGKA4wGECcGcuhc/ZHL6deE8MUhizya1TXE7p990PnAmb8afpygdXvIvDKdIvxrg6D7333FfdinDfcPjy4ZTkUCsnNAKy4vFcPoFN3t1Krygb057MZ6LqO+oqQ83vtS72RxsyMtCmX8SZMK+QUgVAYQRmc1Y+Pus1+J5S8TCyd+mgnayc5htzxvK1N+I+k2k5UxgEdPhlHgUhbN2KreUgaDXTq0RTrGhlRnv7MOBiQclfZEsPBS8G1UQe6XQKtpn+rbsp8I2gtMXQV8A1rtxxwu2LdhoYFjgBOlvFjiRdxAs2ozAEng4DHhkj4Zvk/osKhg7/Wr1m9pwioxX44DH1W/edem52T/fexk4bTjliMXjnHCgVC4W86BRbF9337+e4FhqH8F1BeAQ9R17reQdi8M0gmTbgo0JRM1POQEcN9zigGNvfoABSCAyZ16LMlQJCC0tGNfqN6pnwJLTb6RwSus3P3bpxVnv5r7hcQuck4ZTLCCUAwr3mArgUi8W+8cU27d03503690I1xl5N4JtDDawXs34KgPHC6E6To9xgOO+OsAJNRNJ00kLyMRAyBnnCMBxe5tgPHkzznGCH071AXDm6DdMOvza5ecla2+ACTivuPFhf+3UmuEUACmcgv6xS+FUsrI4Ak0IpQAYCThk901bMO+4TzyIzGeuMMHFG0/+vIxtDzYWNAngADJwKor+SmpweI/G6ROEPux5XJhE7RR5S3b+UNsx+o0bVvWOfuOJygRRMK7VbxzwuOHUQ3e+KpudIgDfeT3Qb6S1U2HY1BJOLVF7Y7Y9uExtxWIxnH4iPOSxJUJwygPyjiGYi7FNwYYIAKk8cDrzaQbA4QRgRnCWiv48YMAc98fJ4RYxEIrHxSGWfuNhe6bCeJZgPEe/ccMpItx/x33JtVMAcBlq0m8A+VEUqbVTLeGUhYkLBX3jp2pvAkCEWSzvJhegxB2rAU24n9N7XO9m3CcZUoJtCjYA0OlfHU3AkTJO+jh3M7vAKVklLsGEBQ4DluoM1RkIxp5+0/eRfvPmS/liP6vfuOFUqN+4wEmtnWrJTiWeWRzdyE44lc9EhVCKAUEByNxjSUgZY+cVUuHCNXjej2Cbgw1IrQMc7uZnNBkROMyYbA1OSUqcmGtwQKJ6Z9vVefoJOGP4BAca7nVomMzRb7oOomBcod+81tTflKTDpXDKG6OaslNeOBVkp5ILNYOwyx1TotN45xWg5O5H5xfm9cbC7UsspCTbHGw6DZXFgcOIyB4QclXGkmYTwMTqLimguTAJ9Rpn3OwMVd9NwHEFY2+7s2OUs+22JwXjCv2mA/A91989AcULp1STfiOtnfLCKZgbzRx3QOQcC4GT6pf0eBhApDQdad9rY+fhxWK/L3nHPI+J+flsxzRcjg2cCRIxcLJVxoz3EoLDBRsHE1/TibNOqp+23QyU6uO+TRXGCwnG999xX/ZH3AN49Km3IUqHp/Qb6R9QBBzfK3E9m3SxX3E4xUIpfh2PTSCrgVKNWEyQ+qZ/NpuCDQHouuHowMmtoxKBE/YL5uIhhBgQUV/yxpWkxIsyVF23rmDcdXisy/9Vzbvx5KjfHA7V+g2bneL0G0cgLl47FYRJNpwKwdAYTnmekzcumB+JfSACT0ostkByr0ewTcEGMN/rGDh0KuCEx+EAQwit3LCoBEJFNTglKXELIrLjxQyVFX/d7QkqyluiMMEkEowD/eaRO15aBJz7Qv0mVX9TAhygKB3uhVOA1y6GU4l+zeFUAZQ8mIAf1yQWC7Y52Eyg8YFDAnCipQ1LA4cBCpABTqDDRHBhhWNigFVYg0MYYeKGZr0DnG4CzhIZKk8w7rsJOH1fBZwHb/ymD5xj6DdCOAXbB3pe2GPFxX4RoOAdbwmnRPE4AyzzGU/9yO/L2KZgQ6SCUGoCDnU8cEACcLTXsyZw7Lga4IT9QuBQON4HTniNnj4UAIdLibtLF6RtTxzm/hUIxo/c8VL8Ba5mgfNvr7/bAmeWfuOGUKX6TWk6XIEPpwAPBmI4FYBhlXBKEIvtV9UBjmSbgg0A9N0QAaczoGGAY8Kp1OJNDzghQGYAxxtXChwp9HI8Fg44XthkjrmrxB3gTJ4S8SlxFzLEb2czVH0/AafrWcH4m+54ff7njanCeJZ+c5iAVKzfaBjVpMNTYVcqhGLDp3Af/n5zOMUAKufVABuDzXhfKQ84BjQscAL9xgNO8Dyc5NKGTiEs/BtvZuCowAnB4fQteSyF1XmEGpwJWsIaKiklXpOhshDqgL7PhlPAWGH86FNv8wXjw8ECRxmQDIPjAY37kmBcrd+4IEIMEjYd7s5hxxhQhFCKPRIK5lolnNJf+2lOEn8Om4INCOg1TPpuQE8+aDzgaCCxwIm8nAk4yjkWA8IHjg8Np7+gvcwGTqjPuNeRAg6RMw8DHCsEO8CRanC4DFXXTWOtXjOCJZeheuSOlxYV/N2NJ8cHpi8kGM/Rb9xwKqXf8CGUflMslAAODGyxXwI83j7CuRPhlHtexjYFG4KGTKcm6DDAGbfBA0cfk4Djh1UcQAqAEwDCBMZrASe7rCFXZdwVAMdAxk2Pu2BxgROACEQgIxQbCBng9D0euvNVRcC5F3/uL2lYWTAW9RtzU9boN0I4JUEp58msGU5JtinYAEBnwijygdN5oOGBM37XBeBogZgFTrA2ygVODIMzA44FhwAcb54YOGwNTlSPM0EmlRL3gBOkxEuBc9/hDyfgHAYsIhjX6jeD42k06De8lwMGRHDGT6ADZCgtFk5x917iZ3PbGQEWLKOHM3o5XTeMsJG8HH18DKMY4BjQSMBxAdMxxzjgRP1xGuC4YRQHnJ544GiPJlv0V1KDQ+F+x6bEH7rzVdkV4gY4UYbKAY8y2k0oDDvbfrsStyd4BMBJCMFZ/SaCSzhX/FoSTuXCq+JwSrBNwWbUbEatxoRPfTfo7/kEHCMci9XGHaaQyqTBOeB0GiqhR+NBBTxw2P56G2cCHAMUDji5KuOSor9QTE7U4Jhxb778suQD0/XXAP9Op8SXqjCeJRjP0G94QMGBAt+vOLwC3y8ZTgm2KdgQJq+m08AJPRwuNW6AQ12m2tgFjin+6wD3z8QYwEzZKAE4HQ8cu40AOIEHdBTguB5MDXAiyATASaXFhRoc6sdw69rl5+GHLv/T3PceHTRwPvF4PkN1RMH4KPqN0Eccg6Ad7nwUz5/4zDdjBOCCBlxoqFxosFj4BJkq18NJ1eIY4JDxYsJqYxc4IWA44AReiwscbxxkgMT9jwuccawAHBsa+cDh6m0UVwAo1eA4wPnBSy8vAs53X393PkNlIDRM8CFn27QvIRhX6zeDM56BSla/CSEhjBHDKcSASn3e2zEyYZQPnNDDSWWqvNS43U4U/zleT1Rt7MLBhFSd/nkxwOFgAjAQimBh2hxoZMA0FzjZhZsMcKQqYwuciqK/a1eenxWMAeACwAMff88EnMNhAo6py6nNUB24bWjNBw6stDfiCMbk9HeBRIcQPpjmZUByLP2GDacE2xRsCAoXNoQaopCKE47DTFVRatzU4qSK/0LAaDBZwABTeMSFXEmoOK9deIzk/kE/W99j51gIOFQPHLbNBY55dYr+HnrWq8sXbT7zRDolbkMsJYvGbFbK3Xa9CjO/Bs4KgnG1fpMbA76fDafMccE2Bhvggg64sB7NgAsaJsBQWjieMlQDwkxVNjUeAEcs/ktVE7vAcUFk+jGeiu8dmWMUey8J4LihFlddXA2crh442WUNOiMVAqdm0aYt+nNT4sOBBw73rzZDZWCxkmB8FP2G6y/YtmBDo2dzQQdfu8mEVUY4NpmqUDgGJTJVro6jYTEJvQ5w9PEppFL25o/DnRBQMXAiPabjjsXAURyYJOC42y5wtP7iAicSjbv6kEoEDpEMnL7HI3e8tOivNNyr/gyPfuyXympwClLi2QyVA5URSA5UjGBstZ7xX41gXKvfTOFZeoyo36jgj9wFti3YYBKILzofOCU6jiQcN2WqDAAyqXF7U0egYIDjeCesAMxqNSQCyveEwmMJ4NixFVmqOcBxlzW4wHGqjO+/82uKgHM3nrTAqarB4fSbYZhEYm/bAU5FhspqOwN8nccRol3BOO4DRwvCNJcgGLfqN5JtDDYjEC60XnPRHdAV6jipimMXOJxwXJOpClPjyVqc0CNyj7l9nfn4rBWxx3zNhgdOBJ9zAk6wrOH+O7+m+El/j37sl6CsWJwADrdo01nM6UGGyVCRFZYBBEWApk91horxXML2WsG4Sr8RbFOwAYBL3cHzasbtvI5TWnEcCsd8WOX8IzV5ONr7iIXgUEiGty8V/ykHDLFu47wyMOGyVhFwDEw44DjajgVOuJbqBMB55I6XZtPiBjhveuodInAmqORXiVvIuOnxYXBgAgdAvqdBCkUZqrUF4xr9RrJNwYa0V3OJhgA483UcSTi2Og6pcuHY6jbwdRwDDSACT1wsqF/BA8f7Z48FwGEAZfr4oZYPHOvxhMAh8MDRgDkWcK5dfl7RsoZ71Z/FwNHZKvGxFDZMEmpwonoclKXEXSBFAFEF4VPYB6xnkgVM6tXMKdi2YIPJs7lEw7hNw3F0HNbDQV449jwZJ2xy20MPSPBg/DR6CBFzzIcJC5ygQNADThCahdkrFji2XwCcYGnDksB58+WXJb0b830xorEFTu45ODVFf0INDpsSPzjajguQg7PNeiu+58K2M6AKBWNR8+FeBdsYbBQudzc9z2apsGq2jmNe7U3vejjG84EHIy9LFHg4xalxp68LCk5Y9j2aGDhxdmsCztSfAU4nAIfAAsdWHc8AzrWr9+Cx/nOLgBNpOLllDRJwIsgEwHH0GgucgQcO69UMDky8bbDtEizmCsaSbQs2BFyiES5XupvWszlmWFWt41gY8MKxyVRFwrHjlYSZKi7zJNbiJDwhvg8DnH7aDoEzhWYxcOzzcFKLNx3gRJXGGeA8cufL64FjwMEBR1rWEKTFI+BwNTgCcLiUOA08cHIp8ZIMVZNgLNi2YAOFS3Sw/y5ohM4In8NqYZVYj7OEjuN6L56nUpipYkKsNDxK+oTVxwJwbMgUA2cSmxnghPBJLW3o+7jwbw5wnnxrPXCYOhwPOAWPpfC8mMIanKKUeAImJuzjwy3/vFYwHuTPcHuw6TRousF6Oa5+Y+CzbFi1ko4T7gMBcAx0YkioEDIBUPy0OTGACccEgPFCJwY4bjgWAMf+mRgOOOYRoxxwbKgVQ4gFjm47KXAcyKSqjMWiP8e7sTe+VIPjeSNO/wRMWjJUkm0KNp32bK50NyPgXNDBE4+v9DdxQQMud4cFwqqVdBzPw1G+PuOBo1w4Ls5UMV5OsvjPHO8RLW/wgGMBwwDHCMQScIyoHALH8XKkSuNa4Dzw1G+mNZxS4OSWNUhVxgq2TicLHDNeCpWEyuFoXsmjCT0jwS4q79db2oxm0+mvVE8Dbgw9OlK4OYzc7TB+gQc1vh4UAQPQ9Qo3dVpyIBrnU6T7jvuDIqAbxnZ0UAoABnSKxnnQjb8R9bEBY9+hg76rFZRmizI/NPe1IyilQCBAAQoKtmJT6f/09eo344xXAMZycoXxS6EGfS7dl4YRCvZVTdOO16R76znNHO5YDDQC0rt+gg0HOgINavRyDgTqlH6vI1RwUE4fAh2caxkA9BgzMD2gDhgfpoUBCt1480Bf0DBA9d14gwMjcA7DCJfDAarvRxBgnIwOBzxy58uBp8Yn+VHqewTgtYc/xCPqJVCHAwj9OE/fj9dywPi4i4NuG8bvAbrxelSvf8cfBqDvxvfY67mdbQwAdfrn1BEUlD4+fj7oCGpQ47V2NP5cBwXV0QgFUlDQ2934faGBJi9Yjd6+0t8n0udU+vKmcdP3iMzXzHwY5rthrjXxuW0LNlC40t3ADTV+AQaMH3ynlH21x2i8OTqQBx8Dpq5TuKk6rw8pAoZO//AHfXN2GJQa27tBg8kcG+/BbjA3/HhTWhgAFkIjREZgKH0zE0x/FyLO/jACdppvGudCjez54UPC+bJPQNEg0H15MDp97Fh93YN5n3rAMPWlQYdaGjge1A5qvOFC4CiAxg/fg48HHONdhMDpME4SAYdw3+GDWeD8zMffip+69E9w7fLzVgGO+blUA8d8Bw4A+hg4UOSBhfTPYdyGB5wJQiPEAB9C9heT+S4lPrPNweYSHQCMf9LlhurRQeEGxp/yoD+qvhvGY53CDQ0UA5/Bwkc5Hs/4W/Wgf0Kdho7SPiVpwFgY9QqD9qTML3xoINmflnMDK+MZWA9BhxZQem7jERmIBPsdAo8p9Ihg4WLOH3s17nVpEAyK9YgioDgQMvsGXPor6wBsui466C/4AFAfA2fM1OgbM/R2jD+vFBSGEUghcIYBCmYyFzgvw+8/8xw8+MxviDcPAfg09RQevP5ufO31D+D+Z/3z4wJHfy9Y4AwYPUYBOAYcSeCYX14OTFzg2O+F810hF1KMbRI2PQbc0G+9owEYdEiles+7OWjA9L0awy0PPm7opF8HTB6PPRaHVcq0E2EYyL4eI6yawDC521HolPRa9GfpQTA+7gHFg9K0b8FFBqTTdWFQQE8TcFx3HQ48wQBHmW0Nlq6LgTPoXwRADBw14NqV5wNAEjhm/N14Er/wsZ/D1z7rG44HnIMaAVwJnNBTiYCjyH6mnPdiPWnXo3FCqD0bpY0IuErXder7Jq50N3CJDriqX91/RkS+0t1oEo8v9Qf03YBLknjMFAH2fVu2Kpked8VhQiDolhcARsIwmf5BpqoLz4Eom1WUqTI1PJlaHLfa2C34m8TkcX883sH+aRhboew8RL3rdf/xEaPXrjwfj/Wfl9QhMF427sJNf2nD4WDXUi0hGnsrxY0onFu46YrAeh1VNgUuFQN6bZN3ao+5IrNgm/NsLpswigZcVxeRl3NjuLBezujdaF2GFG4OvfVyOPG4UwNu6l9LoXhsRGIihcMwxhrkhVuOeEwKw0DLhFVwYniF+TqOHQfH+/E1mljnQVo4BuCGWFY4NoIy9HVqcTP6TIiAw+CLxcMwAmwg+xsZB0c0drUd0n207mOcE+phQ6pvvv4/8Rz1VDKsulf9GX7hY2/Bo1dehHddvWcU49zwzng4nabySh4ODqMAT+A9HF+fcQRl650oR3DW7aH30jEejoL4+QAbg41JfXc04Ia6QBeCRvVWywGgw6beajgWHh1GsATwCUOpTmmwdIjE447IQseEVSoUj2mA0l8M1RpWkdY8jqXjWHhx11gpHCPIVOlrjDJVgxpvVqUmsdjJThn4mLBq6qvflNZwcDiA+m4CjhZS33X1Hly79Fy84vqH8OD1dyeB83fxDB585jfwj2/+BR6582WgKTqbgDM4ca0LHONtucAhWEF8CeCMP5s64HghLAccNbXtmo02gsLV7jpuqAv0mIThUi/HZqK0l+NlqTR8+BT5KB53xqtxxWMiHAYCKbJgsr/sVSAea1EUpL8sAEqzVSCYyVCVHjevC+k4IZTgvQfzhbVqTJypErys8tQ4bBhjvRxHNLbAUTTpLBjT29cuPw9fe/0DuBtPZnWc+w4fxO8/8xxcu/L8CDjGW5t+ABo4A0b9yAUOYOHnAgdKz1cJHBxIt5UDZ9J0fOAYcKmBijSbTcGmg8IlHNCTwnUNmjlejgmbDGiKU+QaOtQNTv0NAKcmx4jG5hgnHhuAVIVVpD2BlcMqFybu8WlcCKUQQgRXOPaA6grHYabKnMMTkjsbIompccCjvK3FCYBz/12vwy88+bO4CzezwHnwmd/AK68/joee/ZoJON1ICWVzn+ZDHXQ41xUBB3Cg6gKH4KXF1wSOKyy7wJEs4fTcfkaktBh8E1fpBq5213GZDrhKN3BZi8ZGLL5KNxyx2BGSO19AdleRm/VVl7ub0fqqy1YwPkSVx0ZMvuiHSDzu+yEvHvfD+CXuFYoXc/bC4yqsiFu4zEEUhoNFmtxckXActjkVx5JwbATixHNxvMrjXocqjlhsw5dgTZWtNu56b3nD1971jXg//YPkjQVMOs6jT751FImNeGweom4fTTFMjxg1D+ByHz1qHk+RWkvFVRqbJQ0Hp9JYC7x0QFo0dsVhuxZr6mcEYW9Zgxkj2LZgA+AyHLjAQGWEzASa6xYyXMZqylTdRLiK3IWPyVZd7m9G66sudxo+/SHKVl30iRXk/TCuIO8GealDbwAzuhqpbNUInRgkYraqAyAAJ/xnsktSZkt6VEX4MC4Q2CUOIXBUT9O2WTXekqky233vZ6qc5Q0PPfs1+MErX1oEnLvxJN70t78K7+9SucAxWSoOOM5zciLgONs54HhLG0qzVI3AkWxzYdRVuonr6NBD2XBpDKHGV6Pl9DSFUEbL6WhAp8q0nE4p3FTKC7E6pRxdp/N0nU7ROEd/0MJxB6IDhlzlcafDFlJeDcrYyXlVphgsCKtM3O3u60hmdlhlt+fpON5xRzgOK45rhGM1fvj5TBUwZaoAK0qYWpxXXn8c96o/y4ZUxsO5/67XgQ5OyksRlK5oHjUjrSENY9isrKA8XhN1WsDu1LTt6lQmLO5MyFVeh7NUSCXZpmBDAK7otVE3oDRcRpC44vAoGPfoMVgtp3Ph41Qfl2o5I3w6CyZW14FTCKh1nY4GHHQa3FQeE42vnnhsvu0p8Vhnq0D6RjXHAOdmp+k+U7C6EKK++jWVrdJjV9dxonkCYFYIx0p/pgYw42QUZ6p0avyhZ78GDzz1HrxWL2+QoGM8nF998qfw9v7z8OizXj5eu9aFIuBoz8umxV3gEEGF8DHvj5TVoSLgkF0JtSpwJNsUbDooXKbRe+kxVgP3NG5fRz96O46XY7yZXlcV9w6cOsezcauPR+9l8nL6XqEb+iIvx2wbL8ddX8V5OUZENilyVjy2sGDEYxohpCx8INbkjPONN3pttmqc31yDPiD0RQClGEK+x2Ou1/YfJhjZG8E9T41wbLwMVzgGrHdpUuOPPuvleOTwErzpqXckvRwDo/sOHwQ+No6z1caHAxTp0gijFdkUuAMcpSE0DDFwtLdjvTQHOEa3w8AAhzRUFgKOZJuCDRHhCgE3lEJvPZzOhwwN6JX2dnSmaoTTMAKJBrukoYeK1lj1NM7DejsefDrfs2G8nFQhIOfldEpBOSlyFwjWQzGviZoc6GUabE2OPjbV71SEVWT6rRNWjScw44y7FcxPZD/HKZQaPPiM/dV0Y3GLON1MFY0370PPfg0effKtxalxfGwsGhwB08XFfwY4JlVuHp1hIOQCJ/B2XOCMH5cu8QyBo/Uvu3zFAQ5I/zy9leRTiCoCR7BtwQbAVSKty8DRaDp01tsZgdFDjaGUTpP3Rq/RafIeFxZOY3s/QkpNnovv7fgFgFxdjruo04LI0XI66saUeaGXQ6RDCOPl2Jt88nJUP4EFrlcD2JDMhkseSPQ8IcRSYZW94THOe6qwCoU6Dka4uvt2TdUwjFMHj6m4/67X4U1/+6tFOs59hw8CT4Et/rOAkaqNDyZVDoy6DyJvx4DKrn0LgAOlgJ4cmDjA6XyPhl1L5QDHgEntns1oHQhXyYRDCgcNmB4HXPdCqjIBuVdTMaBp72hANzhejn5eTo9pJXmnuhg+XF2O3raeTYWWw3o5NNZDTDoMxgMdjTfVMN68yvVqUCkeG+8lEVZ5XobVgxYOq3L1ODkdJ1VxrK/d7I+nnoTjGg/ntYcP4pHDi+3PZ/yiKqRrcTCl64PlDbG3oz/XEDjGozkIwNE/lxA45hnQIXCU+Qh2z2Y0AnCJenTo0OGAGxjQY9RyOgz6l7dqFpCth9Mp6+UYAdn1djD4K8kNfCQvx310hZSxcpc7cKvIrZcD6HuTHM/FxOkOPMwxCybtNdSKx6mwygKKrMcwO6wy66rm6ji1FceBcHz/Xa/DA0+9p+i5OGb5ghWJnRXoCsN0HVqvwTCuYI+K//TyBtJinbe8AQ5w1HiNIzB44NgYC6FmMz2ASwSO9F6V/cRvfyOi/wvgKQB/eepr2W0b9veBT/5s4HOMmsTZ+4H3H/OajmD/SCn1qWHjpmADAET0O0qpF576OnbbbWuWiLB222233ZazHTa77bbbUWyLsPnJU1/Abrtt0Tan2ey2226nsS16NrvtttsJ7OxhQ6P9GBE9QUQfIKIvFvrdTUTvI6LHiejniehybjwRvZqIPqiPfa/T/sNE9Ae6/y8R0Sfp9s8hoqeJ6Pf0v59Y+e3vttttY2cPGwCvAXCP/vdtAB4V+v0ggDcrpe4B8FcAvjU1noh6AA/r4y8A8PVE9AI95p0AvkAp9YUA/hDA9znn+ZBS6ov0v29f5i3uttvtb7cCbL4awM+o0d4L4JOI6NPdDkREAL4cwC/qpp8G8DWZ8S8C8IRS6sNKqesA3qL7Qin1a0qpm3r8ewF85npvb7fdtmG3Amw+A8AfO/t/ottc+xQAf+0Awu0jjS+ZFwC+BcCvOvt3E9HvEtF/J6IvrXkju+22ZbsV1kZxZd5hCi3VRzqWnZeIHgJwE8DP6aaPAPhspdRHieheAG8jos9XSj0pXfxuu+022ll6NkT0RiPCAvhTAJ/lHP5M3ebaX2IMjy6YPn8ijJfazTW8AcBXAfgGpesDlFLPKKU+qrffD+BDAD638W3uttum7Cxho5R62IiwAN4G4Jt0VuklAP5GKfWRoL8CcA3A63XTGwD8st5+TBj/2wDu0VmsywC+TvcFEb0awIMA7lNKfdych4g+VQvLIKLnYhSdP7z8J7DbbrefnX1RnxZ/fxzAqwF8HMA3K6V+Rx/7FQD/Uin1p/rmfwuATwbwuwD+hVLqmcz4rwTwnzGu6f9vSqk36fYnAFwB8FF9Ge9VSn07Eb0OwH/EGFodAPwHpdTb1/4MdtvtdrCzh81uu+12e9hZhlG77bbb7Wc7bHbbbbej2A6b3Xbb7Si2w2a33XY7iu2w2W233Y5iO2x22223o9gOm9122+0otsNmt912O4r9f/pNL7o0/AlEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWgAAAD8CAYAAABaZT40AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABjz0lEQVR4nO29e7QtR33f+fn1PudKQuiBEMLXEg5yLBCPlZWxCGIS20hgsFAQIhPsYBMjY2KCgDw8cSJ5BdbMmpGzhLOyGDuGqyUcsEjiBUwch8tYCuF1cWIjDDIZj3kZWSZGSEZICEnoce89u3/zR1d1V1dXV1c/9jnnqvu31r5n76pfVffed5/P/u5v/aqPqCpLLLHEEkvsv8j2+gSWWGKJJZYIxwLoJZZYYol9Ggugl1hiiSX2aSyAXmKJJZbYp7EAeoklllhin8YC6CWWWGKJfRq9AC1F/KqI3C4ifyQiP9iSd76IfEZEvioiHxCRA13jReQyEfmK6bvWaf+XIvJlk//bInKmaX+6iDwqIv/d3G4Y9AosscQSS+zT6KugXwZcYG5vAA615L0deIeqXgDcD7w+Nl5EVsA7Tf+zgZ8UkWebMR8FnquqfwX4E+AXneP8qar+VXN7Y8/nssQSSyyxr6MvoK8E3qdF3AqcKSIH3QQREeBFwH8wTTcBr+wY/3zgdlW9Q1WPAe83uajqf1HVHTP+VuC8nue8xBJLLHFCxlbP/HOBrzuP7zRtdzttTwa+40DV5sTGh9ovDhz/Z4EPOI/PF5HPAw8Cb1XV/xo7+SedlenB8/o+5SoUGTy2GD9dJJ1L4gH7nVf6a7DpPapj/z9261j7Za/upK9X5El97QsP36uqTxkz/Y9deqre9+11Z95tf3T0I6p6WSxHRC4DfgVYAb+uqtd7/WL6LwceAX5GVf8wNlZEzqJg0dOBrwE/oar3i8jzgRvt1MD/rqq/bcZcBPwGcApwM/CPtGMrd19ahf6H/QPEctr6OucVkX8O7AD/3jTdDXyfqt5nnvh/EpHnqOqD3rg3UNgpfM+5K97z4e8NHKqIXONfKNYdb/B1wheSsccAWHfMUR4r8QtSyjH7HLfPsYfMDenn7EbXax8+zvB19LWOA2Lf17B5/OlqAPq8Dldf+Lv/Y+zx7vv2mj/4yPd15q0OfvXsWL9jn76EQvh9VkQOq+oXnTTXer2Ywnq9uGPstcDHVfV6s2Z2LXAN8MfA81R1x7gD/6+IfNgI1kMULLqVAtCXAbfEzr8T0CLyZuDnzMPPAk9zus8D7vKG3EthXWyZk3Jz7mwZfyA2r4hcBbwceLH9xFHVo8BRc/82EflT4BnA59yTUdUbMZ9oF/6Vk/Qx3W59rqMB3TE+5RduKkAnwznxlzgViH0h2BeAfaE3BHJDwTYG5gD5SKCPPX51Hntf3KVATj7FVKV9CiAi1j51AV1ar8CtImKt16dHxl4JXGLG3wQcAa5R1UeceU82TwUz3+mq+mnz+H0U1u84QKvqOyk+RRCRvwm8xZzoxcADqnq3l68i8kngVRRe8lXAh0z34dB4EfkWcIGInA98A3g18FPmmJdRfDK90H3yIvIU4NuquhaR76f49Lsj9lxyFR7LI4DueINvGtApYEgBZcovWOovcx8g9oFhHwj2Bc8Q0A2F2xiYDfkWMMVxpzi+H1NDXVGOa7fFAZwtIq4ou9GIMhsp9ukQ6/Wpln2GYefYJBG5GHgP8JeAnzZq+lwz3j9GNPpaHDdT+DS3U3g1r3NO6mbg76nqXRRAfb+IXAd8Hvg3sfHmCbwF+AiF1/MeVf2CGfNrwEnARwuriFtNxcaPAP+HiOwAa+CNqvrt2MkrQlRBjwBo15t9CmimwDJJpSer5kQrpQcQ+4CwvxrfLdtjGNhGwXwCAOYTAHlK26QrEhX0var6vEj/GFs2ZWwzQfUzwHNE5FnATSJyy9C5egHafAV4c0vf5c79Oyi+WvQZfzMFwP32H2jJ/y3gt5JO3EROFgd0p8URAXQHpKZRzx0KPQGU6dDdO+ujLwB7g3wAZIbCbSjQxsJ0EqCPtFzGhKKsp7kUcputmpITs16/KSIHjXo+CNzjH1hVvyQiDwPPNcdwK9BC59GI4SUNJ2DkCMd1qxWm4xT0OHh2j99N+2Na6PZbXOyhxntCqC/0BsN1INjGeMhTwHSKOabywQHyaepfPkuLfepEb+vVjLkKuB7HxjW5XzeuwF8Cngl8TVXvFZGHROQFwGeA1wL/uuvkZwVoNR507E0Ue5PGxw33r6eAZtIcSYuL01Z0TD0f9AfJbnjYuw3lsTCdwjOewjJpCwXWEwC6zT4VkTea/hsYZr1eD3xQRF4P/Dnw46b9h4BrReQ4kANvUtV7Td/VVGV2t9CxQAgzA3RuPOjYm3MoSMcAtHtxcXxlxxRzQDoYNuFfb8rr7jt3NWb3rBIYV7Y3Fsh7YXdMpKCD9qkBs70/xHq9D3hxoP3fAv+2Za7PUdgdyTErQCvCUVPF0QbUoSCN/eKNhWfn+Am855Q59hbOm7JJNut3F2MGLiruEcxh70vtFDi+/Dm+eQHaLbMbAtRREB5onXSNTelP20AzjX+dbmlMv7jYC/i9/ehdUth7APMxx51qvB+KTmJxnOgxK0ArcFSLpxxVw4N96Jg9shlATwHNpPK9Ce2PEwXi0B98u+lfj4HiaMtj09vsFdYLn+cF6JystlGl7Q2+GUAPtUfGLQ4mKeNdAvhU59N3vj55w/M3W1FSHWcvYL77/nOxk3CJWQFaFY7m9afcDukhNsdAQMfGjYTnbgB8Skimz7UZT3pTi5Zjxugu2x57Wf9chUy60/FEjVkBOkc45gG6tSZ6AFB3G95dx0waP7K/yJnGm55aDfcBTR8I7lfbYyjIhx5virFtUSwSLoCeFaBVhaPr5lNu+4XbLXgP9a67x44vvZsG4N05qXBJheNeQ7zv3EPyYfilTMdAdcwHQfIxmPZaISdqzAvQNC0OGGYxDPGvN+FRbwru0P2LOJUqToVFChg2ZVH0AWFf+A0B3u4r7MFDRxxzAfTMAC0cy1fBvr7AHQLU4fBu74v90m3a/ugE+JRwTsiZEvR95+w7bzF3r/RBgB3sX+8xHBcFXcSsAJ2rsJNnvRcA+8O7P1A3oZLHArQT0NHe6ayNSS2S1L8ys4+sj77idSiUh48bNCw+JzLpdT1O1JgVoNVZJOwL175gnRTeQwHd2jP8XFLGps/ROUUSNNLhPJ1a73vs/rk9TmLA/GPGFOMGDesVe63i90PMC9AKx9eVxdEHrr3BPQCqsff8YJtj8LjIyXSMTekvjjFOoacep19eUtq+AfMwKPceYgbuHjAV4ZiG7cg5xbwAHfCgQ2/w3uq65XhTQn0oTGPjhoIduuE5FuApEJkSzpsBc3Jqb/j1BfMgJu+hgi02qiwWx7wA7Snosj2QOxVc2/PbzrHfPLFjQ/wXcyi8i/5o974BdBIkN7C4mAzE3mDulT6IzINsjw1YHssi4dwAjbBWSVbNU8B1kFpuax8A79gv9KYAPQV8u8CVBOeEw6TDOSmtF6h6gbA3mDcM/gHH6DW1yq7+ea39GrMCNAo7RkGHIDsWsFOBte2XZShQh83X2mUSRsC9Y+qUX/zu8+ucIh2QyXCeGPY95qzy+6VvGvxjYuMXZDoBYlaAVoSddfWpnArZPoDtC8OpIB39pR8K9siU8TljA7smTgDnJAo8YY6EeYqcxLn65G5UXffMh133o4tFwlnhKRizegVUYSfPvLY0yG4W0qHG/lBt/b0bCtOhNsYI9V3MPW58GsBTciaE8yZVc/K8G84HZKJzXxYJi5gVoAHW6+Z/+nhIhxp7AD2YGZujLb9toghQByvvYeO6jxkfOgk0J1w4TIoNQLwXCDdue/TMT4yxfxXm8RCzArSqkOfhRcJUyPZSrz3UddubvDdYp7RAhoJ0rwE99Ng9cpIBOTWcN6jEZZ+AuZh62UkIMwM0QO4oaB9+m4BsELBTwbU3vHvOM2Survm6YqT67QTnFICe2EdOBuMmIN7n+APnHxp7/XcR90PMCtCqkDc86FBiaGwiaEeo89Y5exyr9xxdc8VioBKOQnQMHCewLpJgNZkKT5gn9Xhlbvr/Yy8w7xKU3cMtCnpmgAbQPADbqUGbCP1egB2iflPnjrUTAepgCyTWNwKgo9V3x/iUY0DS/8lequZe75g9UteKcHzZ6j0zQKugxuJowHZq0I6FdCh6wrU3WCdU3oNBGv2giIzrmhfGq+eplHPCNMnH65G3UcU8scJWjf9h57nEzAANupba42ZOirpOGBc5h6Q2WgDbywJpy50QqkOAOlBBjwd0vLvzf3A3rY09hfOGbJJeIctGFeYGaIB1AvSGwjbwZk2G7ATec/CXpbfq7pc/GKhD4E0HREcAehJoTgbn/b+4uDkwF6EsChrmBmgF8uG+72DYbgKyfQA7lZLuC/uW9OhcHX2bsE4654XH9+LiPgKzG1MtEorIZcCvACvg11X1eq9fTP/lwCPAz6jqH8bGishZwAeApwNfA35CVe8XkZcA1wMHgGPAP1XVT5gxR4CDwKPm0C9V1Xti5z4vQAPk1d0k4CYBuDnPGNCmj008btv4tuO3pA4B4DCbo70rDug9tEd2y7/eAHRTYzfhrMgkF+wXkRXwTuAlwJ3AZ0XksKp+0Ul7GXCBuV0MHAIu7hh7LfBxVb1eRK41j68B7gWuUNW7ROS5wEeAc51jvUZVP5d6/jMDtCADLI4kYO4GaFMBH0jrM771+JH83vPACbbAGO+eBNAJMaV/vZkyvx65HdMcn+ZaHM8HblfVOwBE5P3AlYAL6CuB96mqAreKyJkicpBCHbeNvRK4xIy/CTgCXKOqn3fm/QJwsoicpKpHh5z8vADtWByNN2eSxZEyZgDcW9qC+BqjwnuMj8+xWWtk0FxD50uZtyOmmHs3LZLk421ivuSQqa4HfS7wdefxnRQquSvn3I6xT1XVuwFU9W4ROSdw7L8NfN6D83tFZA38FnCd+VBojXkBGpC197gLulOp6dDJTKrCE8fC5qyRIfAcpLwjfZEYOueeq++UY0w4T6+81OP2DCV5J+HZIuJaBjeq6o3O49Cvnn/GbTkpY4MhIs8B3g681Gl+jap+Q0ROowD0TwPvi80zL0ArSE43dFPUdEd/cMxA2IbHjbBFWto3q7pb2iMxZK79aI9sGvBJx0icJ3muHvMNjUQFfa+qPi/SfyfwNOfxecBdiTkHImO/KSIHjXo+CJSLfSJyHvDbwGtV9U9tu6p+w/x8SER+k8J+WQBdhlL3oPtCdwhwU0A4FLYbgOwUgO07x5R2xkZU8giATgHO3a0QSfyP3jCcVWWqa3F8FrhARM4HvgG8GvgpL+cw8BbjMV8MPGDA+63I2MPAVRQVG1cBHwIQkTOB3wF+UVV/zx5ARLaAM1X1XhHZBl4OfKzr5GcFaMG82fuCt3d+AnA3qLh7jQ1EH2BufDFxShBvCNCb3X6e8J+2XxX2iFCYZKu3qu6IyFsoqilWwHtU9Qsi8kbTfwNwM0WJ3e0UZXavi401U18PfFBEXg/8OfDjpv0twA8AbxORt5m2lwIPAx8xcF5RwPndXec/K0CD40GPhO7mFhk7xrSNC0Tq2I3UXvc5VmTuqRcSp158LOaMJGzY/ti3i4ujY7q/SaiqN1NA2G27wbmvwJtTx5r2+4AXB9qvA65rOZWL0s+6iHkBWpuLhL3BO7XaDo0JRArcd0Nx74VPPS3Uh8H0hF1gnEpdTz1XwqGmqIM+0WNegAbE7iQcA94JoDsIuBMq7s1Uh4zLjbW3gnUqqMfGdIzbFKD3U/neVFZLn1guNzo3QAcVdPvjJEA60ZU/ZOEvZcy01SHNpvELjxPAtS+II2P20wLjuLEdCbsK8IR5esRUOwlP9JgXoKHc6t0Hvr3BOzJ/uuqQhJyWvGTQjjlGz9y9XGAcDu/hEN3z8r6UOYD0P5HeL5Y/GjszQItS1EF7bbXoo6BjYN2Eep7MBpkWtBtZZNw0jPtaKZEx0eNsaFznWOgE566VAA4IVTieL4CeFaChAvQoj3kqiA/oD4/RaH9w3pRjJx6/z9hN+tepHzzD52+faziE2zs36l93jC/mSJhkU4BmsjroEzrmBWiroBMBOxXEU/r7QvdEWWTsp47TAbsnqhtagbrbCnqs/+x/k+w7PukcRsZE1+I4oWNegKa+SBizJCaBeOBx7U29CegOAO5g2AZzRtgnfXJ7w7gnWCdU0YNtkxEQHb2AuEfWhnv4ZZFwboAOKGhoB3U/Bd1D8Y5W1x35CTlp4B4I201ANnAue+ZHt+XHgDoxvLv6N+5P5xsm9GJxADMDtBBR0NAK4Bh8e4FwJHjH93cDd6OKG9JBu5t2SRtYp4TqYJujvTM6rgOgGy3vmyiWv0k4M0CXCtrct5FsOwyE7xiw9obuxtR0KEcTchLOpzUvUcH3AGxfVTyVlRIdE4HpRjzqsQDusl4miKKKY/y1OE70mBegAcm1HYCD7Y0J+hrHj4N3crUN3cAdCNtRoB0B7vbxbbnhjr5g3b3Svkhn1G4ZaW/sgoJeNqoUMT9ApywSJoI6ua+H6p3e5ugH3UELgQNhmwza5A+GHsDsA9e+YB0C1dZvAUPV9SYV9GJx7FbMC9CtFkc9p6s9PmYYfMeAd1e8aR8gA8GdZsE0k1Ih2686JB2wU4F1iDUyDPgjVHL0XLrgHe9ODWWp4oCZAVpoVnH0hXMygBOB3uxLV7xj/eku6A4B7mCvOgW2m4BsUOlPBNe+yruvZRI7dldfBKRxy6UD0BPaH0sVx8wAjaZZHG2LhkMsjaHKd5Q/PRa8PdR7sB8asJm2rG84aJOtkQngOkwt91Pqg2G6CXh3zdsjVIWdBdAzAzQ4W70TIDxIHbcAuJeiDp8bePDtA96x0B2gcNMqTBJgOzFow8ccCdipwNq3fcgxuuaLHms3FfRiccwL0FpUcfS3Ndz2AQo4Uf0mw7eP4u0J3tG2yQDgJsF2atCmQrYP/PrCdVfgPWDMCItDJlpAVBZAw9wATQHBEDz7quAhCngQgCeC7+Tg7QvdIcAdCttE0CZDtgdgJ4FrDHITwjsK0w0BvE8sgJ4ZoEUhcy/Y3wfEI1XwWAAPhe8o8I6EborCTangaLQNhe0YcKeeG/RTrT3B2grVIdAcamXsAqCXOugiZgVocN7gCWq4rxJOgfBoAKcqb7+vj+LtDfW+IB8A3F0H90jI9gHsVKp4SnjnkZXCyHw6pYJe6qBnBmglvtV7NyE8EsCDlW9M/W8YvJ3Q3Ri4R0A1tEA5Zr629r5w7QvWlvwoUFvPaRi8+4Qq7CwX7J8ZoNHmVu8uEG8YwmMBHIVmInzHgHcsdCcB7kDYjgJtKmR7edrpcG0F65RQjdocLfNNuMtwsThmBmhRijrokSDeCISnBHBM+caA2Aeek6vlnvmBtgZwh8J2DGhDkB0L2DYYTgXplvyYun7Tw7/PFeuvBE2IvwYXtQ5MjMWDLmJWgAbqCnpCEE8G4bEKOBGiQ+G7cfD2he4QP3kobFNBmwrZKSDdF66BD5A3PXprK2xjsWl86gLomQHaKujycQByU4J4DIRTAOw/bgPpUNUcHdcDlFNDN0XhNsZ0A3IwbMdAuiU3fC718Zcev4N/ePT3OYV1M7dn7EcULouEcwM0HhzygFIOAXNTIO6rglNhmgLt6Jge6joG302r7Q6FmwTcFGWbCtueoJ0CsI9XhKkuHjTMDdAKsm5CM6SKx4K4txruq4RH5ScCeCr4jgHvFNAdAtwU2Drn+UsPf4SL9C+a83bEgqC2ENYTVXGIyGXArwAr4NdV9XqvX0z/5cAjwM+o6h/GxorIWcAHgKcDXwN+QlXvF5GXANcDB4BjwD9V1U+YMRcBvwGcAtwM/CPtqEucF6DxIWPaUmE8FsR7BeGxAB4K3x6Ktwm/kdAdCVz3GG967FauWP9JJ0wX2E4bU3jQIrIC3gm8BLgT+KyIHFbVLzppLwMuMLeLgUPAxR1jrwU+rqrXi8i15vE1wL3AFap6l4g8F/gIcK45ziHgDcCtFIC+DLgldv6zAnRxudF2GIeh6owPgGk0iHcRwqMBHM2bCL4jwZsC3VTgurHAtz2iEnDEnBNZHM8HblfVOwBE5P3AlYAL6CuB9xk1e6uInCkiBynUcdvYK4FLzPibgCPANar6eWfeLwAni8hJwFnA6ar6aTPX+4BXsgDaCVVwLI6GMg7BOKSKQ3CbEsSbhvBYAMdsh6HwHQPeAdBdgBuOIbA9vH0hh0774fLxbd9+921TnEj8y39ynAt83Xl8J4VK7so5t2PsU1X1bgBVvVtEzgkc+28Dn1fVoyJyrhnvHyMa8wI0HRbHGBiPhnYHTDcB4SEKOAbV1LwYfL3zeNOjn04G79yhOwXPDh94Foee+EPFg6zlFZW29ml3/iVWcZwtIp9zHt+oqje6ZxUY479UbTkpY4MhIs8B3g68tMd5NGJegNaOKo6pYRzMmxDEYyCcAmBoV8CJAI7B153vlx7+CBfxTUIxF/COAewxMt5x6gs5ctIP1DtCkA0Btg2uLZCW4BzT/U9p+iLhvar6vEj/ncDTnMfnAXcl5hyIjP2miBw06vkgcI9NEpHzgN8GXquqf+oc47yO82jEvAAN4F4P2gddTxgnq+IOlbsxEPdVwamg7gnguS2yDQXtbdlB3nrG5WFYjgFtYGwvwGaBOVtV9ISQnsbi+CxwgYicD3wDeDXwU17OYeAtxmO+GHjAgPdbkbGHgasoKjauAj4EICJnAr8D/KKq/l71XPRuEXlIRF4AfAZ4LfCvu05+XoBWey2OHqCNQTsVxiFV3GVNdIG4rxoOgbitP9WC6AHgxwt8oRvAJWht+NAcCtsxoE2FbCukN6uYQzFFFYeq7ojIWyiqKVbAe1T1CyLyRtN/A0VFxeXA7RRldq+LjTVTXw98UEReD/w58OOm/S3ADwBvE5G3mbaXquo9wNVUZXa30LFACHMDNMBa+6njGDzHwLiP0k5VxH3tiBQlrMqlx+/g54/9HgciaDqRAdxHqB0j4x1P+GGOnPyMeocPMB9eCcp2MGyTx6V+MKSrY23zqUeG6jSALubSmykg7Lbd4NxX4M2pY037fcCLA+3XAde1zPU54Ll9zn1WgBYFyXMPXravhzqO2RRjYBxQp6NBnAhht/2XHv1oww8+0QCcCt0SuNa7dUG6Cej6j1OU7VDYJsI3CNk+FsaGlPSyk3BmgAbKMrtWIIesBe9n0DPuC/aYKh5iTfQBcZ7zpqOf4Yr8q63g3a+/GingbUAX4nZBF3jHQncIcFNAOBS2m7A2NgDpiTzoEzrmBWjVQkGb+0A/IEe96gRlnArjLtWch9R1fxDvVwhDO4gPb1/IoSf8dQ+wA+G7afB2KvABwB0I7jGg1eB8zaapqzjy5YL9MwM0FPBqU7ZtQE7xoSPqOGpTjIGx0/amRz99woC4Sxgp8OHtCzn0xL9RNKTaDhFQR+E7Brw9oTtI4U6kuEeBdgy4B8YioOcGaAXWeTeQ3ftdQI75xjHPeASMyXMu3fkz/uHxT3OKU2ayX0Ac+8U6RsY7Tvlhjpw8wH5IVb8x5RsFdQ9QdoG3L3SnAO5A2E4N7kliwkXCEznmBWi0BF6rSk4FcsyuSFHHPWDcZlPs5du3DcIlgA/85XYbYoAF0QrgmPpNhW8f1Ts1ePtCN8UWmQzcgXGBbwBBwE8Ri4SeG6BB1h4Ex1gWbUCOLOJpRHlbZfzzx3+PA/55Jzy3TYX/e1KDMPQH8RgIjwXwUPiOAO9Y6CYp3CRw+3MkwrahDBLmniAWBT03QCuYAsvicaJKnhTICep4L96WbWKl9IPbFub2CsJjATzU6uijeDeslgcBN/TmSlHOiTbIVGpagTxfAD0vQKOFBw3TQTkVyI5iftNjn+EKraC8m2/D1uqIrWdy6FSzKDcSxLsJ4dEAHqp8N6qYvfzM7++A7hDgpsA2MM9G7Y1FQc8M0A0FnW8OyE6bD2TYPJRDID5GxjtO/qF6fbD95e+yJsaCeNMQHgvgGESHwrcHeEdDN0Hhdh0jyd4IHXuDuwnnHvMCNMB6vXGVvBdAhjqUb5Pv4Z+f9rI6RGMwDqnikDUxJYg3AeFNAjgVvn0Ub1/wjoXuAOCmWh6TC94F0HMDtKJ5HbaDoOwB+ZLjd/CPdm7dtZK3JHWcSXUOPnDHwDgEqU2BeAyEU33jhDGDlW8MvhsGb2/oJtkiHY9D5zU4ZFkkZG6AVgrgJkC5SyVfcvwOfmHn98sXcDeBnKSOYzZFXxh3KdcA2DpBPFQNJwE1AcCNMU57G4AjUIsCLwbfHuCdHLoJEE5S4Jva8Lco6JkBGoXc/In7mFJugbKqcunOn/HPdn6fjM1AOVjSdvIP8ckDf7kGZGkDcopn3FcZp6rikYq4v7IN5I9VwS0qN1X9xgE7DL6jwdtXfTfsIBqRVB0yJhR0qeKYG6CpK+gE+0JVefPRP9ho1UXIO7ZhoZoM5Jg6jnnGMWWcCuOgoh+niEfZEVNBuA3AMfBtAr4bBm9v2yQI7mbb8FgAPS9AKwWcOywM23fDY4c5n4eAad8qbZYFFFAVaLcshgA5BaAxm2IEjPup3FRoO/27COHRAB4I3zHgHQvdlGqRjVnFi8UxM0CjqK2DblHL/+Kxj9WuhTzFey8I5FN/rAToUChPAuSYZzwUxiHADrAmeoF4NyE8FsCJyhs8+PZQvGPB238808cC6JkButieFFTLlx6/g2vWn0aYHsr7GsgxdRyBdhSyqaq4w5oYC+JNQ3gsgIcq3xgcJwVvF5SDORORetmoAswN0FDUQVP5zv/isY9ykfmDvGPfDi6UD6+ewbtO+Z9rUAY2B+UpgZwC2lEKmvrx3LEBGE4J4k1AeIgCjnvZbWPqeX0sk35Q98e2f1gEx08Uy0aVuQFadWNgVuDDFsoAWTYOyiOBDAEoJ86Roo7TFbTNGQHjkDWxKRD3hHASgBt9Ce1t5+efY5++HufYNTalf3QsVRzzArQy3cKf/XDfAf7VST/MJ7e/P6yWE6C8MZW8CSBH1HHUpugJ405VHAJbB4iHquG+KjhZrY4E8FD4jgVvn8qSMSGLgp4XoJ+h3+Z8hr+HalA+UNQmA+1qeReU8mgoTwHkBM+4L4xTVfFoRey2jQHxCAiPBnAPgA5V27uunu3X0pnHrAAN/d9H6vz88OoZvOvkFxS/dKlqOcVT7gHlfQnkAJAqQDbnjdoUPWEcBE4HyDpBvFcQHgngwT7zVBAnoNwHh2zO3D6BYnaA7hMK3MPJvPbUn2goXREJe8t9LYw+SnnTUN4AkKPqOASQKWDstmWRvNo5BeYm8LxScpPbwxAeDeCBeWP86qXMbjOxANoL+544hvCOA3+jZmNAAMwhGyOklmMWRop9MQbKA4FcG+OBqhPIEXBGPeOBMA6p4k4AtoIrcg5J4wPnmZzfr71PXtI5+uN6QZxpI+9OebzHAmgTFsx/xulcfeoruxVzF5hj3nIIrjFPuQ+Up1bJGwByFIYBOKQo41RV3MezHgTiTUB4SgD3AWxiX/Dx2FjqoIEF0FWJXHZBVSLne8xjwRwCbF8LY4NKeSyUk4EcA2IMtDGboieMu/Pa20LHjeemzzuZVTJg3q6+wRAfGUsVx8wBXXrMp7yqvljnV2W0ecx9wByAb1+1HAPvKChPDOTQXJ1Adn/R29RxCAYbgvEwnzrQ5rVPbZUMWkAcCOrdKq+rDjjNNCJyGfArwAr4dVW93usX03858AjwM6r6h7GxInIW8AHg6cDXgJ9Q1ftF5MnAfwD+GvAbqvoW5zhHgIPAo6bppap6T+zcZwfoWlWGVc17Cea+arlXH9WcbBbKmwRyFKoRVR4f5xw/URUPUcSTLBymgDbhXJLPJ3V8V98+CBFZAe8EXgLcCXxWRA6r6hedtJcBF5jbxcAh4OKOsdcCH1fV60XkWvP4GuAx4G3Ac83Nj9eo6udSz39WgP4TOYsfO8m50L1VzSl2RltVxqbB3FMtp9gXU0C5E8ixeVKBHPrljxwvDdARGA9oG6KIU9TwJnzq3mO7+lrypoqJLI7nA7er6h0AIvJ+4ErABfSVwPu02GZ8q4icKSIHKdRx29grgUvM+JuAI8A1qvow8N9ExPnDn8NjVoAGC2EHqj6c+6rmGqzDAO4D5mRvOaKWo55yDyhPpZKnUMhD1HHUphgB47Ge9aT2yKbG+pFyjNDjoaGkbvU+W0RcRXqjqt7oPD4X+Lrz+E4KlUxHzrkdY5+qqncDqOrdInJOyskC7xWRNfBbwHWq8SuOzArQAt1ec6pq7gtmv78vmPuq5YiFkaSUdwvKfYEcgVt/r7p97ik86yGWSUr/RiA8AMDRvCkiTUHfq6rPi/SHzsyfuS0nZWyfeI2qfkNETqMA9E8D74sNmBWg64DMwpZGqmpusyYsYFraNwbmEOAianmUfRGD8kRAjo/pOEbKcYPPJzI+ctzO+QPnkdIfO9ekY/kxEeTjedOVXkw01Z3A05zH5wF3JeYciIz9pogcNOr5IBBd7ANQ1W+Ynw+JyG9S2C8LoBuRCOeo19zXzgi0NwDcA8yp3vJQCyMFyptWyZMCeSC8Y8o4WRV3QG9SEE8F4UQAb1RFTwPozwIXiMj5wDeAVwM/5eUcBt5iPOaLgQcMeL8VGXsYuAq43vz8UOwkRGQLOFNV7xWRbeDlwMe6Tn5+gHbh7PvNfSyNIao5BczQ8Jh7gXkKtdwFxgmV8mAopwI5BJoIvJuvb8L4xPy2tl6WRld/j3lTIDxIRU8VEwBaVXdE5C3ARyhK5d6jql8QkTea/huAmylK7G6nKLN7XWysmfp64IMi8nrgz4Eft8cUka8BpwMHROSVwEuB/wF8xMB5RQHnd3ed/+wAnQznHpZGqmpuB/AugjlRLSd5yn2gvFtA7jVWGmPi8A7nJueH5m9r88+rZcwUarj3uFge04RoQ6wPDlW9mQLCbtsNzn0F3pw61rTfB7y4ZczTW07lorQzrmJegHYABQyHc8zSiHnNKXaGC7UWj7kPmIM2RkjNBgAZszD6KOXdUsl9j5M0NuE4bW1J+W6MgHt7f4Ia7gv5lnOe3OJYLtg/M0Dbd5DvOcNwOPuWRsxrHqOaa2q0GjsYzCF42fuJajnJvhgD5ZFADh1nUiUem7etLdbXE/z1/g4QbwDCMW96ili2es8O0DTh7C8IwmRwbkA4UTWPAbM7jz+uD5iDczaA1bRH4sq5HcobU8lTArkvvNtyA+eXfBwg1Zro7A+cY+s5OceN5zBdLICeIaDdaKvWGArnmEKOqmnKYyXbGSHAjgFzAHBhVevMGcsr+9qh7J/brkO5Z140140BYG+dMwbjRLiDw7ouEPeFcFvO2JjQgz6RY36A9n1nGy6cG7kD4Owp5KilEfOae9oZrep2IJiDNkYQxM6xIvN1jUuB5saBnJLr5SUdr7PPg3EnvAPnEDq3VtBqR3/X8cMwnywWQM8M0P6byPedyzwPuqYtamvYnBQ497E0ElVzbzCb/o2AOSkvdI6RHG/uTankVCAnQTcK/G5lnAzjASDt51O3gDg4bsKNKssF+2cGaKBUz5n3m+dbG7V8p1rDaQt6ziPh7Fsayaq5xc5oq8oYDOYgfJ3nEM2jlteVXzx2X5+2nMi8KccOPXajJ9Rj1sFg24NIXwimwXNIHOvmhoCMB+KWnCXGx/wA7USpnjPP7vCtjWpAs90HcahtKji7v1Se19zbzmiD40AwJ3vLMTCGoByb38uJHjcytlMlTwnkGDh9GMeO7RxjFIxDcO0CcRuEpzaNF4tjhoAOqWegoYqddvXtDghD3ANxqC0KZ99vbgNqyNJoA2eqau5Y/NsEmPtaGBtVygOhnArkqJXht0fm7w3jRFXcSxH3gfbQWBYJgTkC2kTQe646m6B12z2INyozWtsYDOdeloYd26Ga23zrFDD7x26730eFh47p56co8D5Q3hSQo3MQbg/NnwT4Wp8Gc+r5iYDt9J6XRcJNx2wBXUab92xCO+wODbTXvOiyDW9B0Wkvz2UgnEMQNnBOVs2d0G0CPnY/ab7ydXD6A+canc/L2Uso9wVyDKx9bJQwPG3uCBjHwN/S36Z5BsUC6LkBuuPd0wbjcrg0qzugZmOEveiqqQRdzHN28vrCuWFptIKyv2pOyZ8UzC2w6lLLUftiE1AOQZRIvjPvKCAHYKmxnDJ3BIydsRJom0pJCyxVHMwO0IT951C0ec9uv6+Uy2PQBL2/CcWZp21BcGo4t/nWfVRzbzC755OYm6qoo2o5Ar5eUE4FOi3tmwCyD+OWeaq+GNi7+ySWD8gmrI7FgwbmCGhor95oH9AOaqe/YXdA09ow+TXfuWyvQxHoB2e/LQilMJyjqrkD5KkKvBeY+4KbQFsMrjEoR45Xm4+W9p5QnhTIKeo30pcM41qblz9VLICeJ6Br0QVfN7osEAirZ1qsDZNfAVWcfOrVGjjgCsHZO06X3xwFagTIve2MBIiPAjctY0LHabS12xeDoDwxkIvcDstiiDqO2RQDYCx+/lSxAHoBdBkxOyMQoSqNZg7tlkqbPSKBcX4pHRX8QrZGbzj7wI9BNQG4vmruY1WMBnNSm8bhuYdQ3iSQY+o4ZFMkw3gTC4T1w842FkD7MeRd1mJv2HDVc1tfqz3iK24HxN1t1TEHw9kHVxs0vXm68pLB7PdD63zxtn4WRpJ9sddQngLIPozd8Xi5LXPLhgC9KOgF0OEY+k5rsTfcKKGZqp6dPh/kjVI6AiAOtU0E50GqeSi4ac+PtyUu+Nk2Am0tQIzPGYDnfgRyTB0HrJAQjKu2CYmqLFUcLIBuDU2t9mgbb0CboqyT1bMNobYoWLaJ39a0RvrA2QdYim/dCvfguPr8fn7zm0M8v57TAWa/jba8iIWRAuXyvDYM5QmB7MM41BbrmywWBT03QCvkimbmzZnnVSVHTk3VSj4e0tVk0KnKLVwS1bONBmAJwz2srEfA2QN8VBnH+oJzBl4X51xC46u2MJhTbYwQbON+dYJ9MQbKA4Ecyk0Fckwdh+Fdn3+qWDzo2QF6byNqbwTyktWz2+d/GHjwq9ra4ezmDYFzDKhJfTT7ascPjk9XzJ1g9j8oQh8eQYjanEAfgXG1nwGQj1TJqUAOtbUBuTbG/Mw2YXHAoqBZAL1nEdy0EorQL7k3RwjkcS/aG9AAb+C4A+Hc+gEQ6vOP5T3/mJ2RlE9LjpkjGcwNkHZYGBtUymNV8hRAtj+n+sIJFP9ZC6BnCGjNgdVen0UZqaAO1TzXogRgYDIfjl5bCOJB8E4N5xAQiYPcV829wdyYU1vHucfxx/dWyy3AxZm/F5T3EZDdMZlMQ1X3ZZ9zzA/QEPahJ68R6hfVomJCssTBHrQMyj4J9wUgHvOtk+Dsg69tDN259XNM8JnteNpyEhRzF5g9mJfz+mO84wXV8j6A8hggVznTUXUB9FwBHQrVxkJhKwE3HW3+cyBiMC7mCqjnrr5Qe+BDoVM5kw7nqBIOQLMT5M7cbdBNArMH1V5g7qmWY/bFlFDuArJ734dyG5D9uSaJBdAzA7RSgJgc8qxQ0RHlLEZpl5EDq12EdhtYW/PjYE/xrP3jBX3rFoD70BsK5/bHTUtjiGru5TH3AXMAun3VctRT7gHlqVRyHyBPCmdYAM3cAB0K1Xq5XRcRtXqDai6QqfNbtaFTTF1QtBECaI+cVlUeaE9ZUGydcwicQx8A9rF3ntVx233m3QDzlGo5RSnvFpQ3aW8sV7MrIvFybo+jyLWArObF/db+4iahHD9UEWuR2LEbiNYFwtiYkAJuyWm3QQIfEH0h3Dae6tij4Sz1sS6cVbznWevXWnvRpxWcfQjbdlvu2NImmVaK2fQXbdW8Ytow1oNQAE+yvDZHlimZc19EybLc/HRzTJuZa2Xur8rc4ucqUzKBVVb0BW+itdtWlrMVyLPtW1LcJgtNuCWEiFwmIl8RkdtF5NpAv4jIr5r+PxKRH+waKyJnichHReSr5ueTTPuTReSTIvJdEfk17zgXicj/Z+b6VYl9fTcxM0A3wawWqHneDlYH2EGoB0IUyA24jbUyiSLo/C+Nj+3ytqPKuwu2HpiDapuOvAA8w2B1HrtzBsAbmrumrANwboCZUP4wMIv9Iz4WzBTqswbmGoi1VMYhKLvtQ6AsJjczIHbn2LLtXp5t35KcDGUlVf9UIXn3rXMOkRXwTuBlwLOBnxSRZ3tpLwMuMLc3AIcSxl4LfFxVLwA+bh4DPAa8DfiFwOkcMvPbY13Wdf7zArQLSEdFqwtmC2EXyo15tKmak8+hGGPBXf0c+qQGRBtonehS3l2eddDyaMkbsshYPnbG1eHsPc+xqjlz2rNxYLb9Lph9tWx95AaAQwragWoMyhagm4Cy2z9VlC9j5JYQzwduV9U7VPUY8H7gSi/nSuB9WsStwJkicrBj7JXATeb+TcArAVT1YVX9bxSgrp5LMd/pqvppLYDzPjsmFvPzoHOFrFgkxN2RF/GiG4uFIbJp8SYf5UvnimSCoghSfp6ULTntuwgHRqdXDUFwhuZog3Cr5eG112GtjXOLwhkPzqF82++OK/uqcTUwe8doetXWh63ndy38uf5yaNEvdcEv5CuneMr2lLr85EyUjPa+2s8pV/XSLYyzReRzzuMbVfVG5/G5wNedx3cCF3tzhHLO7Rj7VFW9G0BV7xaRczrO81wz3j9GNGYHaFUtvhplZsOKOhUdbmKu7SV3Tp8AWh9pD1RANlckMzkTgnXySFDVSXkdfTElXeVFPOexcK7B1YA5dN4tIPZhXYOvC8byfjV2CjD7YHXL5lwwxxb6UqAMBXBToZwZv2EPyuzuVdXnRfpD70Z/5raclLGpMWiu2QGaPEezrIC0WNAaRb2S5gWUTFldVEXnFKrZtGou4c2KFtootOXsg0gCNURhHa3PjipubVfcNs+Zwx03OZyHqOYEMNv+oWAOVWGE1HKs+iIGZX98KpQntTcg1cLoijuBpzmPzwPuSsw5EBn7TRE5aNTzQeCehPM4r+M8GjEzD1orKwOqBUPjRwcXDP2KDtvu+NSlFx04liitC4t76kMnRJ/yvuSyvkB7sC/ULt6CID3h7Nw6KzR8OJc3u2BX9dV8ZqevHOKYpm0es78YWLZJ5VWvSh/a9lXecsgzFtp95S5PeavFd96SNZnkbGXrsn9TVRySa+ctIT4LXCAi54vIAeDVwGEv5zDwWlPN8QLgAWNfxMYeBq4y968CPhQ7CTPfQyLyAlO98dquMTAzBa1QKuSa1VGqZ28LuEh9d6GVNiWkqf/ZK79G2lHIomqsEKOi22AW8qETIbmxiCjl3rlRZd30nWtjgsepWjvhXI7zFDHOPA6Ia49NTqfXnGBnBHf1+SraHDJFMafaGH0tjC6lXM+p544OZbiZ4E6juiMibwE+QvEb+R5V/YKIvNH03wDcDFwO3A48ArwuNtZMfT3wQRF5PfDnwI/bY4rI14DTgQMi8krgpar6ReBq4DeAU4BbzC0aswL0+fodbnn03/EtOZX3bv9PfPLkCypIq9DYYeiD2EBdA8AuoewuEJbALrzo2i5ELWwOySoUt9YqK2xyobBPJIMaB8KDYN1yrDZl7eU2bI0ybwCcfUvDAaxvaZRTWtWMD18PxCFY0+4x9wFz6oJfzMKI2Rw+lFcTfwWcajpVvZkCwm7bDc59Bd6cOta03we8uGXM01vaPwc8N/W8YWaA3iYnA56qD3PNsf/Gs9bf4l2n/nVTT7mG1YrSjxZtVnVY4FpI+tfv6AB2p4pWq76Nio6A0M5VzGbG7Sa028DaEt0WSIt6tsci0GcAGYa11tpqnrM710g4+zsAU1XzXoK5r1pugrvKXbX0TRL7zPLbi5gVoN0Q4BXrr8DDVJAWLRcNVaWyOrIsXNXhKWxRraAMHrCdig5XYTsqugGgclHRHjGisr18C+6NK+2eoE6yS2I5IQCb9hCs8eeJqPIUOLeVz4XgHFPNKXZGW1XGpsHcRy2H+qaKiQX5CRmzBTQEIK1OffR6ja5WFaQ9PzpY1eEp53ZgF/+UFR3UFXZURWul4DuBTfEmL45QV9yTg3vIfG2w9XPa5m8DuVW6TrsG2uoLgAPg7ICyy9KIec19VbML9DaPuQ+YU73lNrUc6pskFkDPG9BQQfpLR8/hkyf9ALKigrS7aLg2FkibHx2qjW4A26uLRkvwt3rRnopuquxKLfexOSpwV78HfcaHJx0+tF8NduA3N6Ksa75z2R4Ctr2FbQ2bkwLnPpZGqmruC2Y/ty+YU9RyvW/a63Asf9V7ATRQ/KJcc/S/8qydewolbSHNGlhVkHYtDQrro9WPdpRzHdh1q6MApWN1iES96FJlty0WjrU5asC3nvkE8E6NFAvEzWvpa7UyIADxJqyjnvNIOMcsjZhqbrMz2qoyNg3mkD2yatSbDouuL1ZziQXQJqySfsGD/4PXnv6TYUhbFQ0FjO0vV+4sQLX50TVgi3U5aFgdWoGxBGxERfuLhSGwBW2OIbB14G0P5avwSa0TceaN5MRgHbQ2nHEhWIvX3lgQtEMngLNvacS85r52Rt1DDnvMfcDctDgq2FswT7tIuBB6XhtVOkKAc3iMDz74b9F1TrmRJV9XF1Varyk3r6zz8r449+0mFvdiSo3LkXpXugOaF1ECk2fnMOdpc3LquVDP1SZ/yrB9sZz9Eh0QrvJaYBzKCcwfskfEzxdvQZDNwdmeloWqu3mlvNHSbvrsxpJMqk0nmVQbT6r86vKixbi8bN/O1mW7hb3dqLIiZ1vWtfmnCvv5F7s93mNWgDY8ioYAp7MzHtLmfhukRalB2oK1hLQ54Sqv/iRKuDtPrhW4tb6WV0D9vLTXdNcjBNhgXov37PSH5gr6zk57rVnqFRlFXjqcM6nD2QWtC+aQpWFhGQSzVCBt79MggIeA2d5s2yShibfHecwK0LdnT07Ks5A+/OB70yDdcRNVWIdUNQ6ktQZpF8IVnCtlbN+c4uWWEVPRqSB2591n0I7+kQE/Evzs0JMLWRtVu9ba/WoNmxeDs81J8Zt9wLpjG/BtgzMunPNSNXe3p4E5k2K7+FQxxfWgT/SYFaARePvJP5K0jCEUV0r5zw++l0se/WoB5DZId6joEsxBYGMsEWqQ9q/TkWJ1FG3UFbmNmIp2+tKgnZi7S9FZqmfDKuMWYLepZzvWtzagsjbClkfV5tsadmwqnO3jLkvDArZLNbt2Rnt7NdeKnBV5FMzbsp60zG4B9NwAjXDklAv45ZN/hDVpdocA1zz2u1z34M3dkLa2Rhuk19oCbFepWmhTg3SltjHjaCjnul1i22i0AR6wA08+BvRI7p5+7UxV1JAA67B6tmN9KNsxDVhTr7qApucM/eBcPnb7R6rmus1R+dbbsi7BXF5wyQPzyrnY0mQKunyfd9we5zEvQAsgGUdOuYDLT38dD7KVxBMBLtK/4KYHfrMO6fW61ZNOgrR3v7Zo6PrRLkhzC3RqkA5ZHTXF3QB2lQfO/G3QbgN96PXy59htpW395+T8ZuVGo58mkCGsljG5LnBtW2xBcAicfUuj1o/7OK6aQ9ZISDHbNhfM27Ku3Z8q7Ps8dnu8x7wAjcAqg9UKWWX8nTNey59xejKkz+Ex/uMD7y2AXCrnOKRLUPeEdHlp09wqaK1BuuFHKzVI15WzgUEAsq0Km3q7r6IbME95Ef38Tf+C9VHUzpgQiKv+sHqGDlhL5Tu77RbONvrCuWhLszSAVjXtztNmZ5T3bQUIgfsTb1bpvD3OY16AFoo65mxV/FyteNMZr+Lw1jOTIX0Kys0PvIdLHru9Dul17oE74EuPgbRX8eGr45ofDQ1whuGsrXlDVHR0bNtrqoDK/rBI3LD2RuSJtAHZDG9YG8UYDbZngfYuW6Noy2ttLpxtf8jSiHnNKarZ9ZxXkrOd7RTzTvQfWC4HdNwe7zEvQCPI1hayygykCzV96LQfKhcPu/7PheJFu+bRT/Gu+/9vA+Wi0kNLEDuQzj3Lo+ZVJ0DaKmAf0mtth/S6Dl8/D8JWR1BNazjXze/0sf37Xa+xOy8dx0iNEYP9TSnBnBispbI23PCtDbfdVci1tpoSTodzNYevppuWhs3tUs0lsA2YV2a+SUJ1qgv2n9AxL0ALkBmLY8uq6OLxkVMu4PIzfpZjpIk4Ac7nQW66/9+D5jVIa27UdG7L89p96U5IuwuDvs/sVnb4fY37lJAOq+lmG34u6e2tL2LoOH1CpXEcq8J3I9rsjVoOYfUMTQujq92t1ihzHbC644fCGWi1NEKLgK6dYeHs3p8sNOH2OI+ZAdp40BbSWYZsbdUsjyvP+Fnu4eRkSJ/DY3zg/psqJW0rPHKjnl1I58aTzuuWh6y1KrvrgHTRT7Uw2FLZUfOjy/tVngvYZKvDg34ZLdBtQDz0ojqAHQxt7zyKOaV+nhMDPKaY63lN77nsgwZ8oWlt+O2uSg2r7XQ4+36zb2nY/Dav2cJ5cgXNYnHA3AANBZy3jHLe2ioXDIv7BbivetJrevnSp7PDLQ+8h6sf+q9GOZsKD1dJW/Wc58VXMxfSeU6tNroN0rnb34S0lPXUxg5pWTS0eXUIV21JVgctefjzeq9XpK8M/9wS/h/2MpJUtYS9Z7+/1e5IaPdBHGrz4ezO5T7uY2nUFfSEZXa5dt8e5zEvQIugWyvUgLhU01tbiFHVFtqHTvshDm9fmAxpAV5x/Mv8zv3/hkse+Yrxmr3FQ+s/u0raUdgNSDv3/YXD3pDOPUjXgE0N0g0Lw/8JYdUcyiMwjnpfkk2RmreH4e4ajEWb91z202KDBKyNqt1T1q1tAWukBc5ADc5Ff9PSqNT0tNfiWCyOuQEaSpWsJZwrH7q2gLi1xaHTfpi3P+GF7JD2XhCKvyx5zSOf4rrv/D/xxUPXk84dcOd5AeYAsIv8OqTtwmFvSLcC2y/Rw4Njlef+krRZIqMVdtsL3zifhP+gXQqrlLtUtZvbCuuAhRFrd+ucm20VrF1bw50zFc7FHFZBO7bIVAqaxeKAuQFaBLXKeWtVqWkLan8BcWuLI094Ji9/0uu5LTuY/IEtwEX53dz07X9X+tKNxUNHSftleJLnxYKgC+k8L96UHqTd6o5RkM4JtwdAWLM6fNXswLkGeHwv23nBauMDGlSpVXO0hus7q/Gh9zhC1RvtuU3g1vubUC3HedaGzV95c/rVGUDDc4Z+cHbnnfZaHEsVx6wArQJsZeiWXSg0atrCeWtlFHVTTb/1zJcnWx6AWUB8lJu//e7C8mjzpf3FQ2ODSJ4XNoZV1SWwC0jX3qQepG0JXgqk/Q0vXfBuWiBhSPtWR5v1kaSwgypbmvMF/9Od8RbgexAx/9mPNj/any8E85C1UeSHFW5sQXAv4Zxkbzz++TwvQIOgq0JF61YWVtOrVVhNrzIOnfEjvP0JL0yqly6OZmqmH/kU1337w/186bKtUNB1YGt90dCFtF0ATIR08di93wLIGrybfb0eE+ivtQUqOmIqWutjO/9z3Dx7f5fC+s998mN/TqpNPUPY2qjGNGHtwrnKTYdzRnGbIoqNKtp5e7zHvAAtGAhLoaJdNW1AXLM8XDVtyvGOnHohl5/1c/wZZ/S2PG759ru5+oHf7bQ8Sl+6bfGwhLL3c21VdBPSNTAnQtqt9vChXLNA3A+BANSDj3HmIeInh0BOHcZBoVnOlaaa1ZlPd0FpdynkIWPa1LMdG1rE831nG261RtnWAedi3IQvXJ5we5zH/ABtoKyrrFTRupWhDpSDanprq6am33T23+HtT3hh0lXxzKGLSo9jX+Jd934AdnZaLQ/ZWdctD3/xsFTVgVppB9Jlfwl1KjCvnfsGwHVgd0A69yDtLhqmqmlacoC27d+tOwt9Fe2HM2/q12MLbcVCWya/gFqq7eGGvyklFG3q2Y4Pwdq3Nqr8uop256j71lMvEi4KemaAlgLMFs6uit6qgO2qaS2VtIV0XU3/zbN+rvcC4vk8UC0g7ux0Wx5tvrQD7CLXUdK2DM9C14V0bt78HqSbqroHpHPHj46o7cZPWmwUA8dgjvuC+jsLy3Z3zhZFPNDmUAPq4md1f2iMKU0LLQSG5m8rgUuBcl1FN73sjHxyOLv/f9Hb4zxmBWgFdEuKmwF17qrpzAW2A2p3W7ivpre2eOtZV5TedErYBcRbvv3uwpvO1+jOTlNNr9e9fGl/8bAsw8udxUML4xCkA9aHXSAcBek8EdYhle1A1Pewg4rZH+e/AWjpY7zNoUZt5yW4xVx4UMgjAI/19Yk2e8PPaYN17Ip01tqol+/lJZzdvGmiu4JjqeJ4vIVAvpICyiWopbI9tj3bw19EtNDeWlVq2ijrI6deyC+femlvy+Oi/G5uvvdGLnnkTwrLY2c9yvJoXTx0y/D86o815QWW6l51BdtBkNb2nBBwQ7AOedilim4ZH1LSQRXtfQCEomFzjAgLagtxC/KpI2Zv1PPC6hkIqueqr+4727bpr8Wh3beEEJHLROQrInK7iFwb6BcR+VXT/0ci8oNdY0XkLBH5qIh81fx8ktP3iyb/KyLyY077EdP2383tnK5znx+gtzPyLSlAvXL86FTbwy/JM7sQxUD6b579ht6WRwZc8/Anue6+w9UCovGoa5bHjquuw5aHq5xrloevpF3glouKFaQbUHYeh2yQIKQjyrkGYPt73ponjXEupEMLhr76LiOmoq3HHFPPNXtjPLQ3HambR9pAXczRVM82rLUx6XWgoXofddy6QkRWwDuBlwHPBn5SRJ7tpb0MuMDc3gAcShh7LfBxVb0A+Lh5jOl/NfAc4DLgXWYeG69R1b9qbvd0nf+sAK2CKbOzqrm4n29n5NtZ2PZYrRq2R6mmVxWky5K8rS3e+uRX8PZTL+Uo0gvUF+V38zv3vptLHv5ytYC4s1NA2cBZ1h6ofctjp2oL+dL+4mEJ7bI9DGX3F6bNBumEdM3XpqmSAR/eLoCD8KaeE7RIypwWYLeoaGtzuCo6+L7yPenE//PdjLbSumZec0HQjZB6rvqm/aOxEyno5wO3q+odqnoMeD9wpZdzJfA+LeJW4EwROdgx9krgJnP/JuCVTvv7VfWoqv4ZcLuZZ1DMCtAg5NvmtmVu25ljddRtj3x7FbY9fFAHSvKOnHohV579cxw+8KxekF6hXPPwJ3nXt95fLiDW1LQDaretYXns9PSl7eKhA+kK3lT31YN0eb8D0k5eENJ5BWkf3jFIh6o6QpZIzeqwEVok9FS0r5Ddao6Yeg750Psl/F2DbeGX1TX6N6WebQS+NTVucLaIfM65vcGb5Vzg687jO01bSk5s7FNV9W4A89PaFV3He6+xN94mEvyLl7XY6kp4XIWArqC4/JjCuvipIkXTGiQTJNOiBnmtIFmhQkXRnPInOYgIrKUYvzZ/gkMVRBBZo7lw6Iwf4UuPfg+/8N1PsoKkTQq20uOWe2/kttX38tazrkAxsFuZb0uqiJq1e/P/XHi/GUqOiKBkZRsUzBHMKdoDIZUSyaR4jlnx2ujKqOdMippT0SJfnBPNFHJBMwPWDPM64bQpiiB51aaZmSYvT68aL1WObbf56pyvYI6VOWJKyyzz2lRtZdi7ts+SvUwRFK3+YKwWXYKgUt9oouVBisTYr1yuQlY85WkvKjQwYrZGIzdQVueGVc9TbVQBCtHRHfeq6vNi0wTa/Be/LSdlbJ/jvUZVvyEipwG/Bfw08L7YZLNS0CpUynmrUtNWOcf86dL22F6h2y22x/ZWzfYo1fQTn8XLn/L3OXzgWb12IQpw0fouPvCt99TL8XZ2mguI5fWojc3hV3ns5N2WR9viYevmlkolN7xBP8exScqfniKPKuma8m5WdpR+dA41P9pR3/aFb14r2t4877mloiOmol2bo2sR0F0otPf3IvqAusgP71ycNMy3sQk2qtwJPM15fB5wV2JObOw3jQ2C+Wn95NYxqvoN8/Mh4DdJsD5mBeiiisPepPppgO3606UNYv3prQLOvj9d2h7bW/Fqj60tDp15CZef/Qbu4ZRetsfpHOeWe2/k6u8cqcrxdnYKu8MvxzNtvh9tFwqznYjlsRP3pet2hw9lrQG2Dmfbpg3YTgJp244zr4V03myr+dHU26v7jtVh02w7dTD7NdF+pJbbAeTUgZ2rkO/SFbH7VmFspHLDhNC9SSVxo8pngQtE5HwROUCxgHfYyzkMvNZUc7wAeMDYFrGxh4GrzP2rgA857a8WkZNE5HyKhcc/EJEtETkbQES2gZcDf9x18vOyOCgUdAUZ7775+l0AieJ7eq6wpvjtzzH3C9vDfr0vfuawlqbtkWVFn2N7XPWU13Ldtz/MReu7ki0PKHYhvuJbX+LwSc/i0BmXFDaHvY41xuLIjO2hCqsMIUPzHFkZ1bcShOL8dZUFLQ9RLawgxNgiWtkENrGkoTgn6fcXd137g1zRTMzrS2WJ2O/+Xn7M7rDWA+Y+5r+stD2s0aHlqdQAKghqn7z7/HyrQ4u5ikc41kfZgmtvlPAWJVdpqE1VKW0OC+wuRZqrfYGq1zW2OWVMDIHu1PYGQPDTrvcUuiMibwE+QnE14Peo6hdE5I2m/wbgZuByigW9R4DXxcaaqa8HPigirwf+HPhxM+YLIvJB4IvADvBmVV2LyKnARwycV8DHgHd3nf+sAF1YHFbVpYNaMqnUpvGn1S1l8/xpETG+bGYUrPGnRQpfTYS3PuWVXPLwl/mFhz7Ry5sGeMXRL3H5PV/mX512KUdOvdD4zKb8zygLXRljNtOiVtuBcwls8uJFyaQOHvsz1+K6JYjZkhwCs2k3/CjgqqVvXXrOdqgD8hLUAd86CdLmw1Hx+u1SAAasqpXtnAuauX6F85zV+tsOpR14W0ijhReNinlORW6lqos5xGvPi1UBcppAttC2x0wBZAF388KXp5yxknXn2JQYsvg3eRXHJNPozRQQdttucO4r8ObUsab9PuDFLWN+Cfglr+1h4KK+5z4rQBfX4qAAR/nVPAzqzCwgBhcSxfzyrYvvzpppCQucn4X/W6hpcinBTZYhec6nnvgsjpzyTK5+4AhXHP1S6TsnPA22Ua556BM869jdTTVtNqbE1LS/gIhS/K5rAeXiQAZxWsC0ppAzD9j+4qGvrj2lbEHuqmkfziWkvT5IgHR1VmheLPxWarsCcA3YnnrGwtigufxgUcoFwybUxbx0WoDZqOTMtJWn4Klof9GwBmz7koffDo1Yl6vBFt7Fiz9kYXLS7dt9wthfc4/ZAbqwOKqyMh/U2boASy5WPVdqugCLVdN1ZV1AvGivwO7YHpqhmfWE8wLUxvY49KRLObT+Ea5+8Hd7g/oVR7/EZff8Ce847YUcOeWZVaWHKqza1TSrAs6a54Ufm0ldTecUX8TcKg8D6qDloWoI4oK6Ce6mUjcffjVwe8o70AcepAXzQdkNacmdDxxASqvCHeU+9wrSBZytsWE+xANWR626w1HSbSrarfCAcJWHb3P0BW5uX0w1X038T0Ooqe/ceEl7BenEKo7HdcxqkVAF8m23kqNQ1LpVWB/FTbz7kYqPtoVEWz9tKj50e9XcjehWe2xvI9vbHHrSpVz+lL/Pg2z3WkQ8iTXXPPQJ/uM97+aF3/1So266VulR1lGrqZXOTUVHXi0QOj8zW0ftVn3YRUOvyqNWLx1dUPRvWtZKN25GSZWbYrTqa1s4bK2jzp066ty8Icr5pRzjb3ipLxpS28Ci2MfVAmHoIkp+XbTN87d+2/AXC0ORY/sz1hMtJq4x8+3SwmR72Be44/Y4j1kBGuNBF5AOg3rtAbwL1O6OxND1PRrbxre3YHsLNTdb/eFWe/ydc/4et62+t2RD4lPjCexwzUOf4F3f/M3imh47O061x7rahWhuUpbfrStgu+V469zbPg7ZTmCTiwPprAHsNnBTQVkNpNUDbyC3Bl0/14N0I38IpHO/zcJZyrY6pOu7CjF9FsJum1tiZ6NWweFA0j7ONYtDe2Jg71kUL+rsAT0viwMqD7q2ECg1iORZuL16bKyPdfF1PbqQ6PnTsvYWEn1/WgRZKW8752+h65zr7vtQcrUHFKA+X7/Dzfcc4pdPe5G3iKiFF62KrswbfJUVX/Ezat60KOjKgVNGMS4zZ+IuIOpIy8OeuF8FEvStcTat1G2QKrfylRv5ROwO8/+oZTWHbbeeux1bnKvdNBPzo7V8bJ9/2OqwAAf7srm5VWSeLdK1OJh7PjRUSwz7PhaHY16ALqs41s1f+gaQS0hHQG3AkFTx0baQaCo9Sn/a/LT+tK32+PmHPskBNAnU1sO+5qFP8PMPfarwp0+9sDiWrkpIk2kBkMxZMGzzpo3asxzFQM1dQCzvq5p+D+ohCJvpgr60edzspwI4FroOpMv5tQl1tXkdkM7NB4yFtLOwaBcJQVHzf1nuMvT8aC3HGauD6mtrjrKSCsLugmGpkO1ngwFzbldMDb1cYK8TgA2wtp98jg+dTVT5MWXM4YL8XTErQNsqjhLKztfnIKgzrcPXB7XYBce00jx2OhYS/W3jqwxZ53zqtGdz5NQLufr+I7zi6Bd7qWnrT//oI1/mrU++sqUkz8A512L7uFHTxWKiBQJNNW19V6ums7qarlV/GKiL2um0pG7VRk1tF+V9frs5Fct3c3qiFcgrKBf/B/6CYwXzHpC2pYNGUWvmVHbYYxtFnEEJ6Yox5rFT1QEF7O0Yq6ZDC4Y1S0McyEegHKrmyAiDuAJ/+WJMVq43OBZAzw/Q+XbxG5GtxangGAhqo4orD7YF1Dt5WZonazXXvFCjll1VXZTf1ao9nPrpG866lC999yD/5KGPswW9QH3R+i5uuecQh096NoeedEmhprOsUH9WTZtqD7EqeiWV/TFUTVv16UG5GOdZHlop3Va17YKZ5jchtzSvePJGyTbg7EC6prT7Q9pev8RC2tHPjWt1+KV3uVZWR3EYbVgdOVK8RcwsBbDDFR1dKrpS5sWLELM71uWnH+ULtmsVHarFIvfMY1aALi0Ohdy84yvAjgT1OrLZRTKCpXmpoLa2R5bxqTOew6eeeCFv/PYnucKo6VTbA+AVR7/IK/7ii8VFmJ7ySsf2MKAW45tmVk1niK6N/SGl0maVpavplUGXUnjDJdTNWN+rNvNWJx6wPCyYoa6yDZzrwC5eW98GqTbH1JU2YjxsF9L24AmQtk9EsP9tlcVRikIDYvH8aPEsjvLqe47VkXvKODMQt1C2bdCtoteB4vPYBpW1B2yUzSntRUHPC9BWQctaygvasdbyl9gFNVpUJCSDOjNwDoF6BdlOBYIuUIvknQuJNzz5RRzKL+Hq+48MAvVF67u46S/ey1Xn/Ex9ETET3EVEWVkQUVtMFM3NIqJR0zlF3XSrmi4O4appOx+A61uHQe1ZHg2Im5/Wl7aWBvanGLhrZYPg5Jr/jwruHqTLeppxkDafs9VzsmV4BtKuH128LPUdhrXLpYrdPe+8bmo3cYaBTS0/rKJzD9pdpV51pd2R3CcWQM8P0LqtVXWA9ZEVA0gHwuuChQ1Q51QQbgP1url9XDMh21Gim10yKb7WlTsOtX0h0fjTFtTv+uZvcr5+p5ftcQ6Pcss9hzjGinecfimfOvWZRX22a3u0LSIa+4NMzN9qxABd+qlpC5IS2gbsps2IRsciMWcfAHXUl4ba4mH5IlQrdqVydpV3CWmrqu3A3Ng15eVWh0F6jdkPRAFp8fxnqPzpzAC9y+qoKjfwgJ2mot0//wEW2NRU88auAW3Dvn9mHjMDtKLbhTqUtZSLRBauBbhdcAZAbd6jUVCXY+ugLsDcAWqx87mWRzeo33zw7/LC736Zf/Lgx5L9aZtzEmuuefBj/OjDX2yxPfLCny5tD6PkRGAlVUmeA1arpu2Fl1rVtCnHE1s/bEBfWSBUa1dOf7GjkZLvFuJtlkftCVtf2uWSOWxRjQFifWvzmEwrYJeT1f9/6j53HNJu+Z31n8HYrlkFZXvKGbCTZ2xleelHp1oddWAXFRu+ioaqkmOdsFiYuzWQG7E5FFsWOOeYGaCBrbz8ym6/qmrugNIFtQvbvAJ1CeMRoM7MLrwmqFdk6zy5NE92bDG28KnTn82nTn1mb3/avjQXre/ilr94F7etvpe3nfO3MFfsb9ROl4uIElhEdBYSxajnckEwoKZFi6/xUTVdPGwuIDpetn2ijYqQkOVhfekSwrRXeDiPEa2sktJXdv5vsOO6IZ3nGVlWILhUxOanW9nhYq+0M+xboWZtZOTWEuiwOupbvqu66FJle150ymJhLWeKUJZFQmYHaEUO5OjaWAhrB9TGhqh2yVVfV6vNKcZr9b3p0v4wPnYCqNV60wFQa5YVSitWQ71TeNKFP11fSLzhKT/KDetL+T/v+W0uWhfXF++jqC9a38Xhu9/FvzrtRXzqiRdi/ema7SG5ua5HZXuwstaM1BcRs2oRsVTT6gDYArtNTRvfuoA51X1re5S+tmNzeECvWR5ln4Gt9aWhvniIqfCw7ZmxNlz7owSgeQEzrUHatvWB9Lr4TAxWdriLhuQZZHn52C/FS7U6/Lro0nKJeNH+YuHklxoFFg96ZoAWgdVWsbiVr426y4ubrilAU4IZA2PzWB3wGuDW7I4arD1Ql33poNaVFtuq20C9EtiRaMXH2w6+CtbrQRUfxdXyPs41D32cwyc/hxvOurRU1JJnkGVetQdh28NfRDRqWjKz7dmvm7ZqWqG+oNiips18anzths3heNQNy6PsK9RxmeP50pTed/HY7jQsdxBmeFU4ZgOLmA+nUmGHIS2ixWXDzSF8SJNnrLK8ALAHZXfRcIcVW47mzssnkweAHbY6VuJ50lT2he9Fuyo698ZMEgug5wZoZfvADut1RpYVf9YqN2rawrrc+LUCXRfwlLX56ioeqHMp1HSpsB1YW1BbINcUt7OAuG4H9doo6lZQiwuFdlD7ijr1W6jNe8VjX+Cyu75cLCRaRV1eKc+xPXIxZXme7bGy8lWCi4io7Rajxq1idpR3RE0DtXK9yquu+sv7AcvDvDkIWh5tvrS7eGgBnlvQm5/O33h0IW1PJbRw2BvS3pJi7jzeIWPL2QaTNYDdtDpCC4aVfWE9aWN9bFRF6wJo5gjorTWrVc56nZHnOXmWkedZ8dV7XVQnFKq5/E5YvTdXFEAtQVxVfqhrabiw9pWz2x4oz+sHajF/1qoD1OvCp37bU/+X3guJmDy7kHjNgx/jw6c8l0NPfpFZOCvIokZVS2l3VLaH9d1d24MV5WU5dVUo50KNUy4iVvYHHrTrarqcU6FcQHTVdOC+/TrR2/KwvnRs8bB87ziQtk6IFP9vJTZNn/3DOxbSRiP0hnQBZcrHeXngjNx6PCWwK6sDzVl7lyJdEV4wLC0Rr6KjVNFThJoXZ+YxK0Bnopxy4DjH1xl5lrGTZ+QlrIV8pejaXI1unRkQipEWlKagGo9acquwCzWVZR6o1VfV5qu+UU7l/fUIUFvfPAbqTMqKD7vRZSioAa549I957jfu5M3f85qWsrzC9ih2BBn6eLYHpR1CaVOwEofaRk3b7eFWTTsgbvWmQ2oaavddMelbHqIOcD3Lo+FLG7XcWDy0ZXgUP7UEOZBXkC6+ZeTkudQgDVUJ3hhI28oPFI7nK7aztQdsx4+uLlQCZGR2RdyxOvwFw5U0Kzomi0VBzxDQ28fZylasVdhZr9hZZ6xLSCvrTNA8q8Eax68uS/RWDohNLXW5O3HlbHqxtoinqnOjzrO1kpvfkRqojY89CahXWXH5Uac0r7Yj8bEv9K74OF+/Uywknv7iwvawCtr60/ax40+7todktsKjbnuoeLaHUdPlIqLiQdsqbZretKumbZ9/PzP31w53jI1R5GnN8mBdHJ9OX1oqWFmx79gnFtzF/1PWgLRV1S6kpfxQ6YZ0bnfjkNeu1+FuBa+AbfLKUpgCuOUcblWHZ3Wsy68mlMCeJnSp4mCGgD51+xjHsxU7mnE8yzm+yljnGTtZ8XO9ylivtVDUWVZsDFhLuPJjVbTLql47Xdv04oI8q/80uw8KqNtrPhhvOysXGeugduuoW0G9btk+vl43aqhr/vTON3pBehstbY/bts6tSvNC/nRAUfvVHkHbwyhlES3b1F4hz9ob6irt/mraFZK1DTJinqmpLqlZHvYDx6+XRqO+tBqlXb6I9mdenHBO0/Iorq0lrLK8rJPugnSlnDN2cor7Aju5/bTHA3bGcWDbLjKWirqCcrOqo2l1rDv3HSaGgi510PMC9Epynrh9lGPZih1dcSxbcTxfsc4zjq8yjq9XrHNhJ1uRq7BeZ7UFRc0pfGq7sOhWfrggNhAvS/acTS+2miFzLBMLZTsmW8M6C4M6tOGlAWqj/hugXlnPurnZ5W0HX8XV936clz/6x73VNMBFO9/gd+76NX759B8tFPVq1VTTgbK80vbIBbvjsmF7lApNqkVENT6xVd4WxOqpaQfifdR0zdeuXZGPmuWB8c6TLA/flw5UeNj3RG6+mUFxoa0sy1kbKLuQLv/O4UBI14GdsS621QJw3BbcWQVtvxKYx7n9ECqrOrJy7CSx7CScG6CV07aOsrPKOLreKkCdrziWF6A+nhVv6p1VXvnUq8KfXq8z8rVjfeTGp17bFX0JV36sqRS2XWQ0zKyW811lXYe73VQhpW9dLTgOAbUabzoE6kNPfQmH1i/mkge/yD944BOc0uMPH1moX/Pgx/iHDx7hX59xKUdOe1bYn27ZfOP6077toQHbQ0u5TQnm4o+1OuA2kK2paR2gpo3frWXJH7Uqj/IDBdotD9+Xhtriof17kFluuO/UStuf6zwz19XIUTGq2v4n5Jk5VvXJv2PytyAJ0sV9StCWpXqS41+SNPP86DXWX5ooFg96boDOOXP7EY7mWxzIttjJVxzNtziWrzi23mLHqOhj+YoDq4zjecaOVdWrzPjUGetMTOVHBWusDWIWFK2iblR+lLAu4L227a4F4oDcraW2fwFbzFffqt1CXMl2xoP6yJOey5HTnsUlD32Jf/zAx5L/UAAUv59PYId/9sBH+QcPfNIBteNPB7aNN8ryjNK0uxGTbI/QIqKrhO3NrbPuUtMOqMGeqwGH8wGLUc+23C9seTTtjZAvnZvXIic3NotVygHFbFW1OZ1aX2DhsC+kj7MytkfxAmxbvw2MgrZvQAqFPRVTVZcqDmYI6DO2HuW4rngs3+ZovsVJ+RZH11scXx3nWF6o6u18i508K1X1WoXj61WrT53ntvLDWB+xBcW1VJUfK6rrUtd2JDr33Zpp27auYJ3Zcrtaex3Ustai3rYXqDOOnPGcEtT/6wMf7V3xYUH9zx74qFOaV19ILLatZ171Sbgsz8K1WGCkVMM128N8kJW2h1XT9huLo8JL0PtK21fTztjyg0QL+8JV07UFxPKDobqQUml5DPSlsT/Ny1IqZgvuzAGaA+nim0teg3QmylaWj4b0NjiWh3njThWLgp4XoLfIedLWwxzNtzlJdjieFQr6aLbF0Xybo/m6sj/yFcdyo6oNqO2C4vF11vCpNXc2vtRgTXRBcW0elyV6FtYr76dbM+0AXx2AZ47Crq7vYWp3VwFQO1UfQVCbCzFZUF993ycGe9RXPPrHXHHnHxegPvvF7QuJvj8tFOdhPvh0ZV5Tx58ubY8MGrXTRk3X/WqsWC0hXu5adJR21JsmrKZbFxDth4treZTM67Y8rC/tLx66ZXhrx4e2OwRzA2IL7B0yMoQt1qVH3RfSfvldBektttlJ/n2Mh6LrDV1n+gSKeQFa1jx59V0ey7Z5LN/mMd3maF7cP67HC1gb++NYvsXxfKe0P45lxWLisXzFVrZiZ5WX1R81nzor/uqyrqW58cXeDywoqgV37tghRmhFrY9SdbuLjM4cmTPOB3WgPC8G6kNP+VEO5S8aDervvfv+ouIjtJBYU9MarJ+u+dMrqr0VFtK+7WFZ4toeRsDWKkGcErS60qbpTbeo6XIRcQ12AbHyso3Kz7wqDwf6bZaH9aWB2uIhmfnbkY4doqKsstwBcFZC2gLbbgt3IZ2Lsp2tOyHdWDz0KzumCGVZJGRmgF5Jzlmr7/KYbleQzg4UkNZCRbv2xzHf/lgX9kdZprdecXwV8alXahYTnY0v9mpva5oLijWF7JToRayPwiZxYe0uMkrlVdu5jIrXdQHqosY6HwTq6775H/nB43cC/UBtKz4+bK/xkQJqZyFRzQWZxNwvlDX1a3sY28P+pZRatUeb7eEvItaUNhVofTWtaWraVoQUC41m0dGt8igrQpqWR27+ZFqrL+0tHgJeu7E1nOoOF9K2z9ZGN4FNK6SP51uYv0jB8b6/lLFYyuzmBegtcp68epjHdMuB9AEH1oWifkJ2rIR00P5YrUq/em1BnZsyvVWxAabhUzuwLje+rMRcf1rqC4q1xUSnzXynzdyfOZS11Ct1+uyOxKryI8scUGfWbimuntcAda6wEwf1Ww++CvKcq+/7BFcYRZ0SVnm/4rEvcO437y+uQb3OKlCvVsELMTUWEj1/Wky1hxo4Bje52GqPBripYC2O7eFaHS7M7ZN1IE2Cmlaq51Jc0c+A3V1ALBV3wPIwMO3jS9faM7OYZ3xoMshU2crW5bU7jucrMsnZ9oCdCukpQqH41jnzmBmglbOyYzymOxzV4wWo5ZinqIufJ2WFmrYWSND+WFX2x/F8xc5qXSwm2jK9VbGdPOhT12BtLA5TW127TKlSKN1A5Ue9UqSunsvyvZWppS7tDAfUOciOAXUOumPbCyVt/4iAC2rWWm14cRT1lx46l39w/8d6l+ZdtL6LSx76Ekee8AzKP72Va6+FRNefLqs0QmV5WnwgVl41DdujtFadvhLIpdKGciOMyXUhXkLXVd15ZYdUtkdATbsLiM78rledZ9ayKhRmm+Xh+9JAo8LDtTgyyUuAb4HZuOKrainhbH/mCNuyriA9RaguCpqZAXolGWetVhzVnMf0OI/pjvm5KiAt23VY6wGOyg4nZcc5nm9xVLca9sfRbM2OZhxbF6r6eNYs09vJMtZb1YJiw6cuy/SoNr74C4pdlR+1RUXrc9drqbOsDupaud4OSJaZ+zmSrYKgDm54WWUcWVUVH//4/v+SXJonwOse+QOOHPj+QjWvzXWm81Xvio/aQqL59lD8pZcKvA1/2rU97KKub3sYmLq2h7+IWD4ZbL+BLolqGkdNtywglp62PVaeRS0P35fG7jykWDwkK54f0KiVthUfLqQLVU254zBU3XE8nw4pyyIhiP0PmkOIyLeAh4F79/pcHu9xNpz1ffB054t7NG6D2zZ9TkvsWvwlVX3KmAlE5D8DZyek3quql4051n6OWQEaQEQ+p6rP2+vzWGKJJZboiolqYpZYYokllpg6FkAvscQSS+zTmCOgb9zrE1hiiSWWSInZedBLLLHEEidKzFFBL7HEEkucELHvAS1F/KqI3C4ifyQiP9iSd76IfEZEvioiHxCRA13jReQyEfmK6bvWaf+XIvJlk//bInKmaX+6iDwqIv/d3G7Y8NNfYoklZhz7HtDAy4ALzO0NwKGWvLcD71DVC4D7gdfHxovICnin6X828JMi8mwz5qPAc1X1rwB/Avyic5w/VdW/am5vnOYpLrHEEks040QA9JXA+7SIW4EzReSgmyDFXtcXAf/BNN0EvLJj/POB21X1DlU9Brzf5KKq/0VV7Z7VW4HzNvf0llhiiSXCcSIA+lzg687jO02bG08GvuNA1c1pG58yL8DPArc4j88Xkc+LyKdE5If7PJElllhiiT5xIlyLI7RV2C89ieW09XXOKyL/HNgB/r1puhv4PlW9T0QuAv6TiDxHVR9sO/klllhiiaGxLxW0iLzZLsQBdwFPc7rPM21u3EthXWwFcu5sGd/Wbs/hKuDlwGvU1CKq6lFVvc/cvw34U+AZA5/mEksssUQ09iWgVfWddiEO+E/Aa001xguAB1T1bi9fgU8CrzJNVwEfMvcPt4z/LHCBqf44ALza5CIilwHXAK9Q1UfscUTkKWZxERH5foqFxzumfwWWWGKJJU6AjSpmAfDXgMuAR4DXqernTN/NwN9T1bsMMN8PnAV8Hvi7qnq0Y/zlwP9Fccn396jqL5n224GTgPvMadyqqm8Ukb8N/B8Utsca+N9U9cObfg2WWGKJeca+B/QSSyyxxFxjX1ocSyyxxBJLLIBeYokllti3sQB6iSWWWGKfxgLoJZZYYol9Ggugl1hiiSX2aSyAXmKJJZbYp7EAeoklllhin8YC6CWWWGKJfRr/Pzu/7OHkA7BmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARsAAAD8CAYAAABHGwCvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABJHUlEQVR4nO2df8xtWVnfv88+975z70xFqjJERWUGxkS0xnpHBmjaOMQJo3VGjbbRohK1MQMYiRMUnGnapAmkSusP4gzEpjaKGrAQcGgwiPHSVH4MQrUmLcr8wFYCZYCq0OEy73vPXv1jr7XP2ms9z9rPWnvt8557936S995z1l5r7X3Oe/bnfZ7v86x1yBiD1VZbbbW5rTntC1httdWWYStsVltttb3YCpvVVlttL7bCZrXVVtuLrbBZbbXV9mIrbFZbbbW9WBZsqLPXEtHDRPRnRPTNQr8biOhBInqIiN5EREdj44nodiL6C3vslV77a4joz23/txLRk23704noEhH9qf15fdE7sNpqq+3Fcj2bbwdwk/35cQCvE/r9HIBfNMbcBOCvAfxYajwRbQDcZ48/C8APENGz7Jh3AfgGY8w3AvgIgJ/1zvOIMeab7M9dma9ltdVW26Plwua7APyG6ez9AJ5MRF/udyAiAvB8AG+2Tb8O4LtHxj8bwMPGmEeNMccA3mj7whjz+8aYy3b8+wE8LfOaV1tttQOwM5n9vxLAX3nPP2bbPuG1fSmAv/EA4fqkxnPttzDn/1EAb/Ke30BEfwLgswD+hTHmv6Yu/uzRdebcub8LACD/AFdFzRVWm/gAsf2Eqmxm/O6pYdq8J5q28LTGBE1dn6/FX/PXB+BvcA0eo2vh3iECAKJhJwoeEHOQa+PGRn1tQ9TGXIc1ox6fnjP6rSnnMKOvNZ5DrNtPjAGEcSNjnJnEMdV84N7reNwTH//Yp40xTwkP58KGO1X4+lN9pGOj8xLRvQAuA/gt2/QJAF9tjPkMEV0A8DYi+npjzGeDcT+OLmTDNeeejJtv+QnAAGR2NywZA7ToIUHGPrZduuNm1w77f+vPY/q2fkzfFvRx52mHz/u+flvbdtDonxvAtN5x+7z1+9jjbWunNbt+AN558kbx89TiCdx+5nsAaoCGQO5mbJruxmwar436fvbNHjwnon7M7jjZcTRoM83wOQbnsH36Ngz6GKJdm53DEPrrMGTh49rdeRrs5iSvH9CP9/sbwu6T6vU3TdzWz0EQ5xgc79soGBMet4/Fc/ivV+6TOgd7TsTzSXM+9C/v/l9gbDSMIqKXOhEWwMcBfJV3+Gm2zbdPowuPzjB9PiaMl9rdNbwIwHcCeKGxd5Qx5gljzGfs4w8BeATA14bXb4z5VWPMzcaYm8+evW7sxaaPM32MZkyj6FNyLdGQgvOEcyj6ROvpWsN3TE+SPYTCMUVzjMxZYNROniL6k816zIcwZ2Dx+yn3HYWNMeY+J8ICeBuAH7ZZpecA+FtjzCeC/gbARQDfZ5teBOB37eMHhPF/DOAmm8U6AvD9ti+I6HYArwBwpzHm8/2LInqKFZZBRDeiE50fHXs9/XWqwKKdzTONChaFJeMnikCiglxwMdQ9/yCul934wIoW6hbAh8IxJeetsaj4UG/yPYBijnP4lisQvwPdDf0wgH8P4CXuABG9g4i+wj59BYC7iehhdBrOf0iNt/rOTwB4J4APA/gdY8z/sGN+BcAXAXhXkOL+RwD+jIj+Ozox+i5jzP/NfD07U7wTUbxaAhaNlYzJ8J7u2dyaP7+ztuDPeDhmT55QdJ4KntAcMKoxxxxeS234ZGk21mt5qXDsO7zHj6LLMOWMfwc6GIXtzxT6vwXAW1QXHhph/I0kGn44Gxq/ScIxmj5FY5pef5l0LWPWmnGImbb3mNjnGjMmH7DhmBb5fzpLxkTXgTIP2DMywR+yCnNGcxzAnIurIObU9DCkSiruzgr0HV3oU+IJKX6NJfOGtq/QZgZtRjdmuhYV60r51xHPOX2OyE5hzsXBJjLFPajTd/KFY6MBQKi7FIypIRyzViMcKgqP8odwZQG5VuOmrxKWzRDa5Qi9pbYs2MzksVTLSO3JE6KRMa8++cM4TNNoNcENXCQu18hSlVgNT6jKTV8hOxbMMYtnVGDLgk1gESS4dyPoogqx9pWR0vQJPaOx8QAu4LHRfvsCSeg9qW7G6GarIQyfjid0sJmtAu9qubCp5eXMBJZqfaIx3QVfysgNqMAShlSaECuEwt7qdfJPE5+3ZEx9j2OW1zKTJ7Rc2AR2qqFQrT7h9SXG/BLdXP6ZqpH+1lgN70kBsBrhUFTYV0GLKQLJHvScUlskbKJQiM1Qhc+ZTnOBRQU1vmBPO+/F5muSXV968sfdA5WH0qafc1ZSA1NDXD4UYbjEDuQ6SsXk5cGmxDsp7HNIGakcIwB34BH+4GmlvzVWkqWqktmaPkcNL6Ys3Z+es6YtDzaB1Vq2UBSG1fKWFPAJheOxjBQBh+WhROHR+JCSG2mWWpsSOxBPqCZ8lg0b7n4L3xHmZlctW1DME1/PfjNSOWukAES6i0Y4Puj0975CqkPxQE55jmXDJrDZROJ99snQe3LWSBVlpPiJ0s8V886W/i6AQpVamwPxQObWlRYLm9lEYs40oZEGGtE8il/fbNXDBSGWYsxBp79Pa9lEhTmqeFMTbZmwmdM72deyBfZ66q6RunX7l92DkoyUxubyhPYWhgVzaN6CQ4HAKcyxONhoFmJqKon5ufcYhs28RooAvKz9AH9QdcOH6fB5IFEShumuZfi0Ss3LTGMOVs8JbHGwiaywkriaSFwQYrHQaBR9wmlHgHUe7f4yUpo+KrAMn6ogUSP9rbCy7Nj08x6KnrNo2BRvN3HoIjFnQhh2nPsRmCsjVQEsKpsr/R15QqeT6So5T41QTjPHomETWWmoVCIA1xKbOcvISP07enbdLUL3lJHirGiP4gOGwsGEVJVsubBpQg9GAwhmnjkricM2zjvRLFtIZLrGli0k7RQzUmWew+Gkv6+okKrGebFQ2GjS3kV7EkMpNp+iSJxrkzJSJXoPO+883lLRNy2cVvpbYxVAMqfXtjzYlHoimjqY0g3Q9ygS5yxbIAB3t+/noVGka5ymcDzTzbuv9HcFj+u0a22WB5vASor7WDttnWaCSJyyI66xYNe+an1qCcc11lpp7LS0mpnOM2WOZcOmRLfh+tWESK1K4gyROGcjLc6KMlLcmJnAUmVBJmd70l2KtJp9jRmbw7PFwqZ4e8/CjFWs5TB95qwkTpw/ZyOt+Nswmbu9wq59rJ1mRipanzU+5EpKf881xrdlwob1KIZP9V5O0KAp7lNfk8KDijJWXJ/0BagzUrWWLcyVkVKJwgUei8LmynSVaTWKecfGFJxn7LyLgw2fQQoatLpNyf40XFthGFa03QTTVvRtC4BOJNYsW9BUIM/ksRTdvDMBa7YxB1J7syzYKIBRrNuw56sImlorx2t928JpisSlfRRQK1pxPROw5rqW0xqzLNgEVlW3Uaz23mtxH2csoLpxOZ8dThCebdmCpg/HvZnWSKk8oYLNz+fSUErS30XLGRR9lgubQ9BtSsOwsXmAGD4coLxxD+AZyc9LvwE6Z6UicUmGqlZ18SFlpBTzloV7+eeZ0xYJmytatyko7uMsHHff5ma5L7wN0A9dJGavp6APN2SujNRMnkTRmBmBtTzYRN4L9l9vU0vvUY7T7ElcvAH6oYnEij41Qgu+zymC5bSyVhm2PNj4pgilABR/La9atwn1Ho1uw4ybWtw3dQN01g5dJGasnrcUzjs+ZG9FfpXmzdF3FgsbVSgFpZejXSdVU7fRfJdUZnHf1A3Q44I/RR+Nd8JfwHifkmULbJ/hU/aGCvtUOvdsCzJPQd9ZJmw02ovQr3gT9EPQbSZsEwrYehuA9w5KtpvgrFQkjrJPXPgUzsucXzFPZHN5Fop5TrWSORNYy4NNTY9GkQJXt82s90zdJrSvt9HoNgCj03AZq6CNgcipisScFezax5kKfDPpMFXWZxXY8mATWqluo0mBQ6nbaNdJ1dRtwjCsoN4GgC7tXTNU2qdIrLjZNXviVNlci7NDCpcUYxYNG20KvHhf4lqboEttM+g2Y/U2vlUt7turlnN6IjF/rvE+p5qRKhG6GVsubOZMgQv9qoZOlXSb0FL1NsCeivs4U2k53DUNn/IezKHrMoX608i8nM0ZYi0ONoYoDpMqpsC5+bpzloGsJrRq7NwnFvdpdBvOOECFIQ4rCNfyTrhrGp9Hc1Oqli1U2LWvWp+ZM1KLg01oVVPg3NjSFDiUuo12nVSGbpMytrhP49Fw4zTFfZypdJHTDcP2GT7ta40UaxnAWjZsaqfAay1d0LZpQ6dM3SanuE+t2wRtKt2Ga6sIkYMTiQvOxXpU+wqxMm2RsJFCKY04jAbzpsC5NiYMU6e3C+ptxor7+m9c4Ezr5YQ2Z8aK1XKWIRLP2idzzPJgow6buLbCUEoYO+vSBaFt6jopgvcd4KW6jea7pCoV93GmEom5eTRZmYMLn/L7lHp4Y7Yo2LAp64qhlDiWS3ezbYVhWKluk9jfJmXsd4DPrNtEIrEmVOHaWIjFTZq5NfPUEolLwrDiPmNjGFu/fjdhc4RS7CrwGdPdYhu3L3Hm/jZj37jgp8D3rttwVqm4jx/HnE+z3cTBeTl1Qr7SjNQyYXOFhVI5bVGYVJgCT33jQjIFDsyv29QSjTkPSiX2jk99cCIxYyXzlEIVWCBsjLZWZu5QSmxTpMC5kKtpGC+qMAUO4N1nns5cnDc1wOsxh6rbzFncVxLiMDarSDxT+JRji4ONb3sJpcD1E8KrmmFYaQrc6/e7GUsXAFx9uk1JcR9j3HYTqg3Qq3lZdfpMBdRyYbOvUEpROTx7KAXoU+Bev5ylCwdbb1O6Z0xpcV+JSMte03ifOUXiaiGWZ8uDDTGhFOHKC6Wkc2iA1FCVFHiWbmPa8nVSNUGjCMNqFfdxVrzO6SoQiRcGG71XMXtWyrWXtEnhFbcKPAydMkOp1GdKrdtoQimg7jqpirqNTtitIwhzNmclcS2xed1iImGmwelmpRSLNadoNpNWgU/ZciIAxqT0duG+OAeh24SekEa34doKvaw5K4nXLSZyjIsOmFBK3HbiagilwAMp5yteAE+3mZACr7q/zZz1NpxpdBvOFN6RqrhPOfc+PRjJFgebOMTJEWiZCacW+JW2SdeoqSamhq8mZlaBq3SbmilwbmxVjSbuMrtuE41Tnm9kHu01VfNgJorEi4ONb1LNTbxNhFLDAfJCKUWbCBkFkMLsEoCiUCpVTcyiaEoKvHRf4lqboLvriPrtWbepJkhzbeMe1Bwi8SJhw4VCOeGRVlQWt524wkKpVDUxUJACb010Y07Sdoo1mv3qNpyVQqRa2ls5d41K4uXBRtJrAuNrZITxhTv49W21Q66aG2ohXU08CKU4QZdLgYdWmgLXtk0QlkvWSUn9ShZlcv2qFvfVCsMUtizYcKHQxJobdjN0pq7lVNdKaRdmMtet3r0vtNJQShqrrZlRaTRc2/gNrL3Ja+o2xTU4lbycmttNLAs2zgS9pXrNTWLOKdtOnEYoNbZ7n7+hVmk1sdjGeEzVli5Aqdso9rdRX8fMuo0m5OG9uPxryrHFwYb1MLiaG61QjARQIg0Hk7yUrDBMW+CnyUoBuPfs8+NzuyEAXt6+v3syoZqY/WreOTNTTBsZw9x0U6AV9Cmtt+FsRk2GM1WIlZhncbDxrYpQHEGKB5JUc8N5SOyX2J3CWqnducc/JmcA3Hr50WFj2/KhTmg1Q6kpbYUpcGlssadQU7cp1WQU155b3LdI2HBCb7KieKJQPMfyheJtJ4Q5NaHUWAr8bufdYA+hFDAtBV5r6YIwtmgTdOVcc+s2Nfew8W15sFFmo7QVxa6vSih27VFbDB/18gXXrmmbEkpRg19u0inwI/dgH9XEyrY5U+BcPzLc9Y6P07btXbfhrNDLWR5sfGO9jpyMUKZQrKm5EetwmDm58IprI2aVtzBnqsDv4ubpuMznnnpTh1JRQR+n4zBj5w6lIN2Ein6lKXDM7NFwpgVGRS9nmbDhxF/CtIpizCgUz7F8gYEUt+1E2PYaukX8bBGAl7Qf6p8fciglt42HNpyIXJoCl9uGjVrP5JB1m8XBRrvsIEf83ZtQbOdl20qXLwC8AMyepxndLvRJOOG9FKnArzSUymjjQim+LZyLma9mCpy9tsoezQHpNouDTW+cxwJBKJb6srqOEAbVEIrnqLlpOCCld/Ab++aF6Evscgr8tKHUlLbovBVDKZR7DqV6jLZt7nqbdae+0FJFehw4JMjkbD2RU1E8VSgurblx7VFb3C8lFBOGX2J3tYZSAAQRmQl/mJu31tIFrk06p2au4q0oFF7O8mDjW453Ax4cyTR4jvi8D6EYkIVizfIFAKAGFzdPZy5sZ+yX2AH6UEpb4OfaFW21q4l14U/d61B5JlO8EE1YNEG3WSZsMrSXvo0TeWukwTWejL3myUJxNJ4Hilhz473e45GPzqRQKuongKt2eLXnauLabVVFagaeU3WbZcEmR3vJ8G52c8ci76Q0uJ0jq6JYCyRJKFbW3PxC8+xkKOUvX4i3mGj1205cBaGU1E/7FS9caFMqIlfd3ybTy1kWbHxz3o1Sp0l5N1kba3FzVPBkVBXFtp391kyFUAxgUHOTsjMAXnr8YHyADXsytp2oWeCHCaFUxlhd6pxrG58r5zrmzFaJYz1bHmwKvBttWJSCjGpjLSA/DZ4TWk0UinOXL/Rf9QLrpXCboXMp8n2tlZoSSnFLIDhYzFhNPKlN6R1pobJWEAcWvR8VvBsAae+GE37ZuXPBEfcV0+DMvDWE4rHlCwTwAjCQt3yBg4Jm2wlhzisulJrSptRetEsX1griXMvwbnb9ee8mJ4SSivziCmV+jslpcGBaRTGGQvHFzdOz9rkBMG35AjDZc6la4IfyUKqfU9XGaCqFYVj1MEkThllbHGxiOKS9m5yd/MQMl+DdZBX5aTbWAvg0uDB3dkUxIxSP7XNzd65QDMjw4DZDD29Ebre+1JyKNrHAb0IoxafOubbwvPGlTGmbPVvl2eJgA+w8mFrajbZIMMu7Ae/JZKXGXXvO1hOZQjGQ9qKPAF6DkYRiTc2NOF6CAqPDKLadcOcP7YoLpYS2fafAlwcbQS+ZTbtx8+QuYcgp8guB5Npy0uCarScAVih++8i3ZkbfvqARigFZKC7NSLl2ZZt2rZTKI0HdUCpvbPyc13aYcK30nIwtDzbWRO+GsB/vhtFItN6Nm2eSoGzbNWnw7vrkDdHvO/stcX83HRLfvgDIQvEcNTcMKPa2VqpyKKWBRe2M07rqO9N4DwZiiHOI3k2VIr+MNLhm64lURTFhJqF4gocj1txwO/hxma8otIj1GoAZC1x5oVTG2LWoT7B09ik+diV5N5OK/Oy15KTBxyqKf3rPQnFy/KSQK26Stp3QVANrC/yyrmcCGLSrwPkQkzmvZ8uDjQSSTGCMrZk6aO+mn0fwbgrT4CnbAHj18R8MGznvBqgiFLNf9ZJTc8N4XaymMakqWd9WPZSKAMece0oYxtiyYKPVZyQ9ByhfM7VP78bNL3k3DNjU3k0/TywofyhRc0MALuCx7klq64mciuKJonBxzY0wp5j61mw7gasnlJJsWbDB7saXhWE9MLK9GzdPbt1NrneTJRxnFvklNta6J1Fz4yzaoxjgQ6PULn6aimKAr7mpIRQz4dHkHfxU4VU8XlvgJ13PPquJFwcb3zT1NuJexUpY7eYRvA+meVbvxs4vejear+p152RA9UAiDU7wNtaC82Qy0uCaXfy6SdRezyShGPINx22GrtY5ZmirHkppxga2PNiIXgrygSGFSG5Mar+b0/Ju2FS30rsB0t7NSBoc6DbWuvXyo7o9ioH8NHhORfFUoVhTc4O8cIbbwU+17UTGeU4rlFoebHwTNJvuWOYyhsF8Slg13nnCc6TWTJ2Wd6P8qt4x7+bl4ZfZiZCpnAZ37YqK4u4awIZhWTU3ilCI9YSQCS51GBZe9wyhlGCLg03aS/H+F44N5vJT4dEYYr2bnWYkAYO56KTmchjeze68495N/1W9QpGfZmMtALw3VMmTyRGKdels5NXcKEAhhi5TPZeZQqnFwcY3USzGzkNR187YY+x8De8ldcf48+R6NyYFkpLMVKZ3E2azUn/wRO9GU+Rn23P2KM7aemKPQrG6MFAYz/XTp8i154mb1rVRWpO8FFIeC+eaUOgnbsrFnj/hqSjXTA3GcO0VvZux9VLZ3g0ANg0uhWGpMEqT8gYfXs0iFNu+qvEZ8Mip91GvldKCi7HlwcY3wUspEovhzcXNN1boJ4nP2t38+vMfhnczFkqF3g2AtHeTU+QnbayVE56pPScw8yohgcQNPLXmZkLINddaqWXBhpD2UqRQRyMWi/NxXsSIzsNoMNnejQCS0RXhFb2blFAMePsU5y5hqFHkp/ZkhNCoRkVxjlDMwkPheUBuY7eO0IR2OWGYZ8uCjW8D8HBehfe/cIyfMwGRGoV+7lhqr2KtMNzPxbfX8G4ewzXJzJS/TzGAsiUMNYr8ssTjsA1qXWcOoVgarw7DEuOja9KGYYwtCjYGSACERuAyor8IO/qlxGJtKnw4LgzrxjwVJtzK9W7G1kwl6m5+6Oz3MC/G64uddiN6N1OWMPT9dTCplgZX7OLn+k4VivUajtCmGZ8DOcEWBZvelJ5LagvRKmIxfMjxY6oU+vljtFCyK7wnr5nC+LcwqLQbgPdugLR3E4YaBTpN7TQ4gOyK4slCscZDSo1nr0kxp2eLg00aLmXhVLKyODg0CKeiY8SLxf2xwkI/6ZsYGE9FDLcmeDdj38LgZ6ayvZspSxhc+5QiP/A3cyoNrq0IVlcUQ++1ZAvFSiCtqW/ORgEyYziVymyJXlR8TCMWTy70A2TvxgMJ1z8Ez8UzN+IyK3LZ6TBcMwVgP95Nlk4jeDeKjbW6dsZDSKTBVbv4wQEhhCUywrAMD0ULJMGWBxvf5ginIIdTg7Gl66aEr+2tkgoHRCiRBBgrFo/td/Nvm1uSn0l/zdRBeTdMWlvt3dj+s6XBMyAxVShW1dxAmNPa8mBTHBYpx3GhkTR2TrG4JBXOejBM6OTCqdRexQXezU/nVBXnZqbm8G6AtHczwTuZmgbfzaFo6+fQ9RW9nhEPZ3mwAYLQpmI4hSCcyhk7OCcXbvHHVGJxTugkQElMhQOyd+NS4Urvpt/Nb2pVse0/1bvp5oHs3UR/7TO8G/CgSm6sleXJcG0S6BTjIbw+CUiMLQs2DDzCZQqTwqlwbuVCzWTtjSQ+zyEWiyBLFPpJ3zPFaEYXz9w4uiL8Ah7DrduPAjh970a1kx8E78a1Sx6L0jvJ3aN4iieTDI2meD3WlgUbYAiGUfAcWDjF3MBVxeLBuNhLqVXolzIC8LLtg+J+N+KK8EPzbpj+OaDiwhLOu3F9p6TB+/Nx16YE3bp5VsJ84KQXXxIPCG1IdArhVLKyOCUW50ApMxXuj0ntVQx0YjGAnaei3e/GH3PI3g3S3k1OkV/WxloZoFqzURWMXWoQeiyCV1Kl2E8aO1c4JUIpPqYVi0tS4f6Ye84+ny1B8e0Nx2+JG3O9GykMc3CR2nMzU7neDQcZpXfj2idluKT+idCoRkXx4mAzBpZx8DB9xPECIKSxc4RTgOzxwBuTAaVBOFWSCqcGP988J6ndXI8n8NKTD4jeTZ8KF3bzE/e70a6Z8scw7afl3WQV+bFz60GVIzRrhOLlwcZaBBQNOJLgmVbsVy2cAoZwicZ6cNFWFrs5ufDID6dSYjGTCh/7Fs07zMPDRuelSN/EIOowif1urkbvJrqW1Bxxc64gvGajBEtBQ/JYWP3GnyOERjTeA04CHlXCqSRcwnk9z0XybMbE4tA0YrE9lvoWTfvS+lS4utAPyPduzMh+N3v2bnbz832neDe7/hKotHMz1z0CnmXBZgwaACLgRGCiuM9gfGY6nANfrXCqsPYmuclWMG4QTmWKxRfP3IiP4ovqpsKDY71YLO1VnBE+7cu7mbRA080jeDeTivykdqV3syzYeMZCg/Vm+ONiH98GxziPagcczdqpSdmp0nBKnHekslgpFt919h8jZQTg7u379Klwdyy1jEHyVAr2u8leM8V6FAJ4Srwbdp7wxXrnDSwJE+FatLY82ITQ4IAyChUOHH6fCunw1LcyTM1OzRFOJWpvkpXFih39jgC9WFxS6JeRrUru5pcTJlWou3Ht6iUQfX+hTQmq3HZni4PNUJ/hblj/OBJQIb5PCA3J48lJh3MeUa1iv32HU8yx+45uQcoIwJ3m4T6cAiCLxUB+Ktwdc95NNCYv3DpU72bSEgahfRcqxv1DWxxsYqB40Aj6zaHfTE6Hi+cgYf4ALoO5TyGccmODcGrMuyEAL7fhVFIsLkmFh/qGJnTSejduN7/oRjdXlneT4/UItijYRO+D4KUMbngGOLI3kwIP4xV57z6n34ymw0e2ophU7FcrnAIwCKeETbbuO7olKRYD3SZbrz7+AwAudKokFncH0yFVahmDCKXwHODb7bEr1btx86zLFQKTgcIAJwkMb1yyTx39hk2lh+EUgj411k5NDacyam/uOroDKSPY7NTJo8GLNdPEYm0qvJ8vsYxB+J6p1F7FYhpaWhEegqR1Y4R5cjNTmd4N+9oYWxZsxjwUCMcDOEmCsdwno/4mup4C/cbvw6TDB3AJ9RsBSlXCKUXtjSaccgs1q4nF9tioWDyx0K+bD2lPhQ3DmHN4Y7hzTK67SfQv9W6WBRtABk7gpYjAiW52b2yyT379zez6TXA80m/C4+HaqSnZqQnh1Hm0fO1NqrI4JRZLYVBKLE7pOYFJ3k0PEeGbGJLAuAK9m+XBxlkKOMT3G9dtKN0Hslc07BMAh8IwKjwfTddvxtLhmRpPVnaKCafGdvV7+VjtTWIL0SpisR03KhZHN7npvZuBCYV+3bHcLJYAqz4bxpyjpncj2OJgMxY6lWSo0mKw/z8Jfez5Qv2GA46i/mayfpMQh0e3opha7Kfc1a8Xi6eGU6nK4gwopUOnzFQ4CoBhkLffDfbv3SwONhotZkqGKhWK5QjGqvVTLFS8frn6DZCfDufAVKHY7+KZG0e/b+oCHuuK/QDMHk6xWS8hdPI9HlaDYTwYXyzmbubEMobUXsVaWI2uCFcDSQbO4mCj0mJSwGHgNBoaScCJYMcAJ7q2GDjR+RjgqPSbzFAp0m+Y41OK/X558y2jYvGd5uF0dionnOrHyh6K5L1oxOI5U+H9mMRexVoPZnAssNLqYWCBsElmm1gPRgBO5FWE81A83+D88wjGo+unlPpNnLEaejOj6fCxrSgUa6cubm4Y3dWPEBT75YRT7rjv3QwPDr2b8NhMYnFJKlz8nqkMWNXybiRbFmxo9/8ocDiPIzHGP4eUoYpDNqHCWACeOhTzwim2j6DfsMDR6Dd+H0a/Se7sNxJO3XP0bapiv6JwqrT2JgWXymJxSSpcW+iXOiaHYeXgWRZsgAAiGAeOCBJhTDS3AKp+Thk4qgpjbcFfCJXc7Shq6Te+R8Olw7053BhNsd8d5uFp2SkOIFNrb0Qoob5YHMJCkQrPFYblcI9pZ2xxsBmDiAwUiuaYmhJPZ7E84Ij9JgrGQAQcdf3N3PpNEIY9QM8cDafecPyWOtmpOcKpVGUxA5FssRiAHDoJsHLziR4Mc23w+kuwEmxxsGEhYU0FnAxI8R4H13ekjkaoMJaAoxaMfU+FA07o8XDACfUbrs9U/aYh3Hf22aMbbV2PJ2LgTM1O7TmcSlYWsx5HXip8ABdWN8qHkta7WRxsxnQXLXC0kEprOv7/jHeSAk7gGEjACYXeKoIxwAMn1aeCfnPX0R0q4Dj9BsAAOJOL/fYdTqUqiyuIxcPzheeSx0ngWTUbxvLS31xfyhozAIBwDaUp8VCPEYGjqTAOwiNRMBZCqDn1G9fnrqM7RsMpp9+MbkUxodhvL+EUMLmyOCUWF6XCJcCsns3QOA8mKfRmAGdsTDrb5P+fSImPACctUBNfYSwBRysYh54Tt35qAEMGOAr9xvd43q5YrPn647fH4ZRv4VYUU4r9KoVT3VgMvZvgWMlShKli8dTN0Z0tCjZAAXDAtI8BRxjDZqiC65KAo9p0y9NvuH6pDBUAucJ4AAsBOIK3k+rDbkeh0W+ObsFjuCYZTt2Az4np8OSX3E1ZOzUxnCqtvUlWFkeeiACr/nySxyNBLuENBbY42EgazWhmKQc4IkQE4LCQqpsS383NACeAmQgcCSglgnE0V7wdxUC/CYDzQ0ffm/xWTUJXXfzSJx7cNXL6TWpnP0U4NRwbQGlKOBUB0b/hY1hKHsognBJCoNpisWSLhM3egCPMLwEn9nRGgBNASgROBJMEcJQZKlWFMeM5sYJxeE7ldhQ/v3muejmDSr/x+3DpcP94qN+I3lKF7FRpOBXCpR2OHZ4zGBsdS43joRTa4mAzloWaCzjS2MlFfwFIRoHjz50AjgmuQQROInwSBWMJOKmv8mXqby5ubhitLiYwyxmm6jdj6XDGo6mVnZolnEp6PPnjJFscbIDTAY5JjB0t+tMCJzqHDBx1SjyASTJDxXhF2RtucduJSoKxIh0OdMsZWMG4hn4jHRc0nuHCTM7jgbrYb+/hVAaUOFsWbDjIXCnAYa5tatFfmBJPAifomwROCDIpQxX0KxWM7zq6Y3Q7ihvwuX6zdADj+k0IHIV+M5YOH92KYiycYo7tM5zq5uXH7Y4x7daWBRvsbswrDjj2xlQDx7uPVcCJwhwZOLFeIwAnEWJlVxiPCMaa7Sgu4DG8+gvv0uk3g+Mj+g0wBI5GHE56PJhU7FcrnHJjNXU5q2bDGRkeMiXASbTPCZx4rAycyDMaAc5QqxkBjn89KeCQPkM1BIoAHEYwvnj2RtX6qQt4DC994kFWv2EFY41+EwjHuelw3uPB9LVTE8OpKrU3ni0ONt1NUwc4YyCaCzj82BHg+J6RBjjeTT8KnLBvCjiRdyIAR5OhCsBz3zXjm6UTggxVxnYUVfSbbI9nmA6ftHZqQjiVVXsj2LJgM7j5pgNH4/kcInAA6IHTvw8K4GgXbUZeUQI4ygyV84g0gjEBuJvLUHHrpzjghHAKYaLVb9rh8djjCS58AAAzGk4Nj7nxEly8sUmPRwKPcMyzZcEGqAocbah1aMDpx2UCZzhGBo66BieETgo4obczkqE6HvloH8FmqJyVFvwlvJma+s0gbAmAE8HDA45q7dRIOCUfAxtOSbY42MRgKAROM3w+FTg8UPYAHHDn4oGjrjJmNZ0R4ERhUwI4nrcjAecXNulvZyDYDFUoGHPAYVLYrGCsqb9ph+eqrd+MpsM5r6RSdmosnFocbHgwZAKn0cCFa5OBIwNlZuDYmzwLODlVxpL3IgFnAKgR4DRxXweci2dvVO1fPMhQjW245YVTXideMPZuehY4SW9G8njy9JuxdHhqK4rccEoDnEXBxgAJoOiBo4cL13b1AGd3TiVwtEV/DKBSwJFS4vecu00NnChD5YNHAI5KMFb00dTfcDd2zXT46FYUI+GUxhYFG6AQOI31Zrz1SLWBkxqTAxxxzNzAAfTAcXDQAKcJQ6YEcJiUuBY4UoZqGGIJwNEKxlG4FgAn8GZY4GiWM3AeSUY6fHQrCtHjic/t27Jg424k/7EAHNNgBxkOQKgHnB0I5DFa4HDXtRfg+ADJAY4dMwqcQXg1ApwAPPecu02VoXrl9n2sh6PeMD0UjCXgaARjsQ/y9Bu/D6ffhOAI9JtUKCaunRJsWbABYuD4Xkv/2ED0cioDp7vJdGPUwCGSxxwacDyIaICjLvrzwikAqgwVwW1L8QEZOJFmIwBHgkWJYKzYjmIABQY4Kv3G7xOOZedAEjyhLQ42pjE7sPjQYW/0+YDjriEFj1LgDOBxpQDHeWVa4GQU/WkzVO6jcKd5CLde/mjXkAJO4MWIGaogfJokGAfnzN6OopJ+M9SQhn0kWxxswEEE3uM5gRNoP2M6TglwhnNPBE5GHU5N4PRjNcDR7GPsZajGljS4j8KPXv5TqFPi2iUNklicEowF4GgK/ka3o5hLvxFsWbAZ3MR7Ao4HmBwdpxQ4XFhVDBzgVIDTr6PKAY473whw7rvmFvybkU23AOB6fH6o3zhLASfMUEnAcd6NMwk4Ixtu5RT8+X1Y4ITgCIHjIOPbiH4T2rJgA8wDnMBbMYEHowXIFOCYhgZAqwUc5+VcUcABksDRLtq80zyMN3zhzchatOmHU7vOMnAi74kBThQ+ASxwGBgkBWOABY6m/ial30i2SNhwwBnoOARROB5oPgJQgBy4cG0ZwBmAjh83BTh+WHXFAKcfl/ZwNBmq6/EE/tMX3hgJxr2NAUebEhdCrKIKY61grFg/VaTfCLY42LCw4LJP8B5HN/t+MlWp/mFoltJxioHTBOOmAEcEzMzAAUTg3HXuTpWH8yRsYw8ntwYnEHZF4Dgg9fMmMlRsaBQARysYD15L0I/Rb1jgpN5ILA02/Q0rweJAgdMMf6R1WTWB41Ly0bhS4MC17xk4TkBOeDiP4drRj831eAKv/8IDPHC0q8Sl8EoCzuDmTgAnAJlUYUzhfAxwVIJx1Mc/l/w+Lgs2wOECJwDKzvuivLCqAnDMZthWCzgDL+eAgPNrZ74JlxUfmxvwuXTRn2ZbUcF7SQJH1GtCAAUXLQGHg0WpYDzow1yDZwuDTae5wHkHkgYTtrsbJUfHYdLcMUi8nxSIEvCoCpzGKzIcy1RlAsdsmjisOhDgvPvsjXjNmefhMpJ/mEEAvtM8sgPIWNGfBjiBp5MCjjolnpOh8l+wAJwiwZixhcEG9sNvPA8HCQ/lQMOqSsBxcIn1n/rAicKqCcDJKvzLAM53nHshPotNEjgNAoBMrTLOWSXuw6WfewQ43mWkgBMX6fEVxr5gzAInBNPgvVua9R/8BQInDNNCeAhjpgJnB4c6wOm9nBlCqn9y7vuT37TZgmA8oIwCJ9BTRoEjaDpjizbtxcnACeedmqEKTq3xcJYFGwsEEGwYw4dVVyJw2NBs8CNrP3MBx2wI2JA395UBnJ8/8zwWOAbA23FD9zgXOE7PUQJHXfSXDLGQTolDBk5WhsqfMwEb+ct2rlYjADDd3eJufBiQe4IOQjAEcn9o7JvaPfba0X1Gd33cY/fLDecIHrvrYY6Pt9HuL5Y3n3sVxpt6+D+BYITjZN8Lpn/TfcDcc4Rjmu4vPsFCwr1nIFBjgNbNTbt3vIEdY6+6MTCt95uIniOqqnXXBa5P0wBt252xAdDag+6xaTvgtICxfV1IBQAvu/x+nLeTGQAP4EbcR9+MV2//EDfjU8C2O82HcD3uOXcbyI5H28I0TXddTdudq0F3bgs6Y7r3yp0T9rD/57+7Lvshg/1de30IgGkJaEzwHP0HlKwnRg3632z/CXB97Qsc/IZa+zt1/YnpZ69vMG53G0W2UNgAY8AJW3Y3ctBuvM8CwptdmsN77F1GChZyGw8Prv9cwIGFSz+oDT/WFYGzod1N517nFOAAQNOywLl45obeQ3GezKvbd+NmfGrwSbmAx/CGL7wZP3Tu+3TAaa1YngOc/n3OAA7QeTMjwKHGdH8g4P2BAAMcd4L+jQcLHMmWF0Y1xv7Yx4qwKl44efhhldS/OFPl+m/sjxNqOe1navGfEFIZF+4IwnFRSKVYLQ5qQPb/EDTuVz9ahyNsLaoOqUI9Zyykyin641LiBlFIJWWoUjU4vi0LNkB/E/aQcY+9Y6x4HKW2p6XHDw04rMbjZ6pC3adipmoUOE3TeTSKTFU2cPznGuAkPlY34HNypXECON0vPwM47kbXAieA1BhwtIs2xT1wBFscbCj0bDgvRwIOcwOXejnF9TjJNg4QfP8QKkVeztzA2XQic3YtThZwPC9HAZzkZwvyWirVSvES4LhxCuAM09sK4PjcGAFOtIaKsWXBxt7wZP8XvRzCeFg1gMSCw6qawGm64j+zCaAhhFVTgUO20DAHOJr9jJ+E7fAbG+YEzqCAUAkcO0YLnKwanMSbsyzYwPSeDTVm6OXkhlX+DTw1rFoYcHoPzKbGh4V6gpdTGzibTQ+dHODcc+62ZB2O+9hcwGN5aXHbN1vDmQgce1vogNNDyu8PtYezMNgAIIB6eHheTiqs4rycmmGVEPLUCKvmBM5A22GE4+Fx+9OE56HJwnEWcDbNACAlwJHqcEJ75/Fv421feBO+9eTReUVjHzjdBGrg5CxriCE1ouEEtrjUN9kaGtg3xrg30aBLGQLdE3iPDe28DZfgawAYpvbGvulhuzAz5k6Pm4b6v1wYfDB21xv/8GPCY35tT1E9zq51tlqcLm1Mw5vT7zOWGhfS4gDw05ffi4333vvm2q7FZbzy8nvxrO2ncP+5W6BKi9trIUCfFvePU/f5JkBIi7vnQUqc7O8VQVrc/z0Bu5S4fZF9zRjQ/845W5Rn47z8nUcTeDka8bhBkXicm62K0u2IvY2rJayq7uFsmp0HY72SSdXGE9ZSwb7Nd5qH9B4OsAvBSjwcT//J8nDcC1F6OFKVsWSLgg0AUNOiIQMip9tgoN+MisfA/sTjGmHV1QqcPiyzQPGfTxSOc0Kqf3r+B/AhPHXsPgMBeOXl9+IlX3hQBxzt4s0UcDI1nOyFm9w+OIk3YXFhVNPYEKcFYAiGdg5/HwbYT44LhXbhhPfYuhujlccN2LAKgPN2+1+eaYHqYVWD/i8Ot8yhZlgVtTn/uqX+g2oGx23/1njzdO3u/Rhcm3vD2h33S8Kq4mpjP6TyfoH3nr8Nxhj83hd+O+nnOA/n7136JF58/s6RkApwYVV5SOU+YMgPqWA6+BroQip3xL8VAluWZ2PDp51XM9HLIYx7OQMPYsTLGQurhBBrDavcOOm593iKh7PZAJsNaNOwXs5/Vn5NzA34bNrD2W751HiJh5NR+CetFC/ycBhbFGwIQNO0aBrT/zjoENDDCBZIbIo8fOwmJvBaTgQMIUXO3vDjNTnF2aoVOGngbDagpulqcTYboNl4/fiw6v5zt+CjeJJaw3nVpXdFwDHbFlKmqgg4wN6BI9miYAN0YRQ5b8ZChQjlXo5yfVUMDAYkLCBmWurQz1dedcx7WFcIcJrGFhA2OyHZF5YLdZwXn78TD9BNGKlvAwG4gE/idZce6OCx3VqPRlH8lwucoE8RcHJEY+neS96ZV6ERGc+z4b2chkx1L0e1/ehgfPi4fKnDnGHVGIyitox6nN08TAFg3+5VHIdCMfvc/swoHN9/7hbcfu6FuDQiiRK6kOqtl96YVYuTBRyhz5xZKskWBRsigw0ZNBSCph14ObB9RC8nWEeV5eUwN/GguM+1J7ycVFgFMFDQhFUJj2UNq/KBQ0T45TPPVlUbX4vL+JnL760PnG2r22JU7eFABxzBFpWNInSaDRmCMeT2PgJAaJoWxtAw3DWm62v7GPtvX4TW9yPssjH2cUu7m9/PL7lsmJ+Zsr+svt1+fqgf30/VXYstTByODx67F9wOxxIzX9xG9hzof7KyVa0/p3vH/HMdbgFglUyVK/675pkgIvzkyftwHu3uvIxtgOziv2SWyvsAicV/7vehzFLB/h783waXpZJsUZ4N+j9YJunl9GGV9TpoxMshz9uo4uU4T2PMy2HHB16OyqOxP4M5eI9F5eVUDKsO0sMJhWP32GWq7GMQ4eLRM/A95/9ZX4sz8vEUheMsD2fbxl5OBQ8nd3uK0JYFGwCbpsWmMdhYsGyadgCdXTjFazkD6ORWHxOGWo6Y4g5S5wAPFU2KHDpghJDQiMf7CKv2quPY50nheLMpCqvuPX+bOlN1AZ/MBo7xRWatcJwJHE445oAj2aJgQzAWNm0EnYZMH2YlBWTbrwOM4OU40GTW5ZR6OckUuQeFlJeThJAEEMZTkj0Zd57l6jguU1UNONsWaLd9Xc7UauMkcOycKuAItjDYABsbPjngEJlud0jGy9mFUxnFgJ7InLvGqtTLkVLkUbocspezL/F4Ulh1FQDn/nO3qEOqC/gkfu/Sb+Iln39f77WY7barxdluRS+nNnBoy4dVEnAkWxRsQF0YdcaDCufl+NDZhVPKNLnk5YS6DpD0cuKbepqXo0mRx7pNeA3djanJbu3mi4FTHFbNlR7fJ3A2G9x73QvwQKOrxWlQSccpAc7W92gygCPYomBDMB1oLCRCL8eHDjkPRyEgq9PkKS9nACMM4cJ5Oc1MXs4IRJyXI8OIux45rGKP7TusqqHjcBXHnHBsoXP/+efi28//YJaXo17EOQU427bLurVtUfHfWtRnjQBsqB14NM7LCUMrSUD2K5C1AnKyGND9dmjEyxl4HRl1OYVezjhE0uJxeI6k9hN6OT6ElEWAV2pYde/527IyVW+99EbcevxIPeBsW5AFzA5k6bBK/c2bgS0LNmQ9G2pxhtrey8kJrTQVyARgVEC20JC8nB46IVwkL4cBgw+wXC9HEyqlAMKBbE7xeHJYdYUA51pcxitO3oNXPf5ONXAGmaq27byXbTuAUNXiP8EWBRsAaGgXSnHQGQutUrU5qnVWTt/RpsklL6e/QfM26Krq5fR96qTIc8Tj6mFV7fS4NqyyP76OM2YEG1ZJwvF2u99MVQgcwRZWQWxwhrZo0aAlQmu6HzKEBoTLaICmRePa0d3wruIYaNCa3fPWHjeG+iJO/3cF17c7eVe92nSVwp2Y5vqRHYSu8rjf1AX2QwKQITg31a+CNQ2G1cduTnT3kAkqiEerj9vucryr6IBhdj9cNbFfCdyPE8bXqDzu3pzhax+cONgjh2y16yFXHd9//rn48PH1eMXJe3bnE4zQhVX/8+Qp3TalUyuO3bwVqo0lWxZsCDjTtGiN6UATQAct+udkaACdLbpMVgcaRNBBD5oOPiF0ul+8uwFMD5oeOu3uwz6Ajwcd8vpEcPFuPNfPmM5zj6Fi+pu9g4QHpAbD5Q7B2Kg/dkDp+gQA8ccPYCJAJAWj/przlzq4kNRdx+D9IPt+txbqZN/fluzX6e4POBePngEAePnJe0ZvTkK3xOFllz+A1569pRt7WsCB6aQCkjG5LNjA4KjZ4rJpLGCG0AHQezkhdNA2Ay/Hh06/STX5oNk9blvqPlSelzOATutDwQONe2zXWZmG8XJ86LibOfResLufdl4I7A0+vsaqmpfTxH0jsLShNxN7Od0OdNhdYGonwO0OOL1f02R4OWi60MAHkPFeuA01jH3ehyL+cSJgu80GjmZNFWGn43zbycO497oXzAOcrX0dTnMyLnS1gCEaQIizhcEGONtsu/fcA4qDDhpEoZXrA4ANrcgQgN3iTj+0ciGyH15lh1buF+gGcKFV690sPQQYENlP7c4LwQBsvvcCDG94zsvxQ59B/yleTkNRf87LGQAt5eVs3HUa+GGV5OV0f6lnCKs2Gwuj1oKLLIhc3GpA9pdkjMHFa56Ji0fPwK3Hj6jDqgv4JF71+Dtx7/nbLAAJME2XFTXU0d7+ITJOrDYOIo3tQ73gTfZ5L4gDSi+Ht2XBhgzOUCfmnpgGrWkG0GmMweV2w+o5aBCFVg46QMOGVoaMPTYhtHKg4UIrd1M03XxsaBWCCIGX0wPG+zvfDI/5Xg46tg7CrqSXY19HbS8HTdBX8HKo5cMqyctxWTExrAq9nLbVAwcoDqtygPPWS2881bBKsmXBBp1ns+31GYOtoQF0AGTrObDbU3B6jjvG6TktJoZWDXgB2UGndV7GuIBsLLBCLyf0RGAUgPF0nR1YZvJy+rG8l9NdKw0nl7ycbYF47IVZWWGVMaDtVg2cr9s+hjvah0bTx35Y9XXbx3D/+efuHTiSLQw2XTaqQYPNxuCk3dhQaQedpjFW0xnqOQ0ZXG6bIj0nDK2MMWjb7lxcaNUFwxNCqxbd+EiPCUBkkBSQe6EZTL/+WhEDZhCmeX1MB53Oi6rk5fSen9c39HL68414ORuoxWNymyFNEY83G3VYdf+1z8OHj5+Knzx+H85jq/Jy7mwfwrc+/r/xuqNvwcWjZ5w6cBYGG+AsbbGlDiR+OOVDx/difOg4TaeGngPIm3W1AMj7qx5BB/BurgA6rbFju/lCj4Y4EAGsgJyVJk8BJvRcvOuLYcR4Rv2YYX+1l2O1CeP357ycFmrx2GzAh1Wcl4O2Slh18egZuHj2Rtx6/Ah+6uQ9OEI6bCEAX4wn8IrjP8LXXf4k7j//3Po6jnfcCceSLQs2tqCvMQYtCFsyaEyLy2az82xAvdcTisiub6jnNBvr9WToOalUeeNu9jC0st6GCXSeweOGxNCqGwtEXo4PHYTg2J0jEpC1aXLGcxkIyKHXEqXAgd3r7K4pBlIFL6fPcu0gyXk5slcjeDlNowurfC9nu02GVRfP3IBXXXoXLuCTai/nw8fX70XHkWxZsIHBueYEJ+0GW2p66HQh0iYKp7JEZBt+hXpOs9li2zaRntMYwtbCJ4RO53wwoZUx/f0ThVbuhurvFkTQMeA8lSC0AlgB2YVvPgwmpckHInPstXB9d/N7YaQAoylezk5UN6yXgw104rGxF18iHm82ybAKRLj3uhfgJZfehzvbh1TA+ZmT9wDAqQFnYbDpwqgOJBvr3XTQ2TQtTswGDZoeOo0xuGxiEdnpN1oRua+xUeo5zhti9Rxg5+WE0LEwiUIrYwsCx7JWY6GVlxnjQqs+/GK8HHjzAEMQsWlyIePFgiUC0jQvp6/jcdw24L2cbZsWj1sCNZ6bOCYeb9vsbNX9558LXIIKOA26rNZPnjzYZ6uywyo048ARbFmwIdPBBgYbsnDpQ6oOOic2THLQaUyL1jQRdLrQSS8iX2ZE5IZabNtYzyFq0baCntNnV0wMHQihlXfzFWWtgHRoNchoCaFVrwN5fQKADNLkIxkvznNJwYity5nq5WxsfJjycraerjImHm8aOaxivBwDZAOHMDFbBftejdXjMLYo2DSwsKHW6jMGLdEAOo0VjznocKFWmLly+k1UiUymC6cA1XorqT4nqecA3o0TQMdVIXN6DiaGVmxGKwittAJyKk0eZLxEL2fQV1mXM8HLIUBOkW8QAUj0csKanREvhzZAmK168fEH8CQcH4aOE9iiYEMwuKY5QWsanGAzgM4JOh1mqOM0u8yVkC7vQq3h8ocdhIaZq8YCZyAi2zZfzzGGQE2LltFzDBm0LeXrOcCOUj50bLqSDa1CECEztPIgIoZWLfQCsgCsnbezKx7ECIzQ1vNyVIWAaMdT5C5rUCgeu2xVjo7zipP34MUnH8Trzt6sD6uAJHAkWxhsOs2mRYvGhlEtDBpqsTEtthZCDjqbpsUWzRA6TLp85/UMM1dd+DWEDpe5yhWRiaxHG+g5rkgvS8+B4UMrBwsORLDnwkholajNkbUb73nfx/fUmL6DMI73ihxY+zVWft/QyzF89fEkL8dqN2NeDm29u7VQPL7/2ucBlwh3bD+iKgL8YjyRt7YKLVLpccmWBRsyOEfHOMGZTrdBiy01KujsBOUdSHzobDadp8NBJ0qXc5mrpu3BEkJna/UelYgs1edIek4qVQ7iQysJJu4mV4RW49pN2KdQQPbS6hBhZNtgIm0nty5nqpfjdKCxFLmxN74kHrvtKnKKAPu1VZUWc4a2LNjA4Ii22NgQaAw6XXbK7MIrp+Ugr0aHT5cbbH2vx/NkwswV0RZtkLlKisiGBkDp5uj+wuboOalUeQ8iMHoOdvPnZq00tTluiwnJIxp6O7FX5ANmUM3cOHcFkZcDK9Lm1OVM8nJGCgEJ2IVVgpdz8dxN2WHVBXwSv/P4m/LCKuflbDZrNspZLxCjxQaNCjqdByNDxwnKA+g0ne7jQ6fv50GnMVbDKcxcEZEFTiAiGwPTNgM9BxYMg9BqTM+h7oPM6TkIQYQddAg7+IXQ6UVEs7uvfej01yKAxOkrXKjEZcYGnovXf5cdC2EUhFbbzssBhnCJvBzT/TGr5uVoCgE121ZsNlnicVFY5byc7Xbn5TC2KNh0RX3HNkw6Mxk6XBYrhE5YGBjW6LhxA+jYv1gRdIiwbXeeTwuANt06qyhzRd2HeHcz2w96y+g5ZOxfcu/ut9AhCHoOmNDKwSIKkXbQAcJju/s6JQKrQyvGI/JB4jyZlIA8CKXssoTIy3EX7O2XgwailyPW5UzxcpTbVhhgsNTh7pP34qgnu3SvdF7OA4//Jn7x7HN5L2djqxu59Dhji4JNA4NzdIITnMGGWhY6J2aDbqnmOHT6OQLo+CnyzhNqB9BR1+gw6fKGLJiMByEhc9UCGOg5KRGZAOsyDaAj1ucQ2f6CnhOGVu5mBh9aOViUZq3GQquhJ4PAm3F9CtLkqf1ytui9HGBCXc5EL8dPkV+85pkAEX7q+D046hApGgG4Bq1ck4MtG1ZJtijYuKK+DQy2oAF0WmpwbDY9YHI8nRA6uyyWDB0XavnQaTYu1NpBx/d8eugw6XIuc0VkPaAwc2X/IMH73MLYv86hnmMf59TnFOk5fWFhz7khOBA8D0EyEloNPRn3+uz7Mig4VAjIY2lyl1bf7OAbeTkOOi3y6nKmeDnb7SBF/qrH35m1tgqfB+4/dwsAJMMqyZYFG8B6Nt2yBB86dht0Dzr54ZUWOn41sgSdsDAwrNFpNtseQj50jAAdJyb30OmL58wOOrkisg3LIj3HhmVZeg740Mp5XKJXMzW0GmxQ5v948/hisyZNDoPIy7HX2q+6h83YIeHlGHiLPjHdy8EGfor83r9zO249fkSt5dxpHsKdlx7CY3Qd/uPZv98VA3LisWCLgk0DgyN0X9eyRXdjH2Ozd+hwSyBC6Oye76DjPJ8QOlyNTpguJ3LaDgbQCTNX7ube/dUetvt6DgysphNrN4RMPWcQlgXQSYVHECCkDa1StTmt9dJS66y2eWlyAxpeSyggB4JxuJXFwMshoS5nJi/HHXuqeRw/c/xHfWgVeTmCLQo2BOAa2naZItMV6jVdid8AOlvYCuNTgo6/BEKCzqAwsOlEQB86RNvOy/Ggw6XL2cyV+0sVQqfXdey7Seg+8G0sIvceCQeiECbuRhf0nOQCT4TzeD/gIaIOrULtJgitqM0QkFNpcud9tUYUjPvnwZKG0bqcDC/nVY+/ExfM/xkNq2Dfuju3H8Ft/+9RvPboOUMvR7BFwaYTiFucgGDrIK1HE0Nng/bUoOPS60noeM9ThYFhjc5OxwkyVwY8dOyNtIOIazP9DW023l9mHzqCiOxuFK2eswNXDB3AexxCB0JoZXiPSBta7TJagoBsbNZPKyA3xHs5UShlMLoNqfN0Cryce697AW49fiSrEPBaXO425/K8HMkWBRsiwlmC9WAMWgDHpunDKh86vYDMQMdVGJ8WdAZLIALoOPD40OmuAxF0ohodbbq893A86EiVyGT1jB4GQRs86PTzxtDx4TCADnivhheVPejAbx+O7Y4JoZU7ceDlRKFVw3g5DjpKAdlBZnRXQC+UMpsmv/rY83IunrsJF4+e0RUCbj+i8nIInZeDz5suYyXYsmAD4Bx19SlbGJwAFi5D6LRocRwIyA46vffTp8530Om8nzOzQ4ddd6WEjl8YSBvjeTm7hZ7G0AA6bLrcD6kCQTmqRA4FY3djciIy2T+6gxvdD8sC6BTqOei9KGYs/DGx4JzKWo2FVt2ZTezl+NCxCz6Tm3T52k6fUjdDL8dBB21W9bEB+m0rNOur3L11Z/sQcAn4faHPomDTgHCONhY0LTaIodPBxW4/wUCnF5AZ6GydZxRAJ1xlPjd0/HVXEXRsGBVCJyoMpGB1+WZ3Q/TQod1neRQ6XOaKTO8hDTSY/iYbQme4VsuDg1SfA6bvwDsBhrBAoNX4P7HgHMGoxWhoBfc95QZRaNVXIPuFjZKAPFYM2La7/XLCDbzCleRbgKvLuf+6f4APP/FU/Mjxf8NTzOMgIOnpEIA72ofwZcCXcMcXBZtOID6LE7PFhiiCzhbAiTHY0DYJHee1cNDZEuHEnBlAx60y3x90bAVyAJ3BuqugGtmJzD502NXlXI0OwabMPU/EmDhdzi1/IPuX3G8zYBdyOjGaS5FX03MgwCkBqA5SiqzVSGiVqkAmYFRAHqTJ0fBejh92uZXkm0b0ct5t11fBGLzk0vtGv06mAfAVwFey95/p/wRc/UZEnwLwOIBPn/a1rLbalWhfBnzJVwFf48r4OPtLAJ/uYtWBLQo2AEBEHzTG3Hza17Haakszjfaz2mqrrTbZVtisttpqe7ElwuZXT/sCVlttibY4zWa11VY7HVuiZ7Paaqudgh08bKiz1xLRw0T0Z0T0zUK/G4joQSJ6iIjeRERHY+OJ6HYi+gt77JVe+2uI6M9t/7cS0ZNt+9OJ6BIR/an9ef3ML3+11a4aO3jYAPh2ADfZnx8H8Dqh388B+EVjzE0A/hrAj6XGE9EGwH32+LMA/AARPcuOeReAbzDGfCOAjwD4We88jxhjvsn+3FXnJa622tVvVwJsvgvAb5jO3g/gyUT05X4HIiIAzwfwZtv06wC+e2T8swE8bIx51BhzDOCNti+MMb9vjLlsx78fwNPme3mrrbYMuxJg85UA/sp7/jHE5dBfCuBvPED4faTxmnkB4EcB/J73/AYi+hMi+i9E9A9zXshqqy3ZroS1UdzarzCFluojHRudl4juBXAZwG/Zpk8A+GpjzGeI6AKAtxHR1xtjPitd/GqrrdbZQXo2RPRSJ8IC+DiAr/IOP822+fZpdOHRGabPx4TxUru7hhcB+E4ALzS2PsAY84Qx5jP28YcAPALgawtf5mqrLcoOEjbGmPucCAvgbQB+2GaVngPgb40xnwj6GwAXAXyfbXoRgN+1jx8Qxv8xgJtsFusIwPfbviCi2wG8AsCdxpjPu/MQ0VOssAwiuhGd6Pxo/XdgtdWuPjv4oj4r/v4KgNsBfB7AjxhjPmiPvQPAPzfGfNze/G9Et5fGnwD4QWPMEyPjvwPAL6HbOOHXjDGvsu0PA7gGwGfsZbzfGHMXEX0vgH+NLrTaAvhXxpi3z/0erLba1WAHD5vVVlvt6rCDDKNWW221q89W2Ky22mp7sRU2q6222l5shc1qq622F1ths9pqq+3FVtisttpqe7EVNqutttpebIXNaqutthf7/9Q09o5boC9VAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "taue = 20; taui = 10\n",
    "Ne=4000; Ni=1000;th = 20 ; taub = 1; taue=20; taui=10; Jee = 280/Ne*taue; Jei=-70/Ni*taue; Jie=500/Ne*taui; Jii=-100/Ni*taui;\n",
    "Vli=6.5; Vle=7.6; Vr=14; the = th; thi = th; Nmax = 2\n",
    "disp = 1; disp2=1\n",
    "\n",
    "LEb = []; LIb = []; E0b=[]; E02b=[]; E1b=[]; I0b=[]; I02b=[];I1b=[]\n",
    "\n",
    "Lsigb = np.concatenate([np.arange(1.5,2.8,0.5),np.arange(2.8,4.5,0.1)])#0.1#,np.arange(4.415,4.417,0.0005),np.arange(4.417,4.486,0.01),np.arange(4.486,4.4875,0.0001),np.arange(4.9,6,0.1)])\n",
    "beta = 1\n",
    "epsilonI = 6e-7\n",
    "epsilonE = 6e-7\n",
    "epsilon2 = 1e-6\n",
    "delta = 15e-7#6e-6\n",
    "delta2 = 1e-8#delta\n",
    "leng = 0.00065\n",
    "ini = -0.00025\n",
    "du = 0.025\n",
    "RE = np.arange(ini,leng,delta)\n",
    "RI = np.arange(ini,leng,delta)\n",
    "re = np.array([RE,]*math.ceil((leng-ini)/delta)).transpose()\n",
    "ri = np.array([RI,]*math.ceil((leng-ini)/delta))\n",
    "Ka = 600\n",
    "LSeb = []\n",
    "for sig in Lsigb:\n",
    "    print(sig)\n",
    "    Se=0; Si = 0\n",
    "    for u in np.arange(1e-200,Nmax,du):\n",
    "            #print(u)\n",
    "            mue = Vle+Ne*Jee*re*taub+Ni*Jei*ri*taub - Ka*beta*re\n",
    "            Se += du*np.exp(-u**2)/u*(np.exp((th-mue)*2*u/sig)-np.exp((Vr-mue)*2*u/sig))\n",
    "            #LSe.append(np.min(Se))\n",
    "            mui = Vli+Ne*Jie*re*taub+Ni*Jii*ri*taub \n",
    "            Si += du*np.exp(-u**2)/u*(np.exp((th-mui)*2*u/sig)-np.exp((Vr-mui)*2*u/sig))\n",
    "        \n",
    "    Ge = 1/(taue*Se)\n",
    "    Gi = 1/(taui*Si)\n",
    "    E = np.abs(re-Ge)\n",
    "    I = np.abs(ri-Gi)\n",
    "    idxe = np.nonzero(E<epsilonE)\n",
    "    idxi = np.nonzero(I<epsilonI)\n",
    "\n",
    "    if disp == 1:\n",
    "        fig, ax = plt.subplots()\n",
    "        pos = ax.imshow(E)\n",
    "        ax.set_xticks([0,len(re)])\n",
    "        ax.set_xticklabels([ini,leng])\n",
    "        ax.set_yticks([0,len(re)])\n",
    "        ax.set_yticklabels([ini,leng])\n",
    "        fig.colorbar(pos,ax=ax)\n",
    "        ax.scatter(idxe[1][:],idxe[0][:],color='r')\n",
    "\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.imshow(I)\n",
    "        ax.set_xticks([0,len(re)])\n",
    "        ax.set_xticklabels([ini,leng])\n",
    "        ax.set_yticks([0,len(re)])\n",
    "        ax.set_yticklabels([ini,leng])\n",
    "        ax.scatter(idxi[1][:],idxi[0][:],color='r')\n",
    "    if disp2==1:        \n",
    "        plt.figure(figsize=(15,15))\n",
    "        fe = interpolate.interp1d(re[idxe], ri[idxe])\n",
    "        Xre = np.arange(max(re[idxe][0],re[idxi][0]), min(re[idxe][-1],re[idxi][-1]), delta2)\n",
    "        YriE = fe(Xre)\n",
    "        plt.plot(Xre,YriE,'.r')\n",
    "        \n",
    "        fi = interpolate.interp1d(re[idxi], ri[idxi])\n",
    "        YriI = fi(Xre)\n",
    "        plt.plot(Xre,YriI,'.b')\n",
    "        \n",
    "        #L2 = np.nonzero(np.abs(YriE-YriI)<epsilon2)\n",
    "        \n",
    "        L = np.argwhere(np.diff(np.sign(YriE-YriI))).flatten()\n",
    "        #LB = np.concatenate([L,L2[0]])\n",
    "        plt.scatter(Xre[L],YriE[L],color='k',s=200)\n",
    "        print(Xre[L],YriE[L])\n",
    "        plt.title('sig='+str(sig))\n",
    "        \n",
    "        if len(Xre[L])==1:\n",
    "            E02b.append(Xre[L][-1])\n",
    "            I02b.append(YriE[L][-1])\n",
    "            E1b.append(Xre[L][-1])\n",
    "            I1b.append(YriE[L][-1])\n",
    "            E0b.append(Xre[L][-1])\n",
    "            I0b.append(YriE[L][-1])\n",
    "            \n",
    "        elif len(Xre[L])>=2:\n",
    "            E02b.append(Xre[L][-1])\n",
    "            E1b.append(Xre[L][int(len(Xre[L])/2)]) \n",
    "            I02b.append(YriE[L][-1])\n",
    "            I1b.append(YriE[L][int(len(Xre[L])/2)])\n",
    "            E0b.append(Xre[L][0])\n",
    "            I0b.append(YriE[L][0])\n",
    "            \n",
    "        else:\n",
    "            E02b.append(0)\n",
    "            E1b.append(0)\n",
    "            I02b.append(0)\n",
    "            I1b.append(0)\n",
    "            E0b.append(0)\n",
    "            I0b.append(0)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Lsigb,E02b,'r')\n",
    "plt.plot(Lsigb,E1b,'.r')\n",
    "\n",
    "plt.plot(Lsigb,I02b,'b')\n",
    "plt.plot(Lsigb,I1b,'.b')\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(LSeb)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.5\n",
      "[] []\n",
      "2.0\n",
      "[-2.03830008e-16] [0.000305]\n",
      "2.5\n",
      "[-2.03830008e-16] [0.00133]\n",
      "2.8\n",
      "[-2.03830008e-16] [0.001925]\n",
      "2.9\n",
      "[-2.03830008e-16] [0.002135]\n",
      "3.0\n",
      "[-2.03830008e-16] [0.002335]\n",
      "3.1\n",
      "[-2.03830008e-16] [0.002535]\n",
      "3.2\n",
      "[-2.03830008e-16] [0.002745]\n",
      "3.3000000000000003\n",
      "[-2.03830008e-16] [0.002965]\n",
      "3.4000000000000004\n",
      "[6.e-06] [0.000268]\n",
      "3.5000000000000004\n",
      "[1.2e-05] [6.9e-05]\n",
      "3.6000000000000005\n",
      "[1.8e-05] [2.6e-05]\n",
      "3.7000000000000006\n",
      "[2.4e-05] [9.1e-05]\n",
      "3.8000000000000007\n",
      "[3.6e-05] [3.9e-05]\n",
      "3.900000000000001\n",
      "[4.8e-05] [6.2e-05]\n",
      "4.000000000000001\n",
      "[6.6e-05] [6.9e-05]\n",
      "4.100000000000001\n",
      "[9.e-05] [8.5e-05]\n",
      "4.415\n",
      "[0.00027] [0.000275]\n",
      "4.4155\n",
      "[0.00027] [0.00028]\n",
      "4.4159999999999995\n",
      "[0.000276 0.00102  0.001032] [0.000279  0.0014925 0.0015225]\n",
      "4.416499999999999\n",
      "[0.000276 0.001032 0.00105 ] [0.000279  0.0015225 0.0015675]\n",
      "4.417\n",
      "[0.000276 0.000984 0.00102  0.00105  0.001074] [0.000279   0.00140767 0.001495   0.0015675  0.0016275 ]\n",
      "4.427\n",
      "[0.000288 0.000894 0.001122] [0.000295  0.001213  0.0017625]\n",
      "4.436999999999999\n",
      "[0.000306 0.000834 0.000846 0.00114 ] [0.000315  0.001096  0.001122  0.0018225]\n",
      "4.446999999999999\n",
      "[0.000324 0.000804 0.000816 0.001176] [0.000335   0.00104775 0.001072   0.0019296 ]\n",
      "4.456999999999999\n",
      "[0.000342 0.000348 0.000732 0.000768 0.001188] [0.00036  0.000363 0.000914 0.000986 0.001975]\n",
      "4.466999999999999\n",
      "[0.00036  0.000366 0.000672 0.000696 0.001212] [0.00039   0.000391  0.000814  0.0008578 0.002052 ]\n",
      "4.4769999999999985\n",
      "[0.00042  0.000618 0.001224] [0.000455  0.000731  0.0020975]\n",
      "4.486\n",
      "[0.000504 0.00051  0.000516 0.000558 0.001236] [0.0005685 0.000575  0.000586  0.000647  0.0021425]\n",
      "4.4860999999999995\n",
      "[0.000504 0.00051  0.000516 0.000558 0.001236] [0.0005685 0.000575  0.000586  0.000647  0.0021425]\n",
      "4.486199999999999\n",
      "[0.000492 0.000504 0.00051  0.000516 0.000558 0.001236] [0.000552   0.0005685  0.000575   0.000586   0.000647   0.00214267]\n",
      "4.486299999999999\n",
      "[0.000504 0.00051  0.000528 0.000546 0.001236] [0.000569   0.000575   0.000603   0.000629   0.00214267]\n",
      "4.486399999999999\n",
      "[0.000504 0.00051  0.000528 0.000546 0.001236] [0.000569   0.000575   0.000603   0.000629   0.00214267]\n",
      "4.486499999999999\n",
      "[0.000504 0.00051  0.00123 ] [0.000569  0.000575  0.0021275]\n",
      "4.486599999999998\n",
      "[0.000504 0.00051  0.00123 ] [0.000569  0.000575  0.0021275]\n",
      "4.486699999999998\n",
      "[0.000486 0.000492 0.00123 ] [0.000546  0.000552  0.0021275]\n",
      "4.486799999999998\n",
      "[0.000486 0.000492 0.001242] [0.000546 0.000552 0.00216 ]\n",
      "4.486899999999998\n",
      "[0.000486 0.000492 0.001242] [0.000546 0.000552 0.00216 ]\n",
      "4.486999999999997\n",
      "[0.001242] [0.00216]\n",
      "4.487099999999997\n",
      "[0.001242] [0.00216]\n",
      "4.487199999999997\n",
      "[0.001242] [0.00216]\n",
      "4.487299999999997\n",
      "[0.001242] [0.00216]\n",
      "4.4873999999999965\n",
      "[0.001236] [0.002145]\n",
      "4.487499999999996\n",
      "[0.001236] [0.002145]\n",
      "4.9\n",
      "[0.001482] [0.003406]\n",
      "5.0\n",
      "[0.001512] [0.00363367]\n",
      "5.1\n",
      "[0.001547] [0.00387367]\n",
      "5.199999999999999\n",
      "[0.001571] [0.00408433]\n",
      "5.299999999999999\n",
      "[0.001595] [0.004295]\n",
      "5.399999999999999\n",
      "[0.001619] [0.004504]\n",
      "5.499999999999998\n",
      "[0.001643] [0.00471467]\n",
      "5.599999999999998\n",
      "[0.001661] [0.00490767]\n",
      "5.6999999999999975\n",
      "[0.001685] [0.0051175]\n",
      "5.799999999999997\n",
      "[0.001702] [0.00530867]\n",
      "5.899999999999997\n",
      "[0.00172] [0.00550167]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fef738bc280>]"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAANeCAYAAACiR7ccAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABKnElEQVR4nO3dfYxl6X0X+O9Tt7qngd2s8+LEju3BZndgcVikZBubWUFmlp4COyE7WQGrkEiTNb3dPe1udldLRAwWqNHuKk4IQht1dyW36ZFyd4NMxPLibBKFoaVJa9E1eExCwAkmgwl4bCdxok1CFHqmX87+cepM3b59q+pW1X0793w+UqnrvtU9lauK/fXv+T5PqaoqAAAArLeNZV8AAAAA8yf8AQAAdIDwBwAA0AHCHwAAQAcIfwAAAB0g/AEAAHSA8AcAO0opf7GU8jeWfR0AMA/FOX8AMD+llN+X5K8l+S+TfHlVVeWA51dJfitJ8x/QH62q6n+Y71UC0AXCHwDMUSnl9yT5Q0l+JcnfmzL8PVFV1SuLuD4AusOyTwA6qZTynaWUz5VS/n0p5dOllDOllCullP9r5DnPlVL+bSnlV0spf6mU8gullGcO8z5VVX26qqqbST41818CAA5B+AOgc3amcZeT/IGqqv7jJH8syS+MPefdSa4n+bYkb03ynyR528jj31pK+bV9vh4/xiXeLqX8Yinl75RS3nmMnwMAbxD+AOii+0keS/LuUsqJqqp+oaqqfz32nD+Z5Eeqqvp/q6p6Pclfzm4PL1VV/c2qqt60z9e/O+K1PZXknUn+8ySfT/L/lFI2j/izAOANwh8AnbPTp/ufk1xJ8sullI+WUr567GlfneSzI6/5rSS/uoBru11V1etVVf1akv8pybuS/N55vy8A60/4A6CTdiZ3fyjJ70w90fvusad8IcnbmxullN+W5MtHbn9bKeU39/k6zrLPhy41yb6bxADANCwjAaBzdjp/b0vyj5LcSfIf8uj/IPq3k3y8lPJfJXk5yV/JSAirquqHkvzQFO9VUi8xPblz+1T98uq1Cc/9miQnkvzzJL8tyf+W5HNJfu5wvyEAPMrkD4AueizJR1Ifv/CLSb4yyV8cfUJVVZ9K8meTfDT1FPDfJ/nlJI+EtgP8ztThstnt8z8k+XTzYCnlx0spzXt/VZK/leQ3knwmdffvj1dVdfeQ7wkAj3DOHwBMoZTyHyX5tdRn8P2bJV8OAByayR8A7KGU8k2llN9eSvkdSb439XLMX1juVQHA0Qh/ALC3Z1Mft/D5JE8k+ZbKkhkAWsqyTwAAgA4w+QMAAOiAtTrq4Su+4iuqd77zncu+DAAAgKX45Cc/+StVVb150mNrFf7e+c535uWXX172ZQAAACxFKeXf7vWYZZ8AAAAdIPwBAAB0gPAHAADQAcIfAABABwh/AAAAHSD8AQAAdIDwBwAA0AHCHwAAQAcIfwAAAB0g/AEAAHSA8AcAANABwh8AAEAHCH8AAAAdIPwBAAB0gPAHAADQAcIfAABABwh/AAAAHSD8AQAAdIDwBwAA0AHCHwAAQAcIfwAAAB0g/AEAAHSA8AcAANABwh8AAEAHCH8AAAAdIPwBAAB0gPAHAADQAcIfAABABwh/AAAAHSD8AQAAdIDwBwAA0AHCHwAAQAcIfwAAAB0g/AEAABzCcJh813fV/7bJ5rIvAAAAoC2Gw+TMmeT115OTJ5Nbt5Inn1z2VU3H5A8AAGBKg0Fy505y/34dAF96adlXNL2ZhL9SyvtKKZ8upbxSSvnQhMdLKeX7dh7/mVLK103z2lLKn9157FOllO+ZxbUCAAAcxXCYvPBCUlX17c3N5Omnl3pJh3LsZZ+llF6Sa0m2krya5BOllI9VVfWzI097f5Indr7em2Q7yXv3e20p5b9O8myS319V1WullK887rUCAAAc1WCQ3L1bf19K8oEPtGfJZzKbyd97krxSVdVnqqp6PclHU4e2Uc8mGVS1jyd5UynlrQe89mKSj1RV9VqSVFX1yzO4VgAAgEMbn/qdPJk899xyr+mwZhH+3pbksyO3X925b5rn7Pfa353kD5dS/nEp5SdLKX9gBtcKAABwKMNhcuVKcu9efbuNU79kNrt9lgn3VVM+Z7/Xbib50iR/MMkfSPLDpZTfVVXVQz+7lHI+yfkkefzxxw9x2QAAAPtrdvd87bXkwYNkYyN57LH2Tf2S2Uz+Xk3yjpHbb0/y+Smfs99rX03yd3aWiv6TJA+SfMX4m1dV1a+q6nRVVaff/OY3H+sXAQAAGNXs7tkEv2eeadfxDqNmEf4+keSJUsq7Siknk3xLko+NPedjSZ7b2fXzDyb59aqqvnDAa/9ekj+SJKWU353kZJJfmcH1AgAAHKjfT27c2O35nThRL/9sY/BLZrDss6qqe6WUy0l+IkkvyQtVVX2qlPL8zuPfn+THknxDkleS/FaSD+z32p0f/UKSF0op/yLJ60m+fXzJJwAAwDwMh8mlS/V5fkl7e36jyjrlqdOnT1cvv/zysi8DAABosWaDlxdffHjq95M/ufrhr5TyyaqqTk96bBYbvgAAAKyF0Q1eqqqe+PV6ydWrqx/8DjKLzh8AAMBaGN/gZWsruX07OX9+2Vd2fMIfAABAHj3Ive0bvIwT/gAAAFJP/e7erb9fhw1exgl/AABA541P/U6ebOdB7vsR/gAAgE5rdve8d6++vY5Tv8RunwAAQIf1+8nly3Xwq6p6k5fHHlu/qV9i8gcAAHRUc5D73bu7xzo880xy69b6Tf0S4Q8AAOiowWB3qWeSbG6u1+6e44Q/AACgc5oNXhrrcpD7foQ/AACgUyZt8HLu3Hoc5L4fG74AAACdMRwmZ84kr72WPHiw3hu8jDP5AwAAOmMwSO7c2Q1+67zByzjhDwAA6ITxg9xPnFjvDV7GCX8AAEAnDAb1sQ7J+h7kvh+dPwAAYK0Nh3Xwu3lzd+p38mQ3en6jhD8AAGBtNRu83LmzG/y6OPVLLPsEAADWWLPBy2jwO3Wqe1O/RPgDAADW1KQNXi5c6M7unuMs+wQAANbS+AYvZ88m29vLvaZlMvkDAADWzvjUr4sbvIwT/gAAgLUyHNbn9927V9/u6gYv4yz7BAAA1ka/n1y+XAe/qko2NpLHHjP1S0z+AACANTEcJpcu1T2/qqonfs88090NXsYJfwAAwFoYDHaXeibJ5ma9/FPwqwl/AABA6zUbvDR6veTqVcFvlPAHAAC02qQNXs6dS86fX+plrRwbvgAAAK01HCZnziSvvZY8eGCDl/2Y/AEAAK01GCR37uwGPxu87E34AwAAWmn8IPcTJ2zwsh/hDwAAaKXBoD7WIXGQ+zR0/gAAgFYZDuvgd/Pm7tTv5Ek9v4MIfwAAQGs0G7zcubMb/Ez9pmPZJwAA0BrNBi+jwe/UKVO/aQh/AABAK0za4OXCBbt7TsuyTwAAoBXGN3g5ezbZ3l7uNbWJyR8AALDyxqd+Nng5POEPAABYacNhfX7fvXv1bRu8HI1lnwAAwMrq95PLl+vgV1XJxkby2GOmfkdh8gcAAKyk4TC5dKnu+VVVPfF75hkbvByV8AcAAKykwWB3qWeSbG7Wyz8Fv6MR/gAAgJXTbPDS6PWSq1cFv+MQ/gAAgJUyaYOXc+eS8+eXelmtZ8MXAABgZQyHyZkzyWuvJQ8e2OBllkz+AACAlTEYJHfu7AY/G7zMjvAHAACshPGD3E+csMHLLAl/AADAShgM6mMdEge5z4POHwAAsFTDYR38bt7cnfqdPKnnN2vCHwAAsDTNBi937uwGP1O/+bDsEwAAWJpmg5fR4HfqlKnfPAh/AADAUkza4OXCBbt7zotlnwAAwFKMb/By9myyvb3ca1pnJn8AAMDCjU/9bPAyf8IfAACwUMNhfX7fvXv1bRu8LIZlnwAAwML0+8nly3Xwq6pkYyN57DFTv0Uw+QMAABZiOEwuXap7flVVT/yeecYGL4si/AEAAAsxGOwu9UySzc16+Wfrgt9wmHzXd9X/tohlnwAAwNw1G7w0er3k6tWWBr8zZ5LXX693qWnR2NLkDwAAmKtJG7ycO5ecP7/Uyzqa5lT6+/frAPjSS8u+oqmZ/AEAAHPTDMpeey158KDlG7z0+8mNG7vnU2xuJk8/vdRLOgyTPwAAYG6aQVkT/Fq7wUuzW839+/XtFp5PIfwBAABzMT4oO3GixRu8XLmyG/ySeurXsvGlZZ8AAMDMrcGgrDZ+MGEprd2txuQPAACYqTUZlNXB7+LFhw8m3NpKbt9u5W41Jn8AAMDMjG7w0upBWTO6fPBg977WHkxYM/kDAABmZnyDl1YOyiaNLjc2WphgH2byBwAAzERzkHurN3jZq+N37VrLEuyjTP4AAICZGAzqelzS0g1e1qzjN074AwAAjm186nfyZMs2eFnDjt844Q8AADiWpiJ37159u3VTvzXt+I3T+QMAAI5svCK3sZE89liLpn5r3PEbZ/IHAAAcSbNScrQi98wzya1bLRmYTfoF1qjjN074AwAAjmQw2F3qmbSwItf6X+BwLPsEAAAOrdngpdGqg9yHwzr43by5e1+rfoGjEf4AAIBDmbTBy7lzLVkpOd7xS1r2Cxyd8AcAAExtOEzOnElee60+FaFVG7w0Hb/RpZ6lJKdOteQXOB6dPwAAYGqDQXLnzm7wa9UGL+Mdv14vuXChRb/A8Zj8AQAAU+n3kxs3dldLnjjRkv1R9ur4Xb++9ks9Rwl/AADAgZoVk8056K05yL3DHb9xwh8AALCvZoOXJvgl9akIK1+T63jHb5zwBwAA7Gl0g5fmHPTWnIowqeN37lwd/Fb+4mdP+AMAAPbUbPBSVbsbvKx8z0/HbyLhDwAAmKg5yL1VG7w0o8omsSad7fiNc9QDAAAw0WCQ3L1bf9+aDV5GR5VJpzt+44Q/AADgIcNhcvFivWqyyVAnT7YgP006i6JD5/gdxLJPAADgDXutmlzpqV/T8btx4+GzKM6eTba3l3ttK0T4AwAA3tC6VZOT0mrSkrMoFsuyTwAAIMnkDV5WftXkeFpN6uDXirMoFsvkDwAASPLoBi8rv2pyUsfv7NnOnuN3EOEPAAB4ZOq30hu86PgdifAHAAAdNxzW5/fdu1ffXukNXnT8jkz4AwCADuv3k8uX6+BXVcnGRvLYYyuco3T8jsyGLwAA0FHDYXLpUt3zq6p64vfMMyu8wcukjt/zzye3byfnzy/32lrA5A8AADpqMNhd6pnUA7QrV1Y0+DVJVcfvyEz+AACgg5oNXhq93gqvnGxKiU3wS3T8jsDkDwAAOmbSBi/nzq3oysnxUmIpK55UV5fwBwAAHdJslvnaa8mDByu+wUu/n1y8WF9oUge/ra0VXpu62iz7BACADmk2y2yC38pu8NJ0/Jrgl6x4KXH1CX8AANARkzbLXMksNanjt7FhqecxWfYJAAAdMGmzzJU8yH2vjt+1aytaSmwPkz8AAFhzrdkss+n4jR48uLXlHL8ZMfkDAIA1NrrBy0pvlqnjN3cmfwAAsMbGN3hZyUGajt9CmPwBAMCaag5yX+kNXnT8FsbkDwAA1tRgUNfnkhXd4KVZ6qnjtxAmfwAAsGaGwzr43by5O/U7eXIFN3gZDOqJX0PHb66EPwAAWCPNBi937uwGv5Wb+o2m08ZK7kKzXoQ/AABYI80GL6PB79SpFZr6jXf8kvoiz52z1HPOdP4AAGBNTNrg5cKF5NatFRmojXf8khVMp+vL5A8AANbE+AYvZ88m29vLvaaHjHf8er164vfccyuSTteb8AcAAGtgfOq3Uhu87NXxu37dUs8FEv4AAKDlmjPSm6HaSm3wouO3MoQ/AABosfFstbGRPPbYikz9mo7f6FJPHb+lseELAAC01KQz0p95ZoU2eJnU8VupHWi6xeQPAABaamXPSNfxW0nCHwAAtFCzwUtjZc5I3+uUeR2/pbPsEwAAWmbSBi8rk61W/pT57jL5AwCAFmkGa6+9ljx4sGIbvPT7yY0bD58yf/asc/xWhPAHAAAtMjpY29ioN3hZes+v6fjduJHcv1/ft5KnzHeb8AcAAC0xabC2EsFvvOOX1LvPrMQ4kobOHwAAtEBzrMPoYG0lDnIf7/gldfBbid1nGGXyBwAAK67Z4KUJfsmKDNZ0/FpF+AMAgBU2usFLc5D70o910PFrJeEPAABW2Mpt8KLj11o6fwAAsKJWcoMXHb/WMvkDAIAVtJIbvOj4tdpMJn+llPeVUj5dSnmllPKhCY+XUsr37Tz+M6WUrzvEa7+jlFKVUr5iFtcKAACrbuU2eBkOk4sXkw9+cHLHT/BrhWNP/kopvSTXkmwleTXJJ0opH6uq6mdHnvb+JE/sfL03yXaS9x702lLKO3Ye+3fHvU4AAGiDldvgRcdvbcxi8veeJK9UVfWZqqpeT/LRJM+OPefZJIOq9vEkbyqlvHWK1/71JH8+SRUAAOiAplL34EG9wcvWVnL7dnL+/JIvSMev9WYR/t6W5LMjt1/duW+a5+z52lLKf5Pkc1VV/bP93ryUcr6U8nIp5eUvfvGLR/sNAABgBQyHyQsvrNAGL5M6fs8/v+Q0ylHNYsOXMuG+8UndXs+ZeH8p5bcn+XCSP3rQm1dV1U/ST5LTp0+bEAIA0FqDQXL3bv390jd4mbTjjHP8Wm0W4e/VJO8Yuf32JJ+f8jkn97j/P03yriT/rJTS3P9PSynvqarqF2dwzQAAsDKaM9Nv3twdsp08ueQNXlZqxxlmYRbh7xNJniilvCvJ55J8S5JvHXvOx5JcLqV8NPWGL79eVdUXSilfnPTaqqo+leQrmxeXUn4hyemqqn5lBtcLAAArY9J+Kkud+vX7yeXLyb17K7LjDLNy7PBXVdW9UsrlJD+RpJfkhaqqPlVKeX7n8e9P8mNJviHJK0l+K8kH9nvtca8JAADaYnw/lVKSU6eWNGTr9+sjHR482L2Yra0VOFmeWShVtT41udOnT1cvv/zysi8DAACmMhwmTz+dvP56fXupZ6YPh8nXf3098WucOJH85E8Kfi1SSvlkVVWnJz02i2WfAADAEYxv8LK0/VQmdfw2Niz1XDPCHwAALMH4sQ5L2+Blr47ftWuOc1gzszjnDwAAOIRm0NassFzaBi9Nx+/u3d3gt/RT5ZkXkz8AAFig8UHbxkby2GNLmPo15/g1m7sk9XEONndZWyZ/AACwIE3eGh20PfNMcuvWgvOWjl8nmfwBAMCCDAYPb6a5lEGbjl9nmfwBAMACNBu8NJZybvqk0aOOX2cIfwAAMGeTNng5d24JeWslRo8si2WfAAAwRyuxwctwWAe/mzd371vK6JFlMvkDAIA5WYkNXvr95Kmnkh/4gYdPlF/K6JFlMvkDAIA5WfoqyyZ9jl5EKcmpU0s6UZ5lMvkDAIA5WIkNXsbTZ6+XXLiwhLMlWAUmfwAAMGNL3+Blr47f9euWenaY8AcAADM0HCZnziSvvZY8eLCEDV7Gd5hJdPxIYtknAADM1GCQ3LmzG/wWusHL+A4ziY4fbxD+AABgRvr95MaN3dx14sSCN3jR8WMfln0CAMAMNEO3+/fr26UkH/jAAid+On4cQPgDAIBjajZ4aYJfUh/rsJCVlk3J8M4dHT/2JfwBAMAxjG7w0hzkvtBjHZqSoY4fB9D5AwCAYxjf4GVrK7l9e0FDt0klQx0/9mDyBwAAR7S0DV6ajt+NGw+XDM+eTba35/zmtJXwBwAAR7C0DV4mdfySBZYMaSvLPgEA4JCWusHLeMevefOFlQxpK5M/AAA4hKVu8DJpnenZs3XqFPw4gPAHAACHMDp429hInnlmAT0/HT9mQPgDAIApDYfJCy8seIMXHT9mROcPAACmNBgkd+/W3y9sgxcdP2bE5A8AAA7QrLq8eXM3g508uYDBm44fMyT8AQDAPiatulzI1G/SWRI6fhyDZZ8AALCP8VWXpSSnTs156rfUsyRYV8IfAADsYdIGLxcuJLduzXHq1+8nTz2VvPji7lkSOn7MgGWfAACwh/ENXua+6rLfTy5eTB482H3Tra0FbClKFwh/AAAwZikbvDQdvyb4JfXET/BjRoQ/AAAYsZQNXiZ1/DY2LPVkpoQ/AAAYsfANXvr95PLl5N693Y5fr5dcu5acPz+nN6WLbPgCAAA7Fr7BS9Pxu3t3N/htbSW3bwt+zJzJHwAA7FjoBi86fiyY8AcAQOctfIMXHT+WQPgDAKDTFr7Bi44fS6LzBwBApy10gxcdP5ZI+AMAoLMWusGLjh9LZtknAACdtbANXnT8WAHCHwAAnbPQDV50/FgRwh8AAJ2y0A1emqWe9+7tvtHWlqWeLIXOHwAAnbLQDV4Gg93gl+j4sVTCHwAAnbGwDV6Gw3pXz5s3d+/r9XT8WCrLPgEA6IyFbPAy3vFr3uzcOR0/lkr4AwBg7S1sg5fxjl8y53WlMD3hDwCAtbbQDV7GO369Xj3xe+45yz1ZOuEPAIC1tpANXkZHi41eL7l+3VJPVobwBwDA2pq0wcvZszMexOn40RLCHwAAa2vuG7zo+NEijnoAAGDtjJ60MNcNXiZ1/OZydgQcn8kfAABrZSEbvOj40ULCHwAAa2XuG7zo+NFSln0CALA2Jm3wMtNVmE3H7+7dOW8fCrNn8gcAwNqY+wYvzvGjxYQ/AABab7SCN5cNXnT8WAPCHwAArTb3DV72egMdP1pG5w8AgFab+wYvc38DWAzhDwCA1pr7Bi/9fnLjxhzfABbHsk8AAFprbhu8NB2/GzeS+/fn8AaweMIfAACtM9cNXiZ1/JJkc9NST1pN+AMAoFXmvsHLeMcvqYPf1auWetJqwh8AAK0y1/1XJnX8zp51jh9rQfgDAKA1Jm3wMpNspuNHBwh/AAC0xlw2eNHxoyOEPwAAVt5cN3jR8aMjhD8AAFbaXDd40fGjQ4Q/AABW2lw2eNHxo4OEPwAAVtZcNnjR8aOjhD8AAFbWXDZ40fGjo4Q/AABWztw2eNHxo8OEPwAAVsrcNngZDpNLl3T86KyNZV8AAACMmtsGL1eu7Aa/RMePzhH+AABYGZM2eLlwIbl16xhTv34/eeqp5MUX6x9cio4fnWTZJwAAK2PmG7z0+8nFi8mDB7s/dGurngIKfnSM8AcAwNLNZYOXpuPXBL+knvgJfnSU8AcAwFLNZYOXSR2/jQ1LPek04Q8AgKWa+QYv/X5y+XJy795ux6/XS65dS86fn9l1Q9vY8AUAgKWZ+QYvTcfv7t3d4Le1ldy+LfjReSZ/AAAszUw3eNHxg30JfwAALNzMN3jR8YMDCX8AACzUzDd40fGDqej8AQCwUDPd4EXHD6Ym/AEAsDAz3eBFxw8OxbJPAAAWZmYbvOj4waEJfwAAzN1MN3jR8YMjEf4AAJirmW7w0iz1vHdv9wdtbVnqCVPQ+QMAYK5musHLYLAb/BIdPzgE4Q8AgLnp95MbN2awwctwWO/qefPm7n29no4fHIJlnwAAzEWzQrPZk+XIG7yMd/yaH3bunI4fHILwBwDAzE3ajHNz8whLPcc7fskx141Cdwl/AADMVLPBy2uvPbwZ55FWaI53/Hq9euL33HOWe8IhCX8AAMzU6AYvGxvJM88cYU+W0bMhGr1ecv26pZ5wRMIfAAAzM2mDl0MHPx0/mAvhDwCAmZi0wcuhz/LT8YO5cdQDAADHNrMNXiZ1/I50NgQwzuQPAIBjGV+leaQNXnT8YO6EPwAAjmx8lWYpydbWIXt+On6wEMIfAABHNr5Kc3PzkMFPxw8WRucPAIAjGQ6TF17YvX2ks/x0/GBhTP4AADi0ZoOX0eWeh1qlqeMHCyf8AQBwKOMVvY2N5LHHDrFKczhMzpzZPQk+0fGDBbDsEwCAqTUVvbt3d3f2fOaZQ67SHAweDX46fjB3wh8AAFM79gYv/X5y48Zu8DtxQscPFsSyTwAApnKsDV6ajt+NG7snwZeSnD2bbG/P5XqBhwl/AAAc6FgbvEzq+CX12NBST1gY4Q8AgH0de4OX8Y5fUge/Q58LARyHzh8AAHs69gYvkzp+zz+f3L5tZ09YMJM/AAD2dOQNXnT8YOUIfwAAPGKvM9inWqmp4wcrSfgDAOAhxz6DXccPVpLwBwDAQ451Bvukjt/Zs/WLBT9YKuEPAIA3NGf5HTq76fjByhP+AAB4w2BQ7+yZHCK76fhBKwh/AAA8tMFLk99Onpwyu+n4QSsIfwAAHbfXBi8f+MAU2U3HD1pD+AMA6Lgjb/DSnACv4wetsLHsCwAAYHkmDe4uXEhu3Zpig5crV3aDX6LjByvO5A8AoKOOPLjr95PLl5N79+rUWMohToAHlsXkDwCgg448uOv3k4sX6y1Bm+C3tZXcvj3lCfDAspj8AQB0zJEHd82o8MGD3fs2N+sUaeIHK8/kDwCgQ5r8dujB3aRR4caGpZ7QIiZ/AAAdMhjUE7/GVIO7vUaF165Z6gktMpPJXynlfaWUT5dSXimlfGjC46WU8n07j/9MKeXrDnptKeWvllL+5c7z/24p5U2zuFYAgK4aDpMXXti9PdVSTx0/WBvHDn+llF6Sa0nen+TdSf50KeXdY097f5Indr7OJ9me4rUvJvl9VVX9/iT/KslfOO61AgB0VbNqs5n6lZKcOzfFUk8dP1gbs5j8vSfJK1VVfaaqqteTfDTJs2PPeTbJoKp9PMmbSilv3e+1VVX9g6qqmkUJH0/y9hlcKwBA5/T7yVNPJS++WOe4jY0pDnHX8YO1M4vw97Yknx25/erOfdM8Z5rXJsmfSfLjk968lHK+lPJyKeXlL37xi4e8dACA9TZpg5dnnjngEPfRtNi8aHOzPgDQUk9orVmEvzLhvmrK5xz42lLKh5PcS/JDk968qqp+VVWnq6o6/eY3v3mKywUA6I5Db/Ci4wdraxa7fb6a5B0jt9+e5PNTPufkfq8tpXx7kj+e5ExVVeOBEgCAPQyHdfC7eXP3vgM3eNHxg7U2i/D3iSRPlFLeleRzSb4lybeOPedjSS6XUj6a5L1Jfr2qqi+UUr6412tLKe9L8p1Jnqqq6rdmcJ0AAJ0wHCZnziR37tTDu2SKDV50/GDtHTv8VVV1r5RyOclPJOkleaGqqk+VUp7fefz7k/xYkm9I8kqS30rygf1eu/OjryZ5LMmLpZQk+XhVVc8f93oBANbdYPBo8Nt3gxfn+EEnlHVaTXn69Onq5ZdfXvZlAAAsTb+ffPCDuwO8EyeSs2fr4DdxgNd0/Jqlnk3Hz1JPaKVSyierqjo96bFZLPsEAGAFNJW9JviVUge/7e0DXqDjB50wi90+AQBYskmVvc3NfZZ66vhB55j8AQC03F6VvT1znI4fdJLJHwBAi006xH3fY/kO/QJgXQh/AAAtduhD3A/9AmBdWPYJANBChz7E/UinvgPrRPgDAGiZQx/iPt7xO/AFwDoS/gAAWuZQh7g3Hb/RpZ4HnvoOrCOdPwCAFhkOkxde2A1+J04kFy4kt27tsXpzvOPX6x3wAmBdmfwBALTIYFBv1JkccIj7Xh2/69ct9YSOEv4AAFpgNMs1U7+TJ/dYuanjB0wg/AEArLi9Nnj5wAcmrNzU8QP2oPMHALDiDrXBi44fsAeTPwCAFdbvJzduPLzBy9mzdfB7KMvp+AEHEP4AAFZUs4Lz/v369p4bvOj4AVMQ/gAAVtBwmFy5shv8kmRzc8JSTx0/YEo6fwAAK6bfT556KnnxxXqQV0od/K5enVDb0/EDpmTyBwCwQsYHeaUkW1v1FFDHDzgO4Q8AYIWMD/I2N/cIfpPOftDxA/Yh/AEArIC9Bnl7LvWc+uwHgJrwBwCwZIca5E199gPAw4Q/AIAlm2qQ14wGb9yY4uwHgEcJfwAASzTVIG/SaDDZ4+wHgMmEPwCAJTjUIG98NJjsc/YDwGTCHwDAgh1qkKfjB8yI8AcAsGBTDfJ0/IAZE/4AABZIxw9YFuEPAGBBhsPk0iUdP2A5hD8AgAUYDpMrV3aDX6LjByyW8AcAMGf9fnL5cnLvXp3pSkl6PR0/YLGEPwCAOWqWet67V98uJdnaqqeAOn7AIm0s+wIAANbZYLAb/JI6zz0U/Jon6fgBc2byBwAwB80qzps3d+97ZKlnouMHLIzwBwAwY5NWcZaSnDuXnD8/8iQdP2CBhD8AgBkbX8VZSnLq1Eh9T8cPWAKdPwCAGZq0ivPCheTWrZFVnDp+wBKY/AEAzMDUqzh1/IAlEf4AAI5pqlWcOn7Akgl/AADHdOAqTh0/YAUIfwAAxzDVKk4dP2AFCH8AAEc0HCaXLun4Ae0g/AEAHMFwmFy5shv8kgmrOKdKhwCLIfwBABxSv59cvpzcu1cP9EpJer2xVZxTpUOAxRH+AAAOod9PLl5MHjyob5eSbG3VOe+N4DdVOgRYLIe8AwBMqVnF2QS/pB7mPRL8Ll5M7t7dDX5bW8nt28n588u4bIAkwh8AwFQmreLc2Jiw1PPAdAiwHJZ9AgAcYK9VnNeujQzzpkqHAMtj8gcAsI9mmLfvKs5+P3nqqeTFF3eftLlZ7+ppqSewIoQ/AIB9DAb1xK+h4we0lWWfAAATDId18Lt5c/e+icc56PgBLSH8AQCMGe/4JfVA79w5HT+gvYQ/AIARzTBvdKlnKcmpUyPns0+1AwzAatH5AwAYMd7x6/WSCxeSW7d2Bno6fkBLmfwBAGTvjt/162NLPXX8gJYS/gCAzhsOkzNnkjt3dPyA9SX8AQCdNxg8Gvx0/IB1o/MHAHRav5/cuLEb/E6c0PED1pPJHwDQSU3H78aN3ZWcpSRnzybb2yNP0vED1oTwBwB0zqSOX1LnujeWeur4AWtG+AMAOme845fUwe+NXKfjB6wh4Q8A6JRJHb+zZ+uJ30Mdv2apZ9Pxs9QTaDnhDwDoBB0/oOuEPwBg7Y2v4mzo+AFdIvwBAGutGebdu/fw/Tp+QNc45w8AWGuDwcPBr9dLnn9+5Ji+Jh06xw9YcyZ/AMBaajp+N2/u3tfrJdevj2W68XSo4wesKeEPAFg7kzp+pSTnzo0Ev73SoY4fsKaEPwBgrUzq+JWSnDo1srnLVOkQYL3o/AEAa2VSx+/CheTWrZ2B3njHL5mQDgHWj8kfALAWjtzx6/Xqid8bp7wDrCfhDwBovWN1/B5JhwDrSfgDAFqt308uXkwePNi9T8cP4FE6fwBAKw2Hdej74AcfDn46fgCTmfwBAK0zHCZnziR37uzmuSTZ2NDxA9iL8AcAtM5g8Gjw29xMrl3T8QPYi/AHALRKv5/cuLEb/E6cSM6eHRvk6fgBPEL4AwBaoRnk3biR3L9f31dKHfy2t8eeeOAp7wDdI/wBACtv0iAvqZd6PpLndPwAJhL+AICVNukoh6QOflevjuQ5HT+AfQl/AMDKalZwjh/l8MggT8cP4EDCHwCwkobD5MqV3X5fssdRDjp+AFNxyDsAsHL6/eSpp5IXX6wHeaXUyzy3tycM8iZ1/B465R2AxOQPAFgx4x2/UpKtrXoK+FCW0/EDOBThDwBYCaNHOYx2/DY3JwQ/HT+AQxP+AICl2+soh42NsR09Ex0/gCPS+QMAlqpZ5nn37qNn+On4AcyOyR8AsBR7LfPc80x2HT+AYxH+AICF22+Z58Qsp+MHcGzCHwCwUJMqe0m9zPPatQlZTscPYCZ0/gCAhZpU2Xv++eT27T2GeDp+ADNh8gcALMShK3s6fgAzJfwBAHN36MrecJicOZPcuaPjBzAjwh8AMFfNUQ6jO3oeWNkbDB4Nfjp+AMei8wcAzMVwWIe+D37w0aMc9q3s9fv1+Q9N8DtxQscPYAZM/gCAmTv0UQ7Jwwf/3b9f31dKcvZsfdo7AMci/AEAMzVpmWeyz1EOyeSOX/MiSz0BZkL4AwBmYnRwN77M89y5OsPtuWpzvOOX1MHv6lVLPQFmRPgDAI7tSMs8R1883vE7e/aAtAjAYQl/AMCxHGmZZ6LjB7Bgwh8AcGhNbvvFX0x+5EeOsMxTxw9g4YQ/AOBQ+v36+IZmWDdqqmWeiY4fwBIIfwDAVCat0hx14DLPho4fwFIIfwDAgfba0CU5RHbT8QNYKuEPANjXXhu69HrJN31T8uf//BQDOx0/gKUT/gCARxx7Q5dxOn4ASyf8AQAPmcmGLuM/UMcPYOmEPwAgyQw3dNnvB+r4ASyN8AcAzGZDl1E6fgArR/gDgI4aDpOXXkp+7deS7/3eY27oMk7HD2DlCH8A0EH7TfqOtKHL+A/X8QNYOcIfAHTMXkc3JEfc0KWh4wew0oQ/AOiA/Y5uSOqM1usdckOX8TfQ8QNYacIfAKyp0U7fX/trex/d8B3fkbzpTcnTTx9jVaaOH8DKE/4AYA3t1+lrHProhv3eTMcPYOUJfwCwJg7avbMxs2ym4wfQKsIfALTccJh8z/fsdvkmTfpKqZd4HvnohklvquMH0CrCHwC00OgGLj/6o8ndu5OfN7NO3zgdP4DWEf4AoCWm2cClcezdO/ej4wfQSsIfAKy4aZZ1Nnq95M/9uTlM+poL0fEDaC3hDwBWzOiSzmT/ZZ1JPXj7xm9M3vKWOQ7fdPwAWk/4A4AVMG2HrzHzDVwOouMH0HrCHwAsQRP2kuRLvuTgDl9jrss696LjB7AWhD8AmLPRqd5b3nK4sJcsaFnnJDp+AGtF+AOAGRid5H3t1yY/9VPTd/bGNWEvWULga+j4Aawd4Q8AprBXuDvKJG+ShXf4DqLjB7B2hD8AOqk5M+/Lv/zhIDc+tZtVuBs3Gvbe//7kV391gR2+g+j4AaylmYS/Usr7kvwfSXpJ/kZVVR8Ze7zsPP4NSX4ryX9fVdU/3e+1pZQvS/K3krwzyS8k+e+qqvr/ZnG9ACzfNOFrXrd//MenOzNvVsaXcX7t165Y2Gvo+AGstWOHv1JKL8m1JFtJXk3yiVLKx6qq+tmRp70/yRM7X+9Nsp3kvQe89kNJblVV9ZFSyod2bn/nca930Zb5X27cdtttt1f19qLD1yKMT/JGf+dWDMx0/ADW3iwmf+9J8kpVVZ9JklLKR5M8m2Q0/D2bZFBVVZXk46WUN5VS3pp6qrfXa59N8vTO638wyUtpWfhr/nP0tdfq/4IDQHvtF+5WdpJ3GDp+AGtvFuHvbUk+O3L71dTTvYOe87YDXvtVVVV9IUmqqvpCKeUrJ715KeV8kvNJ8vjjjx/xV5iPl15KXn9d8ANYVc2Zeb/xG/t3/tYi3O1Hxw+gE2YR/sqE+8YX8ez1nGleu6+qqvpJ+kly+vTplVo89PTTycmTJn8AezkofM3zdiLb6PgBdMsswt+rSd4xcvvtST4/5XNO7vPaXyqlvHVn6vfWJL88g2tdqCefTG7d0vlz22233Ra+VpCOH0DnzCL8fSLJE6WUdyX5XJJvSfKtY8/5WJLLO52+9yb59Z1Q98V9XvuxJN+e5CM7//79GVzrwj35pP9iA8AK0vED6Jxjh7+qqu6VUi4n+YnUxzW8UFXVp0opz+88/v1Jfiz1MQ+vpD7q4QP7vXbnR38kyQ+XUs4m+XdJ/tRxrxUAiI4fQEeVal322E7d+Xv55ZeXfRkAsLqGw+Trvz65d6++XUpy4YKOH8CaKKV8sqqq05Me21j0xQAASzIcJleu7G7ukuj4AXTILDp/AMCq6/eTy5friV9V1RO/Xk/HD6BDTP4AYN31+8nFi8ndu7vBb2sruX07OX9+2VcHwIIIfwCwzobD5NKlhw+c3dysl3+a+AF0ivAHAOtqUsdvY8NST4CO0vkDgHW0V8fv2jVLPQE6yuQPANaNjh8AEwh/ALBOdPwA2IPwBwDrQscPgH3o/AHAOtDxA+AAJn8A0HY6fgBMQfgDgDbT8QNgSsIfALSVjh8Ah6DzBwBtpOMHwCGZ/AFA2+j4AXAEwh8AtImOHwBHJPwBQFvo+AFwDDp/ANAGOn4AHJPJHwCsOh0/AGZA+AOAVabjB8CMCH8AsKp0/ACYIZ0/AFhFOn4AzJjJHwCsGh0/AOZA+AOAVaLjB8CcCH8AsCp0/ACYI50/AFgFOn4AzJnJHwAsm44fAAsg/AHAMun4AbAgwh8ALIuOHwALpPMHAMug4wfAgpn8AcCi6fgBsATCHwAsko4fAEsi/AHAouj4AbBEOn8AsAg6fgAsmckfAMybjh8AK0D4A4B50vEDYEUIfwAwLzp+AKwQnT8AmAcdPwBWjMkfAMyajh8AK0j4m7fhMPmu76r/BWD96fgBsKIs+5yn4TA5cyZ5/fXk5Mnk1i3/wQ+wznT8AFhhJn/z9NJLdfC7f7/+96WXln1FAMxLv5889VTy4ou7Sz03N5PtbUs9AVgJwt88Pf10PfHr9ep/n3562VcEwDzo+AHQApZ9ztOTT9ZLPV96qQ5+lvwArB8dPwBaQvibtyef9B/+AOtKxw+AFhH+AOAonOMHQMvo/AHAYen4AdBCwh8AHIaOHwAtJfwBwLR0/ABoMZ0/AJiGjh8ALWfyBwAH0fEDYA0IfwCwHx0/ANaE8AcAe9HxA2CN6PwBwCQ6fgCsGZM/ABin4wfAGhL+AGCUjh8Aa0r4A4BRg0G91LOh4wfAmtD5A4CknvgNBsnNm7v39XrJ9euWegKwFoQ/ABjf3CWpe37nzgl+AKwN4Q+Abms6fqNLPUtJTp1KnntuedcFADOm8wdAt413/Hq95MKF5NYtPT8A1orJHwDdpOMHQMcIfwB0j44fAB0k/AHQLc0B7qPn+On4AdABOn8AdMekA9x1/ADoCJM/ALphOEyuXEnu39+9b2NDxw+AzhD+AFh/4x2/UuqJ37Vrgh8AnWHZJwDrren43b27G/y2tpLbtwU/ADpF+ANgfU3q+G1u1ss/9fsA6BjhD4D1tFfH7+pVwQ+ATtL5A2D96PgBwCNM/gBYLzp+ADCR8AfA+tDxA4A9CX8ArAcdPwDYl84fAO2n4wcABzL5A6DddPwAYCrCHwDtpeMHAFMT/gBoJx0/ADgUnT8A2kfHDwAOzeQPgHbR8QOAIxH+AGgPHT8AODLhD4B20PEDgGPR+QNg9en4AcCxmfwBsNp0/ABgJoQ/AFaXjh8AzIzwB8Bq0vEDgJnS+QNg9ej4AcDMmfwBsFp0/ABgLoQ/AFaHjh8AzI3wB8Bq0PEDgLnS+QNg+XT8AGDuTP4AWC4dPwBYCOEPgOXR8QOAhRH+AFgOHT8AWCidPwAWT8cPABbO5A+AxdLxA4ClEP4AWBwdPwBYGuEPgMXQ8QOApdL5A2D+dPwAYOlM/gCYLx0/AFgJJn8AzMdwmAwGyY0bOn4AsAKEPwBmbzhMzpxJ7typp30NHT8AWBrLPgGYvcHg0eC3uZlsb1vqCQBLYvIHwGz1+/VSzyb4nTiRnD2bPPeciR8ALJHwB8BsjHb8muMcSqmD3/b2cq8NABD+AJiBvTp+m5v1xA8AWDqdPwCOb6+On81dAGBlmPwBcDw6fgDQCsIfAEej4wcArSL8AXB4On4A0Do6fwAcno4fALSOyR8Ah6PjBwCtJPwBMB0dPwBoNeEPgIPp+AFA6+n8AXAwHT8AaD2TPwD2p+MHAGtB+ANgMh0/AFgrwh8Aj9LxA4C1o/MHwKN0/ABg7Zj8AfAwHT8AWEvCHwA1HT8AWGvCHwD1tO/y5eTePR0/AFhTwh9A1w2HyaVLdfAbpeMHAGtF+APousHg4eDX6yXnzun4AcCaEf4Auqrp+N28uXtfr5dcv56cP7+86wIA5uJYRz2UUr6slPJiKeXnd/790j2e975SyqdLKa+UUj500OtLKVullE+WUv75zr9/5DjXCcCYfj956qnkB34guXu3vq+UeuIn+AHAWjruOX8fSnKrqqonktzauf2QUkovybUk70/y7iR/upTy7gNe/ytJvqmqqv8iybcn+T+PeZ0ANJqO3927u5u7lJKcOmVzFwBYY8cNf88m+cGd738wyTdPeM57krxSVdVnqqp6PclHd1635+urqvqpqqo+v3P/p5KcKqU8dsxrBSCZ3PG7cCG5dUvHDwDW2HE7f19VVdUXkqSqqi+UUr5ywnPeluSzI7dfTfLeQ7z+TyT5qaqqXpt0AaWU80nOJ8njjz9+tN8CoAt0/ACg0w4Mf6WUf5jkLRMe+vCU71Em3FdNuG/Se39Nku9O8kf3ek5VVf0k/SQ5ffr0VD8XoHMmneOn4wcAnXJg+Kuq6pm9Hiul/FIp5a07U7u3JvnlCU97Nck7Rm6/PUmzpHPP15dS3p7k7yZ5rqqqfz3F7wLAJJPO8dPxA4DOOW7n72OpN2TJzr9/f8JzPpHkiVLKu0opJ5N8y87r9nx9KeVNSX40yV+oquofHfMaAbpNxw8AyPHD30eSbJVSfj7J1s7tlFK+upTyY0lSVdW9JJeT/ESSn0vyw1VVfWq/1+88/z9L8pdKKT+98zWpDwjAXobD5OLFyR2/7W3BDwA6plTV+tTkTp8+Xb388svLvgyA5dur43fhQh38AIC1VEr5ZFVVpyc9dtzdPgFYNTp+AMAEx132CcCq0fEDACYw+QNYF87xAwD2IfwBrAPn+AEABxD+ANqu36939XzwYPc+HT8AYIzOH0CbNZu7jAY/HT8AYAKTP4C2Gg6TK1eS+/d379vY0PEDACYS/gDaaLzjV0o98bt2TfADACay7BOgbZqO3927u8Fvayu5fVvwAwD2JPwBtMmkjt/mZr38U78PANiH8AfQFnt1/K5eFfwAgAPp/AG0gY4fAHBMJn8Aq07HDwCYAeEPYJXp+AEAMyL8AawqHT8AYIZ0/gBWkY4fADBjJn8Aq0bHDwCYA5M/gFUxHCaDQXLjho4fADBzwh/AKhgOkzNnkjt36mlfQ8cPAJgRyz4BVsFg8Gjw29xMtrct9QQAZsLkD2DZ+v16qWcT/E6cSM6eTZ57zsQPAJgZ4Q9gWUY7fs1xDqXUwW97e7nXBgCsHeEPYBn26vhtbtYTPwCAGdP5A1iGvTp+NncBAObE5A9g0XT8AIAlEP4AFkXHDwBYIuEPYBH6/eTy5eTePR0/AGAphD+AeRsOk0uX6uA3SscPAFgg4Q9g3gaDh4Nfr5ecO6fjBwAslPAHMC9Nx+/mzd37er3k+vXk/PnlXRcA0EnCH8A8TOr4lVJP/AQ/AGAJhD+AWZvU8SslOXXK5i4AwNI45B1g1iZ1/C5cSG7d0vEDAJbG5A9gVnT8AIAVJvwBzIKOHwCw4oQ/gOPq95OLF5MHD3bv0/EDAFaMzh/AcTSbu4wGPx0/AGAFmfwBHNVwmFy5kty/v3vfxoaOHwCwkoQ/gKMY7/iVUk/8rl0T/ACAlWTZJ8BhNR2/u3d3g9/WVnL7tuAHAKws4Q/gMCZ1/DY36+Wf+n0AwAoT/gCmtVfH7+pVwQ8AWHk6fwDT0PEDAFrO5A/gIDp+AMAaMPkD2MtwmAwGyY0bOn4AQOsJfwCTDIfJmTPJnTv1tK+h4wcAtJRlnwCTDAaPBr/NzWR721JPAKCVTP4AxvX79VLPJvidOJGcPZs895yJHwDQWsIfQGO049cc51BKHfy2t5d7bQAAxyT8ASR7d/w2N+uJHwBAy+n8ASR7d/xs7gIArAmTPwAdPwCgA4Q/oLt0/ACADhH+gG7q95PLl5N793T8AIBOEP6A7hkOk0uX6uA3SscPAFhjwh/QPYPBw8Gv10vOndPxAwDWmvAHdEfT8bt5c/e+Xi+5fj05f3551wUAsADCH9ANkzp+pdQTP8EPAOgA4Q9Yf5M6fqUkp07Z3AUA6AyHvAPrb1LH78KF5NYtHT8AoDNM/oD1peMHAPAG4Q9YTzp+AAAPEf6A9dPvJxcvJg8e7N6n4wcAdJzOH7Bems1dRoOfjh8AgMkfsEaGw+TKleT+/d37NjZ0/AAAIvwB62K841dKPfG7dk3wAwCIZZ/AOmg6fnfv7ga/ra3k9m3BDwBgh8kf0F7NUQ43bjzc8dvcrJd/6vcBALxB+APaaThMzpxJ7tzZPcohqTt+V68KfgAAYyz7BNppMHg0+G1uJtvblnoCAExg8ge0T79fL/Vsgt+JE8nZs/UZfiZ+AAATCX9Ae4x2/JrjHEqpg9/29nKvDQBgxQl/QDuMH+XQ2NysJ34AAOxL+ANW33CYXLpUB79Rm5s2dwEAmJLwB6y+weDh4NfrJefO6fgBAByC8Aesrqbjd/Pm7n29XnL9uh09AQAOSfgDVtOkjl8p9cRP8AMAODThD1g9kzp+pSSnTtncBQDgiBzyDqyeSR2/CxeSW7d0/AAAjsjkD1gdOn4AAHMj/AGrQccPAGCuhD9g+fr95OLF5MGD3ft0/AAAZkrnD1iuZnOX0eCn4wcAMHMmf8DyDIfJlSvJ/fu7921s6PgBAMyB8Acsx3jHr5R64nftmuAHADAHln0Ci9d0/O7e3Q1+W1vJ7duCHwDAnJj8AYvTHOVw48bDHb/NzXr5p34fAMDcCH/AYgyHyZkzyZ07u0c5JHXH7+pVwQ8AYM4s+wQWYzB4NPhtbibb25Z6AgAsgMkfMH/9fr3Uswl+J04kZ8/WZ/iZ+AEALITwB8zPaMevOc6hlDr4bW8v99oAADpG+APmY/woh8bmZj3xAwBgoYQ/YPaGw+TSpTr4jdrctLkLAMCSCH/A7A0GDwe/Xi85d07HDwBgiYQ/YHaajt/Nm7v39XrJ9et29AQAWDLhD5iNSR2/UuqJn+AHALB0wh9wfP1+cvFi8uDB7n2lJKdO2dwFAGBFOOQdOJ5mc5fR4NfrJRcuJLdu6fgBAKwIkz/g6IbD5MqV3TP8kmRjQ8cPAGAFCX/A0Yx3/EqpJ37Xrgl+AAAryLJP4PCajt/du7vBb2sruX1b8AMAWFEmf8D0mqMcbtx4uOO3uVkv/9TvAwBYWcIfMJ1JRzkkdcfv6lXBDwBgxVn2CRys2dGzWebZ2NxMtrct9QQAaAGTP+Bgg0E98Wv0evXh7c89Z+IHANASwh+wt6bjd/Pm7n29nqMcAABaSPgDJpvU8SulnvgJfgAArSP8AY9qjnIY3dGzlOTUqXqpJwAArWPDF+BhzeYuo8Gv10suXEhu3dLxAwBoKZM/YNdwWJ/Xd//+7n0bGzp+AABrQPgDauMdv1Lqid+1a4IfAMAasOwT2O34Nef4lZJsbSW3bwt+AABrwuQPuqw5yuHGjYc7fpub9fJP/T4AgLUh/EFXTTrKIak7flevCn4AAGvGsk/oomZHz2aZZ2NzM9nettQTAGANmfxBFw0G9cSv0evVh7c/95yJHwDAmhL+oEuajt/Nm7v39XqOcgAA6ADhD7piUsevlHriJ/gBAKw94Q+6oDnKYXRHz1KSU6fqpZ4AAKw9G77Aums2dxkNfr1ecuFCcuuWjh8AQEeY/ME6Gw7r8/ru39+9b2NDxw8AoIOEP1hX4x2/UuqJ37Vrgh8AQAdZ9gnrqOn4Nef4lZJsbSW3bwt+AAAdZfIH66Q5yuHGjYc7fpub9fJP/T4AgM4S/mBdTDrKIak7flevCn4AAB13rGWfpZQvK6W8WEr5+Z1/v3SP572vlPLpUsorpZQPTfv6UsrjpZTfLKV8x3GuE9Zes6Nns8yzsbmZbG9b6gkAwLE7fx9KcquqqieS3Nq5/ZBSSi/JtSTvT/LuJH+6lPLuKV//15P8+DGvEdbfYFBP/Bq9XvL88zp+AAC84bjh79kkP7jz/Q8m+eYJz3lPkleqqvpMVVWvJ/nozuv2fX0p5ZuTfCbJp455jbC+hsN6Y5ebN3fv6/Xqoxy2ty31BADgDcft/H1VVVVfSJKqqr5QSvnKCc95W5LPjtx+Ncl793t9KeV3JPnOJFtJLPmESSZ1/EpJzp0z7QMA4BEHhr9Syj9M8pYJD314yvcoE+6rJtw36q8k+etVVf1mKZNePvLDSzmf5HySPP7441NeErRcc5TD6I6epSSnTiXPPbe86wIAYGUdGP6qqnpmr8dKKb9USnnrztTurUl+ecLTXk3yjpHbb0/y+Z3v93r9e5P8yVLK9yR5U5IHpZQ7VVVdnXB9/ST9JDl9+vRBoRLaba+jHHq9euL33HOWegIAMNFxl31+LMm3J/nIzr9/f8JzPpHkiVLKu5J8Lsm3JPnW/V5fVdUfbl5cSrmS5DcnBT/olOEwOXMmuXPn0aMcrl+31BMAgH0dd8OXjyTZKqX8fOp+3keSpJTy1aWUH0uSqqruJbmc5CeS/FySH66q6lP7vR6YYDB4NPg5ygEAgCmVqlqflZKnT5+uXn755WVfBsxev5988IPJ/fv17RMnkrNnLfMEAOAhpZRPVlV1etJjx132CczTaMevCX6l1MFve3u51wYAQKsIf7CqJh3lkNRLPe3oCQDAIQl/sIomHeWQ1MHv6lVLPQEAODThD1bNcJhcuuQoBwAAZkr4g1UyHCZXruz2+xJHOQAAMBPCH6yK8Y5fKfXE79o1wQ8AgGM77jl/wCw0Hb+7d3eD39ZWcvu24AcAwEyY/MEyjR7lMNrx29ysl3/q9wEAMCPCHyzLXkc5bGzY0RMAgJmz7BOWodnRs1nm2djcrA9vt9QTAIAZM/mDZRgM6olfw1EOAADMmfAHi9R0/G7e3L2v13OUAwAAcyf8waJM6viVUk/8BD8AAOZM+INFaI5yGN3Rs5Tk1Kl6qScAAMyZDV9gnobDOvR98IMPB79eL7lwIbl1S8cPAICFMPmDednvKAcdPwAAFszkD+bBUQ4AAKwYkz+YB0c5AACwYoQ/mCVHOQAAsKKEP5gVRzkAALDChD+YBUc5AACw4mz4AsfhKAcAAFrC5A+OylEOAAC0iMkfHIWjHAAAaBmTPzgKRzkAANAywh8chqMcAABoKeEPpuUoBwAAWkz4g2k4ygEAgJaz4Qvsx1EOAACsCZM/2IujHAAAWCPCH0wyaZlnUh/lcO2a4AcAQOsIfzCq2c3zxo1Hl3k6ygEAgBYT/qAxHCZnziR37ljmCQDA2rHhCzQGg0eD3+Zmsr0t+AEA0Homf5DUHb8bN3aD34kTydmzlnkCALA2hD+6bbTjd/9+fV8pdfDb3l7utQEAwAwJf3TXXkc5bG46uB0AgLUj/NFN+x3lcPWqpZ4AAKwd4Y9ucZQDAAAdJfzRHXst83SUAwAAHSD80Q37LfO8dk3wAwBg7Ql/rDfLPAEAIInwxzobDpMzZx49uN0yTwAAOmhj2RcAczMYPBr8Njfr8/sEPwAAOsbkj/XU79dLPZvgd+JEfXC7ZZ4AAHSU8Md6Ge343b9f31dKHfy2t5d7bQAAsETCH+tjr6McNjfriR8AAHSY8Md62O8oh6tXLfUEAKDzhL9FGQ6Tl15Knn5aEJklRzkAAMBUhL9FaI4ceP315OTJ5NYtgWQW9lrm6SgHAAB4hKMeFuGll+rgd/9+/e9LLy37itqvWeZ5966jHAAAYAomf4vw9NP1xK+Z/D399LKvqL0s8wQAgCMR/hbhySfrpZ46f8djmScAAByZ8LcoTz4p9B3Hfrt5Xrsm+AEAwAGEP1abZZ4AADATwh+ryzJPAACYGeGP1WSZJwAAzJTw11bNcshf/MXkLW9JvvZrk5/6qfW4nSQ/8iOWeQIAwAwJf4vUBLbk+OHoR3+0PuOuCyzzBACAYxP+FmU4rI95eP31ZV9Ju1jmCQAAMyH8LcpLL3VnUjcLJ04kZ89a5gkAADMi/C3K00/XgWZWk78TJ5Jv/Mb6+2V39OZxW+gDAICZEv4W5ckn6+nfLDp/whEAAHBIwt8iPfmkwAYAACzFxrIvAAAAgPkT/gAAADpA+AMAAOgA4Q8AAKADhD8AAIAOEP4AAAA6QPgDAADoAOEPAACgA4Q/AACADhD+AAAAOkD4AwAA6ADhDwAAoAOEPwAAgA4Q/gAAADpA+AMAAOgA4Q8AAKADhD8AAIAOEP4AAAA6QPgDAADoAOEPAACgA4Q/AACADhD+AAAAOkD4AwAA6ADhDwAAoAOEPwAAgA4Q/gAAADpA+AMAAOgA4Q8AAKADhD8AAIAOEP4AAAA6QPgDAADoAOEPAACgA4Q/AACADihVVS37GmamlPLFJP922dcxwVck+ZVlXwRH4rNrL59du/n82stn114+u/by2bXXPD6731lV1ZsnPbBW4W9VlVJerqrq9LKvg8Pz2bWXz67dfH7t5bNrL59de/ns2mvRn51lnwAAAB0g/AEAAHSA8LcY/WVfAEfms2svn127+fzay2fXXj679vLZtddCPzudPwAAgA4w+QMAAOgA4Q8AAKADhL8plFLeV0r5dCnllVLKhyY8Xkop37fz+M+UUr7uoNeWUr6slPJiKeXnd/790pHH/sLO8z9dSvlj8/8N19ciP7tSyjtLKf+hlPLTO1/fv5jfcn3N6fP7U6WUT5VSHpRSTo/9PH97M7LIz87f3mzN6bP7q6WUf7nz/L9bSnnTyGP+7mZkkZ+dv7vZmtNn97/uPPenSyn/oJTy1SOP+bubkUV+djP5u6uqytc+X0l6Sf51kt+V5GSSf5bk3WPP+YYkP56kJPmDSf7xQa9N8j1JPrTz/YeSfPfO9+/eed5jSd618/resv/v0MavJXx270zyL5b9e6/L1xw/v9+b5PckeSnJ6ZGf5W+vvZ+dv73V/+z+aJLNne+/23/mrcVn5+9u9T+7Lxl5/f+Y5Pt3vvd3197P7th/dyZ/B3tPkleqqvpMVVWvJ/lokmfHnvNskkFV+3iSN5VS3nrAa59N8oM73/9gkm8euf+jVVW9VlXVv0nyys7P4fAW/dkxW3P5/Kqq+rmqqj494f387c3Ooj87Zmden90/qKrq3s7rP57k7SM/y9/dbCz6s2N25vXZ/cbI639HkmrkZ/m7m41Ff3bHJvwd7G1JPjty+9Wd+6Z5zn6v/aqqqr6QJDv/fuUh3o/pLPqzS5J3lVJ+qpTyk6WUP3z8X6HT5vX5Hef9mM6iP7vE396sLOKz+zOp/1fwad+P6Sz6s0v83c3K3D67Usr/Xkr5bJJvS/KXD/F+TGfRn11yzL874e9gZcJ94+l7r+dM89qjvB/TWfRn94Ukj1dV9bVJ/pckf7OU8iUHXiV78bfXXv722muun10p5cNJ7iX5oUO8H9NZ9Gfn72525vbZVVX14aqq3pH6c7t8iPdjOov+7I79dyf8HezVJO8Yuf32JJ+f8jn7vfaXdka+2fn3lw/xfkxnoZ/dzvKJX935/pOp13H/7pn8Jt00r8/vOO/HdBb62fnbm6m5fXallG9P8seTfFu1U16Z8v2YzkI/O393M7WI/5/5N5P8iUO8H9NZ6Gc3k7+7acuBXf1KspnkM6kLsU0Z82vGnvONebjI+U8Oem2Sv5qHNw35np3vvyYPl3A/EyXctnx2b24+q9Tl3c8l+bJl/9+hrV/z+vxGXvtSHt40xN9eez87f3sr/tkleV+Sn03y5rGf5e+uvZ+dv7vV/+yeGHn9n03yt3e+93fX3s/u2H93S/8/Whu+Uu/S869Sp+sP79z3fJLnd74vSa7tPP7P8/B/KXnktTv3f3mSW0l+fuffLxt57MM7z/90kvcv+/dv89ciP7vU/6vMp3b+eP9pkm9a9u/f9q85fX7/ber/te21JL+U5CdGHvO318LPzt9eKz67V1J3W3565+v7Rx7zd9fCz87fXSs+u/87yb9I8jNJfiTJ20Ye83fXws9uFn93ZecHAQAAsMZ0/gAAADpA+AMAAOgA4Q8AAKADhD8AAIAOEP4AAAA6QPgDAADoAOEPAACgA/5/qqZRB0LxwVQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAANeCAYAAACiR7ccAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABPpElEQVR4nO39e5Cd+Xkfdn5/aACDWLMyTYm0aFIMubt0NiKZLblAUdjdaCBh2iElM1QqVkqxt0aZ9AIgBlDWRWsl2iqnZmt3y7IslbIuYEA1AqbYK7toWxs71EqiPIEJY5M6jDi0bEljh/GYkSWKlHWppRVSwWWAd/94+2UfHJzTF/S5vJfPp6oL3efS522cahLfeZ7f85SqqgIAAEC/HVn1BQAAALB4wh8AAMAACH8AAAADIPwBAAAMgPAHAAAwAMIfAADAAAh/ALCtlPIXSyn/+aqvAwAWodjzBwCLU0r5viT/SZK3Jfn9JH8jyV+squrVGY+vkvxBkub/oD9WVdX/aRnXCkC/qfwBwGL9oSR/LsnXJ3l3kjNJfmCP5/xvq6p6cvtD8ANgLoQ/AAaplPJDpZTfLKX8T6WUz5ZSzpRSni+l/NTYY54ppfyLUsrvlVL+Uinl10opTx/kdaqqulpV1f+3qqq7VVX9ZpK/nuR/P++fBwD2IvwBMDillH8jyaUk76qq6n+R5N9J8msTj/mmJC8k+bNJ3pDkDyd549j9f6aU8qVdPt484+W/LcnLe1zirVLKb5VS/stSylse52cEgEnCHwBDdD/JE0m+qZRyrKqqX6uq6p9PPOZPJ/mZqqr+m6qq7ib5T7NzDi9VVf2Nqqpes8vHr0++aCnl2SQnk/zYLtf2VJK3JPnfJPlCkv9PKeXoYX5YAEiEPwAGqKqqV1Kfw3s+yW+XUj5WSvljEw/7Y0l+Y+w5f5Dk9x73NUsp353kR5K8t6qq393l2m5tt4h+Kcn/Oclbk/ybj/u6ANAQ/gAYpO3K3f8hyb+euqL3VyYe8sUkb2q+KKX8a0m+buzrP1tK+fIuH28ee+x7klxL8r6qqn7loJeapBzwOQDwCG0kAAzO9pm/Nyb5b5PcTvI/59H/IPrTST5VSvnfJXkpyf81YyGsqqq/nnp4y16v9R3bj/v3qqr6xT0e+/Ykx5L8SpJ/Lcn/PclvJvmn+/rBAGAXKn8ADNETqVswfzfJbyV5fZK/OP6AqqpeTvL9ST6Wugr4PyX57SR3Dvhafyn1sJifG6sK/nxzZynl50spzWv/0SR/M/U+wM+lPvv3p6qqunfA1wSAR1jyDgD7UEp5MsmXkrytqqr/ccWXAwAHpvIHADOUUt5XSvlDpZSvST2h81cysRICALpC+AOA2d6fet3CF5K8Lcn3VlpmAOgobZ8AAAADoPIHAAAwAL1a9fD1X//11Vve8pZVXwYAAMBKfOYzn/ndqqpeN+2+XoW/t7zlLXnppZdWfRkAAAArUUr5F7Pu0/YJAAAwAMIfAADAAAh/AAAAAyD8AQAADIDwBwAAMADCHwAAwAAIfwAAAAMg/AEAAAyA8AcAADAAwh8AAMAACH8AAAADIPwBAAAMgPAHAAAwAMIfAADAAAh/AAAAAyD8AQAADIDwBwAAMADCHwAAwAAIfwAAAAMg/AEAAAyA8AcAADAAwh8AAMAACH8AAAADIPwBAAAMgPAHAAAwAMIfAADAAAh/AAAAAyD8AQAADIDwBwAAMADCHwAAwAAIfwAAAAMg/AEAAAyA8AcAADAAwh8AAMABjEbJX/7L9Z9dcnTVFwAAANAVo1Fy5kxy925y/Hhy40Zy6tSqr2p/VP4AAAD2aWsruX07uX+/DoA3b676ivZP+AMAANiH0Sj5yEeSqqq/Pno0OX16pZd0IMIfAADAHkaj5Pnnk1dfrb8uJXn22e60fCbO/AEAAOyqOed3507y4EFy5EjyxBPJM8+s+soORuUPAABgF805vyb4Pf10twa9NIQ/AACAGSbP+R07Vrd/di34JcIfAADATFtbyb179eddPOc3TvgDAACYYrLqd/x49875jRP+AAAAJvRhuuck0z4BAADG9GW65ySVPwAAgDF9me45SfgDAADY1qfpnpOEPwAAgPTznN84Z/4AAIDB6+s5v3EqfwAAwOD19ZzfOOEPAAAYtD6f8xsn/AEAAIPV93N+45z5AwAABmkI5/zGqfwBAACDNIRzfuNU/gAAgEEZjergd/16/8/5jRP+AACAwWhaPW/f3gl+fT7nN07bJwAAMBhNq+d48Dtxor/n/MYJfwAAwCBMW+lw/ny/z/mN0/YJAAAMwtZWcu9e/XkpycZGcvXqaq9pmVT+AACA3pus+h0/PoxWz3HCHwAA0GtDWuS+G22fAABAbw1tkftuVP4AAIDeGtoi990IfwAAQC9Nm+7Z90Xuu5lL+CulvKeU8tlSyiullA9Nub+UUv7a9v2/XEr5E/t5binl+7fve7mU8qPzuFYAAKD/nPN71KHP/JVS1pJcSbKe5PNJPl1K+XhVVf9k7GHvTfK27Y93J7ma5N27PbeU8u1J3p/k36qq6k4p5fWHvVYAAKD/nPObbh6Vv29J8kpVVZ+rqupuko+lDm3j3p9kq6p9KslrSilv2OO5F5L8SFVVd5KkqqrfnsO1AgAAPeec33TzCH9vTPIbY19/fvu2/Txmt+f+8ST/dinlvyul/INSyrumvXgp5Vwp5aVSyku/8zu/c4gfAwAA6Drn/GabR/grU26r9vmY3Z57NMkfSfKtSf4vSf5WKeWRx1dVtVlV1cmqqk6+7nWv2/9VAwAAveKc3+7msefv80m+cezrNyX5wj4fc3yX534+yX9ZVVWV5BdLKQ+SfH0S5T0AAOAhzvntbR6Vv08neVsp5a2llONJvjfJxyce8/Ekz2xP/fzWJP+qqqov7vHcv5vkO5KklPLHUwfF353D9QIAAD3jnN/eDl35q6rq1VLKpSS/kGQtyUeqqnq5lPKB7fs/nOTnknxnkleS/EGSZ3d77va3/kiSj5RSfjXJ3STft10FBAAA+Crn/PZnHm2fqarq51IHvPHbPjz2eZXk4n6fu3373ST/x3lcHwAA0F9bW8m9e/XnzvnNNpcl7wAAAKswWfU7ftw5v1mEPwAAoJNM9zyYubR9AgAALNPmZnLpUh38qsp0z/1Q+QMAADplNEouXqzP+VVVXfEz3XNvwh8AANAZTavn/fs7tx09arrnfmj7BAAAOmF8kXtT8VtbSy5fFvz2Q+UPAADohMlF7uvrya1byblzq76ybhD+AACA1rPI/fCEPwAAoNWsdJgPZ/4AAIDWGj/n17R7WunweFT+AACA1po852elw+MT/gAAgFZyzm++hD8AAKB1nPObP2f+AACAVnHObzFU/gAAgFZxzm8xhD8AAKA1nPNbHOEPAABoja2t5N69+nPn/OZL+AMAAFphsup3/LhzfvMk/AEAACtnuufimfYJAACs1OZmculSHfyqynTPRVH5AwAAVmY0Si5erM/5VVVd8TPdczGEPwAAYCWaVs/793duO3rUdM9F0fYJAAAs3fgi96bit7aWXL4s+C2Kyh8AALB0k4vc19eTW7eSc+dWfWX9JfwBAABLZZH7agh/AADA0ljpsDrO/AEAAEsxfs6vafe00mF5VP4AAIClmDznZ6XDcgl/AADAwjnnt3rCHwAAsFDO+bWDM38AAMDCOOfXHip/AADAwjjn1x7CHwAAsBDO+bWL8AcAACzE1lZy7179uXN+q+fMHwAAMFejUR38rl/fqfodP+6c36oJfwAAwNw0A15u394Jfqp+7aDtEwAAmJtmwMt48DtxQtWvDYQ/AABgLqYNeDl/3nTPttD2CQAAHNq0Re4bG8nVqyu9LMYIfwAAwKEMbpH7aJTcvJmcPt2pkqbwBwAAHMr4Ob9mkXtv9/k1Sffu3XqEaYd6Wp35AwAAHtvgFrk3Sff+/ToA3ry56ivaN5U/AADgsUw759fblQ7TlhcePVq3fnaE8AcAABzYoM759WR5obZPAADgwJruxyb4Pf10p46/HUxPlhcKfwAAwIEM6pzf5mZy7Vovlhdq+wQAAA5kayu5d6/+vIPdj/s3GiUXL9bDXZLOLy9U+QMAAPZtsup3/Hjnuh/3p5lm0wS/pB7w0uEfVuUPAADYl8FM99zcTC5dqn/Qqqp/0LW15PLlTv+wwh8AALCnyTzU2+meTavneMJdX+/FoUZtnwAAwK6aPHTv3k4hrJfTPWe1evYg+CUqfwAAwC56nod29LTVc5zwBwAATDW+yL2neajW41bPcdo+AQCAqSYXua+vJ7duJefOrfrK5mgwpU2VPwAAYIpBLHIfQKvnOJU/AADgIYNY6TBtik0vS5s7VP4AAICvGj/n17R79m6lw4BaPcep/AEAAF81ec6vdysdNjeTp55KXnxxp+J39GhvWz3HCX8AAECSAZzzG2Cr5zjhDwAAGMY5v62tnR8wGUSr5zhn/gAAYOB6f85vNKqD3/XrO7f1eKrnLMIfAAAMXHPOr6p2zvn1piDWJNvmB0zqsubZs4No9Ryn7RMAAAZsczO5dq3H5/zGk21SB78TJ3pU1tw/4Q8AAAaqmX/SbDzo1Tm/0Si5cKFu9RxPtufP92x86f5p+wQAgAGatequFwWxWa2eGxvJ1aurvbYVEv4AAGBgxge8NBsPejX/RKvnVNo+AQBgYCYXufdm1Z1Wz12p/AEAwID0dpG7Vs89qfwBAMBA9HqRu1bPPan8AQDAAPR6kfu0fRUbG/UP14tkOx8qfwAAMACT5/yefronx+Cm7atoWj07/8PNl/AHAAA91+tzfr3dVzF/2j4BAKDHenvOb3MzuXSp/sF6ua9i/oQ/AADoqd6e82taPccT7fp6T8qZi6PtEwAAeqqX5/xmtXoKfntS+QMAgB6aNgCz8/lIq+ehqPwBAEDPTBuA2flzfs0Pde/eTvBbX09u3UrOnVv11XWC8AcAAD3SywGYWj3nQtsnAAD0xPiAl950RWr1nBuVPwAA6InJAS+d74rU6jlXwh8AAPRA7xa5a/WcO22fAADQcb1b5K7VcyGEPwAA6LDeLXK3wH1htH0CAECH9W6R+9bWTvBLtHrOkcofAAB0VK/O+Y1GdfC7fn3nNq2ecyX8AQBAB/XqnF/Tu3r79k6SLSU5e9ZUzzkS/gAAoGN6d86v6V0dD34nTnT4B2onZ/4AAKBjenPObzRKLlyoWz3He1fPn+/oD9RuKn8AANAR48fiOn/Ob1ar58ZGcvXqaq+tp4Q/AADogFlZqbPn/LR6Lp22TwAA6IDeZCWtniuj8gcAAC03baXDxkYd/DqVlbR6rpTwBwAALbe1ldy7V3/e6azUm/JlN2n7BACAFpus+h0/3sGspNWzFVT+AACgpXqxyF2rZ2sIfwAA0EK9WeSu1bM1tH0CAEAL9WKR++Zmcu2aVs+WUPkDAICWmTbds3OL3Eej5OLF5P79+mutniun8gcAAC3Sm3N+zz+/E/yS5OhRrZ4rpvIHAAAtsbmZXLpUB7+q6ug5v8kfopRkbS25fLljCbZ/VP4AAKAFmi7Je/d2MlPnzvlN+yHW15Nbt5Jz51Z9dYMn/AEAwIrN6pLs1Dm/XvwQ/abtEwAAVmh8pUNnuyS1enaCyh8AAKzQ5EqHznVJavXsDOEPAABWpPMrHbR6doq2TwAAWJGtrbpglnRwpYNWz85R+QMAgBWYrPodP96hlQ5aPTtJ+AMAgCXr/CL3ra2di0+0enaEtk8AAFii8emezZCXzixyH43q4Hf9+s5tWj07Q/gDAIAlaqZ7VlUd/J5+uiNFsya1Nhef1CXLs2e1enaE8AcAAEswXjTr5HTP8dSa1MHvxImOlCxJhD8AAFi4WUWzTpzzm5VaNzbq4Nf6H4CG8AcAAAvW2aLZ5DqHpL74jY3k6tXVXhsHZtonAAAs0LRF7ufPJzdutLxoNrnOIelQamUalT8AAFiQaSsdOlE0ay78/v2d29bW6uEuWj07S/gDAIAF6OxKh8lWz1Lq4HfliqmeHaftEwAAFqA559cEv6ef7mCrZynJ+npy65bg1wPCHwAAzNm0c36tX+kwrdXz6NEOXDj7pe0TAADmaNo5v9avdJjV6nn5cssvnIMQ/gAAYE4mM1Qnzvk1rZ7jaXV9XcWvh7R9AgDAHEw7LteJc35bWzvBL9Hq2WMqfwAAMAedy1CjUX3R16/v3KbVs9eEPwAAOKRmwEuj9Rmq2UNx+/bDC9zPnjXVs8e0fQIAwCFMG/DS+gzV7KEYD34nTrT8cCKHpfIHAACPqXOL3MdbPcf3UGxs1Bfd2lIl8yD8AQDAYxovoDWL3Ft7zm9Wq+fGRnL16mqvjaXQ9gkAAI+hc4vctXoOnvAHAAAH1KlF7qNRcuHCo62e5893YA8F86TtEwAADqBT5/y0ejJG5Q8AAA6g6Z5sgl+rF7lr9WSM8AcAAPswq3uytef8NjeTa9e0evJV2j4BAGAPs7onW33O7+LF5P79+mutnkTlDwAA9tSp7slmGk0T/JLk6NGWXizLJPwBAMAupq10aG335OZm8tRTyYsv1hdcSh38Ll9u4cWybNo+AQBgF1tbyb179eet7p5sWj3H90+sr7f4UCLLpvIHAAAzTFb9jh9vaffkrFZPwY8xKn8AADBFZxa5b24mly7VF9q0eq6tafXkEcIfAABM6Mwid62eHIC2TwAAmNCJRe5aPTkglT8AANg2GtXBr/WL3LV68hiEPwAASIcWuWv15DFp+wQAgHRkkbtWTw5B+AMAYPA6scjdAncOaS7hr5TynlLKZ0spr5RSPjTl/lJK+Wvb9/9yKeVPHOC5P1BKqUopXz+PawUAgHHTVjo0i9xbk6maVs9793aC3/p6cutWcu7cqq+Ojjj0mb9SylqSK0nWk3w+yadLKR+vquqfjD3svUnetv3x7iRXk7x7r+eWUr5x+75fP+x1AgDApM6sdNja2kmniVZPHss8Kn/fkuSVqqo+V1XV3SQfS/L+ice8P8lWVftUkteUUt6wj+f+RJIfTFLN4ToBAOAhrV/pMBolFy7U40cbpnrymOYx7fONSX5j7OvPp67u7fWYN+723FLKv5vkN6uq+sellJkvXko5l+Rckrz5zW9+vJ8AAIBB6cRKh1njR8+e1erJY5lH+JuWzCYrdbMeM/X2UsofSvLDSf7kXi9eVdVmks0kOXnypAohAAC76sxKh06MH6VL5tH2+fkk3zj29ZuSfGGfj5l1+/8qyVuT/ONSyq9t3/4PSynfMIfrBQBgwFqfqcZbPVs9fpSumUfl79NJ3lZKeWuS30zyvUn+zMRjPp7kUinlY6nbOv9VVVVfLKX8zrTnVlX1cpLXN0/eDoAnq6r63TlcLwAAAzVtpcPGRh38WpGpZpUlm/GjcAiHDn9VVb1aSrmU5BeSrCX5SFVVL5dSPrB9/4eT/FyS70zySpI/SPLsbs897DUBAMA0W1v1toSkpZmq9WVJuqxUVX+OyZ08ebJ66aWXVn0ZAAC00GiUnD6d3L1bf/3EE8knP9miil8zgaZJp60rS9IFpZTPVFV1ctp982j7BACAVpu2yL01A160erIkwh8AAL3W+kXuWj1ZknlM+wQAgNZq9SL3zc3k2jVTPVkKlT8AAHqp9YvcR6Pk4sXk/v36a62eLJjwBwBA77R+kXtzCLEJfkly9KhWTxZK+AMAoHdafYxuczO5dKmePlNV9cWtrSWXL7ckmdJXzvwBANAr0xa5t+YYXdPqee/eTvBbX09u3UrOnVvxxdF3Kn8AAPTGtJUOrTlGN6vVszWHEOk74Q8AgF5o9UoHrZ60gLZPAAB6obUrHbR60hLCHwAAnTftnF8ruim1etIi2j4BAOi0aef8WrHSQasnLSP8AQDQWZP5qjXn/JpWz/FEur6u4sdKafsEAKCTph2la8U5P62etJTKHwAAnbS1tVNYS1qSr7R60mIqfwAAdE4z4KXRinxlqictJ/wBANAp0wa8nD3bgnzVylIk7ND2CQBAZ7RykftoVAe/69d3bmtFKRIeJvwBANAZzSL3ZrLn00+vuLjWpNHmopIWlSLhYcIfAACtN15ca9Ui9/E0mtTB78SJFuyagEcJfwAAtNqs4tpKF7nPSqMbG3Xw0+5JCwl/AAC0WuuKa5PrHJqL2thIrl5d0UXB3kz7BACgtZqVDuPFtfPnV7jIfXKdQ9KCNAr7o/IHAEArTVvpsNLiWnNB9+/v3La2Vg930epJBwh/AAC0TutWOky2epZSB78rV0z1pDO0fQIA0DrNOb8m+D39dItaPUtJ1teTW7cEPzpF+AMAoFU2N5Nr11q00mFra6f3NEmOHm3Bjgk4OG2fAAC0RlNka47VrXSlw/g6h8baWnL5suBHJwl/AAC0wrR5KkePruic36zlgmfPavWks4Q/AABWbnzAy/g8lZUV2Vq3XBAOz5k/AABWbnLAy8rmqYxGyYULdatna5YLwnyo/AEAsFLTFrmvZJ7KrFbPlS4XhPlR+QMAYGWmLXJf2YAXrZ70nMofAAArMbk3fWWL3Meneo6XHzc26ovR6klPCH8AACxds9JhvOL39NMraPfU6smAaPsEAGCpZq10WMk5P62eDIjKHwAAS9OalQ5aPRkg4Q8AgKUZL7QdOaLVE5ZJ2ycAAEvRmpUOWj0ZKOEPAICFa81Kh83N5No1C9wZJG2fAAAsVKtWOly8uDNpRqsnA6PyBwDAwjR56969nQEvTz+9gkLbrBGjWj0ZEJU/AAAWZmtrp9UzWdFKh8nS48pGjMJqqfwBALAQzYCXxspWOkyWHtfXk1u3knPnlnghsHrCHwAAczdtwMvZs0vOW63aJg+rp+0TAIC5Gl/k/uDBiga8aPWER6j8AQAwV80avSb4LX3Ai1ZPmErlDwCAuRiN6uB3/foKF7lr9YSZhD8AAA6tafW8fXsn+C19kbtWT9iVtk8AAA6tafUcD34nTizxnJ9WT9iT8AcAwKE0Kx3GWz3Pn1/iOT+tnrAv2j4BAHhs01Y6bGwkV68u6QK0esK+CX8AADyWydy19JUOTavnePJcX1fxgxm0fQIAcGDTjtgtfaXD1tZO8Eu0esIeVP4AADiwleau8Z0SDa2esCfhDwCAA2kGvDSWmrsme02Tuux49qypnrAH4Q8AgH2bNuBlablr8oxfcwFL3SkB3SX8AQCwL80i9zt3kgcPljzgZdo6h7W1Onk+84x2T9gH4Q8AgH0ZX+R+5Eg94GUp5/xmrXO4ckWrJxyAaZ8AAOxqNEouXKjnq4wvcl9K8Js2VnR9Pbl1S/CDA1L5AwBgpqbVs6n4JXX+evbZJQW/yVZP6xzgsQl/AADMNN7qmSxxvsqsVk/rHOCxafsEAGCqZqXDeKvn+fNLWOSu1RMWQuUPAIBHTFvpsLGRXL26hBdf6QZ56C/hDwCAh0x2XC5tpcNoVAe/69d3btPqCXMj/AEA8FWTe9RLWdJKh1mTZZa2QR76z5k/AACSrHi45somy8BwqPwBAPDVwtudO0serjne6jk+WWZjow5+2j1hboQ/AAAeKrwdObLiVs+lTZaBYdH2CQAwcJubybVrDxfetHpC/wh/AAAD1gx4ac75lZI8++wSKn4XLjza6rmUJYIwXNo+AQAGataAl4UW3rR6wsoIfwAAA7SyAS9aPWFltH0CAAxQk8EePKgHvKyvJ7duLXClnlZPWDmVPwCAAZm1WWGhA160ekIrCH8AAAMxK4MtfMCLVk9oBW2fAAADsZIMNm2PhFZPWAmVPwCAARiNko985OEMtrFRB7+FtntO7pHQ6gkrI/wBAPRcs9Lh1Vfrr5eSwVayRwLYjfAHANBjm5vJpUt18KuqerLnE08sodVz/EWXtkcC2I0zfwAAPdV0Xd67t5PBnn56wcftpr3owvdIAPsh/AEA9NTW1k6rZ1J3XS58pcO0Vs+FviiwX9o+AQB6qBnw0lh416VWT2g9lT8AgJ6ZNuDl7NkFdl1q9YROUPkDAOiRpQ940eoJnaHyBwDQE0sf8LK5mTz1VPLiizsvePSoVk9oKeEPAKAHll6A29xMLlzQ6gkdou0TAKDjRqPkzJnkzp0lzVppSowPHuzcptUTWk/lDwCg47a2ktu36yx25MiCC3DTSoxHjmj1hA5Q+QMA6KjRqA5+16/XFb8kOXZswa2e09Y5XLmi1RM6QPgDAOigptXz9u2d4FdK8uyzC271HN8fsb6u1RM6RNsnAEAHNa2e48HvxIkFrXSwzgF6QfgDAOiY0Sj5yEcebvU8f35BKx2sc4De0PYJANAhTRFuvPtyYyO5enVBL6bVE3pD+AMA6IjJeStHjiRPPKHVE9gfbZ8AAB3QFOHGd6o//bRWT2D/hD8AgA7Y2trpvkwWWISbljIXujgQWBbhDwCg5ZoBL421tQUV4bR6Qq858wcA0GLTBrycPbuAItysBe5aPaE3hD8AgJZa2oAXUz1hELR9AgC00FIHvCztQCGwSip/AAAts7Sjd6NRHfyuX9+5Tasn9JbwBwDQIqNRcuZMcufOgo/eNS90+3b9QskCDxQCbaDtEwCgRba26jz24EF9xm9hWxaaFxoPfidOLGhjPNAGwh8AQAuMRsmFC3UHZpPHjh1bUKvntBc6f35BBwqBttD2CQCwYrM6MJ99dkmtnhsbydWrc3whoI1U/gAAVmxpHZhaPWHQhD8AgBUajZKPfGTBHZhaPYFo+wQAWKmtrXqXX7KgDszJTfELeyGg7YQ/AIAVGF+x12Sy48fn3IHZbIofX+Cu1RMGS/gDAFiypQ142dp6OPitrdV7/J55RqsnDJDwBwCwZAufuzJeVmysrSUvvGCBOwyY8AcAsETTBrxsbMyxGDerrHj2rOAHAyf8AQAsyWhUL21vOjEXMnfFOgdgBuEPAGAJJoduHjmSPPHEglo9F1ZWBLpM+AMAWLDJoZulJE8/XVcBF9rqaZ0DMMaSdwCABWpaPe/f37nt6NE5Br9EqyewLyp/AAALMtnqWUo9dPPy5TlW/LR6Avsk/AEALMC0Vs/1da2ewOpo+wQAmDOtnkAbqfwBAMyRVk+grYQ/AIA50eoJtJm2TwCAOdna2gl+iVZPoF2EPwCAORiNko98ZOfrubZ6JnU/6bVrD7d6nj+f3Lih1RPYF22fAACH1Ax4GW/3PHs2OXduji9w8eLOBBmtnsBjEP4AAA5hcsDLkSPJE0/MsRNz1uhQrZ7AAWn7BAB4TE1B7t69ncmeTz89x07Mzc3kqaeSF1/ceYGjR+fcTwoMhfAHAPAYFr7Lb1qyXF9Pbt2aYz8pMCTaPgEADmgpu/wWviUeGBrhDwDgABa+y2/hyRIYKm2fAAD7tNCC3GiUXLiQPPecVk9gIVT+AAD2YTRKzpxJ7txZQEGu+ebjC9wTrZ7AXKn8AQDsw9ZWnc0ePKjXOcy1INd888ngp9UTmCOVPwCAXYxGdTa7fn0nmx07NuczfteuPfzNNzbqPX6CHzBHwh8AwAzTujFLSZ59ds7rHJpDhKXUwe/q1Tl8c4CHafsEAJhhshuzlOTEibood2izpsfM5ZsDPEr4AwCYYlo35vnzyY0bc6j6bW4mTz2VvPjizvQYZ/yABdP2CQAwYaHdmAtfFAgwncofAMCYhXZjLnRRIMDuVP4AALZtbiaXLtVFubnv8lvoNwfYm8ofAEB2ujHv3dvJZnPb5bfQbw6wP8IfADB4C+3G1OoJtMRcwl8p5T2llM+WUl4ppXxoyv2llPLXtu//5VLKn9jruaWUv1pK+e+3H/93Simvmce1AgCMW+jgTVM9gRY5dPgrpawluZLkvUm+Kcl/WEr5pomHvTfJ27Y/ziW5uo/nvpjkHVVV/VtJ/ockf+Gw1woAME6rJzAk86j8fUuSV6qq+lxVVXeTfCzJ+yce8/4kW1XtU0leU0p5w27Prarq71VVtT0DOZ9K8qY5XCsAQBKtnsDwzGPa5xuT/MbY159P8u59POaN+3xukvzHSf7mtBcvpZxLXU3Mm9/85oNcNwAwUKNRcuZMcueOqZ7AcMyj8lem3Fbt8zF7PreU8sNJXk3y16e9eFVVm1VVnayq6uTrXve6fVwuADB0W1vJ7dvJgwfJkSNz7Mbc3EwuXNDqCbTSPCp/n0/yjWNfvynJF/b5mOO7PbeU8n1J/lSSM1VVTQZKAIAD29xMrl2rs1mSHDs2x1bPixfrRNnQ6gm0yDwqf59O8rZSyltLKceTfG+Sj0885uNJntme+vmtSf5VVVVf3O25pZT3JPmhJP9uVVV/MIfrBAAGrslnzVG8UpJnn13QGb8jR7R6Aq1y6MpfVVWvllIuJfmFJGtJPlJV1cullA9s3//hJD+X5DuTvJLkD5I8u9tzt7/15SRPJHmxlJIkn6qq6gOHvV4AYJhmzWB55plDfuNZZ/yuXNHqCbRK6VM35cmTJ6uXXnpp1ZcBALTMwvLZaJR827fV3zjZOeOn1RNYkVLKZ6qqOjntvrkseQcAaKuFrduzzgHomHkMfAEAaKWF5TPrHIAOEv4AgF5aWD5rSolaPYGO0fYJAPSOVk+AR6n8AQC9otUTYDrhDwDoDa2eALNp+wQAekGrJ8DuVP4AgM7T6gmwN+EPAOg0rZ4A+6PtEwDorIW1eibJ1tZO8Eu0egKdp/IHAHTWQvLZaFR/4+vXd27T6gn0gPAHAHTOwvLZaJScOZPcvl2XEpO6nHj27BxKiQCrJfwBAJ2y0Hy2tfXoNz5xInnmmUN+Y4DVc+YPAOiUheSz0Si5cKEuJTbf+Nix5Pz55MYN7Z5AL6j8AQCdMN7qOZ7PNjbq4PfY+WxyXGhSJ8qNjeTq1blcO0AbCH8AQOstLJ9NrnNovrFWT6CHtH0CAK02uc4hmWOr5+Rm+LU1rZ5Ab6n8AQCtNSufnT0751bPZjP8lSumegK9JfwBAK20sHw22erZbIa3wB3oOW2fAEDrTLZ6Nvns1q05rXOY+2Z4gPZT+QMAWmch+Wxhm+EBukH4AwBaY2H5bKGb4QG6QfgDAFphoflsIZvhAbrFmT8AoBUWks9Go+TChUc3w1vnAAyQyh8AsFLjrZ7j+Wxj45DrHGaVEg+9GR6gm4Q/AGBlFprPtHoCPETbJwCwMlo9AZZH5Q8AWLqFtXpOboZPtHoCbBP+AIClWlg+azbDjy8I1OoJ8FXaPgGApWny2b17C2j1fP755P79ndvW1rR6AoxR+QMAlmJWPjt7ds6tnqXU3/jKFQvcAcYIfwDAwi0sn022epaSrK/XKVO1D+Ah2j4BgIWabPVs8tmtW3MozG1tPXzG7+hRwQ9gBpU/AGChFpLPxseFNtbWksuXBT+AGYQ/AGAhFpbPZm2GP3vWGT+AXQh/AMDczVrnMJd8tpDN8AD958wfADBXC13ncOHCo5vhrXMA2BeVvwV79dVX85WvfCVPPvlk1tbWVn05ALBQC1vnMKvV89Cb4QGGQ+VvAe7cuZOf+qmfyjvf+c4cP348r3/963Ps2LG8853vzE/91E/lzp07q75EAJi7zc3kqaeSF1/cmep59Gjywgt1PjtUYU6rJ8Chlar5H9EeOHnyZPXSSy+t9Bp+8Rd/Me9973tz9+7dfPnLX37k/ieffDLHjx/PJz7xibzrXe9awRUCwPyNRsm3fdsC1u2NT425d6++7dixuuJ3qFIiQD+VUj5TVdXJafdp+5yjT3/60/mO7/iOfOUrX5n5mCYQfvu3f3s++clPCoAAdN60Vs+5rHOYNTVGqyfAY9H2OSd37tzJe97znl2D37ivfOUrec973qMFFIBOm9XqOZd1DguZGgMwXMLfnPztv/23c/fu3QM95+7du/npn/7pBV0RACzW5mY9fLPJZ02r561bc1rnML4Zfm3NVE+AQ3Lmb07e+c535ld/9Vcfuf1bk5xOcjPJp6Y87x3veEd+5Vd+ZaHXBgDzNnnGL6mP4v2Df7CAM35ra/XUGAvcAfbkzN+C3b9/Py+//PIjt39rkhtJjie5m+RMHg2AL7/8cu7fv28NBACdMe2M35Ejc2r1nLbOYS6b4QHQ9jkHX/7yl3Ps2LFHbj+dOvgdTXJs++tJR48enToVFADaaNYZv6tX59TqaZ0DwMIIf3Pw5JNP5l7TmjLmZuqK373tj5tTnvvqq6/mySefXOTlAcChjUb1+b7nnlvAGb/mm1+/vhP8jh1zxg9gzrR9zsHa2lre/va3P3Lm71OpWz1PZ/aZv7e//e1aPgFotWndmMmc1jnMavW0zgFg7lT+5uSHfuiHplbwPpXkRzI9+D355JP50Ic+tOhLA4BDmezGTOa0zmHaN9fqCbAwwt+cfM/3fE+OHz9+oOccP348f/pP/+kFXREAHM6sbswPfECrJ0AXafuckyeeeCKf+MQn8u3f/u37WvT+NV/zNfnEJz6RJ554YglXBwAHs7mZXLpUr3KYezemVk+AlVD5m6N3vetd+eQnP5nXvva1M4e4PPnkk3nta1+bT37yk3nXu9615CsEgL2NRsnFizuDXZI5d2Nq9QRYCeFvzt71rnflC1/4Qj784Q/nHe94R0opOXbsWEopecc73pEPf/jD+cIXviD4AdBK03b4ra3NqRtTqyfASpVq/PR2x508ebJ66aWXVn0ZD7l//36+/OUv58knnzTVE4BWm2z1LKUOfleuzGGH36w+0vPntXoCzFEp5TNVVZ2cdp/K34Ktra3lD//hPyz4AdBqm5t1UW7uO/ySJfSRArAfwh8ADNj48vYHD3Zun8sOv8bWVl3xa8ytjxSAgzDtEwAGatby9iNH5rTDbzSqg9/16zu3ra0lL7wwh3IiAAcl/AHAQM1a3j6XM36z1jmcPSv4AayI8AcAAzNekBsfurmxUR/Bm1urp3UOAK0i/AHAgCx0eXuypGQJwOMQ/gBgIJqhm+OzV+ZakJvV6jm3ZAnAYZj2CQADsNDl7Q2tngCtpvIHAD230OXtiVZPgI4Q/gCgx5rl7c0Ov2Z5+9x2+C38ECEA8yL8AUAPNcW4a9cWuLx94YcIAZgn4Q8AemZaMS6Z4/L2xtbWw8Fvba3e46fVE6CVhD8A6JFpxbhkjsvbmxdpzvg11taSF16wwB2gxYQ/AOiJWRM951qMm7XO4exZwQ+g5YQ/AOiBhU/0bFjnANBZ9vwBQIeNRvU0z+eeS+7d2wl+6+vJrVtzDH7NC02uc5jrokAAFknlDwA6atZgl7lO9Exmt3pa5wDQKcIfAHTM+BqH8fN9SR385jrRM9HqCdATwh8AdMisat9CtiyMT/Ucb/Xc2LDOAaCDhD8A6IilrHEYfzGtngC9IvwBQEcsdae6Vk+A3hH+AKDllrpTXasnQG8JfwDQYtPO+C1sp/qsF9PqCdALwh8AtNCsiZ4L676cdqBQqydArwh/ANAyS53o2VjqgUIAVkH4A4CW2Gt/39wneo6/6FIOFAKwSsIfALTAtM0KyYILcLPWOSzkQCEAqyb8AUALTG5WSBZY7Zv1os74AfSa8AcAK7SSzQrWOQAMkvAHACuyks0Ks1o9rXMA6D3hDwBWYHMzuXAhefBg57aldF1q9QQYrCOrvgAAGJLRqA59zz33cPBbW0vOn09u3Fhgq+eFC4+2ei70RQFoE5U/AFiSWfv7jhxZ8GaFlfSXAtA2wh8ALNhK9veNv/jFiw8vcNfqCTBIwh8ALNCsat9C9/eN29p6OPgt7YUBaBvhDwAWYKXVvvELuH5957a1tQX3lwLQZsIfAMzZyqt9s9Y5nD0r+AEMmPAHAHM0bYVDsqRqX8M6BwCmEP4AYA7G2zwnVzgs7YjdeKvn+DqHjQ1n/AAQ/gDgsFa2wmHcrFZP6xwA2Cb8AcBjWvlQl3FaPQHYg/AHAI9h5UNdGlo9Adgn4Q8ADqBV1b5pCVSrJwAzCH8AsE+tqfYldQq9ePHhBe5aPQHYhfAHAHtoVbWvuaDnn3/4YlaSQAHoEuEPAHbRqmrftAsqpb6YpSdQALpG+AOAGVqxsH3cZKtnKcn6el0FVO0DYA/CHwBMaMXC9mm2th4+43f0qOAHwL4JfwAwphUL2yeNr3NorK0lly8LfgDsm/AHAGnhUJfxCztz5tEF7mfPOuMHwIEIfwAM1miU3LyZfOlLyU/8RIuGuozb2no0+FnnAMBjEP4AGKRZ7Z2NlVb7kodbPZsLPHasXuBunQMAj0H4A2BwZk3xTFpS7ZuWTEupg9/Vqyu6KAC6TvgDYDBmTfFMWrQub3KdQ6LVE4C5EP4AGITdpnj+wA8kr3lNcvr0irspR6N6dcP4xJlWlCIB6APhD4Bea+0Uz0mT6bQ1pUgA+kL4A6B3OjHFc9xkq2cpyfq6Be4AzJXwB0CvtH6K56RprZ5Hjwp+AMyd8AdAL+zW3pm0sNqXzG71vHy5RRcJQF8IfwB02miU/OiPJj/zM/UEz8lqX2uPzk3um9DqCcCCCX8AdNL4DvR79x69/+jR5IMfbMkUz0nNGb/xfRNaPQFYMOEPgM7Z7VxfK9s7x00743fkiFZPABZO+AOgE5pK32/9Vt3iOetc3wsvtKy9c5x1DgCskPAHQKvt1d65tpa8733JN3xDi6t9iXUOAKyc8AdAK+01yCVp4dqGWaxzAKAFhD8AWmWvSl+SHDuWbGy0vNLXsM4BgJYQ/gBYudEouXkz+dKXkp/4idmDXDrR3jlOqycALSL8AbAS+wl8jdYPcplGqycALSP8AbB0u61qaHSy0tfQ6glACwl/ACzFflY1JD3YfrC5mVy4sLPAXasnAC0h/AGwMOOtnT/+43sHvg9+MHnNa5LTpzuak5ozfk3wS7R6AtAawh8Ac3WQs3xHj/Yg8DWmnfE7ckSrJwCtIfwBcGgHCXxJx1Y17MesM36d7V0FoI+EPwAe234WsTdKqQth73tf8oM/2JPQl1jnAEBnCH8AHMj44Jaf/dnZi9iTHp3lm8U6BwA6RPgDYKamnfPrvi75pV8S+B5inQMAHSP8AfCQg57fa6ytJX/+z/c88CU7pc9r13Yqflo9AegA4Q+AJAc7v9c4diz5ru/q6CL2xzEaJWfOJLdvP/wXpNUTgA4Q/gAG6HHaORuDC3zjtramBz+tngB0gPAHMABNp2KSfO3X7r+dc/z83u//fn3b4AJfsvMXeP36zl9a7/ZVANB3wh9AD41P5Ez2X9VrDOb83n5Ma/UspQ5+V6+u9toA4ACEP4COO0wL57hBt3PuZrLVs5TkxIn6LwkAOkT4A+iQ8YreN3zDwVo4x2nn3KfNzXqqp1ZPAHpA+ANokckqXpJ88zcfrqKXPFzV++ZvTn7v97Rz7mrWOgetngB0mPAHsCLzquJN04S9RBvnge22zkGrJwAdJvwBLMD4dM2mcjf++WGqeJO0cM6ZdQ4A9JTwB7APu7VjTn7+tV+b/PiP73QLztNkRU8L5xxZ5wBAzwl/wKBMm4zZhKhZoe7nfz75mZ9JHjw4fDvmXqZV8cavRwZZEOscABiAuYS/Usp7kvw/k6wl+c+rqvqRifvL9v3fmeQPkvxHVVX9w92eW0p5bZK/meQtSX4tyX9QVdX/bx7XC7TX5Dm43ULZtFbK3Z4zzzN186CK1yLWOQAwAIcOf6WUtSRXkqwn+XyST5dSPl5V1T8Ze9h7k7xt++PdSa4mefcez/1QkhtVVf1IKeVD21//0GGvF5bhoAFmEUGni997nufgVq2U5MiR5H3vS9773ul/J6p4LaDVE4ABmUfl71uSvFJV1eeSpJTysSTvTzIe/t6fZKuqqirJp0oprymlvCF1VW/Wc9+f5PT28z+a5GY6GP72e06oS/9A9733flxfAgwPW1tL/vyfn96OOfm5Cl4HbG4mly49XArW6glAj80j/L0xyW+Mff351NW9vR7zxj2e+0erqvpiklRV9cVSyuvncK1L1RwhuXOnPisErN7kmbqD/IcAhaAeGY2Sixfr4NfQ6glAz80j/JUpt02eppn1mP08d/cXL+VcknNJ8uY3v/kgT124mzeTu3cFPziIaefg5lmdVZEjSd3qOR781taSs2clfAB6bR7h7/NJvnHs6zcl+cI+H3N8l+f+y1LKG7arfm9I8tvTXryqqs0km0ly8uTJFoxw2HH6dHL8uMrfEB00wHS5xXXe39u/vVmo8TN+jbW15IUXknPnVnddALAE8wh/n07ytlLKW5P8ZpLvTfJnJh7z8SSXts/0vTvJv9oOdb+zy3M/nuT7kvzI9p//1RyudalOnUpu3HDmb2jfOxFgoJVmrXM4e1bwA2AQDh3+qqp6tZRyKckvpF7X8JGqql4upXxg+/4PJ/m51GseXkm96uHZ3Z67/a1/JMnfKqVsJPn1JN9z2GtdhVOnhACAVrDOAYCBK1Ubll3NycmTJ6uXXnpp1ZcBQJuMt3o2Y3itcwCgp0opn6mq6uS0++ay5B0AWmlWq6d1DgAM0JFVXwAALIxWTwD4KuEPgP4ZjZILF+pWzyb4HTuWnD9fT+LS6gnAAGn7BKBfNjeTS5fqPX5aPQHgq4Q/APpjNEouXnx4gbtWTwBIou0TgL4YjZLnn0/u39+5bW1NqycAbFP5A6D7Jls9S6mD35UrFrgDwDaVPwC6bXOzHu5y795O8FtfT27dEvwAYIzwB0B3NWf8HjzYue3o0br9U5snADxE+AOgm6ad8TtyJLl8WfADgCmc+QOge5zxA4ADU/kDoFuaVk9n/ADgQIQ/ALpjWqunM34AsC/aPgHohlmtns74AcC+qPwB0G6jUb3K4bnntHoCwCGo/AHQXqNRcuZMcvt2HfoaWj0B4MBU/gBor62t6cFPqycAHJjKHwDttLmZXLu2E/yOHUs2NpJnnhH8AOAxCH8AtE+zzqGZ6llKHfyuXl3tdQFAh2n7BKBdZq1zeOaZlV0SAPSByh8A7WGdAwAsjMofAKtnnQMALJzKHwCrZZ0DACyFyh8Aq2WdAwAshcofAKsxGtXB7/p16xwAYAmEPwCWb3KwS2KdAwAsmPAHwHI1O/xefXXntlKSEyescwCABXLmD4DlmbbDb20tOX8+uXFDqycALJDKHwDLMWuH35UrVjkAwBKo/AGweE2rpx1+ALAywh8Ai7e19fAZPzv8AGDptH0CsDjj6xwaa2t2+AHACgh/ACzGrHUOZ89q9QSAFRD+AJg/6xwAoHWc+QNgvqxzAIBWUvkDYH6scwCA1lL5A+DwRqPkwoXkueescwCAllL5A+BwRqPkzJnk9u2dwS6JdQ4A0DIqfwAcztbW9OBnnQMAtIrKHwCPb3MzuXZtJ/gdO5ZsbNQTPQU/AGgV4Q+Ag2uWt1+7tjPVs5Q6+F29utprAwCmEv4AOJjdzvjZ4QcAreXMHwAH44wfAHSSyh8A+9O0el6/7owfAHSQ8AfA3qa1ejrjBwCdou0TgL1NtnqWkpw44YwfAHSI8AfAbKNRcuHCo62e588nN25o9QSADtH2CcB0m5vJpUvJq69q9QSAHhD+AHjUaJRcvFgHv4ZWTwDoNG2fADxsNEqef35neXuSrK1p9QSAjlP5A2DHZKtnKXXwu3IlOXdu1VcHAByCyh8Atc3NerjLvXs7wW99Pbl1S/ADgB4Q/gDYOeP34MHObUeP1u2f2jwBoBeEP4Chm3bG78iR5PJlwQ8AesSZP4Ahc8YPAAZD5Q9giJrl7c8954wfAAyEyh/A0IxGyZkzye3bO8vbE2f8AKDnVP4AhmZra3rwc8YPAHpN5Q9gKEajOvhdv74T/I4dSzY2kmeeEfwAoOeEP4AhmNbqWUod/K5eXe21AQBLoe0TYAgmWz1LSU6cqCt+AMAgCH8AfdZM9Zxs9Tx/PrlxQ6snAAyItk+Avprc4Zdo9QSAARP+APpoNEouXqyDX0OrJwAMmrZPgD7a2no4+K2tafUEgIFT+QPok/F1Do21teSFF5Jz51Z3XQDAygl/AH0x64zf2bOCHwAg/AH0gjN+AMAenPkD6LrRKHn++eT+/Z3bnPEDACao/AF02WSrZyl18LtyRasnAPAQlT+ALmqWtz/3XHLv3k7wW19Pbt0S/ACAR6j8AXTNaJScOZPcvr0z2CVJjh6t2z+1eQIAU6j8AXTN1tb04Hf5suAHAMyk8gfQJZubybVrO8Hv2LFkY6Oe6Cn4AQC7EP4AuqJZ59BM9SylDn5Xr672ugCATtD2CdAF09Y5HD1qhx8AsG8qfwBtN2udgzN+AMABqPwBtJV1DgDAHKn8AbSRdQ4AwJyp/AG0kXUOAMCcqfwBtMloVAe/69etcwAA5kr4A2iLycEuiXUOAMDcCH8AbdDs8Hv11Z3bSklOnLDOAQCYC2f+AFZt2g6/tbXk/Pnkxg2tngDAXKj8AazSrB1+V65Y5QAAzJXKH8CqbG7We/zs8AMAlkD4A1iF5ozfgwc7t9nhBwAskPAHsGzTzvgdOWKHHwCwUM78ASyTM34AwIqo/AEsS9Pq6YwfALACwh/AMkxr9XTGDwBYIm2fAIs2q9XTGT8AYIlU/gAWZTSqVzk895xWTwBg5VT+ABZhstrX0OoJAKyI8Acwb81gl1dfffj2o0e1egIAKyP8Aczb1tbDwW9tLTl7NnnmGcEPAFgZ4Q9gXkajOvhdv75z29pa8sILzvcBACsn/AHMw7QzfqXUFT/BDwBoAeEP4LCmnfErJTlxom71BABoAaseAA5j2vL2tbXk/Pnkxg1n/ACA1lD5A3hcs5a3X7mi1RMAaB2VP4CDsrwdAOgglT+AgxiNkjNnktu3LW8HADpF5Q/gILa2pgc/y9sBgJZT+QPYj/Edfk3wO3Ys2diwvB0A6AThD2Avs3b4bWwkV6+u9toAAPZJ+APYjR1+AEBPOPMHsJutrYeDnx1+AEBHqfwBTDN+xq+xtpa88IJVDgBAJwl/AJNmnfE7e1bwAwA6S/gDGOeMHwDQU878ATRGo3pR+/37O7c54wcA9ITKH0DyaKtnKXXwu3JFqycA0Asqf8CwjUbJhQvJc88l9+7tBL/19eTWLcEPAOgNlT9guKYNdkmSo0fr9k9tngBAjwh/wDBNG+yS1MHv8mXBDwDoHeEPGKZpy9vPnq0negp+AEAPCX/AsFjeDgAMlPAHDIfl7QDAgAl/wDBY3g4ADJxVD0D/Wd4OAKDyB/Sc5e0AAElU/oC+srwdAOAhKn9A/4xGyZkzye3blrcDAGxT+QP6Z2trevCzvB0AGDCVP6A/xnf4NcHv2LFkY8PydgBg8IQ/oB9m7fDb2EiuXl3ttQEAtIDwB3Tf5mY93OXBg53b7PADAHiIM39AtzXL28eDnx1+AACPUPkDumva8vYjR5IXXrDKAQBggvAHdJPl7QAAB6LtE+gWy9sBAB6Lyh/QHZa3AwA8NpU/oDssbwcAeGwqf0D7Wd4OAHBowh/Qbpa3AwDMhfAHtFNT7bt27eFVDpa3AwA8FuEPaJ9Zg13W1pKzZ7V6AgA8BuEPaJ9Zg13s8AMAeGzCH9Aum5t1q6fBLgAAcyX8Ae0w7YyfwS4AAHMj/AGrN22iZ1K3ehrsAgAwF8IfsFqjUXLxYh38xlneDgAwV0cO8+RSymtLKS+WUv7Z9p9/ZMbj3lNK+Wwp5ZVSyof2en4pZb2U8plSyq9s//kdh7lOoKVGo+T55x9e5bC2lnzgA8mtW4a7AADM0aHCX5IPJblRVdXbktzY/vohpZS1JFeSvDfJNyX5D0sp37TH8383yfuqqnpnku9L8v865HUCbbO5mTz1VPLii3WrZyl1te+FF+ozfip+AABzddjw9/4kH93+/KNJvnvKY74lyStVVX2uqqq7ST62/byZz6+q6peqqvrC9u0vJzlRSnnikNcKtMFolFy4kDz3XHLv3k7wW19X7QMAWKDDnvn7o1VVfTFJqqr6Yinl9VMe88YkvzH29eeTvPsAz//3k/xSVVV3pl1AKeVcknNJ8uY3v/nxfgpgOXYb7PL886p9AAALtGf4K6X810m+YcpdP7zP1yhTbqum3Dbttd+e5K8k+ZOzHlNV1WaSzSQ5efLkvr4vsAIGuwAArNSe4a+qqqdn3VdK+ZellDdsV+3ekOS3pzzs80m+cezrNyVpWjpnPr+U8qYkfyfJM1VV/fN9/CxAm21tPRz81taSs2ctbwcAWJLDnvn7eOqBLNn+87+a8phPJ3lbKeWtpZTjSb53+3kzn19KeU2Sn03yF6qq+m8PeY3AKjVn/K5f37ltbc1gFwCAJTts+PuRJOullH+WZH3765RS/lgp5eeSpKqqV5NcSvILSf5pkr9VVdXLuz1/+/H/6yR/qZTyj7Y/pp0HBNqsmej5kz9ZD3dJ6uEuZ88a7AIAsGSlqvpzTO7kyZPVSy+9tOrLAEajus3z2rWHd/iVkpw4kdy4oeIHALAApZTPVFV1ctp9h532CfCw0Sg5cya5ffvhiZ7O+AEArJTwtyyjUXLzZnL6tH/40m9bW48Gv6NHkytXtHoCAKyQ8LcMTSXk7t3k+HEtb/RT0+p5/fpO8Dt2LNnYUO0DAGgB4W8Zbt6sg9/9+/WfN2/6hzD9Mm15eyl18Lt6dbXXBgBAEuFvOU6frit+TeXv9OlVXxHMx16DXZ55ZnXXBgDAQ4S/ZTh1qm71dOaPPjHYBQCgU4S/ZTl1yj+E6ReDXQAAOkX4Aw5uc7Nu9TTYBQCgM4Q/YP+mnfEz2AUAoBOEP2B/pk30TOpWT4NdAABaT/gDdjdromdSB7/Ll7V6AgB0gPAHzGaiJwBAbwh/wGwmegIA9IbwBzyqafW8ft1ETwCAnhD+gIdNG+xioicAQOcJf8COzc3kwoXkwYOd20pJTpww0RMAoOOOrPoCgJYYjZKLFx8OfmtryfnzyY0bWj0BADpO5Q+og9/zzz+8yuHIkeSFFwx2AQDoCeEPhm7yjF8pdcXPRE8AgF7R9glDNRrV5/ueey65d28n+K2vJ7duCX4AAD2j8gdDNG2iZ1Lv8Hv+eef7AAB6SPiDIWn291279vD5vqQOfpcvC34AAD0l/MFQzKr2ra0lZ89a3g4A0HPCHwxBs8bh1Vcfvv3oUYNdAAAGQviDvpu2xkG1DwBgcIQ/6DNrHAAA2GbVA/TV5ma9ysEaBwAAovIH/TM+0fPBg53brXEAABg04W+ZRqPk5s3k9Gn/AGcxZk30PHLEGgcAgIET/pZlNErOnEnu3k2OH09u3PAPcebLRE8AAHbhzN+y3LxZB7/79+s/b95c9RXRJ7Mmen7gA874AQCQROVveU6frit+TeXv9OlVXxF9YaInAAD7IPwty6lTdaunM3/My/hgl6bi10z0NNgFAIAJwt8ynTrlH+TMx6zBLiZ6AgAwg/AHXdPs7xtf45DUwc9ETwAAZhD+oCtm7e9bW0vOnk2eeUbwAwBgJuEPumC3/X0vvGCwCwAAe7LqAdqu2d93796j5/uuXhX8AADYF5U/aLNZ+/u0eQIAcEDCH7SV/X0AAMyRtk9om9Gonub53HM7rZ7N/r5btwQ/AAAei8rfKoxGlr0znf19AAAsiPC3bKNRcuZMcvducvx4cuOGf9Dz8BqH8fN9if19AADMhfC3bDdv1sHv/v36z5s3/aN+6GZV+wx2AQBgjoS/ZTt9uq74NZW/06dXfUWs0uZmfb5vfGl7Ulf7DHYBAGCOhL9lO3WqbvV05m/Yxts8x4Ofah8AAAsi/K3CqVP+YT9kzbnP27cfbvM8ciR54QXVPgAAFsKqB1i2ra1Hg9/Ro8nVq4IfAAALo/IHy9K0el6/vhP8jh1LNja0eQIAsHDCHyzDtImepdTB7+rV1V4bAACDIPzBIs3a31dKcuJEXfEDAIAlEP5gUezvAwCgRYQ/WAT7+wAAaBnhD+bJ/j4AAFpK+FuV0cii976Z1eZpfx8AAC0g/K1Cs+T77t3k+PHkxg0BsMtmDXVJtHkCANAawt8q3LxZB7/79+s/b94U/rrKUBcAADpC+FuF06fril9T+Tt9etVXxEGp9gEA0DHC3yqcOlW3ejrz102qfQAAdJDwtyqnTgkIXaPaBwBAhwl/sB+qfQAAdJzwt2pWPrSfhe0AAPSA8LdKVj60m4XtAAD0iPC3SlY+tJeF7QAA9Izwt0pWPrSPoS4AAPSU8LdKVj60i6EuAAD0mPC3ak2YuHnz4a9ZHtU+AAAGQPhbNUNfVku1DwCAgRD+Vs3Ql9VQ7QMAYGCEv1Uz9GX5VPsAABgg4W/VmqEvW1urvpJhsLAdAICBEv7a4qMfrat/H/2oc3+LYGE7AAADJ/y1gXN/i2VhOwAACH+t4NzfYhjqAgAAXyX8tYFl7/NnqAsAADxE+GuLU6fqj9Eo+ct/WQh8XKp9AAAwlfDXJha+H45qHwAAzCT8tYnBLwc3GtV/T1/6UvJjP2aFAwAAzCD8tUkz+OXOnaSU5Ou+btVX1G6zKn2Jah8AAEw4suoLYMypU8l/9p/VweXBg+TP/bm6ssXDRqN6UftzzyX37j0a/JoVDlevCn4AALBN+Gub3/u9Ovg9eLDT+smOzc3kqaeSn/zJRwe6lFK3eV69qs0TAAAmaPtsm/Gdf2trya//el3pGnoFa68pnh/8YPKa15iSCgAAM5RqsmWuw06ePFm99NJLq76Mw2uCzn/xX9Tn2YY6+XN8mMtP/IQpngAAsIdSymeqqjo57T6VvzY6daoOPa++OtzJn7sNc0lM8QQAgAMS/tpqyJM/NzfrgS6TaxsS1T4AAHhMwl9bNZM/L12qq3/f//3JL/1Sf0NP0+r6W7+V/MzPPBr8SqmDn2ofAAA8FuGvzSYnf/7kTyYf/Wi/zv81oe/69Xptw6QjR5If+AHDXAAA4JCEvzZrWj9v367PvVVV/fnWVrdD0F6DXBrO9QEAwNwIf2126lRd5RuvjFVVPQW0q+2few1ySZJjx5KNje7+jAAA0ELCX9udOrUTgH7yJ+vAdO9e8vzz9UcXwtF4pe/Hfmz2IJf3vS/5hm8Q+gAAYAGEv6545pn6vN+dO3V4evHF5O///fa3Re5V6TPIBQAAlkL464qmBfT55+vgV1V1oLpwob6/DcGpqfB93dfVk0mbyZ337z/6WINcAABgqYS/Ljl1qg5/f//v18EvqauAzz23+jUQ+znLl6j0AQDAipRqt3+od8zJkyerl156adWXsXizlqAvczrm+F6+ZHaFb/zaPvhBlT4AAFigUspnqqo6Oe0+lb8uasLdZKXt1VfrKuDP/3w9OOWbv7neFTivsDUe+H72Z6fv5ZtkcicAALSC8NdV584l73xnHcauXduput2/n/zdv7vzuFLq83Xve1/ygz+4dwAbD3hNgGzO7+0n8DUVvt///fproQ8AAFpB22cf7Pe83bFjyXd918OhLjl4wJv1vVX4AABgpbR99t14FbBZBj/NvXsPVwUPowmSid18AADQAcJfXzTL4J95pg6BSfK1X5v8+I/vPojlIMYrh8IeAAB0ivDXN00IbHz3dx9sSMtkRW+8PVTgAwCAzhL++m48DDbDXJLpZ/4SAQ8AAHpK+BuSyaogAAAwGEdWfQEAAAAsnvAHAAAwAMIfAADAAAh/AAAAAyD8AQAADIDwBwAAMADCHwAAwAAIfwAAAAMg/AEAAAyA8AcAADAAwh8AAMAACH8AAAADIPwBAAAMgPAHAAAwAMIfAADAAAh/AAAAAyD8AQAADIDwBwAAMADCHwAAwAAIfwAAAAMg/AEAAAyA8AcAADAAwh8AAMAACH8AAAADIPwBAAAMgPAHAAAwAMIfAADAAAh/AAAAAyD8AQAADIDwBwAAMADCHwAAwAAIfwAAAAMg/AEAAAxAqapq1dcwN6WU30nyL1Z9HVN8fZLfXfVFsDDe337z/vab97ffvL/95v3tN+/v4/vXq6p63bQ7ehX+2qqU8lJVVSdXfR0shve337y//eb97Tfvb795f/vN+7sY2j4BAAAGQPgDAAAYAOFvOTZXfQEslPe337y//eb97Tfvb795f/vN+7sAzvwBAAAMgMofAADAAAh/AAAAAyD87UMp5T2llM+WUl4ppXxoyv2llPLXtu//5VLKn9jruaWU15ZSXiyl/LPtP//I2H1/Yfvxny2l/DuL/wmHbZnvbynlLaWU/7mU8o+2Pz68nJ9yuBb0/n5PKeXlUsqDUsrJie/n93eJlvn++v1dvgW9v3+1lPLfbz/+75RSXjN2n9/fJVrm++v3d/kW9P7+37Yf+49KKX+vlPLHxu7z+7sfVVX52OUjyVqSf57kf5nkeJJ/nOSbJh7znUl+PklJ8q1J/ru9npvkR5N8aPvzDyX5K9uff9P2455I8tbt56+t+u+hrx8reH/fkuRXV/1zD+Vjge/vv5nk30hyM8nJse/l97ff76/f3368v38yydHtz/+K//8dzPvr97cf7+/Xjj3/P0ny4e3P/f7u80Plb2/fkuSVqqo+V1XV3SQfS/L+ice8P8lWVftUkteUUt6wx3Pfn+Sj259/NMl3j93+saqq7lRV9T8meWX7+7AYy35/Wa6FvL9VVf3Tqqo+O+X1/P4u17LfX5ZrUe/v36uq6tXt538qyZvGvpff3+VZ9vvLci3q/f39sed/TZJq7Hv5/d0H4W9vb0zyG2Nff377tv08Zrfn/tGqqr6YJNt/vv4Ar8f8LPv9TZK3llJ+qZTyD0op//bhfwR2saj39zCvx/ws+/1N/P4u0zLe3/84deVhv6/H/Cz7/U38/i7Twt7fUsr/o5TyG0n+bJL/9ACvR4S//ShTbpvcjzHrMft57uO8HvOz7Pf3i0neXFXVNyf5YJK/UUr52j2vksfl97ff/P7220Lf31LKDyd5NclfP8DrMT/Lfn/9/i7Xwt7fqqp+uKqqb0z93l46wOsR4W8/Pp/kG8e+flOSL+zzMbs9919ul7az/edvH+D1mJ+lvr/b7Qi/t/35Z1L3pP/xufwkTLOo9/cwr8f8LPX99fu7dAt7f0sp35fkTyX5s1VVNf9A9Pu7XEt9f/3+Lt0y/vf5byT59w/weiQGvuz1keRoks+lPjzaHDp9+8RjvisPH1j9xb2em+Sv5uGBID+6/fnb8/CB1c/FgdU+vb+va97P1AeZfzPJa1f999DXj0W9v2PPvZmHB4L4/e33++v3twfvb5L3JPknSV438b38/vb7/fX724/3921jz//+JD+9/bnf3/2+N6u+gC58pJ5G9D+k/q9EP7x92weSfGD785Lkyvb9vzLxj4VHnrt9+9cluZHkn23/+dqx+354+/GfTfLeVf/8ff9Y5vub+r9Qvbz9P1D/MMn7Vv3z9/1jQe/vv5f6vzLeSfIvk/zC2H1+f3v6/vr97c37+0rqs0H/aPvjw2P3+f3t6fvr97c37+//O8mvJvnlJD+T5I1j9/n93cdH2f7LAgAAoMec+QMAABgA4Q8AAGAAhD8AAIABEP4AAAAGQPgDAAAYAOEPAABgAIQ/AACAAfj/A74X8GszxBnXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUgAAAD8CAYAAAAVOD3kAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAApNklEQVR4nO2da6wk5X2nn3/1zIBBECvmEi9gPN4dybIsg7h6ZUvOWAIDWTPOmmiR41y8IIQ0KLIcywGvlA/Z3cTW7irraI89GdmsYkUWWbHBHmsnHrzRsHzw4pkBIwwI7MmAYTxEw9jYJou5nO7/fqhLv1Vd1V3VXX2pc37PqHW6q9669Dldv3neW7W5O0IIIUaJln0CQgixqigghRCiAgWkEEJUoIAUQogKFJBCCFGBAlIIISpoFJAW8xdmdtTMHjOzyyrKbTez75rZD83sb8xs26TtzexZM/u+mT1qZkdme1tCCDE7TQ3yemBH8rgN+FJFuc8Df+7uO4CXgFtqbr/T3S919ysanpcQQrRO04DcBXzVYx4C3mxmbw0LmJkBHwTuTRb9FfCRutsLIcSqsKVh+QuA54PXx5NlLwTL3gL8zN3XC2Umbe/A/WbmwF+6+96yEzCz24jtkx69y8+wsxu+BSFEXV71/8fr/prNso8P7TzTf/LTfq2yDz/22gF3v26W47VJ04As+0UV5yqOKzNu3fvc/YSZnQd828yecvcHRwrHwbkX4OzoV/29Wz5U78yFEI15aP3AzPv4yU/7HDrwtlple2/94TkzH7BFJlaxzWx30nHyKHACuChYfWGyLOQUcdV5S0mZ41Xbu3v68yRwH3BVo3cihFhJHBjU/LdqTAxId19LOk4uBb4O/G7SG/1e4Ofu/kKhvAMHgZuSRb8HfCN5vq9sezM708zOAjCzM4Frgcdnf3tCiGXjOG94v9Zj1Whaxd4P3AAcBV4BPpGuMLP9wK2JCf4RcI+Z/Qfge8BXJmx/PnBf3L/DFuBr7v6tad6QEGL1WEU7rEOjgEzscHfFuhuC58coqSJXbZ+Uv6TJuQghuoHj9Dt6W8WmBimEEI0ZjPTldgMFpBBirjjQV0AKIUQ5MkghhCjBgTfUBimEEKM4riq2EEKU4tDvZj4qIIUQ8yWeSdNNFJBCiDlj9Etvw7D66I7iQoi5EnfSWK3HJMzsOjN7Ornp9p0l63clN+N+1MyOmNn7625bhgxSCDFX4nGQsxukmfWANeAa4hvfHDazfe7+ZFDs74F97u5m9h7gfwDvrLntCDJIIcTcGbjVekzgKuCoux9z99eBe4hvwp3h7v+UTGkGOJPh7RQnbluGAlIIMVdSg6zzmEDVDbdzmNlvmtlTwP8C/m2TbYsoIIUQc8Ux+kS1HsA5Sdth+rgt2FWdG3bj7ve5+zuJv+rl3zfZtojaIIUQc6dG9Tnl1Jgv7au84XYZ7v6gmf1zMzun6bYpCkghxFxxjNe918auDgM7zGw78GPgZuBjYQEz+xfAPySdNJcB24CfAD+btG0ZCkghxFyJB4rP3prn7utmdgdwAOgBd7v7E2Z2e7J+D/BR4m8teAP4JfBvkk6b0m0nHbPbAengg47OYRKiC7R0ebU1UNzd9xN/M0G4bE/w/PPA5+tuO4luB6QQYuVxN/rezf5gBaQQYu4MOjrVUAEphJgrcSdNN6Omm2cthOgMbXXSLAMFpBBi7vTrj4NcKRSQQoi5ks6k6SIKSCHE3BmoF1sIIUaJb1ahgBRCiBEc4412phouHAWkEGKuuKOB4kIIUY5poLgQQpThyCCFEKISddIIIUQJTq3vm1lJFJBCiLkSf+1rN6Omm2cthOgQtb6QayVRQAoh5oqjmTRCCFGJDFIIIUpwNxmkEEKUEXfSaKqhEEKUoO+kEUKIUuJOGrVBCiFEKZpJI4QQJWgmzTLxwbLPQAgxga5+aVc3z1oI0Rnc4Y1BVOsxCTO7zsyeNrOjZnZnyfrfNrPHksd3zOySYN2zZvZ9M3vUzI7UOffuG6QQYqWJq9izu5iZ9YA14BrgOHDYzPa5+5NBsWeAD7j7S2Z2PbAXuDpYv9PdT9U9pgJSCDF3WppJcxVw1N2PAZjZPcAuIAtId/9OUP4h4MJZDqgqthBirqTDfOo8gHPM7EjwuC3Y1QXA88Hr48myKm4B/q5wKveb2cOF/VYigxRCzJlGVexT7n5F5Y5G8dKCZjuJA/L9weL3ufsJMzsP+LaZPeXuD447GRmkEGLuDJLvpZn0mMBx4KLg9YXAiWIhM3sP8GVgl7v/JF3u7ieSnyeB+4ir7GNRQAoh5krci92r9ZjAYWCHmW03s23AzcC+sICZvQ34W+B33P0HwfIzzeys9DlwLfD4pAOqii2EmCttDRR393UzuwM4APSAu939CTO7PVm/B/hj4C3AF80MYD2psp8P3Jcs2wJ8zd2/NemYCkghxNxp62tf3X0/sL+wbE/w/Fbg1pLtjgGXFJdPQgEphJgrulmFEEKMQTfMFUKIEtyNdQWkEEKUoyq2EEKUoDZIIYQYgwJSCCFK0A1zhRBiDG2Ng1w0CkghxFxxh/UaN8NdRRSQQoi5oyq2EEKUoDZIIYQYgysghRCiHHXSCCFECe5qg1weXnrHdSHEymD01YsthBDlqA1SCCFK0FxsIYSowrvbEqaAFELMHfViCyFECa5OGiGEqEZVbCGEqEC92EIIUYK7AlIIISrp6jCfbracCiE6hXu9xyTM7Doze9rMjprZnSXrf9vMHkse3zGzS+puW4YMUggxVxxj0EIvtpn1gDXgGuA4cNjM9rn7k0GxZ4APuPtLZnY9sBe4uua2I8gghRBzx2s+JnAVcNTdj7n768A9wK7ccdy/4+4vJS8fAi6su20ZCkghxHxJOmnqPIBzzOxI8Lgt2NMFwPPB6+PJsipuAf5uym0BVbGFEIug/jjIU+5+RcW6sp6e0j2b2U7igHx/021DFJBCiLnT0jCf48BFwesLgRPFQmb2HuDLwPXu/pMm2xZRFVsIMVccGAys1mMCh4EdZrbdzLYBNwP7wgJm9jbgb4HfcfcfNNm2DBmkEGK+ONCCQbr7upndARwAesDd7v6Emd2erN8D/DHwFuCLZgaw7u5XVG076ZgKSCHE3GlrLra77wf2F5btCZ7fCtxad9tJKCCFEPNHN6sQQogyTHOxxex8w/8nb5ryv9p1xv8x14Eb7Ka5n4fYWFzZ1o46+nFSQC6Anf4cd3Ko1j2Vp/1/dsuEbbcA+/3eiSGZhmM3/78XK4mDT+6hXkm6H5CW/OJX8I6c+/3e7Bc874/HpP0b9f7YCkcxH7r5qep+QKZY8AdYgbBMw7GbHwshWmb5l+RUbJyADFmBsFQ4ChGggFxRViAsF4EzPpCduKNmEr/EVM0W7dLSQPFl0P2AtMJsSR+MKdudsGx6dm31Yu+yj6oXW7TOil9ulXQ7IMv+UwoDc0XDss7RTnIaH7cPz/1cythlH13KccXq8QP/+3Z2pF7s5WDR8BfvAy+uJFg5ZieLDcv0aM5yg1CIRWEyyGVgcQgm4ReGJRQCcwXD0oDzeI37/V7WMf4TV3LQ3jbXYwqxcGreLnwV2Ri3O7Mo/8gWW/aoU350vzZ8NOQkp9X6TFjy2IpzF4e43+/lT/3/ND6eEKuLxZ00dR4rRqcD0gAiyz+gWVhWlB8t0ywsP24fZp1m/3GmYXkFL3K/38tuf6TB1kKsMC19Kc2i6XRAYoYFD2B8WCYBGIblWLscc9w6YXmD3cQxzmr8t0+DchfHuN/v5YDCUnSdQc3HitHxNkggCixxkP8NezHjBl7aFlnZ0VOn3XJCm+Xt9iEA7vX7OJt+o/GFFvzcxTF2+TGOcC6ftQ802IsQS6bD4yC7bZCQt7koyj0a2WW6u1naLceY5U32m3yDdzBgutpEsfr9Df86O/25hnsRYjmY13usGt02SAPr9fDQ3EKLrLBLdx+GJIyaJYAPZusVLzHLNbuMNS4D4K/9m5zHa41nrKTlz2CduzjEXX6IX7CNNS5VD7hYXVYw/OrQcYOMbTBniqFFVtilFdsuZ+3oaWKWSXB+3D7Mn3EVrxBN3T6dWuWv8HrWA36v75NZCtESHQ9I4lDq9bJws14QgL1eeViGy5dYFT8YXcwu+9dcazflqt9T/RrIh6Wq4GKV6GoVu9sBaQyDrNcbhlIYmGVhOYtdtt0rnpzDWnQ5HyoE5SxhmVbB1V4plo4TTzWs81gxuh2QGES9wAyj0SCrsMs6YTlXuyx9O0lQRr/VqlWmYamgFEujo+MgO99JEwdVL+5oSZf5AHoWDLsJ1kfJ0B5suGyKjh4oDCOq0dHTtJNnzS5njcvZOfgRf8ghtkHjTp1sd+Q7dgYY32Q7a3bZlHsUoj6rWH2uQ7cDErAoioOwF0dHHHRJIKZhCUFgBmHZG64PA9ODUKwKSyj0jNcYc1nZKz7hlm0Ho4s5yMXsHPyI3XyPs3kjOefmpNv0cHZxjBv9GPt4h4JSzJeOBuQGqGIn1eikimxptTitbodtk2l1PKyK59ZP6OgJjjOu7RKYS1X8YHQxN0Uf4drot/gzruLnbJ25rTIiHoSu2TpirrRUxTaz68zsaTM7amZ3lqx/p5n9XzN7zcw+XVj3rJl938weNbMjdU672wZpxAHlHocXDKvVg0EcVm3YZSB0dexy8oyeBmMuK6riqVUCM5tl2laZztYBeJ2I/8IVGlspZqatHmoz6wFrwDXAceCwme1z9yeDYj8F/gD4SMVudrr7qbrH7HZAkthgFooem10amEFYArnA9GIgjmu7rKiKV7ZdhseGZoPUx01/rKiKF8Ny2vbKsPxpDLL2ypRjnJVNnRSiEe30UF8FHHWP/xc3s3uAXUAWkO5+EjhpZr/RxgG7XcU2hlXdsOrciwrLe8Oxj0k1eaQqHla3y3rGJw0jamOQOkwcRpR//6NV8YPRxfyrFqvg4eMdvMxf+zen3JvYzLQ0DvIC4Png9fFkWV0cuN/MHjaz2+ps0HGDBO9FWGiOhWp1HbvM2g3nZZdhlXucXbbV0eODnFXuHjzMh3kmmbMzfEtNMeIb/O7051T1Fs2o/7/0OYX2wb3uvjd5XvaxbfL///vc/YSZnQd828yecvcHx23Q8YCM7czT/3qS4LFB8DoMTPd4m2JYBtsW2y69GIjTtF3OYxhRg6r4WhQPF0rZPXiYGzmWmWETDLiFxzlIxwJyipseC9rpfW7WBnnK3a+oWHccuCh4fSFwovZpuJ9Ifp40s/uIq+wbOCDTKnbBHj0Iw07ZZaNhRNOPuUwDs2iWdSPkXF4pXb7bH8mCF+CXbOG/ctlibFMBuNq0M8znMLDDzLYDPwZuBj5WZ0MzOxOI3P3l5Pm1wJ9M2q7bAQlBJ03BDJMLZiPaZZ2OnjpV8dAs/3TwAFfwYm6bqsh5kTNGlu32R9gVhCPEA9Pv5BA48wtJBWMnsMHkMpNw93UzuwM4QHw13e3uT5jZ7cn6PWb2a8AR4GxgYGafBN4FnAPclwjPFuBr7v6tScfsdkCa4VGEpQFTCMORwOyAXc48jKjJjJ6g3GejX89tsnPwIz7DIXrkg/JVenyFd1PkwzxTGqgR8BkOcacfat8sFY6bDnffD+wvLNsTPP9H4qp3kV8AlzQ9XrcDEiACx+LbtZvFYTnJDJdtl1kujdrlzMOIGnb0VLVbhrN3buFxzuUVXuQMvsK7S4MtGlOHKobsGazzGQ7PbpbB31KsOO1UsRdOpwPSjaFZJWGX5UYy7qp1u0zDsriPMrtMXxftMr2mi3aZtisuyi5rVMUP9rZz0C+mkuTcBxi9iqugLMK2JN/i+Ed+eLY54QrJ1adZJ81K0emABOJQg3wgelqF9ensMg1LKLfL9Oc4uyyYXy27bOMGG43ssnlVfOTGGkk4fdO3j7RBTsLIzwk3mO4mGgrJ1UcBuQwsmGpIEIjl9tjILtPXs9hluo+mdjmnG2y0YpcVs3nWosv5l4Mfj3yNRPAbqSQcbpQG5i4/xskxVfoRsr+lgnIlUUAuAUsMMrnuLf3mtHGB2Am7TNo3V8Uua465/Hh040hv+ElOa/zdO2nZ83mFuzjEH/phtsZ/rcmGqaBcOYx2erGXQbcDEvDIsoBzyMLInCCU2Hx2OcMNNkaHEdWvin+298GsTEo4MJ3hb6EWBpwW6EdqmNf6c+N7whWUq4PaIJeEEV8AoVyFQ2+gll3m7ZHZ7TIIw7nY5ZwHqVth3axV8bXelax5PN5y9+Dhxm2VRYzhzX/T4UOV1XEF5WqggFwOnl6cFcJXxy4n2eNUdpn8nItdtnX7tmkGqc/Y0bPWuxL6ZDN40nc+TXyF26XV8Tv9UPkNgMP3qbBcPArIJWCWtQdmWTUgCyBLrj7ZZYt2OUNHTxqWa70rWePKrMy0Ux6LpIEZ9oqXmqWscuGoir0EnNggzR03ixf0CmGZFqTjdpmuT/exLLucoaOnqioeBubO/jPZzX9nDUqIzfLTHGa3P8pZvJ4f7C6rXBwKyOXgEZAaYPpHyAIw+bER7DIXuIu3y9mHEdWrih/sbecg2+MZPP4Y5/IKrxJxOoOpq+LbcLbxOhAH5p0c4l1+Kl8Nl1XOD0e92EvBSIIleZ2FyjAwZZft2GWrw4hqdPQcZHg/y5Q27BKG38Oz04+zxqXl1W9QWLaJDHI5eBQEZPp5doKLv4ZdDpJibdhlqT3Sml1aMQyD40+0yzl99UTjYURTdvSU2WV6yk2jzIBf4XU+zWE+6Q/zJvoA/IJtw9CUVbaG2iCXgRHfrCILvzjcPLxi6thlWVU82LaRXda0x2nt0gth2MguR4J+OXZp4XKa2aUPPHe3dIDd/cNT3wA4rn73s9dxaB4hdyMNWeXsKCCXQ2iQ5p4Ly/hn8lp2ObqPDtqlRYV2zoFnnTyhWTpGhPMLtjaukm9jUH3XdIVlcxwF5DJwA+9B2gictTUyNLKF2qUDvY1pl41vDtxkCmRLw4jK2i3TYUQ3cqzRN9QV75q+05/LbvuWhu9JD3rEFZaVGKpiLwkbGmQWDsmqgeVeL8wuWXG7TNcHx69jl81vDjzlDTZaGkYUDlBf613Jk4Pz2O0P17bJ8K7pO/05PsXDnJ5VxeN953rECXrEFZYjKCCXgSUXjVMSesPAlF0W7ZLF2OW0N9hoYRhRsSqe2mVYDX+ZrZzJGyMXwetEubum38LjQTjmSXvEc3cfSqvmCsohCsjlEBukj5peGJiyy+XZZfb7q2GXbQ1SH1MVfyB6OwcHF2erdg5+lJklBL3Y0cXZe6r6krLsPJKfqVHe5YcYYETuw9CMLh67jw2PAnIJZAZpQVgVwlB2OT+7TMMyt+8Z7LKlKZBNOnqKgRnvIDiGGS/6GZw/ISSzU8reUXy+6Rzx3YNHh8OHNptZuqrYS8EJq9jpwqLdbVC7HGuPLNAumc0u5zAF0sLl1LfL+GVhPfAV3l1og2yGURhz6YUxl5vBLhWQy2E0IIs/N6pdllTFoYN2WfPmwIuwyzED1BlEWdtl+OduQtmYy7s4xLsGybTHDWyWmmq4DIxhL3ZZ+KU/ZZeyy1p2Wa8qXpzJ02T4UBEDbuQYT/o5+XGXyw7L4ldrzLo7GeRyqOzFDgNTdpkcd3PZZauD1Cs6etoIywhGB6aHQb/osGw5HDVQfFnYMCAz4SszOtnlcCfLsst0+9z5TbDL9PWUdtnuIPVyu3wgejsP8HZ84DPNER/bU77osPTBfEKyg3Q6IJ3AILMFwfNsmexyJewyfb2qdjnjMKIwLIFaYy5TwoHpRcJZPPjwIzPXTp4WQ9Jor4ptZtcBXyD+y37Z3T9XWP9O4L8DlwH/zt3/c91ty+h0QEL8wR0JBvI/V8kuYyPLh2WurOwyOb/VtctpquIQB+Yn/RBvSu5tmfIqvdzA9JDRWTxD0k6euwaH5jPesvgd6DOQ/Qc5yz7MesAacA1wHDhsZvvc/cmg2E+BPwA+MsW2I3Q7IIMqNgx/Jtd6btmq2GVZVTzcjeyyhl0WwmwhN9hosaMnNMsXq4ItOda4WTzZuRBMexycYi26vLL8Ugivpdm4Cjjq7scAzOweYBeQhZy7nwROmtlvNN22jG4HJAxn0kBpGMou2Zh2mb5e5M2BW+roKVbFc6Tnl/xNzvV6A9Qh7uy5kWPsHBzPf73ECoyzbFDFPsfMjgSv97r73uT5BcDzwbrjwNU19zvVtt0OSCO+HyRWCK1qC5Rdyi6ntss5DiMCRgep+4AXqT+LB+KQ/JXC10vcNUimPrLEqY/1A/KUu19Rsc5KltXd81TbdjogneAD6OG1N8ECq4KhUC4TvjKjk13WtMdJ61uwy3R7mJ9dtnCDjcaD1C3iK/YePuWHp57FUzb18dMcZvfg0YVaZkudNMeBi4LXFwIn5rltpwMya4OE0kAzl10CebtMsqSRXaZlnYJdpmVWwC7Tn3Ozy+UMUn8gejusMzJ8KCtHc4pfYpabKz6voGwnIA8DO8xsO/Bj4GbgY/PcttsBCcMb5obXSklAyS4Z2mXp8fNl83YZLAve3qazy1xb6BynQBaq2g9sidsss7LJMXb3j3Aj/zDTTJ74vIc94ncODmEMv0/8uzPuG4g/oy10iLv7upndARwg/s3f7e5PmNntyfo9ZvZrwBHgbGBgZp8E3uXuvyjbdtIxux+QFXOxizZYDDTZZfJTdrkadhmGaO4uSFRWxb8YXcmT6+fmxlq+iT7bmC6Nwo/H+bzCp3iYNU6bal8j+/WJxWrh7vuB/YVle4Ln/0hcfa617SS6HZBJFdtS+aoIINllPixzZWWXyfmFQTqlXWZvfp6D1PO+WLTLX19/trV54qfT5xxenWEPAWHgd4huByTUGwc5YX0x0GSXyU/ZZTO7zH5/4+1ynoPUw8AMwzL8ErMmlrl1ShstoptVLIH0os5MJrzAc2GXXya7TN+bT7TL7PdXwy4tCxg2pV22cXPgNgeph2EZjrkM76JujOeNmVs4yX9+O0anAxLI9WJDcEEXbShcXxo85euLgbbZ7LK0Kg6ldllaFYfl22UxLIMNWrPLlr56Yl52WTWjZ1xQvkqPUy20Qcbn2cpuFk73A3JML3ZWdQxkYGq7LCknu6Q7djlysBbsMgzckfNeYbsszOgpq4qnvdgv80PaQAG5DIzKTpoyc5NdTtjnJrDL2lVxmGyX4wJ3DjcHbm8Y0fiOntwUyH4LAZn8TbtItwMS8MjJBQKjwSO7LJRPD1QWqOnrjtilOZPtMVg/KUxzHT0LtcsZbt/WdJB6zWFEAFNO4BlBnTTLwEjmYjMaFGFYZssYLitcqLLLCftcUbssrYoHO5mLXaZhGexgo9rlVFN1ylBALoe0DXI0WLzUoGayy2CbYujKLtP35pvDLtPXG90uW0hIQwa5FJzhtYUln53KIPORjRrbZXIc2eUmsssZhxFBt+2yFdxbuWHuMuh0QIadNBB8JtPPG1SEnxcCQnZZtf9Nb5czDlLfEHbZBt3Mx44HJEDkQSCVBB3ILivCU3aJ7HKSXabHmBFVsZeBUWiD9EJA2MjnbS52GSxbWbss2V8xjGWXdMMu07DM7bslu6y6wcYsePDeO0a3AxKSYT5VIdayXUIWutUBW1gWHGcqe5y0Xna5Ie3Swqr2uMAdZ5fp6yZ2WayKt1XH7mY+djwgjeR2JXF6FM0xH2Jt2GVSOLxoR9ZPb5fZNiUBJLsshGVYdgPapRc+nHOxyzq3b2spIVXFXgqO9zy5iPIX8DDkZJeyy6DMMu2yKkyXZZd1bg7ckkGqF3sZ2PDhaUpkn5dABT1/Mckug8Il26hnfI52GeysE3bZRkKGf/uO0e2ABIjCi2fYZuLBhdqaXWbHGR5KdllcJrtcCbtM1+feRBC4Ne2yDSx8rx2j+wGZVLGz/+7TC9GSZbLLkX22Zpcl+yuGseySJdolM9tla500upvPEjBigyyGIyRWEF48ssva62WXU9ulZWVbsMtxYboou2ytk8YnF1pBOh+QFiVXl1vhgx9efLJL2SULscvSqnj4OwntMgmjarsst8fF2iWzE/4NO0a3AxLHesMgs3hR9sfwsnCE0QCVXdZfPye7dKwQntX73TB2WVIVj7ddJbtsJyHVi70kLOmkKRqZZzbnrIpd5s6zgV0Og2p17HJ4Hu3Y5egy2eVK2GVbqIq9eMwgiuIW8+xzBHFg4dnFvyp2mT9ufbscblcMiuXZ5fC9h/ufj12uVNtl7oPGxrfLlqrY+sqFJRFFnvwdk58e//fubrkPpOwyv6xLdlkM66XbZe5cN7pdtmSRLRmkmV0HfIH4HX/Z3T9XWG/J+huAV4Dfd/dHknXPAi8T3yd93d2vmHS8TgekmdPrDXC35AGQhKN7Yo3j7TINSdnl8DiyS9llFo5t1bJbyEcz6wFrwDXAceCwme1z9yeDYtcDO5LH1cCXkp8pO939VN1jdjogYWiQJKHnSbClgTnJLvOhJ7uUXXpJ+U1sly3R0k14rwKOuvsxADO7B9gFhAG5C/iqx8bykJm92cze6u4vTHPATgekGUQWX5Xx9RCGY/qH30B2mZ5jGKrBoVqxy6plyXEm2V4xsGSXDD9PK2qXk742d2Z8eB41OMfMjgSv97r73uT5BcDzwbrj5O2wqswFwAvJmdxvZg78ZbDfSrodkDhbev3MRtyNgVvWI5cPxmKAMp1dJs+XY5fxRSe7HJYdt79iWMsuvdQuJ7ZNzojhTYz01Ji2wbK0Lu54XJn3ufsJMzsP+LaZPeXuD447mU4HJAa9ZKB4HI5ORBqMFv+nJbuUXZYuk13WsUsvi5tpaKfKfhy4KHh9IXCibhl3T3+eNLP7iKvsGzcgDWdrr8+gaJDJlTzwNBiDdbLL8qALLvxhkMkuq/a/WeyyNdoJyMPADjPbDvwYuBn4WKHMPuCOpH3yauDn7v6CmZ0JRO7+cvL8WuBPJh2w4wEJPXN65ln49SAJSUv+Zyy3S9JtKIZjGKBpuM5glwSBuYntshhIq2yXKzWrJ/dBY+F2WV5jbYjTpA2yejfu62Z2B3CAOL7vdvcnzOz2ZP0eYD/xEJ+jxMN8PpFsfj5wX/I9PluAr7n7tyYds9sBaUODjNuWY0s0yKrW4+zSiuvmYpdpeVi6XeaOs1i7THe7KLv05D1Xheuk/VXa4mazy5aq2G19lay77ycOwXDZnuC5A7tLtjsGXNL0eJ0OSICtUdxJM8CyoEwNcuAmu2ROdllyrqtkl/F5VlhdabhW74/cuWwuu2wHb3Ffi6XTARmZsyUajAZj8r/fwK1zdpk+lV2WbFMSQItuuxxdtgHs0oFehV22YZDh76ZjdDogAbZF6ww8ygwSgmA0Ku0yLFe0y7yFLtYuqweqB49k23nYJZTfwi3bLjhUV+1SbZeM2mXuGPlDtYLmYi+e1CBhkIXdwCPiMa6WM8gyu7QxdjlikMmVXGaX6TaT7DJ83swuyT6887bL4THS8pvLLp2StssG+xv5TyxbVhJ+48qnByoL1PT1IuyypTv66Ia5S8BwtkVxJ80w+IZhiZHZZbzOVsAuSZ7LLkv3EQZX1bLkOMPQDdYHx520Pve7IzxPtV2ag5sNf9+zooBcPEbcSQPQT+xxkFyhwyp3YJeMt8twnexyNAizYyRFZJfN9ldpiytol+0lY3Kgfjfr2N0OSPOsDXKLJfaI0c8sMGpslya7RHZZ+N0Rnmf7dlkafuPKJ7+byvLpf4Jh+VntclZkkIvHgNOCTprRYIz/KKldxqFom9suwxCSXZYG0KLtshjWK2WXbaGAXDwRzlbrg/XpEwWdNEOT3Kh2OTTIFuwye96iXeb2vwHssvT3NVwfn+fGa7tsbZiPvpNm8Zg5p0Xr9ImIEm0auGVhuSUIumXZZS8IvxGDJB2oLrusbZfZsgXYZeH4ddYPz2ODtF22gjMcXNktuh2QxAEZB2CU2d/QJm0l7DJqyS4Jlssu02On5x6er+yyNDST301l+ZK2y/TlTDjqpFkGWRUbGFgSkhhb6WeBOY1dFkN0pewSlm+XYZnwwmpol8lbWYpdlh87WL3Z7LKqfFu9NGqDXDxmzunRG/SJg2yr9bOQjPAsnBZhl/HzYKgR1XYZruumXRZsciRA69klkNvnIu0yW18asIVlyXGGoRusD45bur6wz9W1SyusSw9KOyggF48Bp0VvMPCIvgUhmQRm3yNgvF1uCWywT1K+EHTZGMsZ7XK4byNihewSkgBs2S6z55PsMt6Zh+WRXcbn6SPlFmqXrRD+MrtFpwMy7MUeuNG3KA5JyAKznxlbVG2XFOySvF1GtGiXhRtprIZdpgG4ALsM2rlklxSOn18fn8eS7bKtNsiWbne2aDodkGbO6fZ6Zmp9j5KQtCQkoywkB0mYyi5TSwnvQLRIuywJ0Cq7zMrILpdll9l/ArMig1w8EXEbZByCaRukMbA4AGNT3Bx2mYZfmV3C8OsncnaZXEkraZdlgZntk9w+ZZfBG6kM1/yy2nbZCq5e7GVgOKfbG1kg9jG2WhJ4FsWBJbtMAquDdlmzs2cYJrLL1u2ypSq2axzk4olwtlkf6NPPwiyKDS/ouCmzy630s8Csa5dhL/k87HIYfN21y3QoURwsc7DLqup4tk9y+2zLLuPjpMtGg33D2mVbaCbN4onbIONhPltJgoqhSfY9GmuXvRp2GVfRo8wuo+STI7scfZ0+x4ObbGwQuxyeG8MyheNsSLtswyBzO+0WnQ7IiGFAppaYhlnfI3rmzGyXRHEVnGZ2mYbctHYJxRCVXZKskl0ODzN3u6QF3NWLvQziNsj1JCBT+4rbEkMLXJpd2mx2GRthfbvEhrODJtll5ZebsVi7DDt7ZJfhsfNvJyy7ULuUQXYXA06zfhwgGAMGQSBaFohldrnV+vH6FbDL4uvqaZCT7DIeDxmXL7fLcV9uNg+7hOFA9Sq7DKdBpmEpu6RwroHNLdouZ8bxfr+lfS2WTgdkXMUeMIChRSY/t0IWmFV2Cf0sQJvY5VYYrm/LLq1gl1YMuvj1KttlOFBddrmB7HJWHHXSLIMI2Jr8DQc4fTwLSyAXmHGMhkEaVL+DYKtvly67pMwuQXY5B7tMiizcLlurYqsNcuGYGadbYitAH6dPEpYOW81H7HJY/R7a5Vb6w+r4EuwyC8mO22W4TnZZUaZjdtmG9zngLRmkmV0HfIH44/Zld/9cYb0l628AXgF+390fqbNtGZ0OyAjjdOvF5ujOVrPAIuOwhFG7HIZkWv2OA6UtuyQxyXF2mYVksk1kccx33S4NlmeXBIERhKvscnicUnsM9lFc34pBurdikGbWA9aAa4DjwGEz2+fuTwbFrgd2JI+rgS8BV9fcdoROB6QBp9nWxAadAYMk/DwXilDPLqOStsue+0jbZT87TrVdRgzG2yXR8Hw3edtlqz3j6QcjeS27DI+dfzth2RF7bEf4MlrqpLkKOOruxwDM7B5gFxCG3C7gqx7/kR4yszeb2VuBt9fYdoROB+Qjj73+T6f/s2eeXvZ5CLGBuXjWHbzMSwf+t997Ts3ip5vZkeD1Xnffmzy/AHg+WHec2BJDyspcUHPbETodkMDT7n7Fsk9CCFGNu1/X0q7KKvxF160qU2fbEboekEKIzcNx4KLg9YXAiZplttXYdoRoqtMUQojFcxjYYWbbzWwbcDOwr1BmH/C7FvNe4Ofu/kLNbUfoukHunVxECLERcPd1M7sDOEA8VOdud3/CzG5P1u8B9hMP8TlKPMznE+O2nXRMy3rkhBBC5FAVWwghKlBACiFEBSsTkEmj6l+Y2VEze8zMLqsot93MvmtmPzSzv0kaXMdub2bPmtn3zezRwhgrIYSoZGUCkvwUoduIpwiV8Xngz919B/AScEvN7Xe6+6UaNymEqMsqBWQ2RcjdHwLSKUIZyUT0DwL3Jov+CvhI3e2FEKIJqxSQVVOEQt4C/Mzd10vKjNvegfvN7GEzu63VsxZCbFhWaRzkLNOIJq17n7ufMLPzgG+b2VPu/uCU5ymE2CQs1SDNbHfScfIo8bSfSVOBThFXnbeUlKmchuTu6c+TwH3EdwURQoixLDUg3X0t6Ti5FPg65VOEwvIOHARuShb9HvCN5HnpFCMzO9PMzgIwszOBa4HH5/3ehBDdZ2Vm0iQdMP8NuI5kipC7H0nW7QduTarJ7wDuAX4V+B7wcXd/rWr7pPx9yWG2AF9z9/+4yPcmhOgmKxOQQgixaqxSL7YQQqwUCkghhKhAASmEEBUoIIUQogIFpBBCVKCAFEKIChSQQghRwf8HHOLoty/jCa0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAizklEQVR4nO2dXexlV1nGn/ec+c8MrW0RnLZYoB+K3hhpylBpvTCDCYIJYAzGRAmoQ4gyMTGYCMVrG7lQjLFRMb2QECNJEyhEgvViijERJkUQGoPSVFoa0NbIR2Ppx5zzerG/1lp7rb3XXvvj7L3/z5PM7HP2Xmt/nLPf33nfZ61z/qKqoCiK6qrNoU+AoqhlivCgKCpJhAdFUUkiPCiKShLhQVFUkggPiqKS1AkekulPReQREfmyiNwWaHeziHxeRL4mIh8TkZNt/UXk6yLyFRH5kog81O+yKIoaW10zjzcBeFX+790A/jzQ7oMAPqSqrwLwbQDnI/ufU9VbVfVsx/OiKGpidYXHWwF8RDN9DsCLReRlZgMREQCvB3BfvuqvAfxCbH+KopahEx3b3wDgG8bzJ/J13zLWvRTAd1T1stOmrb8CeEBEFMBfquqHfScgIu9GlrVgi+1rrsDVHS+BStGP4dvBbf+BH5zwTKgp9Sz+D8/rc+Lb1hUevp2489ub2jRt+2lV/aaIXAvgH0Tkq6r6j7XGGVQ+DABXy0v0p7ZviDtzANB9fNtDaaZfF3hA7wu+eW+Qn536dOIk3nt+fpL5jlt8fvdAcFvrWYvIhdzE/BKAbwJ4hbH55fk6U/+DrBw54WnzRKi/qhbLJwF8HMDtbedGUdTh1AoPVb0nNzFvBfAJAO/IR01eB+C7qvotp70CuAjgbfmqdwK4P3/8SV9/EblSRK4CABG5EsAbADzc//IoihpLXfOlTwN4FMAjAP4KwHuKDSLyaRH54fzp+wC8V0QeQeaB3NvS/zoA/yQi/wrgEoC/U9XPdL8ciqKmUifPI88qLgS2/bzx+FF4yo5Q/7z9q7ucC0VRh9V8nRqKomYtwoOiqCQRHhRFJYnwoCgqSYQHRVFJIjwoikoS4UFRVJIID4qikkR4UBSVJMKDoqgkER4URSWJ8KAoKkmEB0VRSSI8KIpKEuFBUVSSCA+KopJEeFAUlSTCg6KoJBEeFEUlifCgKCpJhAdFUUkiPCiKShLhQVFUkggPiqKSRHhQFJUkwoOiqCQRHhRFJYnwoCgqSYQHRVFJIjwoikoS4UFRVJIID4qikkR4UBSVJMKDoqgkER4URSWJ8KAoKkmEB0VRSSI8KIpKEuFBUVSSCA+KopJEeFAUlSTCg6KoJBEeFEUlifCgKCpJhAdFUUkiPCiKShLhQVFUkggPiqKSRHhQFJUkwoOiqCQRHhRFJYnwoCgqSYQHRVFJIjwoikoS4UFRVJIID4qikkR4UBSVJMKDoqgkER4URSWJ8KAoKkmEB0VRSSI8KIpKEuFBUVSSCA+KopJEeFAUlSTCg6KoJBEeFEUlifCgKCpJhAdFUUkiPCiKShLhQVFUkggPiqKSRHhQFJUkwoOiqCQRHhRFJYnwoCgqSYQHRVFJIjwoikrS8YKHHK/LpagxxWiiKCpJhAdFUUkiPOYmkUOfAUVFifCgKCpJxw8eNE0pahAxkiiKStLxhAezj866H7dAnXWar6eOp45vFBEgnfQmPNppPbV+MYKoKJ0E4I4DSb6eOp463vBg9kFRyWL0ECAUlSRGDpABZE4Q4UQxagGaUcTMQHMCCEXNXIwWV3PJQhaUffyF/v2hT4E6gGYQJT0kgGwEshkh0OYCkZlLANyCpw99GtQBtJroKCAyOEgOCZAFZR/U8dNq4GFqcJAcMguZCUAexVW1GabU8dYq4WFqUJAUEJkaJDMAyG/Kzx36FKiZaeHwkE6BPApIptIMANKkC/ovhz4FamItHB65zIwgMqAHA8mUEJkpQATAW/gdl2OndcDDVUeYmCBJhslUJc2MAcLs43hp+fDYSPUvpB4wSdLYIBGZHURmmX0oLd4xtWh41MLHBEksTNqO0TcrGRMkEwPE95sepgTA3frZqU6HOrAWDQ8AEBHrn6UYmEyZlYwBkQmzkHvktuZTAXAWT+GcPj7J+VCH1bLhIQJsNtm/clUHmPgA0AEmyVnJGNnIRBB5CGdas4/34xIBcgy0bHgAVcAUEOkCE2A0mMSff/eRoub9jQuRD8jPtE4W2wC4C5dYwqxcy4cHUAWMGTiRMOlc6kQG+8GzEvf1GFB/iNtbAVKUMATIerVseAj8kIiBSWqpUzuH7jCJv76BQTKQLsorW8sXoALIA3ofh3FXqGXDA54swgcJFyZ9Sp0BYJKUlQwBkgGzkQ/Iz7SOvgAZQATAW/EoPqqf6n3czuJw7WhaODxQC2ZvWZKanaBoOjOYDOGTDACRe+S2KIAAGUCuxXP4jN5HM3UlEl0wma85OqN3vPgXgb1zDbq3nzvbvde8d/qEXhe3XdM+Pceud/Tvz27S4T2K2F+4b9q9cLd+FmfxVH3eTegw+fL7OIE/wW24KK9MOm4nzWxSnaUZ/27M53cP4Hv6v94Xb75nHSsRYLuxP/3dT+aW7ATAeKXO1JlJn4wksayJLWHKw+T/rsBl3IVLuF8/wWxkgVp45nGt3vGSt1UrzE9d97r6Zie+jCMmgwntr+ncrI7NmcQkWUnkPXJOH8fv4pL3b7y0HgITZCJzzT4WmnksGx4nr9U7XvpL9kozmNxgMa91jFLHPUZDu8XCJOJ+uaD/grfg0TLD6LT7/N8ncUvrjNYkzREghMf0uubktXrnmV/OnhjXobGQWEp2MgVMRgDJR/VTuBbPdQYIAKsE+h5O4h7cOlxGQoBEa8WehzGSst2W9bpsNpX/sN1ATE9kuzW8kK1d5/f1TmKGiYFhfZMWzyTaL0kZwWnxSN4ub8b9uAV7VBlFrMT4dw2ex124hPv0k8N4Iwv+wJyTlp15nLpO77z+V7In5nVYmYc/06hnDYFyZ0bZyaIyE8+59ilnyt1iwExkThnIAjOPhcPjer3zhl/1exkhmABxQEktd8YaJh6q1BkCJj1Bck4fx+/gIbwI+14QAYA9BJ/Czf38kTlAhPCYVtecvl7vvOHt2ZNg5hFYP2R20nRMX9s5ZSdTw8Q4v3P6OC7gi7gaLwDol418HydwGpfxFK7AvfiJ7lkJAeLVquFxxyvfAQCQtoxjDKAsIDsZutQZCyZDlDTlLvPlkykgOTREZgaQFcPjZXrHTe+sAsm4FokBRPG4K0ycbUGgHDo76VLqzAEmqrVsBOgHk2exxR/jNcvJRAiPaXTNi16md9z0a9UKD0RagXLIcqeLGTun7ORAMEkN5+/iCM/iCGfwTPey5hAQmRFA1g2PH/mN7Elb4LcB5VDlzpTZyRxhEgmSc/vHcB4P4wye6VzaqNM+acRmaojMBCDrhccVP6yv+9HzAACJzSRaIDFquaMNwb7E7ORAMLmw/wLejP/EBlqCISW0n8UWn8GNuAP/hTN4BgrBBtrulUwFkhkAZN3w+PF3OcFaPWwESlvgH7rcmcqMnQImvvMqVw8Dk7fgUe+MRzfrcLWHf6ZkVHYyBUQODJAmeJyY+mSGlAqgm00FCQCQKri1uG32km/S6g0XEwJFO2O7AQndSq2tVe6YfTxta/vdbu1jAMB+X80qNfZTBem2Ck6BHVRbMfa1tYN4a7cVlxUb5+b0mayeNu7vmqiq/1vD5Tk7+8jPyZ31WoNJoJ+pezavwb/tf6gsa8wM4jQu4xo8Xz+vXKHQLGa2vhdfABR+gFj33UggKa53BlmIq0XDAwCwleo93KN8E62sw43VYLtA4BfrjOC2gZLDxAz+JqCUAWUE/XbrzU7EaiM2TMzzM4FiwSRvW7RzYWKeT34erdmJCxMAEspOXKB0hEm2yQxSf7+LmxtxETfW+p7bP4b34gs4jV1tW4xOY4fzeBgX8Uqc08dLQNWMVzXe0zGk+9kBZNnwEIFuBKJONgETFNWbWYIitl0t8FHPIvLH6slkvEAZMjsB6kAZIjtxgDJqdtICk2xTQ3bSkplc3NwI7OEdsQmVLK7O4Bmc08ctCF2HZ/B+XMJdegmAUeLAyFCGBsnMspBFex5X/8ANevurf6sKduOmKvng8yiK96DF64hvF++J9B7dCXknzrbeZuwcvZMU38ToY47YPIUr8M+4Hm/EY61ZyX/jCgAZMJpUnIXXcB0jI5kAIqs1TK++6ga9/db3GIGVLcQTOGJeZgwovCZrtSoaKDMZ3UkyYzsMFQ81iW1KmAA2UID6yE0xyez9uNTpK+jPQ3AZG7woB5Nlvg4NkhEhsmp4vPa2C1UgutkGEAeUWFD0atcS+L7sJLB99NGd1LknI2Qnh4SJ6Wt8VD/dmnm0yZuZDAmSESCy2tEWiEC3Ug2cFPeBWRJ7Yq82omIBoN0/CY3azHp0Z45mbIR34jVifTGy1zQT1ulzcXszLuqNtfb36k/0Ml6BKqO5Ds9UozhDeiQTeyKLhocC0I1UsChfeymzgCigmG+aAxRR1ABgxY4JCucAse0mGd2ZixlrsmCgkZ2gEesLopghYg+ECuPVLHH6hOhp7HABX8R5NbIcHcgnMd+bEUGyaHgA+adQkS2Y96EDFNPzcIFibXOB4vVFjDfVBcWgw8WY1+iONfdkPkPFY2QnPphc3N6Mi7gZ0D3O7R/r/QW+q/ECrsn7m9kIkENKjdJpU8+GojRiNrJoz+Oqa16ut93527YZWvMzkD83CeGsM++9Lv5J0+iO+bjJF2kybYP786wL9Eka3Tm0GdvXO+ljxCb6JqZX8jSOcCVeSPpk/i6OcAp7qzx6HoLv4whX4fn+MAE6gWS9ngecsgWo8F9+wueZAaQGlHq5Y1QSPcudrH2kL+IcIFjutPknxbpByh2MOzPWPdaQ2Ynr8aB/qdPmm5RZSd6+LTNR53kh37eHT0JxMp8lW2Yoe2PWa9fyZqCyZtnwEACbPL5LIDgljPuOAUagSX3bQOWOqFbcYbmTP+xS7jjt+k5km7LUCcDEHMVpmzbfJHPWa7Z/8wNoOpAsGh7Zd1tsWJRGafl6GpmJCxTrE94BSvHUMF9doFgZrgMU64Mvxj8Zenasj2xjj+6URmvC6M7efo2DQAmYsQfNThJh4o7ePIstnsM2CipnPMPG5/Rx24DtWt50BMmi4QEINP+AsoK9liE4QMkDVmHEWKDcMdvXILQxj5FvKl//6qbvPVwcKneGGi4u1vUpdwbNToDGcifRjB0vO4krdVyYYL/Bef2yFewAooaEn8pnvRbyTZ/vVd5EfJt52fAwMw/AyCzUfr53gh9hoFRgMG7ShHLHOo3ew8UN5Q5Q90/6lDvWdXYsd7z7TACKkZ1kTZxyZ6HZiQuTBzc34eLekxkYUHkaR3gRdjhpfLo8i20JmkLn8XANOG55c/f+QZzFU+X257HBH+Fssvm6bHgA2G+N7CEAAt2YAVN0DJQ7DfuB8bQ8ZqDc8fUbZbjYC4oe5U6Mf5IvZ1fuDGDGjpKddCx13G8In9s/VstQrIBX9ZYxQFXe3K2fxVk8ZVmAp7DH+3Cpyk46+iWLh4c12mIAoA0odrRGljs9/RPfqFBv/+SQs2Pdgxy83Olgxk6ZnfQsdbw/N2D5E4Kn9Arv9PmivHHBUZ4+UGUnqtbf1AGA13r6FFo0PDLD1ISFJ7jdjKN86hm6DZU7xro+/skchosby52Edm3+yejlTqoZO+RQ8YjZSXCI2Gl7L+rT533ljU9FdnJOH8fv4VI0FBYND8B4E0JBmQPFzkb8QHG9jJhyBxjfP1nNcHG+HLTcGc2MbRkq7jLNforsJGDAluWN1ndVqMhOzuPhTkBYNjwMwzSDQxWgNizcpc+f0Khy5xD+SeNwMVBlGg5QGssdo1/ycPEay51YM3Zrt5tDdvLg5iY8iJu8s2EfwrU4iydrpcsOKLOTkG8S0rLhAWRDtaEAdYLchYP93N83BihuuTMf/6S68UcbLq461Pe/pnKnrxk7VXYSKHU+gHO4e3cRZ/Fkuc4dbQn5JiEtGx655xGGg89jcLIGZ1ntg/5JdryibUO5Y1zfaOUOGoBSrBu13JnAjO2YnfiHicOlzu9vXm+sqmcn98pP4vf0c8fD81Cg3fNoCfQsUJuB4mYcNqRCfUfyT8x7xQHKmP5JY7njBUVDudOhXTf/JKLcadrnUOXORNmJuNvhyU4ijdhiVAd74Hf0Ujna0qRFw6PMPIqnOQzMwLEDPbR0PYZp/BN3uBhA2D8pm/Yrd0aZbn/o4WJfuWMceNDv7vQpdyLM2M5DxW3ZSaQRK5usX+GbABlQ/mP3gGcHmZYND8DxPOxl7ca34FCtiwr0AfwTGzD1LMg+6WIxk+n2Rvdu5Q5qAIj1RXqXO23+idNu9HJnIDO2cSLb0NlJQwKybHgIrC/GxWQMIaCEvY9iX/39E3uf/r5D+ycVGKR+zE7T7cO/zpZc7hidG0ExQbkDxALFs8+Jyx1xM69Rs5O6+Vpo2fBAdeEVFAKf+vm6EFDU6hO3nNw/KTbPbLq9AuHhYmPEZ3bDxQ4kovyTLuWOxww9WLnTNzvxaNHwUKAsW8JQ8HgEbQEOP1B8x2j1QCLgNYZ/Mp/hYvP45SUZ/Tr4JyFQVB3q+28dLi7a1YHSWO6Y/ZuAUm6fqNxJNWMD2Uk471g4PArD1PoEbAl2H1Cyds1ASfVPYsqd5n3M1z85dsPFteyki3/i2WckULrNPRk4O2n4styy4QE4321Ba7AHodAClD7HiAr0EfwTr5cR8k+sgPYDpWxzoOn2jeWOFxQzKnea9tlS7gw696TJjPVlJw1aNjwE0G18idGlHYDB/BNfu7ZAd+EV09cFiv+4h/dPZjNcXHWo73+McqfL7Nhy+4HN2Ia6ZdnwABozj6GBMqZ/EhPovfwTAwCz9k/mMFy85HJncDN2pWWLCqxPPAD1Gzb06dUz2Kt28/JPrEC19hEBvqbj9Bgutq6jl3+S9se8rPckari4odzp0M4KfnfdXMqdNjO2QYuGBwDvJDHR/L41Xutw8Nf79wfP4fyTGHhZpK2dT6ivU1ZNOd1ePW3G9E/ayp2xZ8fOqdxZbdkiqH23JQSEPkAZBjzz8U+a9zG1f9Kv3JnaP4n1RQYpd9AAlGLd2OXOWssWANCtljdUIzhC60cGSrjdMfNPzGCP9E+s/QfKHf/5OX3M0xhzuPhAs2NHLXdWm3kA+Vfy3aCrYAJjc1uJ4Jb1yf6J0zYVKFm7ZqDM1j8xYVELaqftWqbbdwXFIsqdtWYeRtliB6l6Amb67MS3pH+CWnB38U/s19jvn1jnMPR0e7P/HIeLi2MNVe40aNHwUOQ3HmKAMA+gDAOeZfkndsDO9+cKrDZB/6TKeLqVO8b2GFCojjxcHFnurLZsEdh/q9YI6DUCJdxu3v6J7/V1+9b7rGu6vRrnNsZw8Wi/fbLasgXIDdPiiSfwE4Hi2ydg3pSIW1+cKP0T63qqfSzfP7Fi8EDDxb3LnZB/subMwx6qVU+AhYFSew8bYGIHDP2TpmP5gBIDL4u0tfMJ9e3unyx9un0sKAYpdxq0bHgAEUO1DlAGzE4ODZRhwHP8/JPlT7dvKneqvsnDxWa5stpv1eaehxnM7g0kCudTs1t2slaghNt190+syqHhGFGBPoB/YgMmh0UNBHbbw/gnMx4ujtCy4QG1PA+xbqY8mKMCeVqgTO2fDA2UrJ229os5l/rz/v6JvU9/307+iXG8qfwTBeYxXLzqzKP4B0CLOyd7kjXR4savArkREOUyESitQeSm2uNnJ/bx/Uv6J6iB4CA/92gFbnGMfFPMcLHnD78n+yctGciy4QEA1mgL8giuXGJ13nxvdmJsTwFKrVQ0YVLbx7LLHd+S/ol7TW5gRvgnc/x1tr1YL7OrZcNDAGycT4YieswX3oSJuw2JQDFulNa2KwdKuN1M/BNjMYV/kvRzBTMfLvZp2fAAIFt13pA6HMxgr4K5B1Bm5J+EzmNw/6Q6hXX6J7V9pvsnQ/9cgXUOUw8Xr9fzUGCTe8VlgOVE9wGlCTKdgOLApNznuEDx+Sew2izEP6mdE/0TGOdRvUcR5Q4wzXCxR8uGB4CNlXlk/6lKGCjB7KQDUGowQdl3MKCYNwey97EdCNU5LKHc8S0P6p8YsT1b/2TC4WK7XV2LhocIIKJVYAGACgRNQHFgkvfpDBQYMDH69AFK6Eahf5IFQv39Ued5vZ/5MoSOERXoC/BPyj4D+idNWjQ8AGCz3WdT84HshZEcFI1AaclOin21AcWESU9Dds7+SW29LziB+idgxyAOHT8WKFk7be0HoLWkqsPhMH8u4xA/V2D7Jyv2PLbbfZniagkFbQWKdRPlr3oSUHr7J8WxUXvjJwFK8Gau9mm/Bkbf0D4X6J/4riW4LPc1/J8b9Z1fL/+kPOc0/8Tc5GrR8BAAm00WddW8FimXakGhBSit5U7+Xw0oCNwY3YAyqn9irgcW9YXAPsG+eP/EMFCj/ZNyMZB/0qBFwwMAtpu98Vpnd2i1dNehGSj5PsrXrQNQevknUocJMBBQmtrSP6kDpQ1ELceICvRo/yTiPMs+I/kn6zVMFdtNhlfNs4l9kVXkbeqZSBxQ4v2T/D8V+zHcN6QFKA5M8jPqBxQfTEJti/UEitFOW/sB7utsLAN95+yf1IaL1wsP4MS2gsde8yFtAxghoJjZSdnWAooabZv9EwsoFoiq51P6J1D3OBP5J+V1uDdzu3/SuD5fHT2hLbCcpX9S7u4w/knVoDhuvdwJadnwgOJou8vggAoaewMOTUAxYVKBww+UTv4J/J/8Uf5JsWyCTCxQTJjA3ecwQKF/4gbfsvyTtnLHTF5cLRwewFYUWye72AIWUPYOHHxA8Zc7fqBE+Sc5UMpbK8WQTfRPsv5q9RnUkGW5Y7RbkX9SPjWA0lC3LBsekmUegJltZI9doJhtKrjYQAEMOAT9E9srifJPACDf76QT2ob0T8p9Zg/on8QDJWunrf0AoK2kqsNhZP9krZkHABxtdnmwA3tU8NjnkPABRVHPTupAyYa8h/FPUD6fdkKb8zjVPyn3dQD/pDgBzz7t1wBx6/PV9E9CS49/EtCi4bERxYl8tGVvACD7Q985ACD2NthAaSp36uVPgyGL/B6P8E+y5xNOaGuCTCegODAp9zkwUCJgYgfbfLMT33JR/slaMw8BcHJzGQCw142VeRTLGgDQsM1T7qT4J8X+q3uiCSjobshO7Z84EOIPKh0f/8TAWU3LhocoTpajLXsLGvv8T8n5gFIsfeWOtQ3p/kmKITvuhDYt2/Wa0AYDJkafvl8IbG1LoBjttLUfALSVVHXAePyTBi0bHlCc3FzOso4aCKpyptzWABSr3HHaNPknQPY6N/snGu2fFMvjMqHtEP6JC5S5+idDA8X3+rQu11y2HMkekH0Z7Dsz6/AAxcpAAkBJ9U+KpaKnf9LZkFWjbbN/MqsJbTEZh3FevYASDFR3MtV8shP7PP3LSfyTgBYNj40oTm0vY1cG7gYnxMg6INa2EiioQOCWOyVQrDbx/kkXQ7ZoEzOhDSjirV7uwFk/2YS22g3dHSiT/aDSMS93sqU6z+v9zJfBuHSvFg2PqmwxAAEPNNAAFEQABWFDtlj6yp2xDNk5TWjr5Z9IHSbAQEBpajtQuRM+h2UAJWunjf2atGx4CHAqh0cWUDvs4ADBCHofUMLbxIFFvCHb5J8Uy7VMaKsc++rxwSe0+WASalusHwsoRl/7tXHW56sH90+qU00Cymo9jw32OJKdVY7sYJinHqBkQe+HRta+aVt3Q9brnwTapBuynNBWBnNTIBtthwCKzz+xr2k+2Yl9nv5l0D8JaNHwEACnNy8AAHZ5hnGEHXZG9rDDBieKrMEDmRNl0NdN1xMlgHoasgj7JwcxZJHHqpPRDDWhrbt/YgClCTKxQHEyg7hg7v6DSu1AqM5hqeXOejMPUZzavIC9bnAkBjREssdGYAeBYqwrHpdAQd0j6W3IIuyfHMSQRQWkal3/CW1Zi2zdaia0JWQn9X0vDyghLRoeAsVpuYydVEG5Q/UYMDKSAi4OUIoMoe6VyGT+ibvvMQxZTmir+qzmC4GedWbTQfyTtWYegiLzyANddhU0RKqMpA0oKLIIuxyxvRKp+SfFPvv7J3WgjGLIIrsvmv2TLoZs0cZct8IJbV2yEwTadwVKg39ivwaevu76HtlJkxYNjw0UJ+VyFuglNLLgPMofA2gFilnuAB7/RKqAW4shWyzN7ATwA4UT2iKzE+O8ugBlzj+otN7MQxSnJTdMZYNdDo29VBlGsc0HlB3EzlZgwKUNKFifIdvbP0kwZBcxoS0mOyn32Q0oc/dPmrRoeGyg1miL6X0AYaBUJY6U7fa6yeHi7CMAlLUasuU25YQ2CygwYGL0WesXAsu+DVo+POQF7CA4EiOAJStFjrBzzNQCAuJpZwd/kZG4QBnCkO3qn2TLcSa0FUtOaIsASlN2YvSZ6xcCffu0X4N63+JSfFo0PMSAB5CXCtgABjSy4M5gUJUxeUAZ0HCBkrXzA8XcR7Ihi3agTO2fmG04oQ1+oDRlJx2AooFgHgwoQ2UnDVo2PMSBR15+APAABTZQar6IHygZeLr5J4MasnAhM7J/EoBFV/+kWCrWNqHNWDZBpgUoo38hMDE7qQFlrZlHVrZcxg6SlS7YVaCAlGWKCZRdHtwmUHZ5eWL7IlkplOKfAAcwZIEAUOL8k2z9zL9hjApI1bplTmhbzBcCG7RoeAiAU7LLAqO4eZEFy85al8MA9eA+gvHJjgoapn8CNBuytXaRhqyZncQYsqZ/kmrIZstxDNli2XdCm9nGhMNsJ7TVspMOQGnIToCOQOmSnRTr24Cy5szjpFSwKJb7EgoVUMzt2boqeGvZAtqBMpQhmx3fDxQg7J+U2wygFPufkyHb5J8Uy2kMWTMTiQNKF/+kWB8ud0JAQT1YU4AyRLljnQMawQEsHh7AqfwCiz93vYOi+Gt5LlDKxyqA2EDJAmCHun+yQ90/STNkff4JEAZKo3/iAcrcDVmvfxJoMw9DVo22HQzZmHKn2FcBh8hyJ9+zHyh9yp1Q+7VmHiKC08Wndr5uB8Uuf7yHYqfAkdhAqbIPEy6+DMYxXwcxZNHbkDWPP5Qha5U7C5/QZn6fp8hOhjBkj92EtpKMfi0aHhsITssWQJ5xqOJIBLv8ldjn67PtyNeptT3bZgOl8EJc/2SphqzpnzQasmgASvHaGBnIUBPa7DYBj6TBPynW9/VPiv3Y5Q4ntIW0aHgIgFNyBKDwNdTz2FfOVEDZAzhygBLjn9jr+hmynf2TBEMW8PgnRqYQMmSX4p/Y2Ua6f1IAJWZC2yy/EOj+CpgvOzH6tPongqBE23KTGUtEngbw74c+D4pasW5U1TO+DYvOPAD8u6qePfRJUNRx1ObQJ0BR1DJFeFAUlaSlw+PDhz4BijquWrRhSlHU4bT0zIOiqAOJ8KAoKkmzgYdk+lMReUREviwitwXa3SwinxeRr4nIx0TkZFt/Efm6iHxFRL4kIg9NdU0UtWbNBh4A3gTgVfm/dwP480C7DwL4kKq+CsC3AZyP7H9OVW/lvBCKGkZzgsdbAXxEM30OwItF5GVmAxERAK8HcF++6q8B/EJsf4qihtOc4HEDgG8Yz5/I15l6KYDvqOplT5um/grgARH5goi8e9CzpqhjqjlNT/d9BccdR25q07Ttp1X1myJyLYB/EJGvquo/Jp4nRVE4cOYhIhdyE/NLAL4J4BXG5pfn60z9D7Jy5ISnzROh/qpaLJ8E8HEAtw94GRR1LHVQeKjqPbmJeSuATwB4Rz5q8joA31XVbzntFcBFAG/LV70TwP3540/6+ovIlSJyFQCIyJUA3gDg4bGvjaLWrtnMMM3N0D8D8EYAzwD4dVV9KN/2aQDvykuPWwD8LYCXAPgigLer6nOh/nn7j+eHOQHgb1T1D6a8Nopao2YDD4qilqU5jbZQFLUgER4URSWJ8KAoKkmEB0VRSSI8KIpKEuFBUVSSCA+KopL0/0IwIjZ27RLpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAlA0lEQVR4nO2df8gtx3nfv8+e++reXGHJcSLJvyJFLi4lGKpKqmo5FHFTcBKDo5gKSqmx295WhN5SiinE1v9NE/pHSuglrYv+SDClARVbMTGxUrgkFGoJ2VYdEZLaKLFi7NYycaJQ1Zbu2ad/7M7uzOzM7Mzszznv84V79z27M7Oz5935nOf5zux5iZkhEolEqaq27oBIJCpTAg+RSJQlgYdIJMqSwEMkEmVJ4CESibIk8BCJRFlKggc1+hUi+hoRfYWI7veUu5eIniWirxLRbxDRLWP1iehPiOj3iegFInp+2mWJRKKllRp5/DSAd7f/Hgfwq55yvwTgl5n53QC+C+BqZP0rzHwfMz+Y2C+RSLSyUuHxKIBf50ZfAPBmInqbXoCICMBPAHiq3fVrAH42tr5IJCpDFxLLvwPAn2qvv9Hu+5a274cA/Dkz37TKjNVnAM8QEQP4j8z8SVcHiOhxNFELDjg8cBm3JV6CKEd/Fd/1Hvtf+MEVeyJaXNT/+D3+v3idv0+uYqnwcDVir28PlQkd+3Fm/iYR3Qngd4joD5n59waFG6h8EgBuo7fw3zq8P67nLnGdX3dp7eyxgWf4Ke8v7/30d9buTljkvNf3I9r3PAVV/fv3hZuf95YbvQoiutaamC8A+CaAH9EOv7Pdp+s7aNKRC44y3/DVZ2a1/TaATwN4aKxvIpFoO43Cg5mvtybmfQA+A+Aj7azJewH8BTN/yyrPAG4AeKzd9VEAT7c//6arPhHdSkRvAgAiuhXA+wG8OP3yRCLRUkqNnz4H4CUAXwPwnwD8M3WAiD5HRG9vX/48gI8R0dfQeCBPjtS/C8B/J6L/CeA5AL/FzL+dfjkikWgtJXkebVRxzXPsA9rPL8GRdvjqt+X/ekpfRCLRttq3cyMSiXYrgYdIJMqSwEMkEmVJ4CESibIk8BCJRFkSeIhEoiwJPEQiUZYEHiKRKEsCD5FIlCWBh0gkypLAQyQSZUngIRKJsiTwEIlEWRJ4iESiLAk8RCJRlgQeIpEoSwIPkUiUJYGHSCTKksBDJBJlSeAhEomyJPAQiURZEniIRKIsCTxEIlGWBB4ikShLAg+RSJQlgYdIJMqSwEMkEmVJ4CESibIk8BCJRFkSeIhEoiwJPEQiUZYEHiKRKEsCD5FIlCWBh0gkypLAQyQSZUngIRKJsiTwEIlEWRJ4iESiLAk8RCJRlgQeIpEoSwIPkUiUJYGHSCTKksBDJBJlSeAhEomyJPAQiURZEniIRKIsCTxEIlGWBB4ikShLAg+RSJQlgYdIJMqSwEMkEmVJ4CESibIk8BCJRFkSeIhEoiwJPEQiUZYEHiKRKEsCD5FIlCWBh0gkypLAQyQSZUngIRKJsiTwEIlEWRJ4iESiLAk8RCJRlgQeIpEoSwIPkUiUJYGHSCTKksBDFKWbANjax+1+0fmUwEMUpQ/QYx1A1L+b7X7R+dT5hged78tP1Z/hYvC16HxJRo8oSp/iz+JOfB8EdP/uxPfxKf7sxj0TbSWBx15FtHUPDClw6FIAEZ1PCTxEIlGWBB7ie4hEWZKRIxKJsiTwACT6EIkyJKNGJBJlSeChJNHH6YjttbCiJSQjRtfeALKz6VqfZK3H+dTORssOtDeA7Fyy1uP8SkaKSwIQkWhUMkp82gtAdpK6vIQ3DZ6qFZ1v7WSE7FR7AcgO9HP0k1t3QbQzlT061vhQFoCIRE5d2LoDU0VVTxCuFwqsFUC4Xqb90fOTTD+KdqeT+liligyYLHCC5doePfc+vA+f/gN/fusuiFZW8ZGHS4tGI1tGITuNQAjAu/CXW3dDtLJOKvJwabFohCrxQ0TnWufm7lcQmR0ka0Nkw/TlVRyC07W/wL+7Wl9E26tweOQNpEVAsiZENgLIY/Qh7zEC8CBeWa8zos1VODzQD9rMwVssRIh2aaLKcy7nR+XDw1YmSGaPRtaEyIp6Hnd4Uxf1nMsVfnnNLok20unBQ9ceQLIGRFYEyBP0SPA4Afh5PLdOZ0Sbqnx4VNT/CykzvZkNJBNSq7j210tj/t/IDH8F4Bp/aZW+eLXDKe1TU/nw0KWDJAUmkdJBMgkmhUPk3+H+4KwLAXgUL8nsy4mraHgQAAoNlL1HJUtGIwtC5AbdHfQ+gH72RQzU01XR8FAiIuOfUytGJVlaCiQLAeQJemR03YcyUD/H/1VMVF1bPSM1s8qGBxFQVc0/Y/eMMMmISmYDyVxaKAp5jD4UBZAzMD6B59b3QcT3WFRlw0OXgsjOYDLJJ5k7GlEQmREkj9GH8DTeNfpFQcoH2dxIFc2m8uHhGxBbwCSmu3sDyQy6TvePeiBAD5Bn+Kn1zFSJPhZT+fDQwaCDZEmY+DQhKknSnCCZCSJP0CP4Ni5GAUSZqeKFlK2y4aHueR8YloLJAilOdnozF0hmSGk+TB+M/q5T3QtZPBKR6GMRlQ0PeAa6DQYFBxsm+kBZGyZj17UHkGTo5+gno1KY7lToI5Fn+KnlPJG9AeQEZlwKh8dw0NoD3QuUromNYLJ0VDLxgcGmjbxo5Al6BP8GD+E1VMkQeRQv4Wn+zDLpzN4AUriIC35Db79wBz98+4f6HS6aO75JzHnNteeTwPf++Mr72h/p07CRuE+mrG9Km/qpl3DPXOMv4WfwUvKnlDrDq7gF13EfbtDdiS0EtJenkXf6ZVL6B9QXbn4er9Z/5nzD9tn7WBHMT3jXp60jCpiU6ij5yjvaH0QnM0Ymk6OSHCVEI9fpfvwiHsIbQNLffVGRyO14HZ/Ac/NGI3v5wCw8dSk78ji7gx/+wb/b77CvxfWpXEJ0slVkMuVmjriPrvDLuIYv4za8kfU1TozmKwHGnuyN1h4ikB1GH7GRR+HwuJMffstj/Q7XzT8GlHMEk+QUJxcmI/fUFX4ZH8dzWWEvo3mq9xJu4hVcxpN4z/SUZmuI7BggIXiU/e3pKm3pdHAMNGsA2L+n2vGLq6w6NQ9SD2YeGKlN2Xp4M6rBZJfXYOJsv+uP1Z4LAvoN6Bn0dlozCpOINt31tPM4QHKD7ga4+d4P/R2JGcIE4DJuAgDuwmv4OJ7Dj/F3cJ3uj++fLebtAVKgyo48brmT33fH3xvcoINr0gfJHqKTtSOTvaQ4gWv4Bf5dPIhXstMZpckG61YQ2Vn0ERN57KvHyaLm0/xwMExNqirTrNTNycNhaEbapqhtaA7KV/lGbFPQbcQmmLCGxgzYDPN1/K3PMF0DU79P0CN4Gu9CjTRjFejN1VkM1q0+TAs0T8uOPC7exe+76+/3OwYRRO09lhSdOCOK9OjE+17PEJ0sHZksGpVYfdeNVSAunXE2q/1cg/BZ3JuW3mwRhewkAjl9zwMADlU/OIjMG/FwMF/bHoN2jI3fmeWdEIYDYsw74XoQBZCTEQ7vJMM3meSZ2DesY/An+SWpXonV9xu4GzfQpB3X+Ev4IP4YFRiMPsKIkemGMR7FSwAjHiCs3VdrietdAIRrHo1AC4883srve8c/aF4EIwnPz8C20ckSszo5vsmakcnEqCR30VnXnPX6Jgj/Fn8zziNZEyI7AAhVdMKRB6H5JNbdcnWzHfTIgvYZndizOvBEJymzOr6yCEQnrk8Y49pmjEymRCXMuE734w/4h3EVL+IOvAYgzbizr/QMjI/jOYAxDpA1I5EdRCBjHwhlRx6X3soP3/0RAADFRhoGKE48OlnLNxmBwJJRyRV+Gf8Sz+MHUGd7I0A/oZ+0dmQNiGwMkGfrZ050kdilt/HDP/pR78CPAooPJsFyfigEYQKMA2UuI3aGVKckmFypvz6LyQo0qY3yV74dC5OlQbIRRJ49PoNX+RTh8QNv44d/9B/2O9S1pMIkUMcbnQzKLRSdxCyxnzs6KRwmV+qvd2mNuuunwiR6/ciSENkAIKcNj7/yj5sX6joSo43k6CT2HIHopHkZing2jE7mSnWWhklCVHKt/iIexUuTAAIA38MBv4178DD+N+7Aa+MpzlIgWREiIXgUbpgSuKpAyjBlboxSoB0E7c+1ZahqP7OjPAXKA4gzYw8Hsw7gN2MPZA3CETM2Y4l9lBHrMmEBtxGbasImGLBR5muEiat0vXoAqIGf0QCSM6wv4WjM9NyF1/AxfNFvti5lsKpr3dgPKRseAFABDGocr/aXRPaADwGFhwOfLTiQCw7W4He2PyhnzewA5iA0ZoEsoOiAsGFyIEe7IzM7rud1pszq7Bwm16sHcB0PAGgiEX3tSA3Chch1rfY7dAlHXMWLAKNLlQYRif67mRMkG0Ok7LTl8tv5vX/tnzYvXH6Hdv+QK71InXkpyYydwTtZItXJ8k0WTnN0szVnaNcAXscBl3DsT9dug17J3BHJAhA5Wc/jtlvfzu/9scfdkPAOzpSyKwJljqniub2TrY3YpWDiqa8brcBwNWsN95qSIyj4p6/UkeAS+TlBMiNETtfzUA/GUQ8B7tIGXwoDs+zW6Y7PO+nOi/iFbHN7JxGL2JKW18+V6rgGh3Zdo2mOJ8W5Ud2DG7in263D5BVcxv/AW/FT+LoRYXwPB1zUXrukehNcIj9narNSOlM2PAhggjb4h5DgHvtuSDjB4ymrgLKUGXuwoJFhxs7rnTi+H2UuI3ZF32QumADAH9Q/PPA2ruJF3NVGK2MiAB/EH+M6enhc4ZfNNlnzS6aARP/dLgCSsuEBgA/Nm0LMfeCowMsYQgIBoKiDdnQSLJsxu7OGGbun6CSwZN5sy11uLzAB3EBBDXwMXzQikpD075S/wi8bddUXHH2Cn2sWqM0NkhkhUjY8CN0NZIwHO+wHwkBZOt2xB3tqdKLXBSZPFY9GJzpQdhiduP7cRZM+OQaXL9WZCSZAAxTUiDZd9YX0V/HiADr6VPAnWpC8iltwne+bDpIZo5Gy4QGA1S9e3SPaB3R3jzOGKYE2QIPpDuAGSkq6o5VdPt1JiE4AL1CSHgJcKzpZ0jeZCBMVkdjL5AEYMGEAn8W93es7RtIdVVd9ydGsEcnEaKRseBB1A60bn+oeYB0O/T7uBnQ/yIPpTox/YpVzASXJjNX7v5EZS4Ny60YnXiPW1lypzkwwuXG4Fze4T2v0NSXdbEv1QPf+vILLSX4J4FicNtVszYxGip6qfdNt7+QHH/rn1hqOZmPs04ECdXy4z12XzfJ6HWdaxMNy+s9ja0+MsiPHrZ+LmiqeY4n9hCniOaeHc6eGgWZGJ8Uv0fV/cBkfpg807dimq1qkNsUnoeqUp2rb8Jq1a2NrC3TI7gBQa1Uk3Qm3D8xnxmLm6GRCqhPtm0RMD081YFEj6/tJVHmX6dpFJtAWp6WCZGQ9TdnwIBXOa/vUL64b2OjjPS2K75qw0x2tnKQ7c5uxI96JDZQR7yTaiLWVkupkmLCur+8zgGLV02dwUla7voLLANym6yUccQ1fxlXWFr21XehWvVb3YIrKhgfQGKaOKKNf1qeH46a5avzcfdj3g7L3T7TmHRnLkrM7XvCMze7s1YydMzo5YPDpuGR0sphv4vBMxozX7+GAJ/EeAH7T9Ta8gdu1+krKfL1Wv9Avnc9Ib8r2PN78Tv4bf/tfOGHg8jT6tIXN10Y99u8zohNXGwoO/a6+rqMfXi/C1RcHtRZaar/K1xSs5Z3ELLGf2zuZ2zfherDa9Um8p4scPlX/VrTpOugq2gAQPZz0yOTZ+r+dsudBzsHa+xYOP8SOToBN051m/1zpTmR0oq7Zkb4s+jUFJUQnE9acBFOdCZHJjcO9uKGmeK3reRLvGZiu+u0bkuqRXvZ2vI5/heeBGng2ULdoeDAB3A2gdlubqYn+6T0AipF62O3on57LpjvRq2MXTXewKzM2PFW8sHdyOMRFJ1NTnVwT1uGZ6KbrK7iMS7iJ2/H6sP1I3YIaV/EifhEXvWWKhgdAg0Vi/UBTG+pvDgsoxv1hA0L/3cUAxQEiPaWxgbK72Z0UM1a1t6UZ2/Y1CihrRScOf4V8qU6ib5IamUyZAlZqvJRThQehXwkZjCpMoHTRibYvKd0x2mJ/eQMKVldC6Y7eD/0GdXgvm6c7W5ixOVPFM0cnsxuxC8AEdYWr/BXjKwb07ZjUbI5PZcMD0CIPCxD6z4OogodlrHSnKZYAFCMCsIDi6lMw3dGjjX5f8nTxkulOSnTSNRwAii86cbW/xFRxYnRCeuTUKmuaeCbfxDU9fAPDh/iu1F83gOJbU/I6qnY256ueEoXDg43Iox2AMAdct1PbMkgr027t6ARYxz9x1Csm3enajEx3FIxd6c4ezNix6MQGyhzRydRUJ9E3sdeUuCITYx1IfaLwAGA+wGUPSOcnvxso7qjCKhuT7rjOK+mOdc2Z0clY22uYsaEHBreOThJTHVdkYtcJqWx4EFAfSLvB4dya0Yj9yc+OMu6yXGF4ro3SHcABlBXSHf36Nkt3VjBji4xOXDlIQqoTmtFxqWx4AOazLQYswkDpRw85jnnqYniuGP9kiXSHDCg4uhIzXcxITndGo45V0p0J0QkQTndKiE6mGrGeVCf67w23Ogl4xEQNNhDcdTx1HfVT0p1FpovnehhQ7erOec7TnTmmivcQncyQ6lBFxu/eVtHwMA3T8NZpkgYjDBsw+ekOgAFQJk8X623v5WHAHaY7s609STZjD31f26b9QFkgOpkt1SFHgUZFwwNAFyIaoTjGIgu1NQdnU8cXYVjbmHTHdS47OtH3pfgnjigjanbH6IN+jvaTdJaHAV2k2ibd2cSM1ffPNVWcGp3MPU3sUNnwIKA+DCHhzO31bftzVNSg/0K9dcy6Zhk3jKZOF3OozxUNz5s7XexLd2x2MPKni5dId5Zce6JHJ935lzZjE6OTmCX2kdGJT2XDA2gfjBuJFtDc8Bwq4wXMeLoTA5S5/JPVp4tLTXdyvkhJA8RsfyJjTjN2g+gkFIOUDQ9C/7dqtZu+GcxhoBhjclDXXSc4yEfOZ7ab75/sabr4JNMd1dbGZuxuohP7+R1NRcODgYFh2t9L1qCDOehcA9WX7thlowa5db7gdgX/5CRXx+4p3VHnn8mMXSw6sYESM7PjUdHwAKF5JH9kYPuAEpN+jPongbpzTBebZXwwGk93Vp8uZkxeHVtWujNTdALEmbFTpor1hwDHopNA3lI2PNBGHrEDHWZZO90xKgfaSPZP9AEcez5nO/npTtdxfd/S08W+enpXAqtji0h3UqIT6zqXTXcCU8VJ0cmJpi0gGGmLaxDFDvR+XE3wT6wB4x7U9pYcdcLn69tdPt2B1p+50p3U1bGrpDt6J5LTHWyf7qSasSnRiUdlwwM9PNKjDrOMDzxNm570I6puuD9uwITPF97GpzuLThfnpjta3TkfBnSmO3rdEf9k9+nOUtHJyact8A9gGxKubUrkkJzuZPRnCJgSp4sd71FMuuPqU2K6Ax5OF7vTHTgHfzHpTmp0AqSZsdT951TR8FDL0wcfltpYiQGKrxwwHjn0bU5IdyL6ExU1jADMbDffP5k6XWycY6J/ssbDgHtJdwZL7VczY90qGh4A2nUeCA9MYHiTZgzg9Egm7GekQCsGKDJdbHVl7ocBN0532FF28XTnZNMWwmCqFvAPcuL2ZtLey5QBHJuKhNvcl38ShlK8f7LL6eJQumP0Qb1e8Kset053ss3YE01bAIAr7m4g7yDDPEBx1fdHHXonQ23uzz9xRxpq6/ZPosAFrVAHgfh0xyg3Od3pf+HZq2NLSndyo5OAyoZH63mo0WnewGGgjO7XzqFeL+afDCC3rn8ybbpYq++Dketc3WDmYZk1ni521EueLi4h3ck1Y7v98KpseABG2mIO5jBQ7EE2tl/ffWr+iRsw0/0Ts1133cnTxQagZkp3GGmrY/ee7qh9WbM7J5q2MNp7oPV1xoEwL1Bm8U+0m382/8QDiZT+xAAl5nzeuo76vkjI7Hj7elerYx3H9DaKTnfgVdHwAGH4ZUDqkB1iegePfQNHpjtGnf7Yov7JCBRKWG5v9t0NoxhwLTpdvPTq2NLSHY/KhgcAPvDgBjMGgzaYl4xOgBHQAMlA8ZVzncvbpwKW2xtv0BiMXOfqBiUPy+RMF4e+TGnh1bG7S3dONW2xn20B2DEItwNKEDTaNSBULmIAT0137AGeBa1A3T19O9vU6WKjHwusjg2mO0DwYUCjbm1BwjpJdLpzsmkL0EYeoYFcBlDm9E9SjdumzTz/xHU9w0Ft1t1kub0xKK2ym00Xa4e2WB2b4rM4VDY8lOfh+UX704nI8uo0hfknWeAZtLlj/8QJmDD8zGMLpTvAECgrrY6dPd1R5wis9ygbHuBmkRh06rb/DW7icqITYAQ0gPtTLwMoMQN9c//EgMUIwPQ3aHAed9010h1j3wKrYxdJd0YWihUOD/SzLR0toL2xpwMU737S9sf6J8ZgHD+Xr1zTZrqfsbV/Yp7HByNXmmKV3Wi6OHl1LCM73eEAP8qGBwGo9JGA5mq79/+cA2UD/6SE5fau99muGwOuyV9GrfdrrnQHQ6CE0h1jpyvdCahseADAYKrWAkYqUEr3T3wDc0f+SdOmZ4BnQGssaog5X99uBPxc5+oGJQ/LrPllSozJq2ONm+hkPQ8j8nCAw7uf+voA2Lo5Tik6aa7Ps7/dvYl/UtJy+02mix0Qc4F/6dWxARUPD+oiD+5/yS5whGAi6c5k/2QqeJo2F/BPPIBptp7zBet46jrqB8v6/BNjMFtAWXm6mLgv51LZ8ACDdM8DDGZqrlcDhhMmgPXLFaAEgZKY7ri2KTMvq/onXZMb/jH0hHRH79aS/omR7jhUODyAqtLmt5lA4OaNdcEEjGB00pXz7D+v/ol23tX9E/vcp7bcPgSurHRH63PXjn6s3cZOF5+q50EEUFW3cCCAGlj05NVgAiwDFPFPjLfIl+742o4Fj2u7F/9kqeX2e5gu1g/bKhoeAHA4KDgoKKjIo4cJaR8AswAlBBNJd5zRCTzlgOEANu7YwLnCUEj3M3L9k9mX2+9xutihouFBxKjavwzO7d3KTE6Y2NFJLlCK9E+seyA63VkYKL4B7KofCx5/mwn+iTHo4vozBMyU5fYRfTWO5fsnrnumbwcm/C0VDQ8AOBxqAxxoIWDuwyxA6euoHWX6J90NExmdmO3YA0D8E19/3PdB/zrmfH2fyXEed91Zp4sDKhoeRIwDMUCMWkGgPdZEID1M1L5soKzhn9hAEf/E3OEqFwEUVx/8fQoP8CxoBerucrm93t6pRh4E4MKhRs3q4Vo1cKkDig6THhyJQFnSP1HluhtBv2uBpOikcKB490dGJ/rb54WF51zhNvP8kxhoDQGzs+nigIqGBwg4VDUOQBN5aHDQgaLDxI5O4oAi/klX3rqpUqeL1wZKzABewz9JiZbc94FdJ3y+/oaM909c4NJPbatoeBAYF6oaDGgAaQa/DZRQdDIGFPFP/OW7wbChf9Lt38A/6aEQ9k9SzmGXdQMmPb2y65plPDAK5C1lw4OAC+1sS82EgwUDGyih6ESVEf9Eb7PsdEffvZR/EobCAv6JBzDNNj298tZV9U858jg7HBtwAN1W/dJcQAlFJ2NA0WGi18kBivgn4p8YJ3G0PXY9oX41/Zjp29k8KhwewFnVwEOtLG3XmwaBoraM8XTHBsp0/0QBXfyTqf6JOViWB0rMAI6deenbDKc7wXNYx1z9dt8H8ec7Xc+D2EhbDGAQooASk+7M6Z+o/SfjnyigOOBg9kHVZUffpkYnWoPR/RjZ3+6eyz9JA094gPvO4boeu6wbMJ5oaERlwwPALdXNdtACdft3GGqQEWGMASUm3bGBosrl+CcKFrP4J7A+xY26/WvxT8b6MaN/oo+9BKCEoRAY4IlAsbdDwGjpznmJPIDagEbN1QAUajsACnroxPonqlyOf6LamMU/AcQ/gaudcvyTdOOWHG1ZlLO3gesJ1fGpbHiA28ijhcQgqjBTmi46GQFKin+igKLDBG2ZWKBM8U/U6zn9k67tNdKdQbsb+ydayrCmf5IFnkGb5GgzDJTRaOlkIw8AF6sjaq67gX7sBrYfKDowxoCytH+igDLNP1E/oysz2ZB1wUS1tTRQHHAw+6DqsqNv80Qnw2s7n/6JxWRDRcOjIsZZdQRgQqMZeGGgmKAIAyXFP1HbFP/EiHg80cla/gmYrE9j8U/0fmzmn2j1FvNPXOcIqGh49GkL4UI34E1o1Fy1x/xAGUYnDqCosjH+iQYd8U/0ehjCKTc6sdtE2UCJTXeAIVCCgIoAStA/0QIXW2XDg4AzOmrpyRHH9q9A6UBxAcMHFH+60wMlxT8BmsEr/kkXamh11H4LGFsDxfrUne3rHgf92JF/ol3zACgeFQ2PCjUuVjcBNAPriAoXVMTgAYorOmmOKaDswz/R66zpn+gA6YEg/skS0Ym7HyP7292r+ScnG3kAuFS9gaM1YI9aKuIECpr9oXQHiPdPAN0biQNKjH9ieiFr+ic82Ne8Rvda/BO9DzhZ/6Rr26Gy4UGMMzrijI4NQNAMPvv10YocDKCgj1rUz4v7J5Tun6jjKf4J2nJb+ScKKDpMxD/BsPzMQGHt/F2XIoEy2J5q5FGBcbF6A0AzGI/dIKtMgJAWkYBwhqMTKE1dlSq4/RNAAak/1xT/pD9n/IK2FP9EwSDHP1FtdfdTBlDAPL9/oto7z/6J3u6MQHHV96loeBAYl+iNZpDTsRvcR6IeIAGg6OnOACjoUxuff6LaDfknwBA2Pv9EtRvjn6jt0v7JHA8EzuqfqNeDwRaITuYGim8gd3XZ0bf9+ycGLE498iBw53n0ACGcATiSGuRtRNLCxQYKoEUkdHQCJeiftECJ8U+abZwhu5R/AqBLZdZ8IHAO/2TVP+h1Dv2TLjoBgtBQKhoeleF5tAOFKhy5aga+BhSgAUrNVQOXAFD24p+oNqIWtEGHzr78E7V/Dv+k/5QU/2QNoIRUNjyg0hbCWTeIjl3UcWRCjWawd0ChflDq6Y4NFLSv9+KfqOPF+ifaGpZunxWdDPe7gXLe/BOnz4EF/BOtfdUPdTkuFQ2PJm15XRvYetShA6WJOo7cpDQ6UNSxLt2xgUJaRLKpf9IDZQ/+SVcHW3yh0vnyT9aOTox+BFQ8PM7QpC01VNShRwYNCPqoQwdB1aU7Z2jAo+oN/JNIQ7Y/r98/acpOX9DWbPexoE38k0igLBidDMrPBZRTjTwqagxToI8MztCmKB1QmsF+bCMJHSjqWJfuaEAB/P5JiiHr9E+0wbj2gralHggs0T9Z5QupO2JNiE66NjcASkBFw4MAXKI32hu+H7TKGIVKX6D5EKi6lKYDihF1JPgnkYYs4PFPNjZkY/yTrmyEf6KuIcU/Ufu38k8W+YNeO/ZPuvIWF3z+yclGHs06jyNqNDn+EdTCQos6QF1EoQOlOVb16Y4GFCDPPxk1ZCP9E2DckA2lO3t4IDDFP5nyQKD4JxogNDiYfVB12dG3cHQSUtHwqACcodZ8BfSDErUWdah9PqC0+4x0Z4J/EmnINscmLGjDPP5JzoK2pfwTvU78gjZg+hcqBaITIAEop+WfhBKXwuHBuETqpofmeZg36VHl7+QGSrdP8zFUvVT/RNVPMmRnWNDWHdOiE3kgMA0o4p80/w0iEY+KhgcR4RIBx/Z13b4LR3CbyMABC+r26UBRZXX/xDWwbf8EmN+QBcpb0Bbln1CCf0Lp/sluvlBpNDrR60Ib5AGgLJnudO06gBJQ2fAAcIkqHNsrrQEcmRvvoi3jA4ra6ulOM/gd/slWhmzkgrZTfyAQaAZv0oI2NPd/in/SnScQnYwBpYHITP5JC5Qt/ZOTjTwqEC7ShdbfUABxwMIBlCMDZzQOlKa8me5sZciqYyH/BMAoUOSBwHGg7MM/gVZH7QhEJ105z/4RoLhgElLR8CAAZ3QAcNAiBkaNuh1cPVCO4HYwoivXbJt9ZxZQJvsnGlDc60+O3nRHGbKudCdlQVvu+pO5HwiM8k8o3j+JSXfs4yn+CUVEJ/71J0BuurP68zsAupOROzoJRR7UPT1YoIjoLwH80db9EIlOWPcw8x2uA0VHHgD+iJkf3LoTItF5VLV1B0QiUZkSeIhEoiyVDo9Pbt0Bkei8qmjDVCQSbafSIw+RSLSRBB4ikShLu4EHNfoVIvoaEX2FiO73lLuXiJ4loq8S0W8Q0S1j9YnoT4jo94noBSJ6fq1rEolOWbuBB4CfBvDu9t/jAH7VU+6XAPwyM78bwHcBXI2sf4WZ75N1ISLRPNoTPB4F8Ovc6AsA3kxEb9MLEBEB+AkAT7W7fg3Az8bWF4lE82lP8HgHgD/VXn+j3afrhwD8OTPfdJQJ1WcAzxDRF4no8Vl7LRKdU+1pebrrERx7HjlUJnTsx5n5m0R0J4DfIaI/ZObfy+ynSCTCxpEHEV1rTcwXAHwTwI9oh9/Z7tP1HTTpyAVHmW/46jOz2n4bwKcBPDTjZYhE51KbwoOZr7cm5n0APgPgI+2syXsB/AUzf8sqzwBuAHis3fVRAE+3P/+mqz4R3UpEbwIAIroVwPsBvLj0tYlEp67drDBtzdB/D+CnALwG4B8x8/Ptsc8B+Cdt6vEuAP8FwFsAfBnAh5n5+776bflPt6e5AOA/M/O/XvPaRKJT1G7gIRKJytKeZltEIlFBEniIRKIsCTxEIlGWBB4ikShLAg+RSJQlgYdIJMqSwEMkEmXp/wNbt59a0czfcQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3cAAANeCAYAAACxkPfoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABblElEQVR4nO39fZikd3kf+H5//TbCVmJAFjEGtBCvkmMBCSYyUts4HjxDAuQFZ2N7ibPbuCVLQKQc6/jatcX6OHTs3QicZFEcZInBGoUO2YvEOZuEswfbYSa0Q5IiSARikDGxzNqyEA6yAjgCd/d093P+eKpmalrVPdXT1fXy1OdzXXV1V9XzdD3FVbT6O/fvd9+lqqoAAAAw2WZGfQEAAAAcnnAHAADQAMIdAABAAwh3AAAADSDcAQAANIBwBwAA0ADCHQCNUUr5X0opPz/q6wCAURDuAGiMqqr+VlVVP3xUP7+U8q9KKVUpZa6PY9/YPvaHux4rpZT/tZTy+VLKV0opa6WUF+867w2llM+UUr5aSvnNUsp3HcV7AaB5hDsA6EMp5a8muWSoax/7rCRvTfLwrqe+P8lNSb4rybOTtJL8w67zXp3kHUmWk/yhJH86yecOe+0ATAfhDoCJVEr58XYF7L+WUj5bSjlRSlkppbyv65ilUspvl1KeLKX8ZCnlt0opJy/jtb4hyduS/Fifp9yV5GeT/N6ux1+U5N9UVfW5qqq2k7wvyXVdz//NJD9VVdVHq6raqarq81VVff6g1wvAdBLuAJg4pZQ/nuT2JN9eVdUfSvJnk/zWrmOuS/JzSf5qkucm+YYkz+t6/gdLKV/e53ZN14/7W0nuTfK7fVzbK5Jcn+S+Hk+/P8l/W0r5Y6WU+SRvTPJL7fNm2+ddXUp5pJTyWCnlXaWUZ/T1PwoAU0+4A2ASbSc5luS6Usp8VVW/VVXVb+465vuS/H+rqvo3VVVtJvkbSarOk1VV/R9VVT1zn9ujSVJKuT7Jdyb5+5e6qHZA+7kkf72qqp0eh3whyUeSfDbJH6Repvn/aj/3R5LMt6/7u5K8LMm3Jfl/9/M/CAAIdwBMnKqqHklyR5KVJF8spby/lPLNuw775iS/03XO15I8eZDXKaXMpA5rP1JV1VYfp/y1JL9aVVVrj+ffluTbk7wgyRWpl2H+q1LK16UOe0ny96uq+kJVVb+X5H9P8rqDXDMA00u4A2AitStvr0zy36SuyL1j1yFfSPL8zp328saruu7/1VLKU/vcrknyh1MvlfzHpZTfTfJg+/TH9uhieSLJXyql/G77+O9I8ndLKe9qP/8nk/zjqqoeq6pqq6qqf5DkWUmuq6rqS0keS1d1EQAOoq+uXwAwTtp77p6X5N8mWU9d9dr9D5b/NMlHSynfkeSh1FWy0nmyqqp/lOQfXeJ1SuoKYMcLknwsyZ9K8kSPU34odUWu4/9sX8f97fsPJvn+Usr72+f/1dRLMR9pP/9Akr9eSvmlJOdSVyf/r/2uEQA6hDsAJtGxJG9P8q2pQ9C/S3Jr+5Ykqarq4VLKX0/dxOTrk9yd5ItJNvp9kaqqqnQ1USmldILbf+4s0yyl/GKSj7Rn7H25+/xSymaS36+q6ivth96R5DlJPtm+pkeS/OWu8346yTcm+U+pQ+s/SfK/9Xu9AEy3Uv93CwCarZRyZZIvJ7m2qqr/e8SXAwADZ88dAI1VSvkLpZSvK6V8fZK/k+RT2TUyAQCaQrgDoMlen+Tx9u3aJG+oLFkBoKEsywQAAGgAlTsAAIAGmKhumd/4jd9YvfCFLxz1ZQAAAIzExz/+8d+rqurqXs9NVLh74QtfmIceemjUlwEAADASpZTf3us5yzIBAAAaQLgDAABoAOEOAACgAYQ7AACABhDuAAAAGkC4AwAAaADhDgAAoAGEOwAAgAYQ7gAAABpAuAMAAGgA4Q4AAKABhDsAAIAGEO4AAAAaQLgDAABoAOEOAACgAYQ7AACABhDuAAAAGkC4AwAAaADhDgAAoAGEOwAAgAYQ7gAAABpAuAMAAGgA4Q4AAKABhDsAAIAGEO4AAAAaQLgDAABoAOEOAACgAYQ7AACABhDuAAAAGkC4AwAAaADhDgAAoAGEOwAAgAYQ7gAAABpAuAMAAOjSaiV33VV/nSRzo74AAACAcdFqJSdOJJubycJCcvZssrg46qvqj8odAABA29paHey2t+uva2ujvqL+qdwBAACkrto9+mgy105JCwvJ8eMjvaQDEe4AAICp170cc3Y2ueWWZGlpcpZkJsIdAADARcsxk+SaayYr2CXCHQAAMOUmfTlmh3AHAABMrSYsx+wQ7gAAgKnVhOWYHcIdAAAwlZqyHLNDuAMAAKZOk5Zjdgh3AADAVGm1kpWVZGMj2dmpH5vk5Zgdwh0AADA1OhW7TrCbmZn85ZgdM6O+AAAAgGHpNFDpBLuTJ5OzZye/apeo3AEAAFPkqqvqUFdVybFj9fLMJgS7ROUOAACYEq1Wcscd9diDmZnk7rubE+wS4Q4AAJgS3Usyqyp58slRX9FgWZYJAAA0XtNm2vUi3AEAAI3WxJl2vQh3AABAo3WWY25v1/ebMNOuF+EOAABorGlYjtkh3AEAAI00LcsxO4Q7AACgcVqteobdxkbdHTNp7nLMDuEOAABolE7FrhPsZmaavRyzw5w7AACgUbrn2c3MJCdPJmfPNrtql6jcAQAADdKrgcrKSvODXSLcAQAADTFtDVR2E+4AAIBGmJZ5dnsR7gAAgIk3TfPs9iLcAQAAE23al2N2CHcAAMBEm/blmB3CHQAAMLEsx7xAuAMAACaS5ZgXE+4AAICJtLqarK8nVVXfn9blmB0z/RxUSnlNKeWzpZRHSil39ni+lFJ+tv38r5ZSXt7PuaWUv95+7uFSys8c/u0AAADToNVKTp++EOzm5qZ3OWbHJSt3pZTZJPckeXWSx5I8WEr5QFVVv9Z12GuTXNu+3ZDk3iQ37HduKeVVSV6f5E9UVbVRSnnOIN8YAADQXGtrFxqolJIsL0931S7pr3L3iiSPVFX1uaqqNpO8P3Uo6/b6JKtV7aNJnllKee4lzn1LkrdXVbWRJFVVfXEA7wcAAGi47iYqs7PJFVfUe+2mXT/h7nlJfqfr/mPtx/o5Zr9z/1iS7yql/PtSyq+UUr6914uXUm4tpTxUSnnoiSee6ONyAQCApuo0UXnPe+olmbfckpw9q2qX9BfuSo/Hqj6P2e/cuSTPSnJjkv85yT8ppTzt+KqqTlVVdX1VVddfffXVfVwuAADQVN0z7ba3NVHp1k+3zMeSvKDr/vOTPN7nMQv7nPtYkv+zqqoqycdKKTtJvjGJ8hwAAPA0Ztrtr5/K3YNJri2lvKiUspDkDUk+sOuYDyRZanfNvDHJV6qq+sIlzv3nSb4nSUopfyx1EPy9w74hAACgeSzHvLRLVu6qqtoqpdye5JeTzCY5XVXVw6WUN7efvy/JB5O8LskjSb6WZHm/c9s/+nSS06WUTyfZTPLGdhUPAADgIt3LMRPLMXvpa4h5VVUfTB3guh+7r+v7Kslt/Z7bfnwzyf9wkIsFAACmj+WY/ekr3AEAAIxCZznm5mY99uCWW+qxB6p2TyfcAQAAY6nVSlZWko2NZGenfsxyzL0JdwAAwNjpVOw6wW5mxnLMS+mnWyYAAMBQdRqodILdyZO6Y16Kyh0AADBWejVQWVkR7C5FuAMAAMaGBiqXT7gDAADGhnl2l0+4AwAAxoJ5docj3AEAACNnOebhCXcAAMDIra4m6+tJVdX3Lcc8OKMQAACAkWq1ktOnLwS7uTnLMS+HcAcAAIzU2tqFBiqlJMvLqnaXw7JMAABgZHo1UVlaGu01TSrhDgAAGAlNVAZLuAMAAEbCTLvBEu4AAIChM9Nu8IQ7AABgqCzHPBrCHQAAMDStVrKykmxsJDs79WOWYw6GcAcAAAxFp2LXCXYzM5ZjDpI5dwAAwFB0Gqh0gt3Jk8nZs6p2g6JyBwAAHLleDVRWVgS7QRLuAACAI6WBynAIdwAAwJEyz244hDsAAODImGc3PMIdAABwJCzHHC7hDgAAOBKWYw6XcAcAAAyc5ZjDJ9wBAAADZTnmaAh3AADAQK2uJuvrSVXV9y3HHI6ZUV8AAADQHK1Wcvr0hWA3N2c55rAIdwAAwMCsrV1ooFJKsrysajcslmUCAAAD0auJytLSaK9pmgh3AADAoWmiMnrCHQAAcGhm2o2ecAcAAByKmXbjQbgDAAAum+WY40O4AwAALkurlaysJBsbyc5O/ZjlmKMj3AEAAAfWqdh1gt3MjOWYo2bOHQAAcGCdBiqdYHfyZHL2bEOqdq1Wctdd9dcJonIHAAAcSK8GKisrDQp2nU2ECwsTlViFOwAAoG+NbqCyexPh5mZdopyQNyfcAQAAfWvsPLsGbCK05w4AAOhL93LM2dmJyz77a8AmQpU7AADgkhq/HLMBmwiFOwAAYF+NnmfXoNQq3AEAAHtqwFa0vTUstdpzBwAA7KkBW9F666TWM2cak1qFOwAAYE9XXVXnnpmZ5NixidyK9nS7K3YNSa2WZQIAAD21Wskdd9RjD2ZmkrvvnujsU+u1zrQhqVXlDgAA6Kl7SWZVJU8+OeorGoDV1WR9vVEVuw6VOwAA4Gl6TQeY4O1otVYrOX26TqpJMj/fiIpdh3AHAABcpEHTAS7o7LPb2qrvl5IsL0/4m7qYcAcAAJzXsOkAtb322S0tjfrKBsqeOwAAIEkjpwM0tjNmL8IdAACQpIEz7Xql1YZ0xuxFuAMAAC5qoDI725AM1Li0uj977gAAYMo1toHK7nafE59W9yfcAQDAlOsUuLa36/uNaaDSqLR6acIdAABMscbNs2tku8/+CHcAADClGlfg6jXyYOLTav80VAEAgCnUXeDa3q5vE13gmqKRB3tRuQMAgCnTuALXXkPKG95AZTeVOwAAmDKNmhCgYneeyh0AAEyRRk0IULG7iHAHAABTonENVFZXk/X1pKouVOymNNglwh0AAEyNRs2za7WS06frYJck8/NTHewSe+4Or9VK7rqr/goAAGOqeznm7GwDGqisrCRbW/X9UpLl5akOdonK3eF017UXFqZy0yYAAOOvUcsx99pnt7Q06isbOZW7w+iua29u1vcBAGDMdLamNWKeXaNafQ6Wyt1hHD9eV+w6lbuJrWsDANBUu7emzc1N8J+tjWr1OXjC3WEsLtb/SrC2Vv8/xIcKAIAxs7Z2oYHKRG9Na9Ta0qMh3B3W4qIPFAAAY6lXoWsit6btHlSeTPja0qMh3AEAQAM1ptDVq4GKLVE9aagCAAAN1N37b2KbqOyu2Gmgsi+VOwAAaJheyzEnrtC118gDDVT2JNwBAECDNGI55l4VO8FuX8IdAAA0RCP6jqjYXTZ77gAAoAE6mejMmQnuO2KP3aEIdwAA0ACdBioTm4l6pVMVuwMR7gAAYMJ1N1CZnZ3QTLS6mqyvT3A6HT177gAAYII1poHK6dNJVdX35+cnMJ2OnnAHAAATrHueXTKBDVSS+k103kApyfLyBL6J0RPuAABgQjVmnt3uN7G0NNprmlDCHQAATKDGLMec+DcxPoQ7AACYMI2ZZzfxb2K8CHcAADBBes34nrjlmI14E+PHKAQAAJggjZhnZ1D5kVC5AwCACXLVVXUeqqoJnGfXq2I3cW9ifKncAQDAhGi1kjvuqKcGzMwkd989QZlIxe7IqdwBAMCE6F6SWUry5JOjvqI+qdgNhcodAABMgO5xcLOzE9R/RMVuaFTuAABgzE3sODgVu6FSuQMAgDHWXfja3q5vEzEOTsVu6FTuAABgTE3sODgVu5FQuQMAgDE1sTPtJvbCJ5vKHQAAjKHuBipJXbGbmMLXRA/jm1zCHQAAjJmJbaCSTPgwvskm3AEAwJjprGrc3q7vT0QDleTpTVQmahjf5BPuAABgjPRajjn2DVSSCe7+0hzCHQAAjImJXY6519gDe+2GSrgDAIAxsDsfJROyHNPYg7FhFAIAAIxYJx+dOTNhKxoNKh8rwh0AAIzYRI6F65VIVexGSrgDAIAR6m6gMjs7IflIxW4s2XMHAAAjMpENVOyxG1sqdwAAMCLd8+y2tyeggYqK3VhTuQMAgBG56qo6H1XVBDRQUbEbeyp3AAAwAq1WcscddcVuZia5++4xz0gT2fVluqjcAQDAkO1e3VhK8uSTo76qfXR3fUnqMqOK3dgR7gAAYIh6rW4c6yWZE9n1ZTpZlgkAAEM0casbV1eT9fUJ6voyvfoKd6WU15RSPltKeaSUcmeP50sp5Wfbz/9qKeXllzq3lLJSSvl8KeWT7dvrBvOWAABgPE3cTLtWKzl9uu74ktQXPrYlRi65LLOUMpvkniSvTvJYkgdLKR+oqurXug57bZJr27cbktyb5IY+zn1nVVV/Z2DvBgAAxtTErW7sbAzc2qrvl5IsL4/xBdPPnrtXJHmkqqrPJUkp5f1JXp+kO9y9PslqVVVVko+WUp5ZSnlukhf2cS4AADTa7gYqyZivbtxr7MHS0qivjH30syzzeUl+p+v+Y+3H+jnmUufe3l7GebqU8qxeL15KubWU8lAp5aEnnniij8sFAIDx0clJZ85MUAMVg8onUj/hrvR4rOrzmP3OvTfJtyR5WZIvJPm7vV68qqpTVVVdX1XV9VdffXUflwsAAONjohqo9EqiY78xkI5+wt1jSV7Qdf/5SR7v85g9z62q6j9XVbVdVdVOkvekXv4JAACNMVENVFTsJl4/e+4eTHJtKeVFST6f5A1JfnDXMR9IvcTy/akbqnylqqovlFKe2OvcUspzq6r6Qvv8v5Tk04d+NwAAMCYmqoHKXnvsxjaJ0sslw11VVVullNuT/HKS2SSnq6p6uJTy5vbz9yX5YJLXJXkkydeSLO93bvtH/0wp5WWpl2n+VpI3DfB9AQDASHWWY25v1/fHtoHKXhU7wW7i9FO5S1VVH0wd4Lofu6/r+yrJbf2e2378fzzQlQIAwIToXo6ZjHEDFRW7Rukr3AEAAP2ZqOWYvbq9CHYTS7gDAIABmah5dr3Ki4LdRBPuAABgAHqtcBz75ZgTUV6kX/2MQgAAAC5hYubZdZcXt7fr29iWFzkIlTsAABiAq66qQ11VjXFPkokqL3JQKncAAHBIrVZyxx11EWxmJrn77jENdoaUN5rKHQAAHFL3ksxSkiefHPUV7WLkwVRQuQMAgEPobjo5OzumqxxXV5P1dRW7hlO5AwCAyzQRTSdbreT06XozYJLMz6vYNZRwBwAAl2EiZtp1LnJrq75fSrK8PGYXyaAIdwAAcEAT0XRyr312S0ujvjKOiD13AABwQGM/005nzKmkcgcAAAfQ3UAlqSt2Y7WFTWfMqSXcAQBAn8a+gcpeFTvBbioIdwAA0Iexb6CiYjf17LkDAIBL6OSmM2fGuIHK2G8E5KgJdwAAcAljn5t2T1JXsZtKlmUCAMA+JqaBythuBGRYhDsAANjD2Oemsd8IyDAJdwAAsIfOcszt7fr+WOWmiZikzjDZcwcAAD3s3sY2VrnJkHJ6ULkDAIBdxno5ppEH7EHlDgAAdlldTdbX6+WY29tjthyzc3Eqduwi3AEAQJdWKzl9Oqmq+v7c3Jgtx+y+uPl5FTvOE+4AAKDL2tqFBiqlJMvLY5KdOvvstrbq+2N1cYwDe+4AAKCt10y7paXRXlOSvffZjcXFMS6EOwAAyBg3UdmrM6blmOwi3AEAMPXGdha4zpgcgD13AABMtU5+OnNmzGaBm2XHAQl3AABMtbW1einmWOWnXolTxY5LEO4AAJha3Q1UZmfHKD+NZeJk3NlzBwDAVBrrBiq7W3aOReJk3Al3AABMnbFvoDJ2iZNJINwBADBVejWgHMsGKsmYJE4mhT13AABMlbHczja2LTuZJMIdAABTYywbqBh5wIBYlgkAwFQYy+1shpQzQCp3AABMhc5yzO3t+jYW29lWV5P1dRU7BkLlDgCAxus1XWDk29lareT06aSq6vvz8yp2HIpwBwBAo43tcsyVlWRrq75fSrK8LNhxKMIdAACN1ln52CmQjXw55l777JaWRnhRNIE9dwAANNbulY9zcyNejqkzJkdI5Q4AgMZaW6ubpyRjsPJRZ0yOmModAACNtHum3RVXjHDlo4odQ6ByBwBA44xVExUVO4ZE5Q4AgEbpLpKNfKadih1DpHIHAEBj9CqSjWymnYodQ6ZyBwBAY6yt1Usxx6JINlYXwzRQuQMAoBG6G6gkdcVuZEWysboYpoVwBwDAxBvLBipjcTFME+EOAICJtrtnSTJGDVRGejFMG+EOAICJNfYNVEZ2MUwjDVUAAJhYY9WzZHU1WV8fk4thGqncAQAwkcaqZ0mrlZw+nVRVfX9+XgMVhk64AwBg4oxVz5LOPrutrfp+KcnysmDH0Al3AABMlLHqWbLXoPKlpRFcDNPOnjsAACZGJ0udOTMGPUt2p0z77Bgx4Q4AgIkxNg1UeqXMY8fss2OkhDsAACZCdwOV2dkRZikVO8aUPXcAAIy9sWmgstceOxU7xoDKHQAAY6+zHHN7u76NpIGKih1jTuUOAICxd9VVdZaqqhE1UFGxYwKo3AEAMNZareSOO+qK3cxMcvfdQ85TKnZMCJU7AADG1u5cVUry5JNDvgAVOyaEyh0AAGNpLGbajc3sBbg04Q4AgLE08lw1NrMXoD+WZQIAMHa6c1VSV+yGmqvGZvYC9E+4AwBgrIxFrlpdTdbX6/acyYhmL8DBCHcAAIyN3Q1UkhHkqlYrOX36QrCbmxvB7AU4OOEOAICx0Ksx5dAbqHTS5dZWfb+UZHlZ1Y6JINwBADAWejVQGck+u91jD5aWhnQBcDi6ZQIAMHIjb0xpUDkNoHIHAMBIjbyBikHlNITKHQAAI9NdMNverm9DbaCiYkeDqNwBADASI2+gomJHw6jcAQAwEr0aqAytYKZiRwOp3AEAMHTdDVSSumI3tIKZih0NJdwBADBUI22gslfFTrCjAYQ7AACGanU1WV9Pqqq+P7QGKip2NJw9dwAADE2rlZw+fSHYzc0NsYHKSDf5wdFTuQMAYGjW1upxB0lSSrK8PMSq3cg2+cFwCHcAAAxFr3y1tDSkFx7plHQYDuEOAIAjN9J8NbJNfjBcwh0AAEdqd4PKZMhNVEa2yQ+GS7gDAODI9GpQubAwpHzVSZVbW/X9oW7yg+ET7gAAODK9GlQOpY/JXmMPhrLJD0bDKAQAAI5EdwOV2dkhjpTba1C5sQc0nModAAADN7IGKgaVM8VU7gAAGKjuwtn2dn0bSgMVFTumnModAAADM7IGKip2oHIHAMDg9GqgcuSFMxU7SKJyBwDAgHQ3UEnqit2RF85U7OA84Q4AgEMbSQOVvSp2gh1TSrgDAOBQdmesZAgNVFTs4GnsuQMA4LJ1MtaZM0NsoGKPHfQk3AEAcNmG3kClV5pUsYMkwh0AAIdw1VV1vhpKxlKxg33ZcwcAwGVptZI77qiHlM/MJHffPYSKnT12sCeVOwAADmx3Ea2qkiefPMIXXF1N1tdV7GAfKncAABxIryLakTZRabWS06frBJkk8/MqdtCDyh0AAAcy9CYqa2v12s8kKSVZXhbsoAeVOwAA+tZqJY8+msy1/4pcWBhCE5XdL7i0dEQvBpNNuAMAoC+d5Zibm8nsbHLLLXXOOvImKkN7QZhswh0AAH3pLMfsrJC85pohjj048heEySfcAQBwSb1WRx5pA5WhdmyBZhDuAADY11BXR+41qFx3TLgk4Q4AgD0NdXWkQeVwKEYhAADQUydrnTkzhNWRe1XsDCqHvgl3AAD0NLR5dr1SpIodHJhwBwDA03Q3UJmdPcKspWIHA2PPHQAAFxlaAxV77GCgVO4AADivu5C2vV3fjqSBioodDFxf4a6U8ppSymdLKY+UUu7s8Xwppfxs+/lfLaW8/ADn/k+llKqU8o2HeysAABzG0Bqo2GMHR+KS4a6UMpvkniSvTXJdkr9SSrlu12GvTXJt+3Zrknv7ObeU8oIkr07y6KHfCQAAhzK0Biqrq8n6uoodDFg/lbtXJHmkqqrPVVW1meT9SV6/65jXJ1mtah9N8sxSynP7OPedSX4sSXXYNwIAwOFcdVWdtY60kNZqJadPJ1X7z7/5eRU7GJB+wt3zkvxO1/3H2o/1c8ye55ZS/mKSz1dV9R/3e/FSyq2llIdKKQ898cQTfVwuAAAH1Wold9xR77GbmUnuvvsI99ltbdX3S0mWlwU7GJB+umWWHo/trrTtdUzPx0spX5fkJ5L8mUu9eFVVp5KcSpLrr79ehQ8AYMB29zYpJXnyySN4kV6dMZeWBvxCML36qdw9luQFXfefn+TxPo/Z6/FvSfKiJP+xlPJb7cf/Qynlmw5y8QAAHM5QmqjojAlD0U+4ezDJtaWUF5VSFpK8IckHdh3zgSRL7a6ZNyb5SlVVX9jr3KqqPlVV1XOqqnphVVUvTB0CX15V1e8O6o0BALC/oWQunTFhaC65LLOqqq1Syu1JfjnJbJLTVVU9XEp5c/v5+5J8MMnrkjyS5GtJlvc790jeCQAAfRvK/PC90qNgB0einz13qarqg6kDXPdj93V9XyW5rd9zexzzwn6uAwCAweg19mDgwe7I0yPQra8h5gAANEerlTz6aDI3l8zODrFiZ48dHKm+KncAADRDp6C2uVkHu1tuqRtWqtjB5FO5AwCYEt0Fte3t+nbNNSp20BQqdwAAU6BXQW2gIw9U7GDkVO4AAKZArwYqAy2oHfkLAJeicgcA0HDdDVSSumI38AYqR/oCQD+EOwCABhtaA5UjewGgX8IdAEBD7e5vkgy4gUqSrK4m6+tJVR3RCwD9Eu4AABroyBuodF7k9OkLwW5ubsAvAByEhioAAA105P1NOmXBra36finJ8rKqHYyQyh0AQANddVUd6qrqCCYS7DX2YGlpQC8AXA6VOwCAhmm1kjvuqIeUz8wkd99tUDlMA5U7AIAG2Z29SkmefHKAP9ygchhbKncAAA3RyV5nzhxBExUVOxh7wh0AQEMcWROVXqlRxQ7GjnAHANAArVby6KP1NILZ2QFmLxU7mBj23AEATLhOYW1zsw52t9xSN64cWMXOHjuYCCp3AAATrLuwtr1d3665RsUOppHKHQDAhOpVWBtIAxUVO5hIKncAABPqSBqoqNjBxFK5AwCYQN0NVJK6YnfowpqKHUw04Q4AYMIcWQOV1dVkfT2pqgsVO8EOJoZwBwAwQXavmkwG2EDl9Ok62CXJ/LxgBxNGuAMAmBBH2kBlZSXZ2qrvl5IsLwt2MGGEOwCACbBXn5Mj22e3tDSgKweGRbdMAIAx18lfZ84MuM+JzpjQKMIdAMCYO7KRB0eSGIFREe4AAMbcVVfV2UvFDtiPPXcAAGOs1UruuCPZ3q4z2N13m2UH9KZyBwAwpnYX2KoqefLJAf5AFTtoFJU7AIAxNPCxByp20HgqdwAAY2jgTVSOpCsLME5U7gAAxkyrlTz6aDLX/kttYeGQBbaB/0BgHAl3AABjpLN6cnMzmZ1Nbrmlnid+qGA30B8IjCvhDgBgTOzud5Ik11xzyGA30B8IjDPhDgBgDAylgcqhfiAw7jRUAQAYsSOZULC6mqyva6ACU0TlDgBghI5kQkGrlZw+XQ/GS5L5eQ1UYAqo3AEAjNDAJxR0yoBbW/X9UpLlZcEOpoDKHQDAiBzJyINeZcClpUFdMjDGhDsAgBE4kpEHvTbuWY4JU0O4AwAYsiMZeTDwjXvApLHnDgBgiDo57MyZAY48GHirTWASCXcAAEM00AYqvZKiih1MLeEOAGBIuhuozM4eMoep2AG72HMHADAEA22gYo8d0IPKHQDAEKyuJuvryfZ2fbvsBioqdsAeVO4AAI5Yq5WcPp1UVX1/bu4yG6io2AH7ULkDADhia2t1tS5JSkmWly8ji6nYAZegcgcAcIS6m6gk9diDpaXL+CEqdsAlCHcAAEdkYE1UOhv2qupCxU6wA3YR7gAAjsDuVZTJZTZR2b1hb35esAN6Eu4AAAas1yrKhYXLaKLSSYhbW/X9y96wB0wD4Q4AYID26nty4GLbXvvsDrxhD5gWumUCAAxIJ4+dOXPIvic6YwKXQbgDABiQtbW6ecqh8tjAEiIwbYQ7AIAB6B55MDurYgcMnz13AACHNJCRB2bZAYekcgcAcAjdxbbt7fp24JEHKnbAAKjcAQBcpoGMPFCxAwZE5Q4A4DIduoGKih0wQCp3AACXobuBSlJX7A5UbFOxAwZMuAMAOKBDN1AZ2KRzgAuEOwCAA1pdTdbXk6qq7x+ogYqKHXBE7LkDADiAVis5ffpCsJubO0ADFXvsgCOkcgcA0KdONtvaqu+Xkiwv95nLVOyAIybcAQD0Ya9strTU5w/oXstpjx1wBCzLBADow6HGHuxeyzk/L9gBA6dyBwBwCYcee7C2lmxv198faC0nQP+EOwCAfQxk7MHuZNj3Wk6A/gl3AAB72N3cMrnMsQeXnQwB+ifcAQD00KuBysLCIcYeJAdMhgAHo6EKAMAuhx5H10mGZ85cZjIEODjhDgCgS69cdqBxdAaVAyMi3AEAdDn0yINDJUOAyyfcAQC0dTe2nJ1VsQMmi4YqAAA5ZGPLXt1XVOyAIVO5AwCmXnfRbXu7vvXd2FLFDhgTKncAwFQ71MgDFTtgjKjcAQBTbXU1WV+/jKKbih0wZlTuAICp1Wolp08nVVXfn5/vs+imYgeMIZU7AGBqra3V++uSpJRkebnPbHbZ5T6Ao6NyBwBMpe6xB0m9z25pqc8TL6vcB3C0hDsAYOpc9tiDzj67ra36/oHKfQBHS7gDAKbK7j4oSZ9jD/baZ9dXuQ/g6NlzBwBMjU4+O3PmgGMPdMYEJoBwNyitVnLXXfVXAGDsXHY+65UIdcYExpBlmYPQvXB/YcG/4gHAmLnsyQV7JULBDhhDKneDsLZWB7vt7frr2tqorwgA6NL5T7WKHdBkwt0gHD9eV+xmZ/tcuA8ADEv3yIPZ2UNW7KzOAcaYZZmDsLhY/7JfW6uDnV/6ADAWLmvkwWWv4QQYLeFuUBYX/cIHgDFyWSMP7LEDJphwBwA0Tq/i2yV3TqjYARPOnjsAoHEO3EDFHjugAVTuAIBG6W6gktQVu32Lbyp2QEMIdwBAY1xWA5XV1WR9Pakqe+yAiSbcAQCN0Z3Tkj4bqJw+feGE+XnBDphY9twBAI2wO6fNzfXRQGVlJdnaqu+XkiwvC3bAxFK5AwAm3oFz2l777JaWhnXJAAMn3AEAE+3AOc0sO6ChLMsEACbWgScYdJLgmTM6YwKNI9wBABPpwDnNLDug4YQ7AGAiHWhQuYodMAWEOwBg4nQPKp+dVbEDSDRUAQAmzIEGle/VbUXFDmgglTsAYGJ0F+G2t+vbnoPKVeyAKaNyBwBMhF5FuIWFPQaVq9gBU0jlDgAYewcqwqnYAVNK5Q4AGGsHKsKp2AFTTOUOABhrBxp5sLqarK+r2AFTSeUOABhb3SMPknqP3b4jD06fTqqqvj8/r2IHTJW+KnellNeUUj5bSnmklHJnj+dLKeVn28//ainl5Zc6t5Ty0+1jP1lK+ZellG8ezFsCAJqgs8LyPe+p89ott1xiSPnKSrK1Vd8vJVleFuyAqXLJcFdKmU1yT5LXJrkuyV8ppVy367DXJrm2fbs1yb19nPu3q6r6E1VVvSzJ/5Xkbxz63QAAjdFZYdnXyIMTJ5IzZy4sx7ziinr4HcAU6ady94okj1RV9bmqqjaTvD/J63cd8/okq1Xto0meWUp57n7nVlX1+13nf32S6pDvBQBoiN0rLOfm9hl5oDMmQJL+9tw9L8nvdN1/LMkNfRzzvEudW0r535IsJflKklf1evFSyq2pq4G55ppr+rhcAGCS9b3CUmdMgIv0U7krPR7bXWXb65h9z62q6ieqqnpBkn+U5PZeL15V1amqqq6vqur6q6++uo/LBQAmVd8rLFXsAJ6mn3D3WJIXdN1/fpLH+zymn3OT5P9I8pf7uBYAoMH6GnvQKwGq2AH0Fe4eTHJtKeVFpZSFJG9I8oFdx3wgyVK7a+aNSb5SVdUX9ju3lHJt1/l/McmvH/K9AAATrHvswezsHnlNxQ5gT5fcc1dV1VYp5fYkv5xkNsnpqqoeLqW8uf38fUk+mOR1SR5J8rUky/ud2/7Rby+l/PEkO0l+O8mbB/rOAICJ0SnGbW7Wwe6WW+qlmD0rdvbYAfTU1xDzqqo+mDrAdT92X9f3VZLb+j23/bhlmADA04pxSY+xB3tV7AQ7gPP6CncAAEehVzFuYWHX2AMVO4C+9LPnDgBg4PraPmePHUDfVO4AgKHrqxinYgdwICp3AMBQ9V2MW11N1tdV7AD6pHIHAAxN38W4Vis5fTqpqvr+/LyKHcAlqNwBAEPT95DylZVka6u+X0qyvCzYAVyCyh0AMBTdQ8qTuitmz4pdr9Le0tIoLhlgogh3AMCR63tIuVl2AJdNuAMAjlynN0pnC13PIeU6YwIcij13AMCR2t0bZW6ux5Bys+wADk3lDgA4MpfsjaJiBzAwwh0AcCQu2RvFHjuAgbIsEwAYuEuutOwkvzNnVOwABkS4AwAG6pK5zR47gCMh3AEAA7XvoHIVO4AjI9wBAAPTPah8dlbFDmCYNFQBAAZi30HlumICHDmVOwDg0LqLctvb9e2iQeWdKeYqdgBHRuUOADiUXkW5hYWuQeW7p5jPz6vYARwBlTsA4LL1NfJg3ynmAAyKyh0AcFkuuY3uklPMARgklTsA4MD6rtjpjAkwNCp3AMCBXHbFzj47gCOlcgcA9E3FDmB8qdwBAH1RsQMYbyp3AEBf1tbqAeUqdgDjSeUOAOjLVVfVma2qVOwAxpHKHQBwSa1WcscdyfZ2nd3uvlvFDmDcqNwBAPvand9KSZ58Mip2AGNG5Q4A2FMnv505cyG/LSwkx6/6lIodwJhRuQMAetprxeXKX/5UFu+4QcUOYMyo3AEAT9OrYnfsWDvY/X/+JxU7gDGkcgcAXGTPit3L/nkWb/+BZGurbpmpYgcwVoQ7AOC8PXuk/OVPZfG276+DXVJ3VTl5UrADGCOWZQIA5/UcVH53eynm9vaFA+fmBDuAMaNyBwAkqat2jz5a57ak7op5UfOUqqordrOzybveJdgBjBnhDgA4vxxzc7PObrfckix92x7NU1TsAMaScAcAU253A5UkuSa/bdwBwISx5w4ApljPIeVz2zn+H95p3AHAhBHuAGBK9Rx5cP2XcrY6kcWH/r6KHcCEEe4AYAr1HFI+v52V/M0sbn1ExQ5gAgl3ADCFVleT9XUVO4AmEe4AYMq0Wsnp0/VkgySZn91RsQNoAOEOAKZIZ5/d1lZ9v5Qqyzv3q9gBNIBRCAAwJTr77C40UKlyLBtZ2vkHSWWOHcCkU7kbtFYrueuu+isAjImndcYsVU7mTL3Prvp3KnYADaByN0idfxLd3EwWFuxVAGAsPL1ilxwr57Ky/bYspqViB9AQKneDtLZWB7vt7frr2tqorwgAzv/n6aLOmOVkHeySZH5esANoAJW7QTp+vK7YdSp3x4+P+ooAmHKtVvLoo8lc+7/4C3PtWXY7/7Z+oJRkeVmwA2gA4W6QFhfrpZhra3Ww8x9KAEaoe7fA7Gxyy1/43Sx98A1ZfOgjF3fGXFoa9aUCMADC3aAtLgp1AIzc7gYqqapc8+kPPn2WneWYAI0h3AFAw/QaebCw8wc5/pv3Xxh5oDMmQONoqAIADdJz5MEzP56z5dUXRh6cPKmjM0ADqdwBQEP0HFK+8wdZ+dKPmGUHMAVU7gCgAVTsAFC5A4AJp2IHQKJyBwATb3U1WV9XsQOYdsIdAEywVis5fTqpqiSpMl9tqNgBTCnhDgAmVGef3dZWfb9kJ8t5QMUOYErZcwcAE+jifXZVZrKdY9nMUlZV7ACmlModAEyYp3XGzE5O5mzO5kQWZz6mYgcwpVTuAGCC9O6MuZGVrGQxH03mVewAppXKHQBMiH1n2eWjSSnJ8rJgBzClVO4AYAI8fY/dTo716oy5tDTqSwVgRFTuAGACrK0lm5udPXbbOZkz9R47nTEBaFO5A4Ax12oljz6azM3sJNs7WcjmhT12peiMCUAS4Q4AxlpnOebmRpXZnc3ckn+Qpby37oo5t5DcdFO9FFOwA5h6wh0AjKnzDVTWq+xUJclsrslvXxh3oFoHQBfhDgDG0PkGKutVdqpkJltZyLkcL//aMkwAetJQBQDGzO6K3fkGKuXVWXz1lRqnANCTyh0AjJFeFbtj2cxK+eksXvGJZEWwA6A3lTsAGCOrq8m6ih0Al0HlDgDGRKuVnL5/O1U1k6TKfLZU7ADom8odAIyBzj67rXMlSUnJTpbzgIodAH1TuQOAEbton13K+X12S/PvT1beLtgB0BeVOwAYoT07Y+ZkFm++TrADoG8qdwAwIvt3xvxksvR3R32JAEwQlTsAGAGz7AAYNJU7ABgys+wAOAoqdwAwRCp2ABwVlTsAGBIVOwCOksodAAyBih0AR03lDgCOmIodAMOgcgcAR0jFDoBhUbkDgCPSaiUnXrWdjY1kJzMqdgAcKZW7o9JqJXfdVX8FYCqtrf52Njeq7GRWxQ6AI6dydxQ6mys2N5OFBf8BB5hSV/3aRzKTH0jVqdjlp7J4xSdV7AA4Eip3R2FtrQ5229v117W1UV8RAEPWOvWp3PGv/7tsZyYz2cndMz+axTf/Sf/gB8CRUbk7CseP1xW7TuXu+PFRXxEAQ9Q69amsvHUjG1nITuZSci5PXv+a5N7vHfWlAdBgwt1RWFys/2V2ba0Odv6FFmBqtE59Kife9C3tYDebmWxlIedy/OZvGfWlAdBwwt1RWVwU6gAaamtrK1/96ldz5ZVXZnZ29vzjuyt2M9nKyWd/Mit3HcvirS8d4RUDMA3suQOAPmxsbOR973tfXvrSl2ZhYSHPec5zMj8/n5e+9KV53/vel3/9c5/IiTd9S878l5edr9gdy6ZgB8DQqNwBwCV87GMfy2tf+9psbm7mqaeeSpJsbm4mST796U/n7pt/PuXcW7ORl6rYATAywh0A7OPBBx/M93zP9+SrX/1qz+dfnBvza5sfvGiPnYodAKNgWSYA7GFjYyOvec1r9g12x/K2rj1223l5OZtfuuezgh0AQyfcAcAefuEXfuH88svdXpwb87mczSdz8qKKXTV/V37nG35tyFcKAMIdAOzpHe94x/k9dt16VexeljP5ozmRj2/+St7+9reP4GoBmHb23AFAD9vb23n44YcveuzGJK/MjbknZ5+2x24jfzMP56NJkocffjjb29sXjUkAgKOmcgcAPTz11FOZn58/f//GJH8rN+Y/7lGx6wS7JJmbm+tZ8QOAo6RyBwA9XHnllTl37tz5+6/Mjflzl6jYdWxtbeXKK68c9iUDMOVU7gCgh9nZ2bz4xS9OUlftvpylrOfY+YrdH+9Rset48YtfbEkmAEMn3AHAHn78x3883/OMZ+QHcmNWs5wqM0mqzGQrn+lRsUvqit+dd945/IsFYOpZlgkAe/iBF7wgz/uDP5m78rZsZS5JScl2np0H8sUewS5JFhYW8n3f933DvVAAiHAHAL21Wvn4j/2zi/bZlWylZDNfzGrPU77+678+v/RLv5Rjx44N+WIBwLJMAHi6Viut42/Nysdee1FnzGfOfDg7OZHsqtpdeeWVefazn50Pf/jD+fZv//bRXDMAU0+4A4BurVZad/zjnNj8YM7kRLsz5naOHSv5f/7kTl7ykqdSSsn8/HxKKXnJS16S++67L48//rhgB8BIWZYJAB2dit3mW7sqdls5+Yr/mpW7n5XFxT+blZU/m+3t7Tz11FO58sordcUEYGwIdwCQXFSxuzDLrq7Y1cHuwqGzs7P5hm/4htFdKwD0YFkmAOyxx+7kK34/Zz88e1GwA4BxpXIHwHQ7QMUOAMaZyh0A06nVSt7ylrS++04VOwAaQeUOgOnTaiUnTqT1By/LiZxRsQOgEfqq3JVSXlNK+Wwp5ZFSyp09ni+llJ9tP/+rpZSXX+rcUsrfLqX8evv4f1ZKeeZA3hEA7KfVSlZW0lr/tqzkb6jYAdAYlwx3pZTZJPckeW2S65L8lVLKdbsOe22Sa9u3W5Pc28e5H0rykqqq/kSS/5TkrYd+NwCwn07F7kNP5UT1oZzJSRU7ABqjn8rdK5I8UlXV56qq2kzy/iSv33XM65OsVrWPJnlmKeW5+51bVdW/rKpqq33+R5M8fwDvBwD2trqa1h+8LCvVT16o2JXk5J+ZVbEDYOL1s+fueUl+p+v+Y0lu6OOY5/V5bpLclOQf93rxUsqtqauBueaaa/q4XADoodVK6+cfvniP3UxVV+xWItgBMPH6qdyVHo9VfR5zyXNLKT+RZCvJP+r14lVVnaqq6vqqqq6/+uqr+7hcANilvc9udesHs55j7T12Ozl5suTsWcEOgGbop3L3WJIXdN1/fpLH+zxmYb9zSylvTPLnk5yoqmp3YJx8rVaytpYcP+4vB4BR6eyzW/+2nM4PpcpMkirz8yp2ADRLP+HuwSTXllJelOTzSd6Q5Ad3HfOBJLeXUt6fetnlV6qq+kIp5Ym9zi2lvCbJjyf57qqqvjaQdzNO2n9MZHMzWViIfxoGGIHuzpjVT2Yrc0lKSqmyfPOMX8sANMolw11VVVullNuT/HKS2SSnq6p6uJTy5vbz9yX5YJLXJXkkydeSLO93bvtHvyvJsSQfKqUkyUerqnrzIN/cSK2t1cFue7v+urYm3AEMU1fF7kT1oafts1taGvUFAsBg9TXEvKqqD6YOcN2P3df1fZXktn7PbT/+3x7oSifN8eN1xa5TuTt+fNRXBDA9dlXsLnTGrHLypOWYADRTX+GOy7C4WC/FtOcOYLharbSOvzWrm/99HshyzmVOZ0wApoJwd5QWF/0FATBMrVZad/zjnNj8YNZzrN08pajYATAVhDsAJl+rVQ8ov//XsnLuf8lGFlJlNkmVUqocu0KwA6D5hDsAJlunccofvOziAeXZztx8ctPNs1laEuwAaD7hDoDJ1d04JV2NU7KVk6/4r1m5+1lCHQBTQ7gDYDLtNeog23XjFMEOgCkzM+oLAIDLsrqa1h+8bNeog+Tkn5nN2Q/PCnYATB2VOwAmT6uV1s8/fPEeO6MOAJhyKncATJb2PrvVrR/Meo6199jt5OTJkrNnBTsAppfKHQCTo2uf3en8UHuOXZX5eRU7AFC5A2AydHfGrH4yW5lLUlJKsnzzjGAHwNRTuQNgvLUHlOeBB9La/FMXd8Zs77NbWhr1RQLA6Al3AIyv9jLMrK+nVd1w8Sy7UuXkScsxAaBDuANgPLWXYWZjI63qhpzIWZ0xAWAf9twBMH46FbszZ9LaeUVWsnLxLDudMQHgaVTuABgv3RW7nVe0K3bHspOZzMxExQ4A9iDcATA+OhW7drCrK3bH2ksxk5MnI9gBwB6EOwDGwyUrdoIdAOxHuANg9FTsAODQhDsARm919fy4AxU7ALg8umUCMDqtVvKWtyT339+eY/e2rnEHJSdPRldMAOiTyt0wtFrJ2lpy/Li/UAA6dg0ov3iOnYodAByUcHfUOn+8bG4mCwv+CRoguah5Sqoqq1nKeo6lymxmSmWPHQBcBuHuqK2t1cFue7v+urbmrxVguu1qnrKapdyfm1JlJkmV+QVz7ADgcgh3R+348bpi16ncHT8+6isCGJ0e4w7Wc0WqlCQlpSTLy4IdAFwO4e6oLS7WSzHtuQOm3R7jDqp2b69SkiuuSJaWRnydADChhLthWFwU6oDpdokB5XNzyU031cHOr0sAuDzCHQBHp9WqZ9g98EBy7pwB5QBwhIQ7AI5G16iDVFVaudGAcgA4QoaYAzB4u0YdtHLjroqdAeUAMGgqdwAMVlfjlOzspFW+IyeqD6nYAcARU7kDYLBWV+ulmO1gt/Ksv5eN8gwVOwA4Yip3AAxOq5WcPp1WdUNWs5QHquWc+9Kx7FRFxQ4AjphwB8BgtPfZtc5dnxP5UNY7M+zawU5XTAA4WsIdAIfXtc9utXpXO9jNJqlSioodAAyDPXcAHM6uAeWns1xX7FJlfr7kTW+yxw4AhkHlDoDLs8eA8q3MJykpJbn55uTee0d9oQAwHYQ7AA6uzwHlS0ujvlAAmB6WZQJwMAaUA8BYUrkbplYrWVtLjh/3Fw8wmQwoB4CxJdwNS+cPos3NZGHBP2kDk6e7Ytc9oPxLzzg/x864AwAYHeFuWNbW6mC3vV1/XVvz1w8wGXo0TjGgHADGj3A3LMeP1xW7TuXu+PFRXxHApe3ROGU9V6RKMaAcAMaIcDcsi4v1Ukx77oBJsrp6UbDrNE6p2v24DCgHgPEh3A3T4qK/foDJ0Wolp0/vOepgbi656aZ63IFfbQAwesIdAE/XaZ6ytdVVsbvifLCzDBMAxo9wB8DFusYdtHZe0a7YLWQnGqcAwDgzxByAC3aNO1jNG7OeK7KTOcPJAWDMqdwB8LRxB505dqerH6q7YiaZn1exA4BxJtwBTLtd4w6SnB9QvvWlY0lVUkqyvCzYAcA4E+4Apln3MsxOsMtiTlQfysaXnnHRgPKlpdFeKgCwP3vuAKZVp2J35kyys5PMzKQ1911Zef57slEuBDv77ABgMqjcAUyjXY1TWuU7svrcO/PAF/9czj0+k50qOmMCwIQR7gCmyR6NU05UH8r6489IVdXNU8yyA4DJI9wBTIt9GqdsfOlCsCtFxQ4AJpFwNwqtVrK2lhw/7i8nYHhWVy8Odj0ap8zNJTfdVDdP8esJACaLcDdsnX8539xMFhZ0KQCGo9VKTp++EOxmX5mV596Xjc9f3DhFtQ4AJpdumcO2tlYHu+3t+uva2qivCGi6TvOUra20cmPekp/Lq6p/lTOPv/iiUQeCHQBMNpW7YTt+vK7YdSp3x4+P+oqAJuusFtjYSGvnFTmRs1nPsVQ79b/tqdgBQHMId8O2uFgvxbTnDjhqu8YdrOaNWc8VqdqLNjROAYBmEe5GYXHRX1LA0dlj3MHp6odSpe6IOT+f3HyzxikA0CTCHUCT7DPuYOtLx5KqpJQ62N1774ivFQAYKOEOoCm6l2HuM+7g2LG6YgcANItumQBN0KnYnTmT7OwkMzNpzX1XVp7/nmyUi8cdmMACAM2kcgcw6XY1TmmV78jqc+/MA1/8czn3+Ex2qhh3AABTQLgDmFR7NE45UX0o648/I1VVN08x7gAApoNwBzCJ9mmcsvGlC8HOuAMAmB7CHcCk6bNxytxcctNNxh0AwLQQ7kap1TLMHDiYTsWuvb8uMzNpzXxnVr7p3mx8/uLGKap1ADBdhLtR6fyBtrmZLCxoXwf0Z3X1/FJMjVMAgG5GIYzK2lod7La3669ra6O+ImCctVrJW96S3H9/HexyY05UH8q7H//z2Tg30yniGXUAAFNM5W5Ujh+vK3adyt3x46O+ImBc7Wqe0sqNWclKNnKFxikAwHnC3agsLtb/vG7PHbCfXc1TWrkxJ3I2G1nITjROAQAuEO5GaXHRX2LA3no0T1nND2V954pUmdE4BQC4iD13AOOou2LXHk7+luf+89xfbknV/tU9Py/YAQAXqNwBjJNWq+6I+cADyblz54PdiepDWX/84uHky8uCHQBwgXAHMC52NU5Jklb5jqw86+9l40sXB7srrqj32AEAdAh3AOOgR+OU1SzlgWo557507Pxwcs1TAIC9CHcAo7arccr5ZZi5IlVK0g52mqcAAPvRUAVglHo0Tll51t/LRnlGu3FKMcMOAOiLyh3AqJw6ldx+e7K1VS/FbFfsNr70DMswAYADE+7GQatlmDlMm1Yrue22OtglaWXxfOOUHcswAYDLINyNWmevzeZmsrCQnD3rLzlous5SzO3tC41TcnHjFMswAYCDEu5GbW2tDnbb2/XXtTV/zUFT7Zph16puyImczXqO1fvrVOwAgEMQ7kbt+PG6Ytep3B0/PuorAo5Cjxl2q3ljuyNm3dtK4xQA4DCEu1FbXKyXYtpzB821xwy7+7NcjzpIMj+f3HyzxikAwOUT7sbB4qK/5qCJdi3D7DnDrj3q4Oabk3vvHfUFAwCTTLgDOAo9lmGen2H3pWekquqKXSnJFVfUFTsAgMMQ7gAGbdcyzKQedWCGHQBwlIS7cWLeHUy+TsVuYyPZ2UlmZtKa+c6sfNO92fi8GXYAwNER7saFeXcw+bordu39davPvTMPfPHP5dzjM9mpYoYdAHBkZkZ9AbT1mncHTI5Tp5Lv/u7kQx+6qHHKux//89k4N9Mp4uXkSf92AwAcDeFuXHTm3c3OmncHk6bVSm67re6IWVVpZbFunFIubpyiYgcAHCXLMseFeXcwmTpLMbe3z8+veyDLOfelYxqnAABDJdyNE/PuYHLsmmHXqm7IiZzNeo6lykyicQoAMGTCHcBB9Zhht5o3tgeT16vdLcMEAIbNnrtx02old91VfwXGz64Zdq3cmLfk53J/llOl3l83P5+86U0apwAAw6VyN06MQ4DxtmuGXacjZl2xK0lKSkluvjm5995RXywAMG1U7saJcQgwvnrMsDvfETMz6QS7K66oG6cAAAybyt046YxD6FTujEOA0dvdOGXnFXVHzEpHTABgvAh348Q4BBgvuxqntHJjuyNmexmmjpgAwBgR7saNcQgwHno0TlnJSjY6ow6iIyYAMF6EO4DdTp1Kbr892dpKq7rhwmDyzGcnM5ZhAgBjSbgD6NZqJbfdVge73cswYxkmADC+hDuAjs5SzO3t9jLMt2UjC5ZhAgATQbgD2NUR81R1c27PPdnKTKrMWoYJAEwE4W5ctVq6ZsJR6w51m5vnG6fclnuylfl0ZtdZhgkATALhbhx12q935t2dPeuvShi0XWMOkpzviLmd2SQlSV2xE+wAgEkwM+oLoIe1tTrYbW/XX9fWRn1F0Cw9xhy8JT+XV+XDOZOTqTKTUupg9653CXYAwGRQuRtHx4/XFbtO5e748VFfETTDrr11rZ1XnB9zsJkFHTEBgIkm3I2jxcV6KaY9dzA4u5Zh9hpzkOiICQBMrr6WZZZSXlNK+Wwp5ZFSyp09ni+llJ9tP/+rpZSXX+rcUsr3l1IeLqXslFKuH8zbaZDFxeStb62/v+uu+g9T4PL0WIa5kpVs5Fh7zEHdOGVhIXnTm2xzBQAm0yUrd6WU2ST3JHl1kseSPFhK+UBVVb/Wddhrk1zbvt2Q5N4kN1zi3E8n+e+SvHuA76dZNFaBwzt1Krn99nooeXXD+WWY5zKfncwYcwAANEY/yzJfkeSRqqo+lySllPcneX2S7nD3+iSrVVVVST5aSnlmKeW5SV6417lVVX2m/dig3kvz9Gqs4i9P6F+rldx2Wx3seizDtLcOAGiSfpZlPi/J73Tdf6z9WD/H9HPuvkopt5ZSHiqlPPTEE08c5NTJ12msMjursQocVGcp5vZ2exnm27KRhYuWYdpbBwA0ST+Vu16ltarPY/o5d19VVZ1KcipJrr/++gOdO/E0VoGD29UR81R1c27PPdnKTKrMWoYJADRWP+HusSQv6Lr//CSP93nMQh/nsp/FRX99Qr96dMS8LfdkK/PpVOsswwQAmqqfZZkPJrm2lPKiUspCkjck+cCuYz6QZKndNfPGJF+pquoLfZ4LcHh7dMTczmw6iwjm5gQ7AKC5Llm5q6pqq5Rye5JfTjKb5HRVVQ+XUt7cfv6+JB9M8rokjyT5WpLl/c5NklLKX0ry95NcneT/V0r5ZFVVf3bQbxBouH0Gk5/LfKrMpJR66+q73iXYAQDNVeoGl5Ph+uuvrx566KFRXwYwDrpD3ebmRWMONrOgIyYA0EillI9XVdVzTng/e+4YB62WxirQ0WNvXT3m4MJQ8iQ6YgIAU0W4mwSGmcMFe+ytq8cczCapUkoyP68jJgAwXYS7SWCYOdROnUpuv70eSt61DPNc5rOTmfaYgyLUAQBTSbibBJ1h5p3KnWHmTKNWK7nttrS2rre3DgCgB+FuEnQPM7/qqvpr53GYBu2lmK2tb8+JnLG3DgCgB+FuUnT+YrX3jmmya8zBat7VDnb21gEA7CbcTRJ775gmXR0xO/vr7s9N7Ypdlfn5kptvFuoAADqEu0li7x3TorMMc/3bslr9D+39dfPnl2KWktx8c3LvvaO+UACA8SHcTZLuvXfm3dFEXcswW5t/KieqD+3aX1cvxbziirpiBwDABcLdpFlcFOpopl3LMFfykz1m1xlzAACwF+FuUrVaKng0R49lmOcyl53MZmamMrsOAKAPwt0k6lQ4dM1k0rWXYbbu/7WsnnvD0/bWzZQqJ08WIw4AAPog3E0iXTNpglOnkttvT+vc9T1m19XLMI9dIdgBAPRrZtQXwGXodM2cndU1k8nUaiW33ZbWuT+VlfyNrr11SSlVFhZK3vQmRWkAgINQuZtEumYyydr7605tLef2vCtbmUmV2cxkO3PzyU03z9pbBwBwGYS7SdXpmtlqJXfdJeQx/nbtr3tPfjjbmUtSUrKTk39m1hJMAIBDEO4mmcYqTIKnNU1550VNU5Iqc/Mzgh0AwCEJd5NMYxXGXfsfIFp/8LKeTVOSeszBu97lowsAcFjC3STrNFbpVO40VmGcdM2ue9pA8uxkfr6yvw4AYICEu0nWaayyujrqK4ELesyuOz+QXNMUAIAjI9w1wXvfW1fv3vte++4YnUvsrZspVU6+WtMUAICjItxNOvvuGLU+GqaUUhlIDgBwxIS7SWffHaPUaqV1/K1Z3fzve4c6e+sAAIZGuJt03QPNr7qq/tp5HI5Y62c+khObH3xaF0yhDgBg+IS7Juj85WzmHcPSXoq5+i9e1g52umACAIyacNcU9t4xDLv2192fH2pX7KrMl+3c/KY5oQ4AYESEu6bo3ns3O5s8+mj9h7i/shmUffbXlWzn5tc/kXvvfe6orxIAYGrNjPoCGJDO3rtbbklKSd7znnqZZqs16iujAVqnPpW3fP/v5VWbv5R359ZsnF+KmZTs5IpjydKPCXYAAKMk3DXJ4mJyzTXJ1tbFyzPhMrVOfSpvue5X8qo3XZt3f/51Twt1C/M7edObZ3L2w7OKxAAAI2ZZZtNYnsklbG1t5atf/WquvPLKzM7O9jymdepTWb37v+SBz9xgvAEAwIRQuWsayzPpYWNjI+973/vy0pe+NAsLC3nOc56T+fn5vPSlL8373ve+bGxsJNlVqfvMK3dV6razkI286Xu/mLVfmc299wp2AADjROWuiRYX6+WYu5dn+kt8Kn3sYx/La1/72mxubuapp55KkmxubiZJPv3pT+ctb3lLfuRHfiSn/tz/mv/xH74x67luV6VuO/M5l5uu+/dZ+pFnZ/HWl47uzQAAsCfhrqm6l2cuLNT3mToPPvhgvud7vidf/epX9zzmqaeeyo1JfvkfZtfMut2h7ruHdt0AAByccNdUneWZa2vJVVddaKyiejc1NjY28prXvGbPYHdjkuNJHs6N2c5S/kFuujCzLpu5+bqPCnUAABNEuGuyTpA7ceJCBe/sWQFvSvzCL/zC+eWXu92Y5G/lxrw/S/mXWX76zLo//Zu591eEOgCASSLcNd3aWh3s7L2bOu94xzvO77Hr9uLcmGdnKa/dFeo6SzFnymaW3n7d0K8XAIDD0S2z6Tp772ZnLx6NQCNsbW3lK1/5Sra3ty96fHt7Ow8//PBFj704N+aV+bk8kg/nF582iLzuhHl1TmW7OpFXvOLinwcAwPgT7prOaITG2djYyHvf+95cd911e441eOqppzI/P5/k4lD3b3uEupls5E/mVK7Nq/LF/LXMzz/Us+IHAMB4E+6mweJics01Tx+NwETZ2NjI2972tnzd131dfuiHfiif+cxnUlVVNjc3U1XV+bEG3/zN35zPfOYz+WObL9831HUqdTt5VT6Zv5aH89EkdTXwyiuvHOVbBQDgMthzNy26RyN0L8+0/27sbWxs5O1vf3t+6qd+Kjs7O/se26m4vfWV782v51eyndmeM+tuyAP5L1k9H+i6vfjFL87s7OwRvBMAAI6ScDctOsszV1eTBx6ol2e+9726Z465j33sY3n1q1+d3//93+/r+BfnxjwrS/nI9g9nO3PZK9R9pEeoS5Irr7wyd9555+DeAAAAQ2NZ5jTZvTxzYyNZWbH/bkw9+OCDedWrXtVXsNu9r6472M1mK69s76n7SNfyy14WFhbyfd/3fYN7EwAADI3K3bTpLM/c2Eh2dpIzZ5KPfEQFb8x0BpB/7Wtf2/e4TqXuwR5jDZLtzGU7r5z9kaxt33fJ1/z6r//6/NIv/VKOHTs2kPcAAMBwqdxNm87yzJMnk5mZOuCtr9fLNRkb+w0gTy7dAXMhG/munMr/I9+du/7NG/PsZz97zyYpV155ZZ797Gfnwx/+cL7927/9SN4PAABHT7ibRouL9XLMuXbhtqrqfXiWZ46N/QaQXyrUdS/B/Oz8x/Ot3/qtefzxx3PfffflJS95SUopmZ+fTyklL3nJS3Lffffl8ccfF+wAACZcqapq1NfQt+uvv7566KGHRn0ZzfGWtyTvfncd7mZnk5/+6eStbx31VU297e3tzM/Pp/v/m/stvyzZ2bMDZikl586du6j75fb2dp566qlceeWVumICAEyYUsrHq6q6vtdzKnfTbGkpueKKOth1j0dgpLoHkCfJd+aH89n8Sl+Vut3NUnqNNZidnc03fMM3CHYAAA0j3E2zzv67W25JSqnHIxw/Xlf0hLyRufLKK3Pu3LnzSzA/mp/LVuYPFOo6P8dYAwCA6SHcTbvd4xE2N+ulmidOCHgj8rH7fy0n5n/eWAMAAA7EKAQujEdYX6/331VVHfLW1oxHGKLWqU9l9e7/kgc+c0M2c13PsQY35LZ8JD9/yZ/1dV/3dcYaAABMGZU7LizPfNObkmPH7MEbstapT+Ut1/1KXvWma/Puz7xyz7EGfzzfnX/bR7D7w3/4D2dtbU33SwCAKaNbJhdrteqZdw88UC/VnJ1Nbrqpbr6iijdQF1fqenfAvLG8N09W/2Df5ZcdMzMzWVlZyY/92I+p2AEANJRumfRvrz14Gq0MRquV1l/6mbzlRb+4b6XuTdf9m6y9+zfyd/79y/OFZ/+nPQeQJ/W4g5WVlXzta1/LT/7kTwp2AABTyp47nm6vPXjvfnfy3vfWSzhV8Q6mXRE9darK7Ts/m63M7qrUbWc+53LTdf8+Sz/y7Cze+t3nT3388cfzT//pP83b3/72PPzww5mbm8u5c+fyrd/6rXnrW9+aH/iBHxDoAACwLJM9dC/P3NysA16SzMwkJ08mKysCXj/a/zu27v+1rJ57Q96TH76o+2Vn+eWFUPfSfX+cAeQAANNtv2WZwh376w55584lOzv1TLzZ2eSee5Jbbx31FY6XVqvuMnrVVcknPnE+1D2Q5aftq5vNVm657t/1FeoAACAR7hiEVquu1n3oQxeqeLOz9QB0zVYuqtCtbX1nrqqeyCfy8p6hLqkyV3Zyz//827n1Hd8y4gsHAGCSCHcMRquV/Ok/XTdb6SglmZ+f3o6au5ZdPpDlnMtcdjKbkp1d++qqzM9Xuenm2an8nwoAgMMT7hicU6eS22+vA173Z2eaQl5n6eWXv5zW3/13Wd3+wT0qdEIdAACDJdwxWHs1W0maGfJ27aPr7D88tXNTbs89T+t82Ql2M6XK3JxQBwDA4Ah3HI2mh7w9msm0qhuymqUenS8vVOi+7duSJ5+sp0pM4lsHAGA8CXccrX5C3utel3zTN41n0OuuzD355MUVuq7308qNWc1S786XZSe3vEmFDgCAoyXcMRz7hbyO+fnk5psz8tJW1765vPOdF/YQlnL+a6u6IWs5nqvye/t3vpxN7vm5GVMhAAA4csIdw9VPyEvqgehzc/XSzU7Y666eHSb89arG7a7KdZZa7j61q0J3ofNllSol55dgljLxq04BAJg8wh2j0Ql5999fB6lL6aqanf86O5v86I8mz3xm76DWK7j97u8mv/iLFw9d3/1zuz73rdzYR4WunL9EoQ4AgFER7hitTsjbK3T1Y6+Atkdg69ep/HC74+VMqh4Vuk6o6y4yCnUAAIzKfuFubtgXwxRaXLyQhvYYK9Czwtatc/9SX3vZ/XNnZtKa+c6sXvvTec9nX5ntnU6FLu1g16nQlYtWjOp8CQDAOBPuGK7uoJfUZbBee+P2aXTSV+VuV+OW1pe/NWuffGauurrkE7/xh/LAJ16WzV+feVomVKEDAGBSCXeM1u6w1+17v3fvpij77blLziezPUbVPS3Uzc1d2NqnQgcAwCQS7hhf+wW/PZxf9fmp5BN7NOzsfK85CgAATSLc0RinTiW33/70lZy7WXoJAEATCXdMvM7Sy/e8J9nevvB4rwqd5igAADSVcMfE6dVws9esdBU6AACmiXDHxNAcBQAA9ibcMfa6Q53mKAAA0Jtwx1jqBLrf/d3kF3+x97LLxNJLAADoEO4YK51Qd//99dLL3TRHAQCA3oQ7Rqrf5iiWXQIAwP6EO4aqV5jbrzlKUoe6m28W6gAAYD/CHUPRT6fL3c1RXve65Ju+SagDAIB+CHccmU6V7stfTt75zmRrq3eY69AcBQAALp9wx8Dst+Syl+4wpzkKAAAcjnDHZbuc/XOzs8kttwhzAAAwaMIdB7J7/tyl9s91lFIHu3vuSW69dbjXDAAA00C4oy+Xmj+33/45VToAADh6wh099Tt/rkOYAwCA0RLuSHK4+XPCHAAAjJ5wN4V2B7l+98+ZPwcAAONLuJsCBx1RYP4cAABMHuGugS5niWU3++cAAGDyCHcNcJAwt1ews38OAAAmm3A3YbqD3JNPJl/+cvLOdyZbW3Vwu1SY212V+8Qn6scttwQAgMkm3I25gy6xNG8OAACmk3A3RjqDwpMLVbWDLrEU5gAAYDoJdyO0uyp3//11kOu4VJjrPF9KMjub/OiPJs98pjAHAADTSLg7Qrv3x3V/HdQSy87PFOgAAGC6CXcD0m+jk91fOyyxBAAADkO4O6TOPrl+q3C7v3Z0gtzrXpd80zcJcwAAwMEId4fQaiUnTiTr65euwu2u2KnKAQAAgyTcHcLaWrK52X+jk91774Q5AABgUIS7Qzh+PFlYqAPe7KxGJwAAwOgId4ewuJicPVtX8IQ4AABglIS7Q1pcFOoAAIDRmxn1BQAAAHB4wh0AAEADCHcAAAANINwBAAA0gHAHAADQAMIdAABAAwh3AAAADSDcAQAANEBf4a6U8ppSymdLKY+UUu7s8Xwppfxs+/lfLaW8/FLnllKeXUr5UCnlN9pfnzWYtwQAADB9LhnuSimzSe5J8tok1yX5K6WU63Yd9tok17Zvtya5t49z70xytqqqa5Ocbd8HAADgMvRTuXtFkkeqqvpcVVWbSd6f5PW7jnl9ktWq9tEkzyylPPcS574+yXvb3783yfce7q0AAABMr37C3fOS/E7X/cfaj/VzzH7n/pGqqr6QJO2vz+n/sgEAAOjWT7grPR6r+jymn3P3f/FSbi2lPFRKeeiJJ544yKkAAABTo59w91iSF3Tdf36Sx/s8Zr9z/3N76WbaX7/Y68WrqjpVVdX1VVVdf/XVV/dxuQAAANOnn3D3YJJrSykvKqUsJHlDkg/sOuYDSZbaXTNvTPKV9lLL/c79QJI3tr9/Y5J/ccj3AgAAMLXmLnVAVVVbpZTbk/xyktkkp6uqeriU8ub28/cl+WCS1yV5JMnXkizvd277R789yT8ppdyc5NEk3z/QdwYAADBFSlUdaAvcSF1//fXVQw89NOrLAAAAGIlSyserqrq+13N9DTEHAABgvAl3AAAADSDcAQAANIBwBwAA0ADCHQAAQAMIdwAAAA0g3AEAADSAcAcAANAAwh0AAEADCHcAAAANINwBAAA0gHAHAADQAMIdAABAAwh3AAAADSDcAQAANIBwBwAA0AClqqpRX0PfSilPJPntUV9HD9+Y5PdGfRFMBZ81hsVnjWHxWWNYfNYYlqP+rP03VVVd3euJiQp346qU8lBVVdeP+jpoPp81hsVnjWHxWWNYfNYYllF+1izLBAAAaADhDgAAoAGEu8E4NeoLYGr4rDEsPmsMi88aw+KzxrCM7LNmzx0AAEADqNwBAAA0gHAHAADQAMJdklLKa0opny2lPFJKubPH86WU8rPt53+1lPLyS51bSnl2KeVDpZTfaH99Vtdzb20f/9lSyp89+nfIuBjmZ62U8sJSyh+UUj7Zvt03nHfJODiiz9r3l1IeLqXslFKu3/Xz/F6bUsP8rPm9Nt2O6LP2t0spv94+/p+VUp7Z9Zzfa1NqmJ+1gf9eq6pqqm9JZpP8ZpI/mmQhyX9Mct2uY16X5BeTlCQ3Jvn3lzo3yc8kubP9/Z1J3tH+/rr2cceSvKh9/uyo/3dwa+Rn7YVJPj3q9+3WqM/atyb540nWklzf9bP8XpvS2wg+a36vTentCD9rfybJXPv7d/h7zW0En7WB/l5TuUtekeSRqqo+V1XVZpL3J3n9rmNen2S1qn00yTNLKc+9xLmvT/Le9vfvTfK9XY+/v6qqjaqq/u8kj7R/Ds037M8a0+tIPmtVVX2mqqrP9ng9v9em17A/a0yvo/qs/cuqqrba5380yfO7fpbfa9Np2J+1gRLukucl+Z2u+4+1H+vnmP3O/SNVVX0hSdpfn3OA16OZhv1ZS5IXlVI+UUr5lVLKdx3+LTAhjuqzdpjXo5mG/VlL/F6bVsP4rN2UuhrT7+vRTMP+rCUD/L02d5iTG6L0eGz3fIi9junn3Mt5PZpp2J+1LyS5pqqqJ0spfyrJPy+lvLiqqt+/9KUy4fxeY1j8XmNYjvSzVkr5iSRbSf7RAV6PZhr2Z22gv9eEuzpRv6Dr/vOTPN7nMQv7nPufSynPrarqC+0y7RcP8Ho001A/a1VVbSTZaH//8VLKbyb5Y0keGszbYYwd1WftMK9HMw31s+b32lQ7ss9aKeWNSf58khNVexNUn69HMw31szbo32uWZSYPJrm2lPKiUspCkjck+cCuYz6QZKndGefGJF9pL3/b79wPJHlj+/s3JvkXXY+/oZRyrJTyoiTXJvnYUb05xspQP2ullKtLKbPt7/9o6s/a547u7TFGjuqzthe/16bXUD9rfq9NtSP5rJVSXpPkx5P8xaqqvrbrZ/m9Np2G+lkb+O+1QXVmmeRb6o43/yl1d5ufaD/25iRvbn9fktzTfv5Tubhz19PObT9+VZKzSX6j/fXZXc/9RPv4zyZ57ajfv1szP2tJ/nKSh1N3avoPSf7CqN+/28R/1v5S6n+t3Ejyn5P8ctdzfq9N6W2YnzW/16b7dkSftUdS75H6ZPt2X9dzfq9N6W2Yn7VB/14r7R8KAADABLMsEwAAoAGEOwAAgAYQ7gAAABpAuAMAAGgA4Q4AAKABhDsAAIAGEO4AAAAa4P8PzMDJXHeRne0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAj90lEQVR4nO2dXawkR3XH/2dm73pZx4aA1sYf2NiRURRZwgHLsc2DtUQywQoYopWSKA4k2cRK4jxEKFHA7/ngCQnFIiHyAwhFQbIEBgWF5eEqKA+2Y8ABP0CwDBjLCBvxYRSD7Z05eeiu7urqquqq6s/qe/7S7tzpqequntvnN+f8q3ouMTNEIpEoVpu5ByASifKUwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZKi4EGFPkxETxDRV4noTY521xDRw0T0TSL6JBEd7+pPRN8moq8R0WNE9Gi/0xKJRGMrNvN4O4Dryn93A/iIo90HAXyIma8D8CMAZwP7n2bmG5j5xshxiUSiiRULjzsBfJwLPQTgVUR0md6AiAjAWwE8UG76GIB3hfYXiUR56Fhk+ysAfFd7/nS57XvattcA+DEznzfadPVnAOeIiAH8MzN/1DYAIrobRdaCLbZvPomLI09BlKI34EfO1/4XvzjhSESji+off87/h5f4RbI1i4WHbSfm+nZfG99rb2HmZ4joEgBfIKKvM/MXW40LqHwUAC6mV/OvbW8PG7lNvE/vO7YWdtvAOX7A+cu7nX596uH4RdZrfTmiZc9T0KZ+/x46/3lnu86zIKJ7ShPzMQDPAHid9vKV5TZdP0BRjhyztHna1Z+Z1eOzAD4F4KausYlEovnUCQ9mvq80MW8A8GkA7ylnTW4G8BNm/p7RngEcAjhTbnovgAfLnz9j609EFxLRRQBARBcCuB3A4/1PTyQSjaXY/OlzAJ4E8ASAfwHw5+oFIvocEV1ePv0bAO8joidQeCD3d/S/FMB/EdH/AHgEwL8z83/En45IJJpKUZ5HmVXc43jtDu3nJ2EpO1z9y/ZvjBmLSCSaV8t2bkQi0WIl8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIgnQeABvbuNwuOpoSeIiCdAedqQCi/p0vt4uOpo42POhon36sfogLvM9FR0sSPaIgfYI/i0vwIgio/l2CF/EJ/uzMIxPNJYHHUkU09wgaUuDQpQAiOpoSeIhEoiQJPMT3EImSJJEjEomSJPAAJPsQiRIkUSMSiZIk8FCS7GM9YnMtrGgMScToWhpAFjZd65Ks9TiaWli0LEBLA8jCJWs9jq4kUmwSgIhEnZIocWkpAFlI6fIoTrXuqhUdbS0kQhaqpQBkAbqXbpt7CKKFKe/omOJDWQAiEll1bO4B9BVtaoLwfqTEWgGE9+Psv/P4JNOPosVpVR+rtKEGTEY4wHj77jz2MrwPl/6JPz/3EEQTK/vMw6ZRs5E5s5CFZiAE4Fr8dO5hiCbWqjIPm0bLRmgjfojoSOvIXP0KIoODZGqIzFi+PI+td7r27/g/JxuLaH5lDo+0QBoFJFNChGgWiJyhdztfIwA34rnpBiOaXZnDA3XQJgZv9hBZmOQ+l6Oj/OFhKhEkg2cjU0FkYoD4Vpqq+1zu4S9POSTRTFofPHQtASRTQGRCgHStNCUA78ST0wxGNKvyh8eG6n8+JZY3g4GkR2kVtv/pfJBncdI/FCzAPF3glPbalD88dOkgiYFJoHSQ9IJJ5hC5H9d7Z12UeSrly7qVNTwIAPkCZelZyZjZyIgQOaSrOu+yJQB34kkxUFesrOGhRESNf1ZNmJUkaSyQjASQe+k2PIsLOgFyCV7EOX5AshBdc90jNbDyhgcRsNkU/xqbB4RJQlYyGEiG0khZyF30js6FY+pPU96JJ6f3QcT3GFV5w0OXgsjCYNLLJxk6G1EQGRAkZ+jdQV8UpHyQ2Y1U0WDKHx6ugJgDJiHDXRpIBtC9dBsexLXBAJm0jJHsYzTlDw8dDDpIxoSJSz2ykigNCZKBIHIfvanTAwGaZYx4IXkrb3ioa94Eg4LDWDAZocRJLm+GAskAJc1d9I4ggABtiIxazkj2MYryhgc8gR4Ck672Xceo+g5f4iwCJAm6i94R9WXJCiKqnDnNTyUdt1NLA8gKZlwyhwe1AtcM9CrYXXCYCyZjZyU9bxgs9pGWjdxLt+HvcRNeBKIh8gE8ggf50+NAZGkAyVyZwwPtALEE7pphEqyJQXJIV+E36Uz0n2wgACdxfjyICEAGE3HGb+YrD07xLa/6rXqD+ZWDttTQ8rWEzvdgb+nve79s7buO4RhTewdhaW701y72SZ8Dr53T/BT+Go/gGBD9DSzqCM/jOO7DDTikqyL34NBSvs5ggd9Gp38oPXT+83h+/0Prm7W8kcdK/0Q0P+HNT3PatNvEljpj+CYDZibRJU6fjCQwGzmkq3AHncGDuBZ7hJcyQF3OvBIv4QN4ZLjZmYw/NJeizDOPS/iWV5+pN9g+Rc3zGzI7cWUaMZmMb/+e8bR30J1BTJaVdFxTp/kpvB+PJH1y6XseLBuZOwtZcPax3syD0PzE3m4t2YaRJaRkJwj0TbqmiKfKTFxv11RZSUdGckhX4R9wE3YoYJCSiejZSG9vJOMP0DmVd+Zx/BK+9dRvt375rXPSP3GXkJ1MnZmM4ZekZCWOczjNT+Ev8ShegX3yHwFkDJSJzJWFLCz7CMk8MofHpXzrpb9TPDEDTzsvL0yAdiB0tbf1mbjUGRsmc4BkCIjsUWQlz+Ik7sf1aSARgBwBeFxwKd966e/WG1pBv3e+FpWdWCEQn50MMquzRpgYYz/NT+EefAUX42UA8TM01W7Lf8kwmQMiCwFICDzy/4tx200dHETNC3G7bT7XAo+Mttz4nW2bAUdoB4T5O94bG3jf8ifIyghu+R/Y79sXrhqrrS3Q8kkaMDH9DRME5gVrCX7TI/HCRN9fCEiMsR/iKhyiCPLT/BTO4nGcwgsA4kw65Y0AwKV4Ae/DlwBGOEBYu66mEu8XARDec6cvlnnm8Vq+9YrfK554MwnHz8C82ckYpU6KbzJlZtIjKxnKG9H1JC7Cn9LbwjpPCZEFAIQ2tOKy5cRr+dYrf98Nh0bW4QGIIzsxXxvcO5nZiE0udYaCSSJIhiprgAImUQABpoPIAgDy8P7ceuFxy1XvAQBQaKYRApS1ZCcLgcmYWUmfsqbaDQpP5BReAIOwAYd5JFNAZGaArBgel/Etr3+vM/CDgOKCibfdsrKTsUqdrGBSgkRlJDFhrUxV2/bg6d+xQTITRB7encPzvEZ4vOIyvuX1f1BvUOcSCxNPn6RyZ8jsZOxp4hXC5PT+O1U2ojIJIL28UdO/QABMxoTIDABZNzx+6Y+KJ+o8IrON6Owk9Bie7KR46st4ZsxOhip1xoZJZFZyD38Zd+LJFkBcWYd3dwB+hmM4gfN4zlfejAWSCSHig0feU7VE4M0GxFxP027L82Ttsthz/Yvk5s9saU+e9gCKY1RBQ/ap4u222QdwTxVvyQjCjqnirmliANg0g8s6TRwyRQwU44ydIvZND3dMDQdNCwdML9dtCffRm4F98acw9b2fB+EgaoE8qq8NADqmgMea6lXnOrMfknfmcfJyvvkNZ+sN6j2N8TeGyk5c++/qE1ruDJ2dzF3qLCQzOb3/Dt6HL+EEdkHtXdqBQGB/JgKMk42MCJH1li0nL+ebf/lPiic2v0O7fqxAiQ32nMzYAbyTMUqdJN9kZJjoHgnQXFyWouAl8kODZASIrBYeF194Od/8K3fbIeEMzpi2EwJFshNL+5Fg0tHfhEmfkHwJhJ/hABfhpen8kQEhsl7PA1TU4lRDgCufo/QvTM+itCKqtntUr7fbevwTvZ4tf2bDCyGbF2J4HU7vpDouwpfZD+2dbNpBZnonUcvrh/JNbMGhnVenZ9LhlxxursYhrgZQgKTPqtbjYBzHSwAC/RGgP0gm8kTyhgcBTNCCvw2J6nfigoQVPI62CihjmbFbAxoJZqx5z04LKDogTJhsjb4mfIDhjNgJTdg+MFEg0bORn+IAAOEivAQGdfzBzaZOYIezeNx6706VmUADSx+Q6L/bEUCSd9nyC1fwTW/8MwCGp1FeHKSfmq0smKvcmcKMnco7GXuaOMY3STRh+5Q5KYbrHsDb6AxO81Otvl6/ZIjSJhIi6y1bCNWnUeN6MtN+QJuJ0V6fqtwxs4fY7ETvC/SeKu7MTvSMY4HZie0b6ovyyXKNu0qdATMT7BHlkTyHkwCKPiZ0VF9riTNEaTNgNpI3PACw+sWra0SrKKr3mtEuCbQA9ZY7gB0oMeWO1nb8ckfbP9AGisOM7fUVBUN4JyYktLHVjUb0TXrAxPRI9PLmFdjhuJa2/hxb3I/rAaCCjUt6idMqb1jLSvqCJBEiecODqAq0Kj7V74l1ONTbuAroOsirS8OWnYT4J0Y7G1CizFh9/DOZsdRqN2124jRiTTmgMxdMDrfX4JCvrp7rMKk8jc3VABdrQi7tAMgpvNAqb1pZSd+MJDEbydrzuOjiK/nGm/7CWMNRPDQ9EPWa5jVwe5u9Lzfb632sZVGHH9G19qTRtuN14+espoqH8E7GmCJOmB5O9UxC/JLvlyWODTLfx0ncRXe0vqKgcf9NH5+ENiv2PFCm16ydGxuPQPXBXgFgr3WRcse/f2C4qWIMnJ2ElDpAXKnj8k0808OpnkmXX6JKnPfjkfaxUWclf4X/xnHtglffKv8BfgTPsma8xoKkYz1M3vAglc5r26pl55oXYoBCn7BvlTtaOyl3hjZjO7wTEygd3kmyETtyqWP7+r4GUBxljqvEObt/3Jp5PIeTOIvHG+CoDlE+NkqcoaaAS+UND6AwTC1ZRrWtkZo3zdXGz9WHfR2UtX+i7d5SsYw5u+MET9fszlLN2CGzky1an45DGrGT+SZlv8PtNTjENa1zuh/Xt8qbrqxEl3VtCVt8mEjlDQ8CsDGuLxMQ+u/MAAox6oxiLeVOTHai9me0j85ObPsH/Gbs0rITUxbokGvNyUgwUTLLm5CsxJQqi5zm6x7Rszd5wwPtzEOVA3UgW/wQMzsB2uWO/npquaOPw1PuFNuHKncCsxN1zhZAjPo1BTlkJz3WnET5JhEwqbISo9/9uL7ledjkW1vSyky08ulXPatWsoYHE8BVAJWP+2Ymoc9otIDSVe6Qp31QuaNnG8YYgHD/ZJJyB1HZCZBY7gwyVTxydrLdhs3s9C11Uk1YwzPBDo3ZFqCZcIesLXFlJgewnHeprOEBUGuRWB1o6oHqi8MASmq5Y23vK3eAln+ymnJnLjO2HGsQUKbKTkYsdXwwaWQlAE7vvmVfWwLgObavLfFlJi7lDQ9CvRLSm1U0gVJlJ9q2qHKnsa+AcodRBXtqudPYuKRyZw4zNmWqeODsZHAjdkSYmGWOy3wFule96sobHoCWeRiA0H9uZRXcbrNvQ2cw/8Q2pshyB5wwXTxmuZNoxgIOoMSYsWNMFUdmJ6RnTqWSjNiBfBPv9LClzInNTGzKGh7cyDzKAEQz4KqN2iODtDblo5mdAMP6J3C0t/TLptyp9hlY7igY28qdJZixXdmJCZQhspO+pU6CbxKbmbiUNTwANG/gMgPS+slvB4o9qzDahpQ7tuNKuWOcc2J20rXvKcxY3w2Dc2cnqaWOmZnsNzjLX8UpvICX1zrbAgL2W9IucFgfm9mI+cnPljb2trxB+1gzlTuABSgTlDv6+c1W7kxgxmaZndjiPKLUqTIT7S7hb+3OWXZaKG94AM17Wxqw8AOljh6yvOboi/axQvyTMcodakDBMpSQ1bGM6HKnM+uYpNzpkZ0A/nInh+ykrxHrKHWC/uSFplXAIyRrMIFg7+Poa+kfU+6MMl081M2AalN1zCNe7gwxVbyE7GSAUoc2BM8yj7zh0TRM/Y9Wk9SbYZiASS93ALSA0nu6WN/3Um4GXGC5M9jak2gzdluPtdy1GygjZCeDlTpkaVAoa3gAqFLERiqOrsxCPTaDs+jjyjDM/QaUO7ZjmdmJvi3GP7FkGUGzO40x6McoP0kHuRnQRqp5yp1ZzFh9+1BTxbHZydDTxBblDQ8C9ts2JKy1vf5Y/hyUNei/0EAYNfdrh1Hf6WL2jXlD7eOmThdPcTPgGOXO0EvtXdlJ1WZsMzYyOwlZYh+YnbiUNzyA8sY4f7YAFBc8+9o4AdNd7tghpB6H9U8mny7OtdxJ+SIlDRCtcscJqvJNmsKMnSE78eUgecODUNySb5QQRTD7gdKIyVZfex9vkAeXO1p/o6/92M22S5ouXmW5o/Y1sxm7mOzEvH9HU9bwYKBlmNbXkhF0aAadLVBd5Y7ZNijIjeN5HyfwT1a5OnZJ5Y46/kBm7GjZiQmUkJkdh7KGBwjFLfkdge0CSkj50emfePp2+Sf2Ps2+zTYuGHWXO5NPFzN6r47Nq9wZKDsBwszYPlPF+k2AXdmJp27JGx4oM4/QQEezrVnuNDp79hHtn+gBHHo8637Sy51q4Pq2saeLXf30oXhWx2ZR7sRkJ8Z5jlvueKaKo7KTlZYtIDTKFlsQhQZ6HVc9/BMjYOxBbT6SpY//ePV+xy93oI1nqHIndnXsJOWOPojocgfzlzuxZmxMduJQ3vBADY/4rKPZxgWeYp/x5ceRny5OLXe0vkPeDGgtd/S+Hf7J4sudMbITtc2h1cDDFcAmJGyPMZlDdLmTMJ42YHKcLra8RyHljm1MkeUOuD1dbC93YA3+bMqdKczYtZYtanl668NSi5UQoLjaAd2ZQ73PHuVOwHiCsoYOgDX3m+6f9J0ubhyjp38yxc2ASyl3wteeOLITINGMtStreAAo13nAH5hA+yJNCOD4TMbvZ8RAKwQoMl1sDGXomwFnLnfY0nb0cme1ZQuhNVULuIOcuLyYtPcyJoBDSxH/Ppfln/ihFO6fLHK62FfuNMagno/4VY9zlzvJZuxKyxYA4A1XF5AzyDAMUGz93VmHPkjfPpfnn9gzDfVo90+CwAWtUQWB8HKn0a53uVP/wpNXx+ZU7qRmJx7lDY/S81DR2byA/UDp3K4dQz0fzT9pQW5a/6TfdLHW3wUj27GqYOZ2mynuLrb0i54uzqHcSTVjq+1wKm94AI2ypRnMfqCYQda1Xd+8Nv/EDpj+/klzv/a+i5wuZsStjl16uaO2Jc3urLRsYZTXQOnrdANhWKAM4p9oATKYf+KARMx4QoAScjxnX0t/VybUHHj5fMzp4sYYjX76UIa8GXCx5Q6cyhoeILS/DEi9ZP6+nMFjXsCB5U6jT/3aqP5JBxRyWG7fHLsdRiHgGnW6eJbVsfqYF1buOJQ3PADwllsXWCMYtGAeMzsBOkADRAPF1c52LOeYMlhu33iDumBkO1YFAW63SZku9n2Z0sirYwcvd/RjpJQ7ay1bzHtbALYE4XxA8YJGOwf42gUEcN9yxwzwJGh5+k41XRzin/SdLm6MY4TVsdHljta50TfYP+kod1ZbtgBl5uEL5DyAMqR/EmvcFvtM809s59MO6mbfWZbbN4LSaDvT3cW+cqcxTP2cRvruk06fxaK84aE8D8cv2l1OBLZXh8nMP0kCT2ufC/ZPrIDxw6/52kjlDtAGykSrY0crdzzrPfKGB7hYJAaduuV/rYs4n+wE6AANYP/USwBKSKDP7p80YNEBMP0Nah3H3neKcqexbYTVsaOWOw5lDg/Usy0VLaC9sesBinM7adtD/ZNGMHYfy9Wu2Ge8nzG3f9I8jgtGtjLFaDtbucPVk7HLHfbwI294EICNHgkozrZ6/484UGbwT3JYbm97n82+IeDq/WXU+riGKnfQBoqv3GlstJU7HuUNDwBoTdUawIgFSu7+iSswF+SfFPt0BHgCtLqyhpDj1fsNgJ/tWFVQcrtNZqtjGxfRaj2PRuZhAYdzO9X9AbBxcawpOynOz7G93DyLf5LTcvtZpostELOBf+zVsR5lDw+qMg+uf8k2cPhgIuXOev0Tz/gmX26vt3X5J41gNoAy8XQxcd3OprzhAQbpngcYzFScrwYMK0wA45crQPECZUj/xLiY3eCZyD+pdjnjH0OPKHf0YY3pnzTKHYsyhwew2Wjz20wgcPHG2mAChjc7qdo5th9V/0Q77uT+iXnsDPyTeszh8FvsdPFaPQ8igDb7Eg4EUAGLmrwaTIBxgCL+SeMtcpU7rn2Hgsf2uBT/ZKzl9kuYLtZfNpU1PABgu1VwUFBQmUcNE9I+AAYBig8mUu5YsxM42gHtAG5csZ5j+aEQ72ek+ieDL7df4nSxRVnDg4ixKf8yOJdXKzNZYWJmJ6lAydI/Ma6B4HJnZKC4AtjWvxM89XD7+yeNoAsbTxswfZbbB4y18Vq6f2K7Zur9oAl/Q1nDAwC2230DHCgh0NyGQYBS91Eb8vRPqgsmMDtp7scMgCPqnwRAy34d1M9DjlePmSzHsfcddLrYo6zhQcTYEgPE2CsIlK8VGUgNE7UtGShT+CcmUMQ/aW6wtQsAim0M7jH5AzwJWp6+S19uv9rMgwAc2+6xZ3VzrQpcqoCiw6QGRyRQxvRPVLvqQtCvWiAqO8kcKM7tgdmJ/vY5YeE4ln+faf5JCLTagFnYdLFHWcMDBGw3e2yBIvPQ4KADRYeJmZ2EAUX8k6q9cVHFThdPDZSQAA6dean3Ge+fxGRL9uvA7OM/Xn1BhvsnNnDphzaVNTwIjGObPRjQAFIEvwkUX3bSBRTxT9ztq2CY0T+pts/gn9RQ8PsnMccw29oBE19emX2bbRww8tQtecODgGPlbMueCVsDBiZQfNmJaiP+ib7PvMsdffNY/okfCiP4Jw7AFI/x5ZWzr+q/5szjYLsrwAFUj+qXZgOKLzvpAooOE71PClDEPxH/pHEQy767zsc3rmIcA307m0OZwwM42BTwUCtLy/WmXqCoR0Z3uWMCpb9/ooAu/klf/6QZLOMDJSSAQ2de6n36yx3vMYzXbOO2Xwfhx1uv50HcKFsawCAEASWk3BnSP1HbV+OfKKBY4NAcg+rLlrH1zU60HQaPo2N7uXko/yQOPP4Adx3Ddj5mWztgHNlQh/KGB4Djm/Nl0AL78u8w7EGNDKMLKCHljgkU1S7FP1GwGMQ/gfEp3uhbPxf/pGscA/oneuxFAMUPBU+ARwLFfGwDRit3jkrmAewb0NjzpgUK9dgCCmrohPonql2Kf6L2MYh/Aoh/Att+8vFP4o1bsuzLoJwBMd/5OB89yhse4DLzKCHRyiqaJU2VnXQAJcY/UUDRYYKyTShQ+vgn6vmQ/km17ynKndZ+Z/ZPtJJhSv8kCTytfZJlnw6guI5hjme1mQeACzY77HlfBfquCmw3UHRgdAFlbP9EAaWff6J+RtWmtyFrg4na19hAscChOQbVly1jGyY7aZ/b0fRPDCY3lDU8NsQ42OwANKFRBJ4fKE1Q+IES45+oxxj/pJHxOLKTqfwTMBmfxuKf6OOYzT/R+o3mn9iO4VHW8KjLFsKxKuCb0NjzpnzNDZR2dmIBimob4p9o0BH/RO+HNpxSsxNzn8gbKKHlDtAGihdQAUDx+ida4mIqb3gQcEA7rTzZYVf+FSgdKDZguIDiLndqoMT4J0ARvOKfVKmG1kdtN4AxN1CMT93Bvu6xNY4F+SfaObeA4lDW8Nhgjws25wEUgbXDBsdUxuAAii07KV5TQFmGf6L3mdI/0QFSA0H8kzGyE/s4OraXmyfzT1abeQA4sXkZOyNgd1opYgUKiu2+cgcI908A3RsJA0qIf9L0Qqb0T7i1rXiO6rn4J/oYsFr/pNq3RXnDgxgHtMMB7QqAoAg+8/nOyBwaQEGdtaifR/dPKN4/Ua/H+Cco283lnyig6DAR/wTt9gMDhbXjV0MKBErrca2ZxwaMCzYvAyiCcVcF2aYJENIyEhAOsLMCpeirSgW7fwIoINXH6uOf1McMX9AW458oGKT4J2pf1fWUABQwD++fqP2Jf9LaR1+g2Pq7lDU8CIwT9HIR5LSrgntHVAPEAxS93GkBBXVp4/JP1H59/gnQho3LP1H7DfFP1OPY/skQNwQO6p+o561g82QnQwPFDORWX7aMbfn+SQMWa888CFx5HjVACAcAdqSCvMxISriYQAG0jIR2VqB4/ZMSKCH+SfEYZsiO5Z8AqEqZKW8IHMI/mfQPeh1B/6TKTgAvNJSyhsem4XmUgUIb7HhTBL4GFKAAyp43BVw8QFmKf6L2EbSgDTp0luWfqO1D+Cf1p6T4J1MAxae84QFVthAOqiDaVVnHjgl7FMFeAYXqoNTLHRMoKJ8vxT9Rr2frn2hrWKptRnbS3m4Hivgn5bGqLMkcg7nddm7uskYfnzodm7KGR1G2vKQFtp516EApso4dFyWNDhT1WlXumEAhLSOZ1T+pgbIE/6Tqgzm+UEn8k8n8E4+yh8cBirJlD5V16JlBAYI669BBsKnKnQMU4FH9Wv5JoCFbH9ftnxRt+y9oKx6XsaBN/JNAoEyRnTTGgP5AWWvmsaHCMAXqzOAAZYlSAaUI9l2ZSehAUa9V5Y4GFMDtn8QYslb/RAvGqRe0jXVDYI7+ySRfSF0Rq0d2Uu1zBqB4lDU8CMAJerm84OugVcYoVPkCzYfApippKqA0so4I/yTQkAUc/snMhmyIf1K1DfBP1DnE+Cdq+1z+ySh/0GtF/slqM49inccOexQ1/g5UwkLLOkBVRqEDpXhtU5c7GlCANP+k05AN9E+AbkPWV+4s4YbAGP+kzw2B4p9ogNDg0ByD6suWsfmzE5+yhscGwAH2mq+AOiix17IOtc0FlHJbo9zp4Z8EGrLFaz0WtGEY/yRlQdtY/oneJ3xBG9D/C5U82QkQAZR1+Se+wiVzeDBOkLrooXkezYt0p+p3sgOl2qb5GKpfrH+i+kcZsgMsaKte07ITuSEwDijinxT/tTIRh7KGBxHhBAG78vm+fBd24LKQgQUWVG3TgaLa6v6JLbBN/wQY3pAF8lvQFuSfUIR/QvH+yWK+UKkzO9H7QgtyD1DGLHeq/VqA4lHe8ABwgjbYlWe6B7BjLryLso0LKOpRL3eK4Lf4J3MZsoEL2tZ+QyBQBG/UgjYU13+Mf1Idx5OddAGlgMhA/kkJlDn9k9VmHhsQLqBjpb+hAGKBhQUoOwYOqBsoRftmuTOXIate8/knADqBIjcEdgNlGf4JtD5qgyc7qdo5tncAxQYTn7KGBwE4oC2ArZYxMPbYl8FVA2UHLoMRVbvisdh2YAClt3+iAcW+/mTnLHeUIWsrd2IWtKWuPxn6hsAg/4TC/ZOQcsd8PcY/oYDsxL3+BEgtdya/fwdAdTCyZye+zIOquwczFBH9FMA35h6HSLRiXc3Mp2wvZJ15APgGM9849yBEoqOozdwDEIlEeUrgIRKJkpQ7PD469wBEoqOqrA1TkUg0n3LPPEQi0UwSeIhEoiQtBh5U6MNE9AQRfZWI3uRodw0RPUxE3ySiTxLR8a7+RPRtIvoaET1GRI9OdU4i0Zq1GHgAeDuA68p/dwP4iKPdBwF8iJmvA/AjAGcD+59m5htkXYhINIyWBI87AXycCz0E4FVEdJnegIgIwFsBPFBu+hiAd4X2F4lEw2lJ8LgCwHe150+X23S9BsCPmfm8pY2vPwM4R0RfIqK7Bx21SHREtaTl6bZbcMx5ZF8b32tvYeZniOgSAF8goq8z8xcTxykSiTBz5kFE95Qm5mMAngHwOu3lK8ttun6Aohw5ZmnztKs/M6vHZwF8CsBNA56GSHQkNSs8mPm+0sS8AcCnAbynnDW5GcBPmPl7RnsGcAjgTLnpvQAeLH/+jK0/EV1IRBcBABFdCOB2AI+PfW4i0dq1mBWmpRn6jwB+A8ALAP6QmR8tX/scgD8uS49rAfwbgFcD+AqAu5j5RVf/sv2nysMcA/CvzPy3U56bSLRGLQYeIpEoLy1ptkUkEmUkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZL+H0WWvRHWXH+fAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAk8ElEQVR4nO2da6wkR3XH/2dm7+6yjh88bMfY2JjI+YAs4diOg+GDtUQyBAUMYaMokgVJNrIIqygRIQL8PYmQohChWCRE/gBCUZAsmYdiYRPpKihS7MUGA1YEwTKwWCbYFg+jGD925uRDd3VXV1dVV1U/a+75S7tzp6equ3pun98951/VM8TMEIlEolit5h6ASCTKUwIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJioIHFfoYET1KRN8gomsd7a4kogeI6DtE9BkiOtzVn4i+R0TfJKKHiejBfqclEonGVmzm8VsArir/3Qbg4452HwHwUWa+CsBPAJwM7H+cma9h5usjxyUSiSZWLDxuAfApLnQ/gAuI6BK9ARERgDcBuKvc9EkA7wjtLxKJ8tChyPaXAviB9vzxctsPtW0vB/BTZj5rtOnqzwDuIyIG8E/M/AnbAIjoNhRZC9ZYX3cM50WegihFv4qfOF/7H7x0wpGIRhfVPz7H/4cX+HmyNYuFh20n5vp2Xxvfa29k5ieI6CIAXyKibzHzl1uNC6h8AgDOo5fxb6xvDhu5TbxN7zu2FnbbwH18l/OXdzP95tTD8Yus1/pyRMuep6BV/f7df/ZeZ7vOsyCiU6WJ+TCAJwC8Snv5snKbrqdRlCOHLG0ed/VnZvX4JIC7AdzQNTaRSDSfOuHBzHeUJuY1AD4L4N3lrMnrAfyMmX9otGcA+wBOlJveA+Bz5c+ft/UnonOI6FwAIKJzANwM4JH+pycSicZSbP50D4DHADwK4J8BvE+9QET3ENEry6cfBPB+InoUhQdyZ0f/iwH8JxF9HcBpAP/GzF+MPx2RSDSVojyPMqs45XjtrdrPj8FSdrj6l+1fFzMWkUg0r5bt3IhEosVK4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQBeksADa2cblddDAl8BAF6a10ogKI+ne23C46mDrY8KCDffqx+jGOeJ+LDpYkekRB+jR/ARfheRBQ/bsIz+PT/IWZRyaaSwKPpYpo7hE0pMChSwFEdDAl8BCJREkSeIjvIRIlSSJHJBIlSeABSPYhEiVIokYkEiVJ4KEk2cfuiM21sKIxJBGja2kAWdh0rUuy1uNgamHRsgAtDSALl6z1OLiSSLFJACISdUqixKWlAGQhpcuDuLB1V63oYGshEbJQLQUgC9DtdNPcQxAtTHlHxxR/lAUgIpFVh+YeQF/RqiYIb0dKrBVAeDvO/juPTzL9KFqcdurPKq2oAZMRDjDevjuPvQzvw6V/5HvnHoJoYmWfedg0ajYyZxay0AyEALwGP597GKKJtVOZh02jZSO0Ej9EdKB1YK5+BZHBQTI1RGYsX57B2jtd+9f8H5ONRTS/ModHWiCNApIpIUI0C0RO0DudrxGA6/HUdIMRza7M4YE6aBODN3uILExyn8vBUf7wMJUIksGzkakgMjFAHsO5ztJF3edyir865ZBEM2n34KFrCSCZAiITAuS99Gbv6wTg7XhsmsGIZlX+8FhR/c+nxPJmMJD0KK3C9j+dD/IkjvmHggWs+1jglPauKX946NJBEgOTQOkg6QWTzCFyJ672zrqodR8y+7LbyhoeBIB8gbL0rGTMbGREiOzT5Z132arZl7v47lHGIJpfWcNDiYga/6yaMCtJ0lggGQkgt9NNeBJHOgFyHjb4It+F43xmlHFkqbnukRpYecODCFitin+NzQPCJCErGQwkQ2mkLORWeht+AeoEyBrAh3F6+lkY8T1GVd7w0KUgsjCY9PJJhs5GFEQGBMkt9C7v9G11aAC34DHxQXZI+cPDFRBzwCRkuEsDyQB6L7056JPGlA9yH981XRYi2cdoyh8eOhh0kIwJE5d6ZCVRGhIkA0Hkdrqp894XoDS5UWQhk0JENLjyhoe65k0wKDiYMNGDpA9MRihxksuboUAyQElzgt7ZaaJWh0MNkXvHhohkH6Mob3jAE+guOCwFJl3ntQSQJOhWelvUhyUTiotQZSKjzcosDSA7MOOSOTyoFbhmoFfBvjSYjJ2V9LxhsNhHWjZyO92Ev8ENeB6IggihmJX5HH92HIgsDSCZK3N4oB0glsDdZZgEa2KQ7NPl+G06Ef2VDQTgGM6OBxEByGAizvjNPH/vQr7xgt+pN5gfOWhLDS0fS+h8D7aW/r73y9a+6xiOMbV3EJbmRn/sYp/0OfDaOc5n8Jc4jUNA9CewqCM8g8O4A9dgny6P3INDS/k4gwV+Gp3+R+n+s/fime2PrW9W/vB46bvqDea52AKpD1BccIiBj2//nvG0dzACTEYGySn+Kt6Ox6oSJfoQAH6BQ/h7XDsMRJYAEIHHPDp/7yK+8WUn6g22i78LKAcIJpNlJR3X1HE+gw/hdHLNzBg4E5kbIgsGyO7C4/BFfOPLf7e5sQsOKdnJWKXOWDBZUlbiOI/jfAYf1ACSmokAA4FkToAIPKbX+Ycv4jdc+HutC7R1TnqQLCE7Oagw8YDkz/EgXoJt8pcADgaSuSCyMICEwCPz722heuZDCzwyvt+EG7+XtSXYjEAwf49byy921c5OzJkWZm7NzGC7tV+gtraqPWDfdzUWY3/m+ZkXpiPwo77vRt9nKEj0c9DGv0+XYx+X4zifwSl8DefhxaJ52F4bbc/HC/gwTuO1/DTuoGsj9qCNaw6A8HZxAOlS3pnHkYv5DRf/fr2hlUFsna9FZSfWjCI+Oxmz1Bk7Mxk1K7GMvW82ova4BWEFxpM4hjtxdVxGMgdEFgKQA5B5AFiv6uAwv1FtvW4+T81OCO2A6MpOeNvKCMjKiMDsRI3V1hbjZybmmhIvTGKzEsu59s1GVDt1t83FeBYfwFcARjhAWLuuptJCMhDecuc6oszhUS5aWusgKE/YBhQTJkAz+BrgIeOvuVnudMDEVh5NUeo4YFLtG5gWJoElU7NPve99FBAB0ABJSjgfBuMUvlbtL1hTQ2QhAOlS3vAgFMGj16kVKAygLDE7MWECR3bi8kJs2UmKb2L7C9M4t5FgkgiS43wGf4HTOIz4WRqVwSRpSogsACBdpWre8ADAq2LJEdng0Mg6dLgckOxkrFInEiaDZSXlePfpCuzjCpzaPlQtOgPSpnuBIqM5iUdwIZ4Fh3gkU0FkAQDxKW/D9OglfOOr39MMaO1n2tq3O39umaCudm5D1WvEAvHrTlKN2JgFbEObsB0QCDZfI4zX49vvVwAA3Ddt/QyHcYLeXvfjM3g/HsJRbNqHR8TU79ggmQkiD2zuwzO8i+s8XnIJ3/jqP6g32II9BCauvoAxC+PpM9bMzpCL2EJndTKHyfHt963eyAtY4W9xfQMEn+Z7cHEJHOdhtZ87YTImRGYAyG7D41f+qHiiziMy24jOTkKP4clOiqe+jGfG7GSoKeKxYRIAEj0becpRhtzLd0Uvk2cU99gcxVnnfgGMB5IJIeKDR96eBxF4tQIpw5TZ7W3ohqr2M1vak6c9gDAzdr1u9gHcZmyXd2KasQmL2IKM2AFmdYJmdDq8jiDzNcAv2V8V3khL2nv9FI51Zh6tQ6P42ACgmAL+kGtR2ljeiDrXmf2QvOEBACuAK0iUwW8GvA8oFnOVDTgswozVAWHCZE2W/XbM7NiM2D6zOhnApG5b7+9OvtrpeYRKfRLaLfyYvazRfzdDgmRmiOwAPMo3jrn4ghBmDSaofllWoAyZnQBtoLiyE71P6FTx0NnJGu0gbVVLDkhETBEnTQ9PCJP91RXAFg2zlRA/c6Pan48X8AE8iNfy07gR/9sumcYAyUwQydrzOO+cV/LrX3tbY0aULEZpMzhj2o7sn4S0B8LN2KG9k7mNWJf30dcz6eivpoD7hOIWTX5vUQDGOQU8ZEYyIER21/NQN8ZRDYHuEgbNtl3Zifp5rHLnIGcnqaWOLTi0cXZmJh1ZyR2r6/Df21f0ykbMEarnF+NZvB8PobVMfsiMZKJMJG94EMAELfjbkKh+Jy5IWMHjaDtGueOEVXmCkWbs1N5JshE7oW+SAhPTbNVnbp7DqtfHBxzFBifxCPZxOU7xV/E2fBcrMLYgfAFX4g5oxmsfkOi/2xFAknfZ8kuX8g2v+xMAWgkCVBcV6admKwvmKndiS53Y/QPDLWSLLXUsbYYudYaeHk4pc1xrSQBA+9Pi1BbA5/Ea3KKtkFV9AUd5M0RpEwmRnV3ncd65l/IN17yveNIIouIhGCgWSJArKH3gcbadyTtptZtoIVuKd7Ig3yQGJjpEgGIR2T4uw1vwfe8Mzo9wDK/AL7zfsfcc1vgirrAbrxOBZKfh8evXniqesA8O9SayBHTVpyPrsEKiKztxtp0JKIFm7CKzkwxgouRbLv8c1vg7XIcP43RQhtJpvPYFiQciu2uYElW+QmVdqN+j5ifocODK66g9jerSqCBRvx7knxjtbP5JlBmrj38mM5Za7TxmbKd30n0DYLARa6rvFHHA9HBfz8S10vWD/JXOb/cNMl71jxhIAUmiN5I1PBgAr4rArKFQPtiy7kYGUm7Sf3dmwAB2oCTM7nQatzagzGXGOrITvxnbMbNjAqXLiNXHV6qPEev8fJMJYOJa6foFvrLlecRIGa/gep3KU2x4JbEwiQBJ1vAAUHzGBmtvEBuPQBsoW60La6+Z8cVoB50WoN7ZHcAOlJjZnQbhxp7dcewfGG6qGANnJ57PLmnuJyI7cS1e80wPp04N37G6Dtiimm0BmkarWbLYdGGZgSh/RWUk1SI11rKdVRtgXnWsh8na8zj3/Mv42jf8adPnMI3RRrbB7m36+2T6J33MWP3nhNmdTjNWO35j+1LN2JiFbDMbsZP5JmU/s7z5L/xyp/G6AVlLHxM8ymeJzUge2P77jnoeKMoWW5ZRfwKufvFT8zX95+qPff1XWModT3aizju23BkyOwlZxBaSnQSWOqP5JmW//fWV2MeVjX7mYjUTCEccYDHPWl9bcpzP4CQbHkxsVoLc4UEoboxrwMAAhG0SXcsUKq9kV8qdGDNW7c9oH23G2vYP+M3YqbyT0EVspizQIVd2MhJMgBIoXAS2zXg9iUeC7wq+EM+2PvyoMl63iM5K8i5bLriMr7npz/yliSVraJUlgKP0cOxT3+Yrd7RtvnLHNrbGz2OXOwFtFzVVPPC6k9lKnZ5lDlAAxbwr2OWV/AjHAMAKmx/hGG6ltxb71D6W8dewwtd5s3tlCxPA1fRo+bhtZhLUuCC1jnofwF7ukKe98YfXXu7o2YYxBqCRNVSbZyt3EJWdAOOasf6p4pGzk/U6DCh9S51UE9bITLBBp1fyHNa4E1fjQzjdPiZQlUVmZrJnfg6vpqzhAVD5AcjQgrn5l55B9cVhACW13LG2t4DIN128M+WOVr70Wnuiw8Q8MYd3UjQLAMoY3oltmnjEUscHk8or0froXonua5zc2sucp8qs5CQeCf5sk7zhQai/DsGbVRhlx1b7RbiAYpv+9QHFN13MqIK9tZitMQZtU3VMam9slDERWYfRLiyT8QBlLjM2Zap44OxkcCN2QJiAVk2gaOd9J9offqSyEqDOQEKUNzwALfMwAKH/3MoquN1m24ZOFFAaGYABFNuYtF2Ntjo2p3LHlZ3Y9p98V/Fw2UnwIjZTqTAB7KWOAybFS20A2cocfbblKQ7/WMas4cGNzKNMY2ExH41MgEHtdSBmdgIM65/A3j52dezOljuu7AQIL3ccPsVg2YkJlCGyk76lToJvYitzlGyZiUtZwwNA81vcWuWC7S+/HSj2rMJoG1Lu2I4r5U59zmOWO1OYsb5vDZw7O0ktdczMZLvCSf4GLsSzeNGzxjVveBCwXZN7elbbXGcaRmCr4G+0sbflFdrHOmDljn5+SeVOTHZS7dgAygRmbJbZiS3OI0qdKjPR7sX57uY+y04L5Q0PoHlvSwMWfqDU0UOW1xx90T5WiH+yhHJHfz263DE6e7OOkHJHHS/5zuIe2QngL3dyyE76GrGOUif4+4ZL7QQ8QrIGEwj2Po6+lv4x5c4o08VD3QyoNlXHtJU7FqBMXe6obWOXO0NMFS8hOxmg1KEVwbPMI294NA1T/6PVJPVmGCZg0ssdAC2g9J4u1vcdAhRfudMYg3q+G+XOYGtPos3YdT3WctduoIyQnQxW6pClQaGs4QGgShHZCBZ/ZqEem8FW9HFlGOZ+A8od27HM7ETfFuOfWLKMRnZCnvYGUIa/GXA55c4sZqy+faip4tjsZOhpYovyhgcB23UbEtbaXn8sfw7KGvRfaCCMmvu1w6jvdDH7xryi9nFTV8dOcTPgGOXO0EvtXdlJ1WZsMzYyOwlZYh+YnbiUNzyA8pZ8f7YAFBc8+9o4AdNd7tghpB6H9U8mny7OtdxJ+SAlDRCtcse3SC603Olrxs6QnfhykLzhQai/q1a76Itg9gOlEZOtvvY+3iAPLne0/kZf+7GbbZc0XbyT5Y7a18xm7GKyE/P+HU1Zw4OBlmFaX0tG0KEZdLZAdZU7ZtugIDeO532cwD8ZY7rYW+6gDZSdLnfU8QcyY0fLTkyghMzsOJQ1PEAobsnvCGwXUELKj07/xNO3yz+x92n2bbZxwai73Jl8upjRe3VsXuXOQNkJEGbG9pkq1m8C7MpOPHVL3vBAmXmEBjqabc1yp9HZs49o/0QP4NDjWfeTXu5UA9e3jTldbDsPn3+iBVpW5U5MdmKc57jljmeqOCo72dGyBYRG2WILotBAr+Oqh39iBIw9qM1HsvTxH6/e7/jlDrTxDFXuzH4zoA0S+iCiyx3MX+7EmrFd2Ynt0+wN5Q0P1PCIzzqabVzgKfYZX34c+Oni1HJH6zvkzYDWckfv2+GfLL7cGTo7KdvuftmCgbKOgMCOLncSxmMeN8/pYst7FFLu2MYUWe6A29PF9nIH1uDPptyZwozd1bJFLU9v/bHUYiUEKK52QHfmUO+zR7njaeMGzHzL7ftOFzeO0dM/8ZU7+uu7UO6Erz1xZCdAohlrV9bwAFCu84A/MIH2RdoRwKHg8e6zw8+IgZY9qM1HsvTxA6zxBnXByHOsRU4X97oZUNstt0k1R7nDlrajlzs7W7YQWlO1gDvIicuLSXsvYwI4tBTx73NZ/okfSuH+ySKni33lTmMM6vmIH/U4d7mTbMbuaNkCALzi6gJyBhmGAYqtvzvr0Afp2+e4/kkbMANPF5f9g8AFrVEFgQD/ZKmrY3Mqd1KzE4/yhkfpeajobF7AfqB0bteOoZ6P5p+0IDecf2IPavPRX17ZHm3vtRNGtmNVwcztNhNMF9v6RU8X51DupJqx1XY4lTc8gEbZ0gxmP1DMIOvarm/eNf/EDpj+/klzv/a+i5wuZsStjl16uaO2Jc3u7GjZwiivgdLX6QbCsEAZxD/RAmQw/8QBiZjxhAAl5HjOvpb+rkyoOfDy+ZjTxY0xGv30oQx5M+Biyx04lTU8QGh/GJB6yfx9OYPHvIADy51Gn/q1Uf2TDijksNy+OXY7jELANep0sa/c0X9OLXcYlqDWx7ywcsehvOEBgNfcusAawaAF85jZCdABGiAaKK52tmM5x5TBcvvGG9QFI9uxqmDmdpuU6eIBP0xpypsBrZDQj5FS7uxq2WLe2wKwJQjnA4oXNNo5wNcuIID7ljtmgCdBy9N3quniEP9kUdPFWrAnlzta50bfYP+ko9zZ2bIFKDMPXyDnAZRc/RPb+bSDutl3luX2jaA02s42Xay9NMfq2BifxaK84aE8D8cv2l1OBLZXhxH/xHF+xmPEeIKyho7jNcfuh1/ztZHKHaANlBlXxw5S7njWe+QND3CxSAw6dcv/WhdxPtkJ0AEawP5XzwMUFyRsx3KOaS7/pAGLDoDpb1DrOPa+2ZU7jTHU5xZ2M2BCueNQ5vBAPdtS0QLaG7s7QHFuJ217qH/SCMbuY/nBE+9nzO2fNI/jgpGtTDHa5rI6lpFc7rCHH3nDgwCs9EhAcbbV+3/AgTKAf+IqrdzgiSh3As7H+ViNI9/p4sa4hip30AZKr3LHo7zhAQCtqVoDGLFAyd0/cQVmon+SBJ7WPnuUOwHj6coaQo5X7zcAfrZjVUHJ7TaZrY5tXEQ763k0Mg8LOJzbqe4PgI2LY5eyk+L8HNvLzUP5J7YxuMfkD/AYaJlt7YDp4Z/MMl1sgZgN/GOvjvUoe3hQlXlw/Uu2gcMHEyl3dtc/8Yxv8uX2eluXf9IIZgMoE08XE9ftbMobHmCQ7nmAwUzF+WrAsMIEMH65AhQvUIb0T4yL2Q2eifyTapczfhl6RLmjD2tM/6RR7liUOTyA1UpbzssEAhdvrA0mYHizk6qdY/tB9U+0407un5jHzsA/qcccDr/FThfvqudBBNBqW8KBACpgUZNXgwkwDlDEP2m8Ra5yx7XvUPDYHpfin4y13H4J08X6y6ayhgcArNcKDgoKKvOoYULaH4BBgOKDiZQ71uwEjnZAO4AbV6znWH4oxPsZqf7J4MvtlzhdbFHW8CBirMpvBufyamUmK0zM7CQVKFn6J8Y10FnuWMYxpX9i698Jnnq4/f2TRtCFjacNmD7L7QPG2ngt3T+xXTP1ftCEv6Gs4QEA6/W2AQ6UEGhuwyBAqfuoDXn6J9UFE5idNPdjBsAB9U8CoGW/DurnIcerx0yW49j7Djpd7FHW8CBirIkBYmwVBMrXigykhonalgyUKfwTEyjinzQ32NoFAMU2BveY/AGeBC1P36Uvt9/ZzIMAHFpvsWV1c60KXKqAosOkBkckUMb0T1S76kLQr1ogKjvJHCjO7YHZif72OWHhOJZ/n2n+SQi02oBZ2HSxR1nDAwSsV1usgSLz0OCgA0WHiZmdhAFF/JOqvXFRxU4XTw2UkAAOnXmp9xnvn8RkS/brwOzjP16933D/xAYu/dCmsoYHgXFotQUDGkCK4DeB4stOuoAi/om7fRUMM/on1fYZ/JMaCn7/JOYYZls7YHr4J+paa+zX0ddTt+QNDwIOlbMtWyasDRiYQPFlJ6qN+Cf6PvMud/TNY/knfiiM4J84AFM8xpdXzr6q/y5nHnvrTQEOoHpUvzQbUHzZSRdQdJjofVKAIv6J+CeNg1j23XU+vnEV4xjo09kcyhwewN6qgIdaWVquN/UCRT0yussdEyj9/RMFdPFP+vonzWAZHyghARw681Lv01/ueI9hvGYbt/06CD/e7noexI2ypQEMQhBQQsqdIf0TtX1n/BMFFAscmmNQfdkytr7ZibbD4HF0bC83D+WfxIHHH+CuY9jOx2xrB4wjG+pQ3vAAcHh1tgxaYFt+D8MW1MgwuoASUu6YQFHtUvwTBYtB/BMYf8Ubfevn4p90jWNA/0SPvQig+KHgCfBIoJiPbcBo5c5ByTyAbQMaW161QKEeW0BBDZ1Q/0S1S/FP1D4G8U8A8U9g208+/km8cUuWfRmUMyDmOx/no0d5wwNcZh4lJFpZRbOkqbKTDqDE+CcKKDpMULYJBUof/0Q9H9I/qfY9RbnT2u/B9E+SwNPaJ1n26QCK6xjmeHY28wBwZLXBlrdVoG+qwHYDRQdGF1DG9k8UUPr5J+pnVG16G7I2mKh9jQ0UCxyaY1B92TI28U+aY9Ki3wKULmgZTG4oa3isiLG32gBoQqMIPD9QmqDwAyXGP1GPMf5JI+NxZCdT+SdgMoJH/BN9HLP5J1q/0fwT2zE8yhoeddlCOFQFfBMaW16Vr7mB0s5OLEBRbUP8Ew064p/o/dCGU2p2Yu4TeQMltNwB2kDxAioAKF7/REtcTOUNDwL2aKOVJxtsym+B0oFiA4YLKO5ypwZKjH8CFMEr/kmVamh91HYDGHMDxfirO9jHPbbGsSD/RDvnFlAcyhoeK2xxZHUWQBFYG6xwSGUMDqDYspPiNQWUZfgnep8p/RMdIDUQxD8ZIzuxj6Nje7l5Mv9kZzMPAEdXL2JjBOxGK0WsQEGx3VfuAOH+CaB7I2FACfFPml7IlP4Jt7YVz1E9F/9EHwN21j+p9m1R3vAgxh5tsEebAiAogs98vjEyhwZQUGct6ufR/ROK90/U6zH+Ccp2c/knCig6TMQ/Qbv9wEBh7fjVkAKB0nrc1cxjBcaR1YsAimDcVEG2agKEtIwEhD1srEAp+qpSwe6fAApI9bH6+Cf1McMXtMX4JwoGKf6J2ld1PSUABczD+ydqf+KftPbRFyi2/i5lDQ8C4yi9WAQ5barg3hDVAPEARS93WkBBXdq4/BO1X59/ArRh4/JP1H5D/BP1OLZ/MsQNgYP6J+p5K9g82cnQQDEDudWXLWNbvn/SgMWuZx4ErjyPGiCEPQAbUkFeZiQlXEygAFpGQhsrULz+SQmUEP+keAwzZMfyTwBUpcyUNwQO4Z9M+oVeB9A/qbITwAsNpazhsWp4HmWg0AobXhWBrwEFKICy5VUBFw9QluKfqH0ELWiDDp1l+Sdq+xD+Sf1XUvyTKYDiU97wgCpbCHtVEG2qrGPDhC2KYK+AQnVQ6uWOCRSUz5fin6jXs/VPtDUs1TYjO2lvtwNF/JPyWFWWZI7B3G47N3dZo49PnY5NWcOjKFte0AJbzzp0oBRZx4aLkkYHinqtKndMoJCWkczqn9RAWYJ/UvXBHB+oJP7JZP6JR9nDYw9F2bKFyjr0zKAAQZ116CBYVeXOHgrwqH4t/yTQkK2P6/ZPirb9F7QVj8tY0Cb+SSBQpshOGmNAf6DsauaxosIwBerMYA9liVIBpQj2TZlJ6EBRr1XljgYUwO2fxBiyVv9EC8apF7SNdUNgjv7JJB9IXRGrR3ZS7XMGoHiUNTwIwFF6sbzg66BVxihU+QLNh8CqKmkqoDSyjgj/JNCQBRz+ycyGbIh/UrUN8E/UOcT4J2r7XP7JKF/otUP+yc5mHsU6jw22KGr8DaiEhZZ1gKqMQgdK8dqqLnc0oABp/kmnIRvonwDdhqyv3FnCDYEx/kmfGwLFP9EAocGhOQbVly1j82cnPmUNjxWAPWw1XwF1UGKrZR1qmwso5bZGudPDPwk0ZIvXeixowzD+ScqCtrH8E71P+II2oP8HKnmyEyACKLvln/gKl8zhwThK6qKH5nk0L9KNqt/JDpRqm+ZjqH6x/onqH2XIDrCgrXpNy07khsA4oIh/UvzXykQcyhoeRISjBGzK59vyXdiAy0IGFlhQtU0Himqr+ye2wDb9E2B4QxbIb0FbkH9CEf4Jxfsni/lApc7sRO8LLcg9QBmz3Kn2awGKR3nDA8BRWmFTnukWwIa58C7KNi6gqEe93CmC3+KfzGXIBi5o2/UbAoEieKMWtKG4/mP8k+o4nuykCygFRAbyT0qgzOmf7GzmsQLhCB0q/Q0FEAssLEDZMLBH3UAp2jfLnbkMWfWazz8B0AkUuSGwGyjL8E+g9VEbPNlJ1c6xvQMoNpj4lDU8CMAerQGstYyBscW2DK4aKBtwGYyo2hWPxbY9Ayi9/RMNKPb1JxtnuaMMWVu5E7OgLXX9ydA3BAb5JxTun4SUO+brMf4JBWQn7vUnQGq5M/n9OwCqg5E9O/FlHlTdPZihiOjnAL499zhEoh3WFcx8oe2FrDMPAN9m5uvnHoRIdBC1mnsAIpEoTwk8RCJRknKHxyfmHoBIdFCVtWEqEonmU+6Zh0gkmkkCD5FIlKTFwIMKfYyIHiWibxDRtY52VxLRA0T0HSL6DBEd7upPRN8jom8S0cNE9OBU5yQS7bIWAw8AvwXgqvLfbQA+7mj3EQAfZearAPwEwMnA/seZ+RpZFyISDaMlweMWAJ/iQvcDuICILtEbEBEBeBOAu8pNnwTwjtD+IpFoOC0JHpcC+IH2/PFym66XA/gpM5+1tPH1ZwD3EdFDRHTboKMWiQ6olrQ83XYLjjmP7Gvje+2NzPwEEV0E4EtE9C1m/nLiOEUiEWbOPIjoVGliPgzgCQCv0l6+rNym62kU5cghS5vHXf2ZWT0+CeBuADcMeBoi0YHUrPBg5jtKE/MaAJ8F8O5y1uT1AH7GzD802jOAfQAnyk3vAfC58ufP2/oT0TlEdC4AENE5AG4G8MjY5yYS7boWs8K0NEP/AcBbADwL4A+Z+cHytXsA/HFZerwGwL8CeBmArwG4lZmfd/Uv299dHuYQgH9h5r+a8txEol3UYuAhEony0pJmW0QiUUYSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJen/AUqr9pSR7k/zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAk1klEQVR4nO2dYcwtR1nH/88597293NpbLLYFWopgaoxp4k3B2uIHcjUpQsSK1kQjQrRakWuiQaLAd4l+0hgbFcMHCTGS3KQUI4FiciPxAy2lVOgHkabItYFIiUiJpbT3nMcPu7M7MzszOzs7e3Zn3+ef3LvnnZ3ZnT3vzu88z39mz0vMDJFIJBqqzdwdEIlEZUrgIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSYPgQZX+goieIKIvENGtnnqvIqKHiOjLRPQRIjrZ156I/pOIvkhEjxHRI+MuSyQSTa2hkccbAdxc/7sXwF956v0pgD9j5psBfAvAPZHtzzHzWWZ+7cB+iUSiA2soPO4C8CGu9BkALyail+kViIgA/BSAC3XR3wH4+dj2IpGoDJ0YWP8GAP+l/fxUXfZ1rewlAP6XmS9bdfraM4AHiYgB/A0zf8DVASK6F1XUgi22rzmNMwMvQZSiH8a3vPv+A99/wJ6IJhe1L5/j/8Pz/D1yVRsKD9dB7PXtoTqhfT/JzF8jousAfIqI/p2ZP92pXEHlAwBwhq7hn9jeGddzl3if3nZqLeyxgQf5gveXdyf99KG7ExY57/XliJY9T0Gb9v37zOVPeuv1XgURna9NzMcAfA3AK7TdN9Zlur6JKh054ajzlK89M6vtNwDcD+C2vr6JRKL51AsPZr6vNjHPAvgogLfVsya3A/g2M3/dqs8ALgK4uy56O4AH6tcfc7UnoiuJ6CoAIKIrAdwJ4PHxlycSiabS0Pjp4wCeBPAEgL8F8E61g4g+TkQvr3/8IwDvIqInUHkgH+xpfz2AfyWifwPwMIB/YuZPDL8ckUh0KA3yPOqo4rxn35u010/CkXb42tf1f2xIX0Qi0bxatnMjEokWK4GHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQxSlywDYKuO6XHQ8JfAQRelNdHcDEPXvcl0uOp463vCg4335Q/UstsGfRcdLMnpEUbrA9+MMdiCg+XcGO1zg+2fumWguCTyWKqK5e2BIgUOXAojoeErgIRKJkiTwEN9DJEqSjByRSJQkgQcg0YdIlCAZNSKRKEkCDyWJPtYjttfCiqaQjBhdSwPIwqZrfZK1HsdTCxstC9DSALJwyVqP4ysZKS4JQESiXsko8WkpAFlI6vIIru08VSs63lrICFmolgKQBeh99Pq5uyBamMoeHYf4UBaAiEROnZi7A2NFm5YgvJ8osFYA4f00x+89P8n0o2hxWtXHKm3IgMkEJ5ju2L3nXob34dOH+R/n7oLowCo+8nBp0mhkzihkoREIAbgO35u7G6IDa1WRh0uTRSO0ET9EdKx1bO5+BZHsIDk0RGZMX57BNjhdK6nL8VLh8EgbSJOA5JAQIZoFInfTW7z7JHU5fiocHmgHbeLgzQ6SQ0NkYZLo4/iofHjYygCSrP2YWgcGyJO4ypu6qOjjHF86ZJdEM2l98NCVCJKs0cghIHLANOYd9IZwVwC8Bw8fpC+ieVU+PDbU/gspMb3JBpIREVH8OQ4DkGdwMtwNAH/NnzxIX7xa4JT22lQ+PHTpIBkCk0jpIBkFkykhcoAo5D6cDc66EIBX4zt4P//LpP0Qzaui4UEAKDRQlh6VTBmNTAiRi3RT0PsAqt/Na/G0fFHQilU0PJSIyPjn1AGjkiRNBZKJAPIOegOeR/ePXxunRvVFQQ/yBZznRyfpR5Ga6xmpzCobHkTAZlP9M4ozwiQhKskGklxSUUhmkPys9sevvaeu/92FJw8/jSu+x6QqGx66FEQWBpNRPskU0UhmiLyJ7u5NYYB2GvcTfEGmclei8uHh+1SdAyYx3V0KSDJC5B30hqhvGiMAWwDvxcOHS2Mk+phM5cNDB4MOkjlgMiIqGaScIMkEkffR63uffWlOiSqN+aR4IUWrbHioe94Gg4KDDRN9kOSEibd/8TBJTm9ygSSDL3I3vQXfwBXRANmggsjkU7oSfUyisuGBwED3wWEKmEyQ4iwCJAl6K70ZD+DV0V+WrKZ0J/dBlgaQFcy4EC/tTR2gq09cy3ecucssdHz5j/Ma955fnu/98NX3Hb+nT92DxN9MSV9wNPZmHXifnONLeA8ejv50so/+DZzGB3ELLtJNg87bqyU9TLjQ74PRP7A+c/mTeGb/P843bZm9HyL709YRBTgjh7GRidYmS2SSmOJEa2xUMjCtuUg34U9wG57FBozwdC7QTumqf9fjWbwXD+dPaQr+sFyayo48jq7lO178C22B6xPZ/sSNjUwAd7QRer9So5OMkcngqGRMRDLg3jnPj+Ln8OTgTyt1hgfwatxHtw5sHdBSIpAFRh+xkUf58Pj+X2wL7GuJgYmn3qypzlwwmRgk5/gS/gAP4yQw+Guc1NGfwUnch7N50pklAETgMY+uPrqO77jm7rbAdfP3AeUYweRgUUnPPXWOL+EePI5r8WyTpgw6fL3NFo3MDZEFA2S98Dh5Hd/xkl8yC/vgkBKdTJXqTAWTJUUlPffXeX4Ud+HJpC+UVF7Kx3JAZE6AFAqP4v/0Am025g26JWvgba3BZg2CLTmAYv0yN92BQ05GcGeaF/t998ZU53PVVce32hjXZBulNgTsm9Ez8G3DNQiTyGN222nncIDkProVYODN+EptrcZHIvpzM3fyJZzCZTydOkuj+jYHRHi/SID0qfDI43p+3fW/XP1gf4pr19W5xjmjk0ypztSRyeRRiaf/7+d/wWvx9Ki/JDraH5krClkQQNaftlxxPb/u+l9pCzqDfu/dFwRKH0zs+q42jjpTpjpFw8Tq+zm+hN/HI3hRHSWOBcl3cQJ/jlvLgMhCAHI84PHyX7UGvj2otZ9Ljk5KhcnIqGTMDI1xSBQEkQUBZMWeR71oyfAt6utUN7f+Jxq3W290Qvafchzqnbh+333eyZ7d3kaMb1JV9vomrsVqzfVk8Eyi/ZIUr0Tr+0XchIu4qVknovYMHc4E4DQu4914BGAMA8ih/ZBCPJCyI49TL+XX3fhr5qD3vV5idJJ7mvhQ0UmuyCQxvTnPjzYGKwPYg3Ai+mka4L9xGm+lNwEwp42jzdZDQWQBAHlo/+BK05ZTL+U7bnobAIB8cAiCIrLNnN7JCmAyWYpT9/ccX8J5fB5n8EJURLIH8Aa6G+f4Et6Nz+KkBh71KvrZmqlBMjNAVgyPl/EdP/h278CPAooPJsF6y4pORs/qrAEmzIbRGhrSKvK4wA/garzgP2S9jZq1WSlEHto9iGd4jZ4HwXxYi9l4zZYXQroP4qiPrfZancDnnRj1kO6dEMxB0rlHbK8FHe/EuebE9kJUH11rTiJ9k+i1Jj0+xyR+CREu0itxEa/Euf1XvRB5Hht8ELcAAM4EwAG0vsrVeB7vxcN4Lz/sB8nUvsgCfZCyI48XvYzv+KHfqH5Q1zEw2hgcncSeA4hPd5YUneRKdaaOTCKiknP7rzbpDNCNIB7kC8krW4GI1GYqkBwQIiuOPAi82YBUBNGJHrSZl1B0YtWnQH0A3dkdV3QCdGd37BWk2vFGRSf2rA6QFp1kmNWJmtHJEZlERCUXN1Uk0lHdx2dwElfj+e7+HqneXY9n8S58zj97o/9Oc4JEXevMkUjZ8ACADcANJOrBH0xHAkCpf9nBdIcdr33H79QbMVWsA8KGScoSe9c08ZSpzgJg0tatjncfn8W78QhO2tPuA3QKO9yDxwFGeNZmirRmZoiUnbacfjnf/iO/Vf2grsMYcO1LcqUXQ2deSjJj++ra9R11pkh1kkzYCdOcc/uvNoP+OzjCEfZ4EXaD0pk9gOexxSnsjDJCT2qTO62ZACKhtKVoeJy58uV8+4/e64aEd3AOqXtAoCzRO8k9TXwg32SsZ2J7JX1DfAcKfm88I2LGJidIMkJkxfC4gW+/5beDUYcz4tBf90UnneP2AOcQZuxaopOlwKQHJKHp3+ewxRWRkcpz2OKLuAav0R78cy6ZzwWSDBBZsWEKsJquBUCs+xzty0YuT4RaGLTeiX5Mh38ytxk7Zqo4s3eSbMS6fJO6bm7fpNczCbRVpque3jAIG3CTktyDx3E9nu1ei6VT2HWeGD6Ny/hDfNY0XXMZrfrvdoKUpuzI4/tu4Nt+7HcAWFFDfXOQfmmxUcch0p2h0cnQ4wOHi06mniYe4pvMEJkAVXTyLnzO8DyG6ts4wnM4csKpgUqOiGQgRNabtlx1A9929p3VD8YgqjbRQCk93UkxY0PeiX3MQ3gnh051MsNEj0yA4X+WQItlO+VqnwGTA4Fk1fD48VvPVz9wCA5tUTPQtRukadMTdfTP2DjO4607DBBFmbFTRSdeQGSITjLCRDdc9VHnA8QQOWdxxoIkAJEVex7U+AqNdaF+j5qfoMOBG6+j9TSaW6OBRLvf6Z/YnohVL+ifNHUPsPZE905cxwfyLWTTydnxToYvsfd+NYEtT73BvklGz8TlkzyN07iEK53fkjYEKupMxgI1jDRbE72RouHBAHhDFQAaKNQbV9RtRCB1kX4f2AMLcAPFabL6DFaYdfvM2Ob8VJgZ27Mq1gZKnxGr969WshHrgElVleNhAjTXEwuTi9tX4SJeZbwP5/efM76X5Ls4gRewSVrpqhaoKXic40u4h62FaptXDjvoAJAUnbZcdeZGfs3tv2ulKtXGTBusMv0+lXRn+PFTzdjM3snsRqwn1UlJc1IN1z3arxewj8Gw1pckRCUP7f95rWmLCue1ssaYVJ+6aGNCK4oHHOmOVm9oulOV5013ZllqX0p0knOaOGOq4/ozoAZQHGkO9jAMV0JcKvM0TgOo2trwIVRPBGdLbyyVDQ9UaYsBDxsUxicfmfv0101G0g7KoelOr3+SkO54wXOodCf3czs5vZMtOp/iHe/E97yOUWlamFS7AqkObdoUp27nWlfCMGdxnsO2+XqBawPrTOz0BkDHj0lJccqGB6F6MM6AgQUI2+4GjGnbJqJgq47WlrQBrA5vRCe2VcLofjeINkAnX8xmEC4QnajjWYCY2oxdZHRiywEd8qU6B4AJEBjwzHgap4ML1XS42CmO+qPi5/ePVSlOJETK9jxefCOfff3vub0JBwxsj8LwOZzrQDzH1MsG+ieutSeuvhmvExazLWrtia8O4J0qXpx3siTfxLPOJOSb6N/b+mH+uBc09lTwn+DL6/Q8mABu/IJ6uzcjCTJuSK2h3gZwpzsUqG998LrTHT3asPoAZEl3jGscle5gUHQCJKY7Q6ITo14B0cmEvknIMwHvG9/Etb5ET2+AcIpjTwXfhyu8dYuGB0CV5wFog9n8pGdQe3NYQElNd5z1HSAKTRfnSnd6/ZPYdGeIGauON6cZW/c1CihTeCcuI3bCVCcGJirVObf7StDPeJrDKY7SKezwA3jOu79seBDA6r0ORhVW2qF9avuBohmxMUDh7jGN7dbqSmh2R++HfoM605gBJqtVL864DQBlLjM2ZSFbX3RiA6UvOtluHanVCCM2I0wMv0Rro/RB3BI9NXwU+KKksuEBaJGHBQj9dSeq4G6dfRc6HaC4AGGnO4B7utjXDg6gONIdcMLq2LWmO1NNFRvjNFN0YisVJkD9PiRMD3umhmP+XMULgad0ioYHG5FHHcbCYT5akQCDtDr11o5OgLz+Cdz1h66OlXQnkO54IoG5opOoaeKxqU7KSlhtNufc/qu4h7/gfKDvOWzxzfV6Hho8AEe64PrkdwPFHVVYdaPSHcd5U9Mdra2kOwOjE2AaM3ZAdBK9xN7WAVMd/UuidZAor+Q7+HK3f7XKhgcB+y35p2e14jbSsAa2GvxGHXdd3qB7rqnTHbte6enOkOikObAFlKHRSXP+eDO2yOjE+feSHdGJByYX4fi2+d1a4YH6DbMHORyD3Ld1GaOZ/ZMp0h2zD46uxKyOZcSlO1bj0emOOl/yUvuh0Un9Jg0wYxcdnYw1Yj2pTvQf46q1CnjERA02ENxtzLZmHR+M+tOdKaaLs62OtS7Pne44gHLodEeVLcWMDU0VLyE6yZDq0IYQmGwpGx6mYRreOk1SHxCcx0lPdwB0gBLln6SmO67+h9Idow/q53WkO/OZsdu2r/Wh/UCZIDrJluqQo0KlouEBoAkR2Ros4chCbc3BVrXxRRj2cadPd6D1Z1C6AwyaLh7zMKD5Ca3qLyfdmcWM1ctj053c0UnuaWKHyoYHAfttFxLO3F7f1q+jogb9FxoJI/O4bhiNnS7mUJ+BYf6Jo91BHwacIt3JvfZkdjN2YHQSs4gtMjrxqWx4APUj+Z5oQXtNbA+4nm39OibdcUNIbV2f/J7+LnG6uNR0J+XJYg0QnXRnCWbswGX2OaKTUAxSNjwI7d+q1W76ajD7BmjdVN/daetuExzk0emO1t5q6z63WXeW6WJPu1WmO+pYM5uxyVPF+kOAOaIT+/kdTUXDg4GOYdreS9aggznoXAPVl+7YdaMGuXW+4LbU6WJHu0Osjl1kuqPOn8mMXUx0ElDR8ACheiS/Z2D7gBKTfvT6J4G2ff6Ju43Z1qzjg1F/ujPJ08UTPwxYVrqTKToB4szYMVPFQ6KTQN5SNjxQRx6xAx1mXTvdMRoHjjGlf+KONNQ2Pd1pOq6XTTld7LqOkH+iDTRJd+w6KelOYKp4UHSy0rQFBCNtcQ2i2IHejqsR/kkHFqHIQm3J0SZ8vva406c70PqTK93J8qcyGHnTHeskxaU7Q83Y5vcVCRSHyoYHWngMjzrMOj7wVMfM5590o5Hh6U54G5/uTDpdnJruaG3zrI7VDstdUsX6J4tPd6YyY1eftiBT1BExsGP9k1houbb2ecucLnZERTHpjqtPA9MdcN7p4knSnSHRiXWdzbFjopPmmOraB5qxa01b1PJ00u8/7fcUC5QwJMxyPxRGpDuBOn7ADPdPzOtM90/GThcb5xjpn5Sd7mBQuhO/9kQDlV4fSDRj3SoaHgDqdR4ID0yge5P2DOBY8ASP2eNnREErULcvwogBmPEG9cEocK5FThevLN1hR93J053Vpi2EzlQt4B/kxIiOTgDr00rf9pwrfMywnzGmP27ADD+f3das44ZRjH9y8OniULpj9KG9ttWmO8lm7ErTFgDgDTc3kHeQIQ9QXO39UYfeydAxIz7xI6EV3Db9yDxdHGq/4OniLKtjS0p3UqOTgMqGR+15qNFpDtAwUHrLtXOonyfzTzqQy+efuPrjHeQDzud6r70wcp2rGczcrXOA6WJXu5B/QtrYKirdSTVjm3J4VTY8ACNtMQdzGCj2IOsr14uL9U+cA98HmPH+iXlcd9tFThczhq2OPUS6gxjweKIIVZY0u7PStIVR3wO1r9MPhLxAyeKfaAMkm3/igcSQ/sQAJeZ83raO9r5IyOx4/fOU08VGH612eldyPgzoijqAAf7JVOkOvCoaHiB0vwxI7bJ/X97BY9/AC/ZPeqBwsOX2zSFXOl2c8btjnekOwzGo9T4P9E+mTnc8KhseAHjLnRvMGAzaYM4RnQAxQLLKVWcP6J+05x7hnwQHvm873D8x3qA+GLnO1Qxm7tZJmS52fUdMon9yyIcBJ0l31pq22M+2AOwYhNMDpb89OjeODZQxA3hsumMP8CRoBdrKdLHVlYkeBpwk3Vlt2gLUkUdoIJcBlFL9E9f1dAe12XaW5fbGoLTqzjZdrO2aY3VsbD2PyoaH8jw8v2h/OhFZX51mIv/ENzuj9ol/Ej6f2fd0/yRbugN0gTLj6tgs6U5gvUfZ8ABXi8SgU7f+r3MTlxOdAD2gAdyfegGg+CDhOpe3T3P5JwYsegCmv0GRMCou3TH60F6bPV2cLd3xqHB4oJ1taWgB7Y1dD1C85aSVx/onxmDsP1cYPMP9jBL8k2zTxUtYHctITnc4wI+y4UEANvpIQHW1zft/zIGSwT/xpVZ+8AxIdyKux7tt+jHft7ON/jJqvV+50h10gTI03anahKMOoHR4AEBnqtYCxlCglO6f+AZmon+SBJ7OMUekOxH96YsaYs7XHjcCfq5zNYOSu3VSVseGposPuTp2tZ6HEXk4wOEtp7Y9ALZ+SWuKTqrr85TXxbn8E1cf/H0KD/Ah0LLrugEzwj9Z2HSx0Y+pV8cGVDw8qIk8uP0lu8ARgomkO+v1TwL9K265/YGni4nbei6VDQ8wSPc8wGCm6no1oDhh0tTxlAtQpvNPrJvZD57l+yeu99luGwWuAemO3q0p/RMj3XGocHgAm42WnzGBwNUbq92oNkxUuWozGVDEPzHenzHgaY+5fP+k7XM8/BY7XbxWz4MIoM2+hgMBVEUeLXk1mADN3eOKToBMQBH/xCzoDH5zXyx4XNul+Cdrni7Wd9sqGh4AsN0qOCgoqMijhQlpHwBZgNK5ifQ7T51bFXUhtCageMut6ASeekB3ABt3bOBcYSgM9zNS/ZPsy+2XOF3sUNHwIGJsNlUcx/Xdyo3HYcLEjk5SgVK0f9K8b3UV3+Bx9OOQ/omrfS942u6O90+MQRfXny5gxiy3j+irsS/dP3HdM+1xYMLfUtHwAIDtdm+AAzUEzDJkAcqs/okayI5BbPZBtWVH39KiE/M49gAY6J/YA7NU/yQCWu77oP055nxtn8lxHnfbfP5JgBwoHB5EjC0xQIy9gkC9r4pAWpiosmSgiH/iGcxtP1bln3gGeBK0Am1z+CfmeXwwSvNPVht5EIAT2z32rB6uVQOXGqDoMGnBMRAoU/onqp74J/7yHP5JIniqY6b5JzHQ6gJmYdPFARUNDxCw3eyxBarIQ4ODDhQdJnZ0EgcU8U+c9RHhn7RvzKRAGTOAY2de2mMO90+6fhK80HLfB3ab8Pna48b7Jy5w6ae2VTQ8CIwTmz0Y0ABSDX4bKKHopA8oq/NPMq4/aQbDjP5JUz6Df9JCIeyfDDmHXdcNmBH+ibrXjON62gbylrLhQcCJerZlz4StBQMbKKHoRNUR/0Q/Ztnpjl7s80+GRARj050xQLG3MUCJSa+8bVX7NUceR9tdBQ6g2apfmgsooeikDyg6TPQ2KUAR/2QZ/smYAew71xCg9PkZoesJ9avqRyb/xKPC4QEcbSp4qJWl9XrTIFDUltGf7thAGe+fKKDn9U/UsY+Ff+I0AacHSswAHuufVPU8A9w+h7XPdQ73fRB/vvV6HsRG2mIAgxAFlJh0J6d/ospz+yeAunEsmKhjTQ0UxyA2+6DasqNvC/RP6uLj6J9oLndQZcMDwMnN5XrQAvv67zDsQUaE0QeUmHTHBoqql+KfKFhk8U9Q38TGDSH+id6Pg/sn+tgLDPZh4AkM8JHQ6gJGS3eOS+QB7A1o7HnTAYXadoCCFjqx/omql+KfqGNk8U+A6fwTVS7+Sbc8Mt0B+gfwcOOWHMeyKGdBLHQ93m1AZcMDXEceNSQ6UYWZ0jTRSQ9QhvgnCig6TFDXiQXKGP9E/Tydf9KcyBrIFjCWApRayV9X0NuPafyTJPB0jhlOd1zb3mhptZEHgCs2O+x53wz0XTOw/UDRgdEHlKn9EwWUcf6Jeo2mzmhD1gUTdSwHGEr3T8xyFyyX45+4rsEPBW30O4DSBy2dKbaKhseGGEebHQATGtXACwPFBEUYKEP8E7Ud4p8YEY8nOjmUf9JJUfqiE9UmFSjin1jvmVXPKh8LnuqYZJTbsDTaBlQ0PNq0hXCiGfAmNPa8qff5gdKNThxAUXVj/BMNOqX5JwooOkzEP0G3fmagxKY7QBcoQUBFACXon2iBi62y4UHAEe209GSHXf1XoHSguIDhA4o/3ekCJcY/AarBO8Q/Aarf4Vz+CZjFP9E+ecd+3aO/HwvyT/TrtYHiUdHw2GCPKzaXAVQDa4cNTqgB7gGKKzqp9imgLMM/0dsc0j9R5eKf5ItOutdWkH+y2sgDwKnNC9hZA3anpSJOoKAqD6U7QLx/AujeSBxQYvwT0ws5nH+igCL+SUT9RKCYgznUj3n9k+bYDpUND2Ic0Q5HtKsAgmrw2T/vrMjBAAraqEW9ntw/oeH+ido/xD9BXU/8k7bNcQAKa+dvuhQJlM52rZHHBowrNi8AqAbjrhlkGxMgpEUkIBxh5wRK1ValCm7/BFBAas91KP9EAWWQf1LDIMU/Ucdq7qcEoEzin6jjHUP/xGeG+vs3zj8JqWh4EBin6IVqkNOuGdw7ohYgAaDo6U4HKGhTG59/oo4b8k+ALmx8/ok6box/orZT+yc5HgjM6p+onzuDLRCd5AaKPZA7bdnRt2mjE3c/esrr4k66o79ea+RB4MbzaAFCOAKwIzXI64ikhosNFECLSGjnBErQP6mBEuOfVNs4Q3Yq/wRAk8oc8oHAHP6J+Qe9JvZP1P5DRieZgZIcnQBBaCgVDY+N4XnUA4U22PGmGvgaUIAKKHveVHAJAGUp/ok6RtSCNujQWZZ/ospz+Cftp+SEX6ikfySnRifNMcsGSkhlwwMqbSEcNYNo10QdOybsUQ32BijUDko93bGBgvrnpfgnan9u/0T1YXL/hPJ9odKx9U+swTzVnxvV+6cux6Wi4VGlLc9rA1uPOnSgVFHHjquURgeK2tekOzZQSItIZvVPWqDk9k9SHghUW1d0UtwXUncGUUR0osrHAqVnIM/unwRUPDyOUKUte6ioQ48MKhC0UYcOgk2T7hyhAo9q1/FPIg3Z9rx+/6SqO35BW7VdxoI28U8igXKI6MToA8YDZa2Rx4YqwxRoI4Mj1ClKA5RqsO/qSEIHitrXpDsaUAC/fzLEkHX6J9pgPPSCtiU9EDi3f3KQL6RuiDUiOmmOOQNQAioaHgTgFL1Q3/DtoFXGKFT6As2HwKZJaRqgGFHHAP8k0pAFPP7JzIZsjH/S1I3xTzToxPonqnwu/2SSP+i1Iv9ktZFHtc5jhz2qHH8HqmGhRR2gJqLQgVLt27TpjgYUIM0/6TVkI/0ToN+QDaU7Uz0QOJV/MuYLlcQ/0QChwcHsg2rLjr6Fo5OQiobHBsAR9pqvgHZQYq9FHarMB5S6zEh3RvgnkYZstW/Egjbk8U9SFrRN5Z/obeIXtAHjv1ApEJ0AA4CyLv8klLgUDg/GKVI3PTTPw7xJdyp/JzdQmjLNx1Dthvonqv0gQzbDgrZmnxadyAOBw4Ai/kn1XycS8ahoeBARThGwq3/e1+/Crt4aQGlgQU2ZDhSg9SWUf+Ia2LZ/AuQ3ZIF1L2hb+xcqZfVPbHAMiU7QtksGSkBlwwPAKdqYsGCuvIu6jg6UfV1mwEKDSzX4Hf7JXIZs5IK2tT8QCFSDt4QvVKogksk/qYEyp3+y2shjA8IVdKL2NxRAHLBwAGXHwBH1A6Wqb6Y7cxmyal/IPwHQCxR5ILAfKMvwT6C1UQWB6KSp5ynvAYoLJiEVDQ8CcERbAFstYmDssa8HVwuUHbgejGjqVduq7MgCymj/RAOKe/3JzpvuKEPWle4MWdCWuv4k9wOBUf4JxfsnMemOvX+If0IR0Yl//QmQmu4c5PkdexpZnYzc0Uko8qDm25cKFBF9B8CX5u6HSLRivZKZr3XtKDryAPAlZn7t3J0QiY6jNnN3QCQSlSmBh0gkSlLp8PjA3B0QiY6rijZMRSLRfCo98hCJRDNJ4CESiZK0GHhQpb8goieI6AtEdKun3quI6CEi+jIRfYSITva1J6L/JKIvEtFjRPTIoa5JJFqzFgMPAG8EcHP9714Af+Wp96cA/oyZbwbwLQD3RLY/x8xnZV2ISJRHS4LHXQA+xJU+A+DFRPQyvQIREYCfAnChLvo7AD8f214kEuXTkuBxA4D/0n5+qi7T9RIA/8vMlx11Qu0ZwINE9Dkiujdrr0WiY6olLU93PYJjzyOH6oT2/SQzf42IrgPwKSL6d2b+dGI/RSIRZo48iOh8bWI+BuBrAF6h7b6xLtP1TVTpyAlHnad87ZlZbb8B4H4At2W8DJHoWGpWeDDzfbWJeRbARwG8rZ41uR3At5n561Z9BnARwN110dsBPFC//pirPRFdSURXAQARXQngTgCPT31tItHatZgVprUZ+pcAfgbAswB+nZkfqfd9HMBv1qnHqwH8A4BrAHwewFuZ+Xu+9nX9++vTnADw98z8x4e8NpFojVoMPEQiUVla0myLSCQqSAIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIk/T+hYzXbqKLQ+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAlH0lEQVR4nO2df8wtRXnHv8859+VeQH74AxBEKBiaxpB4RWJB25hrE6mkFtvSpE2ttqUltDfRxiYt+H+b+kdrY0psbfhDY5qakKK2EsEmb2r6B9yAUiWNFoKCFFMgVSFe8XLPefrH7uzOzM7Mzs7+nPM+3+Te8767M7uz5+zzOc/znTnnJWaGSCQSddVq7gGIRKI8JfAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJSkTvCgQh8noseJ6OtEdI2n3RVE9CARPUZEnyWiM9r6E9F3iOgbRPQIET3U77JEItHY6pp5vBvAVeW/WwF8wtPuowA+xsxXAfg+gFsi+x9j5qPMfG3HcYlEoonVFR43Afg0F3oAwPlEdLHegIgIwDsB3F1u+hSA98b2F4lEeehQx/avA/Bd7feny23f07a9GsAPmPm01aatPwO4n4gYwN8z8yddAyCiW1FkLVhj/ZazcG7HSxCl6Kfxfe++/8YrJxyJaHRR/eNL/COc4p+Qq1lXeLgOYq9vD7UJ7Xs7Mz9DRBcC+DIRfZOZv9JoXEDlkwBwLr2Kf3b9rriRu8Tb9L5ja2EfG7if7/a+eO+iX5h6OGGR815fjmjZ8xS0qp+/B07f523XehVEdLw0MR8B8AyA12u7Ly236XoeRTlyyNHmaV9/ZlaPzwK4B8Bb28YmEonmUys8mPnO0sQ8CuBzAN5fzppcB+CHzPw9qz0D2Adwc7npAwA+X/78BVd/IjqbiM4BACI6G8C7ADza//JEItFY6po/3QvgCQCPA/gHAH+kdhDRvUR0SfnrnwH4MBE9jsIDuaul/0UA/oOI/hPACQBfZOYvdb8ckUg0lTp5HmVWcdyz70bt5yfgKDt8/cv2b+oyFpFINK+W7dyIRKLFSuAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEEXpNAC2tnG5XXQwJfAQRelGurkCiPp3utwuOpg62PCgg335XXUS6+DvooMliR5RlO7me3AuNiCg+ncuNrib75l5ZKK5JPBYqojmHoEhBQ5dCiCigymBh0gkSpLAQ3wPkShJEjkikShJAg9Asg+RKEESNSKRKEkCDyXJPnZHbK+FFY0hiRhdSwPIwqZrfZK1HgdTC4uWBWhpAFm4ZK3HwZVEiksCEJGoVRIlPi0FIAspXR7CBY1P1YoOthYSIQvVUgCyAH2E3jH3EEQLU97RMcWb8hIAspDsQyTSdWjuAfQVrerA4u1IibUCCG/HOb5IlKEW8LY6nGhFBkxGOMF4x24997Kzj8/wv8w9BNHEyj7zcGnUbGTOLIRokQugCMCF+MncwxBNrJ3KPFwaLRuh1TL8EJFoJh2Yu19BZHCQTA2RGcuXF7AOTtdK6XKwlDk80gJpFJBMCRGiWSByM/2Kd5+ULgdPmcMDddAmBu/gIJkaIguTZB8HR/nDw9YAIBl0HGNrYoA8gXO8pYvKPo7xU1MOSTSTdg8euhJBMmg2MgVEJixjbqMbwkMBcDtOTDIW0bzKHx4rqv+FlFjeDAaSHhlR/DmmAcgLOCM8DAB/x/dNMhavFjilvWvKHx66dJB0gUmkdJD0gsmYEJkgC7kTR4OzLgTgSryIv+B/H3UconmVNTwIAIUCZelZyZjZyIgQ2afLgt4HULw21+I5MVB3WFnDQ4mIjH9OTZiVJGkskIwEkNvoBpxC849fG6dGYaDez3fjOH91lHFkqR35jFTe8CACVqvin7F5QJgkZCWDgWQoqSxkYJD8kvbHr72nLv/dhCemz0LE9xhVecNDl4LIwmDSyycZIxsZGCI30s2tJQxQZyFf4rtlKndHlD88fO+qc8AkZrhLAcmAELmNboj6pjECsAZwB05MV8ZI9jGa8oeHDgYdJHPApEdW0klDgmQgiHyE3oFncTjqqwpVGfOv/M+ShWSsvOGh7nkbDAoONkz0IBkSJt7xxcMkubwZCiQD+CLvo/dElTBA8dIdxhZ34MT4U7qSfYyivOGBQKD74DAGTEYocRYBkgTdRjfg87gy+suS1ZTu6GXM0gCyAzMuxEt7UjvovEMX8PXn3mRudHz5j/Mat54Xz/d8+Nr7jt8ypuZB4m+mpC846nuzdrxPjvFTuB0not+d7KM/i7NwF67GPl3W6bytWtKHCRf6fTD6G9YDp+/DC9v/cz5p+X+TmP4C8Lb5zr/lRrbAzI3sooKDfXOpoLHba32cx9flGFND9o0UCPakb0qzn6eu0q8xAiT7dBnAwJ/gBM4AWr88wd5/EU7idpzAG/l53EnXdB2tX8zLAkjGyjvz2LuArz//V+sNrkCyAyU2MwHc2Ubo+UrNTgbMTDpnJX0yksh75xg/FQ2RxinKf1/AlcNCZCkAWWD2EZt55A+PV/5avcG+lhiYeNrNWurMBZORQXKcv4pfxhPVwrFOhy8fX8AZuBNHhylnlgAQgcc8Om/vQr7+VTfXG1w3fxtQDhBMJstKWu6p4/xVvAffxqpEQgpITmGFv8K1uwGRBQNkd+FxxoV8/at/3dzYBoeU7GSsUmcsmCwpK4kAyU1lNtL50AB+jEP4G1zTHyJzAiRTeGRvmNJqZd6ga7ICb20FmxUEa3IAxXoxV83AIScjPEZsrAmrwSRowrYZsJHmqz0NHIRJB0PX7Bc2Wu+kawBGUiZCAM7CafwpTuA4P4JzcArPpc7SqLHNARHeLhIgbco887iI33bRbxS/2O/i2nU1rnHO7GSgUmfszGT0rMQzfuWL9Aml3v7IXFnIggCy+2XL4Yv4bRf9Zr2hEfRb774gUEbyTsYsdbKGiTX2Y/wU/hgP4cwyS+wTyozMILIQgBwMeFzyW1bg20Gt/Z5zdpIrTHpmJX2meY1DIiOILAggO+x5lMuoDd+ivE51c+t/onG99mYnZP8px67eiev1bvNOuixgc93AgcVurmX01fUM4JlE+yUpXok29n1chn1c1muaF2Wf83AKH8bDAKMbQKb2QzLxQPLOPI68lt926W+bQe/7eYnZydDTxFNlJ0NlJgnlzTF+CsfxNZyLlwEAP8YaZ2LTCSj/i7PwProRQJHZ3IJHcQFOxputU0FkAQB5cHv/jpYtR17L11/2fgAA+eAQBEVkn6G8EycEWoCyAzAZrcQpx9vVZN0CuIFuxjF+Ch/GwziCjbGP0OGzNWODZGaAhOCRf9lSTtXyurw+ZqjElrZcv7h66lmVMVa5o5c6eh+73LGnVPXsxHitrVKH0AwQ+95ImCYeq9SJnh5uKU1GK3HK8d5Jb8F/bV9jZCSAv7x5DmcBAG7BowY4gPrlUJ+tuYNPhEEydkmjnoO5IBKavc868zjzYr7+p36n3uDKHrRt1HiXH6nc6ZKdAGaQLCE72YHM5Nj2yQomeli/hDX+Gm/BPl2G+/juTtlKVEYyZiYyA0Ae3NyPF3gXy5YzL+br3/B7xS/qOmJKER9QYmASew4gHigTeCeTlzpjwyQSJMe2T3o9jc/wvbgIJ6OOY5y6fJwNJBNCJASPvMsWIvBqBWKuyxFH+QK7fNF+jip3GmVMoNwxZmwiy522mR273GkrdYBGueNcETtmqTN2mRNZ4uyvLsc+LrfaFse7C1c3PI8YqdFdhJPh2Rv9NR0SJHOXMqXyhgcArACuIFEGvx3wsUApX2y24EAuONjeiev4jXY9pop1QNgwSVli75om9n1niWt5faYwKQcJANiny4EtqswE6P7VekewwS14FGCEZ23G8EZmhkjeZctZl/B1P/MHxS8Oj0NfikEtfsjo5U6s3zLUVHFbW7u9o80YpU6SbzJRmaOXOEA8SLYATmFtZDBqRMGFaUOXNSNAZGc9j3PPvoSve+Otbkh4g7NL2wmBskTvZG4jNtE3GQImOkjaFqZtQFgHpiUYEatbhwTJgBDZXc9DTdVSDYH2EgZm2y2q/Z3KHUf5klTu6N6JfvzqvJjPO1mjEWTJ08QTljqdyxwHSHSv5Pj2Ye86kpewxuEWzyRqdeuQ/shE5Uze8CCACVrwNyFhxJILKE7wIAyUuc3YtePiZvJOko1YF0zKtpPDpMUvuXNVrCNRmQiDsAJXsy234NGoWRvlj+zDhEdjlStrfkkfkOjXMQJI8i5bXvE6fuub/hCA5WmUNwfpl+YqC+Yqd7qWOl2PD0znnYw9TdzFNxmrzIkocWJnbdTq1qqvY5WrGk1jKniI0qYjRHa3bCFU70bG/WS/mwNV8BNr++cqd7pmJ+qaYrKTagw9shO93GnNTuwPDGLc7MSRmRRN2f03c6rrGC8z2V9dDmzhXJRmS61uVXKtctWngu/ACdzOJ4oFaqzBJBUkA2YjecMDAKsXXt0jWrxW9zjDCmgY5Ub25Y59baFyx2PGhoHS4p3YQElZYh/40xZ1owFLnYFhojwSfWUrYBqtL2GNu3C10fWClnJHN2uNJfNDgiQRInnDg6gKtCqW1T3AOhzqbVwFfx3k1a3hyk5cQLEhYbULAqVqG8hO9PHnYsZi2Owk+Ld1zIZR2clUMNlfX4F9vhyAZ3Xr6vJ63CgykS6rXPXP3lQGrO6hpIAkMRvJGh6MIvMgAwrlg24FbLUOMPcvutzJyowdNjshfXylJil1fDABquuJhcn++grs4wq3Z1KO5y6+utNf1tOlG7CV6crWIrWuMOkAkqzhAaD4FCtrTxBbj0ATKFuty5LLHYNwY5c72vGBcLmzlOwkptQBupU6Cb5JH89kf3U53rh9Pvl7Wy/AyYbpqpc3WzZnhqrMJ0YtRnHe8CCVzmvb1AtXBTbqotHK4gFHuaO161ruFNuHLXdmWWqfS3YyshGbWuq4/ji5ARSrnz0VDJheR0jP4azgVwuoxWtVmbNFP59EU9ZTteecdym/+ec+6JySrbOMemcNA2jb2NhmTvmaxzSPoddFrr7WOPQ+zrKIm+30n9uW2httW/ZbP0+9MrbXFyh1XBUbNU0c08Z3LNeYfGMzdgXijreGX6LWlTDMdX3q6wW6lD0/xB5ewl7zMzgemDy4/bfdXJ5+zvmX8pt//oNm5uHIGpRsoJCzXwAKRnYSgkO9iRwB7QZQJFBccItqGw+I0b6mYIxl9kMssR96zckIMAH8Buxntl+MNl21fBUAcAqE01jhzDJzqZbRl+XNTsPj6Ds+FMwkXCapM/BjgOKEgt6+HSiu7MQ1NuPnhMVsrdmJfn7JTtDQzNlJDEyUuixSixGjhshf4rHdhMcrXnkpHz32oeIXFZzWzIork2hkJ0C25Y45lkjweNt2A8QoQIldGbvE7GRGmMR8ItjOOtr0EtZ4Aw7jf/hHzm55G6agxiKx2gFVD+QFivG6sn0cfV/5aNz8Vnv9WBHTxUPN7pgma4/ZHea0L1Li+gmb1IwtxxplxrbN7MR8ADDGiHXM6pAPKD1NWNuAraaFARzbfNv5OZwjOI3zcKoxHp+OYIPX4CXv/rzhQai/cLgKQCuogQZQVJDp25pA0WZxYoASmi5mVMEeNbujj0O/QZ3ZxFCzOw7wtAHFBROr7WKmittmdmygtM3srNft2Qlz/KzOgDDRQaL3SSlv9uy/T6Qpb3gAWuZhAUL/uZFVNEuHCig60G2guABhTwMD7uliXz84gKIFWa/VsYHFbPr1RYEntBx+irUng3xup8tXFAyUndhKhQlQPg8J08PaojVsV7iFv44LcBIvYg9n4+UgBF4OzONkDQ82Mo8yjYXDX7AyAQY1fQw7OwEaQNE9gwZQjEzHOnag3BlkdSxDyp3Yz+1MmJ1ELWLrW+p0XAlrf6frse2TOM4Pez+L8zwON49fKmt4ADD/TkqjXHC987uB4s4qrLZR5Y7jvKnljta3dXWs2lSd8wCWO5Gf26FGu3Gyk+gl9rYmLHV0mBzbPlllJWoq+EU81hxfqbzhQcB2Tf7pWW1znWlYga2C32jjbssrNM81drljt8u93OmSnVQHtoDSNTupzh9vxmaZnTj/XrIjO/HAZB+Ob5rf7Co8APOzLQYswkCpo4cc+6y+xr7u/skY5Y45BsdQhix3rM69yx11vuSl9l2zk/JJ6mDGLjo76WvEekqd6L/sV2on4BGTNdhAcPcx+5ptfDBqL3fGmC4mRp1RNICIJlB6lTsOoExd7qhtSzFjQ1PFS8hOBih1aEUITLbkDQ/TMA0/Ok1SHxCcx0kvdwA0gBLln6SWO67xh8odYwzq990od+YzY9f1WMtD+4EyQnYyWKlDjgaFsoYHgCpFNN/B2zIL9UiOPr4Mo34ojjt+uQNtPJ3KHaDTdDFpgTnMd58sp9yZxYzVt8eWO0NnJ0NPEzuUNzwI2K6bkHDW9vpj+XNU1qC/oJEwMo/rhlHf6WIOjRno5p84+k363Sc5lDuzm7Eds5OYRWyR2YlPecMDKBaJRZQfxHbAtTyWP8eUO24IqUfXO79nvEucLj5I5Y4GiEa5swQztuMy+yGyk1AOkjc8CPXfqtVu+iKYfQFadtV3N/q6+yT5J07ApPsns0wXe/rtZLmjjjWzGZs8Vax/gdIQ2Yn9+R1NWcODgYZhWt9LVtDBDDpXoPrKnRigHMjpYke/KT4MOGq5M9XaE192AphexNzZSUBZwwME8BqtmYMPKDHlR6t/EgRM2D8JQyneP5lrunjsDwNGlzt6377lTsr3xg6ZnQBxZmyfqeIu2UmgbskbHigzj9hAh9nWLneMzoFjjOmfuDMN9Zhe7lQD17eNOV3suo6Qf6IFWvdyB87gP9jlTmCquFN2sqNlCwhG2eIKothAr+Oqh3/SgEWHcqfD+erjjl/uQBvPYOWOMQbHUEb6MGCw3LFOkl2509WMrV6vSKA4lDc8UMOje9ZhtvGBpzjmcP5JMxvpXu6EH+PLnVGniwPlzrSrY7XDcpNUsf7J4sudsczYnS9b4A9gGxKuxy6ZQ6x/Egst16N93jynix1ZUUy54xpTx3IHPOx08SjlTpfsxLrO6tgx2Ul1THXtHc3YXS1b1PJ00u8/7XWKBUoYEuZ2PxR6lDuBNn7AdPdPzOtM90/6Thcb5+jpn+Rd7qBTuRO/9kQDld4eSDRj3coaHgDKdR4IBybQvElbAjgWPMFjtvgZUdAKtG3LMGIAZjxBbTAKnGuR08U7Vu6wo+3o5c7Oli2ExlQt4A/yotYuf2/JTgDr3Up/bDlX+JhhP6PPeNyA6X4+u6/Zxg2jGP9k8uniULljjKG+tp0td5LN2B0tWwCAV1zdQN4gwzBAcfX3Zx36IEPHjHjHj4RW8LEax8DTxaH+C54uHmR1bE7lTmp2ElDe8Cg9DxWdZoCGgdK6XTuH+n00/6QBueH8E9d4vEHe4Xyu59oLI9e5qmDmZpspposd/UL+CWmxlVW5k2rGVtvhVd7wAIyyxQzmMFDsIGvbrm/O1j9xBr4PMP39E/O47r5zTRcPujp2inIHMeDxZBFqW9Lszo6WLYzyHih9nXYgDAuUQfwTLUAG8088kOgynhigxJzP29fR35cJmQMvfx9zutgYo9VPH8qQHwZ0ZR1AB/9krHIHXmUNDxDcXwYEx+vlDR77Bl6wf9IChcmW21eH3NHp4gFXxzrLHYYjqPUxd/RPxi53PMobHgB4zY0bzAgGLZiHyE6AGCBZ29VgJ/RP6nP38E+Cge977O6fGE9QG4xc56qCmZttUqaLXd8Rk+ifjPZhwKnKnV0tW+zPtgDsCMLxgdLeH40bxwZKnwDuW+7YAZ4ErUBfmS62hjLIhwGbBx6l3NnZsgUoM49QIOcBlFz9E9f1NIPa7DvLcnsjKK22s00Xa7vmWB0b286jvOGhPA/PC+0vJyLbq9OM5J/4ZmfUPvFPwuczx57unwxW7gBNoMy4OnaQciew3iNveICLRWLQqVv+17iJ88lOgBbQAO53vQBQfJBwncs7prn8EwMWLQDTn6BIGGVX7hhjqK/Nni4erNzxKHN4oJ5tqWgB7YndHaB4t5O2PdY/MYKx/Vxh8HT3M3LwTwabLl7C6lhGcrnDAX7kDQ8CsNIjAcXVVs//AQfKAP6Jr7Tyg6dDuRNxPd7HahzzfTvbbNPF+vVE+Cddy52iTzjrAHKHBwA0pmotYHQFSu7+iS8wE/2TJPA0jtmj3IkYT1vWEHO++rgR8HOdqwpKbrYZerp4ytWxO+t5GJmHAxze7VT3B8DWi7RL2UlxfZ7t5eah/BPXGPxjCgd4F2jZbd2A6eGfLGy62BjH2KtjA8oeHlRlHly/yC5whGAi5c7u+ieB8WW33H7i6WLiup1LecMDDNI9DzCYqbheDShOmFRtPNsFKOP5J9bN7AfP8v0T1/Ns940C11DlDjCYf2KUOw5lDg9gtdLqMyYQuHhitRvVhonarvqMBhTxT4znpw946mMu3z+pxxwPv8VOF++q50EE0GpbwoEAKjKPmrwaTIDq7nFlJ8BAQBH/xNzQCH5zXyx4XI9L8U92ebpY320ra3gAwHqt4KCgoDKPGiakvQEMApTGTaTfeercalMTQrsEFO92KzuBpx3QDGDjjg2cKwyF7n5Gqn8y+HL7CaeLjec6VO44lDU8iBirVZHHcXm3cuVxmDCxs5NUoGTtn1TPW9nEFzyOcUzpn7j6t4KnHm5//8QIurjxNAHTZ7l9xFiNfen+ieueqY8DE/6WsoYHAKzXWwMcKCFgbsMgQJnVP1GB7AhicwyqLzvGlpadmMexA6Cjf2IHZq7+SQS03PdB/XvM+eoxk+M87r7D+ScBciBzeBAx1sQAMbYKAuW+IgOpYaK2JQNF/BNPMNfj2Cn/xBPgSdAK9B3CPzHP44NRmn+ys5kHATi03mLL6sO1KnCpAooOkxocHYEypn+i2ol/4t+eqX8SA60mYBY2XRxQ1vAAAevVFmugyDw0OOhA0WFiZydxQBH/xNkeEf5J/cSMCpQ+ARw781Ifs7t/0vST4IWW+z6w+4TPVx833j9xgUs/ta2s4UFgHFptwYAGkCL4baCEspM2oOycfzLg+pMqGGb0T6rtM/gnNRTC/kmXc9ht3YDp4Z+oe804rqdvoG7JGx4EHCpnW7ZMWFswsIESyk5UG/FP9GPmXe7om33+SZeMoG+50wco9YX4+3r9Ew+Ugn1V/13OPPbWmwIcQPWoXjQXUELZSRtQdJjofVKAIv7JMvyTpADWAmxo/8SGROh6QuMqxjGQf+JR5vAA9lYFPNTK0nK9aRAo6pHRXu7YQOnvnyigD+ufqGMfCP/EaQKOD5SYAO7rnxTtPAFun8Pa5zqH+z6IP9/ueh7ERtliAIMQBZSYcmdI/0RtH9o/AdSNY8FEHWtsoDiC2ByD6suOsS3QPyk3H0T/RHO5g8obHgDOWJ0ugxbYln+HYQsyMow2oMSUOzZQVLsU/0TBYhD/BOVNbNwQ4p/o45jcP9FjLxDs3cATCPCe0GoCRit3DkrmAWwNaGx51QCFemwABTV0Yv0T1S7FP1HHGMQ/AcbzT9R28U+a2yPLHaA9gLsbt+Q4lkU5C2Kh6/E+BpQ3PMBl5lFCopFVmCVNlZ20AKWLf6KAosMEZZtYoPTxT9Tv4/kn1YmsQLaAsRSglEr+uoLWcYzjnySBp3HMcLnjemzNlnY28wBweLXBlrdVoG+qwPYDRQdGG1DG9k8UUPr5J+pnVG16G7IumKhjOcCQu39ibnfBcjn+iesa/FDQot8BlDZo6UyxlTU8VsTYW20AmNAoAi8MFBMUYaB08U/UYxf/xMh4PNnJVP5Jo0Rpy05Un1SgiH9iPWdWO2t7X/AUxyRjuw1Lo29AWcOjLlsIh6qAN6Gx5VW5zw+UZnbiAIpqG+OfaNDJzT9RQNFhIv4Jmu0HBkpsuQM0gRIEVARQgv6JlrjYyhseBOzRRitPNtiUfwVKB4oLGD6g+MudJlBi/BOgCN4u/glQvIZz+SdgFv9Ee+ft+3WP/nEsyD/Rr9cGikdZw2OFLQ6vTgMoAmuDFQ6pAPcAxZWdFPsUUJbhn+h9pvRP1HbxT4bLTprXlpF/srOZB4Ajq5exsQJ2o5UiTqCg2B4qd4B4/wTQvZE4oMT4J6YXMp1/ooAi/klE+0SgmMEcGse8/kl1bIfyhgcx9miDPdoUAEERfPbvGytzMICCOmtRP4/un1B3/0Tt7+KfoGwn/knd5yAAhbXzV0OKBErjcVczjxUYh1cvAyiCcVMF2coECGkZCQh72DiBUvRVpYLbPwEUkOpzTeWfKKB08k9KGKT4J+pY1f2UAJRR/BN1vAPon/jMUP/4+vknIWUNDwLjCL1cBDltquDeENUACQBFL3caQEFd2vj8E3XckH8CNGHj80/UcWP8E/U4tn8yxAcCB/VP1O+NYAtkJ0MDxQ7kRl92jG3c7MQ9jpbt5eZGuaP/vKuZB4Erz6MGCGEPwIZUkJcZSQkXGyiAlpHQxgmUoH9SAiXGPyke4wzZsfwTAFUpM+UHAofwT8w/6DWyf6L2T5mdDAyU5OwECEJDKWt4rAzPowwUWmHDqyLwNaAABVC2vCrgEgDKUvwTdYyoBW3QobMs/0RtH8I/qd8lR/xCJf0tOTU7qY6ZN1BCyhseUGULYa8Kok2VdWyYsEUR7BVQqA5KvdyxgYLy96X4J2r/0P6JGsPo/gkN94VKB9Y/sYJ5rD83qo9PXY5LWcOjKFtOaYGtZx06UIqsY8NFSaMDRe2ryh0bKKRlJLP6JzVQhvZPUj4QqB5d2Ul2X0jdCKKI7ERt7wuUlkCe3T8JKHt47KEoW7ZQWYeeGRQgqLMOHQSrqtzZQwEe1a/hn0QasvV5/f5J0bb/grbicRkL2sQ/iQTKFNmJMQb0B8quZh4rKgxToM4M9lCWKBVQimDflJmEDhS1ryp3NKAAfv+kiyHr9E+0YJx6QduSPhA4t38yyRdSV8TqkZ1Ux5wBKAFlDQ8CcIReLm/4OmiVMQpVvkDzIbCqSpoKKEbW0cE/iTRkAY9/MrMhG+OfVG1j/BMNOrH+ido+l38yyh/02iH/ZGczj2KdxwZbFDX+BlTCQss6QFVGoQOl2Leqyx0NKECaf9JqyEb6J0C7IRsqd8b6QOBY/kmfL1QS/0QDhAYHcwyqLzvGFs5OQsoaHisAe9hqvgLqoMRWyzrUNh9Qym1GudPDP4k0ZIt9PRa0YRj/JGVB21j+id4nfkEb0P8LlQLZCdABKLvln4QKl8zhwThC6qaH5nmYN+lG1e/kBkq1TfMxVL+u/onq38mQHWBBW7VPy07kA4HdgCL+SfFfIxPxKGt4EBGOELApf9+Wz8KmfDSAUsGCqm06UIDal1D+iSuwbf8EGN6QBXZ7Qduuf6HSoP6JDY4u2QnqfslACShveAA4QisTFsyFd1G20YGyLbcZsNDgUgS/wz+Zy5CNXNC26x8IBIrgzeELlQqIDOSflECZxT+B2d+lrOGxAuEwHSr9DQUQBywcQNkwsEftQCnam+XOXIas2hfyTwC0AkU+ENgOlGX4J9D6qA2B7KRq59neAhQTJvpJ3MoaHgRgj9YA1lrGwNhiWwZXDZQNuAxGVO2Kx2LbngWU3v6JBhT3+pONt9xRhqyr3OmyoC11/cnQHwiM8k8o3j+JKXfs/V38E4rITvzrT4DUcmeSz+/Y08jqZOTOTkKZB3ELXZYsInoRwLfmHodItMO6nJkvcO3IOvMA8C1mvnbuQYhEB1GruQcgEonylMBDJBIlKXd4fHLuAYhEB1VZG6YikWg+5Z55iESimSTwEIlESVoMPKjQx4nocSL6OhFd42l3BRE9SESPEdFnieiMtv5E9B0i+gYRPUJED011TSLRLmsx8ADwbgBXlf9uBfAJT7uPAvgYM18F4PsAbonsf4yZj8q6EJFoGC0JHjcB+DQXegDA+UR0sd6AiAjAOwHcXW76FID3xvYXiUTDaUnweB2A72q/P11u0/VqAD9g5tOONqH+DOB+InqYiG4ddNQi0QHVkpanuz6CY88jh9qE9r2dmZ8hogsBfJmIvsnMX0kcp0gkwsyZBxEdL03MRwA8A+D12u5Ly226nkdRjhxytHna15+Z1eOzAO4B8NYBL0MkOpCaFR7MfGdpYh4F8DkA7y9nTa4D8ENm/p7VngHsA7i53PQBAJ8vf/6Cqz8RnU1E5wAAEZ0N4F0AHh372kSiXddiVpiWZujfAvhFACcB/C4zP1TuuxfA75elx5UA/gnAqwB8DcD7mPknvv5l+3vK0xwC8I/M/OdTXptItItaDDxEIlFeWtJsi0gkykgCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJP0/MfVVF5TTkFQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAkI0lEQVR4nO2dbewtR13Hv79z/v/bS+ttebAP0GLThqoxJpZLKW0xIRcTEGIpCjE+VAgpaQhXjUGNlPc+8AIxxAbF8AJCjCTVUpTGFpMbiS/aa4EKfQFSCy1NiYXIQwMt7f+cny92Z3dmdmZ2dvbh7Oz5fZP/3XNmZ2dnz9n5nN/vO3POJWaGSCQSddVq1x0QiUR5SuAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJneBBhT5ERA8T0ZeI6KSn3hVEdD8RfY2IPklEx9qOJ6JvENGXiehBInqg32WJRKKx1TXyeAOAq8q/WwF82FPv/QA+yMxXAfgugFsijz/FzFcz8zUd+yUSiSZWV3jcBODjXOg+AM8nohfrFYiIALwWwB1l0ccAvDn2eJFIlIcOOta/FMA3teePl2Xf0speBOB7zHxk1Wk7ngHcS0QM4G+Z+SOuDhDRrSiiFqyxfsW5OL/jJYhS9NP4rnfff+MFE/ZENKrIfPoM/xDP8o/JVbUrPFyN2OvbQ3VC+17NzE8Q0UUAPktEX2HmzzUqF1D5CACcTy/kV61fF9dzl3ibfuwUmtFXB+7lO7xv3uvol6buTljkvNfnIZr3HAWtzNfuvqN7vHVbr4SITpcm5oMAngDwUm33ZWWZru+gSEcOHHUe9x3PzGr7JIA7AVzb1jeRSLQ7tcKDmW8vTcyrAXwKwNvKWZPrAHyfmb9l1WcAZwC8tSx6O4C7ysefdh1PROcR0QkAIKLzALwOwEP9L08kEo2lrjHU3QAeAfAwgL8D8G61g4juJqKXlE//BMB7iOhhFB7IR1uOvxjAfxDRfwE4C+AzzPyv3S9HJBJNpU6eRxlVnPbse6P2+BE40g7f8WX9X+jSF5FItFvN270RiUSzlcBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJEniIRKIkCTxEIlGSBB4ikShJAg+RSJQkgYdIJEqSwEMkEiVJ4CESiZIk8BCJREkSeIhEoiQJPEQiUZIEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESRJ4iESiJAk8RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQiURJ2m940H5fvkjURzJ6RCJRkgQeIpEoSQIPkUiUJIGHSCRKksBDJBIlSeAhEomSJPAQRekIAFtlXJaL9lMCD1GU3khvrQCi/o7KctF+6mDXHRDlIwGFSJfAQxStu/kO44aRyGO/JWmLKEoKHKT9HZTlov2UwEO+3xIlBQ5dCiCi/ZSMHJFIlCSBh0gkSpLAA5DURSRKkIwakUiUJIGHSCRKksBDaY6pC9nzGyLRfDTDESPKTXfwnbvugmgHEnjommP0MXMRgPOx2XU3RDuQjBZbAhCRKEoyUlyaE0Bm4ns8iXMaX8kX7bdmNEpmpjkBZAa6mW7cdRdEM5OMkJAEICKRVzI62jQHgMwkdRGJdM1gZPTQVGNqDgARiWam7EcFrQi0moAiuwbIzKOPP+N/33UXRBNrMT/HoAOEtyPNCyiA8Hac9jMVAbgG3951N0QTK/vIw6XRo5FdRSEzjz5E+6VFwkNpVIjQajcQ2SFAHsCFwbUep/kLk/UlKJYVKVNo0fBQUhAZBSS7gMiOAPI+eo13HwF4Ex6ZrjOinWsv4KFrNJBMDZEZpjCEGUUfotGVOTyo14DNHiI7AMizgVtGoo/9UubwKKUGbOLAHSUamQoiEwPkA7gm6HsQgL/he6bqTn5a0EzdMuBha04gmQIiRJNB5Az9VLgrAK7EUzjFj03SH9HutEx46JoLSKaCyARqm3UhAO/F2Un6Itqd8ofHiuq/NvVIbwYDSQ+YxbU/fhTyPnoNngVaAXIP37G7CESma0dX/vDQ1QUkwHxAMoZGhsivtPwftYTi5novzkoKs1BlDQ8CQL4BooOka1TSpQ9DgGTMaGREgNyFK1t/IGgF4DYByCKVNTyUiKj686oLTBLTm0FBMqRGikJup5NRvzBGKAAy+SyMpC6jKm94OAaEDpJRYBLbtb4gGSMaGQEiN9ONeBoUBZAr8ZRM4y5IecMDAFYr889SEkxCSohKZgeSgSFyE72lE0Du4TumW4kq0cdoyh8e9iAYAiYjRiU6SJJgMiRIFEQGAMlN9JboFGYF4CY8grv5H/fTC1nIQrH84QGYg2CXMJk6KplZNHIz3Rj9K+sE4BCM23AW/8L/NC5EJPoYRfnDwwWGTGGSDJIxopFE3Uw34hGciP5vGgjAOdjiNpwd99fIBCCDK294kDVV6wODDZOYY6pDR4JJ26WlpjdDgaRHSvMuej3+HNfiOYQXkhmnQ/FrZKN6IQKQQUWc8Qt6wcGFfP1PvMm5z3tdW0++GXodfMeEzlMdG/n6dsiDk39msW+unXCvnOYv4E14JPpTSp1hC8I/4wrcTic7n7NVc/k5g13/Lq5D9gfVfUf34Afb/3O+YPPrfVfZn/rlxXsjhtjoxDiHPzppjUxGSHF2FpUkRCO300n8RYcohMq/NRg34ZFx/JCMPzDnpPwjjwt+1Sx0fbo6PqmzikzGjkomikhUFKIAEd18uf0BjuF2XN36zd5ozSECmVn00SXyyBsehxfy9c//NbPQHjyRMAE8A33fYNIHJCNDBChA8jQO8Fc4OQxEdg2QmcEDMAGybHi84C11gXPwO8qmjk5mApO5geQ0fwE34utYlbFF12hkMRCZGUD2BB4X8fUvtL7dad/w9vUJTLRqE8EkEiQ3ldFIp6a1x73TGgEIgHh4zKfHKSI0DUnbeLSNUJfB6jIrI0zYyiDtasKObcBGmq+dTddUwzXCaL2dTrb+yJCzae3vAjyL23AWd/Gn0kxWZjFTOyjvyOPYRXzDT/66Uda4nhgPZOzoZE6RyRhRyYARySl+DH+AB/A8bHv9V8Sq5SdxLj6Kn0+LRqaORGYYfSw3bTl2Md9w8W80B5t1TZ2BEuOdjJHqJJiwi4GJdR2n+DGcxhdxPp4D0N1YNZout0kg2VOA7Ac8LvnN4kkDEH4gTBadjDmrkxqdDACTXYBkiGgEALYAPo0ruy8+mxIiMwDI8uFxzsV8wyW/VRfY16I/Hzs6yTXVyQgmQ0UjjB7m6lQQmQlAFgyPS/iGS3/bgkQAILuOTqZMdXKAyY5BsrWOewQn8C56fdzBewCR5cPjspuLJ8GoIwCQpUUn+wQTDSR/iLM4hmG8EaD4n/E+gGviIpOxQbJDgNy/vXeh8Dh+Cd9w2e+Yhb5IYw7RydhG7ECpTpYwYe616MzZZLmN/pLeAiFy/+Ze/IAXCo/rL3978US7DvJFGkuJThYEk7GiklPbR3ELHsKF+FHSMvjG6ctt1IzNmBCZGCDLhcfzXlzDAwiCIgoooYG85Ohk4TA5tX208keGGNaqh1Gm61ggmQgiy4bHle8onnSEgxcmoeNT052lRCcpvsmMYKJHI8Awy6v13rXCZAyQjAyRZcPjZbfEDfY+QEmJThp9mV90spNUZwqYRILkj3EWB+XzoYY1o/jPsIL+SEYQWS48zn0JX/eyW6rn5BrkQ8Ek8pjZRie5pjoTwOTU9tFqtkZXn3UkuoIRydAgGRgiy4bHz7yzeKKuQ7tPnDCxH48RncSeo1FvxOhk7FRnQTABgNPbzw8+c/M0DnAcR/i2z3QdEiQDQWSx8Dj/vJfwdT97a0TEUT9MBkpg0HdOdzKOTsbyTeYMk6ENVwDtszdDgaQnRJYNj5+7tS5wQcI7gLvUHSg6STlHo16HqeKlRidjwiRwvA4RYDifRK10dYJkx9FICB4HrsJ8RPXvYTADa1SPGVS+K+VvcTDXb0TnutpjdctsrTraY3bUr4BCVA8i/fFae6yfo1FvHYxOjHd5TdYAXJsDj2AOFqMPqm3rhls1Bxc1mMTN/8Ziu20OBHUuV12g8Xsm1bXYvz9iXJPVlgUD+7dLGjAJHH9mdTnO4HIAw4JEnfFi/AjvwecBRg0Q/f3oCxJ1LQOlNHnDg1APVPW6MOoXmeqIgqHVc0GiS10XUFrgwBYcDJiodvTHQBMormOAJlB0mJAFBBsoNhxgkaCx23HjWUCxYQIA7Pg/cbzRSQYwsUEy1BTwcWxwCx7CGTjMVRvsqTDRX4MeIMkbHgB4RUUCubYGlBYZEAciDqCCRGt0YtcFakD0ik6ABlBao5PimCyiky27B35sdDJzmAwdkSgIKdlfAqxmb3TA9AVJAkTy9jxOXMqvfPm7q6DB9BOKjWGQljcC6Zfs8iC6GKxzmN1JMWOn9E6GNGI7+CZJJuyAnokekTyDVfTvkfwvzsXN9MaiDX4Mf4T/xDFrApgBPI01nsMaJ/CsOYPTN73RQLJcw/TEpfzKk6frAg7AQf/wiQVKssHqOZez3RFgEnuORr0Jp4rHNmKHMmFHggmDsAKDYaY5z2CNv8QrKs/jE3w3LrYiEZ+2AJ6xp4NXl0cd69P9239bqGFKVIX/pKUL1fulpQrkGj+9051IMxYIpEYDmbG2DzKwGTu6dzK0ETtUquMK5zUgdElzzqyvwBk2B7MOFNf6DzuFCWkF4FwcAdDM161mvg68IC3ryOPE+ZfxNdf+LgD7Ex7NMh0oUPubZVmlOzHRSajNJUYnY6U6idPDfaaGAeAT289ERx4uqWlgJWO1awRMQpFH3vC44DJ+xasUPMpCV3riKtPfM0l3mo9jzwHEL2Sbu3eya5g4jju1fdTpefTREYAf4pjplXjSm0XD4+QNvwdAG8Tam5MMFFd0opc7j22LaJqQiIs4utQdGSgDmLFTRydz901iYDLW4jSlxiI1DSSLhsfLf/H3AbgHrA0UEwSqDofL5pDudIlOGvVbop2uMPG133ZM6jL7XRmxY6Y6PWCSOoMTq2dBOMIKz8MGAHAShC/ydomGKSojrnr/uDZIld9Zvbr6+1INKu11sSMVRmV+1iDSDmFtn71sg9E0Y8vj62M6LFBT7QTM2Kqu0yydyIwdYCEbGx5l13UnVv21VR8djFhbnnq9TdhYA5ZWhemKK6rjdJg8hUMAhBN4FgzCOiHVOQbGsRIcAIJt5A0PoFgkBjQ++Y37ic06RUWYZVvWyhz1tfFRNaHG9LZZb/ezO766I8zueNsvXzDfzI5RD/EzOzYges7sRK2I7TCr4/pvQgtAjQ8TpTG8EltZw4MJ4GrglNttc+BHAUV/j3SgQEUxTUhVZVSXqSfB6WLj2HqQV91zRScaJKrrCC6fR3t0UtW1ANFnqX1MdAL0niqePDqJXV7vqedeYevIBrbchAnq/rXBROnM+gpgA8MrAYqFZQdgHLOBm6Cs4QGiRuRhfuSX2xiguNKXfU13xo5OgHC6Y0Qd7nSHHO3lHJ2kpjohmBhRiXbcUN/FyRse0D6BghBg8znQAIpuPjaAsi/pTpfoxOoDdPggMTpxtd+ol7qQbSbRycipjg2TYpc/1Tm1+brhmZyH56KhsAB4WIPKNXCdELDq64ayBZTUdMdVf9bpTso3i+3oYc5m7FyiE1t9Up2evokdnZzafN1IdTaBuZys4cGkRx7l4IM52KpCfavVHzPdIdYOjUl3rGOL4zJId6q6I6c7XczYXKKTvqlOrG+SCJP/2dzbbL9U1vAAYBpn9mB0phEeoEyd7gBNoLCj3pLTnTHN2EyikyFTnaBvkmrCBpQ3PAjYrrXf1mgAod7U0Yg1sNVNa9Tx1AWaQElNd4yBpdpib/0p0p2ifMp0Z4ToBIgzY5OnioeNTkjvX6nUVId8C9j6+CaBSZm84YEy8vAAwe1/2FtXGhE6fvx0x2yL/fUdkY3Rna1Zz5nuAPH+yUDpztBrT7zRSVv79jGx6U7XH1CaW3SS4Ju4tBB4qCdqQ44owhOduMo6pDvOc/VMdzqvjmVHPUZjutib7thAYYya7rRGMq4BH0hfBvnN2I5mbKefKOgandgwGSo6SfJNHPtKZQ2PyjDtEmFo43qIdCd4Lr1sqHQHaIIikO6YfdDPk1m6o9UdJd0Z2oztFZ3YPguGiU76pDoOZQ0PAMCqHBteaNSbVk8jCARrC3Lsc0QcPnitHPCKSneg3fR1VxrnC6yO7Zru6PuzTHfUazixGdtpIVvf6CRlmjgi1QkhJG94qMgDMMNw9bQNANYgj0l33BBSW3LU8UQ3Wv1R/RP9fLtYHTuHdGcpZmwoOkmdJrZl13EsXlPKGx5AY6rWNbgbn5pRIFBb10ALAcFzvFHHc/zMV8dml+50iU5Ue73SHa19de0t0UlRLTLdGTo6Wa/R/DmE+O+85A0PUqFo+bxDtOADSjMaaU93ijo+ILjadadLMecyO18+H2F17DLSncjoRF33WOmOy4zNJToJKG94AIZhWo+pCD/CMSCqFaGt0YjeAbUN+yduMFjHxvTXdS5Jd+rrm2O6M6UZO3R0EjA9soaHuTy9LcLoHi04PzVbQaA2000Xzz3dMbqzJ+nOJGbsJNHJHngeXQa6Dygx0cKQ/kkMwMx255/uuOq7V8dq1ZeQ7liAGNWMnTo68Sh/eKzReaC7PiWLlKVDutPlPEHAhAEW3PacLh4j3en8ZUBG/ulOYnQCdEl3EqMTo17CMvulpi1qqrZLNBDra/j8k6JND1Aax7afxx7kU04Xj7E6NpjuAO7VsbDqhdIdox91J3ae7lRtJqQ7WrTRy4zVYWJcGLzRSVHNA5SWXxvLGx4o4OGDBNAeDai69kAPtxn2T6L6E6jblu4YDXkg5DzeqOMDYIR/MtHq2PgvA2rNu17nuac7s50qXtdtOpQ1PJhQh7KqUHveO+pofFLHAyUmWpjjdHFMuhNcHWtcnwUUfaBWYHKcbxe/fbKEdMeKKILtx0Yni01bgMrzKJ4Um0bkbX/auepp+5IGuvXpN/Z0cQxQYgzglHTHea6pp4vZUa9ruqP3Q19JWQFFb28m6Y56/Vzpju1xpKQ7RsgWVv7wcCxPdw2+6puq+icR4iHhqxsz0BvRSbmvaDMMlCT/pDpm4dPFCNS3gDLqTz1Ole7swoxdatqif7fFN+i9EQP6A2WYSKZ7tCDTxQimO0Osju2V7hjXOWC6Y7zx3dOdJDN22WkLOwZZ/WliD2TAP/h86Y5vAHeDhFnub7NDuhNxnjAI1DYMsOB2htPFZqTD/voGFMzu9Et3HECZQbqTFp0sPPJoOuxpQAmCRjsn2uolAsUFBxdQijY9QGkcG6jjgdGip4t3/GXA7NKdgLKGBwPe3/NoDlD75iV3PasNL2iGSHcizuW/rh7+SQMW7enO7PyTiVbHukC0V+nOYtMW5Xmo16Tcqofh6IIdA8cDlBYYVOWRQOkGCe16PQN9DP8kDAK1Nc8XAzCzXU9/nee2zpX8Y0r+dKd6b4D9Tnd0PySgvOEBgFfmm2wMzoGB0n48GjdMdd+48vFAG30Hel//JAZwrj7Ofbp4p6tjs0p3YEYnDuUNDxV5wP8J4/wEh/maFQ/gru+cTUgHShWdlP2Hp16jzwGgxAz0Gmbd/ZMlTRczqP7auQWUYLpjDK6ybOwvAzLmke54lDc8APDaN4DYUZ4enQBNoLjaNevV/RzdP2k5V7jNcPrRpT+uum2DPAZgZrvu6MZ9bldUYZ0ryj9xRHEh/2SoLwOqouqcE6c7S448sOJ2QFTbYYHCWrvNQbZQ/yQAidi0KmaQxwClbjciPQucKybdgdafGP/EOG/O6U5AecMDDF6zRtvyH31QtQ5i/w2RjX9i3ODNNpIGeqPNDv5JS3/ajvEO8giA2ceaddz93cl0Mdz1h/7tE6OwAkqHdCegzOGBYqrWuimCMAFaBjE7Btaw/ok5UAbwT1zhcwskfECJGeiN6KTcV7QZBkqXKChqkPfxTywz11lXL0tKdxznTU13tGNb0x3XPdnxy4DMZnds5Q0PQvFKEYqrrN4jbrzwQwCltX7n6ASOmz8y3fG1PaB/4jtXuM3wAO3SnxigpKQ7dbv90p0xpovNSMcCCjvqhdIdrV56urNUzwMA1tqI0W+EbIFS96NLugO0gAZoBUo3SJjl/jY7pDsR5/GDQN/XJcJwH2u2G+pvd/9kt18G1Jq3X2OgGUYvOvJYAQ1wAMMCxTGIAddgdX/CNOpn4J+kRR3utuwbNtfl9ma7vv62pzvJ08WBdKeIOm1oavVT052A8oYHAFrXr4I5aC0wsPWq2KOn2m3uHzM6MfqsepPqn/iMXqsNb/kQ6U7EubyQmtg/cXsL4fOZ7bqjG/e5XVGFda6oH1NKTHdc1xSZ7iw48mDQigEwmKm4Tkb9Zodg4ivPPN1pXl9EWuMb/JFA6QQJa18YUsP5JzbgYgZ5DMCMD6HGPuvYwLli0h0gABQDTHbf0Gm6WE93QsobHgBIeR7GG2XBBIyo6MRXnjlQzIEyf//EdWP39U9iABcDlLlOF7vunSBQor8MuFDDlAhYUeEUk3ZfgQkEtm7KHQMl1g+xb4q2+tWLsRz/JGag1212909CM1btgJnXcvuxp4vt20xX1vAAAFpxBYoCDARQCYqxgLIn/knrtLCvfAL/JNxmOP3o0h9X3TYgxADMbDcc3YTO1TvdMdqynrcob3gQY73eVjcLG0AYCCiNm0rSHfP1QLC8ansM/8QaXF2AEpN+5DBdPNnqWIeyhgcBWFWGaVHG5V3aByjin6BZvwUovuPN18kqL4udn3gBoCQN9EabHfwTG4ShOp7zzm26ODrdCShreADAerXV3gsdHB2BotN+z/0T19cihgSKt5y08jb/pDE4h4hkzAFVtBkGSq7TxbGrY5cbeRBjvSomp7mMJLYqoijrxABllHQnFigz9E+qcm0wD+aftALJKh/CP9HO2dc/6TNdbNeNGuRoB5hxzzT22feV/1xO/ySgvOEB4KDyPBhbLhac1hFGO1C4+lTun+6If4Jmfa0fff2TqnxM/8Qz0Os2O6Q7EeextzFAmXK6WA+ObOUNDyvyWAMFKMCdgNIr3QGCQBH/BM36LUBpP94s14t96Y6vDR8kgPaBXrdJjjY9QHH1u+08EYM8BmBeGAWP99Mja3gAwOFqa4CgBkgcUPqkO8VzVM9toDBm7J9YN91k/ol38AwLFDs6gaeeq28+oMQM9Fj/JApagbpeIHjO59q6XusGjJYbeRSG6Rr1m7VlwtqCQRtQUtKdNqAUEJnYP1Hlc/ZPWqIT8xrtmz8MNn8fh/dPfJFDuM3h/BMzavABJny+8DZAjVJ5wwOMY6sNttDAoW27ACUl3anKLaDszj/RCkKQWWi6Y74eiCuPBEo3SJjl/japcb2x/onrtfJuqz53ny5esOcBHK432JaDv/ivNos7MQUoXdIdVU/8E7vdeQGl/XizXC+e0j+pz02ONj1AcfW7pT/2Nso/8ShveIBxQNsGLAxgRAIlJd2xgbJv/okJk/okO/NP6hdnUKD08U+MARg4Vxg85utsA6ULtGKAYqQ7i408wDi2PqoG+FZBglcGKNS2DShqK/6JVh7wT+YenZjXaF1HC9j8fezmn7iO7xM5tPonAUjERkHGsQFlDY8VwRl5ANsqAlEw8YHCB5S98k9KoIh/0hYptZSXxWP6JzrczDapWadtcZmnP43zeJQ1PAiMc9ZH2FQDu4REI6rYOqOTNqAs2T+pgKLdpFOlO0CeQGk/3izXi33+SdeoIzjQG22So80wUGxoqbfJpbzhQYXncVABY1sNdBdQXNFJ9dwDlBT/RD821T9R9cbyT4oXUDUq/on/E5/rSxgAKLHpjqtv/qjDrBNu0/06h471KW94ADhndeQERhtQmtGJHygp/okRvVR1u/onvAz/xJcG7Yl/4gRYAlBcfWvta7nP3yY52tKub7GRBxjnrJ7DpvgJ9fLTfuUFhg2U9nSnCRTxT1L8kyYYJN0pn/rKy+JJ/BMNNA2gBJQ1PFbEOFhtcaAGONUDb4MiujggBIFSbMPpzhL8E1Uu/gms4+cFlCBoyuJW/0Qf+AGguM7V2C458ji+eg4ba6BvsKqAUpRtjOjEB5SYdEcHlIoqYv0Ttd2ZfwKIf1K1uTv/xPhU7wGU2HTH1Td/1GHusy7VUObwAM6hI2yJaoCAcIiNCRTUkUgNGQ9QgEZKM6R/oqcyat8U/okCSvb+iSrP2D8xy63raAWbu7xqOxIoMVEHae24lDU8VsQ4XB0BKAbmRhv8h7RxAwXFoNKjEx9Quvgnav+c/RMTQrn6J9XJrAHXLToB5gqUuh9j+Sdm5OPqQ9WNoLKGB4FxnI6wQTHwVeSwQTEwK4DADRQA2GiRgxMoiPdPiv3d/JNi221BG4AyDXHABnFAEf9k+UDxlpNWbgPFAk9I2cPjkI5wiGKAK4AcAthQPXA3qB/7gOJMd2ygoI5a1OM2oET5J1pUMYV/ooASik5igRKKTprlcUAR/yQQRVj9sCGl6iYDRbvcZactKAxToIggaoBQAyhAAZQKID6gtPkn1ME/cUwJz8U/GeILgaTV6eufVM+ZxT/pEZ00rg09/ZOAsoYHEeM4Fes8CgCUg4QK/+MQmyZQSA3ylZHu2EABUEckA/gnqt05+Sf1sbv1T1Q5Gzez+CeN+olAqaKI1n40gRICSNbwWIFxSJsSEoRD9YmMTQWJDRO2KAaWCyhAAZQq3QkApbd/UgJlTv6JAsru/RMgNjoR/2RaoPiUNTyKdR7PAlBRQgGFGhI6UApIbMoIpAEUMiMJwz/RgBLjn6jn4p+If6Lvz80/WbTnUcy2FIvEDmlTAAGFt7EpB34DKIaRWqc7NlCm9E+KY0dY0Kba7eCf6H3J/QeVxD9B7+gkpKzhsVKeR5l2QEUb0AYlVlUE4gIKUIMAZUqzE/+E6kEWa8iO5Z/Aan86/wRoi07EP6nPNwVQFhx5oPI8qqgDVAFAB0qxr0xttJSmAgrVg3zX/okCSox/UrQXs6BtW52vyxcCxT+BCRQNSsnRSU5ACShreKzAOK4GLm21qKO8SVXUAVhAKSFjpDsmUAA76hjeP1H96O2fOKKWIf2Torybf6K24p+MA5Sp/JMQQLKGBwE4rn+igypY6EAB6kEK0lIbK+04BJpAITW4HIZspH8CqIik6Z9EL2gz+tG+oG1w/4TEP4mOTorDqmOTgTIH/0QB06Gs4bEC4xCMQ+LiG6OACQstEikG9LbatykHoA4UAG7/JNKQVftc/kkzNZrAkMV8vhCY8w9S77N/ElLW8CAiHC9fmw2ALYBDMDaMBlA22s1ppjZmuhPjn7QasiH/pKMhO5R/UtQd/guB+/KDSqP4J8Whs/ZPFht5EIDjtMIGXEYBhTZgbMrHFVDKV2aLOhLRgQKo1IY6+ifthiwQ8k9aDNkh/RMaxz8ptsv9QSUmrsv20T/xKGt4rEA4hw60dISxZcYhkQkL5mIgl8dty30bmNGJCYuO/kmMIRvyTwyg+A1ZtW9K/wTQ4IXh/BP1Oo/tn+jHin+iTkLVJhidLDnyOKQ1gDW22JaDiY3HgAcWDqC40h217eqf6GmHzz8JrT9Rhmxf/ySU7hjfKG5bf0J5rz+hiOhkzPUnJkSGSXcaQDHaBobxT/zhB3FbbDJjEdFTAL66636IRAvW5cx8oWtH1pEHgK8y8zW77oRItI9a7boDIpEoTwk8RCJRknKHx0d23QGRaF+VtWEqEol2p9wjD5FItCMJPEQiUZJmAw8q9CEiepiIvkREJz31riCi+4noa0T0SSI61nY8EX2DiL5MRA8S0QNTXZNItGTNBh4A3gDgqvLvVgAf9tR7P4APMvNVAL4L4JbI408x89WyLkQkGkZzgsdNAD7Ohe4D8HwierFegYgIwGsB3FEWfQzAm2OPF4lEw2lO8LgUwDe154+XZbpeBOB7zHzkqBM6ngHcS0SfJ6JbB+21SLSnmtPydNf39+x55FCd0L5XM/MTRHQRgM8S0VeY+XOJ/RSJRNhx5EFEp0sT80EATwB4qbb7srJM13dQpCMHjjqP+45nZrV9EsCdAK4d8DJEor3UTuHBzLeXJubVAD4F4G3lrMl1AL7PzN+y6jOAMwDeWha9HcBd5eNPu44novOI6AQAENF5AF4H4KGxr00kWrpms8K0NEP/GsAvA/gRgHcw8wPlvrsBvLNMPa4E8A8AXgjgiwBuZuYf+44v699ZnuYAwN8z859OeW0i0RI1G3iIRKK8NKfZFpFIlJEEHiKRKEkCD5FIlCSBh0gkSpLAQyQSJUngIRKJkiTwEIlESfp/lnaBkTuHvQoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3cAAANeCAYAAACxkPfoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABTVUlEQVR4nO3dfZhk51kf6N87NWpBUIJhEFl/TewQwWJjrtgI281uQguJYDsfDoFkDWxELDKWtSi72t1kkUI+JuECQZJdJhAifxB7rTVZb1iyiUgMhlHSWTYpry2CFyxvnBUOjIVNMBPHwXY0PdNz9o9TpTnTququ7q6Pc07d93XV1d1VdapPjUrd9evnfZ+nVFUVAAAAuu3Eqk8AAACA4xPuAAAAekC4AwAA6AHhDgAAoAeEOwAAgB4Q7gAAAHpAuANgolLKny+l/OiqzwMAmI1wB8BEVVV9X1VVf3qej1lK+VOllN1Syqcbl60p9/3SUso/LKV8opTy70op7ymlfFnj9htLKT9YSvlYKeWTpZS/XUq5oXH7l5dS/kkp5VOllCdKKd+45/H/9Oj6T5dSfrqU8pzGbc8qpbyjlPIbo8vZPcd+TSnlfaWU3yql/GIp5T9v3FZKKd9dSrlQSvkPpZR3lVJ+R+P2546e178rpTxZSnnjnsf+w6WUD47O61+UUl7U9ecMwHIIdwAs27Cqqpsal+0p93tWkkeSfFmS35nkfUn+YeP2+5PcmuQrknxpkpcl+QtJUko5ObrvP0ryhUnekOSdpZQvHd3+tUm+L8lrR7f/myT/a+OxfzDJb0vygiQvT/InSymvHx37haPz+uujc/xrSX6ylPIFo2PvTPInk/xnSZ6T5HOT/HDjsd85+n6/M8kfTPJ9pZTbRo99S5IfS/LG0WP/ZJJHRs+ny88ZgGWoqsrFxcXFZc0vSb4rya8l+a0kH05ye5KzSd7ZuM+dSX41ycUkfzHJryS545Df508l+b+OeI5fmKRKcmr09WNJ/njj9m9N8tHR51+R5NNJSuP2n0nyPaPP/0aSH2nc9pzRY3/J6OvfTPLVjdv/fJKfG33+h5I8vufc/nWS7xh9/r8n+XON274myVOpg9NNo+9zc+P2tyT5X0af35vkHzduO5HkPya5vavPedWvbRcXF5d1uqjcAay50VLHe1O/sf/tSb4hdXBr3udFSf52km9L8uwkn5/kuY3bv7WU8u/3uZxuPNxLSym/WUr516WUv9ioSh3k9yf59aqqLo6/7eiSxtfPK6V8/p7rm7d/xT7HpnF7Jtw+7dhZHvvGJLc0rp/1scsMt7f9OQOwJMIdALup34i/qJRyQ1VVv1JV1S/vuc83J/nJqqr+r6qqdpL8pdRVnyRJVVV/t6qqZ+1zuTC66/+ZOhB8cZJvSvItSf7cQSdYSnlekh9J8t81rv6pJP9NKeXmUsp/kuS/Hl3/25L8qyS/keTPlVJuKKX8gSRfO7otSd6d5E+UUr6ylPK5jeczvv2nk9xfSvntpZTfk+Suxm3/IslzSinfMnrsb0/yJY3bfyrJny6lvGAUur5rfF5VVf1Wkn+e5C+WUj6nlPKy0b/D+NifTfK1pZStUspG6urZxp7H7tRzDgBLI9wBrLmqqp5Icl/qZZi/MWqG8Zw9d3tOko82jvls6uWZh/1eH6mq6t9UVXW1qqpfSvJXUwfHqUopN6deXvi3q6pq7hH73iS/kOQDqcPHP0hyOclvVFV1OckfTb2n7deT/PdJ/l6SJ0fn8WiSv5zkJ1IvNf2V1EtSnxw99n+dejnk/5d6H9v/2jj2Yup9a/9dkn+b5FVJzjeOfdvo/ttJHk/yT0fXj2//tiQvTP3v+VDqPXbjx/5XSb49yd9K8vEkX5TkQ41ju/qcAViCUlXVwfcCYC2MOhy+OcmVJL+c5PdUVfVfllL+cpIvq6rqW0f3+9wkn0rymqqqzpdSvm103DQvalTvmt/vv0jyXVVVvWzK+XxBkn+S5D1VVd1/wLm/Icnrq6ranHL7v0jyjqqqnnGeo6Yjv5DkeVVVfXLC7d+X5IVVVX3LhNtOpv63ekNVVe+ZcPsfSB1+TldVdXXC7X83ya9WVfXAhNuelToEfvUo+O29vZPPGYDFmHWfAwA9Ndpz99zUywWfSl292buy439P8t5SytekburxV9LYY1VV1Y+lrkAd9L1eneRfVlX1b0sp/2nqxiw/PuW+vyPJe5L880nBrpTy3NTLCj+e5BWjx/qOxu1fmbrpx4kk/1XqvYL/8+i2z0nye1JXmZ6fuqnJ3xyHnFLKlyT596PLH0jdefJrG4/90iQfTN0V8q8meXIcckadJb8gyUeSfHmS/ynJXx2HnFLKl6euaF1K8idGj//ljcf+qtSVuS9MXcH7yXGw6+pzBmA5LMsE4MYk35+6W+Kvp94P9+ebd6iq6vEkfybJu1IHi99Kvb/r0iG/1+1JfrGU8pnUe8D+fur2/EmSUspPlVLG3/sbk3x1kteX6+fijZuzfEnqpYmfSfKOJPdXVfUzje/1J0fn+huj7/v1VVWNz/dzkvzd1N0l35dkmDoojX1Vkl8aPc8Hk3zb6N9g7H9I/e/10dQBqjlP7otGz+0zqfeiva2qqrc0bv+G1CHok6lHHryqqqpPNG7/m6kD1odHH880buvqcwZgCSzLBODQSik3pQ4et1RV9W9WfDoAQFTuAJhRKeUPl1J+Wynl81LPTPul7BmZAACsjnAHwKxem+Rjo8stSV5XWf4BAK1hWSYAAEAPqNwBAAD0QKdGIXzRF31R9YIXvGDVpwEAALASP//zP/+bVVXdPOm2ToW7F7zgBXnsscdWfRoAAAArUUr51Wm3WZYJAADQA8IdAABADwh3AAAAPSDcAQAA9IBwBwAA0APCHQAAQA8IdwAAAD0g3AEAAPSAcAcAANADwh0AAEAPCHcAAAA9INwBAAD0gHAHAADQA8IdAABADwh3AAAAPSDcAQAA9IBwBwAA0APCHQAAQA8IdwAAAD0g3AEAAPSAcAcAANADwh0AAEAPCHcAAAA9INwBAAD0gHAHAADQA8IdAABADwh3AAAAPSDcAQAA9IBwBwAA0APCHQAAQA8IdwAAAD0g3AEAAPSAcAcAANADwh0AAEDDcJg8+GD9sUtOrvoEAAAA2mI4TG6/PdnZSTY2kkcfTTY3V31Ws1G5AwAAGNneroPd7m79cXt71Wc0O5U7AACA1FW7CxeSk6OUtLGRbG2t9JQORbgDAADWXnM55mCQnDmT3Hlnd5ZkJsIdAADAdcsxk+T06W4Fu0S4AwAA1lzXl2OOCXcAAMDa6sNyzDHhDgAAWFt9WI45JtwBAABrqS/LMceEOwAAYO30aTnmmHAHAACsleEwOXs2uXQpuXq1vq7LyzHHhDsAAGBtjCt242B34kT3l2OOnVj1CQAAACzLuIHKONjdcUfy6KPdr9olKncAAMCamNRA5ezZfgS7RLgDAADWQB8bqOwl3AEAAL3Xp3l20wh3AABAbw2HdbA7dapehrmz058GKnsJdwAAQC81l2JubCTnziUXL9bBrm9Vu0S4AwAAeqq5FHNnpw52Dzyw6rNaHOEOAADonUmdMfu4FLNJuAMAAHplHTpjTiLcAQAAvTEc1rPrLl2qB5Un/eyMOYlwBwAA9MK4YjcOdidOrMdyzLETqz4BAACAeRg3UBkHuzvuSB59dD2qdonKHQAA0AOTGqicPbs+wS4R7gAAgI5b1wYqewl3AABApzXn2SXr00BlL+EOAADorHWcZzeNcAcAAHSS5ZjXE+4AAIDOWed5dtMIdwAAQKes+zy7acy5AwAAOmXd59lNo3IHAAB0hnl20wl3AABAJ2igsj/hDgAA6ATz7PYn3AEAAK1nnt3BhDsAAKDVLMecjXAHAAC0muWYsxHuAACA1rIcc3bCHQAA0EqWYx6OcAcAALTOcFjPr7t0qR5WnliOeRDhDgAAaJVxxW4c7E6csBxzFidWfQIAAABN4wYq42B3xx3Jo4+q2h1E5Q4AAGiNSQ1Uzp4V7GYh3AEAAK2ggcrxCHcAAEArmGd3PMIdAACwcubZHZ9wBwAArJTlmPMh3AEAACtjnt38CHcAAMBKmGc3X+bcAQAAK2Ge3Xyp3AEAAEtnnt38CXcAAMBSaaCyGMIdAACwVObZLYZwBwAALI15dosj3AEAAEthOeZiCXcAAMBSWI65WDONQiilvKqU8uFSyhOllPsn3F5KKT80uv0XSykvm+XYUsqfGd32eCnlrx3/6QAAAG0zHCYPPpicOlUvwxwMWr4cc3zCw+Gqz+RQDqzclVIGSX4kydcneTLJ+0spj1RV9aHG3V6d5JbR5RVJHkryiv2OLaXcluS1Sb6yqqpLpZQvnucTAwAAVq+5FHNjIzl3Lrl4sQ52raza7T3hDg3em6Vy9/IkT1RV9ZGqqnaSvCt1KGt6bZKHq9p7kzyrlPLsA469J8n3V1V1KUmqqvqNOTwfAACgJYbDenbdpUv1UsydnTrYPfBAS/PSpBPe3l71Wc1slj13z03y0cbXT6auzh10n+cecOyXJvl9pZTvTfJUkj9bVdX7937zUsobkrwhSU6fPj3D6QIAAKs2LoBdupRcvZqcONGBpZidOuFnmqVyVyZcV814n/2OPZnkC5K8MsmfS/L3SinPuH9VVW+pqurWqqpuvfnmm2c4XQAAYNXGzVPGOemOO1q8wrFZsevECU82S+XuySTPb3z9vCQfm/E+G/sc+2SSv19VVZXkfaWUq0m+KMknZj57AACgdSbNsjt7tqU5aVLF7sYbW3zC081SuXt/kltKKS8spWwkeV2SR/bc55Ekd466Zr4yyaeqqvr4Acf+gyRflySllC9NHQR/87hPCAAAWJ1xVnrrW5OqqmfZtbYA1pOK3diBlbuqqq6UUu5N8p4kgyRvq6rq8VLKG0e3vynJu5O8JskTST6b5PX7HTt66LcleVsp5YNJdpJ8+6iKBwAAdFRnZtn1qGI3NtMQ86qq3p06wDWve1Pj8yrJd8567Oj6nST/5WFOFgAAaK9JyzFb2Y9kWsWuw8EumTHcAQAA7Kc5Hm4wqJdj3nlnC7NSDyt2Y7PsuQMAAJhq73i43d2WLsfs2R67vVTuAACAI+vMeLgeV+zGVO4AAIAja/08u+EwefDB5OGHW36ix6dyBwAAHEnr59nt3QjY2hOdD+EOAAA4tE40UNk7l+HMmXoz4NZWy050PoQ7AADg0Fo/z25SWbF16XO+hDsAAOBQWj/PrhNlxfkT7gAAgJm1PjftHXeQtLCsuBjCHQAAMJPW56bOzGVYDKMQAACAA41z0/nzLc1NPR9QPgvhDgAAOFCr59lNSp49G1A+C+EOAADYV7OBymDQstykYvc0e+4AAICpWt1AZdIeu1Ylz+VSuQMAAKZqzrPb3W1RAxUVu2dQuQMAACZq7Tw7FbuJhDsAAOAZWrscc1rFbs2DXSLcAQAAe7R2np2K3b7suQMAAJ7W2nl29tgdSLgDAACe1sp5dubYzUS4AwAAkrR0np2K3czsuQMAANrZQMUeu0NRuQMAANo3z07F7tBU7gAAYM21bp6dit2RCHcAALDGWrkcc1JXF8HuQMIdAACsqVbOs5tURhTsZiLcAQDAGpq08rE1yzFbVUbsDg1VAABgDbVunl2zjNiari7donIHAABrpnUrH1tZRuwe4Q4AANZI61Y+Tht5YJ/doQl3AACwRprz7JIVr3w08mCu7LkDAIA1MBwmDz6YnDpVr3gcDFa88tGQ8rlTuQMAgJ5rLsXc2EjOnUsuXqyD3UpylIrdQqjcAQBAzzWXYu7s1MHugQdWGOxU7BZC5Q4AAHpsUmfMlS7FVLFbGOEOAAB6qjWdMYfDunx44cIzh+sJdnMj3AEAQA/tXf2YrKgz5t6E2Zrhev0j3AEAQM+0Zib4pIR55kydMlfWzaW/hDsAAOiZcQOVla5+nJYwVzoxvd90ywQAgB5pNlAZDFbYr2RSwtQRc6FU7gAAoCda1UBlb4tO++sWTrgDAIAeaG0DlZUlzPUj3AEAQMe1uoHKShLmerLnDgAAOq4V29vGCfP8+RUnzPUl3AEAQIe1ooHK3oqdBiorYVkmAAB0VCu2t01aE7qyFp3rTeUOAAA6arwcc3e3vix9e5uKXauo3AEAQAdNmjaw1O1tKnatI9wBAEDHrHw55rSKnWC3UsIdAAB0yMqnDajYtZY9dwAA0BErnzZgj12rCXfHNRwmDz5YfwQAgAVa6Ty7SclSxa5VLMs8juZi540Nf7EAAGBhJjVQWVqusseuE4S742j2nt3Zqb/24gYAYM5W2kDFHrvOsCzzOLa26j+ZDAYr6D0LAMC6WNk8O3vsOkXl7jg2N+sX9vZ2Hey8wAEAmLOVzbNTsesc4e64Nje9uAEAWIiVLce0x66ThDsAAGihlc2zU7HrLHvuAACgZVY2z84eu04T7gAAoGVWMs/OHLvOE+4AAKBFmg1UBoMl5quVTkhnHuy5AwCAllhpA5WVTUhnXoQ7AABoieY8u2TJDVRWMiGdeRLuAACgBVYyz25lLTlZBOEOAABWbCXFs0kjD5Y2IZ1F0FAFAABWqFk8292tLwsvnhl50EsqdwAAsCIrKZ4ZUt5bKncAALAiS50+MBwmDz6YPPywkQc9pXIHAAArsNTpA3s39Rl50EvCHQAALNlSG6hM6oh55ky9sW9rS7DrEeEOAACWbGnz7KZt6jPHrpfsuQMAgCUZb3s7darOWIPBAhuo6Ii5dlTuAABgCZpLMTc2knPnkosXF7QyUkfMtaRyBwAAC7Z3lt3OTh3sHnhgQcFOxW4tqdwBAMACLXWWnYrdWlO5AwCABVraLDsVu7WncgcAAAuytFl2KnZEuAMAgIVY2iy7aRU7wW7tCHcAADBnk+aGL2SWnYodDfbcAQDAHI3z1vnzC26gYo8dewh3AAAwR0tpoDIpQarYrT3hDgAA5qTZQGUwWFDeUrFjCnvuAABgDpbSQMUeO/ahcgcAAHMwXo65u1tf5t5ARcWOA6jcAQDAMU2aZzfXBioqdsxAuAMAgGNYynLMSV1aBDv2EO4AAOCIljLPblJZULBjAuEOAACOYNJKyYUtx1xoWZC+0FAFAACOYOHz7JplwYV1aaFPVO4AAOCQFr5ScillQfpGuAMAgENY+ErJaSMP7LPjAMIdAADMaOENVIw84BjsuQMAgBmMc9f58wtaKWlIOcck3AEAwAwW2kBlUnJUseOQhDsAADhAs4HKYDDn3KVix5zYcwcAAPtYaAMVe+yYI5U7AADYx3g55txHzanYMWcqdwAAMMWkeXZzaaCiYscCCHcAADDBQpZjDod1KfDChWd2ZxHsOCbhDgAA9ljIPLu9abFZDhTsmAPhDgAAGiatmDz2csxJafHMmToxbm0JdsyFcAcAAA2T5tkdq7A2LS3OreUm1HTLBACAkbnPs9MRkyVSuQMAgCyggYqOmCyZyh0AAGuvWWCbyzw7FTtWQOUOAIC1NvcGKip2rIjKHQAAa21SA5UjF9hU7FghlTsAANZWs4FKcsyRcyp2rJhwBwDAWpprA5VpFTvBjiUS7gAAWEvj5Zi7u/XXR26gomJHS9hzBwDAWhkOkwcfTE6dqpdhDgbHaKBijx0tonIHAMDaaC7F3NhIzp1LLl6sg92hs5iKHS2jcgcAwFrYO8tuZ6cOdg88cMRgp2JHy6jcAQDQe3OdZadiR0up3AEA0Htzm2WnYkeLzRTuSimvKqV8uJTyRCnl/gm3l1LKD41u/8VSyssOOraUcraU8mullA+MLq+Zz1MCAIBrmrPsBoNjFNnGFbvz51XsaKUDl2WWUgZJfiTJ1yd5Msn7SymPVFX1ocbdXp3kltHlFUkeSvKKGY79waqq/sbcng0AADTMdZbdpPKfYEeLzFK5e3mSJ6qq+khVVTtJ3pXktXvu89okD1e19yZ5Vinl2TMeCwAAc7e3gcru7jFn2c2l/AeLM0tDlecm+Wjj6ydTV+cOus9zZzj23lLKnUkeS/LfV1X1yb3fvJTyhiRvSJLTp0/PcLoAAKy7hTRQmUv5DxZnlspdmXBdNeN99jv2oSRfkuT3Jvl4kv9x0jevquotVVXdWlXVrTfffPMMpwsAwLpbSAOVY5f/YLFmqdw9meT5ja+fl+RjM95nY9qxVVX92/GVpZS3JvlHM581AABM0VxBmdQVu2M1UJlL+Q8Wb5bK3fuT3FJKeWEpZSPJ65I8suc+jyS5c9Q185VJPlVV1cf3O3a0J2/sG5N88JjPBQCANTfOY299a1JV9QpKIw9YFwdW7qqqulJKuTfJe5IMkrytqqrHSylvHN3+piTvTvKaJE8k+WyS1+937Oih/1op5femXqb5K0nunuPzAgBgDY2XY+7u1l8faQWlIeV01CzLMlNV1btTB7jmdW9qfF4l+c5Zjx1d/ycPdaYAALCPScsxD72CclrFTrCjA2YKdwAA0GZzaWipYkfHzbLnDgAAWmsuDS3tsaMHVO4AAOisuTS0VLGjJ1TuAADorGPPs1Oxo0dU7gAA6KRjz7NTsaNnhDsAADrnWA1UhsO65HfhwjPLfoIdHSbcAQDQKXtXUiaHaKCyNxUeuewH7SPcAQDQGcdqoDIpFZ45UyfDrS3Bjs4T7gAA6IxJDVRmKrhNS4WHHoYH7aVbJgAAndBsoDIYHKL3iY6YrAmVOwAAWu/IDVR0xGSNqNwBANBqzcLb7m59mamBiooda0blDgCA1jpyAxUVO9aQyh0AAK01qYHKgYU3FTvWlModAACt1Gygksw4ik7FjjUm3AEA0DpHaqAyrWIn2LEmhDsAAFpnvBxzd7f++sAGKip2YM8dAADtsnee3YENVOyxgyQqdwAAtMihl2Oq2MHTVO4AAGiFQ8+zU7GD66jcAQCwcoeeZ6diB8+gcgcAwModap6dih1MpHIHAMDKDId1sDt1qq7U7ewcMM9OxQ6mEu4AAFiJZvOUjY3k3Lnk4sV6KeahKnaCHSQR7gAAWIG9OW1npw52DzywzwEqdrAve+4AAFiqcU47f/4QzVPssYMDCXcAACzVoZun7E2CKnYwkXA3L8Nh8uCD9UcAACYaDpMLF5KTJ+sh5fvmNBU7OBR77uZh725gP3AAAJ6h+ZZpMEjOnEnuvFNXTJgXlbt5GK8t2N2tP25vr/qMAABapVmE292tL6dPq9jBPKnczcPW1vWDWabuBgYAWD+TinBT3zKp2MGRqdzNw+Zm/Zek7/kef1ECANhj5gYqKnZwLCp387K56YcOAMAezQYqSV2xm1iEU7GDYxPuAABYiJkaqAyHdWnvwoVnlvcEOzgU4Q4AgLnbu8IymdBAZW/6O7C8B+xHuAMAYK5maqAyKf2dOVMnwK0twQ6OQLgDAGCuJjVQua4QNy39TR16B8xCt0wAAOam2UBlMJjQE0VHTFgYlTsAAObiwAYqOmLCQqncAQBwbM2C3O5ufbmugYqKHSycyh0AAMdyYAMVFTtYCpU7AACOZVIDlacLcip2sDQqdwAAHFmzgUqyZ0Sdih0slXAHAMCR7NtAZVrFTrCDhRHuAAA4tEkzyJ9uoKJiBythzx0AAIcyzm7nz09ooGKPHayMcAcAwKFMbaCSCalPxQ6WRrgDAGBmzQYqg0Eju0XFDlbNnjsAAGYytYFK7LGDNlC5AwDgQM2tdLu79eX0aRU7aBOVOwAA9jWp+eXGRrJ16pdU7KBFVO4AANjXxAYq534pmz/xZ1XsoEVU7gAAmKrZQCWpK3Znv+mXsnnfK1TsoGWEOwAAJprYQOWlUyp2gh2snHAHAMBE4+WYu7v116fzqyp20GL23AEA8Ax759ltnNzN1r/8QXvsoMVU7gAAuM4zlmP+4V/Pne9+XTYf+zkVO2gxlTsAAJ72jHl2V6qc/uC7s3nl51TsoOVU7gAASDJpnl2Vjav/MVu//HeSSsUO2k7lDgCAJHvm2ZUqdzzr5/No+fpsVv9CxQ46QOUOAGDNDYd1sDt1qp5jt3Oprtid/eR/cy3YqdhB6wl3AABrrNk8ZWMjOfdnfjkX//4/y9Yv/53rK3aCHbSecAcAsKaazVOuXq0rdhf/p3fkgavfa48ddJBwBwCwhq5vnlLlRKmyUa5k6+o/ub4rpmAHnaGhCgDAGrqueUp2c0f1s3m03JHNGx6rh9up2EHnqNwBAKyZ4TC5cCE5eeJqsns1G9nJ2ZzNZvX+5PVnktOnk60twQ46RrgDAFgjTzdQuVRlcHUnZ/I/5868I5sn3pds3JjceadQBx1lWSYAwJp4uoHKU1V2r5bsZpDT+dU62JlhB52ncgcAsAaebqDyVJWrVXIiV7KRy9kq/6f9ddATKncAAGtge7teinm1KnUDlZzPo+Xrs/n1N6nYQU+o3AEA9NxwmFx438dz8uoXJBlkI5dztnxPNj/nF5Kzgh30hXAHANBjw2Fy+2272bn0xRnkcs7kR3NneWddsRPsoFeEOwCAnhoOk7P3fTKXLv2OXM0gydWcLh9VsYOeEu4AADruypUr+cxnPpObbropg8EgybWKXR3sTlxroPLVn03OCXbQRxqqAAB00KVLl/LOd74zL3nJS7KxsZEv/uIvzg033JCXvOQleec735lH3/6RuoFKBqMGKo/m0Y3XZPPcfyHYQU+p3AEAdMz73ve+vPrVr87Ozk4+/elPJ0l2dnaSJB/84Adz7jt+NM++/OmczJ9KUtUNVF7+U9k896BgBz0m3AEAdMj73//+fN3XfV0+85nPTLz9xXllPrTz7nwgGxnkSv50/k6+feNdgh2sAeEOAKAjLl26lFe96lX7Brsb85dzKRu5mpNJqlw58dF81c/8FcEO1oA9dwAAHfHjP/7jTy+/3OvFeWU+kkfzgdwx2mdXN1D5wMl/nh9/8sklnymwCsIdAEBH/MAP/MDTe+ya9lbsTmQ3vzfn87tze35+55/l+7//+1dwtsCyWZYJANABu7u7efzxx59x/bhiVwe7umJ3Y3ZyKX8lj+e9SZLHH388u7u7T49JAPpJ5Q4AoAM+/elP54Ybbrjuulcm+epsZWdCxW4c7JLk5MmTEyt+QL8Id/M2HCYPPlh/BACYk5tuuimXL19++utXJvm+vDIbOZ2TuZJBLj+jYjd25cqV3HTTTUs+Y2DZLMucp+Ewuf32ZGcn2dhIHn1UZyoAYC4Gg0Fe/OIX54Mf/GBemeRP5JX5g3k0O6ORB9+QH82v5uFnBLskefGLX2xJJqwBlbt52t6ug93ubv1xe3vVZwQA9Mh3fdd35es+93PzfXllfmrUQGU3J7ObQX4pFyYGu5tuuin333//Cs4WWDaVu3na2qorduPK3dbWqs8IAOiRP/H85+eTO1+VP5j3PN1ApeRKqlzOR7M98ZiNjY188zd/83JPFFgJ4W6eNjfrpZjb23WwsyQTAJiX4TAbr351fmv3vkYDlSv57TmfT+WvJBOqdp/3eZ+Xn/7pn86NN964/PMFlk64m7fNTaEOAJiv4TA5ezbDp16aj+b5OZkrqVIluTwx2N10003Z2NjIT//0T+erv/qrV3LKwPIJdwAAbTZq2DZ86qW5vfrZpxuofMcf+USe89Jfyk/8xKfz+OMlJ0+ezJUrV/LiF784999/f775m79ZxQ7WjHAHANBWjYrd2eovjvbZnUxODPLCVz4nDzzwnJw9+w3Z3d3Npz/96dx00026YsIaE+4AANpoT8Vu3EDlxIkqGzeW6/q2DQaDfP7nf/7KThVoB6MQAADaZlSxy6VL2a5+/7UGKiW5445ilC4wkcodAECbjCp2uXQpw6svz4WczslcSU4MsnFjydmzgh0wmXAHANAGw2E9TunChWRnJ8OrL8/teTQ7uTGDG5Iz31Fy552CHTCdcAcAsGrjat3OTjIYZHjiP8vZ3T+fS7kxVzNIrianTwt2wP6EOwCAVWrsr8vVqxlWr8zt5WdzKSdzNSUnTiQbG7mugQrAJMIdAMCqNPbX5erV5MSJbJ/4uuxcveHpYHfHHbHPDpiJcAcAsAp7K3bla7L9u78jp/7Y12bjh0t2duqKnWAHzEq4AwBYtj0Vu2H5mtxe/Wx2PvK52fjhknPnkosX66WYgh0wK+EOAGCZJlTszn7B38ylT35url6tK3YXLyYPPLDqEwW6RrgDAFiWKRW7S5/83FytNE8BjufEqk8AAGAt7KnY5cSJbH/Jd2TnxLVgd8cdyaOPWooJHI3KHQDAok3oijk8+fty4StenZMfLckVzVOA41O5AwBYpAkVu+Gtfya3l0fz1p98dqoqOXNGxQ44PpU7AIBFmVKxO5u/nEuXB7l6tb7b6dOCHXB8KncAAIuwT8Xu/GNfML5KAxVgboQ7AIB5G1fszp9/Otjlxhuz/bL/NjtXBk9fpYEKME/CHQDAPE2o2OWOOzI893/nQn5XTp5MBoPkxhs1UAHmy547AIB5GA6Thx9O3v725PLl6yp2w2/6G7n9vpdkZ6cOdmfOJHfeKdgB8yXcAQAc13gZ5lNPJVVVXzeu2H3T38jZn3jJ04W8RAMVYDGEOwCA42guwxwHu1Kuq9g1V2hqoAIsinAHAHBUE0Yd5OTJ5K67Mnzpf3VdxW7cQMU+O2BRhDsAgKOY0jglZ89mmM1nZD4NVIBF0y0TAOCwpow6GKe37e1kZydGHgBLNVO4K6W8qpTy4VLKE6WU+yfcXkopPzS6/RdLKS87xLF/tpRSlVK+6HhPBQBgCaZV7EbpbThMLlyIkQfA0h24LLOUMkjyI0m+PsmTSd5fSnmkqqoPNe726iS3jC6vSPJQklccdGwp5fmj2y7M7ykBACzIpD12jfQ2vtnIA2AVZqncvTzJE1VVfaSqqp0k70ry2j33eW2Sh6vae5M8q5Ty7BmO/cEk/0OS6rhPBABgoWao2I1v3t2tL0YeAMs0S0OV5yb5aOPrJ1NX5w66z3P3O7aU8keS/FpVVf9PKeWQpw0AsEQzVuyMPABWaZbK3aTktbfSNu0+E68vpfy2JN+d5C8d+M1LeUMp5bFSymOf+MQnDjxZAIC5OqBil0QDFaAVZqncPZnk+Y2vn5fkYzPeZ2PK9V+S5IVJxlW75yX5l6WUl1dV9evNB66q6i1J3pIkt956a3eWbw6H9U/6rS0/2QGgqw6o2I3vMm6gktQVOw1UgFWYJdy9P8ktpZQXJvm1JK9L8q177vNIkntLKe9KvezyU1VVfbyU8olJx1ZV9XiSLx4fXEr5lSS3VlX1m8d9Qq3Q3E29seFPdwDQRfvMsWsGOw1UgLY4MNxVVXWllHJvkvckGSR5W1VVj5dS3ji6/U1J3p3kNUmeSPLZJK/f79iFPJM2Ga/N2N2tP25v+ykPAF0yY8Wumf0SDVSA1Zqlcpeqqt6dOsA1r3tT4/MqyXfOeuyE+7xglvPojK2tumI3rtzZTQ0A3TDeVnHhwjM30U2o2GmgArTJTOGOQ9rcrJdi2nMHAN2xd43lPpvoJjVQsc8OWDXhblE2N/2EB4CumLTG8syZep3lnj/UaqACtJVwBwCst2lrLCd0RtFABWizWebcAQD00wwz7CbddXe3vmigArSJyh0AsJ5m6Ii53101UAHaRuUOAFg/R6zYHXBXgJVSuQMA1ssxK3ZT7gqwcip3AMD6OGQZbtLIAxU7oK1U7gCA/hsOk4cfTt7+9uTy5ZnKcEYeAF0j3AEA/TZeW/nUU0lV1dcdMHncyAOgi4Q7AKC/msswx8GulH332G1v1xW7nZ163EFi5AHQDcIdANBPk7qhnDyZ3HXXTAPKm8sxjTwAukC4AwD6Z1rjlH02zY2bp4yrdWfO1BW7rS1VO6AbhDsAoF+OML9gUvMUe+yArhHuAID+OELFTvMUoC+EOwCgH45YsWtmwUTzFKC7DDEHALrvkMPJx4fcfnty/vy1QzRPAbpMuAMAum1SSjtkxW6GLAjQesIdANBdc6rYHZAFATpBuAMAuumIKW088kDFDugb4Q4A6J4jrqtsjjwYDFTsgH7RLRMA6JYjdMVsHmbkAdBXKncAQHcco2I3Pmx3t74YeQD0jcodANANx6zYNQ8z8gDoI5W7RRsOkwcfrD8CAEdzjNkFGqgA60LlbpGai/s3NvwmAYDDGA7rZHbqVHLffYeu2I0fYtxAJal/HWugAvSVcLdI4z8V7u7WH7e3/TYBgFk0/0BaSh3qmqW3GYOdBirAOhHuFmlrq/4T4bhyZ3E/ABxs0hLMwaAOeTOW3vY+RKKBCtB/wt0ibW7WSzG3t+tg5zcKAOxvWtOUc+eSixdn+n2qgQqwroS7RdvcFOoAYBbTmqYcYpPcHB4CoLOEOwBg9Y445mDODwHQaUYhAACrdYwxB01GHgDrTuUOAFidOZXbjDwAEO4AgFWZ0wY5Iw8AasIdALB8c6zYGXkAULPnDgBYrjntsRvnw/PnjTwASIQ7AGCZJiWyOVTsNFABEO4AgGVZYMXOyAMA4Q4AWIY5JjIjDwAmE+4AgMWa4xrK5siDwUDFDqBJt0wAYHHm1BWz+VBGHgBMpnIHACzGnCt244fa3a0vRh4AXE/lDgCYr+Ewefjh5O1vTy5fnlvFrpkRjTwAeCaVOwBgfsZJ7M1vntucAg1UAGajcgcAzEdz7WRV1deVcqyK3fZ2cupUXanb2ak/aqACMJlwBwAc36S1kydPJnfddaSuJ83mKRsbyblzycWL9VJMwQ5gMuEOADieaY1Tjlhi2/twOzt1sHvggXmfOEC/CHcAwNHNcdTBtIfTPAVgNhqqAABHM8dRBwt4OIC1o3IHABzeEip2x3g4gLWkcgcAHM4CSmzGHQAcn8rdsoz7OWvzBUBXzXk4efNhL1yom2smxh0AHJVwtwx7+zn7UyQAXTP+XfbUU9dm2B2zK2bzYXd2ksEgOXPmSJMTAIhwtxzjtSa7u/XH7W2/tQDohvHKkwsX6t9hcxhO3nzo5urOJDl92q9IgKMS7pZha6uu2I0rd/o5A9AFe8tq43WTg8GRh5PvfWgjDwDmR7hbhs3NeimmPXcAdMWkstqZM3Vp7Zi/y+Y88xyAEeFuWTY3/cYCoBumldXmsBnOyAOAxTEKAQC4ZoGTxA0pB1gslTsAoLbAspqKHcDiqdwBAAsvqxlSDrB4KncAsO4WXFYzpBxgOYQ7AFhnC25daUg5wPIIdwCwrpZQsTOkHGB57LkDgHW04D1249x4/rwh5QDLItwBwDoZDpN77kluu+365LXAip0GKgDLYVkmAKyLcTntqaeSqqqvW9AeOyMPAJZP5Q4A1kGznDYOdqXMPXkZeQCwOip3ANB3k8ppJ08md90119aVRh4ArJZwBwB9tuBRB81vY+QBwGoJdwDQV0vaAGfkAUA72HMHAH20pJaVRh4AtIdwBwB9MylxLaFip4EKwGoJdwDQJyus2Bl5ALBawh0A9MEShpM3GXkA0D4aqizbcFj/Rtza8hsQgPlYwnDyvd/OyAOA9hHulqnZJ3pjw584ATi+JQ0nb347Iw8A2smyzGUar2HZ3a0/bm+v+owA6LJprSrvvnshf0Bs5sjd3fpi5AFAe6jcLdPWVv1Ld1y50ycagKNa0nDy5rfbOzLPrzKAdhHulmlzs/5Lqj13ABzHkoaTj7/V9na9x25vAxX77ADaRbhbts1NvwkBOLolVuz27q/TQAWg3YQ7AGi7cfns1KnkvvuWUrFLrt8qntTNU06ftvgEoK2EOwBos2b5rJQ61C1pj93ecQe6YgK0m3AHAG01aQnmYFCHvAWujTTuAKCbhDsAaKNpTVPOnUsuXlzY2si9eTIx7gCgK4Q7AGibJY85aH5b4w4AussQ81UZDpMHH6w/AsDYpMHkC2ya0vy2k/LkAmahA7AgKner0NzMsLHhNycAtRZV7JaQJwGYM5W7VWj2lt7Zqb8GYH0Nh8k99yS33aZiB8CRqdytwtZWXbEbV+5sZgBYX+Oy2VNPJVVVX6diB8ARCHersLlZ/0l0e9skWIB11iybjYNdKUtLWOOFJEtcAQrAAgl3q7K56bcnwDqbVDY7eTK5666lDJWbNKRcsAPoNuEOAJZtRY1Tmt/ekHKA/hHuAGCZVrzRzZBygP7SLRMAlmXFrSknjdDT1wugP4Q7AFi0FY46aJ6CkQcA/WZZJgAs0gpHHew9BSMPAPpN5Q4AFmXFow72noKKHUC/qdwBwCKseNTBtFNQsQPoL5U7AJi3aeWy7e3koYdU7ABYCJU7AJinFpTLWnAKAKyAyh0AzEtLymXb2/WAchU7gPWicgcA89CSctlwmFy4UG/vS+o5dip2AOtB5a4NhsPkwQfrjwB0T0sqduN8+da31s05z5xRsQNYJyp3qzb+TbyzU/951W9hgO4YDpOHH07e/vbk8uWVV+ya+TJJTp/2KwVgnQh3qzbeGLG7W3/c3vabGKALWjCcfO+pNAuHGxvJ1tbSTgGAFrAsc9W2turfwIOB38QAXdGC4eSTTkUDFYD1pnK3apub9W/g7e062PlNDNBuLRhOvt+pGHkAsL6EuzbY3PRbGKDthsP6D3EXLjxzzsAK0tS0ip1gB7C+hDsA2E+zacqVK/Uy+hXPGVCxA2AS4Q4AppnUNCWpZwycPr2y5fSThpQLdgAIdwAwybSmKRsbS99bt/e0DCkHYBLhDgD2alHTlEmntbNTrw49c2alpwNAywh3ANDUwk4le3u57O7W1xtSDkCTcNcm49/eRiIALF+zccrly63pVLK3Wtdcjmk0KgBNwl1bNH97b2yYPguwTJMap7SkYtcsIiYr7+UCQIudmOVOpZRXlVI+XEp5opRy/4TbSynlh0a3/2Ip5WUHHVtK+Z7RfT9QSvmZUspz5vOUOmrc+mx3t/64vb3qMwJYD9Map7SkYnf+/LUi4riXywMPCHYAPNOB4a6UMkjyI0leneRFSb6llPKiPXd7dZJbRpc3JHlohmP/elVVX1lV1e9N8o+S/KVjP5su29qqf2sPBtbaACzLtAR1990rXUExbdufRR0A7GeWZZkvT/JEVVUfSZJSyruSvDbJhxr3eW2Sh6uqqpK8t5TyrFLKs5O8YNqxVVX9h8bxn5ekMUBoDW1u1r+17bkDWI4WNk4Zn5YB5QAcxSzh7rlJPtr4+skkr5jhPs896NhSyvcmuTPJp5LcNumbl1LekLoamNOnT89wuh22uek3N8CitbRxyvjUWpg3AeiIWfbclQnX7a2yTbvPvsdWVfXdVVU9P8mPJbl30jevquotVVXdWlXVrTfffPMMpwsAU4zLYm9+c+vWPE5aIdqCvAlAh8wS7p5M8vzG189L8rEZ7zPLsUnyd5N80wznAgBH09LGKWPjvlotypsAdMws4e79SW4ppbywlLKR5HVJHtlzn0eS3DnqmvnKJJ+qqurj+x1bSrmlcfwfSfKvjvlcAGCyljZOaZ7ehQv1DLvBoDV5E4COOXDPXVVVV0op9yZ5T5JBkrdVVfV4KeWNo9vflOTdSV6T5Ikkn03y+v2OHT3095dSvizJ1SS/muSNc31mAJC0fiPb3iHlZ87U4w5acGoAdMxMQ8yrqnp36gDXvO5Njc+rJN8567Gj6y3DBGBxWtw4pXmKe4eUnz7dilMDoINmCncA0CnjcthTT13bX9fSil2zoGjMKQDHMcueOwDojpY3TkkMKQdgMVTuAOiPSeWwkyeTu+5qzUY2Q8oBWBSVuzYaDpMHH6w/AjCbaeWw7e3koYdakZxU7ABYJJW7tmm2TdvY8BsfYBYdKId14BQB6DiVu7YZT7Hd3a0/bm+v+owA2q0j5TBDygFYNJW7ttnaqit248qdtmkAk3Vg1MFYc0h5Uv94b9kpAtADwl3bbG7Wf8rd3q6Dnd/8AM/UgVEHY4aUA7Aswl0bbW76rQ8wyXBY//HrwoU6LbV01MGYIeUALJNwB0D7NZdgXrlSl8DGaxwHg1aNOhgzpByAZRPuAGi3SUswk3p94+nTrVzCPq3HS8sKiwD0jHAHQHs1U1JzCebGRusqdWNGHgCwKkYhANBO45R0/vz16xrvvru1MwQ6MpUBgJ5SuWuzceOAFi45AlioDq5rVLEDYNWEu7Zq9s7e2PBnX2A9dGh2XVMHsygAPSTctdX2dh3sdnfrj9vb3iEA/dah2XVNKnYAtIU9d221tVVX7AYDvbOB/pvWOKUDKWn8tzh77ABYNZW7ttrcrN8d2HMH9N2k0tfJk62cXbfXcFjPUx+P3NvYaH0WBaDHhLs229z0DgHotw5vVmtujR4M6rF7Lc+iAPSccAfA8nW0ccrY3kya1PPUW37aAPSccNcFRiIAfdLRxiljk1aR2hoNQBsId21nJALQJx1unDL+O9uFC89soNLyUwdgTQh3bWckAtAH05ZhdqhxSnN/nQYqALSRcNd245EI48qddT9A1/RgGebe/XVnztR77KyWB6BNhLu2MxIB6LIOL8NMpu+va3mhEYA1Jdx1gZEIQBd1eH5d0ukpDQCsKeEOgPnreDKalEs7UmwEYI2dWPUJANAjw2Fyzz3Jbbcl5893MhlNy6WaFQPQdip3AMxHxxunJCp2AHSbyh0Ax9fxxilj4+kzKnYAdJHKHQBHM57qfepUct99nW2cMjYc1gPKzbADoKuEuy4Zv5EyEgFYteZU71LqUNfBxilje4eUnznTqVwKAEmEu+5ovvPY2LBOCFidSR1HBoM65HWw3DVpSPnp0516CgCQRLjrjvFGkN3d+uP2tncewHINh8nDDydvf3ty+fL1HUfOnUsuXuzcyoJpQ8q3tlZ9ZgBweMJdV2xt1e84xpU77zyAZepBJ8y9Oj6KDwCeQbjris3NeimmPXfAsvWkE2aTkQcA9JFRCF2yuZk88ED9+YMP1u9OABZl2kDyjY3k7rs7u/fXkHIA+krlrms0VgGWoYfLMBMVOwD6TeWuayY1VgGYpx4uw0xU7ADoP5W7rtFYBViUad0wOziQfC8VOwDWgXDXNRqrAIvQ02WYia6YAKwP4a6LNje9IwHmp6fLMBMVOwDWiz13AOtsnH561A1zzB47ANaNyl2XDYeWZwJH1+P1iip2AKwj4a6rjEQAjmpa45SepJ8eZ1YA2Jdw11WTRiJ41wIcpMeNUxIVOwDWmz13XTUeiTAYGIkAzKbHjVMSe+wAQOWuq4xEAGbV4/l1Yyp2ACDcdZuRCMBBer4MM7HHDgDGhDuAvur5MsxExQ4Amuy564PhMHnwwfojwHCY3HNPctttvZxf1zTuLWWPHQCo3HWfkQhA0xoswxwbDpMLF+qtg0n9I7BnTxEADkW46zojEYCxNViGOdb8u9ZgkJw504u+MABwLMJd141HIowrd0YiwHoZDus/6pw6ldx33/Wbz3rUDXNs/HQvXLj2d60kOX26N08RAI5MuOs6IxFgPTXHG1y5Ulforl7tdbvIvdW65nJMf9cCAOGuH4xEgPUybV/dYFCHvB5uPts77iCpl2KePu3vWgAwJtwBdMl+++rOnUsuXuxd2pk07mBjo1erTQFgLoS7PhlvRunZGzsg1y/DvHy51/vqmgwoB4DZCXd9YSQC9FMz1O3s9H68QZMB5QBwOIaY98WkkQhAt43TzZvfvBbjDZqmVez83QoAplO56wsjEaBfpu2tu+GGXi/DTFTsAOCohLu+aI5EOHXqWuXOOyHoljXdWzdmjx0AHJ1w1yfjdz723kE3TRtxsCbpRsUOAI7Hnru+sfcOumm/EQdrkG7ssQOA41O56xt776Bb1nwZZqJiBwDzItz1TXPvnXl30G5rvgwzsccOAOZJuOujzU3viqDt1nwZZqJiBwDzZs8dwDINh8k99yS33ZacP38t1WxsJHffvTabzOyxA4D5U7nrs+HQ8kxoi+beup2dtV2GmajYAcCiCHd9NX73ZCQCrN6kvXXJ2i3DTOyxA4BFsiyzr5ojES5dqt85DYerPitYP9P21q3ZMszkWsZtrkZds2wLAAsl3PXVeCTCiRP1u6jz5+t3VQIeLMdBe+u2t5OHHlqbVGOPHQAsnmWZfTUeiXD27LU3luOh5t5JweLYW/cM9tgBwHKo3PXZ5mb97unGG5PBwFBzWLRxinnzm9d6xEGTih0ALI/KXd8Zag6LN+5Me+HC9dW6UpIbbkjuuiu58861+/9PxQ4Alku4WweGmsNiNJdgXrlSV8hPjn6sDgZrG+oSXTEBYBWEu3Vi7h3Mx7R9dUly5kxy+vRa/3+mYgcAqyHcrQtz72A+9ptZt7GxtpW6MRU7AFgdDVXWRXPu3bhrJnA4Ztbtyxw7AFgtlbt1MZ57N67c6ZoJs2suw7x8+VpyOXlyrffVNanYAcDqCXfrotk189Spa5U777pgOjPrZmKPHQC0g3C3Tsbvsuy9g4Ptt7dOcknyzAkQKnYAsFrC3bqZtPfOOzC43rS9dWs8s26vZo+m5gSIjQ3BDgBWRbhbN3v33p06lTz44Fq3bYen2Vs3k7376xITIACgDYS7dbN3791991miCfbWzWzS/joTIACgHYxCWEebm8kDDyQXLxqPwHobDpN77kluuy1585ufuQzT3rrrTOuI6e9CANAOKnfrzHgE1tW0Sl1ib90UOmICQPsJd+vMeATW0X5dMIW6icywA4BuEO7WnfEIrBNdMA9NxQ4AukO4w3gE+k8XzCNRsQOAbhHusPeO/tIF88hU7ACge4Q77L2jfw5qmCKl7EvFDgC6SbijZu8dfaFhyrGo2AFAdwl3XGPvHV02HNav2QsXrq/WCXUzU7EDgG4T7rimufduMKjfJA+H3tXRbs0lmFeu1K/dk6MfbYOBUDcjFTsA6D7hjmvGe+/Gb5Tf+tbkHe+wPJN22m9f3ZkzyenT9R8svHYPpGIHAP0g3HG9zc16aduVK/XyzEuX6nd43uXRFgc1S9nYUKk7BBU7AOiPE6s+AVpovDzzxIn63d758/W7v+Fw1WfGOhsOk3vuSW67LXnzm585iHxjI7n7bpXmQ5hWsfNPCADdJNzxTOPlmXfccS3gjSt4Ah7LNmuo295OHnpIKpnRuGJ3/ryKHQD0hXDHZJub9bu8G29UwWM1hLqFUbEDgH6y547pxhW8s2ev/XnfiAQW7aA9dcYaHIs9dgDQX8Id+xtX8H7u564NN9/aWvVZ0UdC3cLpigkA/SbccbBxBW97Ozl1qv44vh6OS6hbChU7AOg/4Y7ZjN/93X77tSHn3nBzHELd0qjYAcB6EO6Y3fZ2/SZ8d7e+vPnNhpxzNOMy0lNPCXULpmIHAOtDt0xmN55/V0r9dVUZkcDhNctIul8ulK6YALBeStX8q3nL3XrrrdVjjz226tNYb82ldJcvX18K8I6R/Ux77Zw8qVI3Z/43BYD+KqX8fFVVt068TbjjSMYlgeYEZJt4GBsO6wrcuLPqpL11XjMLMWnFq39qAOgP4Y7FmLaZR2lgfTVLRleu1I13SpncMOVzPsdrZc72/s0l8U8NAH2zX7iz546jG49IuOOOOtg1h5yzXobD5J57kttuqxvtXLpUN925fPn6YNfcWydtzNX4by3NYrp/agBYL7plcjx7h5wPBsmFC/U7Te8m+2+WcQalXKvi2Vs3d+MVsBcu1P8JrJIGgPVlWSbzMWk5njfy/XWYGXXJtf13XgtzNa7Wjf+uMs7RGxuqdQDQV/sty1S5Yz42N+s38FeuXD8H721vE/L65KiDx/23n7u9Yw6S5MyZ5PRpORoA1pVwx/yM5+CN2/RVVR0ADDvvvqOGOhZiUi+jjQ3//ACw7jRUYX7GDVbuvrvummnYefdNapRi8PhKGUwOAEwz0567UsqrkvzNJIMkP1pV1ffvub2Mbn9Nks8m+VNVVf3L/Y4tpfz1JH84yU6SX07y+qqq/v1+52HPXYeYotxN4+4cp04lv/ALKnUtY/oIAHCsUQillEGSH0ny6iQvSvItpZQX7bnbq5PcMrq8IclDMxz7s0m+oqqqr0zyr5M8cMjnRZttbtaVnH/6T68flaCC107NCt1f+At1NU6lrlVU7ACAg8yy5+7lSZ6oquojSVJKeVeS1yb5UOM+r03ycFWXAd9bSnlWKeXZSV4w7diqqn6mcfx7k3zzcZ8MLdQclTB+V3r+fP31uXPJxYu6P6zSfnvpmqFOpW6lplXsjDoAAJpmCXfPTfLRxtdPJnnFDPd57ozHJsldSf63Sd+8lPKG1NXAnD59eobTpXXGe/HOnr02YfnSpeTee+vPjU1Yvv1C3diJE8nJk/7brNi0ip1gBwDsNUu4KxOu2/tOcNp9Djy2lPLdSa4k+bFJ37yqqrckeUtS77k76GRpqb3DzkupxyVcvWpswjIcdi/dS1+qqtoCKnYAwGHMEu6eTPL8xtfPS/KxGe+zsd+xpZRvT/KHktxedWmaOkczruCNQ8Z99xmbsEjNQHfffdcSQikapHSAih0AcFizhLv3J7mllPLCJL+W5HVJvnXPfR5Jcu9oT90rknyqqqqPl1I+Me3YURfN70rytVVVfXYuz4b229y89s70JS955tLA5tgE72IPZ1J17sqVOrxdvXpt0rW9dK22X6NZ/0sAAPuZdRTCa5KcSz3O4G1VVX1vKeWNSVJV1ZtGoxD+VpJXpR6F8Pqqqh6bduzo+ieS3Jjk4ujbvLeqqjfudx5GIfTUtHez4/1elgjub9K/X7M6d+JEva9xvAzWXrrWGi/DHBe0ExU7AOB6+41CmCnctYVw13PjdWjjpitNAsk1s+yfGysl+ZzPudaZ9NQpQbmlJr38x//5rFIGAMaEO7pjUumiaR2XEk4Kc5MqdE3CcKdMapziPx8AMMl+4W6WPXewPOOmK9OWGTYbr4y7a/Zl2WYzxI2rbAeFuUn75/ry77EmNE4BAOZF5Y72Oszywy6XOvbbMzetMjfW5efN1FEHlmECANNYlkk/zDJ4e1IFa5X7zMYBdWur/npaZW7a89lLo5ne2LvHTsUOAJiFcEe/HNQdsml8/bgksrexyHGD36SllHuD25UrdbfKUmavzDXPW5jrHRU7AOCo7LmjX8az8u688+Blm+PPr16t30nfe++1kQD7BahJYW1aeJsW2JrBbe+Mub0f21ZxZGHssQMAFkXljv7Yr6J34kR9aQ7znmZaSNsvvB30eDfcMLlyZ8/cWlGxAwCOS+WO9TCpore32nbffdfeWU8LadOqa9M+ju19vL3BLZl8Xipza0HFDgBYNJU71sthxg0c9HGW5ZyCG1GxAwDmR+UOxsbVvb32q/bt91F44wAqdgDAsgh3kEwPfXBEk7aAjit2gh0AsAjCHcCcjZdhPvXUta2ZKnYAwKKdWPUJAPRJcxlmc9KFih0AsGgqdwBzMqlxikkXAMCyCHcAxzRuwnrhQrKzo3EKALAawh3AMYyrdTs7yWBQV+qSZGNDsAMAlku4AziivWMOkuTMmeT0aVMyAIDlE+4AjmDS/rqNDXvrAIDV0S0T4JCmDSZ/9FHBDgBYHZU7gEOYVLEz5gAAaAOVO4AZqdgBAG2mcgdwgOEwefjh5O1vTy5fVrEDANpJuAPYx3gZ5lNPJVVVX2eGHQDQRpZlAkzRXIY5DnalqNgBAO2kcgcwwaTGKSdPJnfdZdwBANBOwh3AHtMap6jWAQBtJtwBNBh1AAB0lT13ACNGHQAAXaZyB6w9ow4AgD4Q7oC1ZtQBANAXlmUCa8uoAwCgT1TugLVk1AEA0DfCHbB2jDoAAPpIuAPWilEHAEBf2XMHrA2jDgCAPlO5A3rPqAMAYB0Id0CvGXUAAKwLyzKB3jLqAABYJyp3QC8ZdQAArBvhDugdow4AgHUk3AG9MBwm29vJqVPJffcZdQAArB/hDui88RLMnZ16T93Vqyp2AMD6Ee6ATpu0BHMwqEPexoZgBwCsD+EO6KxJTVNuvDE5dy65eDHZ2hLsAID1IdwBnaRpCgDA9YQ7oHOmVewEOwBgnRliDnTKtIrdo48KdgDAelO5AzphOEwefjh5+9uTy5dV7AAA9hLugNYbL8N86qmkqurr7LEDALieZZlAqzWXYY6DXSkqdgAAe6ncAa01qXHKyZPJXXcld94p2AEANAl3QCsZdQAAcDjCHdAqGqcAAByNcAe0hsYpAABHp6EK0AoapwAAHI/KHbByGqcAAByfcAeslMYpAADzIdwBK6FxCgDAfAl3wNJpnAIAMH8aqgBLpXEKAMBiqNwBSzFtGabGKQAA8yHcAQtnGSYAwOJZlgkslGWYAADLoXIHLIz5dQAAyyPcAXM3HCbb28mFC8nOjvl1AADLINwBc9NsmnLlSjIY1JW6JNnYEOwAABZJuAPmYlLTlCQ5cyY5fTrZ2hLsAAAWSbgDjm1a05SNDXvrAACWRbgDjszsOgCA9hDugCMxuw4AoF3MuQMOzew6AID2UbkDDsXsOgCAdhLugJk1K3Zm1wEAtItwBxxoWuMUyzABANpDuAP2pXEKAEA3aKgCTKVxCgBAd6jcAc9gfh0AQPcId8B1LMMEAOgmyzKBp1mGCQDQXSp3gGWYAAA9INzBmrMMEwCgHyzLhDVmGSYAQH+o3MEasgwTAKB/hDtYM5ZhAgD0k2WZsEYswwQA6C+VO1gDlmECAPSfcAc9ZxkmAMB6EO6gp4bDZHs7uXAh2dmxDBMAoO+EO+iZ5hLMK1eSwaBefpnUn1uGCQDQT8Id9MikJZhJcuZMcvp0srUl1AEA9JVwBz0xrRPmxoZKHQDAOhDuoON0wgQAIBHuoNN0wgQAYMwQc+goA8kBAGhSuYOOsQwTAIBJhDvoEMswAQCYxrJM6AjLMAEA2I/KHbScZZgAAMxCuIOWaoa6nR3LMAEA2J9wBy00aW9dYhkmAADT2XMHLTNtb93GRnL33cmjjwp2AAA8k8odtIS9dQAAHIdwBy1gxAEAAMdlWSasmBEHAADMg8odrIhlmAAAzJNwB0tmxAEAAIsg3MESGXEAAMCi2HMHS2LEAQAAi6RyBws0HCbb28mpU8l999XBzt46AAAWQbiDBRkvwdzZqSt0V69eC3b21gEAMG/CHSxAcwnmONANBteWYQp2AADMm3AHczRtvMGNNybnziUXLyZbW4IdAADzJ9zBHBhvAADAqgl3cEzGGwAA0AZGIcAxGG8AAEBbzBTuSimvKqV8uJTyRCnl/gm3l1LKD41u/8VSyssOOraU8sdLKY+XUq6WUm6dz9OB5RgOk3vuSW67LTl//treunGo295OHnpIsAMAYHkOXJZZShkk+ZEkX5/kySTvL6U8UlXVhxp3e3WSW0aXVyR5KMkrDjj2g0n+WJI3z/H5wELZWwcAQFvNsufu5UmeqKrqI0lSSnlXktcmaYa71yZ5uKqqKsl7SynPKqU8O8kLph1bVdX/O7puXs8FFsreOgAA2myWZZnPTfLRxtdPjq6b5T6zHLuvUsobSimPlVIe+8QnPnGYQ2Fu7K0DAKDtZqncTSqtVTPeZ5Zj91VV1VuSvCVJbr311kMdC8c1bW7dyZPJXXcld94p1AEA0A6zhLsnkzy/8fXzknxsxvtszHAstI69dQAAdM0s4e79SW4ppbwwya8leV2Sb91zn0eS3DvaU/eKJJ+qqurjpZRPzHAstMa0UJfYWwcAQLsdGO6qqrpSSrk3yXuSDJK8raqqx0spbxzd/qYk707ymiRPJPlsktfvd2ySlFK+MckPJ7k5yT8upXygqqpvmPcThFnt1zDlhhsswwQAoN1KVXVnG9utt95aPfbYY6s+DXpo3DBlPLMuEeoAAGifUsrPV1U1cU74LMsyobc0TAEAoC+EO9aShikAAPSNcMfaMYwcAIA+mmWIOfSGYeQAAPSVyh29Nxwm29vJqVPJfffVwc7eOgAA+ka4o7ea++quXKkrdFevXgt29tYBANAnwh29s1+zlMHg2jJMwQ4AgD4R7uiNaaEuudYs5dy55OLFZGtLsAMAoF+EO3phvw6YBpEDALAOhDs6b1oHTKEOAIB1ItzRWc1lmJcv64AJAMB6E+7onP0apuiACQDAuhLu6IxZGqYIdgAArCvhjtY7KNTZWwcAAMIdLacLJgAAzEa4o7V0wQQAgNkJd7SOLpgAAHB4wh2toQsmAAAcnXDHyumCCQAAxyfcsTK6YAIAwPwIdyzVcJhsbyenTiX33acLJgAAzItwx1I0q3RXrtQh7upVXTABAGBehDsWar8mKYNBHeoGA6EOAACOS7hjIWZpknLuXHLxYrK1JdQBAMBxCXfM3XCY3H67/XQAALBMwh1zNRzWYwsuXbKfDgAAlkm4Yy6ayzAvX66bpZw4kZw8KdQBAMAyCHccy34NU+64w/BxAABYFuGOI5mlYYpgBwAAyyPccSgHhTp76wAAYDWEO2Yi1AEAQLsJd+xLqAMAgG4Q7phIqAMAgG4R7riOUAcAAN0k3JFEqAMAgK4T7tacUAcAAP0g3K2h4TDZ3k5OnUruuy956imhDgAAuk64WyPNKt2VK3WIu3r1WrAT6gAAoLuEuzUwbenliRPJYFCHusFAqAMAgC4T7nrsoP10N96YnDuXXLyYbG0JdQAA0GXCXQ9pkgIAAOtHuOsRoQ4AANaXcNcDQh0AACDcdZhQBwAAjAl3HSTUAQAAewl3HSLUAQAA0wh3HSDUAQAABxHuWmg4TLa3k1Onkl/4BaEOAAA4mHDXIs0K3eXLydWrdYgT6gAAgIMIdy2w37LL8edCHQAAsB/hbkWaSy/vuy956qnrQ93YiRPJyZNCHQAAsD/hbsmaVborV+qK3NWrkyt0L31pcvFisrUl1AEAAPsT7pZk2tLLEyeSwaAOdYOBCh0AAHA0wt2CHTTG4MYbk3PnVOgAAIDjEe7mzBgDAABgFYS7OTHGAAAAWCXh7piMMQAAANpAuDuG4TC5/XZjDAAAgNUT7o5he/v6ap0xBgAAwKoId8ewtZVsbNQBzxgDAABglYS7Y9jcTB59tK7gqdABAACrJNwd0+amUAcAAKzeiVWfAAAAAMcn3AEAAPSAcAcAANADwh0AAEAPCHcAAAA9INwBAAD0gHAHAADQA8IdAABADwh3AAAAPSDcAQAA9IBwBwAA0APCHQAAQA8IdwAAAD0g3AEAAPSAcAcAANADwh0AAEAPCHcAAAA9INwBAAD0gHAHAADQA8IdAABADwh3AAAAPSDcAQAA9IBwBwAA0APCHQAAQA8IdwAAAD0g3AEAAPSAcAcAANADwh0AAEAPCHcAAAA9INwBAAD0gHAHAADQA8IdAABADwh3AAAAPVCqqlr1OcyslPKJJL+66vNo+KIkv7nqk4BD8JqlS7xe6RKvV7rGa7a7fldVVTdPuqFT4a5tSimPVVV166rPA2blNUuXeL3SJV6vdI3XbD9ZlgkAANADwh0AAEAPCHfH85ZVnwAcktcsXeL1Spd4vdI1XrM9ZM8dAABAD6jcAQAA9IBwBwAA0ANrHe5KKa8qpXy4lPJEKeX+CbeXUsoPjW7/xVLKyw46tpTyhaWUny2l/H+jj1/QuO2B0f0/XEr5hsU/Q/pmma/ZUsoLSin/sZTygdHlTct5lvTFgl6vf7yU8ngp5Wop5dY9j+dnLEe2zNern6/Mw4Jes3+9lPKvRvf/P0opz2rc5mdsF1RVtZaXJIMkv5zkdyfZSPL/JHnRnvu8JslPJSlJXpnk/z7o2CR/Lcn9o8/vT/IDo89fNLrfjUleODp+sOp/B5fuXFbwmn1Bkg+u+nm7dPOywNfrlyf5siTbSW5tPJafsS5Hvqzg9ernq8uxLgt8zf6BJCdHn/+A97Hdu6xz5e7lSZ6oquojVVXtJHlXktfuuc9rkzxc1d6b5FmllGcfcOxrk7xj9Pk7kvzRxvXvqqrqUlVV/ybJE6PHgVkt+zULx7GQ12tVVf9vVVUfnvD9/IzlOJb9eoXjWtRr9meqqroyOv69SZ7XeCw/YztgncPdc5N8tPH1k6PrZrnPfsf+zqqqPp4ko49ffIjvB/tZ9ms2SV5YSvmFUso/K6X8vuM/BdbIol6vx/l+MM2yX6+Jn68czzJes3elrvzN+v1ogZOrPoEVKhOu2zsXYtp9Zjn2KN8P9rPs1+zHk5yuqupiKeWrkvyDUsqLq6r6DwefKvgZS6f4+UrXLPQ1W0r57iRXkvzYIb4fLbDOlbsnkzy/8fXzknxsxvvsd+y/HZW8M/r4G4f4frCfpb5mR0svLo4+//nU6+u/dC7PhHWwqNfrcb4fTLPU16ufr8zBwl6zpZRvT/KHknxbVVXjAOdnbEesc7h7f5JbSikvLKVsJHldkkf23OeRJHeOug29MsmnRsvW9jv2kSTfPvr825P8w8b1ryul3FhKeWGSW5K8b1FPjl5a6mu2lHJzKWUw+vx3p37NfmRxT4+eWdTrdRo/YzmOpb5e/XxlDhbymi2lvCrJdyX5I1VVfXbPY/kZ2wFruyyzqqorpZR7k7wnddegt1VV9Xgp5Y2j29+U5N2pOw09keSzSV6/37Gjh/7+JH+vlPIdSS4k+eOjYx4vpfy9JB9KXeb+zqqqdpfzbOmDZb9mk/z+JH+1lHIlyW6SN1ZV9e+W8FTpgUW9Xksp35jkh5PcnOQfl1I+UFXVN/gZy3Es+/UaP185pgW+J/hbqTti/mwpJUneW1XVG/2M7Y5yrdoKAABAV63zskwAAIDeEO4AAAB6QLgDAADoAeEOAACgB4Q7AACAHhDuAAAAekC4AwAA6IH/H9yyaSIDwyMwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAkRklEQVR4nO2dbaxtR1nH/88+99zetrS89h1aWlM0pJHmcilt+YDFBIQIBa1vhIBaUqv3CyEBpd9FiTEY4g2K4QPEGEmKUFAixeQKMZHWFio0BqSpUAgYSgTaAKW9ez9+WG8zs2ZmzZo162XWfv7p7T571sysWfus+e3/88zsfYiZIRKJRH21mXsAIpEoTwk8RCJRlAQeIpEoSgIPkUgUJYGHSCSKksBDJBJFqRc8qND7iOghIvoSER131LuSiO4hoq8R0UeI6GhXeyL6OhF9mYgeIKL7hl2WSCQaW32dx6sBXF3+uw3A+x313gPgvcx8NYDvA7g1sP1NzHwtM5/oOS6RSDSx+sLjZgAf5kKfB/AMIrpErUBEBOAVAO4siz4E4PWh7UUiUR460rP+ZQC+qTz/Vln2HaXs2QB+wMxnjDpd7RnA3UTEAP6amT9gGwAR3YbCteAABy8+B+f3vARRjF6A7zuP/TeeOeFIRKOI7MVP8I/wJP/UerQvPGydmPvbfXV8x17GzN8mogsBfIaIvsLMn2tVLqDyAQA4n57FLz14ZdjIfeLd8D7G0II+OnA33+n85b2SfnHq4bhFjlmwBNFy1ydoY3/dPn/m0842nVdDRCfLJOYDAL4N4HnK4eeWZaq+hyIcOWKp8y1Xe2auHr8L4GMArusam0gkmk+d8GDmU2US81oAHwfw5nLV5HoAP2Tm7xj1GcBpALeURW8BcFf58yds7YnoXCI6DwCI6FwArwTw4PDLE4lEY6mvj/oUgIcBPATgbwD8QXWAiD5FRJeWT/8QwNuJ6CEUOZAPdrS/CMC/EdF/ArgXwD8x8z/3vxyRSDSVeuU8Sldx0nHsNcrPD8MSdrjal/Vf1GcsIpFoXi03gyMSiRYtgYdIJIqSwEMkEkVJ4CESiaIk8BCJRFESeIhEoigJPEQiUZQEHiKRKEoCD5FIFCWBh0gkipLAQyQSRUngIRKJoiTwEIlEURJ4iESiKAk8RCJRlAQeIpEoSgIPkUgUJYGHSCSKksBDJBJFSeAhEomiJPAQiURREniIRKIoCTxEIlGUBB4ikShKAg+RSBQlgYdIJIqSwEMkEkVJ4CESiaIk8BCJRFESeIhEoigJPEQiUZQEHiKRKEoCD5FIFCWBh0gkipLAQyQSRUngIRKJoiTwEIlEURJ4iESiKAk8RCJRlAQeIpEoSgIPkUgUJYGHSCSKksBDJBJFSeAhEomiJPAQBekxHICNMi7LRfspgYcoSLfQG2qAVP8ewwFuoTfMPDLRXDoy9wBE+UhAIVIlzkMkEkVJnIcoWP/Id+Ko8vxJAL9Mt8w1HNHMEuchClIFDlL+HS3LRfspgYcoSBU4VFUAEe2nBB4AQPIyiER9JbNmySLzvV4kWo4EHiKRKEoCD5FIFCWBh0gkipLAo5IkTdchNj+BIxpLMmNEIlGUBB4ikShKAg9VErpE6S7+6NxDEM0gmS2iQSIAZ7e+6UO0DxJ4mFqa+1jIRrEzgCBCpGlhM0W0VL1GPj0rMiTwsGlp7kMkWqBklohEoigJPFxakvtYSN5DJFK1oBmyQC0JICLRwiSzo0sCEJHIKpkZIVoCQBYeurybPzv3EEQTawGzYoCmnE9LAMhCRQBO4NG5hyGaWNnPCNpMSJC5AbJw9yHaL2UPD6AAyGQQ2WOAPIzzvLtMb+JHJhuLaH6tAh6VJoMIbeaHyAy6nV7lPEYA3oF7pxuMaHatcgZUEBkdJHMBZKHhi/wFsf3SKuGhanSIzOVCFgqQk/yFuYcgmkirh0elSSAytWYAyF24ypn3IACvw8NTDscu+SrCSbQ38Kg0KkTmcCETA+QUHfceJwB/y5+cZjCiWbV38Kg0al5kaogsKIQhABfip7LyYhPv5h5BUmUOD0oyUVcBkQkB4gtdgAIg75SVl9Urc3goqibqgMk6mhuZCiITAeQUHe/8VrEDSPJ07VoPPFQtFSRTQIRoEoj8Ka7rdB834+H5whdJmo6udcJDVUKQJB/TmBoZIKfp8s4dpwTgbbhv1HGI5lP+8OgzqQeCJLkbGRsiI7uQ2+lVneHL2djJJ25XqvzhARQAUf+FSAVJxAROCpIpIDKSQsKXE3gUd/Od0+dAJHQZVeuAh6m+IAGWAZIEIZa773FcyGm6HPfhgk6AVDmQv+JPJx+DaB5lDQ8CQF0TYqgr6Tum1CBJrREgcge9vDP/ARS/r6vwOD7FH50ukbo097GivR5Zw6MSEWn/vMoNJGO5kcQQuZ1e1bn/AygAcgjGu3Cv5EIyV97wcNz8wTDp60oG5EmSgiSlEkLkFB3vDGHq06LIhUziQpbmPlaivOEBAJuN/s+iSWDSQ4NBMoYbSQSRO+jl+C7OCgbIZC5EAJJc+cPDVE+Y+Psa35UsDiQJIPImem2wAwEmdCFLAcgC8x686//a5A+P6mZ33fQZuZJkIEmhgRC5g14elAOpT4eJXMhSALIC5Q8PUz6YzBXiTA2SlG7EB+YOnaLj+BNch6eAZbmQJQBkge6jr/KHhwkEEwpzwMSniPBmcSDpodN0OV5Dt/QOYw7BeCf+Y90AyVzEGb+ITz/yHL7haTcDALzXsfNQPrZd3Tzg9QuNJyPejWJi1dhztfvod+6b+BG8A/fiCBD8J3eqM+xA+CSu7Pwyot6a+7tQFvRF2rY3p8+f+TQe2/2f9UXKHB4X8A1Pe5312D7CJBeQnOQv4HV4uN55GnyK8vEnOIK/wHGcpsv7jNCtOQGyIHgAbYCsGx7n39w+4JhEzmsdCSZJQQL0muQ5gOTd/FmcwKNRf/ivOsNjOIpTuHY4SAQgAPYNHk9/Q1PguvHXCJMpXMlQkARcb0wo0zoNErqRuSCyEID0gccyRhwrgp6kNJOR1S/EsTLiTIaOlIANSr6GruL0TLxGJV2HJlsDVmqqhOpduAo7FCCo/gWfBsA5OIN34d7hn9yd6810Iasvfd5k8nYehxfwDc/81eKJ7TpsL4Ttl7TnzqS3K5nAkZzkL+DmMi/Sq2vl8RO4aliCdWoXskD3sV7nUX0BMmB3BLZ38RBnUtYNdiaqy1iiM+lQb1cy8LtQQhzJKTquuZHgrst/GxRfATBovwjztE5kIe4jVJk7jwv5huf8WpjDGOJMXHUR4U7GdCa5uxLH9cWuztTdlo/fxTn4IK6Jy4vsmQup3kjWmzA9eiHf+Jxfb0+qUCgsIdTJCCaTgcRxXTfxI3gb7sPZ2EUnV3coABQNkikhMiNA9gMeF/xG62azXpN54y8VJq5xdLXxnatuH/C7XporsVxTCogAA5d7p4LIzABZMTwu4hsv+s3iiTmxuoAyU6gzZRJ2SpjM4Upu4kdwEl/E+XgKQPxSLzAAJFNAZEaA3LO7e8XwuPi3iictOPSECZCPO1kbTBKAZGheROsWApFK92zvxmO8RnicdRHfePEbmwLzWoYCZWx3sicwmTK8SQ2RqCXfMUEyMUBWDI+L+cZL36gXqjdqapiY/QNh7mTqUGcumCzFlTDjJn4Et+JBXIAfg0HYlIHJkNWaSmdA+DO8pNuVrAAi64bHc9+kT5auiTu2O5kg1BGY9JAltEkx7apen8QGf44TfpBkDBEfPI6MeuaxRWg2G1U3ifozABwYz0H+m97cvGVMLvNVZPN3t7P9Mi1AMjdk7bh9I/DOWs+2gYyZ3WO33bzVa+K5XvM8LZjYrkGV7XosMjeneWGi9hkCEuUaTuE4/oufoyVZgTg3UrU5Czv8Ee4FGG6AqK9bapDwbraEat7O49jFfMPlb66fU2jIkqs7mSPUmdmZjO1KUq3YVGd+NHT/yBhuZASIrDdsOXYJ3/D8t3jB4ARKJyBGzJ3MkIjdO5hEgiTF/pHeG9FSgyQhRNYLj7Mv4Rue/9vFk0CnQT6X4eujjzvpgElRlMCdjLGqIzDByd39eC3+BxswGBi0ctMLJAuEyLrh8TO/657kLjCEupOOdlm4k6GhTsIk7GJg0tOV3Ln7B5yP7eCl3xxBst6EKdBOmGoJUiU5aiZVgfo5G200mAQnY41EbKvugdeddCZiAUsyNiQRa+koMBFrTcICxdgjkrBTJGDV5KsTJIGJ3Eq3bH4FJ3f31/tHgDgnUp31IvwYb8f9eCF/Dzfgf3EBftzOlaROslbXmDCkydt5nHMpX/+CW7U5RCFuIyIPkoU7GTnUmT1vMtCZpApxbtp9o95D8jgOcTa2OGqCPEA76N+JUY3Ou7s1lSMJhMh6w5ZzLuXrf/atxRMNDs2PvWHiq7ew3EnUJrYpErFrgklAiKPCBEjzJTlnAPwIR3EenrSv4EwEkdXC4/xzL+Xrf+62QEA0P4o7MTSXO5kSJhPlS8YACVDcvk/gCI7hTBsmI4Jk3fB44W1NQRcg+sKk1SYAKCmWisd0J2MmYseCiau+r3/HeJqG48PEBxIzZOmrHRyfuUkBEgUiK4bHZXz9Nb9XPLFNzN5uo2/9/k5D3Mm4oc5SYaKC5FGcg3/HxfglfAPHsO3u03UqAD/BAZ7CgT28SQCSe3b/slJ4PO0yfunP367dFFT9mAwQfevvqTvZM5ikCnGq3a2pFmafBOEnOGzDJBIkq4bHdS/6/fp5PbltMAH6AWIMmPjqxSRjOx2Er25id7K0UCcjmKgQAQo3cXaCfSUA3N8mHwgTHzzy3udBaPYGMIOrF6R8JObm49Q7VsqbOmAGDlDfhAwqd/M0fbTqVuerfr3e+vqeEu/ek2oMljbkaqPW830IsGvfCaBNuN4fACS0J0fIhwY3lr0aVkawff+IOQmqawrca1L3Dfj3mXTsDQn6cJ+jj9ObK3AaV2iHqn0lQxOu6r6Um/EwLuPHcQe9XP/dR7qSvJ3HeZfxS46f1N+1bU5DfZ0criBpuDNBMnaUpeLc3cnYoc7EzkTNkzyBzeDP3ACovyUtdAl4vWHL+c/lEydOKuGKctAGFG2iQDk+LNzZ26XiuRKxSwl1BuwziYVJ6hyJd8s80XrDFgYAghKulA/MzZMdwKQ2qMKWqmx4uBMWvijn6x3uVPWNOtWY1XBHDY8Ad7ijhTA9ttl3ff+H0a8+8Q4sE64j1AHa4c7MoY4zzAGCQ52YMKcKb8wdrgDhPDyJx3HYGyzmlnnte0k6jEXW8AAArnMeUICgPJaTVgVK/TtkEwxNcdPeDRQrTMqfg4Fi5lqAsm/LRPd9bse4HhdQrDDxnsdyrjFzJ7Zt3l1thnxWx/c5nZjP6ETmTfrA5PTBlTjNV7SPA3j37l9xAo9GOZNj2OJWPIjTsGyLtyhveBCa5GL5YhMrTkQLPZTHGihlmeZODKCUZVqfZkKzy51UfdgAMUcydm3uJDIR2+uDf566s8DE0faOzS8M+hBftaEtRHnDA4rzMF0H4AUKaeFKUzZquBPrTnrVDwh3+rgTpd5i3UlIqGNxJ2OFOmOs6PSByamDl+AUvxhA/w/xPYpznMdM5Q0PKm807d2+PKZNpLJsx8rknyPcgdImAhD1xG1ONjjccbkT7YI8S8VLcCcEJFkmHhLqpMqbJIbJ6YMrcRpX1m19W+afwAE+iGsQqrzhgcJ5NBu7VLfQTO66rHYY0B1CXW/h4c6CkrGrdCehiVhXqNOq6AAPlgETc8v8B3ENTm+u0MfvUdbwYAL4AMCuPekroGjXzxY47Eu4kzgZm2Yj2x66k755E9+KzkCY1CAx2jZ1SJ8XhrKGB0BFzqN6q9cA0J701vBipeFOCxBLTcaGngfIxp3MljcZIQHrU97woPIGMRwFMReORCmrYWLUq4vqCbyCcCeXZKwKAp8Lqs5ja+f5esdJ3EloInaOUCclTCzKGx5AkzCF+tgGhbZl1ASKMhcWH+443YkKlCGAaC5+/GRsoDvxnac1nondyRyhzhwwsWgF8FDiMiVx2lSoHi3hRq7hjnG5ycOdtSdjU7qT1jgwfqgzNG/igglQX1sNE0/0kjU8uA5blAIoz4E2UDodhVG/Z7ijtfWEO+7xKo8Jwp2pt9pPnoxdiTsZI9Rx/1lSB0yAoHClUtbwAFxhi1rB4hBgr2/NX/QMd2zLxbZwJzR/MjTc6XYnKlAiHEc9IQPq1n234RCdjBV3MjzU8X5Gx3KsVN7wIJRhi89dmI8WhzBCuFNUY637RYQ7FndStef63B53UvUxx96TmGRs7FLx3O4kNhE75hKxobzhAVhXW3zuohMQ9TEfkLrDHdrZXYTZvS/c0cqShTvKMSUEivpkcX3NM+w9cbmT6lx9lorncCedy8SWz/iEJGJHCHVcWgk8qifVAynvtNWjz13AcqwHkGz1E4Q7Q5aLu8IdbUXSApTQcGfQVvu5k7FjuxMDKLo7SbBMPEGo40NJ1vBoJUyh/Nx6DAhXvP2422uT3OsoLADLPNypBzlnuONyJ8a1tJOxPdyJeq0ZuZPBoY7HiWQNDwDAxoC/Ex62OvrkY+hOoG/74mefw5FwJw4QzYV3f61B4ERPulSsuKBWvQzcSWioYyhveJDyYqs3N4x3bVRg0MsGhyvWvgOA4jufL9xRyvINd9Q2YY5j6mRs8qXiOd1JymViQ3nDA2142CaoCyjJwp2O8/cDUsJwx3XuzMKd+nqm2nsS4E4A9Fwq7nAn2oUinTuJWSZWE7HuqCVzeBD0ryEEgpyCNhc73IjdsfR1F472tnFb23WHOwACd8fuX7iztqXi0d3JARQAuemRNzygU7iw5mSZrPpEswGh5U609o5Hraw/xLztLeP2uZneHwZkSLij1K3HmyzcUdwJ4A53RloqTu5OLMoaHgwUE6bLYUSutAwJdyZfLpZwRxkn+rkTKPXH2HvicifGtS/Snaw7bHFPcr/DIEtdB1DMtp46g8OVoe1t9bU3tm6grCPciXAck7sTwBvuqDAx2kzuTizKGx6Ac59HH9fgAor5Tu+HUbvfmHAlBGK+9tpgrO0k3HE6jqF7TxK5EwD9k7FjuZPV5jwIxT4PIGjC1jd0R93mzZksdbqdwhzLxaOEO2pZyq96DA13lLajhzspttrPmYwdayObR3nDA3Dv81DKOiFhAMA2yV35k6KuAygGuLRzeeATE674wTQg3KkdhaV+7Hef9Al3TKAwJNyJSsYq52jV82xkcxuPlcBDef39E18v71N3SLhje1zMcnFwe5ujMOpP+FWPuYc7i0vGtupVQFlp2GJ+tqX15hgBFBckQiZ5U7c73AkaU+A5nUAIgJg+jh7tbfXH/qrHtYQ7k7iT4kUYnIz1KGt4AKjDFtcEdwHFPfEtx3x9htadYbl4+O5YDwRDz5fyw4ArCHeS7z0ZOxm72rCFUK9Hm5PL9y5e22X1RlGOd0FCf7d2nE9pO9dyse3cS9wd2/fDgDmHO3X7VOHOmMnYNYctALA74Jbt7nQhrnIDKOkgoZf7HYY/dAg6j+1cXjD0D3e87dU+rO0mDneA5h3aCr922/0Ndwx3snbnwcovsnisnuu/aBdQvKBRz4VISCg3Zw7LxVnvjlUnqHruJLtjq7bIJ9xJkoy1K294ANal2mZysuXd2gBKjwk+av7EmJR+SJGlrgMoxpi0c3ngEzTBMwt3tP72IdxJ4k5WGrYwmvvCzP9YJ3wkUDpB0yd/0gsSenkQUMyJaRmL+7VxP9rOPffuWG+4o5T1/WZ73e2wXt81tqWFOymSseprYlHW8AABfGC8yysTufqxcyJb3wEH5k+UMdZDC4WSZaL1D426w51eY/Kd0zfBQ/In0e0l3HFDItCdlONyhjse5Q0PANiw1Z7GAEUvN98BHe7E2wf0NvXgYBR09zHENYyVPwkDS3e4YoNYn/bW+uqxAKBIuIMGKEpdn/KGB8HIebDlRvdMehhvNl6gcPVf/3DH1Tcp5Y78yaDl4qC6/UOPxSwXB7e3TOiBHwbU4WQ555LCnb6OQ6nrg0je8ADAB81v1v6uzZZyR/1SnfmTur4fKC5oePs28idBkPBM1DUvF9te97D2nnBHLZv9u0+qthgY7qhtIsIdh/KGB6HYJNaKX7tCjECgpMifuEIpow9v3+r1VkPqCwltAtjP5z5/2nDHNv42GIYuFweMWTsWlz9J8d0nU4U72kTwAUWBCXv4kTc8wOBN9Qsw4g8PHID2Dd1OoBn1q//1zp9w6/io+ZMhkDDG4YcUWeo6gGKMSTuXBz5BjiEi3NGvKwAo6jHzF5Dgu090OLFW33lto4Y7FthYlDk80GxPt0zSPkBpTzK/OwHar20r3NHG0gaKfhMH5k9cfRvhjnp8GCT08iCgmBPTMhYrDDsgFzTBQ1Z3fO3VPqztjPprD3dWm/MgABsFGsbaNBs3ATlutFRAqcuVRGhw/kQZyxLyJ7aJNvdysa2u+ZjL7tiswh2H8oYHUMADaGaKevFUltevL7d++U6gWCawXl61DwRQwvxJ5yqOr++yWJaLu8/Zq72tvnqsT7gDWO+/WcIdj/KGBwGoV1vaYEgDFG668MFBax8IoMj8CSt9Dd1uL8vF4ef0tS8vxNOuZ7ijTXLz9bTByeyL04Q7q02YEkAbRnF3lhT1gcNVPjpQEuRPnDDoD5RO0AwId/rUtU3K3JaLvYAYIdwpqhlAYaC1O9YT7tjG6g533MobHuASHs0Lad5QrXjStZTasqGR+RPLzZQkf9KwLTh/Yruxo/MnVT8J8ye2cbgdRtpwxzb+tmPpzp/4+0kf7oz13SfOcGe1CVMAVIYtBDZuEAYzFa9XdZdO6k6aE/XOn3RN+t7hjtJp11i8fUBvU9UfMX/ih5R+wxd1HUBRxtYn8esEglanG2Lx7XuEO0pZqnBHrWoqa3gQARtigEpQKG9OywQKN13Y3iG08qp9IIDqF2W8/Elnonbs/InSNvflYtvrHtZ+4nBntTkPAJuDXQmEAhQFGGjFQEmXP2lPGj9QXNDw9j11/kSbLECey8UBIZp2rDvcARD/YUCHsoYHEWNTJkyZqXl9jRe8mqzq76YosOc7Fpc/6Vyile32tvO5z582fxIEhETLxfprNRAoIbtjV+086oRp9VhMC9bcQ+Uu1ulO9HFU7e0Aqtr0BUpT7rrGkfInQyBhjMMPKX2yFXUdk9s29o4x2c69+OXiDmUPj4PNTgG5Co4GAPsIlPYNPeDrCjph0IwlernY7NsId9TjwyBh78te15+LCDqP7Vx9gDDzcrFaxVTW8CBiHGyK7XFcTvxdBYCyzixAMd91WjeG+e4QGO6MBJTO+koiNNevK3BBwjYOW5vQ/IkfRnq5bfxBE3zS5WI3PfKGB4AjZcIUYOy4+oR+BYR4oKTJnyR2J+oJU+VPWjdQ3vmTIZDoE4ZMtVxsB0PfcGVA+31xHgdAAQoFDD6gMHFTBuX1k/yJ0b4DQNpYME7+xJh4zr4Vl7SU5eIQoMyxXKz342nvUNbwAIDDzU5zFg1A7EDZmQ5iSeGO8nxJQGnf0LLd3no+y6TuzJ9EnMdW13xMujvWoazhQVQkTIsvPyoudseEAwMG5IEJkDbcKZ6jft4bKMYNM9VyMTAuUOpyw53o16RfsxnuuIDSHksAaOqLbp7LcnG7n/UmTME4utliBwUcymPhNNow6XInqYESkz+Z2p0U/eg30tDt9rFACYOBHZo++y/Lxd35E+s5HcobHorzKCBRAoPcMKnLEwNF8idqvwPyJ1V5ZP5EnyCB4Y6rbyPcgaOe1nczlFHyJ2YuI+g8lnE7HwEdKPvkPDRgUDXB4XUndXlPoEj+BNr1hwClPVH3Z7u9PkED6yptZlsudih7eBzZbAGUk5qAHW80UFSPqYCSQ/6klRgzbiCzfPTt9omBUpenCHc6x9I/3HEBxdaHt8/QumpiooalAygGjIr2/vO4lDc8CBbnwfXPFUxMUFSPfYEyZ/7EzJv48ifLdyfNiULzJ6m/7lEvt0PTZ//Hyp+4wGMbh7+u/nqHAMUGLpVLprKGx0ZzHiUkmAxQ7DRg9AXKcvInEu602wcCqNQkfx3QBRoj3FGPD4OEvS97XTvAdcBY+nEoa3gAwFmbbTlxdzUMtkwaTNqg6AcUyZ80z5cNlMz+OmA9iOb5UEjYxuF2GGSpYwxutc6DGIel89jWE3eDDdowqY71BYrqPKrHvcif1JPYeHcybkCzfPT8iek2lL5nz58oHj9V/iQNJPRjfkgZr7dHWcOjWG05gx0TjtTuoYCGCowjNTD6AWWM/MlmxHAnaf4kG3fSnKh3/qRr0gcCpSl3XaPHQbT6MPompdwEyiBI6OXOumt1HkTAIW2Vyb/FtvwTcrs6dLEDIxQoKfMnVT3Jn2BkoHDThWUStyfqwr+uwASNArXq8GBI2M5nXLOpvOEBxlml8wABW2xwpJrg5eRXYWK6EyAMKCnzJ5Qg3JH8CZaTP1Gcwax/HbAsHpQ/MSGlF7WUNTw24MZ5gHCILbbGRNedSNudhAFF8icxQGlstjGrjJt4MfkT0xFodYv/TZ0/cY9lQP7EAgknSAhOZQ0PAuPY5qkCGCgBQgpALECxuZNQoAzJn1RAWcv+Ex0i7Ucwr86d6OOo2gcCKBAorDZi00F0jcU4p9m3MoZaXVDzKG94UOE8DmmLbT25Ng1AYAeKzZ2EAmVQ/kRzHvnkT+o/ZarlTyTciQl3tHGXSvV1BWEOxyg3gKL3DR00hrKGxwaMszZPFcAACoDQtgGICyhEXnfSBZR9y5/Mvd1+7UBxuRP9elDX18tZO949lohwx6Gs4UEAjtFT2FLjELbYNACBHygAsC3dRFe4YwJF8ifTAiX7/Ik2uYv/pcyf6OX2a3SPxZP78ChveBDjkM7gEMAOxQTc8kYBCJUA6QZKSLgj+ZNxgCL5k6p9IIB6A6UZS+/8icd95A0PFAnTwkUUk7aY8OXkoA22vCkmfRdQiNAZ7kj+RPInIwKlDYGFfF2BQ1nDYwPGUdoWk7OGBOGwmjzYYksbbEtgqO7ECpQ6/NlI/iRh/qS6kSV/UjzMkT9xuRP9Olk7rl6HTdnD4xg9VQNjW7qIXQmFGhL1u/RGcyddQJH8ybryJzVEqglRT2J90mSTP6nbc/M0AVC41ZldWcODFHgAxYTcoQph3EABmjDFDHdMoBR1N5I/iQDK0vIn++NOeuRPKrmAslbnoSZMKwDULqDMRxzS1g0ULSdihDsmUHrmTwAl/MGy8ydqzkPyJ2sFSnz+xKW84QHgGJ0pJj5KcJTv/lUOo4FBWWYChapJtWmHO5b8SVGXuvMnClD65E+asUj+ZLX5k9Thjna+dEBhdSgWZQ2PIudRhQrFhKghUQEFihPR3IkdKJ35EwUoY+VPKqBI/mSB+ZPqWHUTVvPXAYCw/MlY7qQ5Ue/8SVXucR/Zw+OQds1kRGn/SyjYgFLU2ShlbaAAeedP6vFb3Akg+ZNh+ZN9C3fcyhoeBOAYMbYMHBLXMXCR7yBlcsEKlKpuK9xZQf6kAorkTyR/MgQoq3UeRMWEOyRgW5btAByCsS1fhR0acDiBAku4Y8mfAM0kXnz+RAHK1PmT6rjkT9IDZerlYp+yhscGwLFqEkJxHswGULhdxwKUqtyZP1GAEpI/AQrnEJI/KeqGbWir6i43f0LYle/gQ/InuouR/EkDofJ/U7iT1ToPEM6iI9ihyntUbqNwHsUkLGQDii3cSZ0/qZ2DWreGggUogfmTw9K99MmfAKVzmih/Up1P8icwIJJRuONJfGQOD+CQDgAcNAApfwtFKFLChBmHRG2ggNvhTmT+xBnuKEDZ1mOcKX8Cwg7c+/M7m+o1DQh3ACN/YnEgc3x+Z8y/v6N93aNyf60mf+IQcUBss1QR0eMAvjr3OESiFesKZr7AdiBr5wHgq8x8Yu5BiET7qM3cAxCJRHlK4CESiaKUOzw+MPcARKJ9VdYJU5FINJ9ydx4ikWgmCTxEIlGUFgMPKvQ+InqIiL5ERMcd9a4konuI6GtE9BEiOtrVnoi+TkRfJqIHiOi+qa5JJFqzFgMPAK8GcHX57zYA73fUew+A9zLz1QC+D+DWwPY3MfO1si9EJEqjJcHjZgAf5kKfB/AMIrpErUBEBOAVAO4siz4E4PWh7UUiUTotCR6XAfim8vxbZZmqZwP4ATOfsdTxtWcAdxPR/UR0W9JRi0R7qiVtT7d9BMdcR/bV8R17GTN/m4guBPAZIvoKM38ucpwikQgzOw8iOlkmMR8A8G0Az1MOP7csU/U9FOHIEUudb7naM3P1+F0AHwNwXcLLEIn2UrPCg5lPlUnMawF8HMCby1WT6wH8kJm/Y9RnAKcB3FIWvQXAXeXPn7C1J6Jzieg8ACCicwG8EsCDY1+bSLR2LWaHaZkM/UsAvwTgxwB+h5nvK499CsBby9DjKgB/D+BZAL4I4E3M/FNX+7L+x8rTHAHwd8z8x1Nem0i0Ri0GHiKRKC8tabVFJBJlJIGHSCSKksBDJBJFSeAhEomiJPAQiURREniIRKIoCTxEIlGU/h9S17xy3HIpkwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "taue = 20; taui = 10\n",
    "Ne=4000; Ni=1000;th = 20 ; taub = 1; taue=20; taui=10; Jee = 280/Ne*taue; Jei=-70/Ni*taue; Jie=500/Ne*taui; Jii=-100/Ni*taui;\n",
    "Vli=6.5; Vle=7.6; Vr=14; the = th; thi = th; Nmax = 2\n",
    "disp = 1; disp2=1\n",
    "\n",
    "LE = []; LI = []; E0=[]; E02=[]; E1=[]; I0=[]; I02=[];I1=[]\n",
    "\n",
    "Lsig = np.concatenate([np.arange(1.5,2.8,0.5),np.arange(2.8,4.15,0.1),np.arange(4.415,4.417,0.0005),np.arange(4.417,4.486,0.01),np.arange(4.486,4.4875,0.0001),np.arange(4.9,6,0.1)])\n",
    "beta = 1\n",
    "epsilonI = 1e-6\n",
    "epsilonE = 1e-6\n",
    "epsilon2 = 6e-6\n",
    "delta = 5e-6#6e-6\n",
    "delta2 = 6e-6#1e-8#delta\n",
    "leng = 0.0065\n",
    "ini = -0.005\n",
    "du = 0.025\n",
    "RE = np.arange(ini,leng,delta)\n",
    "RI = np.arange(ini,leng,delta)\n",
    "re = np.array([RE,]*math.ceil((leng-ini)/delta)).transpose()\n",
    "ri = np.array([RI,]*math.ceil((leng-ini)/delta))\n",
    "Ka = 600\n",
    "LSe = []\n",
    "for sig in Lsig:\n",
    "    print(sig)\n",
    "    Se=0; Si = 0\n",
    "    for u in np.arange(1e-200,Nmax,du):\n",
    "            #print(u)\n",
    "            mue = Vle+Ne*Jee*re*taub+Ni*Jei*ri*taub - Ka*beta*re\n",
    "            Se += du*np.exp(-u**2)/u*(np.exp((th-mue)*2*u/sig)-np.exp((Vr-mue)*2*u/sig))\n",
    "            #LSe.append(np.min(Se))\n",
    "            mui = Vli+Ne*Jie*re*taub+Ni*Jii*ri*taub \n",
    "            Si += du*np.exp(-u**2)/u*(np.exp((th-mui)*2*u/sig)-np.exp((Vr-mui)*2*u/sig))\n",
    "        \n",
    "    Ge = 1/(taue*Se)\n",
    "    Gi = 1/(taui*Si)\n",
    "    E = np.abs(re-Ge)\n",
    "    I = np.abs(ri-Gi)\n",
    "    idxe = np.nonzero(E<epsilonE)\n",
    "    idxi = np.nonzero(I<epsilonI)\n",
    "\n",
    "    if disp == 1:\n",
    "        fig, ax = plt.subplots()\n",
    "        pos = ax.imshow(E)\n",
    "        ax.set_xticks([0,len(re)])\n",
    "        ax.set_xticklabels([ini,leng])\n",
    "        ax.set_yticks([0,len(re)])\n",
    "        ax.set_yticklabels([ini,leng])\n",
    "        fig.colorbar(pos,ax=ax)\n",
    "        ax.scatter(idxe[1][:],idxe[0][:],color='r')\n",
    "\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.imshow(I)\n",
    "        ax.set_xticks([0,len(re)])\n",
    "        ax.set_xticklabels([ini,leng])\n",
    "        ax.set_yticks([0,len(re)])\n",
    "        ax.set_yticklabels([ini,leng])\n",
    "        ax.scatter(idxi[1][:],idxi[0][:],color='r')\n",
    "    if disp2==1:        \n",
    "        plt.figure(figsize=(15,15))\n",
    "        fe = interpolate.interp1d(re[idxe], ri[idxe])\n",
    "        Xre = np.arange(max(re[idxe][0],re[idxi][0]), min(re[idxe][-1],re[idxi][-1]), delta2)\n",
    "        YriE = fe(Xre)\n",
    "        plt.plot(Xre,YriE,'.r')\n",
    "        \n",
    "        fi = interpolate.interp1d(re[idxi], ri[idxi])\n",
    "        YriI = fi(Xre)\n",
    "        plt.plot(Xre,YriI,'.b')\n",
    "        \n",
    "        #L2 = np.nonzero(np.abs(YriE-YriI)<epsilon2)\n",
    "        \n",
    "        L = np.argwhere(np.diff(np.sign(YriE-YriI))).flatten()\n",
    "        #LB = np.concatenate([L,L2[0]])\n",
    "        plt.scatter(Xre[L],YriE[L],color='k',s=200)\n",
    "        print(Xre[L],YriE[L])\n",
    "        plt.title('sig='+str(sig))\n",
    "        \n",
    "        if len(Xre[L])==1:\n",
    "            E02.append(Xre[L][-1])\n",
    "            I02.append(YriE[L][-1])\n",
    "            E1.append(Xre[L][-1])\n",
    "            I1.append(YriE[L][-1])\n",
    "            E0.append(Xre[L][-1])\n",
    "            I0.append(YriE[L][-1])\n",
    "            \n",
    "        elif len(Xre[L])>=2:\n",
    "            E02.append(Xre[L][-1])\n",
    "            E1.append(Xre[L][int(len(Xre[L])/2)]) \n",
    "            I02.append(YriE[L][-1])\n",
    "            I1.append(YriE[L][int(len(Xre[L])/2)])\n",
    "            E0.append(Xre[L][0])\n",
    "            I0.append(YriE[L][0])\n",
    "            \n",
    "        else:\n",
    "            E02.append(0)\n",
    "            E1.append(0)\n",
    "            I02.append(0)\n",
    "            I1.append(0)\n",
    "            E0.append(0)\n",
    "            I0.append(0)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Lsig,E02,'r')\n",
    "plt.plot(Lsig,E1,'.r')\n",
    "\n",
    "plt.plot(Lsig,I02,'b')\n",
    "plt.plot(Lsig,I1,'.b')\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(LSe)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# figure \n",
    "fig, ax = plt.subplots(figsize=(15,4))\n",
    "axin = ax.inset_axes([0.45, 0.6, 0.3, 0.3])\n",
    "\n",
    "begg = 19; end = -17\n",
    "axin.plot(Lsig[begg:end],np.array(E0[begg:end])*1000,'r')\n",
    "axin.plot(Lsig[begg:],np.array(E02[begg:])*1000,'r')\n",
    "axin.plot(Lsig[begg:end],np.array(E1[begg:end])*1000,'-.r')\n",
    "axin.plot(Lsig[begg:],np.array(I02[begg:])*1000,'b')\n",
    "axin.plot(Lsig[begg:end],np.array(I0[begg:end])*1000,'b')\n",
    "axin.plot(Lsig[begg:end],np.array(I1[begg:end])*1000,'-.b')\n",
    "axin.plot(Lsigb,np.array(E0b)*1000,'r')\n",
    "axin.plot(LsigB,np.array(E0B)*1000,'r')\n",
    "axin.plot(Lsigb,np.array(I0b)*1000,'b')\n",
    "axin.plot(LsigB,np.array(I0B)*1000,'b')\n",
    "axin.set_xlim(4.38,4.5)\n",
    "\n",
    "begg = 19; end = -17; \n",
    "plt.plot(Lsig[begg:end],np.array(E0[begg:end])*1000,'r')\n",
    "plt.plot(Lsig[begg:],np.array(E02[begg:])*1000,'r')\n",
    "plt.plot(Lsig[begg:end],np.array(E1[begg:end])*1000,'r')\n",
    "plt.plot(Lsig[begg:],np.array(I02[begg:])*1000,'b')\n",
    "plt.plot(Lsig[begg:end],np.array(I0[begg:end])*1000,'b')\n",
    "plt.plot(Lsig[begg:end],np.array(I1[begg:end])*1000,'-.b')\n",
    "\n",
    "plt.plot(Lsigb,np.array(E0b)*1000,'r')\n",
    "plt.plot(LsigB,np.array(E0B)*1000,'r')\n",
    "plt.plot(Lsigb,np.array(I0b)*1000,'b')\n",
    "plt.plot(LsigB,np.array(I0B)*1000,'b')\n",
    "\n",
    "plt.axvline([3],color='c')\n",
    "plt.plot([4.9,5],[0.1,0.1],color='darkgray',linewidth=6)#,linestyle= (0, (1, 10)))\n",
    "plt.xlim(1.5,5.5)\n",
    "plt.xticks(fontsize=25)\n",
    "plt.yticks(fontsize=25)\n",
    "plt.xlabel(r'$\\sigma_X$ (mV)', fontsize=25)\n",
    "plt.ylabel('Average rate  $r_X$ (spks/s)', fontsize=25)\n",
    "\n",
    "plt.savefig('./figures2000A/FP_woastro_2000A.pdf',bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}