HDRModelTest.ipynb 180 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from pathlib import Path\n",
    "from PIL import Image\n",
    "\n",
    "from sample.model import HDRModel\n",
    "from trainModel import getSamples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "SAMPLE_FOLDER = \"tempTrain\"\n",
    "TEST_FOLDER = \"testTemp\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n",
      "mask size: (128, 128, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(128, 128)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(xTrain, yTrain) = getSamples(Path(SAMPLE_FOLDER))\n",
    "yTrain[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(1, 2)\n",
    "axarr[0].imshow(xTrain[0], cmap=\"Greys_r\")\n",
    "axarr[0].set_title(\"IMAGE\")\n",
    "axarr[1].imshow(yTrain[0], cmap=\"Greys_r\")\n",
    "axarr[1].set_title(\"MASK\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "xDim = xTrain[0].shape[0]\n",
    "yDim = xTrain[0].shape[1]\n",
    "\n",
    "shape = (xDim, yDim, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = HDRModel(shape=shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  42 tasks      | elapsed:  1.2min\n",
      "[Parallel(n_jobs=-1)]: Done  50 out of  50 | elapsed:  1.4min finished\n"
     ]
    }
   ],
   "source": [
    "model.fit(xTrain, yTrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    }
   ],
   "source": [
    "testPaths = [pth for pth in Path(TEST_FOLDER).iterdir()]\n",
    "print(len(testPaths))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show2Images(imgArr1, title1, imgArr2, title2):\n",
    "    f, axarr = plt.subplots(1, 2)\n",
    "    axarr[0].imshow(imgArr1, cmap=\"Greys_r\")\n",
    "    axarr[0].set_title(title1)\n",
    "    axarr[1].imshow(imgArr2, cmap=\"Greys_r\")\n",
    "    axarr[1].set_title(title2)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
      "[Parallel(n_jobs=4)]: Done  42 tasks      | elapsed:    0.5s\n",
      "[Parallel(n_jobs=4)]: Done  50 out of  50 | elapsed:    0.6s finished\n"
     ]
    },
    {
     "data": {
      "image/png": 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DEXbvlr0gRt1OXnnpZZSwl4zMVCqrJ1NeMQmAkqJyaipm4Pf70WhUBIPyO/X5J+ju6aDlSAsb6vZjMBgASMq0EVTUqIHc7BwcWn3sWXSj1eneixi+J96PXH8SfBAlfbop9tOVT21D9UR8Xg8dPUfJibkJLrn6KnKysjEoGo62dzI4Kpfq63dsZXh4mG0bNtDc3MzS0FIAbMmJtHV1YrEnkJudi9Uq25H+8me/JBqNMmP6TJ599lkioQh33inbQ/r9ftLS0rit+Ovs27eX3DxZ/rmjq5VR1xh+vxdnXxdlBQUAqMNhVrzxBjPmzKGjrw+rVSqVyprJtDa3cuGFF5KXkcmuum0AaHQ6+ocHSUqyMzg8zCMP/w2AmdOm88Vbr2fj+g10dbTxxKM9AGgNesbHRgl4fQSDYfIK5X0XLlzIDTfdyMjwIGadgbHhEcZc0oK+/fbbaW05zEMPPYTFbuPAAel++de/nscfCJGelYnBYKC8XCrM0pJypk+fQW9/Dx6vF4/HA4Db7SQjPZWszHT6hgeIRGNuFp8fvUFLeVkpYy7n8Wc0NNSPxxPi87dO57qbrkdvk3XOZp8xi+qKSWxftxX/hI/OHjnRjbrHGHcMs239esxaFcGwXCWp7Ykk2m2oonKF1bingQ1vbQEgEAiTlZVOKBTCYDCQmJQgn3f1JKomV3HuZbUUlZfQ1tYOgE6o6egexj3qwKfVkl5eCoBDFYLmrg8ilnHifKY5KZT7uNOJzmamqEIu1zNystldv5+2Qy1oFDXf/O/vAHDhtVexddMmrrvySob7+7Da5Q8+qzCPlatWYNUZGB4cwTkmLX2X04MSjrBh7Qaee/o5fv7LX5CTlQ2A2zPBqMNBOBohKzeTN96Uxpg92U5RSSFr17yF2WJj7LgVq1BWWk552SSeeekVSoql8ki0J5NfWMThllYcA4PkZMr9No1ezZjbyfe+dzuNh1pYv00Wtntg473cessXaD/cSkVZOeFYMEVSWiomvQGdWkfLoebjUSJGk4nRMQdej5uK4lKMRiOpObJnwiWXXs5jjz1GRXUVk6dOOW6RPffCs+j1eg63tKJWq2lqbgZg5cqVGPQm/P4AaRnpZGfJsdYU5WExmug72o1zwkXAK5V+ki2B8aERtGodg729/OTOHwJgNRvx+EJMnzMDp8fF0vPPBeCll//FmGsYf8hPdm4u/U75PVQU5lJWnIfPNcbKV14jL1+O3+NwMeoZJxoIEQqFSclIJztV+ulVGg2OcQeoVHi9Xnr65ESx72Aj2pdeI6IRJKWnc9HlMsy8atIkLr3xZsITE+zYshG3TrpiEkoLUW39X13j4pxmnOhvP9VdMScSry0TJ06cOKcgJ4Xl7vX5sNpszD9bdukKKVBQWIxFb+bvf3uIC2P+Z7fPi8lqoaOxiUsuupjt9dIaXrluDdOnT6OloRGLNZFwLCHpl7+4m3vuuQe7zcYtt9xKSkoaa9fKNo/dPT1k52bhdI0xODLA888/C8Cyq67kaFcHGRlpuDwhhmNx1HaDmYTkVLZu3U7rkQ4efOQfAAyPOli85FyyU1LY8OYK3G5pcfuCAdq7OrEn19HT38/Sc6R1u9eexJ23/4RJk4qprZmMJRb5gkaL1Wpl4/pN5OcXYU9MBCAaFVgtdro6jpKSNE6yzc76dXLf4PY7fspNN11HW2cX7e3thPyyO5qiKDQdOURtbS39/f38+pey929CQgItLUdQaTS0tBzG5ZKWtXd4hMTEZEZ6h8jKyWR3i/TFB+w+NIrAaFLhdXsIeaXfW2/Vkpph53DbYfwhmZQFsHD+Aow2Fc0Dh9EbDCxcIvsQa816Wpr2EVZC3HLrdSTa5Gfu7GrHMTiKf8LL8PAII64xQoq0NxTUKBGIRKNodFqy0mQElFqrJxyN4IuE8Xn8PHDfg/IeOh2p9gTUkTDeCRff+Z5c7V1x3Y089tzKDyaYcd4TPt//k7uT3TI+ZsV/uIZSnw1OCuUeCgbp6RmnokJGuYTDYTo6OshITOZPf/ozLr90E5SUl9F+6BBTJteyef0GDAnSt75ixQqWXXUVs6fPQCtstLdLP+x3vnc7FlsCq1av4atf/TJtbW0EQ9Lfe8UVV1BaXsKoY5gVby7HZJAuDY1KjUalxmY0UzttMnt31gFQkJ3L3vp66vfuY+HZ55KQKHv8pqRmUF5UStA1wXUv/Iv2vbK96dPPPs2k6snsqt+LVm/EOSYnieKiPK647Hy6u7v56U9+xJBDHo+oVBQWlDLhdDO5ZgqllZUATKqpJhAIMamyBpUSJb+4jIZDLQDU1ExiUlUlVpud5ORk6uvrAdCrNERDYTasXUdTUxMGvfzBVVZWsr/hIFOnTuWrX/sqhw/JcM5f/einVJRNIis1kxHHMNMmz5BfjEph5/Yd9Ib66e7qobigGID23l6ycgspKC7BZrNhNsjrb9u0GUOymtyUPO75470sX7kOgOtuvp65c2rxeNwcHu9DpcjJNxqNkGy1k5+VT25eJk6fD39UZuwGQ2HwahhxDDPmchJLRMVi1KBSGZjw+HD5/WRZ5URhMJtwDA2SZk9ChYYHf/NH+T088TT9w84PJJdx3hufhQ3ak33S+Tg4OZR7KMTkyioSYj9UtQIGjZa05FQa9h/AFZSzbZZznKLsHF5/5jk2vPUWbQNyM7JySg25ufnoUDHhg8rJMlRw5pwZeFxejCYTEQUKigp5c5W04krKSnn88cdITEpg/ZoNXH6pbJ148YXnsWrlCrwTLoQpmYxM6aNPycgiN2+MF155ndoz56HWyg3VgcERxkeGuXTpUvAHcE3IiaiouAyd0cSNN9xCOKrw0N+lhWkyGsjOyaK4sICWtlbUBhnJsX7DRjrbW7GYbej1eloOyVpUD//zEawJNswmA0G/n1tv/jwulywz8MB996I3GnnplZfJyspiyZIlAIwPj9LZ3s5ZZ+ZRUzWZxAS5N3HwwAEMej3jjjF2b99Ba8thANLS0gFBT1c3xcXFDDpk/+A1a9czc+ZMtm/ejMsX4ljvbb8/SElhCUFfkPGICyyxfYOkFAb9I1hTMtm9vxF7soxBHxgZo/lwOz0DAyycWUNTk9z4JRLFiZNQLErKbLORlSwb06t1WsJOQfpECp6gF61WZi8btTrCvhAOxzhjbvfx3AiTxUzD4CCaCQ9WnQFXSFqTY51DBOPOx1OGQCBwPEz4vXI6KnY4SZS7zWJFLVSoY0vy3bvqKCssxTniwGg0kFNSAEDJpFICY+M07j9A3c5d2LPl5tvixYux2eyoouCL+tHF4q77hxwkmE2kZ2WSnpOJ3z3Bz/7PLwHYu3sX11xzDSOjQ6xbs4Zrlsk49L7eLi4+7yJC4QCvb97BxjXS+kyyWPB6vbi8PmqmTgUhlY3eaECr1WNMTibidFJ/oAGQNWH6h4bZvnM3breHrdtlWYLvfONbhHxeDjTsJzsnh0hM8ej1etasWYfNZkegxhCL7V+3eT0Wm5mGhv2se+st7vrZz0gwyonlzw/ehz0lmWkzZzA8NIBzVCrlaDCExz1BWlIKixedTUmZ3Px9a81qrAmJ9Pf0smHtuuPx3zabjeHhYRoPNJKXV0Bbq3SDtbd3ctXV1/Ls08+RYLXjmpAKE0WNSW/hUOMhLr/iCgYHBgAIBcPMPfs8elp66Do6wONPPQ9AIOrH5ehBjZpgSCErOw+AoD+AKqpAIEwoECA64TleWsHj8UDYREQVJaJWUHzSoh8NBlAHwWIwkZKbhUonf+g6g56y7Ex0UTXjI+No9NKabOvtZ+ORQx9ELOOchLxfxX46c1IodyHg/CXnUlFWDkAoHCU5wc7W9RvxBwLk+aU7QKUX7N+6kzeWv8acmTMpqpVZn5dcdjkIFa4JN26PD4tFKkaVCvQmA6HhAH994EFWrHj9uM8tNTWV+/90P4FAgJ6eXjR6aUEnJ6cyPuYgEAhw5RXLaDsi/c8bVq9hypQpzJx7JkfaOyiMhRf29w/in3Bz+GAjI8MDjIxLF4B51MHg0Cgv/OsVmpsPE0Bapxu37CAjNRWh0uKcmMDhlMW4hh2juN1OxsfHWfPWarILpAJMSLbj87uoqirmhmsf5OknH8eulZParr17WLVmNatXvsn5559PNJYENjo8Qmd7Bwf27GVdZjbTZ8sm8G7PBKFQiHA4zIwZM6jbKWP11Wo1lbXVFJeWoMDxUMs5Z8zl6NEeDjQ2kZKUzFCslo8tIZGLzr+AxsPN+D1+QgFZyyclPQPHkJuxYRdJtkSIJUkR9hFwOkm02jjc3IpjTIa2eoMBdEJDgslEgsVMolmHWiUnTaICvRo0NjNaq4FILJN3wjGOb9Qtk3dQodLJyaC3fYC05CS0ipqhgWFMZrkKNCVYSc9I/yBiGeczyumQoPReiC9Y48SJE+cU5KSw3P0+mVC0apXMdExKTiUpKYlly5ZRt7eelq5WAM5cMJc161bj83hRFIVlV10DgEZnIAJEFUFKUuLxCoLp6UmMDTswGvWMjQ1TVlZCY6PMFj/ae5R58+bx0EMPccdPfkRjzJ1SVlRMWpaZBIsVp0rFmlh0TXZONi6fl73Nzby1YRO/u/cBACpKSvnz/fdx/wMPcO01VzF1hqzw+q+XX2bRwnPQqPWYDVZmzJwDQP/gKKveWoPdYuKmz99IboFM3FLr9OQWFLJu9Tq6urpZ+ZZ8FhddfjG10yajUsLsr9+LVq0hEpTukQVzZjMw0Msbq7by4x/9kLSYv3rj+k0snDuPYCBA3e56/vqXvwAQQUFRCUoKi7jyyitpOiifhdVuYMw9ysjQKDqtgdR0eZ3pM2YRFSr8kRBBEQWdFBdrgoW83FzGHA6CHh8lJSUATHg8tPUPcenSC7CFNAx1yEqbGdkpRCfGmTdrNjq1inGvrNjY73DgdU+gBH2Egj6cXi9Bv7TE3Y5xop4gYS2obQZMibJkskVrwmy1oQ6rUIQal1eeb7IlEFar0et15JYWMDQiV0RDjkHUmpNCzON8QphMpuMr9NPZgj8ppF6r1TIwMMBFVy0D4OChZlasWEFeZjbVkytJypXL6taOdhwOB+mZGfzkJz+hpFq6ZSJGA509vVj0Jux6PT2xkgH52VmgRAh4Jrj8skt48803+eGdPwCg+chh2ju6ONR6mNKiQiYC0m3y3dtvpyA/j2m1U+h3e4hEpDvg8iuW8Ytf/Jx1mzbz+/vuZ9YsqawPH2omEonwgx/8gOaWJoKxaI/bvv5NXnt1BXsbD3DZeZfx2MuPArCvfi+HDzUQ9Plo72ilvVOWEigrn0Tdrr14JvzcfNMXCcfua09NxJZgZsfOLRxq2E95STHCJTdt1SLC3NmzONC4n6eeeJziIqlknaNOEsw2rFYrS5cupbKmGgCd0YhGr6O3t5e6ut243VLJZhUmoWgiZOSnM+H20VUvn98rP19OdlYuZpsZoVVhSZTRSTn5eWzdvIX01GQyU1Mw26Tibe9qx6Q1oBUKSQkG1r0ps01T7HMxqyIIrSAlNQ3hkH5TYbSg1WrRCQWvcwSv241GPj5UUQWTSk3ncC9tQ90MDQ0B4FC0mBU9RpUZodbhiUjXj95m5NCBBuneSUgAlXSzFZcVM9zY8oHkMs5nkxPr7Zzoojnd3DUnhXIPBIMcPXr0eDp8cXEhOZlZ5KZmcNMXbqZ69lQA6vbtpmF7HWlqPTffcgsVs6SVPOfCpVxz3ecwarVowlHycmTmZWtLM0TClFdN4r+//g3cHjcWi1REcxcsIL+4G5vNzo4dOxgbl5ZeUUkxN994E2++sYKGtnaCEaltVCoVgXCEV157le07d/DEU7ImutVg4o+//Q1/2b+PktIiuntkBM/sM+eyadMm9Go91dWTWb9RbswKogwM9BMO+nF7POxvOABA46FmVr6xBpvZRk5WPgsXyZj/lX/9B00tDXS2t5GcYMVo0JGilQqtZuo0UrOzOOvMuezfv5fGhoMADA0M8Yu7fonT6aSvrw+TUZYHGHWOUVhSTEZGBm++/ga52TJTNKKE2N+4l9ycQg4dauGyK2TWp8Fg4oE//Y38ogI0Oi2HW6QlfsO115CTk0Wi1cYTjz2O2iw3eL9w21fZs7+Jzq5WuruO4HTKKpJtRw6Sm3CtOywAACAASURBVJ5M1K8iKz2DF9+QEUvDbg/haARVJEDI4ybNbmP2VPmd1lRU8fqLz+NXRUlNTiE99p1qFC0RVwjfuB9fIMKkihr5GTQKqAU1kypoaTzI0Z4+AKqnTiUQm7jjnB4Yjcb/lZV6ulrxJ4Vy1+hUZGbb6GuVm5dqjY0z5y/k+hs+x549e9mwZQ0AwUiU3/7iZ6RZk3n2hZdZvkEqzMdeeoaXnnua6y64mNln1FJWJX/wpdUl7KlvoKtnCKc7xDkLzufLn/sSAB1HuxAqDfMWLuCF555hcFCmt//+D79FpQoyfXY1nqBgE5sBWDR/KdqomcuWXMG82vkc2SndOAG/j7pNO8jKyWRkwIEKGamzaeMWSqrKWL15LbosLQNdnYCcJOzWBPLzprB69VoKs+UmcnXtZEwmE7v37MGQaOIv//wrAPX79pKcmITQGuhzuCESZSDWQKTuX2+hAmpqqimvnkT3oGx0MXneAvKnTCbg9bF1wxZ0sc1ic3IybT09RMMRhFrL2JjcOA1praRZszCGtCSpzAx0ymZD/b1dzDtrOv1H+wiNuym0S3dNYW4xl998E/c++Cf+9PiTFKTJlVWS2oLaGMFWWkVqajq33nobACveeA2jIURpRQFtI10Q2wQ9cngvFnMioMbjcVMxuZqsqnwA+gL9pGTZGBpxk2DJ5FCHXOGYTCZ0kQg6vYItwURWmlxN7Nt/kLG+QbLPXkJ2YT5urwwXXTxnPs+8fNLU+YrzCXGitX6M060a5kmh3E0mMzNnnsGRVulb/9Of/45GpYVwiCSDkWhIKqef/vyHfOPb3wVvlJu+9HWU2OjXbt5I/bYtPPD7P/KzkS4MFhkp8d07f8x1N96CyzFBb89RJtdWc8cPvg+AWqvBMT7OodbDQJS8IhmR09bVRVgdJiM7g7Xr12BPkNmXadkZjLocTJ01DZVKRU+s1OxI1wgXL7sUrUrgcI6j1so9akuCDVSCRQvnUVFeyoYVUsGkp2eiUkCj0aBEw1x5xSUAHG5phUiYyy+7hLaOdkRsWVm3u4658+Zz969/S0dHB62trWzfJt0dIZ8ft8NBy5Fmdj/zAkos0MTpmeA3d9/NkgWLUCkwtXYKIMMF9+5vgGiUda+/SV4shr9qWjVelxOfy4M9KfF4PZ2Ojg5mzj6D3s4e1FoNQyOyhO+k6io2bthMYUExu3fXs/7NtwBwDY7wl4f+wj8efpSIUNPUIGP1c4uL8E6MsbNuN/X1dcdbCJ635FxmzzqLirJJ/OORh8EfRBeSmYMWUwK2WXNwu3zYE9O44ILzALAnWOnv7sao1aAxGNm1V5ZwvuHG6/B5JjhwcD9HhwfwR2UEj04RGE8zi+3T5mRSoiaT6XgG7elGPFomTpw4cU5BPrDlLoTIBR4H0pEtjB9SFOU+IUQS8BxQAHQCVyuKMvZu17JYrFRVTeXSS2X5gUsuXcbK117naHMzL738PGl2mepfUTEJncGCUIF/3Ic3VktlyVkLWDxlGslCi/AO8exLrwCwf8s2vvLFr7KvZRdf+uIXcDhGGHHKGOuq6sksPn8pdXv2Mjw8zOEOmbjzyOOPUzW5kplzptHT30NFpYxnT01Pon7vHsbHx7Hb7dgT5eogLSeD+oY9pKUkYks0He+SpNFoWL9+Iy0HD/DCE48f9/VDlOycbDRCy6KF8wjHyiEYdSqG+nsYHxumfFIFTz3xeOy4nquXXYVOp2Pc5WLBwsWce560YkuK8nA7nBw50kJYRGhplT7x1998nbq6Ouq2bmewZ4ApU6Tlbk9MZGLCy6UXX4J7xEnNQlnvpiCvgGeefIrFixbRfbSTLbH9gUgkwre+cRtPPfY4ZpPteBXOSTWTee7ll/EFI0yfakSjlZZxVe10cneWc7C9A6vBQm+stMKUqioGB7vwD/gpmzQJtVqKnc2SwPbN21n+/GskmE0YtFFee/YFAL7z7dtQV+TRuLee8bEh+rrkpqjNaCTk9RNVwJCUTHlFEQBaTQRTgoHFZ85GlWBmVywSqLK6hqSUTe8mfv8fH6Vsn054PB7MZvNJY7Uf49jmatzn/t4JA/+tKEq9EMIK7BFCrAY+D6xVFOVuIcQdwB3AD97tQnq9AX8kwqVXyhIA2VkZHDnQgDYapbp6Em9ulT9Oa2ISYSAaVviv277FNdfKrNKl55/D735zD4pngun5KfzyjjsAWL11B3Ub1jF/yVL+9fgTXHvdMtRquey//sbP8Y3vfZ+hoVH27K7nb7F667vqtrF55w527q8nEolQWytLGbQcaWb56y9SWVON1qhGH5S+dZ1aQ92eXWiI4hwfIRTbvEtLS6OjrZ3C7GwKs7PZuVeWnW1vb2d0eIQlCxcxa8ZMVq+UIY8mk4lnnn0KrydEzZRqsjJkoazW9nbOWbyI//nl3TS3tPLHe++lLTYRhUIhUhITsSWlMjw6RGksseo3CxaRaLXhHR+naX8jAzE3yLbt22k+tIn6XTsxGXRcctGFADz07FO4nBNMeL14A0EKimR4ZmV1FZFQmOuuu46i4lLWb5aNs1GruPSyy9m6ZSdej59F58i6+kO9g1x9481Mnz4Tg8rAb/9wLwBCpeKcc+bz4nOHcIw6sadIH/3g0ChpSRkEPSGSbTZUih9Hv9yQfuIfj1G06GJ84yPUFGXhVks/vd1oIruinPbOXlQWMwMjMjs2EvAzMerAaDSiMluw2ewAnDnvLFw/vvvdxO+d+Mhk+3TCbDZ/2kN4R05X18wHVu6KovQD/bH/u4UQh4Bs4FJgYey0x4AN/IcfwODwMA8/9k+21UnlkZqSiN1iZv6Zs0hMTKRpRPq35y+Yx7jTSaotgbzifHbVy6JeZy+Zj9FoJD8vl3B/O43dckMw4HZTnJfH3373Wx598ilycrJpaZN+/dLKMo60HSEQjDL/7IXU1E4GwONzs3XHVjq62tmzaRfZ6bI+SoLFzNwzz0ClUpGZmkJxkUzpf/CBB5hSVQORIGOOQcYcMmQvIzWNsNdLZkYOjsFRrrhChnmq1WreWP46KWmprFr9Fs5YO7iCwhysVjOZmRYcY0N07ZPXOXPGNAgH+P53vsme3ft59onHaeiUFvrv7v4NWoOe/iODGAwGDsc+244du7nsogs50tSC0Whi9hwZtrl4yRIcYyMcOdTEzi3bGHXIVczI0DC5ubns3lvPlCk1pGTIlZJeo2b58leZO3c2WqOFhbHeqhu3bESjNRGJRBBChSbW9Sgi4KwFZ6NRafC4vHzxq18D4KorL6f1cAMdvf3c/etfMNArI1l8niA7Nu+gdmYeowODhHwK5192OQAN++robu8m0arlSFs7AZd8Hs3jbpIsnZjNiRiCCnpNbKNBpyOruAin28ubm7aSlCc3Zq9Hh0ajfTfx+//4KGU7zsnBybaa+CT4SDZUhRAFwFRgJ5Ae+3EADCCXtu/0ni8DXwbQ6XU0NR1Aq5XLp3HnEKGIia37dlJROYlpZ8hQSLd7jESrnWgwwo9/egcjY3KDT2PUUlVTTVFGJqacJAJI63wo4MflcnHvvffSMzRCdk4GSqzSZ0VFBRG1QBWG/v5+RoakosvKyuSCc5eSlpFKR0M7+/bvBiDg8VJZUobf70VEFIJOGSOebk1mfGwURQmTYLLgGpFKaGzUgVpoKCuZhEZr4NnnXwSgqqqKRWcvxmDUozebWDJbVmD0ez30Doxz3TVzSU9PZ3edrPA4ZUote3fvQKs1cubMyfzPT+6gvltWvZwyuZLZM+fgdDpJTk6lJlYwbXBwkF119eRmZuMaH6PxsCwQlp+fTVFBHo2NBxA6wdpYFNL8eXNx+9ysXL2KEccASxbLMMwJjxuVWmFgsB+DxUZmppzoCgrz6O0bQiUUAkEv9Xvl9W3WBOp2NlNbMxnXuJPKWGXLkZERmloOk5VfSFho0Fqle6eloxF7Via3/dc3GRvqp/9oO22HZRRS+YwZZCSVoDcIVqx8ifR02VR7LOzjwK4DVJdW4mxuxZQgJxatRiElOZmjPYNYE1M5d6lswfjCcy/SEasS+kH4sLJ9OnIyxJOfGCUjhHhH5X4yjPPj5EMrdyGEBXgR+LaiKK4T6yQriqIIId6xe6+iKA8BDwGkZ6Qpd/7wdv725/sByMnOICUtkS07t5GYbGPjFmnRv/jC09hMCVQUlzNl6gzqdsowxcPNLVTkFeJ2uohEIuSXSd89TiffufNO8ouLGBl34nA4mD1npry/ShYhGh8bxTXuxhIr+RsN+BnoG6GloYG0pGySk6V75M/3PcCoY4jf//73jI+6+NmdsrH1wvmLIRgl6HdhtxrxemQI3sDQIEKjJzMnn6zsfDJivvv21lbsKekc2L+XlNQMpseaUW/ZsB6DAWbPno1Oo2a4X1q3CRY9Tz3+d4qKSvjDPb8i4B+nqFhGudhTrISiXia8btQaHaFY+7rBwWGIKri8ExgsZoyx0MmwUOgfGcThcZCan05urCvV6JADq81Mgt3M8uWvMu+sM+S9E6yEAn5MJhMeb4D7/vg7AH76i19hsdpxBNyYDGrCIZmfULezgRH3KGaVFhQVxlh/07bxMTLTM7jqqqtweX2YbFK5//Opp/nKF7/Cpp07eWvFcqZPrianQPrQU7IyGG/uJSe/jM9dfytzLzxffqdhaG9owjsySvOhffiDMpyzo62FgQEHZlsyKrWe7JwCACZXTaG4sOidhfc/8FHI9r8751Tms6IwPyvj/KB8KOUuZA3YF4GnFEV5KXZ4UAiRqShKvxAiExh6D9dh9VsryIz5mft7u1ARIj8zk83r1rB4sWz60NbajEajY/eendz/4H2kJMnz/3rfX0g12VGHwZYgSExLA8AbjnLtTZ/nG9/6Jps2bGTVWyvZuVu6cn5211187qabKCwqw2ay4Y6F+W1aswYRCVNQkEdPfx9FBTJ55oabbmTL1o2oVCoqKioQsaqQ/X0D5OVkc6R1kIDLi9MlLfoxlwezJQmhN2KyJ2Pzy0ednJ5GSIkydcZMmhoO0NMjDcE1a9aRnZGFUWNAr9Ogiq0+PB43444h/vDqSgqL0ph/9lkcjm1U7t61BY0KKsqr8HqCHNM9paXFqBAYdFr0ei3E6qcHgj4mfBMYzCb8AS8TAWndeLxuevu6OHfx2eTlZLJuvbToly1bxoTXQ2JiMocaW2jaJ9v1fee2b9DV38ePfnwX5cUFTDhlNcqLly6ie2iI5ORkgr4g0Vi2bllZCS6Pi3Ub1hIKB1CppZtkzsw5LF1yAY89+ihpaVnYrAmoY5mlf7z/90xOScYTnKBmznzqd8vKjr2DI2SnJTPoHCO/sozEJPkDPfeCpXS19pCYkk1j51GmzpCTuFqJ4nK7/5MIvpNMfiSyHSfOp8UHDoUU0oz5O3BIUZQ/nPDSa8DNsf/fDLz6wYcXJ84nT1y245wKfBjLfS5wI9AghIh1X+BO4G7geSHErUAXcPV/vJKi4PF5MVtluGB0AAJeDz63k7PPOouBfpk96o9EURlNzJ07j0uvuIJ1y2WkyRkzZ1KQlYvH5aFkcilvrJJJNY1H2vjVjFmgN2O1JjBr+ky+cOutAJiTEvAGg6AILCYDew/LULsn/vkI559zDq+//ALnXn0jKeky6kJr0lNYUsgrr71MUX4pYUUmyWzZtoVp06aRnJKMx6vGGpBJT77uo2ytW8fOvY2oNUbOWCh969OnTSM7K1dmiUYFq99cLT9zCEqKSjHozezZvZNFsfIDA0P9OL1uKl0OZp0xh6qqKtJjNWG6u3vZt6+eefPm0drSzrq18lrlJeUkJiZit9tISkzAE7NcrTYzIb8P34QHqyWBY1lPUSKYzWaUcISD+w/S1SNryyhRwdDIGEFvCLfDhd0k3SyJZiua/HxeeflfrHxjOcmxpLF927Ywc958/vrgfezctpPiYpkYNmvWLGbMnsHMKbWMjI7S2S0jYi676DJ6Ors4f9E5tLa0oA6DOipFMtGUxMwFZ7Bmw04uu+lrPPj3JwG469f/w/1//C2V5Tl4VX4cscxii8ZIakoabe1dJKWksmHDBgCWXHAebs/EfxTBt/HRyXacT53TcTMVPly0zBbg3zUiXPx+ruV0ubHYE1kw70wAhFDYsnYVSfYENDotxljPzcpJkxhyTTA47mTI6eRgk3QTzJo1i9ysHFyeCWYumM+0BfL2Wr0BX1hh+cvLseh0mE1WTLGWcDaLlcDYGDqDEadzjFdelvHVX7r1C1x52cUsfuk5svLSSE6TytrpGUKlV2FLTqBoUglNv5P3bjvcxq69OwkGPFxy6fnMnCNrozQ1NZGTnoE9KZPBoVGCbtmv1DPm4Pk1aykuLmVs1EHDPrmB+IVbbiYSCjIwMkZJRSUev/Sfo9EzffYZ1EyfhtCocLicdHVKhWZPSCQ5NYUVry8nGopijTUpqdu5CbvdRk5mFpMqy8mMRfwM9vWQZE/muSeeYdbMOVRXHysoZkBnUuOb8HGgfj9jsX2D//7eD7nrrrtI0FvY+OYm7EbpK1eCEZzjTvoHB5lw+TDEvscMm5VIyI9OI8jOSeee3/0agKeeeoq+o12oiKISGgqyZSSLKqrh4J79PPboo3gcY0wqK+bG66S+PGPGHGy5Bcw524o1MeV4aGNxfgGdXa0oKiezz5xKaq78bHu37SVkUeOe8FJam81LK98AZCik0fj+fKsfpWzH+XQRQpxUGbOfJCdF+YFAIMDry1cRjLVb+/Gdd3Dh0nN5/oVnCESD5BcWACAUFWfPW4TOaOPZx5/hxptuAeD73/g2R/v6WLJkETMXLyYQklZ1Q0sDM6fNoKa2lr07d1FamEdvr1SMvlCAosoKerq7iYQj3HzL5wGwGfU898KzqHRqDDo1+w/IaJn+gR5GR4dJT09n/8G9dHbLsMPps6dx2cUXs2fXdpRIkLWxNn51uxqYP3cm5yy+iGhURetheR1XTw//c8cdNBxqobunj6wsWbzrjVVvMTo6ikZAWnoyFeUy1LKwuIBAMErn0X56+3uYO3cuR9tlVyelQMXcufNoa2tj3frVRGIx9iISwZWYwGB3G6++9AxF+fL5LVlwDo7uQQyKhp4jXcyokX5plXDj8Xgx2uwE/BF+f899AAyOjlK3q57LzrsYryeIWpGTx/DAKGctPIuLr7qMUMDP8hf+BUBaSjoTHhdf+vKtdLZ3cKhZFjKbv2Au9oQktm3bTnZOHvX10hh2jntwOl2MjY1xw3XXkp6cxOCw9N+/+PIrXJ39RazWNH71uz/S1CRLGeRkpWIxaLjskgvo7O+hMEtOFOOeXTz50IPU1e3ktm9/m8FYiOnBphY8J0ROxDk9OLG2zOnQDPudOCmUe2pKGmaNmaf+ISstjg8Ok52bjspoZM70ORjUMtzNrDFxZtVUDrf1UFNayd8ffhQAi9FCTmY63/3+dynMz8Udc0MU5EplPmPKNGbOmsXQQA/BoFT8arWaFa8tx+XxsuzSywnHFEBhbjbj4yNcfd21RAJeMhKl5Z6TmcKbq1Zg1Ol55ZXXCPhlZcbEBBPdR1vRquHCCy8gGotYObR3HxOjIyQatOzcUYdzVCbbVFXXMH36dKZPm0nf8AhZBQUARBSFYDjChMvJy6+8yESsQ9OWbbtoaTlESkoKHZ1tdHf1MzwuP18gEGFX2m4qyyuYWjsFEet85HU72X9gD8kpSSiRILVVMiTxLw/cT8Ad4oLzL2Hh2UtpbZfJUE6vk5rKKro7uxh1jLFunaxhf/a557B/fwP//Odj9Pb2oz22RaOomDZtBmcvOpesjBSmxiozTp0yhQPN+/jtb3/LVVcuo6sr5t5RIoyPj7Nr9y6OvvIqIrZpOnPmbKbPmcWuPbt5cfmrqJUoyUlylXbwcAtvfe0HlJeW871vf4uJgHStHGzawZ5dW1EpXkJCTdsRuSF929e+yxvPr+TRx58lLTeDOYsWAlBWVoMqtvkd5/RDCHE8Q/Wj5FhS1Mm8IjgplHtmejpPPvwPnOMyYuXRx/7OqjfXMuAeYiLgwzssrbDq3GK2rdhA9dTZmNFwxUWy6Nas2hp0Ji2NRw7RcmA/jlgvUbM9GYgSioQ42ncUv9vN9BkyZr6nrxuj3sTfH/4HTfX7yYnFcF968QU8+vhj9A3289M5s9m0fgMAI44RklOTKCko5HBTI/qYvpg6uZpoOEhKUR6D/X3kZ8vwwh/f8QPq9xygv68LIj48MYWck5VLR2MzB5qbuf2unxKNNZK49nM3UFE5iczMdKyWBK649DIAyksr+M53v8X+A82kJNtpb69HE7v5wMAgmzdup7A4l+qyMi46V5YTsJkMnL1wPn2DfbQcbj5efuDseYsYODqEVmPG7/cet2izMjLp7u5m3759KAL8IZkNunXrVjQaDeddvIQNq1ajs0i3jNVkwWC2sH7jJnQaNYpfrhiys3MZHx9Hq1XT0nLoeLRMdnY2ZrOVysoqnnrmeUKxXrnLl7/Bxk2bcfs9mA16SkuKMBvkRG4fGuDqK79Ex5Em+ob7scTi2WfMrsXjGEaEVSTZE1HFul8/+9SzBINhJk2u5p9PPYZGK1cZ5WVlhMPhDyKWcU4RPuqQR6/Xe1Ir9WPEC4fFiRMnzinISWG5B4MBTEYtZr20nv/254fZUb+D7//8dmoqamjxSn/1wb17MOqsbHA4CEbUuEZiftWyctAp+AiBL0h2sfRXOzwHmQgGSc1IJcmWQFpaEq8tXw7A3LPOIC87h789+Fdamps52iGzGF99dTlZOXnYkhJ5+K8Pk5MnG1XbLDYSrUns2LITn9tHWqLc4Av7fUTDQTQ6LRq1igmftIY7ujrRmzSkZCYz6nKQGZWRI0JnpLCqhvqmFhwjYyQkyczLe+7+DQkWKzk5Wfi9Pl597jkAcnJy0Kt0FObn87kbbqS+vp5Jk+Tn27NvL/5QGOfYOCtWrGXrui2xMQWYPqOapNRkZp0xnfpYC8FrLl2GxWxHpzOyYfN2QiLWxCJsIhoNU1BcQGKqnYUL5wPw/L9eID01jYaGfSSm2YnG9nj1ZgOFRUUkpCQxODjIkFOuSlasWUco6MBmszM4OEhysvxsI0PDNAw2sn79evY3HGLUITeX/eEQoVCY0rIyaidXc/mlFzM8KN1Xbp+blOQEaqsvpKVlLwUFMnehpGgxK19ZTllJOe6JAAGPXB7/X/beO8Dt6sz+/qh3aTSa0fTem8cF924wpldDII0SSgqk7iYkhOwmm+xm0wlJCGwg9NAx1ca94DYu47E9vWr6jDSjUe/S+8eVZ738KAFMYnjn/OWRpW/T1XPvPc95zmOymijIzyQeDVJVXUEsLrT9nZ2t035CM5jBmcAnhcM/K4J7KBRArpHQPyg696RYrWx46XUcQw7SjRaKzhfGVClKBX22AYbGJ5FKNBzcvg+AowcPoLUYiWvlVGfnMj7YB8DN3/g6+48d57U3XsWSmopZZ8CkE1u09rZOfF4vV15+FdVlFSxdLUQQAecYGpOWhkMH+PE9P2bv/oOAKKFXKpVoVWp8fg+1NaIKNjsjE1tfF1kF+Xi8brqTk4TH6+OiSy+hrb0dmVFJ4wGREFx79XqQa3C6/ZCQEk9y99UFJQwP9jPc0YPZZGTn60LmmZBLkatVnHvhhRhTzcxduIg7bxeJ5Jc2vExN/Wzy8groae/mpWeE4udE41GONx9Dpu6lenY9F5wvZJVvbNtCWVEpSKTIdXJSc0Xwjbr9jA4PEpcmuOvu707LP3v7OviX73yDTa9uxOl1YjIKzxm92UBmTiZVtXUMDw+jVAq9TEZGBn+9/9cYjUaWLFo8Xa3bdOwEv/rNH9BpNVinfBhM4ryFuXmUlJdx1VVXMGDr5ZGHHyIeFc9j+ZKlBMMuenuGqasrodcm1EkKqZX58+fjcDiRyhS4psQEL01Eufbqyzi0fw9SrYonn3gIgFXLlvKbe3/34QbmDD7x0Gg00233zhQ9cyY5/I/TAuGsCO4anYYJ7xQpVtHpp8Nmo6u3jzu/9g2ee/ZZHCMi8Wcx6ak/Zy5Vs+aRacnmwhVrANjx5jbGPZO0jvYzPNCLJ9kab8+eXcRUagpLC1mxdBmTY3YuWnsRAOWFRTz52JMkogkiwQh9J8TqtrCyhCcef4Q3t29m5669LFwoFCXf+va/8MLzz9N0tBF/IIwmGdBGhodRqVSEQiGKS0pQJ619H3nicWYtPIc9DftRqtWsTXLoTZ1dHPnhD3np+ReIRuOUlZQDMKemhvbmk7gmHHi9XgJykXR0h/0gl9HR1cmGTa/z2/v+gCxZ0V5WXsqxY8c4caKVqy+7CsU14uv8r5/9nIbDB2lsPgzSOM5kgvmPDzyA3+3mzm98nfbeXgpKkqX+Ui1ZWRm4Qz4mnBP0DfUBcPPNNzI6PEBr20kCIT9WfRYAMrWcSCyMVCrFPjkxHdwN5hQmJyex2QbIycqGuLjO2upqPnvNevr6B9DqTCxctAyA6z73Ofbt28uP7/kRe/bsgliURcnnLYnHkeh0NDUewGi8HFXS+8vldKCIq7GmpuMLhijOLAQg4HHhmhhDggS1SoclWe2sUkCC2IcZljP4FOCUDNLv9/+f3qpni/XA6c285XI50Wj0jF3bWRHcJchQSPTIk1K77u5WZs2u4+YbbmReXS36ZHLs0UceZrR7kj/9/i6+eOsNZOWLYJNWn01tziwym4+TLsultV2s8o4dPErVnNnMX7KEbdu2kpOfTyyZB7nx67eRkmfGGR3DI5lElyrOMeXswdZ7nJw0DauuX8a/f+2HAOgiGk4eaiSihP/4xU94Y8Mr4v3jTiL+IL09Q/T3DzI4KnYfF158FUNjXnKzqnnlb88xXCbUHjW1szh6rBGH2w76BDGVoBW++KVr0HIdmelpDNpsdLaJ3qq97W0cOXiAjq4WVmTmURCFPW8JmupXv/oFd999NxWVZXhdY3TbhIf57HnV1NRV3BCSYwAAIABJREFUU1RSyF8fepgRuUgwO+0+8gtyeODBP1JZVcbq5SLRKpsyMmobJZYIodWpmBwX9gY6vZ54JMzo6DDBYJyBASEjLSuvwWJMQxKJ4XZMUVsr1DjeiQnGHB4qqmoJBHxEI4L2saTqKaksZta8+SxZtobWVmEl8OVbbiQSdBEMurnp2kuIoUBvFEG5omoW9957Lz22QX71yye49WZRfCYnRlF2Bh6vC41GTSgknp/amIZKrsQxOog2HMTeLZwz79+6A6Xq7Pghf1rwSdKNn7rOMxnMz/TE8PaWgGdqNX9WBPdQMIRSKmE86cwY9PmZO2cBBxqOcmD3bm69SdAQP/35L3G5XJTW1LFr/14efUxULUZjMb5087VccP5aXEMuLOkiQKRl5+AYHaOvowtrioXRviEQQhBqKqsx6k2MDPZhMminmyhnZmYwNjJM84kmsufNxu0U/PDRw4cIBsNoFSr6OrtJ0YnenUpjnIPHWymvKKGgoIiKGlEY9OrmLXiDMcryi0lNTaXXJnTx7Z1txBMJpCoZLpePH/7bDwCIRIMcb+ngcCDIkqULqJkljrNqxUK++u2v4xmf5G8bXufPD/yBniTd8d3vfheZXMIrr7xCRWkZn/vsFwDhcvnCCy9x++23o9WpOeVdpTdoqa2txe3NYvXqFTQ3i6pciUd4zZRXlNLR1UZBgdCOHz16lPXXfIaf/fgnHDzcyF8efhQAnVaNx+vEH0ojlgiTWyi0+t3d3XjdLvr8bgoLsohHxGD92c9+hlprYMGilTjdPv503x8AmDO7lrKaStyuSRYvW0paeiaNSf+ardve5NbbbqS1q439Dfsxpwuv8MmRUUJRL8GgG5VOijpp+OYPeggiQWtUUVScizKpuonKZHxCKNIPjH+Wq+EnJbB/EnFKunkmJtAZtcwMZjCDGXwKcVas3D1uF10trZx/odCtj444KMwrprK8lHPq59FwUFj+ZmZa6R/sR6XVMmgbIEUnEn+VlZWM2Jzc/MWvoVbA9dd9DoDzzlvLvgOHIRjB7/Gzb/sOvvnlOwCoLq7AO+XGZDSjlCbISBYT7Xj9ZSKBMOuvWM9AOIzPI1b0kUgMrVqDVZ2GrbuHowdElejJIyeYP3c+Cxcvoa2jjQVlQskye945BANRbB09DAz2Yy0R7pKSWBy5TMms+bMZGh1gdFQU4eSUVzJ/wTz2792HTKkgHBGr7XGHncTQIFKpBrMllWUrVrAyUyQkjx9v5PzzL6C9vY32llZsfaJJSX9/P8ePH8flcpJqNmG3C/PCuro6LBYLSpWCWFTKnNkLxPN3Rti8eRO+Zh9paRZS00Tuo7iolGg4wtTUBGVFRXz1y7cCkFdQzJ63drJl51Z6+m14I4Jy6u23oVbKKC8rQqtRYh8TVsATE3Zqc/Lp6eri9dc28v3viyblRoOWo0cOUl5RQUtrK91vvImtX1gdL126AiQRqqrLiUnCbNz0GgC33XwTzrFRXF4XWpOWoEvURmg0JswmM2oFBIJhQhGRmE1Py0CpUH64gfkJwKfdk/yj4lSF6pnabXzcz/tUTuBMJG0lH0f11geFUipJVOZlodKKIpnS8lkUl1Zw59e+Rl9fN9U1Iun4/IZnyc/P55mn/sas2nrMJqHe+PwNN3LzDV8kJzeXbTtfRprckNx6860Ql+D1+MmyZuJ0e1iX7D8aTcTJK8jF5/MSiQZoOiJ4bLVcygN//hMTjnEK5i4g1yjkmRnGTJ54+jHkKXLmL57L5IgImGP9I5SUV3PNZ6/lze2bqaioAGDS6UIp1/Dq8xvYvXUrl94gWgKa1Qb8Xh9f/vodFJQXMD4oeOyuI8cZ6bFRUl6O0ZJCulkkZvPS0wi53ESiEl7ZvB2tOY2tx8Rkd/JkCy9veBW1Wssvf/4L5s0VyUidTofNZuPwkQZWrVjBQNIIzGpNIzPTSlNTE42NjaxatQoAt9eHz+chEYtj0OtQKUSR1MTEBEajkdzcXBoOH8WSLoJ+9axZrL3wIhzOKQZGRlFqREJ106ZNTLR1kp2TSTwaQprcF3Z19bBoyTKmnB6ampp59tlnAeEXn5aeQmVlBQaDAb3eQP1sYbDW22MjFpehNmgoKS9j3z6hjPJMTlFfU4VMFkWlUpJuFXmXQDCG1+1DGo8Si/rx+cWEEwgk+MMjjzEyNvpPIWc+bj/3meD+/+LtiVP/O9hPfNiA/3E/73dT9rzXeROJxDuO7bNi5V5aWkzUM4lKJ0rP061mVixbTEd7C6PjI+iS1Yk3334bu3bu4Fv/8m2qSyogKqLHa8+/QG5uLj/52U85d/dyxpNJTZ1Gi31kFLlUSsDvY3Swn5YTwteks7ubzLwsioqKiMfj7NguGn+sWb2SxYtX09jYSHAqyGRINIPIzyhkxD5O1BlgyjVGWYHoMxqJRDCaU+i02VDq9bR0CW59bGSc6rIqFAoFWq2WqlpRou8fm8KoMfDYXx8jQITvfftb4h5e28h47xBTz76M3KhGqxZfzUWrVqCVKki1ZHCypZOBsQO80bARgLu+dxdmq4W9O/eQSCS4//77AfjVr39BVnYGl1y2jheeexZFMlj7fB76+8Po9SksW7oGhVwM7owMLXY7WNPSGRwcxJ10nQyFY+iQsffQIVauXMnW7aJxdltPNxKFklH7OFW1ddSVzwXgwfv/TLpSQcuJkxQU5JOXJ3YrGVkhbLZ+VHIVcgksXiAmoQf+8j9o9RpuvfVLLFq8hCNHGvH5xGrf53Xz/IYtDIz0k5Obx4UXimYd56+7lKDXQ7+tk3DYydi4eH8soWBkcBhpIoY0EZmeWErLalAqVR9uYH4C8I8K7J/EJOopnFKhvNt7PkzAPjVh/D2f+yDHf7dnfGqS+iDXeVYEd4/Xy/VXXI7BIlaGqWmZDI/04XG7+etfHyKULEiZu3AeI6OjFGTlka418tXbvgzAhH2EcDTA7v27aDrexrVXi36lBw/s49jJZs4/dw1SSQLbcB9FpSJZKFNKeHHDS8SiCXILCvnMZwWVs2/vfrbs2o9cLsfe3UVfcgIZGxrFmpFGdnEaQ4O95GaKoppDvcOEA0EGBwfxhHwcb2oCoLSgBEk0jq27B5lEOr26benrY1Z5Ja+/uYmuERtfvfUWAAw6I68c2UDdnAV4IiGG7GKCkqr1DAwM0tE7xMikk5OtHaSmCjqqoKCAp594jGVLV3HPPT9kZEQUANnt4yiUMsbGRpBKIRAQATAaVWA0Kkk1p/HAAw8yPi5UNNddfyVarZaRETsJiRylSiSLQzEpTz3/IjabjcbmVj7/+c8D8Oabb/K979/FxRddynPPvEg8KXnUqHXklheRl5OL3mhmYEhcjzUjm4AviFGnR16hZOXKlQA0NjYSi8M585diMKZRVzuHwgIhz2xraUUmT/Djf7+Hrt4uAsFTtsUanv7b4xw+coBx+yTz5orWgosWrsBqTSc/L4twwDOtyLHbxwiHQh9uYM5gGmd7YH+vYHt6YJfL/9+Q90EC5tt3An9PkD9TE/DbVTXvd9wz0WZPBhwGhhKJxCUSiaQIeBqwAEeALyQSifB7HcNoSkGiVfPCa0l54ZSb6rIK6qtquPOOr9BwTPQTffqF51i9Zg33/OBu/vCLX/Ozn/4YAKfbxa///HuGpsZZtmwFfQOioXbvYD9xuRSHZwqVSkFBWQmhuLiUKbeLRYsWYTKaMZnTqE1SGs2tXZjSM7jgwotpe+st9r61H4ADB/ZhLbSg06uYM6eakqSixDE0gUmnJy3VStgxQtAjAmm6ycz44DAdHe2UFxaTkyUUPLolC6gtLkOihIeefYKG/YJuOPfc1ViNZmYvX8ZvH34AhVZIMw3pqXR3dhCXyhifmkSfZuLidcJDpq+vD5lMzl3f/y4FuQWkpgqaav369aSlpXLvvb/lmb89PU0VnX/++Wzdup1r1n+G0tJSdu8V537umWf55re/g318AplUiSlFTB4nmndz9Ggzv/v9b5DLZWzeLDo0eb1+bvziTVxy8WW0nGhlaEjkDfQ6I0UZRiLROKOOCcYconCr2JSGRh3GqNWSnpZGOCJ05ydONDMwOILWaKC7t59IMMTYiJjUpiamOP+C5fTaWmg4uI8bbroZgI1bXkGmjGHNSmH1eUsIJn1togk3u/btp6won1l11eTli+edkZGNQvnhhvmZGNsz+Mfh3SpHTw/ISuVHz7+8PcD/I2mxd6KY3g1nQi3zDaD1tL//G/htIpEoBZzAl87AOWYwg38GZsb2DD6x+Kg9VHOBi4GfAd9OtidbA3w2+ZZHgX8H7n+v4wwMDVNYVslo0hc8LzuLXlsPRxsOIknABZcJFc0DDz5IXV09WVlZnHfeeXzr63cCMH/RfKKSGBKlDKvFTENDAwC+gI/s/Dw0phQ2bdrE2MgIieQtW9PSaWk9yFe+cgWvv74R9V6xQt++ZxdfvuMrzJu/gD83NeHzCp37pGeCqD2I77iDi89fg9MtKA1LmpnPXLuefccasY8ME4+JVanX6SLmC2NQieq4slLB0Q8Eorz68osUVJahVkjRaQUfPGDrwZplZdPmTWzcvJVvfPN2AMpqKxno7WbW7HlMBIKsqaolJhWr1ZGREbRaLQqFgubmE7S3C9262Wzgqaeeoqenh8ULF027Qo6POygvL2fbtm00NjZy6UWCx/7md+7gmWeeI8WUismYiiQuVkBmo4U/3PtHPv+5z7Jy5fLpxOy5564hGohyx+13MDg8QjAgtr033XQTzzz6KkePHWfpilUsXS5sDyanvHS0tmBJMREOBujr6wOgubWNWXPOIeLysWDBEnZs3YIiWbAml8uRSOLU1pSz5tyl9PYIJVDA5+LSKy7lxMljWK2pdHV0AFBUnIvb5aSgOI/cgiyGkrs3qSzGh8lpnqmxPYN/DN5r9fxB+PEPej6/3/+hjn96DuPv+bzf76e3t/cfyrn/DvguYEj+bQGmEonEKZJrEMh5v4MolUp6+gfILRRUxzXrr2J2dS1xX5BtW7ayM6mUOHLiBM8++xxun4/h4WFWrhDBQ6FXceJ4MwXV5ShkMXKT3Xkmp+zEJVK6e3vZtXsvo8NjqJVCkXPOvHmMOVyEIxKe+tszIBUKDkOqkdy8TLy+SQ4eOsjAuGgJZ7Aa0KSp0VhUtA22M69MWAdL1XIOHD7E7gP7uf/hx/na7aKQqKS0iA3PbCBKnFkL5rFr604A2o804RpxkFdShAwJ2ZlC7eEIwwN/fJC8mhqQQn6yRV1MIiG/rIxQPMrh48dQm9PQKEXwlcvUuKY8yZJlNf/1858C0NDQgD/go6CggFgsxvHjomnGokVLiMViFBcX09rWjCvpGd948hj5RfnEohKajjciQ2xdN76+iclxBz1tbQRcHpbNXwRAdnomE+N2jjQcIie/CKNRDLjt23ewdOE8Vq9bR2p6JnkF4h7+9Kc/YdRqUCqkjI4MUVxcCMDv//BHwjE42dKB1Wplx9YtyGQi+VtXW82Yd5Ipp5fXX9/IhRdcAkBOdhFuV4D8vBLUajnnzBNUlEqlZsGCRRCLcuJ4M4X5Yiwp1dp35Fn/DpyRsT2DD4cPKmF8r2Tjx0mbfJhj+/1+pNL/JU3+nmNotVoCgcAHSmx/6OAukUguAcYTicQRiUSy6kN8/jbgNgCNRsWLLz3LmnXCvCstI43O7g62vr6Zm264mYJKwRmnWNLYuXsnaXoTJ5qbSU9Woi5ZsYw1ay+mf2yESacdW69QrEglCaqrqtm8dQdlJeWYDGlMJn3Vl69YzZOPP8HzG15mzbp1aJP9Qb2+KbKzszm0fz/Dk2NkFIrfb2ZFHhklVrr7T5LQKBjzCxVNQXEJMo2KPfv3kWbVEkesEn2BAP5IAG8khMFq4aE//xWAZXPm84N7/p2HH32Y4vwSypPeMrve2IZMpcXrDaBSabGkiwkqv6iM40eaUGmNLFm6gvSMTLIsooHI0PAAarWSzq52Vq1YytCQWN0ePtxAeno6ltQ0ouEYxcWlAKSnp2O32/H7/djtY1xyiQiY9XNns3f3W5SVlbPp9Tc4fOAQIHqx2kcHGejrwuOcpOW4sESwpllISKSYzWYcjnEMyRZ4NTU1+EN+5EEf7Q0HaGoWnHtmlpVoKEiKxUSq+VSshDc2vUFnVy+BcASj0Uh5WQnp6clgLYMCUzHhSICcjHy2vbkLgPXXfo5IFDx+FxESxJI7JfvoCOmp6Yw6HMTiMjZvEcoepVzFhGPyg47NMza2Z/Dh8UGSuO8XIM+U2sfn86HT6ab//ntX7ad3hEokxLh9p8+ekkK+U5ORD2p+9lEbZF8mkUguAtSAEbgXSJFIJPLkCicXGHqnDycSiQeBBwFyczMTpSU5TNhFAUtr83FsXX0UFBeQZrWwZfc2AM6xLOSVV59n7crVjDkGaR4RdgUlVZVMjjrpaevDaIjhnBQrUo1Gh0Ii5dBb+/jql+/k0vVXT59//ZXXct755+P3ekAiYWxMJPLKi4twDo7y2osbGB4bpbhOTCyZednIVJCelcmCefW4RwVd4w9FeGPTRpYvXcbzrz5PWpooMJpyTeJ0OkkApvQ01iwRE1dFSSm2gVHy8oq48Uu30NEmJqInn34Grd5Mal4Beo0eXVKx8tgTT5Kblk5Odj65+YWEoiKhCWJQbN++H5PJgMvlwuMRE45cLicUCnDgwAHu+Oqd06387rzjG9xw4xcYGhrgyiuvZCTZePzA3n1Ew2G6uztJEKGgWEgYl69YQk5ODpFQmEDQN93hymA0EorGKCzI5Y/3349UIobRG29upre/ia6eDmrqZnP0iJgMLrzwQmKRELFQELVKDklZrtc3RU5uJiRkDA4OkpVlRSYVpm9ulxN/xM3s+loUEgktrcIrprujm6y8AuyjExQWZaJLqpDGh0fomJigoqKChoYD0wqJ7s4egsHAO4/gd8cZG9sft87904qPstp+p1X8mVL7nB7Y4Z0DM/yvjcC76exPf8/pQf6drvPDaus/SoPs7wPfT17kKuBfEonE5yQSyXPAeoSq4Abg5fc7VjgU4Jz6KgZGRHDPsJjobvXhmBjj2ef+hskoqBTH6DB9vR3YivLILcyChAgEXq+HnTt20Gsbwu0bmZbsjQ6N0dXWhRwpRfk5nDx8CIlC3LLX56S4JI/Kykp2bNvGvt1iZfj97/wrnikXo/3jrFu3DrVZaO9dcZ8ooKmtobasmh1d4v2dbTaKM0rY33AQeSSOrVMEIQJRSvLy6OruQ6tQoTGI1e2uPXuZHw5x0403sn/vLkJhEXg+f8Pnefr5lxkbG0EhlRAJCK150O/jjY0HueXG29j0xmtcvv56inIyAHj0sb/i8bi48KKr2L51CxkZYieTlZXF00+/wrlrluHz+bj9dsHfW61W2tvbWbt2LYlEDINBDNQJu4NZdfWEw2HmzZuDTCK2jEVFglbZtGk3aakW5s8XiqJgMEggEEIhl7J548Zp2sOgVpGZaaWqqopwJM6c+hoAdm7filIho7i4AKNeP70l7entJTMzF7lMSXZOBhq1kmhU5BN6BvowGix0drQwNTHBrBoxyR5ubCESS9DZ1Y7dbuO8VUsBiAR9pFssmEw65p0zm/vuuw+A2spqvNEPVr90Jsf2DP7x+LhomPezDj5lLwz/t8L0/bj09/OH/7D383F4y3wPkYDqQvCUD30M55jBDP4ZmBnbM/jE4IwUMSUSiZ3AzuS/e4AFH+TzCoWSkrw8xseEXnrr5jeoKKnC5wngd7uQJlsA+dwTSKNRhvv7yM/No7hCKFBau1owjtnR6kxMuQI0NQquNxgI4JxwEAr4qayqQK7X0t4sfNtHhm3kZKdxz93fo6iohKVLxQpwcGiEzpYOAoEIVosFa7pIeGqCHiqtRajUCVqPtDA5LKifz6//AhZtKr+/708sXjyH0mRSODjhYdvRHWRZ0hjtH8TRKwp6tOlmqubWc/BoA0ePHOI7//JNAIoqS0jPy+bIkSYmJseZUy9cIYsKMjnZeIid2zcRCfjQamSM28VzKizMY/01l9PV1UF5eTkjI+L1xsZGvvrVm1l3/gX89Cc/m9b2nnfeeeTm5orq22CQefPmAVBbk899991HdnY29fV16IyCEhpxjJKVlcXFV1xCNBolHBKS7lAsglQuYc15qzl0aD+V5SJvoFKpCMVDtJw4yfLlK2lpEs/62OFDDA8PkpWdyS233DLdW7W0tJSMjCw8Li99fX10dXWg0QmaZWJyghSThaGBPoJ+33QhUoYllX0H9pOTl4sknuDffnQPAM4JJzfdeANGo5HBkUFqaqrEvVVVs+vAsQ8yHP8PPurYnsHZi9P57VM4nVZ5O0Xy91A7H5T+OX1VfqatDc6KClVzihlb1yABt9iSL5o9n7Q0K08+/iQF2YWsXLgEEJWRK+YvITs/i57eXqRSIZvzesNU183GaDAza94cMpPVo+GAn86OBPXz5tI/aMPlck57vS+cP4cBWx9XX3UlEuTs2SnsB7q6e7nv/vsZHx9nZEhFbVSoYmxDNhYsrEevNOL2xzHoRFJzwYIl6KU6UnUGxsbGmJoSQb+/u5ehoSHS8wqw2+3IESqQaCyBQqdBGoGLLrqQTZveAOCZ11/mxltu5+WXXiE3KxPfpEgCvvbay3hcTu79zX1U1FTz1p5dBLzCb10qlZJqMdLU1MRQ/8D0BLX+6mtYt24dExMTXHXVFZw4IXzei4qKSElJYeuW7Rw/foKxUSHn1BpNaHQpHDrSxBubt5CeLvIGKWYjV199NZFIhJPHT7Bw4WIAYiSIx6LEI3G0eh2hmAj6Jn0KRBLI0xRs37yNsF9sUZfOX8hTT/ejVmmII8HtEvmKtuY2TjSdJJFIMDk5SUIC/pDgH4MhUEt2cMuN15JptTDpEJ+ZU78Iu8ODy+PmUMNBFFLxXM8/bzVdXV24fD7yCvNwJVv/vfLKaxgM/5vE/aRhxjvm48OpQBwIBKYXHKcH+rcnQc+kAdk74Ux/z2dFcA8FwjhGPZg0IqhUlVUzNjzCulVr0SjUdJ8QWubBDhv5xQUMx0dxu30cPtYIwCWXXolMJaG5/SQV5bVs2SJa1M2aVUt3Txfd/X3s2vsWpaWl2GxCUdLX10/I58eanolSpaW4TChKJj1OVGY9y2bXUJiVNb2KHXTYATlf/MJNNJ48Rlun0FHbp9z4JGGUOj3zFi+kPLniLikqZv3Vn+Guf/sPKvRatDGxer7j+3dhzsvkj7/6OefNn0ssJlYKeYVFJCRSqqtrifrC/PgeUX0bTASpKCqh6gtltHb0sfGVNygoFs/Jmp7Jb3/7G7Kzc8jJzKGqSnDcfr+fQ4cOodFoqKqqmi7F93hcSKVStFodKpWG9rZuALxxMdH0DAxjtlgpKBB9Y2OxCI5xOwqFglg4hk4tOHqn00lBUTETExPUZ2bw6uuisviiiy4kTW+lx97Jy89voLigEACbzcbc+nraujvp7RmgI6lN37H9LfRqJUqFAoVSRU1dLaXJ/rCVNdVIQ27OXbmc1za8gH1UGLV1trdy3to1nGw5gUoVQ6NMetVr1SQkMg4fa2LhkoWUl4vvU1ZWxvOvbvtQ4/JswExg//hxesA+fSUfCoVQqUQdit/vP+stGN6OsyK4gxSFXI9EKlaAnS1dDA0NUJxfQH5GPod6hTTPMewg4AuSV1rAFdevZ/MO0RDampWJ2+/DYNJTWJiPL9nMIicvm56BXq5YfzWzZ8/GoNORXyh061+6sYQTTScZ6N/El7/6NfLyhOTxRGsb+UX5KLVqxt1uso0ioTpn/gJ0WhlyrZE/PvgQWTmFAMydvZyDhxrpHR9hsUJKGLECONHWTMwf5+IrL+dLd36Nw8+LXqwXXHg5//qTH3DLbV/F2d05bXBlzcjmBz+8h5qCSrx2JyvOXQVAZkEmvV2dnGw4jkFnYOWyleSViATzxMQE3/nOdygsLCIRTUzr2VtbW8nLy6Gioozjx4+zbJloa9fba+Puu+8mzZIBCRmRqKC7PJE4r27cSDQcQEKUQEBQIJ+59ir8Hi8KmZz51y3gZz/9LwDWXXgB4+MO7vrBj/j2v36NdReL1oW7977F7JIaJienWLpoMY5kR6e5s+eRkEv5zrf/lZ6+XtasOQ8A16SLn/7kP7Cmp1M3ezbIZSAXDyQcCaOU+HAO2sjLzcSoF/f86us76B0YYnR8nDmzKxlNtgR0T9rJLSyioCCP3bt3UlIiKLuK0jKefXnLhxiTMzgbcfpO5uPY1Zy+cj8V2OGTOcmeFcG9r7+Xjn4LubnCOKwwxcSslFzamo6TopEg04kglFFpJRxPMOoco+GtfWiS5SQth09QUlvDibZ2xsbdXHW16Ffq8/mIRCIoZQo62trobO9gqF+s3H/3u3v50Q/vYc68c/jb089O+6/kZ+cxaZ+ipqwac4aeyTEht+w+3olLoYSQEnMihQd/+WcA/ufevzDlcVNeWU6aMZuj+wTfX1FRT0ZWGharhW3bXufXf/09AF+47XPkWrU8+8IT1NXPwlpUCMDG+/+IOiZDEYuQk2PB5RLSzGCvG4dvgqgpiiQWQiOTM94mJi9fwI+uUkXjgSMMj44hVwqa6vrrrycUieD1e1DotYy4BcXjivqx5Kbj97jRypVoVOLrT9UGUCHHpNUx1j+Jo0M0+W5vbEZl1HGgoYFbb70dlUrw4bt27CEzM5PMFCM7X3wNpUR8P5lpFibSLVx26fk0N53k2edeAECv0NPf3UtxVjaXXXQhNqdYhZ93xVoWnrsIVSxBwuukvb2dKbeQcz7zwvMoh90cazlJzdy5yPVi1xAIxRhra2XegvmM2z1s3imsmguLizjQvAN/0E8kFuPu7wsKqds2jsFk+jDDcgZnEd7NrOuUOuWTtqr+R2CmE9MMZjCDGXwKcVas3I2mFOads5gjR0QTioDXR4pGg9FgIRqX03BYcOuT6XB9AAAgAElEQVRZBUUoNBp27dzDpH0P4aQfXzgUxz4+SV5ePinqFEaTVrO5BblMTUzS3HIStVpJ0B+g8dgRAJ5+6ims1nQyM62Ul5dTN0v4r4TDUe7+wT0s/8N9jNuHkCaz53qjgaZDh3n+yce58cYbsGSIpO2wfYwoEpqbmwkGg2RkCA26y+Wip6cLiQyee/EFPF5BdWzZuJWnHvsbIyN2KitLIakEumTdhailUqYcdnx+D4ePiOtEIUGmlmOxmPFOTaHTaUhPKngWL13ChtdeZ9WaNZyjVDGc7OokVAAxPG43Wp2OqSmxGm44cARiUlKNVsaGRkk3i2pQiTyBY9yJM+ChNL94ejX03DPPo0nVE4pE+OUvf8n//PlBAB55+FGMhhSKioq4/bYv8chfHgBg766dMDTKhMtHfn4pw6OClunoG0QpUdBrGyIcSeB2CudMuUTFn/7wAMPtnRRm5nDw4EFKkrmP2opafPpR/Aph2y9XiO1yZ2cn0VgC3w4f/f0DZGZnA9DS0oJMrSAnLw+Hw0Frh/DZuWjdBfj9H7iIaQZnAd6tycbZ0GDok4CzIribTCaMZivJwks0SilT43aWLigkPT0HiVQkI6+66jrUeiNpqXm8/OJLWK3ih20wGMnLy2N00sHq1aux2wWVMjwwSG9vL6YUPSqlmeKSQiQJ4UdTXVPJzu27yM/NIxKJoZCJR3HFtVcRDQfxuKc4fvw48eQMcsXFl7Jg/lwqyys4cOAAaelCLfPGlk10dnbh9fk4eawRZfI4Op2OkTE7hUV5SGMySvNE0MrPKkAak5GiMxOY8uB0iAD42vMbMBn06HQa/CEvaVli8tAYNCiVcvxeLyqlkvnz5zPc7xTn3rSZ2tpapHIZQ0MDZGQJy4KpqSkCgQAWi4Xurl7q6sXE1d89yMHdh7AYLKSlZDOWTFKqsvUYjZlE4l6ysvOnf1Q94yNYtFqyLKksXLiQI0nr5b379uH1+snNzcecmkZcIeiaVRdfhi8WpLWlk6LsfAoKhTd7SUUFOo0W/+QUd975dWJKsWGsmTcba5oFnUROQUERWdYssnJF7qO3t5eIVsE377mLZ59/kZ/+928AyLCmolYrSE1Npb6+XvD0QE5hPmq9DrVey0MP/Q96k8iVZOZkolZ/ept1vL3r0KcNbw/mbw/sb6dj0tLScLvdhMMzTsxnRXC3OxwcbjzGbbeL/qZXX3YFLz37NL//9S9IJDaycKlICEYS8N8/+U/i0QSOSTfZOSIA9tr6uPO738aam033yS5UasE9Hzp0mMysDPLy8nDYxxjos1GW9HKJhmOcu+Y8ejp78PgDZGWJoLJ0yQJWLF9MfU0laqOUIw0imdt4vJGRoQH27t2DQiZn91tJ6WRHFzfffAtz585jcnKSxqOiWcfAwAAySTuzqmpRqVQcOiBK8VctXY1Gp+Zb3/kmGaZU1AkR6FRxCVOOSSQSM8Z0C2vWrgXANtRHZrqVNIuZeDRCZ1s7CUQLvrkL5qMz6BkZGUGt1Uzr3BUKGZFIiJHBIbRqNYok+5ZhzmThnMV0tHbidYVJTxGT40TQjUatISwJMzxiB4lIZqgUCpRqNRqjmurZtWx9c2vyvHP5yY9+ik6j54c/uofLrr4cAKVGya9/+VNKMvORReNceaV4feuenVRVVFJRVE9HZzOmpNRSIo2hkMQxGrV0drdhs9koLhYTgslgRJdhoeFkEzKjlpVrxRiYnJiiqKCAlStW09DQwJadwkMmd3QQpVZDcVkRt3zldgpzxPf5i1/8guHkc/k04qME9tOrKc+WieHUwuJ0CeI7QSKRvGNC1eFwfLwX+AnCWRHcjSYDqVYzrmSji0NHG7ngoovRqOW89vrL5BQKb5RgOMTJ1hZMehNmSwrBsBgIAyN97Du4i9S+NA5sPUhGkjI5eqSBZcuWoVTI0GkNqBVqcrKFzE+rMXH00FFaW1tZunQx8WRD5e98+xvce++v+f3vf47T72f58uUA7N23h+rKKspLStm75y0yrYJ+8bi8XP+Z6wiHI7hdXkLJYpvenh50Oh2zZ83B5ZwgEhSvP/zww3T3daFT6SjML2DMJmx0pyadyJVy3H4fHSds1C8RvUTXnHs+o8PDeN0eTCYTFTWzCIXEalVj0OMLBJArFQQCAfLzxXPyeN0oVQpaW9qIhmNEAqKTVVpKCrOqa+hq7UGr0iCTiUnQKFcT9HqJR6IMDA8hT7pOxiRxOvv60XvG+NFPf4RzTASDGz97LQcP7OP4kSb27t7Fxo2vArBq7bl8/trrUMUlFOfmM5m0S3Z6Z2G328nKnc2ll150qjsiUpUMg06PUi4nOzMLXaoe+5jYTVRUlRFQyklJSWHRypVcdNmlAMyatRCtycCYy8Guhr1Ykk1Q1CYtufn5hKIhli9fyt3/+j0A9u9oQJH0n/m04YM0bngnnG1JyLffz3sF9hlq5v1xVjTITkk1JK5afzHfvPO7AAx2D9Ld3oxaEccTcDGVLEjpGxin6VgLfn+QtFQDCYkoeiqtKiIcjzHpcbF8zkr0erGybW4+waJFi2htbUenNSCNK7CPCeXIgX0NaJQa5s+by/wFc0EigvvTzz2G0aRh1qxa9hxqpKxM6K7r6uoIh8OMDY+y7639KOViq994uBG314dCocIfCaFJKkoUCgXxSBhrWhoupxOjWVAmQyODXHLl5Rw+eACXfQKSk0FpURHeUACpQUXHQB/5RYUA3HbLrUyMjVNdWcXI0BC7du1i/iJRrKRRq7DZbOg0KurqahgeFjJPnV6LWq3E6XQyPDiCTimUJjWVs9i5Yy9PPvM3LMZMJt2i4EqnliKXy1GqNUy6JjGmCG1/QXk+dredwbFBjOYUnOPi2aXrUinNKqK6rJKSkhJSk542k+4p6qtq6WluxajV0W4TpmhV82Zh6+/FOe5AIZGgNYnjh6MhEokEgUCA0soq6ufMnu5/a1Brqamvp7HpGCdb27AnV2RPPv038vLFs7EN9E8/p7yCfHRGHTXllZy7fDnf/orYBaYbTGw/dIzB0fFPXYPsMyUF/Dj8zj8oTrk2/j08+zsF97Nl5/HPwLs1yJ5Ry8xgBjOYwacQZwUtk5JiQqtT0N0lFA55mXnYR/VEwh6C4QB79opipRRzFiqNGrtjjITES6pFrEj9ARd9w4NYs7Kx2XoxJXXNJSXFtLa20t/fjzklHRlybL3CeXLRokW4nW5yc3MpLS1lw8vPAGA06PnWt+6gvaOFnP4hCpNUR39/P2VlZWw6/iaXXnopZYUiQfrL//4VPT29GE1mRhzjSJPNJrKyM5iw27ENDZFjtVAzS3D9w5OD5BdlU1Z5PdveeJPCHMF7d7S2kZ5tpW90CEtaGgaTSNjqTClIpQocU27Kq2ZRP3chAwOCynnkkUe47dZbmZhw0N/fj14vVi9urxenM4RcLmXp4kX094pqWrfHQUVVIbPrqmlu6aC4SFBUHscYcpUcb8RPjBjRpG7daEwhtygHSbMUv9+LNdnA/P7f/hGHbYRUXQp+jxdN8rwSYjz68OPkWzOQxBPULxTWDX22AZYsW05PWxvLFi1mwil2AEqlEpfHg1ypIBiP4guFCCb9azRyFc2HjnLjF7+AITWFolKxg5pVXcOxpiYKS4q5/JKLyUo+P41Gw/DwMBadjteff4nMFKEEWrFgEfuOnd4p79ODj7paPbVKPlWV+c+0OjhFEb3da+XU9Z2ORCJBIpFAKpXO0DPvgbOClsnItCTuf+CXeBziy9Qp9JhT9CiUsHPPDrZvF8G9tLwOqUyFQg47dm4kJU1QIBarhRgSptw+qnNqyckXybS6ujp++MMf4Pf7kcuV1NXWc+5K0Vy6+UQbtt5+li5aTKrZwKRT0AFHju6nsqac8vJiZFINwSQX7w+FUKhVuJ1TyKUKNHJxbo1Czf1/+jNOjxcUEqRJ9UY4FsFiMiIlgVapYiIoLHzdHg/LV62kqKiISbsDR1K+GA3HcLlcNDQeY86Cc5Al6R2brR+lUs3owAjXf+Y6FDIZiYTg0M1mM9FIhHnz5uL1ujGaBB3V39+H3+thamoSo05LIlmJmpeTj1SmIBQKc+hIIx6fuCazQsPxtjaONreRnpU57YUulSRYtGAeLq9TKHGSyd+5tbPZ/OomMsxp+P1+amfXAeCYmqCirIap8XEqy8qorK8W309uOuFYGGtKCk8//iQet+Div/j5L/D0089iGxxgzcUXkFOQz9EDokUigTBT9kn+61e/ICMnG5lG0GBak4H09Ay0Wi1qhZLqanGOnp4e6utqqa2pYco+QfMxYRaWY7Fy129+T+/Q0KeOlvmoeCcK5GykN97u8QL/t4AJzr78wT8S70bLnBUr91gshkauJp5sTH7wrX2Ul5ey9+Budu95i1hcXKZWm8O6dRfgD7j43e/u5fGn/iI+L42TkZmHRKrG3mXHmip04A0HD5OVlUVRSREel5uMjAwysoSveixaRIpJQyweYHTcSyAokrn5BSWEgnHCIQn24UG0SW8ZmVqJZ8qD2WwhEgih14hdw6Ctn9lzhCRv78EDqJMe6QMDNrIyLJgMRsKhAOXFogK2r6+PI0cOEQz7mZqamja1UhtUDHeNoNHISTXoqagRHjXtra3o9XqC4QBPPfUUComUSFT8KK1WK+vXX8NAUvI5OTmRfD2N0uJC9Bo9GrWKWExMBoFImL7ODopKiqmZXcloUgr54iPPYS3IB7kEXyiMySBkhIlgkGMHj1JaVkhFfilbtgm1TG56Lg889BBKqQJzairB5PGNKQakkjgnGo/idbvoG+8FQJmhIBjw454aw2BQcPSwMDKLRfwYNHKsaUY6Wk5w5PABNEmDNVUsTm5RGboUA8FYmIBL3LNvfIQly5aiVWuIBiIYtWJCW7tmNePj43R1dZFmTkVpEK+H5BICoeCHG5ifYHyaDMfefh+n+paevjB9P6/1TyJOn3zf7b7mzJnzrp8/K4K7VqPjkf95hNeSHiDFublseN5LQWkhr722iQcffAyAw0eaeW3DG8xdWEdXVw/9/aIRTkFREZK4ApfTj8MxxW9+LUr9r15/OTKZghNNx1l3wVqs1jRe3bgBgPqa2WTmWIlF4kSCYYqKhVWv2WzmkUceQaXUUVVag8srCoAScUg1pZOSYmRX43YyrYKi6LX1oNVp6erpRSKNkV+QpAm0CmKxGF093ZQWl9DfL6iR7OxsWlpa6OjoYMrtItmLmuz0DEKRECl6PR0nT06rd4pzs6mqm4VWIcPr9KBVqFiyVLjOnmxppbS0hE2b3kShVKPTiYD22etv4M03NlKQn8vAYB8ymTjJggXn0NrZScPhI8gUCg4dEjLPaDxGX18f6ekZKDTaaevlXEsazvEJujs7cLkmmUyuuLts3fhjYXRmM1GVgqEBUTSmTDERDUxSO6eW/Qf2nMpRc7TpCCUF+RgVakKhAJddJtr7vfTii0zaHWzaupXSumps/f184eprAVCE4zz38kv8569+wQ/+/UekJhVQylCAhEpB/fx52EdGmUr610TjEQKBADqjAbvXxWRITNbeRARtMtD//wWngsL7BfhPaiD8uN0Zzwb4fL7/8/fpSe9T/47FYqxYseJdj/GRgrtEIkkB/gLUAgngZqAdeAYoBPqAaxOJhPO9jpOIJ9BrDZyTdFTMtGQgkYE+xcSrr7wx3Vbu4gsu5mDDftLMqezdu5dIWNANkUiCzvYezl19EUVpeRxvEtWdb765iRSzEa/Xx1NPPs36a65iQbLJ88jgMMODI5SXVhAMRhgdF6vY5154iY6ODsYdk2x8eTupSU22SqPE5Z0gLSOVjvZmPnfddeJas9KRyWTI+yXI5DAxLuidWDyByWhmdGScmEQK4lKpr6vDO+XCFwpiTVMSiIoIaDAY0CkV+CemCLi9yBPiAyX5uSTCfiIBD0HPBHqDiXNXCnnmqpXL6eju4ZLLLuGmW27nsYceB8Bud9LTNUDIF+HQ4YNk5QilTtPxFkbGR7j++uvZu28PLS1iwrn2gvPZe/gwEimMDA9iSvq4IIuzdM0SDh7YzehUiMuvvQaAKbefpzc8TX5+MTffeCvFepF/iIRjBHw+jHo94UiEvftFY/NJ1wSH5UquWHcRU5MeAj6x0l+xcg3PPPUsGVkFfPe79/Dmm2/y0F/EPQy2dTNr7RJOnGjigosvYM8hQddU1tbQO9xP86MtzK+fgyy5eEvX6YklYHxiEm8wQG6hMA5zuVyEI5H3Gn7viDM1tv9Z+DQHwE/rfZ0OnU73jrTZ6a+9n5X1R1XL3AtsSiQSlUA90ArcBWxLJBJlwLbk3zOYwScNM2N7Bp9ofOiVu0QiMQErgBsBEolEGAhLJJLLgVXJtz2K6GLzvfc7XlqqhbwVKwE40nAIpUqFwWBg//59XHb5egCcE25UShmPPfoQ5yycxV3fE4c9fqIZvc7MYF8v/R3tlJeJKsfh4UGCKgVp5jT6Bvrp6rRRkCP+LzMzlwn7FHv3HSDFZMJoEAqbgwf3k5OTR0dHBwZVOsGwWInLlVL6h3uQtMRJt5ooqxQcekZGOi6nk+z8PJqbWxkeERTFmN1BNBZGrdUQDIdQJPuM+jx+tFo9EpkUhUqFXCleD/sDEEtQWlBEKOhHk3R47O1so72nF5kEzFoN8kSYnVs2AbD+uusZHFETiUd47LHH+Jfk80g3WPi3H97DwX372b/vMEq1SGb4wl5mza7jWNNJ2pu7WLVs8fQ9qOUSpDIpc2uqiSB2EwqlFE/MjbUsG+Rxeu2CQ0/EZaybcxFpZivPvPgEk3ahfsnPLWBqyEY0GmZobGg6B1BcVIBnfALHqIO+7l6WrBAWEBNTXiZcPhYsWopCo2Pz9p1IFCJxqtRqGO7rY8uWfVTPK5umcvpGhwj4Q1RWVYjdTjLx3NvbSygUor6+nkAoQnLjgwI5ft8HK/Y502P7oyIQCBCNRv/upiOfVLplBv+Ld0oin8Lf+/1+FFqmCLADf5VIJPXAEeAbQEYikThV7z0KZLzfgeLxOFU1lQx29gGiwXNZeTlStRJTWipGk7iZnTu28crrL2DSqznRFMdgFD/sREKCLEtG0DeFwaBgeEhww3qtmt7uHkLhKPPmz6eva4Ddkv3JzySora5m4+ubMBqN051YUlNThcrEaEQlU2G3i+Cu1qnIycnBH/QSCke5/8/CLKugoIC+3h6MRhMej2e6O3okFMQ+OUGK2Ywp1YR3QgS6xsOHkCkVBPx+HA4HOVki+esYHUOvVOKMO5HLJChUpzxqNJQX53FO/Rx0SgUTo+P0d4sm3IP9fWRmWFEYjDz01yemTctu++KXOLTvAC7HFOmpFqa8oggsL78YvS6FRx5+nFVLl7NkgWh4/eKGJ/D5PFyxdi0xCaQnqz6PtB5jIuBgzsoFGM16jHoRXFwTbvbt34HfFSDqi2BKeq3v3PgKJoWMzJxsNCk66uqE/DPg9lKQnYHHMU5ebg6Tk6IgKT0rm9Lqcu743l3853/+B8dbmwk7RY7DotTin3Jz8dol9IwMsuNNkY+54LJLONHSStDlxZBbhFIiJkGlXIFJZyLVmEpT0wncyfzAeavXQPwDC1bO2Nh+L5z+A34vqiGRSEw3IZ/B/z9wJtrvfZQRIwfmAncmEomDEonkXt62TU0kEol3k4JJJJLbgNsAzGYTCoWKzByhKbeY00jPyGTCO0VmQS7HmkTib/WaJaSn6piamkSt0zJ3tugBGg6H8Xl8jA7aKMnPZVgnHoTPFyAnMwuvP8TQwDCDg4NMJFeZiUSMAZsNpVKJz+ebbo9nNJjweHyUlubg8fqJy4QsUCJVIpFICAZDSGRSDiYVH8eaWpFJpOi0WgJeDxmZIjAmpAlUKjnmVD3DIzYseqHS6e7tpaikmFgihmN8nMxUwemrJXJys3PIyMggEPJjTDYJyY5HCfh96DVa7CPD9PX2Mqu2HhD8fv2SpYRkMnbs3M7DD/4VgM9c/Vl+/x//zclj/x975x0dZ3mm/d/0XjSaImnUe7Nly92mGBdMx6EEQggpsKRDkk37st8mJJtN/Ta9kkAaEEInYIobbrhbLrIlWb2MRpoZaXqv3x/PxCcnJ+xugGzIRtc5HI5l651533nmfu7nvq/7uk4TD4cvUEOnvW6CQT8apYp0PMGvH/wVAL7MLB/74EcY6hvi3Jlz6KwiWKdVBcpanLjn5gilYmTiQufdYbRCKos8K0GnVlBtE/eWnPeQSUbRGZXUNlYx4Rba+ZHgHHKlAb3ZilohxWoX9xyJhZHIpDz44x9jMplYs2YVJ/aJOr1GpiSnzHLm7Gmu3LqVR554DICp8UU01dRg0puQFyQXTkSd7R1ks3lOnjzN97//fXRqsQY2XbpBVMz/Mrxpa/u18Kc65Eql8jXFrhYy8X9svN7P/40EdxfgKhQKR4p/fgLxBfBIJJLyQqEwI5FIygHvn/vlQqFwP3A/gM1WWvjeD37Ih9/3AQDsTjvnBwfJKSQ4a6ro7RViXI11Neh1asodrRw8fISdQSEaZbOXcu70aTZdtp5CNsc1V1wNwO69+zhw8Cgmcynzvjk6Ojowm0XQlEolnDh+lIqKClQqFZ0dgqvtdnsxGrLEY2mMVi0qrcis3a5pQm4/TU0tlJU7katEqcNiseKamGT4/AAGnRRVUSFRqZZhd9qxOq3kpRnycdHU05s0KNQyjBItVosZjUJ8BCmphEI2hz8cwuufQxMUm1A2lUYFJEJRtEolHR2LqHSK9zQ0MEBz9xIi2TxXXnMlb3+7KF/96sc/ZlFnK66JcfoHzlLpFAlmPBOjIMnT0tXJueMniRWZQFvffzNf+PpXuOvmdyGXKjjZIzauOz70bvJGGaF0iPqGSuYnhbyBQaYkFg2SjMRRylVMDIshodCch8b2dtL5HJMz00y5BZvpomUr0SQLWDRGdj/6JLkzYlgthYRQMMbHP/7PZAt5Gmob6H1VKE/6PD7qVjfTYLcxPT/LlmvFZ5rOprBarcgLMmKRKDqrOCmFw1HmA34i8RixZJJIsfG0/8gRsrnca63h18Kbtrb/dAP44yzsj4/bCyqGC/hj/HHj9PU2x193cC8UCrMSiWRKIpG0FAqF88BGoK/437uBrxX//+x/dS2FUsnmLVcyVzSFPnTgMFW1NYyNjmO2W1i9TtSGU6kEs7NucpYsmzZsxDUtTsjpTJLa2lrUKgVWewWhiBjOeftNtxAJJ9GZzIyMjxEK+EkVDZgz2RTLl3czPT2NRCIhV2RUBOYCBMMxdFoDgfQ0uYwo15hLTbzz1tv54pf+HZCTRRyn5QoZw+dHeOjBX1BmLcFhF1lsb99JBsf7yOfSrFzVzUBxSrK0rBS5Wo1UIsFmtqCRiE3CNz3D2NgYVc0N5KUS9GYxoSrJZrAazMizWQq5PDIk+Ir6Ky0tLTz88MOsWH8ZX/rSfXzzP74JwPDJcyhWrOPZpx9HJiswMyOCbDIVJZPJEA6K0s+W9UW7u1Scz9/3BTZffgXbn9vBDVcKkS6d2oQ3HmTV2ovQ65To8qIEkgmEkKmzKJMFrCVmZotBvNxmY9ny1RhtZg6dPIGjQpzEZj1z2GV6SlQKrKUObHUNANx4y+089rsnOXnsDM9uex5nZTnZpAjESzq6MXc4CUbCFAp5HFYxcZqMxQmHwyxq7eToq4eJFMXm6hoaKbHZMTkcvPvuuy74ySoUClKZvyxwvplr+w/440z979GPcwH/s/hj/ZzXO2j6hiZUJRLJEgRdTAmMAu9FMHAeA6qBCQRdzP+fXafUZCp85uP3Yq0SHHHPvI9Zl5tqWxlH9hygv09Y11ltDpraWtmzfw+5TBqVSgSbaCzMrx/+NRKFlKjbA0VNdeQyPH4vP/jR94kmIxhLDRjtImiiVCKXaZgd8+Cf8lJuEtmt1+vF4igllU+T0osaPIAkJ8Go1HPHbe/hXbfdjqSYoWcyGQLzQfa8vIORkRFMdvHvTw30ojFoOLBrN9ddcRWaBkFHHD47QnVZNa+88DLSdIywXwTG+monlWWVuEdnsRityBGbjUEvI5OLMDvnxWguxVZWhT8khnJOH++htrGRB37/DHt3vsKxI0V54oPH2L5rJ3UtTczMzWIq1spj8TCe+XnKqx3o1Wrm3KL5e8unPkzWH8eIhOnp85RWiA1KYyhhZNjH8pWrkCpTzMyKWr+1xEwwHCecTFHfWIusSOeMzfnxo8dptRIJepEW+Z/1FU6cSgORyTmUagO6KjFTsPbyazn6ag93vPtONlxzDcYSM317DwNgzyuZtwZoWdlF//Q43oDQ6L/n3XehCKdwD02g15vJF01oo4k0ZWVl7Nqxk927d3LZBsH/1WhU/OiB35HL//kpvtfCm7W2/zRz/2PT5QUs4LXwxzr9/1Xm/leZUC0UCqeA5X/mrza+kesuYAF/ayys7QX8veMt0YIvAPPhELqUaLQl4wnqa2tJh+LkcjkyRa0TuU7DpquuoGfgDOfOnaOqTNSe09ksX//G/+O2225lpPccsbTIbCucTowlZm684Qb6z/cRS8cYnhwHYMmqFaSSebIlWeKzYYaHhTytzWajotJJ32A/jYvbL0yKdXR2MD40Tu+5M2QLeZIRUa9WqTRkkilWrViOyaAnEBc/b2luJBqPcu3VV1FIZ9GK6g4rOjrIJ3OsXNTJvM+NVyGy21gsRjAcQm82kEjFUBanStvq6qlvqCCVzRAMx5me9aEtDm+97aa3oTWZmJue5DcP/YrrthQnP3/zW2orKpiamESlU+HzidKwQinjsssu4fjpE2STSezF5m/PseMY5SoksQT5XIS6ZpFZS6VyNEoFDpuVUoeRwUFhOBINhNDpzdTW1HN+YJBMXJTBiCcIoEGRziDPZ6lvENchI8HqsNNQUsOpc4Pkw6JEcc8HP0JnaxeXXnQxmzZcyiWXXsr7D4nM3TUyRmtXO+l4gsE9PqwAACAASURBVLrqmgsyzuFghFq9DUleQiIaQ1rUai+z2xgc6KfMbqO9rYWZYslu6dIlSP8mqjJ/HiqV6oK87QIW8Fp4LfnjvwRvieCeymR49Kkn6Fwkmpojw8NYjSaaqutZtnIFkWKw1pWY2X3kVU6cPUdFuR1bpQjuBrOePfsOY7aUMO+eZmx8HACfP4xKJUMpk+GsKWfVulXkiicYVUGByajn+PmjzLp81BQ3imQuzd79+7E5ywnM+1mxQtAF3e5ZLNZStu/cwZIly7jttncBIEHKyOgQihysW7WSM+fPAvDyzpf46L0f4dzpUwS9XrY99Ii4zpQbhUzN5MgEH7/3w4wPipKTxWYmnk5R4SjFoNVRVbTZa6irJpWMkkwkMFgslCtUqGQiWCs1MiZmJvjqN7/G0FA/80tEorlq2TK2v7wDo0qFwVLKuX5R0mhqrsVsMhAKxojKoLZWqEIaNEquuXwLZ48do/fUcaJF/fxwOE4qkqLcWoJMqaDUIDYDmTSPzmBkdHgCpUrL8sXdAAyfO0tHXRNWjY4jB/ajk4t+Qk25E9ekh/m8imAkze+3iWdhsjgosztIRw6y/blnuf8n38HvEmWqfDhAJlyFVCZh+86d2MpFyW5UZyNniFJaaiccDl+wR3S7XSxe1MHX/v0reL1e3vvu9wCwb98+pLyFojv/GBOWC3j9+NOg/nrXy1siuOv0OjZuuhxlcaAnGAjgsJTiD8wzY9DR2imU/4ZcE6QLGZo62/C6pzl0RDArdBo5RouRcDyBVKng1ne+E4C9RY/URR1t+EMBevvOUtkgApqkoODc6T4CPj/V5eVo1IJ1YdSUkCRHMBYh7U4xWXRKMpssfPgDH6HnyAk6OjuZ9Yh6td1eRjqZ4tSJUxzav4/+InNkYmqMRDzKb37xIPWVVSxqEMNTqzsXMzXhIubzMjszjdEoaIepdJ7q+gqcdZVI83mkGiGg5Q34mJiYIJ3OUlVTRzKV5vzIAACLli1DW6Inl0hjs1s5d64XgL6+sySScTZctYW2pV0c6RGj+wajhulpF9dctR6pQorNLjYQbyxIKh0mmY8hUylJxMXJwKIzI00FuP8HP6CxvZ2yMkGp3LH9RRqbG1BrtcwHwjz91DYALl65nHAwwPT5IRa1dnLyhPh8HEY7vVPnuXTVes4ePIa/2AR9+PH7Obh7L8ePHeGiLZfiC8xSViV6FlFpmuee3EZDdwut9Y1cs/UGABLzMcKeIBo0xJNZDEWWmFanwe2eotRiorKsjHhEfEHC8xGkEtnrW5gLWMD/MN5otv7HeEsE93y+QCQY4qprrgTgg3fdxbbnnuel57YxOTXFSLGUUllfi1SpYN7tJh6O8KtfPQAIMS61Vk1NXS2h6SmOHRXBzGww87ZrthIJB/n975/BbCghVaQkDgz3Ew0lUEpUwooO4YhkK7cTysVIh+ZRIOX4IdGknPdHuOMdd/D+93+QSDhKoTg8Mzo6ilqtprm5mace+x31zULT5I673sPhVw+ilCuodDqZnxWcb7OjnKSlhFw+i1arZ8PlWwCIJmOotAqamusgl0FRTDYz8SQSmYI8BbI5SGWyrF0vmoWpQoGNKy7hhW3b6Vq0GNeIeI3eoQEcDgduj5sVhjV0LmoF4NSZU8z6prl+7TVk8hkSGVEeaa5owOWeQK6RU9PQyNCIeN4VZgtlpWa2bXuRZ57dx8YNwgFqeGiYcms5nfXt1FYp2OUWQ0nHDh7H3lRJfZkT8gXu+bBwQwoHIxyfD/PN73+Hj33u//LVy68A4NGHfst3v/xNyOf49a9/g7OlgjWrhZn32//5Hp7/3eM88PgzLLfaGS/emyIrZW33CnpPnCBXyDE4JJq8DY21PPnU4wz3n6e2qp6pcVGWiUUSZHPZ17EqF7CA/3n8QRjszbASfEvoucul0sLijtYLOuKlZjOTE2OEw0FSqSwWq2BvKFQaVCoN09PTSAsS9u8XJtW79+1l1j/H6vUXMdt3lsVtQoCs0uHkyceepK2tDa1ORyAZ4We/FoM+Z/r60cjVROcjSNLZCwYfWUmWmbCXps4WzCY9Oq1gmryydy8fv+eT3PORexk4P4xaKzL9T3z8k5g0Op5++hmIJ3jsyd8C8L2f/pDKqjLufu97CfnmCflFsJmammZmxkP/wBD3fOwT+MOiBFKQFQiE/SRTYWwWE2Wlov9gMZYQjyRBKsNsseMPBFCrReTvOXOas70DbLh0Az/60Y+56+4PAfDSzu2EghEOHDjEsu4OSooMoaHxQerqqzHoVMTiIcyl4ufNXd0kUxFGhoaY98SYHhKGJv7xWUoNkMqB2lBKNCEaB1qlimwmRnVTHTe/4x0XlOkOH9jHqYmTOAxmrrxkA0cOimlgpUKBs6ya9vZF1CxaSrDYx3jpmRf59Y9+xtToGHFJhtK6Mjxz4jmVWSxUG82MeNw0LFlObWMbAGu7V1OqNvL7p5+ipa2JQExsLA6bmfMDfTz92FO0tXTidIgT2vPPvsRsMkYim17Qc1/A3w3+O3K/f8CCzd4CFrCABfwD4S2RuWtUqkJDRRnTRc3zErMBrz9CfbUDjUbD1HRxMtJgQKPRYTGXcqLnNA88IMw67DWVpKUFnPW1nNm9g/FhIXC1tHMp+3fv45LL1hMIh0iQY/9xMXTonplhxwu7WdzcitNqZ3BQ1LGzkiyNi5sx2c201DcyNilq7sFABGlBSkdHF//6hS+RKzbpjhw+RnDeT0djM80N9ZwvWgV+7T++TktrI+7xSfZv38EV12wGIBKJ8MzTz7FixSqC0RjTRe30xpZGWttbsNksqBUSUsWd26TVYzSUkEdCIBShf3CQRNHYOhgIk02mWLVsNb9/bhvV7aL8Ur+ojVdeeYWZkVHy6TS1TVUAOBsq6V62CO/UBCqljHhCsFzKOxYR8s9z/HgPBp2dJW3CAMDdN8DI6WMYzCb6ht2EE2Kt6NQ6/IE5qstLiSRjVFaJLLmtrZW4NMDyjk42rLuIWPFUkstkMer1uNwefOEoL76yT1xHrkMez+PzzDETCXB8aISOxUI+WC2XUVGiw1hRTkwiw1EumDdXb7ySZCCKe2ICvVnH9Ow4AEaDGil5ssks7W2LOXpQyD5//Rv/QVomJ5nNLGTuC/i7wZuRub8lau6VlZW87ZoreeTXQuuk2u6gu7WVVCJGOBqlq0n4Z0rkCgbPD6HI5ZECCrk4eCzubOfomVOo5TJKS0yYugTrJhNPYjYb2bx1KzteeJ5//sgHmSsGxpq6evISiCcTDI0OYS4RZRmT1UhlhQODzQjyPNGY+Pdj42PccP0N7H1lD5PjI+iKZZyLLr2IWdc0Qe8cnjkfP/zJjwEYGR9jYnIcv3sGo86IxSQahdYSG1qVHo/HRzSZuCCidfkVHyQvKbB/z17aWptRF+36pmZmSI6NUZBIsTqcNHe0sesZ0cAss9vRK7T87pcP46ypZf9+YUe46/hhKsrKMWiNSOVJVDIxNFNXV0cikWDDpetpravlO9/9lrhnvYmzJ3spMdqprWtFXlRmXLZqNeuXd+PzzLLlGivRrOgz5DIwfLKHqbEB1LIC3mlRDzfo9Lz3rreRTaYI+LzYLKLs88K25+hq76TKWUksFua+T38CgP279vPIzx9mfi6IoaKM1SuXIC/a6ZUYTUSjs5w9dpytt93GyJh4jdve/U4aK2q56vLN+KNz+Ir2iLlcCU6HHZd3ilgiTqldMHskAJK3FltmAQv4z/CnTdXXS519SwR3uULGjt07KCla2skLBbzjYyhkMnw+DyU28UXNU8DpsFFVU0swHMLlKho/BwMYNGpigQCBcIChvkEAFrcuRqPRcP7kSfKFAmazmU//388B8Nxz2xgdGEGjUZGXSVFoBG1v1jeD0iwjVYhxduD0BZ77He+9jbkZL61tDRw6vJct14gRfbmswMHD+xkdGqaqvIK33bgVgG98+xvceP1WRkcnWb9sGb/9lTCh0OiMZJNZ8pk8WrWSqmoxufqbhx5k+cqVWB12pibdLC56g3pnZ0hnUlhsViTyPObSEpYuWgzAxo0bOXWkh2w2SzgUQV/sAwRSSWymUqRSDe6JMfr7xalkzOvi5rdvxWq2Q1aCwyjYMn2nz7GooZP5uRAjfcOsWycap/F4gpjfj1qlIpVKYCny4i3GMmTxOE1VNuKpCNYaITOQRolJp0dVUoIknyMnFTX6VWtWkU7ECQbnUchznDwqxMFKTBruvOsOfv3wY4zO+fDOTnDpBjEjFI7FOHG6l7LaWtKFHB2LxPNorW9kbspNOpMgl5fQ1SmeRTIa5cSxHox6E+FQhOHREQAyLMT2Bfx94Q/+sG+0qvKWCO65fJ6tN9zAg9//IQCVFgsVFjMKmZS6uhrWbxJf+MmZaXQmM3pzCeFknERW8N/9wXnyuQxldiszFvOFAHv0wFGc1U7OD/Zz6/vuZuXa5diswh7v1ltuZmpkDIkEmttaUKpFpuzzq+he3k04HsSX8FBdLgLXsdMH0So0LG7rwuG08PiTDwHQ0dVNlgSxeBClyondIRqh8z4PZqOeazdfRpXVgbIY6Hw+P7FEjGg4AqoceY2gHaqkSp589kkc1kp0Sh1apdhsPO4JysotOGwmfL55njlwkFuvuhGAVw+9SktLK8svWcfRo8cpqxRUxYLPg2d0EkUuh0QqR60TYmlzgRDjE25s5VU0lDupbxABc7r/LEqLipnhaVzjo0Q6hS6LKgepSIyAP0HXulWEi9K53vkZJlxTOI0KLGY9jnIh3RBMFpiacWN32CgrszM4JVQkm+rq0MqVRENhgvEYdrM49ZzqOYNKaWDlZWuQDg0g8XhIyYSUQe/IOSRyFUuXLaOlqZlnnxUyLrWOCnxeN5l4hNWrV+Mu8uJzyTRKiZKN6zfw+JNP89y2FwBQK6XEcvnXuTIXsIC/Dd6MWYi3RHBXKpVEYlHaO0RQWb96Ndl4nGw2jdPp5NBRUScvr6jE5XJRmJnFHwqSk4gvbSgeJZ3NIpHJCEXC2K0iI9UY9HQvX4Y/EKGuxkkuk+H5p0WQMBkM/OtnP8euXbs4cvQQV1wrKIlpaYLevl6sjhKq6p04HCKzHhwYIhSZJxDzsXvvSzzxjLjO0hWruXnrjaTSUZ564rc88LOfANDa3oFJr2HFylXMjk1yxRaxQb3w4k4s/gCpTBKVXklOKhhCtkonF2/ewNC5MY7sO0pp0equRK9gemQUn2uKiopa6svK+eWvBQVUa7HQtrKba26/gdOj/YyMiinbcquDXCqNWqnCUFpCXCGCslldSSSZ5l/u+3caK6v46r99GYDYAz/j61/4GolYmre/6+3kk2LTHB6doLO2kXRSQTQRIy0TZZlCQYZWp8JoNqA1y8lLxfX9sRDKQhCZRobCoMYbEtO6DTIFKFRMzHiYD4SRRcT1rRUVeLxzyE1all2yCqtnhmBRh729q4l0MI9GpSUaCjNSPH0ceHEHVQ47a1avxmGzIs2J135520vs3L6HdDLH1NT0BWtGu7WUhD/0OlfmAhbw94sFtswCFrCABfwvxFsic8/lckiR4C/qtZTXVvPcs0/T3NzMzkOv0twoGqrZVBa5TEkqn8fj9WK1i3JARWUlBQlk8zmam1t46NcPA5AMJYkGE/QPDlFdXcuJk8c5dkxow+vVSp5+9Em6lnWz4fIthGKCOTI6OYHdUcL46Bh1iyvxeQWbxVlZht83j0qvJEuOa28QOi5OZxVHDu3D6/KQiIfRqMUjVSmkjE5NMnK2D7NKR/+Q0GWZ96foXrWc3qE+pFIZnd2iZmywGlHrNXR2dZIIJshlxFDV+PAssnyCfDaHd8JLLivFVDTfaF3aQSifoKqhjtvf/14O7xAslNHe8yglMnyBOQwaOzmFyLg1Wh0FhQrX3DxT026mA8LbeXBgiFwmT0NNNRVWK2qdKAnJKxwUCgV0JjMaox5dUcfF55pHLskzOe2izlCLUiZKWnanA1k4RyaTwePxoNUKPZizfYOEffNEQhHMZgs6neitbN+5C5d7lituvJ4oWfx+H/NFx6qK8nLyBQXh+RDu8Uk+cc+9AAydO0dLbS1jYxM8/PDD3PHOOwBYvXINNqONOc8cSpmSuppaACSSAmnP/OtbmAtYwN8x3hLBXSaRopSrSCRFQIuls1x6xVXUN9XTNDvLlg2XA/CZT36KRW2d5BVSXJ4weakIKnmJFLVGidvtRq/S8rEPi0Cwd/d++vuHuPiS9eSkcpKpFJ/65CcB2LPrFV5++WVGRkYJp+KoDYKlMTQ0wkA/bL5sBWFf4EKZwGg2C3MIjR5LqY2GGkHNkxQkVFc5yQRikEiDVARSp9PJokVduEcmkeUKtKwUQzjbXtiO3mamLFPF+alBMlLxEaxadzHuaS/THhfXbr0Wu0aUZaaGz6NTSJkcn8I/H8ZmrSBVKoKs2VqKRC6jf+g8zupKVq9eKe5txz46mxrJaKRk5AVqigJeCpUct9tNmd1OaG6OL33jqwBMDw0TS6dpbGvAaNIQjoigX2a1kEpkkKmVzPp8lJWJzVSZz9Le1IDL5cLicOIt6uenCgVshQxhf1D0RvSi1j8zOcWBPQdZs3odc74wBw8ImqLL5ebU2RG0JftpWdJBc20j/TFRc08GwqiyFvRKNWeOn6KiVPRKSgxG5HIlKq2G6ZkZPnrvx8TztpZz43U3ckl5Oc++9AKDo+MAVJbZL7g1LWAB/0h4S6x6hULBokVdjBX56cdOnuKej32UZC6D1VHOo089A4BUpaGgUBGIRcgACqUIcnv37mdqfIx8OoM8nWTGJXRf7njXe1jWvYacRMKHP/YJFEoZixYLi7qrrr6W20+cAqWcsZlJ+oeEgFdXVycjfacJeue5pGMlhnYxHTvudlGityBBhlQhZ3RUNAvNRjPKjIT21jbUrQpOnBb6Lk899QzdK1dSYrIwMT5KR5cwqHj7u2+jb3CEJdUrueTaLZzqPwXAzlcO4iwrJ4+EXa/sxF70JVVkc1iNJpo7lmI2WTl4+BhurxACq6iuo0RlIB/PMDftwTVVlDjQKUjlEsxF5tGqSsgVDUrSiSxkUmRSUay2EqxWQVW88ZOfZNJ1D8lCAovVTCIqMt1sMoFcrsRkK0Fh1F1Qfxw714sOFfOxFFV5BRq1COImnZL0qJtEKEK5owJzsZFb213J7ISXurpGHn3sKc6dE/o78WiMynIbbpeHV/Yf4hOf+jgfvVNIFnztq/9OabkTg1pLTUUlFE1TCtkCHo+Hjs7F7Nqzn1yRCeP2+vjCV77MB/7pA2h0emzFzSCVzrxh1sECFvDXxB+oj6/Xcem18IaCu0Qi+ThwF0K1txdhaFAOPAqUIoyF31V0j39NFAqwedMV9BwTQlOBcIADBw6j0Kh58cUXISsYJdNTbgwWG9NzHvQWHSU20Tj1e33k4mnWLlvJT7/9LarrhEiXQWfm4MFD+CNxtAYj45NjPPb4kwD882f/DyU2OyV2K42L2lHpxEYxMaqjvaaaXCzK5NQweosYILBqS1DotaCSI1HIyenEqaGmsgZiGUKueQ4dPkB5jdCWqWtqIl0AtclEibOScPFUkkxnuGzTRmLZDDv27mXtOtFobWiqZ/vLL5HL5LA4bDitopF7tucUJ071sVllosNWzatnemldIoaVlHk5RFOUac0YCgpyTjGsdOWVV7Jr/x5sFQ46uzrxzgg5gf5Tp2lqaUSaTRMORBgfEpHxlpvfyVe/80127Xye82N9OM0iMMqzBbzBEAZJOaFwlMisuI4knUShUFDlrKKAgnyxqRkJBMmEQ+hUSgq5LOqiKYVMKsVZUcWEa5qJaTe5IjdRazSTyhTIhpJkU/DYQ08x1Cu0Yiqs1TTW1hGKRcmncwSKJSRJvoBEp0GuVqE1G3nPXf8EwPVXXsuxg0eYmJhi57N78RTLOxajGdnryNzfrLW9gAW8Fv5gufjHJumv1wz7z+F1B3eJROIE7gHaC4VCQiKRPAbcClwFfLtQKDwqkUh+AtwJ/Pg/u1Y8Hmfl6lVoFKLWu3Xr9fQcP4lSo2ZgYBCjTtRuC1Ipl2zcwNHTJwk99wwv794FgF6mwDc1g3q5jA/+092cLfLcv/vt79CxtJv5aJRUJo1SraWtUww4hX3zWK1W/OEoFp2V6qI70PhQH6lonBKNlkUNHQSLWW+FvZK8UobKoGPYNYbRJLLeUCjCqVePsbyli9HhMSpqxITl4iXdeEJBUkhI5nOUFwOmUSJBbdDxwrPPEwpGqKsV/YSenpM0Nbchy6fpbGhEJxPPYuWKtZTbK+gfGuXwsR5kBiM9PSLbnx4c55Zrt+LzebBYS2lragYgFYvRvqidc5MjTLsm0Rbdijoa6rHaShl3u9DrteTS4t4+9/l/ZePmi0BRQKKQMnBenGK0UgUNrR2EoxFMVhvRIqXQoteTjaYx6oxEI0kMDpGhy5Cx48wZqpobmD0TwOcTAXnnS7vwB+O4PD5UBhOZYiKt0mhIJFJYNHqam1sZGhoiOC/6Lsu7l3Gu9yxrL70YuVeGsXgKCIeDjE9OMhOYZ9PlW4iExGnipw/8nKbqOhRKJXkKGIoG4xKJhGz2L/NQfTPX9gIW8FrQarWk02kyRYvPNxtvlC0jBzQSiUQOaIEZYAPCUBjgV8DWN/gaC1jA3wILa3sBf9d4IwbZ0xKJ5P8Bk0AC2I44qgYLhcIfNFZdgPPP/b5EIrkbuBtApVAgyWToWCpMH3RVNZRoDOi0Wt7d1IaqyGfv7zuN1zdJNOaBLGzZeDEA3YuXcmjPITbdfDPjfbPMBp4GYGTbNnR6BdfdfAuFbIbnn3mWTZdcBEBGKaWg1pNN5QnOZykvFVnv1mvKiYXnOXzgIGZ9ForGFaFEkmgkhU5fikWbx6gSR6c9u3fz24e3c6hpkLlYjivaxD2UNzRQns7Qd/QoB5/bSbJVlFKMZhPysBRzQUNtazUrFwu2jE6lxGg24ZmZ5fCxXlZ3C+MNlc7EzIwHWS5Hrd1KoqqCQJGdsnRRJzVOByUWLXmljJxeZPt7z/XQ2tyM0aRnpL8Xeak4+eSVWfKKLBqTjmRBRiAr9vbE1Hl+8OU9/OhHP+HAK0eIJQSbRWsr5fSQi8XdnXjHhsjHRCYeS0eRK5Q47KWEohnURQ0Zo1nOFz/9DWKxCLMeN0dOngSgsryeKe8ZzGUO5oMBzBYx6DUz5UOjNBEMJVAoFNQ5m6kqE6WlvhOjXHxDN1qbAYeigukpoS90qqeHjrZW1ixaypRrDIoTxFaDikI+xf4De0lGYiiL/RidTsdc5C/jub+Za3sBC/jPoCwOK/4Bb1ZJBt5YWaYEuB6oA4LA48AV/93fLxQK9wP3Axi02kJzXR2uom77jh0vU5CAZ9rNlRs3UmoSR+yBgUGaO9o4ebwXo0GJUSeanVXOOgKtQQIeH45yO0ePCqu2DRvWk8yl+PSnP01TSzsf+ND7SSSLglwWG6lMlkqnhUyiQC4jSqclpVZi8xAKetDrS/EnRPAor6hkRUMjY65JBl/tR6EQAba9tZ3r35bipltup7Khhe/84EcA9Pf3Y1RrCE1PMzI2yvi8qFdHwzHIg1GjpK2tjZBbuCrZneWsWLOapc2dXL15C3v37gXA6izHqFbjGhrl/Lmz7N+5E21RKmHx4lakcgnHThxn5959dK9bA8DFay/i4nUX8R9f/QomY8kFDR6ZUovX40epMzHj8jISFNOdDrUCtcbI0888x8yEB5tZ9DL0ej12p51lK5bTe+Ykpw6Kz6eQTGExGkEuIxL3Yy8Kh0mlMeQ6OTZTKRmSuN0iIKuUegqZLDa7jUQkRjYudOTtZjOxVI4sSdKZOKXl1cQlIhDXtlfgm5vFH/ARDUU4clTIB+tVGlxT47wc8CKVwnjRdUurN1JRXoN3dpZsJnXhSyOVcqGm+d/Fm7m2F4TDFvC3whtpqG4CxgqFgg9AIpE8BawDzBKJRF7McCqB6f/qQoV8HtfkBEqTyDBffP558c5ykEtGubpo7rB50xaGB0aR5OTEQmnqqkW9+vCho0hzBWRyOUqdgjXrVgOQCHmQa5Rojhzmo/d+lJrqaibGRMNO558hK5XS0taFTC2FovxANhkiFPbS1FhDjBS5opepxe5ArzdiNZXy5COPkypa/y3q6qCzaxkVlU6USiVLimwccnlSkSgxjw+ZSsnXfiakFdqbW9j70g56Dx1jcmCUxx4S+u9GhY4fZ7+DpsTIxuuuxOoUtMNlK7pZ1NKGUqOk9+QJ3nHTDegsIivVa/X4gnOc6DlFU1Mre3YJnnsimuL4q0c503OazvZG6prEqWE+EiJBgFQSSEtRS0RnPhxNYS418/LLe1GhYFwmWDf79++leXEzS1Yt4bZ3vYv1Rc2ZTDzCicM9zAbmSRdSLFraAkAw6CKaizIzMYVGqUKtFQ3Vx596mfLKcqKeADFfhFyxBG6zl6JRy9DbDOTkWZytVsZGBGOqprKG2RkXs94pcqksRpN4rzazFY1KyfBgH0qFsEoEyBckREIBKBQwmUxkij6zkUiEfP4vlh9409b2Ahbwt8IbCe6TwGqJRKJFHF03AseBV4CbEKyCdwPP/lcX0uv1yJIxigkm1127ifbODkpKSsgl07jGRbBJROLEIwmSoSSLWhdTVip8T7/0+S/yfz7zWdQ6PTKNFO+8yIY948M0tDZx35e+jL7EhEwhpf+c8Dj9+S/u58TJs6xZu5bW9g6WrxJlkK1br8Ns0jM5PoKxxsmd7/8AACdOnCSRSPDLnz1AeakNrVYEWKVEwROPP87Dv3ucpuZ2dNqiWuTai7jhuut4PPY7KmprmZsV6oWGJd2su+Ri7rz9vaRDUfa8JJrCo4NDjI+PMuqa5Le//C0IujwanYLPffZTlGp1jI0OcvVl6zHVihOLDCVnTvaSl8CNN9xMPCWCmM1sJ6XSEw+nuXzzNSSL5JFEnwAAIABJREFULlODkzO0tS2lv2+IFUsaePn57QA4a6opK7ORzUhQ5iAbFxvX3HyI8mCEKfcMQ6OTRItyApX2Uq57+43MTPs5e/YswYgfgFg8SDqdxWw1MTfrY+VK4T+biBdwlNXS23uWMnMps17xLELxOMYKG/YqOzqHhoaWamI5cS2dRcGKmiXYLBbO9w/TXRz2GuofpLamhXDQzpzPeyFDT8YT+Lx+/H4/eoOZXE6cDjLZDILw8hfhTVvbC1jA3wpvSM9dIpF8EbgFyAInEdQxJ2LxW4o/u71QKKT+s+vUOisLIfc0N9zyNgA2XrWFUCzM5s1bmPf6LuizP/7IE6jkKsbHJ1m2cgXfu/9+AArpFOFYlHQ6yfEzZyhViD1r/NwZJqZdqCw2tr28A6/bxY3XCA2ZV3bvoKqyhmgsyZm+fpQGEazVOjVauZJ33ngrtd2dxBPira9evZZHH3mUr33x3ygxGrEUS0Vf+PJ9hBIJXtq5i+PHTqLTiJ8H5uYZm5zg0s2XMTwxwtIGwaLRmYzMeL1cvP4yuru7qbKLsu34+SGS4SjNzY1k8hk8fsHVP3PuFE11dXz/61+jvryClV1LcHQLqqdaruUTH/8M0zMxTEY96ZTouleUldFQU8O+ffv4zSO/orGo87756qtBrsBqseNxzaIuSgE7GxuIREIEfF7i80EsRXVJpBl0pTqMDiuRVIKbbxL9w662JvLZAlPjM7Q3t2BSi00lHp1BKpVjNhnwub0E50UJbMfLr3Lk1RMsX7YCo8nAijXiZPW9n/0Efy5JiAiOBjvlNQ7kxUCslKuQpSTU1dTRc/w0WzYKC0a3y02pyYLbNcWhQ4fIJMU919c145sPcvTISUwlFhRycW95CkzPecjm839RbebNWtsLZZkF/LXxV9FzLxQKXwC+8Cc/HgVWvpHrLmABf2ssrO0F/L3jLTGhKpFIuGjtWsbHhT57S2MLw+Nj9PScoquzi0ceFmPyJw4d4Qv/+nl6TWdoqa3msV8KJyaFSkV9cyNKtRalSspzRXlYRSbNzbfdRs/5IT7xyU/x7O8e4+yZcwDYS2zc/Z476TnZS0NDEx3dwph5xufhoV89jHs2gHbGy/C4cGKy2cv52Cc+wbe+9S2QSXH7RGnhhZde5JOf/QwDQ4Ms717G5g2bADh+vIexqUlyKgk3Vr8d5bQoNwQiYdatWYPDWYGzzEFzk8jCPdMuctkk8UwCq91KWa2oua9duxJSSX7+9W9y0xXXoJXKGJkTTd7e3qMkUnna25qYmpq+4APb3t5GR0srOp2G9rbF/NOHhLdqIS9Hq9YzPT1NmdXGYL+YFN183ZXsePlFoqEwRq3hwlxBNBbAO+tlas5DbXMj3//+98Vzlea4cevbWL3sYro6F/H8U48A4Bo/xxWXb2be7SHiDzHUJ6Z4pfk8zjIHL25/mVtu2MqMaxyAyfFRTLVOrFY7q1atIp1PoS+yXMaHxvHOzGAxW0gk03iLQ0nLVq1mdnqWqoYmRidcTE8L7Z/lq9cy4/Zx+sx5MukCKqVY2nKplPzChOoC/gHxlgju6Uyazs5O6oqOS87yWuKpPENDQ7x64CDDw0LKtq6uBvfUGM5yC0889hsqqwVtTqpUYbRaqW9owlppQ18ssdiMDg4fOcKkL8gX/+2rfP5Tn+b2m74OwLe+/hVsFhv5bI5kNMnenXsA2HjlFbS2LeZb3/spH/j4+/jmt4Rb0T333ssPf/hDuru7een5F2lrEpOoAwMDTE6Nk0hEeODBpznfL+QHSu0OLt1wGVM+N2fOncXXK+z3jp84wdXXXkNwzkM6GMBf1EAxaDRsuvpKcrICY65J/GFBO0xnNZw9egylXEEmnqaippYv/uDbABw73kt9TRVarZ7Kykr6BsTwlj80RzQVYeOWyznT18fsjHB7amvpJBwNoZBIkaugY4lohEZDXuQyCMfCVFrLkUhEc1kuVyAtyLGY9JRaLPSdE8NNNouSwfPnkWZkrF91EeXF0pKGHJlUmnKHg+kJF/kia/C+z/8Leo2JZUuXUVNp45prRIPcE55j1O/l5Ph5wuEogXk/TTVCpkErNXLxukYUChUmUwlenwju7hkf8WQaq6UUU6mNRFoEbplKTSAYIZHMUmIyks2KUpFUmkcqWRA/XcA/Ht4SwT2XyxFLJDlw8CgAAyOTtHR0Eg6HyObSyIq87samehxlFlQyKSa9ig2XrgVAqTOSBaY9XnpPjXPrtdcDcKbnJIlsirs/dDclJaXcfuf7ePyngqo4ODiIUqMknU5z5eZNNHSIunQ0m+OF7a9w31e+Qjw6y7/886cBuPX6Gzh58iSuyUlu+O53+c63vwlAlcPBQw/+gseeeQKpSsH3fiJ0xy+/fDWBsAe1UkV3Vxe/2LUbgLwki0op43cP/RKTRofNLOz3mhub2P7ME5RWOKiorSZTLNWuWbMGqUTO1ptuoaalDZ8/RG2V4OQH5+Pkcjn6zvVTYjFis4mMu3fgDIGon9UXrWHXK7tY0iUYPINDI8x6Z2jvauP4qSPIlOI16qsrWX/JauKhCHly/IFb0rl0MS7fJEOToxh1eop+I9x4/VbWrFpNyBdjfm6ObFoE8ca6BmSaPMFwmHJnGYWiz+zvtz1FNBDl3770GSKRMJMTYqOzWY14UgFy+RT5bIFgMIxbLnRzAt4gNfUVTE3OUGKx0bVENLz9c0EqyiuhUGByws2WzUJUTiVXMznpQooEm82GxyNOVtlsGql0Ibgv4B8Pb4ngXgByEimhogLjpquuYsnSZcx4Z9CqlZztOQZAW0sTRr0Bz/QkEmmeRJGDPu6aorK2Dp1WRXt7N0cPCxu3n//8QS7euIV4PMYN119H0uu98HcWWymzcz7WXrSGfXv2EkuLMfb1V11Nc2sTnUsX8fEPfIs1q0Tzr8Jq53AoglVv5MZrr+Xw/j0APPLY0zS0VdK5pJ0zg32s3VyU8HUYSaYiSBJxtv/uMeZnBGuuqaaK0LyX+rpKbr/1HcRCwqM1n8rQf66P/S/3oDcYMZaKQZ/ju/ezacsVPPrMU0SuymAymS74scYjcRQKBTqNBofDwXzYW3yNRuKpOLZKO2qdgrdvuAGAb33920izWc6eOoVCJWd2XjzvnhNHCEcSGIylhOJhykqFnZ7JVgJ6mEsEmZ6eprG+AgCtWsORVw8QC6Vorm0kVLwHgzKH3qAlLckSzSRoaBUnsZA/hsRZQJJLs3RZG+MuwX6aGB8gkc3StbidmZlpUqkUarU4dclkCvyBCOf6BpBJVFhMQmtHp9ETD8eIhkO0NjZRZrEXn0WMQiqFSibFP+dDoxF0ozl/EFnRj3YBC/hHwlsiuBsMBpRqFSWlguL33LbfMxec5/bbb+dXD/ycxkbBNHE4ytn9yi6mxkbJ5TOcPSvKBDUN9XR0dLB3/z5s5kWM9gsu+/vuuhtvIILH4yXsC+IZGiaXEVnmuvUXU1VXzeGDh0mmYrhdorb+wM9+zIwvQPfqFXSvWsFDjz0GQNeSxbR1tPOjH/0Ab8CDPyEC4yWb1lBRV4ErMEuVop7lm8RpQo6EU/sP01XVxLRrCqdVBMxcMkk8EqS2uoKaugr884LVkY7H6FZ3csXmyxg8N0S6WFboHRjmoV/+hlN9/ay94irkGjWzRQGvWDSMzWYjr1IxOj6Gyihogf5okHgmidVppW1RM//2JeEbG/IEUSAlmUqSyuVZ3CVOK1ZkDI2NYyq1EIsmScsFR3xoephYMohapyYQDlBTJoL77LQba2kJV161nrLyUoK+cQBSuRgWrZ1AJIpcq8UfFZOr/lCEusoa1HIpR071kCsUjwByGVJJHqVaSYXFQCSaIBAS5agcOYaHh6muriHkj5MsDj61N7Ry+vgp9r+ym5aGRlwG8Vkb9CYic3OoJBKUsgIFxOesUErJ/XkywQIW8L8aC+fVBSxgAQv4X4g3xHN/s1DucBTeefONzM6JeutHP3YvyWQSiUTUzbXKogGGvYzHHnmYZ595npaWOqRSkZEFQkEuXn8pXV2LiEcS5LPino6c6MFeVU04luFD77mTNWtW8Z4brwXgpnfdSlYuZ/8re6i222hpKaozDvRzdtyFzmJjcuQ8/jnRyBsfHea6667jHbe/g77zA4yMiozRO+8jlgjTtKQNncNIOCO43b5ZD2sXL2fw1dOUGyzosuK9RhMxJqbGGRjow+awkirKIcikEpQFCauWrUSr1BMMijJReWUNj/7+eaL5AssvuYTrbryJoYNiFP9zn/scGrUOnUFPIptEXSJ0KUoqSjh68hw3vG0Ta7tW8MvvCuHChC9KNJZl8bIu/Nk0Q1PjAKxta2Nmbo4h1zR6k5nycnHKCAbdtHY0MjnhJuiPsqhRNGCry0vp7GihtraeXDJNebHWHwvOItM7cDrLMZvNfO+7Yir3wQee4vrrt/D5z32GVDLMjh0vAzAXiZBWyhjxTOOa91Bb00A6Jk4N6WiWsvJS0ukMa1deQlmpKMucPztAeM5PNh7n+KuHaKyrFc+pzMnPH/wFyVwepUFLVibWQCAeQqY0MO8P/k3S9wWe+wL+2vir8NzfLOTyOXpOn2LtRaKkYS4xcPjwOZYsWkwiFmFqVARYrUKDXK2nrKqKd9/1QbJFNsbunduZ9XhZrdYT8CYYLg497d59EINtBLVWy4eOn6HBbuOiiwRNubG1g6eee55gNMGSdgexogCVUqmke8kSduw7SInOgKQox+lSydm5bzebbria93/4o9z37/cBMHaqB0eZFYvRhHvWQ6Io711qKsWgNzE67ebYZA+blwndF7lCilSmxGq1o1IosZYUp00lEuRSGQcOHcRhd7LxcjG0k0NGMptBZzJz6cWXcOzQQSq1ovyyZfNlnB8awTfnp76tmVC6qIPjrKEpHuLk6VO877Zb+dSn7wHgu1/8Jla9FotGw0DvEMaiMcD4yCjxfI7m1iZm53xIVCIeVTdWotQpqG2q42zPAMGw2HDSiSjRaJi+gX4KuSzve+dNAJQ57ZzsnWf7S3spLS3FPSvKMjmZlKdeeIWa1kWs6O7AUi3on/6RMWRyCclElsGBYSoc1ZQU+wnGMjORWACLuYRAIEBgRqwBtURJdbkTr8tFPpPGViKklwuZNJJcFrVcQT6fQ6oQh9JMJo/Bont9C3MBC/g7xlsiuMdjcU6dOsn7P/xBADRaLQqFAqlUypzPj8Mummar167j0SeeosTuYOm6dUTCopG37pJLyaVTnO45idZYQluHYIfoTTZ+8/gTyOQaJlznqXFYqaoTFMZ33fFeEgUJ77vjXVxy2QYOHxK6LD6fj9Xrl3DZpquxSfI8+8LvxXsMh9DbzDxw/8/Q6/UsXSR48RctW8mr+/ew/cltbL15K/Ki/6jeYOClJ1/gfO8Q8545Bo6K/gAyqKhwsHnjpTTU15As1qWHBgeIhqJY7RW0d3VxZkD8++4Vq+la2Y3DWYVMDl2LF3HPO28B4D3vvZOp6RniKTeTLjfTRe59WgYtzR1UVZdx7Ngxrr34UgA+/dl7Ob7vCBNTHiqMWgoqEdzz+QTl1grOTY5TVV/PshWiKRyJenFWOziw9yiRcJjaomKjXqugrrGBG296G+H5eeJxIUswMTLKs4/3sOfVoxQAu0M0hcucjQwMj/AfP/gpZpOGD3/gTgC8/jCe+TnGxifJJvO4p9zMCDkX1ixbi0alQSZTcOzwEbRqcTq4auMV5OJJRsfH0BsMtHd0ADA4OITOYCCZz5Mmj7RoXyiRgO5NVNpbwALebEQiIgYYDIY39bpvieCeSiVJ5QvcW/TDfP8HP0BDXT27tu/FOzuHZ1qwQFqa2zl+6iRXXn8ty9esZmhYlEZKzSai8wG8cwGOHO2h74zgmre1ddDe2sR73n83iUiEo3t38eKOlwD45re/xcT0LJNj4/zk/p8zPyfYLFMzbp5/cTc6k437PnAX61eJ08T4+CiT8x46m5rxjru5833CAejxRx5mcWMHFy1dwa8eepB0UVDMH45w5Ggfe/ftA4mc/dteAODc+QFOnDrOb5/+PXK5jI7W/8/eeYfXdVbp/rdP772od8mSJbnJlnviJE5xKpACCQQylNyhBYbe7uXODAyEGYaBKUACKTBJCElInB47dpzYcbdcJVu2ZHXp6BxJp/ey7x/fjifP3AAhhODh0fs8fixvH529z97rrG99a73rXaJYvGLxYjpaFjB4+gzHe09S1yj43pOhaRa0tdBz5BjJdIIXnt+Kzys0dRLxNEW5xAdv+xDPv7gNtzJaTqcygKwmm84i2UycOi2albqXtrNsQRMnjvSx9+ARBkfFZ25ftoKdh3rQFPOEAhOEAiItU1Xj5vCBg5TyBaqqqogpbCbywmzyuSLV1fUMnxL3e9uWnQydnaWztYlUOsvYtHDUhpKRivIaCqosyWScHS/tAuCCdWtBVrH/4AFcVifFokhnAZz1jlNd5kKj0lLX0ExlmeDSR+IJjDo9Vp9baAgpGj/RbJasLJMryeQliUJG7KBMRtM5Rz+PeZyPeLud+ms4L6zeaDRx5caLOTsqKHL3/uwXjE9MYlQbMKrVlPtFt2aukCeWiNKxtJMsBWS92HqPTU6hzsOHbvsot39ay70/vRsQQ7Avu3wDo2ODLF3cyeJPfIRvfO0rANTUVLN8zTp2bN3G6d6jWO0i4m7rbOfM4Dgmg5NQZIaffet+ACoaaykrK6O1tYXdO3ehl0QdYGoqQDAwwdrV3Zzq7Wd8VGjCqFVw9WVXUFlRx+nhUWxmkW647YMf5Sv/55v0nu5l56uv0Hf8GADPv7ST+3/xIFaziWuuuxarTzjYkfExWtoWcsVlG/nJv/0Hp4+c4n3vvh6AF7a+xEQwwPqLDWh1euqU37E47MyGIqxauZwKtxmXRVGRtJuIx6NcsLqLi9at4gf/IjpONaosK1csIiMXQWtkbFB0liajATKZFE6bm1IqIeYhAi6Xi4baOiZGJ7BqLXhsIh8+NhQgkyuRm8mQzuRw2kXKKY+oNaTTcdxuM3pFglfKFTCoNBjVWgxmKx6PB5td7NKGJyfp2f0q7373ewjNRikV1efOrZFUvLh7D6VclhNDgwDMJhOEYnH0JjN6vYm4MuS7trGBZO53yr/MYx5/kZhny8xjHvOYx18gzovIvaKinO9///ugKPmpNAa+9bd/z/NPPUc6EWc6ILb3A5s3k0WmeeECChRxeZUJ9zoTkck5tFo9M+EJNlwsdMevu2YTn//K19m2aydmiwEpl6Ghtg6Ap559kvKqes70naaptpJCQeiyGIxGzCYHKsnIN775eW7/9CcBuPiKS1m0fBnDwyNs2bKdr339GwBY7DZsNit7evYTjETwlIk8cykPc9EoY5PTPPbk0xjDohiZyGTpkErIqPH6K/AERcqpprIKQ/dq4okYkVSKBU5xPcmRIZLpBENnTnOi5xhLW2vYpkgl5ClgNJn55YMP4HJ78CppGZvTRZPXTjKZJmfV41YaojKZFC6nlcRMCK/bx8YLRZG3LzROsggtTXUksjIGs8jFX3BhN5uf2sxMaJZUqsjCJtEZOz09Rn9/Pz5fBV6bD7+ikLm4o4vTY6+iRqZUKmDQi91NIprEZrVhMakxG1W0NYtU1H1338X0bAyVGezqEpFwjApFfmDn3h5Uc7Ps3bOf3pNnuPraa4WtVNeQSCQ40teLUaumf0gUzylKxIp5yrV6LDYHc8p0qNraeo6f7H0rZjmPeZzXUKvVFIu/fT7weeHcjSYL27bvITYnGBFNdfWcPXGMXDbGd3/4HQzKsOOaujqefPopeg/1MtBzikJaNLas7V5Ba8sCwjOTHJ0ao3tZFwA7trxIOplm9cJFWI0mShS55UPvB2Df4UM88+Kz2Bw25rK1SAXBiimm01x7+SYef+Qx0gY77/+YYJpYzRa2PreTd193DYtal7BWYb+898YbeezRR5kLBXl0ao7TZ0UzVEWli4//r9soZYP4TTn89YJqWVFRQXVVGT0HDrDj6ac50y/kCpYuXcyuV3dSU1PDiq5lzE2IBc1Y0lBu86ByFmhpbqRYKpFXOi5dbgeh8BSSVk2ykGE0KES0OsvslDJBjGkj/pIed058NimbISuB1e1gIhbEpYiTGaNjuDVGvA2V5KQiVp/IAQ717uavr7mC+x58iol0iUxeOGuXvY66ygbODp8g3OBGUxKMlWBggmwqi8luJF3MUKmwVCyyTC4VJRwOs/KyLpqaxXltPj0JlYFkFjyuSmr8tSRDokieCYRoMVcweWwMTVZi2+NC937qTICu5ctxGDz4Kv34a8RCsW/vbqxmE/lcCp3aQTIrnLunyo9BaVCbxzz+kvC7HDucJ849FovQVF/GpFo4oeoqL2NjZ/D77YTnQmxYLtgv8USS2z/8VwwNnsWqN54rnAaCM0xOTlIoFEgZzMwGhALjqzt2cdsHbuWfv/ddyhe0YHNYOalEcRdcsI7lq1dQlGBo8CzZtOCbnx2dpO/Uaax2G5WV/zUic3R8DLvDykRgioIkI6tFRsvssLNyzWoMei1tizr4zGc+DcDSpV0MDY3wxFNPc/3170avFmyPzY8/gclgYOPGjdx0w40c2CdGAi7rWkKZ38eTTz+Fz+fD4RD5apfDASUZp81OZ0cHzzzzDGV+ZfJRbJrEXIrqhnKqG+qIKovdTHCaZctaqKr2kpdlSso0KZPFQmp2BgkZo1pLMSWKjvU19fjtXqangixduYJEXjjG9WvXEYsluOiibvYeO43JKnZWRq2K+nof3Suvx2KyMnhsGIDxoSiSJGE0GkGrYjYsWDThaBy9RkdVbQXtXStxeIVzL6upx1tnwOL0UijKzIWj5/L6Ho+LeDiBzmhChURKkYc4cuww6UKGEkWqq6vPDeuYmpqiUChhMuhIpVLoteJ4e3s7+w8c/MON8n84UqnU2zqPcx7/8/B7nbskSfcAVwNBWZY7lGMu4GGgDhgGbpJlOSyJYZU/BK4EUsBtsiz3/L5zhILT/PpX92BRqHnp5DQel5lbP3wbN93yPoKKkzjZN8TU6Ch+rx+9RssFF1wgjp88SSAQxmgyUeWtZmmnWAwMko6vfelLLO5YQDQcpKzcjVwSC8iZ/tNMhkKsWree+vpm6mtqAchfmCKTjPPgrx6is3MlY8pc156eHqKxGPv272fbjm387GdCbvhI3wlsNiuRcISqunref+sHAWioq6d1YRs2m4M9uw/gNglnXaHIEOhUEluefYbXmsjsdjtXXHEFO3bswOfznVuVPV4viVicupoa5EKRrS9sIZcQC1E+laGm3MnC5kb81TX0D4lCaCYZw+t14/F6iQcD5JUCplqnJ5XJQqGAWa9DrUgxVLid2PRmZgoSMxNBRmfE7NPqmgrUMmzaeCEGmwWbS6R9aivLcVpNpJMZAmNTzAZE8TIWzmGzWMmnMkgaKBXE4mGx2igWZSwuD2XV9fzopz8HYHBkBE95DRUGO9FInNHhYaxGEe1LJTUFVR6tXkKlkjAqrJhQaJbxyRH8FX6qairJZkWxNJvNYrPbySfTzM1F0OuVYR0lCAZDb2h374Rt/7kw79jn8WYi9/uAfwN+8bpjXwG2ybL8XUmSvqL8+8vAJqBZ+bMS+LHy9++E1+PCplfxyCP/CUBLSyu1teWcOd3Hz+++i7KqKgCsFgcatYGG6loSsSQJJa9aKBa57MpNaHRaTh4f4/6fCobL3EwQu92K2WLAaXdjNGnxukUKoaVjEeNbtjE9EeSpZ59hbEwwdcxGA++6ehNLVqzE6q5Eo8jFdrS1smXLFjQuJ1dccQXBWSGje7T3BN1dy2loaqbM66WuUnDB9+/bh0pW0921kqrKGrraOgAIBAL0958kOjuHz+PFpswAjUeixOMxrr32WjweDxMTgqY4p1aTSaWRJIlgMIjX68VmFAtEKjOLXCxwqu8EfWf6kbUibeIpd5HPpYjGwui1WiSlbp5J55AkiVKxSDKRoJQXjnF6eJSIxoxFb2ak/ww6u3AMc5NBtHojOquByYEp5DrhMA1VdUh5mXwySbXXixwWTryQnsPi9pBIZzDoNUQTItq22A2gNTA3G2Hriy+xe7/YcV1+1aUEZyOc7D9FfU0Dalmi96jYWXnsdtCVMLstuK1mLApdLHe8l3gmTl2ZB5VGZmhELGhTk9OUuzzo9UbS6TSS8twaGhowKc1ab4D7+BPb9jzm8efC72XLyLL8CjD33w5fB9yv/Hw/8K7XHf+FLLAXMVC4/O262HnM4+3EvG3P4y8ZbzXn7pdleUr5OQD4lZ8rgbHXvW5cOTbFf4MkSbcDtwM4bVZcZjurlwlpgOq6Wg4e6sHrKSOTSPL4I78BYG42QkvLQp589HFuuP4mEkqe/NSZ0+w/fIh0Pkc2VuDhh8QOoGvpQsqr/MRSMbQGiWaPi0RK/M6JEyc4cfQEs3NxzCY7N94ompXGxkYYm57B5fZRW1PN8WNHABg5O8TalavY/PRTrLlgPUs7RReny+6gob6eH3zvn+hoaeXSiy4G4NINl6A3Wzl48ABbX9jGyUPifZYuXcry5cvZsmULbS0LzkkoxGIx5qJhrFYrY2MT59I1JVTU1jWgN1uYCUe4+ZYPsHe34MZPhycoq3FhczuIp1Ko9SLPXKTA4QMHWLGknaUtC89NN8rMRbGYrMj5NDOhGZEbB7KxDJlcBq9XSyI6x+IW0cWr1euIJfOcHZhCypvpaBADr80aO8V0lGKmhGxIYzEJlceLL1nKC68cpyRnsHs8zCqSwuHsFP6KOmZjCV555RXKysTuaXBwEG95BfW1NcwEJmhprKWzUTByDu8/RFSdxea1U9NYfy7NMDg2yMjZSdwZF9FYhKgytFuSJGRZQqPToy6UUCnaMhUVFTgUvv2bxNtq2/MQSKfT5+xtHu8M/uiCqizL8lsRR5Jl+S7gLgCfwy7bjE5gmi2rAAAgAElEQVQqvCKlkU8WuXDdxWRLJa679j185KNCluB0/wClEhw9fJRnn3mKeoVSp9Wp+c4370TSgstpw1kh2DW7D71K19JOJgKTtC9bhMFiY81ysYDcc+9/Eo/HMYUjRJMpjhwWDjNXyKJWqzkzOEg6maWmUqSEqioqufvHPyUSifChD9zKwd2iEFpVXc1D9/+Sgb5TbFi+Br1KpC7Gx0d58rl7KakkHnjgAb7+5S8C4PR6ONbXy8nT/ZRKBS7fJKYSJRIxnB43uVwOh8uBU9FMyWazGMxmfvPkZn79m8e49trryEjCmZYMWopaFWqriWIxR64o6gk+r4MKnxWtDH67A5tWOPdiMYrFZKaQgzwlTAbBuvF4apDzJXL5PBqtllGFXVJVW0MynSKRSJBMZPF5RYF5dmaaUimDyeQkHI3h8YvGo8984bP4G1+mf+A4Le2NxDOiW3fnq4dJ50oY9Wp81TXoLWIRcpf7mQqGiETmaGioR1WQ2bVNdK9aDVacHj2yHrKlDKWsqEE4PXYKhRwWi4lkJkk4LBhWVqsVlUpFNl8gmU7hUqQPxkaGicdjf6h5Am+Pbc8LhwnMO/Z3Hm/VuU9LklQuy/KUsjUNKscngOrXva5KOfY7odVoaWhowucTnY579+7FZrYh67Q01tfzlW/8bwCOHDvBx2//OPWNDTz99NMYzSKau/pd13LdNZtIphPoPSqOHxU5XWeFjbymSEVDPb98+BGaG5p5ZouYiHTJJZdjtjioqa9HpzeeY3Y4XE4SqSTPvfACL+3cRVoRy1rS0YlKVnHFpVcwcOo0FVXC0Y1m8xzYvZcLV68nFY3z3W99G4BTp/t59NnNbNiwkbqmZlo6Fopr8nvJlYp863vfpefgISIRkRXI5oto1DoGxgapb2gQoihAIpkily/w1LPPkpfgzNBZhhWaZHVDLRW1XipqKynPFxgbETNoHTYDdXVVVDvtSKUiFMTuQKfVoJJBo9Fgt9sxm0S+P5VWoTar0RZzuKurCMyKYDQUnWMiGKJ/eISmtiaSeVE4DYQncTrMmBwuJgNBKInc/dZnn2HTTbdg2GfggotWYVUi5mD4RwyNTlPQStQ01hJJRpTjM0haFU6fA6ffgcPo4NixEwBUeqvRVGjJFwvEYhGKRfEZ/OVeysv9UFShKUnMhMS9KORyJAsqtCo1+WKBRUs6hW3p1Oei+zeJt9W25zGPPxfeqnN/EvgQ8F3l782vO/4pSZJ+hSg2RV+3xf3tkMQ4tCeffAIQ/E29WY/d5+PJp5/mJz8T9a733nw9zW2t3H3XXWy6atO5IujWLVso93oIBkt4Gtw4vCLqnZsJU1NRS015Ldde91727NpDKiqUEzvaOklEk+zZ9Sp1jQ00LhCDKyoqq5G0OtasuwCXw4bLId5r945X+NqXvsjCzg4+8IEPnhs4USwW6VjYzpc//yXymSyhaeELrHYbDz7wEMtWdTM6NcGvHhCposHRYWqra4jtO4BKpeLlnSJSvfHGG9m2bRseXzldK7rpPSX0YKRoDI3eQCqVYdOmq4jFYuiUz9C0sJVgJEBf/yA+fwWy8jiLSGi1WsrKfCRSUeIqUWjValXkslm0Ggm3zXWORijbiwSmgmRyOZxqJyqdiLJC4SixdI7B0bMsXrOKWEJIK7jLjJgMGobHzhKORNl4sWgw+uX9T/CNb32LdCaCo8yJzSl2UEdP9lJZ04hkNTIXiyIpO4ZwJILPXw4lGJ2cQPZKBEJiAYlEMly+bCPpdJKiXGBGkYM2GY2Y9EZS8SxarZaupcsAeOWlXVAqUVlbw6lTUcw2wbpZvrwLj8f9e03wdXh7bXse8/gz4c1QIR8CNgAeSZLGgW8iDP/XkiR9BBgBblJe/iyCKjaAoIv91Zu5CL1Bz5mhfiYCIvJsbW1l975dZEolimo1To9IKyxatpicVKChtQm9zsTu3cIxjo6MYLFY6Oxsx+n2U+YXTquyPE9dZR39J06R0GXZt2c/ck5s7+/8zp2sWbsar9tDLp3BbBAObevWrQyPT3D11VdTXVvDlCJ+tbhrOZ+44zO8+9rrMNisZBSJYLPdzi/u+zk//8/7eeC++4iGRVT6iS98EVQSJ0+fpKt7Be2tgpt+8OBBTvf3s2HDBoJTAT74IXGLJiYmKKnUrFqzDp3BQnhO2UnYXZgMBq684iqMegMLGhfQuFgoUvrK3QR2TpHO5Dl84DgdC8UCVel1oFJpGJ8ap7WmlqQiBWyStWRSSZwmE5qimnxUpE2SuVkMJhmrw8Z0IEhRYZqMT4YIx+LYzW6aahspIe6dpCoyNjZMIZvDbNDyoqKcqdOUOHr8JJIqx45XdnPhRYKqWlvfwMmBYVZfuJ5EPkGmKM5bbdQSDM7QUNdETXk1r760B6NR7Mb87kp0ag2He/tobWshHRc7qOOHj3DFFZuoKnejlQzs3inSY4lYHK/Xz/T0FLlClsWLRU3EX+Ymo/D//zveCduexzz+XPi9zl2W5Zt/y39d8gavlYFP/rEXNY95vBOYt+15/CXjvOhQLZaK7Ni7C71VRG2yRmJ4dITZeB6j3UBrh9DsXtS1mK07XqS2oobx4RFCSr71Pdddy8m+Pg7u3kup3INfUZHs2XcAi+kwvYePkohEcVpsyErjzvTEBD//yV2kMmk+fPvtWM0i/zwyfJYnNj/J008/icdTRiYp2DXLu5byta98lZqWJpKxGGaHSDl8+QtfYG42RD6fRy6WuO32jwIQmp5gKjjNoq5lyMgEgiK37rG78a1axzObn2Hz5s34K8W1XnLJJUxMTlFRWUUuX6C8XOT0jx7soffECcKBWQ6cPs3gmQHWXCeKsK1tTaiKEp/8yCe466c/p9wh3stjs6IqxBWeq0xM0b03O8uw2KxEIzFU+RIOi+COF2IpQE02U8Ji1jM5ITj8hWQaChKN1Q3kIlmmAkovgM2AUdJQII9GLhCLiOzEsYM78Tu8yFKGfa/uJa3sbuKpDLW1tfT39+OudCJrRI0xk8lgMZmpr6xmYVM7G5Zv4MLVFwEwOR7iug9ejtVqJhNPU1dZB0BDXQMGtZ7Q9AzZRJbDh0QhvKWhkalgCJVGTVllGWcGTwPwt3/7TXLzqpD/45FSWG7zzVlvHueFc5+ZnUPSLaC5XtDgXn5pB4lMHqvdjMpo4IBCI/zxT+5i6dIufOVlvLT1RYpKt6nL5aK9rRWn1cyt7/skI8OiseWhn/2aZGQWp9WEWaXFb7dz+uwwAOlYnKuvupKW1jZuvPlmxqbE0OmdO17mc3/zWapqqtn78n5GJ0S35o7tLxOenaOzs51vf/vbPPuC0GcfGhrk1489xte/8EU2btxINi8aelQqFQatjnvvupuVK1fi0AhHeuzgEUZHh0Gtwm6zsUrRi/eXVXDo0D3cdNNNtLe385EP3QbA+rXr+dUvHuDsqdP43W6qPX7CU8KZ9kTn6OhcjNPqIDASoLNB3D+rRg/5GNqcjEmlIosoziZjSYqZHNlUmnwqRyItrtVs8TI+OUERGa/Hj94gcvRutxN9psjy7tXkEilmJ8VimktbsFqNJCNJpHzx3LQqLUXy0QhqXZHFSxZgVKiZ2YKM2WUnPBlhJjxLAZGWqamqpbaijv6jvQQGJuhevIIdCUUHp6Shs62DmtpqEokEVqvIoWfzOSYnArgcLsbmxrEYBTspEY+j1aox2ixMTI2xfv16AOrrqrj7J798K2Y5j/MI8079D8d54dw1Oj2XXXk9v7jnXgDGAnPkC2qcNjdTs7P4vBUA7Nq1l9raRo4cPkZ/fz+trSLHLFOkRIm2jjYo6rAr2umV/iomUmmWL1pMhdcBhQJrukQu9tixE+RTcQrZFF/70pdwlgk6X3V5GRdfsJ6mBS3ceu0tHDgkdEluuPlGZoMhHnjgAY70HKS9TbBf3n3Ntfzozn/kpW3bOX2qH58yNerWW29lbmYWm8bEwpYOfvz9fwHgpptuIl8s8s//8gNWr1xDa7NwyH/37W/h9XoJBAIU8nl+dtfd595/1YpuZscnmRqfwONyoyqJYu7IwFm+9rWvMT0xSUtDI+Vu0blqUmmZnYng11iIjoeoragBoFhQ0z9xGoPZhNqqxat00wbGpgjFi5RXlzM6NcOkMjDD4nQwGw+TK+XoWNyBzSl2N4FggGAowNjgWTQlzn3m9Rds4FdPvki518973nUVuw7uA0BntpBWQ1l1GQV1DotVvD6VSPKbxx5hZedymupqCc8GUSOKrYVckSUdnWQyGUraAkad+HLHYylsNicNDS28umMvOo1YiHQ6HflCgVBomrKyMi6+WPQbVHg9qNXqt2iZ8zhfkFbqJvOUyjeP88K5S5Ka4/0DxNJi+zyXzFBTUcXsXBSv13eOz15dW8Pxw8dwrF1DS1MzgXGRJjh0pIdTp/rw+/08d3iMpZ3C8Q4Nn8aoKlJZ4aHcZWN6fJzmBvFenQtbMBjNPPTIb9h16Dhej2DFSFoNOpUKn92BoaDhB//4PQBqysvpWtVNJBbmwL793KBI0NqNZvb3n+FTf/1xOhcvJqk0VhXzJdSocVisRCemyCic72QySSKVQpJhdfdK7r5HOPHhgUGKuTylXJ6hgUHqFK2baDTKKztfJpZOUtvYwEwohF/RTdFoVEiSxJFjR+joWIheJx6n02RCslio9vh55vHNtDQL6QN/ZS2odHQs6eLEyT6OnO4HwGZyEi9KrFzQTjCyH7VJyA2XNCai2WkShRLPvriFJYtEeqx5YROtmmbiSzoYPT3EtFJ09lWUs6izgdaFzSQTM+zbKwre1S3tlIwWgok57D4rBoO414f2HaS1uYWFre0EJ6ZpW9DK4JCYroUsYTAZSSQSGI1GinmxoDXUNuHx+yjkS4QCQbRqsTsITE7h8rmwaC3U1taya+dOABxGM/lc7q0Z5jzOG/wlOfVUKoUsy0iS9F9Ce38CnBfOPZPNsGf/Ht5z03sA2L71RYYGz+J0u7A7nQQmRMpkenKKqclJGsorqamqZnRYaHnPhWeobqwnkUgwHR2gqBeRakmdZNnyLi7euJZSKonFoEIuCScbnosQmp1Dr5d515UXMj4lKIx6o4W//vCH+dSn7kAnGRgZEee4/JpNXHndNTQ21nPm5CkuVzpRX3lxO51tbdzygQ/y1S9/kU6Fmrdo8WIMBhOBsQk0Gh1/o0yA6jl4kAp/GXf++49IhkL8/d/9XwAWNDSRyWRw26wkk2nMCmvkeN8JpuZmkPRqhoLjeNxu4mnBHKmoruDhRx4in4OupSvIKjluk9mLvaYKr8dOd/cqbDYRKf/ywcd4+sX9fOZzt7Fy9UpWrBAdp1u2vcJTLzxDWlXA63BRqcgTn+ofJJkDX0U1p473klfSYIm5CHq9GqfNwoLWBvxlQlDM5fPh99mwexyEomE2rBO6+r1nJ5DQkgjHOTs6gNUkjLm1sQ2DZGb4zAhPbX6SEjLrLxQMm/UXbSA0MYXP42VmZo7tO7YCUNPQSFVNLdlsnmJBRpbFNdXU1BBPxwkG5/jY/9rAiCK9/PTBw/DGw+HnMY8/C0wm0zuyEzkvnLvFaqKlrQabWzi0r3/zS1x//Y34qjwMDPTT1CSi7VK+RHVZOYGpKco87nM3JjmRQmXSMTA+hrnJzkxafLGXrWujqbmGVD5BaHIUg16F0SSiXrvDgsVuYnRqjIsvWsuevULgby6coLm+gYaaWj792c+TyItI/I4v/Q12lxO7zYpalvnm//4/gBild8uN7+WFzZux2+0s6xYOczo0Q2N9E8NDozz6xGYuuvZSAIKRGRxuB32He1jYtpCPfVgMi/7aV77K8hXLUGs07Ny9i8oqkYrKF/MkMglkSaJ9SQfLli3j2ecE9XDV4laGx4ZZsrgLr9eFSeH3a7USGklLKBqme906dHpxfO1EGLQmmhqaySRT7N4mhoKHZ0NoNBqOHj7C6uXdzE6Krs+9u/fgq6pEVZRx2c1YlVw8aZBKWcKhOJp8iYzSATpTTLJiSTsFZGqrq7hy03UA/O0//ZiekwOU27yMDY9QZhK8cykls3hRJ6lomms3vYv9PQfYtXs3AC2d7VAqUSwVmJub49QpoXs/OT2Dd2iUMn8FsUSC1kZhG6FQCKvTit1uxu32nBNw0xYktr68860Z5jx+K+Ylhf84yLL8J79/82P25jGPeczjLxDnReReKhWJxGfIKgMZQnNTXLhhDfv378df5ieTEpFhdWUNW7e8TGtjAy6nk4QiKZvO5pg8M8CK1d1UrfISmRG0w0uuWAeJHNHELNl8mnyhhFYjtug2m4nekwNksnESiQirVouIW6ux0N8/xNDgWSLJKKsuWAeA2+clW8ghqVW8vGsnvb1Cmrbc4eblbdv54Ec/Qv/ICNteEvIGyWyOe+77BddceiUbNl5KUpHXXXXBOl7etp25QJCmunp++ANRaNWoJbLpDMOjI1SWl3Oqtw8AZ5mb1o529h06yPH+XvQOM95yZdhFRTmz4RkmJsexmy2sWyZSQrIqg8loopgrEcvlCI2LIdIXXrKRd93wXvLZJD379zA9JrrnN1xxOR//0heZGjlLcGyKB+4T3bSFbJLuZUsw6zXYLRYUBiN6lUwmk2Go/xRmlRZJEgXLeEyilMpgMBuJp7JYLCId5LU46T18nNbFnVQ4/cyOK/IJ9irCU3NsfuxJqmpruOySy1i0QhS8A7MhMqoohUKBlpYWPvHxT4nn5nJhsNjxuNz07NlHKCR2GRqNhkKhgMlkYtGiRTjNgp105kgfGqXoOo+3D/NR+x8Hk8lEKpVCp9Oh0fxp3PB54dwz2TQzsxOoNCJ/unffTpasWISrws3RvhPnOgzjpTCXXrYSi0HPnh276TkgOM4JSWbVFcspa69lYGgImzKWL5TJ4DObmA2EsKrV+L3lxJPCyYZTKjLYeWn3CGXNAS66QhQLH/rl/bRVVzMzMUW6WOLW94vhG3pZg5wvUIrlGBkc5Yc/+SkAh3t6GBwYorytncvzRaqrRSFUp9OhMRpIROJYbDbQKSqPhRwrl3bx8AP/ydGjh3n/h28FYGYuglqjo/+hX5FKFyjmxaYqHS0RC85QZfVSQub0gWNULhcF0rpFnZw4e4ZMIYFcjOGzK6JlvSNU1dWRjOUpFpOU2cVjnpvrJYeLeCLDjp5d9PUJLvjSVYvZ9diD6DRQKpVQyyJ3n4zOsaCxidGpCQweBxGls9RiMpNP5fA6qiims2TT4ng6ESOdVuPzqtDq1OQKQm9/aKIXh9+MxWnF5fUyeFoUTSemQ+RUEnlbCa1Lx+7dezk7KBacq658FzO5OKViEbWpRHWDWCiikTh1/nru/cm9qFIF1Iripdvj5ezUMG1L2lmxYjmlrOhnyBSKWKy2t2aY85jHnwivpbVe4+//KXBeOHcJFcsWr0JWHFooMMst7/0gB48cJZ3KEwyJgmrX0mW8/PxWmmqbObNvH8tWiDb8weAIkegMXZ6lpEo+2toFW2Z6fJzy+mrGZ9KEZ2M47ComgyLS6+pu5NDDv6K2yUtOzrNrj2B25EolWjuW8NyjT+ByOM6N2jOZzMiFInqTCZ1WS0Hhdg8ODrKos5Po9DRnz55lbk7sGny+MvL5PCdOnMBX5qelsw2AcChIW3ML1113Hdtf3MYdnxJj+Z7buoUjx45z443X89Mf34VdcUgrurtIJ+Ic7T3CzFyI+sY67Dbh0I4f7SESnsVRXobf7ycYFM1HBoMBq92GRi6SzsTIRoQBRaNzZNI5fGWV3Pb+W3A5RSFURYnwXIhYZIbpUIirrrpKnHtVkvLycqZmAlhtdrRaEaFnMmkSiRiFYg6T0YjFJDjoVpsZq7+MfCZNVXUFZ5RC+IUXXYzaVU4sWeDY0V4WL1sq7nU+j0qr4qtf/SqBiQAelx+XU+xKhofGyaZSoJHIZwsUJPEZstkcs7OzzMzMUCwWKXMJcbKRkSHQSRRyeb7xjW+gkxTTzkJBmY87j3mcT3jNsb9WXC2VSpjN5rft/c8L567TGVjavoJ4WDjGscEp/v2HP2EqGMLpdeFxiS/8wYMHWXPBelqaWzh45BCrLxLyvepeNWq7GotFh6vkZHBQpCEaaxoYHZ9heCTAhUtXUcwUkAzi5n3u619DpZFY1r2cwYkh/LIoYDq9PqwuP0dPDqHXqlnVvRyA6alx0skU//qjf2H1ym6KSrPSbx59jDs+/kmGx0bxed1UKoW8SDRKLBZjdHSYeDJGdYNg8DgcDkZHR3n00Ucx6HTnHM+JY8d45OGHWbFyFflcCrUkrnPDBWuYi4Y5evIQDq+d2dgsy2pFCqmYT7FkUTvV3jLKy8sZHxfOtM7lIpqIUcinmZ2ZQacXi6bFYEZCRTYaAVTEciLiDobj+PxuisUiNTU1vLhNFCCPnRzksquupf/sKTzuKiRZ7Hoy6QyZVJpSvgDqEhqdkvZQ6Rk8e5a21hYmpoOYFVXI6MgEDz78OO+68QaWr1zO4GnxfDqXdJIvFrE5HEiShEbSkMwITZ2mBbWMnYpToEiqkCeXyCm2oiObzZLNpnG5HBQVmWOLxUI0HWfFihV84JYPMDwoGtl69h48N4pvHvM4X/Ba1P565szbjfPCuZeKJZ5+8jliivztkkVLMZutVFc1MhWcJq5IxGolPfFkglMD/SzuXky6oMwSLWaJzSQZGRwAi40FTaK5SavSMxsIMDOX5O//4QeiAUgnHF1r5yL81V5S+SQru7opFERUumPrKxQkLcFIiks3XYpJGVR9sreP3bt309LUzPq1a7n/fjGsp71tAcMjZ7FarTS1tzN6RqQc9u3fw4duvx2Hy8727ds5pAxp3njRBp749a8JBAJ89x/+gQcffBCAV155mQ/f9iFCoRmqKsrweERU/e///iPGp8aZiSewuvQsXbGUgQEhaex2uFm1tBuXxUEumaagOGu31yXujZxThkmLz2bTWSkWC+SzaTQaNXMz4r7aHWVIpSLRaBSXx8NUUDQx6XQ6csUcKpUKpBJqpdNVr1VjMhrJlbLIEue6cvOFLN4KHzNzs4QjCQKxAQB6B4b4zOc+hUZvITQ9wzXXiR6BbTu24/K4eeSxR7GYzFSUlVGhyC4U5RzhaJiSWqKoltAqzCi320tsNspkYAqp8F8T4KubGpgbjuHxeVnatYx0QqSW7E4bZsvbFw39JeE1VdDcfB/AO4p0On2O5/7az8DbnnufZ8vMYx7zmMdfIM6LyF2tUpFOJ5EkEYVlcmn6+88QjSXR6nXccuv7Aais8vLM85sx2ixYrVbOjgwD8O7rrmdqZgq1VkXJpMOk6JH3HumlwlHGjTe8lxcNLrZt205No0iPtC5ahMpQwFI0caz3GO3tiwFYtXYNf/cP3yFfklm7dg0hRVvGaDbi83kplUoEZ2Y4fPgwAJs2bSKZTGJzOBg900/PEXH81OmTIOepa2zgrzvaScVFJDk0cIbZ2TCXXnop9957L8dPHAWgoaGOPXv2sGP7S/h8PmZnRPSsN2qoqC4jNjTAkpWLqWqoYjYkGqtsJgMmnRaDRk10ZgarSURiDqeZdCxPOBxBZ1CjV+6HpFKRSmbQocXrdKEyirXdaNBTKhVwuFyc6Dt5LhK/6eb3sW//Hurr6ynlC6i0IsIw6wyoLFZSqJBKErJKRPRqnZq5TAyT3kpzazuRXqFJ39c/wJr6RiQVaIx6Xt4l0j7tnZ1suPhiHn3sEdwOJ3qTHqNVfIZ4PIbJbqaAhKTXodaI4zq9kdnoGPlSgeqqSgoFYTNT05OUkKmta2ByappwQjCsXF43+fmc+xtiPmL/88BoNJ7Lt78WwQPolc7ztwtvRs/9HuBqICjLcody7B+Ba4AcMAj8lSzLEeX/vgp8BCgCd8iy/MLvO4fdYWfl+i6cdkFfGxo8i9vvpLKqBrVax6MPPQrA+g2rWbigk9GpMXr7DqFSi1zvvlcPYTabMRr1pLQRMhGRw2quqiUwEuDup36Cz+4jGk8SiwsGx7MvPE9jWy1T06M0NNWzZ88eAJpq23jv+67nX//xP9h09VV4lYlLJ0/3E5wJ4XK4OHbiOL984AEArnv3u9n56qucHR7iueee45JLNwJw5TVX09fXx68fe5Q1a9bQvUjkydvbOjjV1seRI0dIJRKsUwSuXnrpJV7c+gK1tbXEwnM0NTcAkM5n8VR6CKaCHD11lKrW6nOiWFJOppTLIquzqIo5jFphHOlUnEw2BuoCWr2abE4YklotoTPoyZZyTMeiROMiDWZVZfB63bhcHvrPnCWkFGa9fg/jgYCoCxTz5IpiMSjmc+SzOeRiEVmlQacIhKk0Gpzo0KrMBGcjnOwXi9DEVJAf/PBfufSKTYyPTqBWOka7zN1EIjE+8fFPs3hRB//xbz/k9GnRrNTQ1EBwLEAJCZ+9ArNd6AWZTFZisRjJbJ5cMUdece7JdAq3z0epVOKee+7h2FGxyLY2Nb021Or/wzth2/OYxxvhnaCSvpnI/T7g34BfvO7YVuCrsiwXJEm6E/gq8GVJkhYC7wPagQrgRUmSWmRZLv6uE5RKBdxeBzW1ohhpdpjRqoy0Ny+lwlfN9757JwCH9h/mppvfw559+/B7ymluFgMwfvzjn1JVXkXbglbUZpnKalGADc+EGDl9inwqRsFk5l3XXc6LO14CYMnKpbjsTqamxijz+zHpxc3WqyUaG2p56OH7cPv9jCuj6y64+BIqKirpPXacL3zpi1y8UUh+l1dW8OhvHuP6G29g1fq1SCrhAAMzIf7jZ3fRc/gwB3oOcXS3ULa8atMVfO5vPsOll1yEze+j/4jojH355ZcpyTKRyBylQuEch79hQQOuSg+vntiDp8JNIDyNPyRyyCadkVIpD4k0fqsNuxK5S6UMxWwSp8NCIhxnRNHgsVptOF0eSjLoDUYqXWIBMReMlEol0uksGp2B6to6AHRaA1VVleTzWfQ6NXuZvAQAABRuSURBVHmlMJlJJsgkUhRzeWRVjowSGas0anQOPVqtDm1O4pFHHwcgmE6jMmuJJuIUCkXsNlFPSKVymIw2ZkIR7r/3P4nHUixTuPr9AyexO6wMDY+jNZpxusQIxqqKCsrKyrCYtOTzWYpFsZswGg1UlZexqnsler2eygrx+hNHekj99oLVffyJbfvNYl7Sdh5vN97MsI5XJEmq+2/Htrzun3uBG5SfrwN+JctyFhiSJGkA6Ab2/K5zTE0F2Lt3L/uP7Adg6ZIuXDYTr+x+FZvRcY6Bks9lCAZCVHj9rFiziqVLRDS8aeOVpOJJeo+fIJYLU18jLtfWvpieXbv5+pe/SE/PYY4e6+PSy4QmTLaQR6810NbSTrmnAodRfLmcFgdGLTTUVdLX13eOM58+dQqLxcLCzg4+9rGPndNleXnnKzQvaMHl9aDR69it7AB6jh9laHiYO++8kw2XXMzESbFIhKYD2J0O4skkE0ePEFNa9997y820trby9FObyaUzrNuwVnlCEgVtgYaWZkw+K5JWw6kBwQRZ3rmYMp+PYjxBeZkHl0VQJG0mI9GZArOBIFKxhFqZoapHopTJEQhNU0KioUVoyMTiEaLRKD5/OSdPnUGrF2mc4eFhtm7fxv/62EfIxCIUFEdaLIJUkimVSuQLxXM891yxgEtlw+B0cvdd91IsiJD5yk1Xsbuvh+7ubiaGJzBpxQ7tnp/fy949B1i8eDFXbrocDRKziu59ZXkVTr2NJx5/mgM//xUmo1i4LrlkI8l4nGwqj9GjI6vMb1XJJdx2B363B0mS8LvEAjJqMqL6LaH7O2HbbxavsSbm2/rn8Xbh7ci5fxh4WPm5EvGFeA3jyrHfi2PH+rjh5usBcPnKMOmsqLBAVoXb7VYutohaLtHetpBIaJZv/f3fAmIU3arlK9CoVbgtbk4ozU1VlV58djdbt2xhYXsHixZpyBaFumA6n8Nis2K2G5mdmsbrEudoqK4nn81y8mQvJbWdBiWKPXDgAE6Hg9rKWi6+aCMnTohBzirUrF93Ic8//TxTwWl0iv5Kmc/Pl7/8ZcrKytixbTu6vDi+YkUXMzMzbH78N1x62UZeeGGr8vmP8J3vfIdVq1ZxdvAML70sOl1j6RhGt4krr76KfScOUl5XRZVF7Ex0QP/gAAsqK0hlUvgcQpK3hAqVpMVidqKRZeImkYqKh6MYdAbMWj3hqRnSHhHdnh44w8K2DuLJDCqVhoUdYri0z+djbm6Oxx9/nIvWrj6n265SadDrjciyRCGXRWlQRa8xglRicnySnp4jlPnFo+/rP4Ver2X79u1Y9BYWt3WJe9G1ikg0zr0//wVLO5aRyxbQacXCkk5EcWgs1FRU0t21ko/e/gkAXn31Vb7/vX/EYzORTSfPcfXj8QmsRjM/+qd/xmyxIKnEc16/dh0/u/9Xb8YE3whvi22/WbzGmpjHPN4O/FHOXZKkrwMF4IG38Lu3A7eDyAXPYx7nE94u257HPP5ceMvOXZKk2xDFqEvk/wo5JoDq172sSjn2/0GW5buAuwB0Wo1sMTqYC4oUhc0VRe02kS8V8TpczKQC4s2qqgiGJjDo9egMei677DIAJicnmQxMkM9mKPNVs6RTdK6aTTpMBivZVI50Ks+iRUu48/vfB6C8spILL9mAzWYRW3ilMDc+NI7VamUukiARG+dYjyjMfe4zn8VgtHBw3z40Gg1lyii/G979HoZHR8jnctRUVGJSOsw8fh+B0XGcFhtVvjL27j4gbrhGRTIRo7K6irNDQ9TV1wNQU1vL4SPHSCXjVJVXsO6CDQCMBUb5v3f+E4uH++m+aDVWq43nnhfRvs2oY/nChUwEJ0lFwuSzgv2wpKMTWW2hhOAyO30i4s6lkni8PjxeCM5FmZ4QjBy330cslcJmczEzG8FoUAZjxONcfukljI+OsG/vXlTKcHG9SoXdbMJqNaPT61CrROguS+D1OBlPhLGY7cQSItWlK7NhclvpHziDlNeiLYn00fMvvMja1ev53N98gcryKgYGTqHXivSLyWjDZLJQWVVFZWUN0WgYgGuvupp7f3Y3Z2YClEp6xhKinpDN5enq6uLyTVdyqKeHXa++DMDw0CCl0h+WFn87bVuSpDcdjv+2dvTXc6HnUzbzeLN4S85dkqQrgC8BF8qy/HprfBJ4UJKkf0YUnZqB/b/v/SxmMwMnz3C8VzTnfOJvPsWGdRcxOjSFXlbj9ojhEX63i2PHD2G0mfCXlzE+qTj9yhrSmThTE+MMnj3LmKLz7nQ4iEWzpHJZzg6N09zWiVwSuwSLxYLD5qC//xQ2qxWHUTjl8fEAdluGnuNHKSRkCkq+urqsgpamZgwGEx3tHagVvfWzvb001jWwqK2dSDxGd7fomi0UCoxPTrBr+w6i0ei5hpGenoPYbRZaW1tJxGPn2o19ZX6CwSAutxet0cSzzwsixpHew1RWOlGh5uCeA9i8jnPaLF2L2qlrqCc9O4NerSOhDLTIqY1UNrXT39uHxmjEVlkFQCYRI5pJUyoWkdUqMhmRr26obSQRTXLgYA8V5VXU1zcCkM2lcNjsyOV+li5aTGhM0dUfHyeTiJPJpMjLJfIl4XgKMkj6PHPhFLl8kdmoWKxzxQhG2QKqEmarGYdTSBA/9+QzTASm2fnSTso8XlqaFtDXLwrPDo+JYGQOSadBVqt46GGRWnE4HGQLeVavX0f/yZM4lZTdiRP9LGhbQMfypeQpoDOJNFh9Yx2PPfP87zPBc3i7bfsPwRvl218b7DDv1P/n4/Ua7ul0+k8+gOTNUCEfAjYAHkmSxoFvIhgEemCrwtHcK8vyX8uy3CtJ0q+BPsSW9pNvhk1QKBaprfJjcooPG4vO8uqunRw5eJTpsWlKWRF5XnvV1ay94EJOnjpFebURj7scAKNJz+zALG2tCxmbnOLJR54AQCfpQFITTsQ4cOQEoXCM8nLxO7IsY7NZ8fvL0Ks16BHOwOeuoL65iYJay41XvovZWaFFo9XouOOOO8im09xw/U3U1Ai+/KpVq4jHoyxYsIB4PE7nIsGXT4TDWI0m8skk+WSaoaBwjLOhECu7r6KQz1FXV8NcRESk09PTWCwWwuEwc5Ewu/eKOl1zazPrLlrHsf5jdK1dwbGTx9moDApZvWI5xUKJeCrH0VMnyMRFYfPM2WlWdq9iafcaInMhZEWT3mS1UMimkIsFErEYoTHB4R+fnsDnKudY7wmaGtvwOAXtsLd/ktOnT1FZ7iMQmKKgsGU8Hg/W2hr0WjWxVJLZiJAMSCSTDI+NM3x6hpm5WdRGEaGnsgly8Qz1zc0YVDYuvUzQRQeHB2lpaeFzn7+DvhMnmZoOnOvSm5oMYLJbqGlqwOv1MRESu4wnntmMxWZBbzYzMjXDa0xtSa9iJDDBvv17eO655/CXi3rCqrXr0Rve+Ev0Ttj2H4I3cuCvFVr/GGcwz8Q5P/Da7uu1BftPXTx/M2yZm9/g8M9/x+u/DXz7D7kIGZmSuoTBIKLbI4cOEgpMEZgMMTIwQpsiJ7B3/x5Cc7McOniMgmxgQhGmKuTSrOxeglyE0fFh0llhzMf6jlNb00xJpSZXEO31a9cIrRi73YbNZKTc60NVlLCZhMyAplpDJJXg9JlBDh8+hM3mUF5v55b330x1VQ3RaJS+fsHHDseijI+P47I7aGtrY88rYgCGwWBg18s7yOfzjI2N4aoWzsa7oAmnw8b+vbvJpuNY7SKKtVhNGEwmrLJMMRLhjs9+TlyPRoVKK7N6+Sry+TydzQvxOUW0WlNVwaneEzQ2tPLLex5ialQ42Re37KbC/wSdnYtZvKSdjRsvAsBf5mc2NEmhWKCo15HXisffd7oPXacZt8eLSqUirxROM8kEleV+DHoNfr+fiEosdIm5COFwGJUaVCrweMRiUFtXx+D0II8/toNsoYDTLe6dyWHF0+hBozeQj0vEMyKi16jVHO87zK5wDLfdg1ajIZ0V0U1FdRWjgUl0Gi2z4TAerziHRqdmOhhkciJAZXUFiZRoDqusrqEoy+RyOWwOO0az+NJsfvpJVOo3bsR+J2z77cAfG+HNO/U/D17vvN8o3fanfi7nRYdqNp9jNh6mqlGId8UDUeZmZ0glo1RVlfPZz38GgFJJ4o5Pf55773mArc/uYPsLgrO+oKWBJx/bjNWq53TwDKvWitTI/2vv3GLaPM84/nt9wGAM2JzMGcwhBwIhCUk3dZGmXDRtUmVpd7Vp2qodqnaaejFpmipVU7Xr7aaTph0uqiTrDtoyVavUi54uGmlds7QhNCkJEMAOB4MBG2x8Nn538X6JUDWkLQp8xn5/kmX7w8LPn+/h+d7ved/neRdnl4jFYpQ5K2lqaqKjrZV4TPVTuTM2SjQW5ujhYSpsLpbmVIrH4XBQ11zH6SdOYZMWajxqKeTCwjxDw0PIvGBucYFzz54D1NW409dFOBzm1u0x7k6pNrpyM088Hufgvv20tbXhblPBibwkvLJIa3MTK8uhB1Vpza0thMIRwpEIdrudxkaV0w8E/ExNj3Pm6ScZuXWdlrZm7EavmPnAApWOanq7DhKPpmlrVEG/ylnJzMw9ZqaCvP/ue7zxJ5XS8HW3c/zYICcfP0EmEef6DZUCae/x8tG1qwRDixw5PEwgoHayam5qwmrLkU4n8funySVV0LcLCy6nA6sFstmsaiAGbOZy+Hp6iCcTOKtdxOJGlWhbLR09rczOB+nq2Uce9fnF5SVcVZW4ahy466tYDa2yZpyfuH+dxqZWVpeXcFdXETNGPeU2G/Nr65w48SWePnuOyUnVv+avf/8bieg6ly68jtPpJGOknAIzAbKGfRrNbnI/eG+dM9nKTo/cdW8ZjUajKUIKYuRusVrp3N9LDnV1C0fD+Lo6aGr0Mnlngjf+eAGA4MIKPp+P8OoaMzMBjh5W66VHr1+lpaGKmbEA3uEOOo1K16HDA0yO32NjI0piLca1fJSs0VL2mfNfY84/g8tRxbFDw5QZKz5yqSQ2i6DMYcXtdLOyrlIRzR0tJJIplldX6B8aIJFV+e38pqTMVY7X2UQyneDE8HHj96SpdXuIRtcZHRmhIq1urdOJBGVWG10d7VRVOskbFa2rq8vMzgVJZ7L09/czbuwZeurUKdpbvURWI7zw3eeZ9k+xbvSpSSRSuOurefutd1heSjF8Uu1idKivj2j/OpFIhIWlEIEFlVt/Z2Kef334MSNXr/HVxx/j6KDqq75ZmWFybBq7o4z6+nrmjAnp9o5G1paXcXtc9PT6WFtW8wPxtSiZTIZcNkkmk8HpUkVJzk0nubyNY8dPEHznI4LrqiDJY3Mzu3iPvNVCz34f+bwxkrbmqW/0YBUWMukkNXVVlFeruY9gaIFwcAnkJuUWG9LI93e3dpCIxIitRJi+M0lvj5r8PdR7gCP9A7idTmbnF9hYVbZWu+uQRm2DRmMGOz1xuh0FEdxtdhtWRznzQRWEMtlNcrkcwXsLWK0WunvVP3AylaPbd5CBgUF+NvJzUsZSO2+ti3BoiaqKcmZmprg4qapBnaKaTDZFRYWTeHSdyGqIoUGVv//8s1HGxidYDa7R2dDB3D21pG52LsCBXIxwMkK6qePBBKw/EMBTX4e93EE8naK8XE0WbmzEsVgsWBF46uuYNgJjXY2HdDqFs7yCkdFRBuxq6i+f26S7o5PLly/T09PzoNQ/m83i9TaQTGVJpVJ4jaWWn/77Gs9+/TyvvvoKL/3op5w9d5KXfvwTAAYHumhrauW3r/0Od4Udl1FZurKwSG11FZWNDdR5PAwNqknedD7HxMRt/ON+fN5GvnJMXRzTNSm6O/ezv72f2btzNDSo9E5wfoFcPk6Nu5KVlRXSSRVg7Y4yauo82NhkY2ODnLFaRkpJeC3CE0+e5s23P8ThUBfMlvYWbvpv4Ovbx0YqjrCouRVHRRnxRBS73U4mlUfkLWwk1YWrwVvP+myU/gO9BPwzlBn9aH74/A+4cuWf/PIXr+FyuDhiNHz73re+TWh2nhdfeJE/XLpIeE21bxi7PYHM6+IgTekhCqEqTgixDMSBFbNt2SXqKR2tYL7eTillgxlfLISIAeNmfLdJmH2ud5NC0LqtbxdEcAcQQnwipTxuth27QSlphdLTu5VS015Kegtdq55Q1Wg0miJEB3eNRqMpQgopuP/ebAN2kVLSCqWndyulpr2U9Ba01oLJuWs0Go3m0VFII3eNRqPRPCJMD+5CiKeEEONCiLtCiJfNtmcnEEL4hRA3hRA3hBCfGMdqhRDvCSEmjWeP2XY+DEKI14UQISHErS3H/qs2ofiVca4/E0IcM8/ynafYfbuY/Rr2vm+bGtyFEFbg18AZoB/4prFXZTFySkp5ZMvSqZeBD6SUfcAHxvu9yAXgqS8c207bGVSr3D7UZha/2SUbd50S8u1i9WvY475t9sj9MeCulHJaSpkB/oLaq7IUOA9cNF5fBJ4x0ZaHRkp5BQh/4fB22s4Dl6TiY8AthGjeHUt3nVL17aLwa9j7vm12cG8FZre8f+T7UhYIEnhXCPGpsQUbgFdKGTReLwJec0zbEbbTVirnG0pDa6n5Newh3y6I3jIlwEkp5bwQohG1CcSdrT+UUsr/Zzu2vUQxa9OUrl9D4esze+T+P+9LuZeRUs4bzyHgTdQt+9L92zbjOWSehY+c7bSVxPk2KHqtJejXsId82+zgfg3oE0L4hBBlwDdQe1UWDUKISiFE1f3XwGngFkrnc8bHngP+YY6FO8J22t4CvmOsLPgysL7lFrfYKGrfLlG/hr3k21JKUx/AWWACmAJeMdueHdDXDYwaj8/vawTqULPtk8D7QK3Ztj6kvj8DQSCLyjN+fzttgECtIJkCbgLHzbZ/h/82Revbxe7XhpY97du6QlWj0WiKELPTMhqNRqPZAXRw12g0miJEB3eNRqMpQnRw12g0miJEB3eNRqMpQnRw12g0miJEB3eNRqMpQnRw12g0miLkP5KsSW5gBf74AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = np.array(Image.open(testPaths[0]))\n",
    "pred  = model.predict(image)\n",
    "\n",
    "show2Images(image, \"INPUT\", pred, \"PREDICTION\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-1f887e89bb44>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mimage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtestPaths\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m9\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mpred\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mshow2Images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"INPUT\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"PREDICTION\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "image = np.array(Image.open(testPaths[9]))\n",
    "pred  = model.predict(image)\n",
    "\n",
    "show2Images(image, \"INPUT\", pred, \"PREDICTION\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gpu_tf",
   "language": "python",
   "name": "gpu_tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}