{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from prody import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "import os\n",
    "import fnmatch\n",
    "from os.path import basename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A script that calculates RMSD, RMSF, cross-correlation and PCA on an MD trajectory as a batch calculation\n",
    "\n",
    "#### Warning: Your pdb and dcd files should have the same filename.\n",
    "#### Outputs will have prefixes based on your pdb filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "@> 1902 atoms and 1 coordinate set(s) were parsed in 0.01s.\n",
      "@> DCD file contains 1199 coordinate sets for 1902 atoms.\n",
      "@> DCD file was parsed in 0.01 seconds.\n",
      "@> 26.13 MB parsed at input rate 2326.02 MB/s.\n",
      "@> 1199 coordinate sets parsed at input rate 106749 frame/s.\n",
      "@> Superposing  [ 21%] 1s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5heb_eq.pdb\n",
      "Ensemble 5heb_eq (0:1199:1)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "@> Superposition completed in 0.94 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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XYejQoXjhhRd0265ZswbDhg1TLBs+fDhmzZoFh8OB2NhYw+O53W4cP34cKSkpVPmYIAiCIKIExhiKioqQmZkJm03fyyfiBdC8efOwefNmbNiwwVT7vLw8pKenK5alp6fD6XTi1KlTaNSokdc2ZWVlito4x44dQ4cOHfzrOEEQBEEQYSEnJwdNmjTRbRPRAignJwcPPvggli5damnOX221kWf5tKw5U6dOxbPPPis8fmpqqoUeEwRBEAQRLgoLC9G0aVOkpKQYto1oAbRp0ybk5+ejZ8+enmUulwurVq3CW2+9hbKyMkW1YqCimGNeXp5iWX5+PmJiYlCvXj3hcaZMmYJJkyZ5PssnMDU1lQQQQRAEQUQZZtxXIloADRkyBDt27FAsu/POO9GuXTs89thjXuIHAPr164dvv/1WsWzp0qXo1auXpv9PfHw84uPjA9dxgiAIgiAimogWQCkpKejUqZNiWVJSEurVq+dZPmXKFBw7dgyffPIJgIqIr7feeguTJk3CvffeizVr1mDWrFn44osvQt5/giAIgiAik6hKhCgiNzcX2dnZns9ZWVlYvHgxVqxYgW7duuH555/HjBkzKAcQQRAEQRAeoiIPUKgpLCxEWloaCgoKyAeIIAiCIKIEK8/vqLcAEQRBEARBWIUEEEEQBEEQNQ4SQARBEARB1DhIABEEQRAEUeMgAUQQBEEQRI2DBBBBEARBEDUOEkAEQRAEQdQ4SAARBEEQBFHjIAFEEARBEFEIYwylDle4uxG1kAAiCIIgiCjkzjkb0O6fS5BfWBrurkQlJIAIgiAIIgpZse8kAOCbrcfD3JPohAQQQRAEQRA1DhJABEEQBBHFSFK4exCdkAAiCIIgCKLGQQKIIAiCIIgaBwkggiAIgohiJJoD8wkSQARBEAQRxZD88Q0SQARBEARB1DhIABEEQRBEFEMzYL5BAoggCIIgiBoHCSCCIAiCiGLIAOQbJIAIgiAIgqhxkAAiCIIgiCiGwuB9gwQQQRAEQUQxpH98gwQQQRAEQRA1DhJABEEQBBHFkAHIN0gAEQRBEARR4yABRBAEQRCEZQqKHfhg1UHkFZSGuys+QQKIIAiCIKKZMHlBPzJ/G15cvAdjPloXluP7CwkggiAIgohiwuUDtGz3CQDAHyfOh6kH/kECiCAIgiCiGAqD9w0SQARBEAQRZTDGwt2FqIcEEEEQBEFEGbz+kSgQ3iciXgC9++676NKlC1JTU5Gamop+/frhhx9+0Gy/YsUKSJLk9bd3794Q9pogCIIggoebU0A0BeYbMeHugBFNmjTBtGnT0Lp1awDAxx9/jOuuuw5btmxBx44dNbfbt28fUlNTPZ8bNGgQ9L4SBEEQRChw0wyY30S8ALrmmmsUn1988UW8++67WLt2ra4AatiwIWrXrh3k3hEEQRBE6GHgLEBh7Ec0E/FTYDwulwvz5s3DhQsX0K9fP9223bt3R6NGjTBkyBAsX748RD0kCIIgiOBDPtD+E/EWIADYsWMH+vXrh9LSUiQnJ+Prr79Ghw4dhG0bNWqE999/Hz179kRZWRk+/fRTDBkyBCtWrMAll1wi3KasrAxlZWWez4WFhUH5HpHO9J/+wOFTF/D6Ld0g0aQyQRBExOKOIAVkt0Xn8yIqBFDbtm2xdetWnDt3DgsWLMDYsWOxcuVKoQhq27Yt2rZt6/ncr18/5OTk4JVXXtEUQFOnTsWzzz4btP5HC9N/2g8AuK1vc/RqUTfMvSEIgiC04H2Awv2+GhOlAigqpsDi4uLQunVr9OrVC1OnTkXXrl3xxhtvmN6+b9++2L9/v+b6KVOmoKCgwPOXk5MTiG5HLSUOV7i7QBAEQejA5wGiMHjfiAoLkBrGmGLKyogtW7agUaNGmuvj4+MRHx8fiK5VC0IVXcAYQ0GJA7VrxYXmgARBENUExTgdZv0TOZNx1oh4AfTEE09gxIgRaNq0KYqKijBv3jysWLECS5YsAVBhvTl27Bg++eQTAMD06dPRokULdOzYEeXl5Zg7dy4WLFiABQsWhPNrRBWhyjD6j6+2YeGWY5j3t77o27JeSI5JEARRHYikTNCR1BcrRLwAOnHiBG6//Xbk5uYiLS0NXbp0wZIlS3DFFVcAAHJzc5Gdne1pX15ejkceeQTHjh1DYmIiOnbsiO+//x4jR44M11eIOkJ1LS/ccgwA8O6KAySACIIgLKDMBB1eolT/RL4AmjVrlu76OXPmKD5PnjwZkydPDmKPqj+hji6IVgc6giCIcKHMBB3eMTSSItKsEBVO0ERoCfW1bCMBRBAEYQneByjcU1DRmpWaBBABQHkDhfpatoc7hpMgCCLKUIzZUSpAwg0JIAKAUsGH2pwZrUm0CIIgwgVT/J8UkC+QACIAKEVPqN8mSAARBEFYI5xjdnWBBBABQH0zkQWIIAgiklH4AIWvG1ENCSACgPINItQObTbyASIIgrAE+QD5DwkgAoDyBgr1fDKFwRMEQVgjnGN2dYEEEAEgvPPJFAZPEARhDfIB8h8SQAQA5c30wBdb8OC8LSE7NlmACIIgrEE+QP5DAogA4O33883W4yh3ukNybHKCJgiCsIYiWIVMQD5BAogAII78ClU+IHKCJgiCsIY7jIEr1QUSQAQA8Q3kCtFdFWMnAUQQBGEFFsbUJSIioQ9WIQFEABBfvK4gXtD88WgKjCAIwhpM4/8hO77q+VDuCo3LRCAhAUQA0LAAuYJ3W/HWJaoFRhAEYY1wR4Gpnxml5SSAiCgl1BYgJ3f3UBg8QRCENdyc3giHBUjtI1ricIWhF/5BAogAEHofICdZgAiCIHwmnOWL1McHSAARUYwo4iuoAoibLyYnaIIgiOhC/cgoKScBREQpoRZADs6/iAxABEEQ1gi/DxBZgIhqgugGCqYACvfNSxAEEc0oM0GHYwpM+bmUBBARrQgFUBCVCS+uojF/BEEQRChxuNyauX/CkQhRbQEiAURELaGeAiMLEEEQhDnKnC4MfnkFbv1grWeZwgIUhjGUqaLei6PQBygm3B0gIoNQCyD+cJTGnSAIQpv9J87j2LkSHDtXgpJyFxLj7Dh48rxnfXimwJTHdFAiRCJaCXUYvMICRLWMCYIgNEmItXv+f+xcMUrKXXhp8R7PMjMWIMZYQMd0tQByRuGbLAmgaogvPjV5BaVey4IpgJQ+QEE7DEEQRNTDi42cMyX4ac8JnC12WNrHvZ9sxKUvLw+Yr4768eAMYuWAYEECqJpx5kI5+k39Bc9/t9v0NhfKnLht1jrP58a1EwEE1wl63oYcz//JCZogCEIbXlycL3OioEQpfsyMoT/tycfRsyVYd+hMQPqkPqbTTVNgRJj5ePVh5BWWYtZvh0xvk8tZf+rUikVcTMVlEUwL0PurDnr+T/KHIAhCG4XFHN5JByOhFpiDLEBEuPHlEuRLcblZ1edgCiAekQM2QRAEUQFvXWGMeUVcRUItMCc5QRPhxpe6ojYuFbObMcTYKi4Ld5AEkNp0SvqHIAhCG7XPpDrrspWXyEC5HJATNBFxSLCugPhSFG4381RnD9YFXeZUvilE321DEAQROvjpJQaGknKnYn1Y8gCREzQRafhSV4sXTW4G2CuvimA5QReVKm9emgIjCILQRm0BisgpMHKCJsKNv3VFXYzBHuQpsPNlSgFEJiCCIAhteHHhZkCxOpTdyhRYgPpUHZygKRN0NcMXCxBv6WGMwV65j2BNgZ1XWYCi77YhiAoYY5B8uekIwgK8BeiJr3egvNKNID7GhjKnOyIsQC6yABHhxpfBmL+Q3QxBd4Iuc6oc+KLQeY4gisudGPLaSvzzfzvD3RWimsO/jJZzPpS14ioyRBsZgPxxfD5RWIpP1x5BsZffkboURvSN4xEvgN5991106dIFqampSE1NRb9+/fDDDz/obrNy5Ur07NkTCQkJaNmyJWbOnBmi3oYfX15GeQHicjNU6h/LFiC3m6HARHZS9W6j77YhCGDR1uM4ePICPl17JNxdIao5WilJ5JxtRuWE/HGzvPGd1fjn/3bihe/3KJZ7ZYImC1DgadKkCaZNm4aNGzdi48aNuPzyy3Hddddh165dwvaHDh3CyJEjMWjQIGzZsgVPPPEEJk6ciAULFoS45+HBlygw9YVsr4wCs+qcfN9nm9D1uaXYfvScbjv1mwM5QRPRSDSG/RLRida1JlvrDS1Afhz72LkSAMAve/I9y86XObE1+5yi3TmLpTkigYgXQNdccw1GjhyJiy66CBdddBFefPFFJCcnY+3atcL2M2fORLNmzTB9+nS0b98e99xzD+666y688sorIe55ePDJAqS6e2QnaKuJEH/cdQIA8JFBFmovCxA9R4gohEq4EKFCy78mttJh0+hKDMRLJm9l+r93V2Pygu2K9d9tzw1YnbFQEfECiMflcmHevHm4cOEC+vXrJ2yzZs0aDBs2TLFs+PDh2LhxIxyO6FOoVvHFHVMtdPx1gjaaCqbq70R1gK5iIlRo5dgxa61XrA/Ahbs3r0i4POdMsf87DyFRIYB27NiB5ORkxMfHY9y4cfj666/RoUMHYdu8vDykp6crlqWnp8PpdOLUqVPCbcrKylBYWKj4i1b4rM5m31DVzTw3lYYA2pdXhEH/+QULNh0VrjdyalYfj6bAiGiEnPeJUKFljY+Vk7YZOkGbP869n2zEa8v+8GkfCbF2xefl+/Jx2SsrsOnIWXMdCDFRIYDatm2LrVu3Yu3atbjvvvswduxY7N6tXe1cHQklCwGtCKmpU6ciLS3N89e0adPAdT7ESKq6XmZQJzyURZTW9o/8dxtyzpTgH//dJlxv5AynvpFI/xDRCOkfIhQwxuDQ8gEyOQWmNcaqX5LXHTyNZbtPYMbP+73bGvbU+2X2ztkbcOjUBdw+a52JrUNPVAiguLg4tG7dGr169cLUqVPRtWtXvPHGG8K2GRkZyMvLUyzLz89HTEwM6tWrJ9xmypQpKCgo8Pzl5OQE/DuEA7M+POqLtkoAibc3muc1qomn3i9ZgIhohK5aItgwxnDnnA2aqRaqnKAtTIFVsv3oOfR4fhm+WJ/tWcYbCcrVJYtMXPBazxx15upIISoEkBrGGMrKyoTr+vXrh2XLlimWLV26FL169UJsbKxwm/j4eE+YvfwXrfAXsFkBpL555DB4X508jQSNei09SIhohJygiWBT5nRjxb6Tmus9TtAGlyI/Jss+mA/N24qzxQ5MWbjDsy4xrmoKq6DEus9stL3MRrwAeuKJJ/Drr7/i8OHD2LFjB5588kmsWLECo0ePBlBhvRkzZoyn/bhx43DkyBFMmjQJe/bswUcffYRZs2bhkUceCddXCCn8JJ/ZWl5qi41kMAVmtFcj4aW+SaLlnqEHHsETbYM9EX2UG5jTZX9NwykwwTLR84EfuwtKyo2658UfJ85jwLRf8OGvBy1vGw4iXgCdOHECt99+O9q2bYshQ4Zg3bp1WLJkCa644goAQG5uLrKzq0x4WVlZWLx4MVasWIFu3brh+eefx4wZM3DTTTeF6yuEFBungII1BeaLuVW5A2v7iwQ2Z59Fj+eX4asN1WN6lPAf8gEigk2ZQ18AyU7QhkMutxu9XHH8M8M7r4/4IC3rJ6F+chwA4P7PNuPYuRKvpImRSsTXAps1a5bu+jlz5ngtu/TSS7F58+Yg9Siy8WUKTB3NIosoXwf4EoP53mi0AN05ewMKShyYvGA7/tI7ep3kicBBFiAi2KjLBqnxCCADG5BoCkx0+To5i5N6Ckxu75U2xSYhzh7xthQh0dlrwhTmLUDKz7IFSMsyY7TXjUfOwqFjuvWKAosCLyBf5sOJ6g3pHyLYlBpYgGJs5nyARKtF4y4fbaau7SV/UouyuBgbbDZfMtCFHxJA1Qxe9Jh9Q1W3kyTxciucKCw1fTyaSiCikWiYuiWiG9MWIAtuCXpN+YzTbsY8ZTAUfVKJsli7zeOLFG2QAKpm8Be62UzOVvMAmTHYyEX6zGxOzxEiGiHhTgSbMmdgnKD554J83YrGXd7qk1dQigHTfvF8lkVWqcACRAKIiAj4i9psplr+7WF4x3TOB8i3KTBAmZFa73iiz5FIlN7fRBCJgsuWiHKMnKBjTIbB84O2y81QUOzQ8AGqWrg155ypPsXrvOxGOtHbc0KILxYgPnHzyzd35XyAAtMPNd4+QJFPcnxVvIDVIrFE9YScoIlgo7a2qIm1mXWCrvr/04t2outzS4XTW3wWf/XMAEPFy+o8VSRsnN2Ggycv6B4/UiEBVM1wq5S+GeQLvUez2khNiPVEkmltb8Zio9fEuxp85D9IYrgoBz0Hb6LmEA3XLRHdBMoCxIv1E4XiJMKA0gKknkFgDPhlbz5mrjygWK7n7hDpRG/PCSHKuV5rU2DyPG4gpsB0LUCqPUSbQYWeewQQHZZLIroxHwavj9lr1alyglbsgzFsP1qg2YdoJHp7TgjhVbvTZdICVHnNy5YfQydoE1iyAPl+mJDBuwDR1AcB0HVABB/TTtBGFiCTg/mLXAJDtaG7sNSJd1b86bWNlgXo6NliU8cMJySAqhn8dW41DN4uKS1AmnmATOyWP3ZJuQtvL/8T+/KKhPuNtgeJ2RIjRPUm2iyXRPRhNN0uT4EZvUaaHbIKS53cNoI8QYKXai0BNO2HveYOGkZIAFUzeDFh1ldF3kYugioZlcIwYbPhN53xy368/OM+DJ++ymtd5Q6jCkYuQASiT7gT0YeRFT++cvrJav1FM5h90dPKAv3d9lzLxww1JICqGUwhgKxZgGwBnALjb7htqnBKtYCKhkzQPGQBIgClkCeHaCIYGEXyxsdWVG9fsjMP+UXayWfNXJ3qF2YjB2wZs07Qf5wowrqDp021DRUkgKoZLl8sQJXNbJJJJ2hTU2Da7dWf3VFgUeG7TG/+BKAUPXRJEP5wocwpXO40GMNl60thqRPDXl+l2c7MmFWsquG4xqRYMVsHbNjrq3DL+2uRcyZyfINIAFUzeOFRbuBAJ+PyWIAqPtsMHOvMDPZ6b8TeTtCR//RQlBgh5w8CKpEfvm4QUc5/N+ag49M/Yu7aI17rZAvQLb2aYky/5l7rY+1V4Rnnih0Y+cavWL4v36udGQtlcblYhBlhNQw+mwQQESx4pV9u0gKkDoP31AKz+KBPT43n+mF8PDNtRZzXeFsKJqJU8kTNRpF1nUxAhI88On87AOCp/+30Widb8WPsEkTJ6O0q68vu3ELcOXuDVzszl6faAmQWqwIokpLqkwCqRpwsKsN7Kw96Ppu1AMkPdH/D4JXTXlUf1FUxjKbE9Ph07RF0evpHzFufba1zfsKLQfIBIgDzBSYJwldkJ+hYu80zPvPEmKzRY2YsLy7zTQBZzQMk+h7hggRQNeKZRbsUn836AMnTO54pMB+rwSvfiMVt3G4mmPIyf5x/Vr4lPb5wh267o2eLcdO7q/F9gCIRFOkFyAREQCnyyQJE+Ao/jaVGngKz2ySvF0l5uRnM+QCFZgosgvQPCaDqhDrxlFkLkHoKzO6pBablBK11Mxk/EN5Z8aeXOAqGnnj2293YdOQsxn++OSD7c9HDjlBBVwERCBIqI7lEOBVTYL5bgMwMWXwOICP+2rup5//xFi1AkTR+kgCqRqinZowsQE6XG24381iAZNOkZDAFpnX56kV+yby36qBgCizwN8SJQu2QUF9g5ANEqOAd4yNoTCeijEQ9AVR5jcXabBBpnUBagKxEZ/GizaoFyGyFglAQY9yEiBbUF5ZeGnWHy43BL69A3aQ43NC9MQA+E7R+IkQtzE4JeNWYsXQUcwT6LYN/2FE1eALwLes6QahJjNMWQAonaIGBJsZmTnyYuTyPnDZf0T2eEz1WfYAiqZg0WYCqEeoHs14ixD9OFOHYuRLsOFbAJUKE4l9NC5CWf48JC5AEb8Hji54wMv0G+h7TcvAmajJM8D+CsIauBcjACdqsBchMqhG5SnxKvLFdJF7DAmTGGkQCiAgKagEk8gGaufIAvtqQoxAosqXIkwjRZuADpHEzmbEAMcF+fREURje+MiO2fzec2umZDEAEUD3D4L/amIPHF2wnK2cIsel4BRs5QQcyCqy0svJ8SoIJAaQSPQmxFZ+7Na1t6ORsVOA1lJAAqkao06arH/xHTl/AtB/2YvKC7YrlHgGkzgPkVxSY9rb+hMHLGJld+ZwW5y0494k4faFc8ZkeDgSgLoURvn4Eksnzt2Pehhz8stc7mR7hH/mFpYaZndU4K9Pkx9jETtB2nQgyHjNjeUnlmJlkxgLET4HZJCyaMBC39W2GGX/tbijKftqTj6JSh+ExQgEJoGqElwVIdbPxoqDM6f1/+cI1ygOkmSFa4/9qvH2ArD89YnRufMaYoi6OUT0dI+75ZKPic3V52ycCSBRfEoWljor0FAG0mgaS6pB2Ykv2WVz80s8Y/eE6S9vxU2AiXRGoKLD1h85gb14RAG/r+p0DWmDmbT0Uy/gpMJtNwkXpKXjh+s7ISEswfDn9dttx3PPxRt02oYIEUDXCqSqqpZ4C4/NNXOCSXslF72weAVSxXGvg0QyCVySGM7YAycfxxaKi5/xXWOJEKVfIz1/Boi7mSgKIUBOt18TBk+fR5ZmluGPOBhSWVFlKayfGhrFXVcz4eT+6P78Mh06Zd9CNRL6oTNy67tAZU+2zTxfj7eV/4mxxhfU5xm4tD9CCTUcVn43cDP7y3hoUlFRYZdTj8YND2iCrfrJiGW8BUvch3oQf0LpDZzD45eX4y8w1hm2DCQmgaoS3E7T2W1wRNy2kbQGyNqgro2I0GrGq/cpvCr4IIL3kYfKgIRPoKatq8EJKBABWDZygv9yQAwBY9cdJnOHumxjVW/yFMieyT4e+htNry/5AQYkD/1myN+THDiTq88nDCxv5pfO6t3/Dyz/uw+oDFQVJY202jTxA4v3+47/bcPDk+ar9WrhA1elUbDYJbTNS0L9VPc8yPQFk1jH78OnisNcFIwFUTcg5U4xT55UPfrWA4aPCCrk5WI8FyGweIM0pMM4J2sQdJ1cR1otW00LvJlNPeQVaAJEPEKEmWi1A/LV85kKZcDkADPrPclzy8nLsP1EUsr7xROnp9WB2qspRacU/W6z0kbHbJPEUmM6LYB6XC83K9akeu+X0KGP7t/As4/MAqb+bFZcDs2IpWJAAqiaI5lTVgxj/WTZ3AlXe/zHqKbBgWIC4/cZWvkWop+7MoDfPrO53oB9OFAZPANacoH/afQJLd+UFt0M+wN+nvFVYfc+cqQwEWLHvZEj6Vd0w+6DXermKsUvCGhJ6wupcsQPrDp6u9O8y109AYAGqPK5WuLs6is1l4YVWz5IfCigRYjVhn+DNTD0Dxk+J8QJItgDZVVNg2jeNsRe0nmOzvF/54vclM6jeja8n/AIBWYAIQJUbSud6Lyl3eRzpdzwzDCkJkeFfAyiFTqmjyi9Q6xoPVx0nXwIlIgnTFiCNsTDWbhNXg9fZ7/2fVZQBmnpjZzSvW8vU8QFA/T4qz7LFcS+dfPmL2rWU17MVC5De1GAoIAtQNUb9FmdkAbKbtABpJ0Jkhm0q2lX8K1txfInS0rvxgy2ASP8QgNrpX7sdH3HJR2JGAkoBVPXkU1sBCP8w+6DXtADZJGG+IDOZoP+7McfSmDWyc4bis11gAYqx2zDj1u544fpOaFJHKa6sRBCaFYbBgixA1RjvvEBiAaS2AEm+lsLg/q+bB6iyZZxfTtDaN76XAArwYB6t/h5EYPgz/zymLNyuiEwye0lE2qXDX8slnAVIy4dPlI04FETaebMK/6B3uZniBY4fr7TyBFVkgvZebmZqzelmlixoEy5rg8/WZXvEumcKzM4LIAnXds3UPJ5ZrJbRCDRkAarGqAcx/kY7r4gCE0+BWS2GarZgqNxMfqNwuNwod7oNk4Tx30fP+U8teAJvAYry0Zjwi4lfbMGGw2cVQQd614QoeidS4G+NknITU2DB7pAGkXDH7cktxMyVBxQWPbPwQuWO2esV6xQCSOO8azpBmxBADhezZAGKj7Xh6i6NPJ/l9ChxiuSHgZEOeuN4KCALUDXGKyyem9zl5/vlG7qqGGrFcs1SGBrLzRSHZNz28sVfUu7CxS/9hDq14rD8kcHiLwNlYke9G1D9vX3wsdaFfIBqNqfOl3ktM3tFRJovC38vny/TdoKWCZsPUAScthFv/AoAcDjdeGBIG0vb8paOX/efgtvNPMKCH082HD6DmSsPem1fkQdIefLH9mtuygLkcLktvbRpZZ3mv4NZp+4rOqRj2e4TmusDJaR8hSxA1RgvSwg3Bcabu+W5fzmtupEFSISXKLLgA3T6QjnOFTtw6NQF3fB5voaMrgUoyFNgkTAYE+FDNPibjQyMtGuHv1deW/YHt1zcPnzv65Fz4raoEqOaQX3N8OV1+BfTB+dtxZ7cQq/t1VNFT1/TAU9f09GUBcXpcls6fVp1x5QV4M1dCe/f3hOtGiRprg+3BSjiBdDUqVPRu3dvpKSkoGHDhrj++uuxb98+3W1WrFgBSZK8/vbujaxkWg6XG7N/PxS03BpqIcCHm5cIymLYPXmAKpbrWXG8lqkWmqkFJpr/1Zs/5jNb6xUQ1Jv6swpfUsOz/0h7ihEhRXTt6Tv9R+71onVrvLX8T+HycPkARRK+lAlRT1XlFpQAABZtO46cMyWmtuevu5YNkmGzSUiI0a4kL1MxBWb+Gqx4XnovVztBa3FHZb6gx65sB0mSdO8NigIzYOXKlRg/fjzWrl2LZcuWwel0YtiwYbhwwTg1+r59+5Cbm+v5a9PGmtky2Mz5/TCe/XY3rnh9VVD2750ZWmwByi+qMOmb9gESLFcvUoQIexmHlE7QPHo5gfi5d72phED6AF094zfv/bsZVv95CuM/24wThd4CiajeiKz2eoM80/h/JKD1YOStEPwLxdOLdmH0h2sNE52uP3QmoJmjI0lD/rr/lCKIxAxqC5CcV2niF1tMba92gpYFVWKcGQHkDkjkKj9e682A/fPqDljy0CD8/ZKWAPRfamMpEaI+S5YswR133IGOHTuia9eumD17NrKzs7Fp0ybDbRs2bIiMjAzPn91ufLGEkq0+mFKtoBcGz/sAyc08AsgmLzd/15hNPsgY46bAvC9+sxYgPVETyEzQsjjkcTNg1Ifr8P2OXMxZfdjnfRPRicgCpC48zKNMDxFBT3KYy9iuvp9+//M0dh4v0Gy/J7cQf3lvDS55ebnf/ZOJrLMG/OOrbcLlJeUuoZO0V7Zki7nP7DalV448Vpupu+VUFbqVOTztKrRumCzYAhBNdsZyx9K7bOw2Ce0yUoU+TmP6NVe0pSkwixQUVNx4devWNWzbvXt3NGrUCEOGDMHy5YG7GQNFsB0i1TcZb7oV5SMxWwtMVPTUy8qj+0pcsU44BaYzMPA+QHqOzepBPdBTEHz4s8iKRVRv7AIBNPS1lTpBA+L/RwJm3g1EVlm976EuHhwIIk04/rSnyrH36Nli/HdjDs6XOdHh6SXo+9LPXu3VvXe6GdxuhvTUeFPHi7Urp8DksdrMlKTD6W0BenxEOwBASoI4Dko4BWbnBZD534O/frwFUHjHz6iKAmOMYdKkSRg4cCA6deqk2a5Ro0Z4//330bNnT5SVleHTTz/FkCFDsGLFClxyySVe7cvKylBWVvWmX1jo7YQWDIJ9T+tNBfFTYDI21U2lJTL4vboZYJe858XNJEKME7y96E2B8RYgvRsw2IkQf91fVQ4gLUKqZhOhw6Zhtne4GOJi9B2kI80fyEx/RFZZPR+8UCRR/ONEEX7ek487B7RQ1KUKB5e/shLlLjdWHzgNxirqeDHGFOJE/VL2w85cPPLfbYrIOz1ibMopMK1rUERRmRPjP9+sWCYLEa2s5KK9x9oltE1PQWGpA80sZJbOrJ2IE4UVz1d14sZwT4FFlQCaMGECtm/fjt9+8/bL4Gnbti3atm3r+dyvXz/k5OTglVdeEQqgqVOn4tlnnw14f0NBfmEpnvh6h3Cd+qZzcJ9FY5QvtcDcjMEOCdN+2Ktarr2Nrg+QSQuQ3iDrNfUX4AH5Amc9i7QHGhF8tMZsrWvBbI28QPDpmsOIi7Hhlt7NTLXXN9RWPMRFtZ1E+ufU+TK8+fN+nzK7G6He47BKv8kypwsPDb1Id9v8wlL8e8k+3Na3Gbo3qxPwvsnTn7/uP+VZJr8Y8p95vtl63NIx1GHwVjMoq18CZQGrNYUm+n0lScLiBwfBzZilBIbTb+mGZxbtwrhLWymm0YDwW4Cixn7/wAMPYNGiRVi+fDmaNGliefu+ffti//79wnVTpkxBQUGB5y8nJ8ff7prC7LNTL0Hg04t24ac9+cJ1F1TTXC6D6AX5pjCsBaYY0Cs+fLr2iKKJnjBQh8Er+mjSB0hvjFUPwGb8HERoJTxzmPRFIqonWtYPrQc/P9UdzOvl1Pky/PObXXhswQ7FvaKHXn/kVQ6TibQmz9+Oj9ccwWfrsk21DwQ7jmr7IslMXrAdCzYfxQ3vrDZsW1zuxLfbjqOo1JqTcwXav7O/L0rqWmD+VlGXr2EtIaWVvNNukyxnb25eLwmz77wYfVrW87L4hLsYasQLIMYYJkyYgIULF+KXX35BVlaWT/vZsmULGjVqJFwXHx+P1NRUxV8oMOMD9MGqg2j/ryXYdOSscL1eFNKe3ELszauazjN6M5Md0uSbK89EhJOZumBa28QKpgv0Qkx5QaInarzD/30bfLZknxMu5/tI+qfmoSWAtMSEMiIyeBfMBROJDHnKnW4s0alQL38f0fcSnYMdx4zFiK9ofR0zQmCnhX49+fVOPPDFFkz43Fx0Fg/fR/X59/dnV+fm8VcAydv7ux+rqC0+oT6+mogXQOPHj8fcuXPx+eefIyUlBXl5ecjLy0NJSVXuhClTpmDMmDGez9OnT8f//vc/7N+/H7t27cKUKVOwYMECTJgwIRxfwS9eXLwHDhfDEwvF01xGTnBv/lKVz8NICMiDWsOUCse87DPF+N+WY17tlD5Axo6f3uu0naD13kj5MH79N9fAWID++v5axecOjVIr+2HOF4monmgN2lrXpNkSMf7CH9/MZfnBr94Zh3nka1s0LW01FYC/aO3aTBQRX+TViK8rx7uVf5w0aFkB/wLK99FKXjRA2xlZJtZmEzpBA8DFWcYBQWrkzTUtQEHSJbVUYftmirkGk4gXQO+++y4KCgowePBgNGrUyPP35Zdfetrk5uYiO7vK7FpeXo5HHnkEXbp0waBBg/Dbb7/h+++/x4033hiOr6CJlQFDy4/FSEDzfjZGtbbki7FxnUTPsme+3eXVjh/QNQd9jSGLoWqgEAkgh44PEH8sfSdo1ecAjcyyudasECOqJ1oOqNoCqOr/wRTM/OHNXPM/6lh/KvZXKYBMXuPBtG5p7dtu4gFaKgj4CAQOl1uRx0fP2d3oFNZLitNdX+EDVPWZ/95z7+5jordK5BdnrfMXLLtMQqxdWVOMaoHpY+ammjNnjuLz5MmTMXny5CD1KHBYGS60Bk69aAxAqfD1xAUAyHqkQXJVaGZzgbe/TRHdIN6XmTB1Udf18/uYjQJzqz4HZmCWzbd8zhcSQDUPrZcOMwIomNeLmRcTHiPrcdUUmPfNLLq/w3EnmHEGtjIFbpPMW+lKHS5sO3rO85nfTC1AjYRv3aQ4HNZJHBljV3rl8N9bFE1rFi13nmBm/E5NiPEUEqZq8DUYKy9MWtM4RgKI97o3GhTltwFJkpASX6GN+7as592QO6SWg6SuD1Dlv6K+6zlcOk1aXtQWoEC9dSfEVpyfMgdFgdVkNH2ANKPArE1N+YpVXyOjR5x8K4penH7/8xQmfbUV54qralqFI1dPoH1IrEzJlDrcmjmemGoMMjo3dZP08wFVhMFXfVcrYfB6dMxMC8h+rJDKhd7XTzaXBylYkAAKK+YHDK3B1WgA4L3ujaI5eDE+qk9FGK3oqGbeaPk26ueF/ECQADx1VXvFOn1hU7XuzIVynOUKCiraeeU/0tylJeS6OyUkgGo0WteoKFwcMOczFwjcFi1ARs/QE5V18ET7enHxHizcfAzvrjjAHd9kR31A67QFegrFSmbiUodLJYCqPpS5XFj5x0lPnh+9cxMfY0ODFH0hoHaCthoGr8XoPs0w6QrvNALBLPmWwuVOa5SWELwDmYAEUJSQc6YEOWe8TaRGFyrvda81QMso5oPlXECCO5cfaLXMy2aiwGyS5JWHQi8KjBdwZ4sd6P78MmG4rzrcX2TC94WESgc+pQ9QQHZNRBFayTrNWICCJYA2HD6Db7dV5ZYxI0aMpjmunF6Ra0dvComviWXVArQ3rxD9pv6MLzf4HjYfaAuQlf2VOlwKX0f+60//aT/GfrQef/90IwD9371n8zqoU8s4oSq/i0AJoBi7DROHeNfI1AqDDwSpnMN3OgmgmovVsfD2Weu8lhkNYvwbjdFcOJ/i35MLSNCOfyM089bL42ZVdWlEXddLhCh6Ey0U5OtQ7yJQIiVRkHGWLEA1D61rVEtoh8IJ+uaZa/COwhpjfBwjK5G8+pSgHp5Mo7SqgAnRIfVE0YTPtyC3oBSPLRBHuCr2oxAaVf8PdBSRFWFR6lCWmODP+eeVuZB+//N05Trt/dRPjkdSvLE7Lj/dGOgM9OqvHUwLED8F1oCmwGouVodC3kmu1OHCtpxzhjpdEQVmYAnhnen0skHzyxxut6GVSLm86nuLxJvZMHgZ0WHU/QlUFJhIAJETdM1D60VCMxFiiMLgecxcl2bF2Kr92iHhydzbvNF0uZojpy8Il/+ZX4RP1hxWppvghi4+CCHwFiDzj8Qyp0s57ahr9dZeZ5OAJI2q7rXi7LixR2MA8DgOA4HPoKzeX9uMlIDun4e3+qeGuZRQxEeBEWL+9ukmrDKRq4J/Q9KzrqQkxKBLkyqHONkEKhQYKh8g0cCvNf5WVIOv8gFSN9ObAhO9YYsGeq8IjAA9dRIFgxRZgGoeWr+5dkoIbtsAKqAypwv3fLxRGKhgqsaXyYrkRaXa9aqcBjmxXIzBpvGaphWVOvS1Vbr940viBGoqSMaKT1FFlfWqz7qRr3oCyCahS9PawnXfPjAQrRpUVGw/reHzGAhibRL4vf9fjyYoLHGgdwvrOYaskGLC8hVMSACFEX+iJsyIH0CZbVlvCuyi9BRFUUF5XBH1kR/onS4mHPi1vpubKX2A9PatRjRgigRTIIqhirYRFV0M5AONiBI0fnLtTNDBsQAt3pGLX/efUtSg8hzHxLSvWfGuV1aDH1PEL0veC3MLSrB8r3L8cruZV2TTFq6qPD8FxvfHajRUudOtGzbOW5TKnC7Ex2gXWlULND0Lu97vbpMkdG9aGzd2b4yFqsSzvFtC49qJ6k0DRoUFqCq4w2aTcM+glkE7Hn+ccEJTYGFE654oLHVgxb78gDxcz5c68ebP+3HsXIluIkT1nLKnIryqC2ph43IzYXSZVt/djHn2KUneg6ZD5zuLHjDlJgSQ0dSfCJGwEhUODEXlayKysGwBsuADdPp8GWZU3q9GOJw69wp3nNV/nsKBk+e921T29/a+zXWPI7rHPOuc+hYg0de99q3fvQo4D319JcZ/pqxYrvUS5U8m9u+26xch5S1KiwwKlqrHFb3hWq+fdqmi0OnT13b0Xsf1Z/xlrXD3wCz8b/wA3X7pEWuXcOeAFoLloZMCkTRikgUoAnli4Q58tz0Xk69sa9zYANkx8qtNOejapLZmO28BVPGvV2V1gbgQOUJrXeSMAV+sr3AQFGl/vYgtkQVLGAWmavfZumxsPHwWL/9fV6SZiLYALAggigKrcWhd2+YsQPrD/0NfbsWv+09h/qajWDX5Mt22eiHb8nH+OFGEUR9WBE8cnnaVsr+VbYwS6elbgKrWib6Z6JycFDhVHzx5AQdPXsDb3DJ+S6WI5PZvchpPZn++txDk4ceYswY5jsxOIVZsr71O9lIQ+TPxFpKUhFj88+oOpo8p4seHLkHLyik1nrgwZ2QOF2QBCiNaN8V323MBAP9Zsk+4vqDYeqXinDMlujdsqqoWjVYUmNri4dSyAJkYG1o1TPYaWPSyVYssWCKhon7IHDldjKW7T2D6z38Yd8pzLO9+iB4UNAVW8/DPAqS/b3k6K1uQ8kKN3lu7fF3qVUuX2xgJIN3UFNx9IhIJfvnIMeF/Ffec1rT+qj9O4uDJ8159MoqeyuSmmdJTq0K0+cPI9aysZJjWGyfksdYucAkQLRMx4bLWptppXTOBdqrW464BFQXNh3VID9kxtSABFCaKy53CKAgjv6Cdxwpw5RurdNvc1KOJcLneVJA6I6eWD5C6e1Z9gHh6t6jrLbAsToGJBmd5YMpIVeaYyC/UDuf12q/gXMUJBglygq55aP3kL/2w17B9IK8XXQFUeRi9e95jAdLZz5KduboWIP7+MwqYsArTUEBG53PnsQKM+Wg9Ln91pdcLVZlBYVTeKVcrsWTzekkArE2ty5uLnKw9AkhoATK3/38MuwjrnxyCXs3r6LbTEruBDqvXo3OTNGx8aijeva1nyI6pBU2BhYnh01ch54z3PP9XG3N0t7v6zd8M9/3qX7oCABZsPqpYrn5jiYuxeQa3+qpMpB4fIHVhUYGDschaYmagtwl8gPT8lETWoXKBH4T8tlU/JQ55imrN5kdj0bFEgwf5ANU8tH7ybZzTrqI9d90F0mKoF7Ek36flLuWx+SkV+d7mr+uM1ATFPTNurtIvR42RP44/31frPPP3nMgK88eJImH/gArHZj34fT++YAd6Na+LGT/vV5wTeSrcSnCFmxObDpeyD7LwEQkgsxYgSZLQMCXB0KlYSzS/9peu+Nunm/CgICliMAh3CQwZEkBhQiR+AJhKCqbHVV0aARCnuV+xTztyTJ2QStMHyGsKzC0chMzoAlEUmJ5ZWeQfpBcFpvdma4RIiNEUGAFYj95UJssLXD/06gB6Krlz13G5y40EW1VUk+g+4R/0ZuBffoQ+QIzh1aX70DYjBVd3ybS0bx6FiGT6gpLP16W2XpWpPjtcbry27A8Mal0f/VvXV4iaMqcbg/6z3Gv/8jhgVFwaqBI18jVzadsGWLwjT9FG/h1FY7bV68VIMGmJ5jbpKVj+yGBrB6sG0BRYBHHGzzwPA1rXw9ujegAwLpIKAGBAr+Z1kJoQg36tlLlEtHyA1EX+ft6TLxQLysKM4sPbbBJ6qky2en5KInEkFEAazp1WnltCC5BAUFn0wayxfPjrQby9/M9wdyMgWH0oBasUhp4FQj4Of3+op3/MOkHrUW4wBfbb/lN485c/MeHzLZb3ze9vw+GzmLJwO5wut0KAisaEBC5flzpTvNoC9P6qg3h3xQGPo7gZq45sAdKzVstUJZSt+LdNwxRMGdFO2EaUGLZ+cpzhMXiMapmFu/p6pEFnI0LYk1uIHs8v82sffMIys3PH8/7WFxueGuqVil0rE7TaAvTp2iPYLnC0dDOGcqcbW7LPag4qNgno2rQ2vvxbXwxoXSHA9CxAInGkawHSyeFhhGh+XzR4kA+QMaUOF174fg9e/nGfMAIo2rD6myuT5QVQAOn0Q74HSso5AaR6+Jt1gtbDKBIqv8iaRYlHfZ6/WJ+D77bnKiIv5e8wf9NRj8DmX1TOqgJG1CLwl735is9WBNCibfph8kDVi6T8XWyShGu6Ki1hWtmsh7RraFjqSA2/rx8fusQrdxAJICV0NiKEeet9LwgooxBAOjfO8I7piLVLeG9MT8TYbcJkX1qZoEUDxPaj5wBUvK3c0qtp5XYML36/Gze8sxrrD58R9kPuY5+W9dCsbi0A+m9VwjB4wQCsNQVmyQIk8C0SDVQH8s/j1Pnof6gHE/5308spEy1YlTDBKoWhJ6bkVRfKq8YE9fSPGSdoI/QixADraSL4cyX6dmculAuLMT/y3214+cd92JNbqBij+FB2wPscqANRzIhbeZpw9YHThm1tqnxqNsl7HNESOb6IFX4KrG1GCr4a18/zuUuTtICXDol2SABFCE3q1PJ7Hw9cXhUKqSeAbujeBHueuxKXtW2o2Ube3DsKzHuAKC6veLNMjLN7nPDcDPh4zRFFuytUYY/8zSiX7NC1AAmsMqIIFY/DYYzvN7toIBSZl/fmFWHsR+t9Pk51x+lyo4ibhqgO469VHyC+tb8WQ5eb4Zutx7Avr0j3XpGPU+qosvrw/5f3BQCxfliAjPxgrH5fo6lzSVJFZ6kanSt2KAXQBbUAUp6D82VVAnH6T38YhrbbJKC4TN+RmkftA2SzSV5js5bO8eV3GdaxYoyVq8vzFqBL2jSwvL/qDjlBhwGRFaVhqn9e8Tf2aIwbufB3vQdNicNpmPeBf3NZ/ecp/PObnXjphs5oVs9bqBVXDqwxNhsXPl+RL0MWR4B3wT9+HJAHCr3QUrM+QLJZ3p83W6EA0phX3HW80OfjVHdGvPGrIvmcZFi+N/KxqmF4S42/AqjVE4s9/x/ZOUOznScKzMlPgakyF1e2MVtPq09WXaw7pLTmGoWCW3cY59uLt+WbnDlfrrAaMyhrE6r9KtXnoJSbEpv+03505eohirDbJEuWGUmqyNu2tTJCUJK8x2atl9U2Db0TFhpxc8+mqJcUjy5N9b8HUUHALED5+fnYuXMn1qxZg127duHkSXO1qmoienk1fEWd80Zv7viCiTcYPgps1IfrcODkBdzy/lqheCstlwWQpJjzTlb5FalrafE3vhydoOdTIMr6askJ2sLkhehFUM/BcPSHaykiTIA68251sABZ9gHyY1s91NFEPPJxlAJIZQGSI8VMXrcv3tDJyynXaCyzOgXGnx+hBQjKF8g1B0/jhndWVzVgyvVqnzPeB+j573Z77d/YAiRZSn3hcLnR68Vl2JtX5NlePQ0lEkD1kuLwt0us1+Ky2SQM7ZCOhikJXuusjH81Bb8sQAcOHMCrr76K77//HkePHvVa36xZM1x99dWYNGkSsrKy/DlUtUKUi8LfcVH9ZqM3BdYgxdjapBkFJuinbOWx2yRFAkX1m6W6lAQ/X203MQUmGniEU2CyaV/1pqY+R3qI3lz13pR///M0/sgvQruMVNPHIKITq7eqMmw7sH3RPGblccr0osAq7xOHyfuice1aOHVeaVGRp9XU02uefnDffeHmo4alKPjzo3We1SJyx7ECbp1SAKnD+vmxd9Zvh7z2XaLxPWTi7DZT0V8ypQ71uOxdAFQ0Vj95VXth8WUisPhsAfrggw/QsWNHvPfee8jJyQFjzOvvyJEjeOedd9C+fXvMmTMngN2ObvT8VgK1T61n9YDW9XBFe+MU5FqZoIUWIGeVAOKLqKqn2dQ3NH/fV1mAtAcXkSgR+SDIi9QWICsGGlFTrSkwmf0n9Ad3IrBOwOHCsqWPjwLz4z63Mp3kEliANhw+i7+8t8YzHSPfy20zUgz3N6B1PSTGeT+QZWvyYwu2i/vM/X/SV9vwbmVtQqN+A+JzJUmS7jVUMQVW9Z3/VAmuzdnn0Peln/FfjYSzB096Z+fnibFLpvL/aGGTJK9cPaIZtVpxgfNOuaF7Y9htEkb3aR6wfVYXfBJACxcuxN///neUl5ejW7duePfdd7Fjxw6cO3cODocDZ8+exbZt2/D222+jS5cuKC8vx913341FixYFuv9RicgS4e+DQW1V0vL2/8ewtobZQgHtTNCiQUl+y7FJkmLqzMsCxAkgSVJO01X5ABlHtvCIw+ArlnnnAbIwBSY4mF7mXQDIK/A95LemUB3SBqi/wb2DKqzbWjlbzOTEMoPVzMOlDheW7T7hWfb6T39g/aEzuP7t3/H5umxPvzLSEnDJRfoOsi0qyz+oOVEZ5v6NRuV0q2LRpagtJm6jdx8zlQVI9s/jMw/nFZbi0fliwWZErN1mGPmmhySYAuPHwaeuao+rujTyChjxh9f+0hW7nxuuqHNGVGBZAJWVleG+++6DJEl48sknsXHjRvz9739Hx44dkZqaCrvdjrS0NHTu3Bn33XcfNm/ejClTpoAxhr///e9wOKwX8qxuiATQ+kPGIZV63NFfOcWo5QMkqmguQisTtOgBVlZpNuYjHBi8RVhCbNWx1WZfebpKzwdIdGy9PEDxqlcraw8Q72VGIaRUFsOYaiGAVF+hWaU40HKO5X0v/LlGrGzrdjPMWX1Yc/0TX1dlnLdLEt4d3QMPDW2DHx+6RNi+lsD6A1REXS3Zmat5HKvfV5FYUbBekvTvYwbxS5SZaX8zxNptloqgqrFJ3mMfP67cM6gl3h7VI6Dh6pIkCVOdED4IoPnz5+PkyZO49tpr8fzzzxsmapIkCS+++CKuueYa5OfnY/78+T53trog8gH6aqO3D5VZejSrjQ6ZSt8TrfvHbASDlg+Q6OaXBZ2Ni3BwM+Z1E/M3odoMHOOjBUiUV0ZepP6uVh6+ordMo3NnRWDVVKqB/vG6NuTLXP79XW6m8IlRlsLw/QRY8R9yMyD3nLjcjhqbTUJSfAweGnqR5nSY3pTMxC+2aq6z+nWVmaXFG+tOgTFxcWarGZW1iIvxzwJkkySvsdlsvS8i8FgWQMuWLYMkSXj88cctbff444+DMYalS5daPWS1w585ZBGi3Wk5QRtlbq3avuJf9SAkqqYsD/YVN3dVAkV1H3gLkLp7ZsLghT5AomKoGlFgVvSJLxagQEf3FZQ48PbyP5Fzpjig+w0n1UEAqa8NObRfXv6X99agyzNLPWUYApUI0Yo1xeVmiilnPcxYG7QsQIB+dKRVwWfkkC3BYAoM4peoukmBEUAxNsn0GCpCnAjR314RvmJZAG3evBnJycm4+OKLLW3Xt29fpKSkYPNm/erCNYFATwOIqlBrjWkZad7hkSLUg7qMaPpOfmuzS5wTtNv7TSyBswBpToGZSO7G1w8rd3lb0+R9eFmAfKjezGNUZ8efN0MRT3+zEy//uA83vPN7QPcbTvSufas5Y8KFOpxYPV286chZlLvc+H3/qYr2Ch8gP6bALF6/Zqe7zVgg9AQQY9oiyqoPkMOgthigLyJdLgaX4D6snRhrqR9axNptnoLTviBxY6QMZWcOH5YF0IkTJ9C8eXPLNUokSULz5s2Rl6edu6KmEIqBXvT7DO+YbvpNSCsTtGj6Th60KhybK5a5GeBQWXP4KDD1Te+xAOmICHl3d/RvgUeHt604tsoCtPNYAVb9UZGDSm0B2njkrGlHZV+iwAItgH6vTLWvDj2OZrQE0KFTF9Bv6i/4SBCaHGmoH8DqKTAZ+cWAF0wiC6rp4wZJAKkv6w/H9PJqozcF1rhOoqICu7IfprrggZ8CEwo+gzw8Trdb+BKVViswFqDYGBuevbajzz5FosemqcLVRFCwLIAKCgqQlpbm08FSU1NRUFBg3LCaEwpXEdFN1b1ZHUFL/e29LECCAbzc4wNUNb/90e+HvEJK9abA5AgrMxWubZLkaa8WHVe/+Zvn/6Iijw/O26K5f9GxeIwtQIH9YavjsKj18z69aBfyCkvxnCA5XSTAGMO4Tzfhya93eKnjKmupcoV8PfDvAUWlvgeBWJ0CM1vkVG0BGtohHbf1baZYpmcBSoqP0cxZ89Hv1gQtP40sGgsYY8IEhjJOgeUZANICZAGKs1f4S905oIVP26uTwwLeeYGI0GFZAJWXl1u2/shIkkRRYAiNH4TIX9dKaQitKDCR07E83tgFdW544nWmwOREiHoiQu6KTaqa3so5W4x7Pt6I3/88JTie9/f940SR5v6VxxI4QRtYgAJd6LM6vhlqWT/LDBLQhZs/889jya48fLYu21uIyPeKmym+n8NjAaqiiKs9ZcQ9H29UPMytTIExZv5FSzQFoxZFohxAMkUlDlyUbr1sgwg+q7PaggwA32477pXbh8fpYkILUKCmwGQrcIpAyJhBnbEfqB7Z0aMVqgUWBkIRCiwSqWbfCAEonJl5RFNgVcfUL8HBW4DUg64VC5AkSZ7vsuHwWQDAT3tO4PC0qxTtRYLPrHiXx94mdRJRNykOt/RuajhXbzajrlmq48Co9fNGeni8U0eIyD+TiykfvrI1g/9uRaXmBdBPe05gb14hOmamCY+rh8vNTDnla92zaqtEks4Dv7jcFRQ/FtGUMp/ZuVvT2miQEq/IdWTVApSaEINCC7+JXKBU73zoIfLBpCiw8OHTr7hx40a0bGm9Tklurna+iJqE1cH+m/EDcN3b2o6woqKIIuuBFQHk8QFS2fv1fBhEIZ48vJncKxTUJp7S4qmaAjMXzm9U8FUP+VgNUuLx9f0DKpYZPIAC7QMU7aZxkbVH69qP5gwC/HQxHyEkCxCmEEDWLOA5Z0p8E0DMnADSeviqxw8tHx+gIhN8MFJAiKKteKOQTQLuHpilFEAut7AvteLF/U+OtyaA4ipf1PiprOEd0/HjrhNamyhIF1qAovs+j2Z8EkClpaU4fPiwTwf0dfqsWmFxrOjatLbu+meu7ei1TPTsTE0wbwb2DOqqMVSvnpbdJulW+1b6AKnzAJmJAqvqm5npPFGTMxfKsTXnHLoZnFP+WDK2ylpnWl0MuA9QAG+VolIH7p6zEQ63G5/d0yegqfa1EGkdLe0f6TmU9H4Lz3SxmymmbcpdbuQXleKt5X96lp23MAUGANlnqvzorLw4PbtoFy6UG08raolstUVHzweozOH2KzRcC70kp0DFvakWZloWIK3r3Wq9LfnFKzmhan8pgnE1My0BxwUBF6Lj0SMxfFgeBWfPnh2MftQoAj3Wi24q9VvFgNb1MLitfrp7Hi0fIL0pMD4Rogg9s7GZRIjym7TNZs4CZNfw2bn+7d+9pssER6s4lur7xNhtmm/W3+/IxduGvTJPIN8Mtx8twPrDZwAAGw+fNSx9EAhED2xtC1CECyCBsO/erDbOFTtwcVZdABXfgRcCDpcbf/tkE3YeK/QsszIFVrEP33yAzIgfwLwFSHTvXtkxA0t25aHU6RL66/iL6PvyU2A2SfIa+5wucRRYYqxdaKmxKoBkqzJvAUpJ8D43RtbnGbd2x8QvKgIyIv3ar85YFkBjx44NRj80mTp1KhYuXIi9e/ciMTER/fv3x7///W+0bdtWd7uVK1di0qRJ2LVrFzIzMzF58mSMGzcuRL3WRz2t5C8i51z1uDbpiraWbnY+E3SMTfIMKjlntLPLSpKkO23DvympRUSMiWKo8rgmcVFgPOo3Rr25dbeb6faVP5ainzYJekHpW7LPWoq20yOQAog/32/+sj9EAsh7mdZYHwwLQrCZNbY3aifG4kxxxRVRMQVWdZ5LHW5P4VEZq8kyeREQjAelul6fjHqx7AR9ebuG+GVvPvq3qoepN3bGkl15YMy76nkgMLKoit5vKixAVbUA5fNdK86O927vhd3HCzFyxq+e9rxV2gyxgikwkQVIBJ9e4MqOVW4L5VF47VcXfHeSCBErV67E+PHjsXbtWixbtgxOpxPDhg3DhQvaVXsPHTqEkSNHYtCgQdiyZQueeOIJTJw4EQsWLAhhz7UJtAVIGMWhU4fLDHwmaN78vfagds0yO1cMVUQtToCpLUnyFJj5MHjv76N+uOgFbZXqWLL4Y6m/jtYDQ8aKP4ERgTSN8+JQdhwPNtXJAiR6abFJFVNIvNDmp4hFYsfqVJ8yCszSpqawa6R2UF/n8r371qjumHNnb8y582KFX80Fi1N7ZjDyqbNJkleJC6e7yhGd/wZptSpESofMVLSoV8uz3KoFKE5gAUoW+Bepx9v3bu+JoVyBU/4FLtAZ5AnzBM0RwOFwYPfu3SgvL0erVq1Qt25dn/azZMkSxefZs2ejYcOG2LRpEy65RFy4b+bMmWjWrBmmT58OAGjfvj02btyIV155BTfddJNP/QgkRoP96D7N8Nm6bMWy567riH99s0vYXvRQVlsPrPt8VDl28t3drxOCarPpWy14i4uWBUjfCbpyPxLABIdR71PPAlRS7tI9JyIfoIp+6gtJK6kGjAikBcifAo6+IrrMo1UAiYSLPC3GX9e7c6umu0Q5cKz+Dvx5CYaflJZzs9o6Kl/3teJiMLhtQwAVL0eSVPE7B0MAGZ0rmyShXrIyIaHLXTUNyael4MPWU7mIMKsCSB4zeB8g0VT7qIub4Zd9Jz1JWdVjNG9ZDnTwBGEenxIhLl68GL/88otmmxdeeAH16tVDjx490LdvX6Snp+PGG29Efn6+X52Vjw9AV1CtWbMGw4YNUywbPnw4Nm7cGBl5iHTu6+u6ZeLFGzp7LedNpmpEUznqRXpOjMJ9chYgUXdFeT8kSc8FWol6bJMHCN1Kz5wFSCQO1AOJXuLCEoO8M7y/kaifWuj5SFklkEFg6nMTimzkYguQuG2kO0GLXFykymuD/53+/ukm3f3o1boTHldRRyzw50hLAJiZIq2oMl5xEqw6d5vB0AJUeeL7ZFU9Cxwud1X+Je508YKDD4lPjLWbng6WJODabpme7WTUOYamjGiH2/u1wE09GnuW6aUJIAtQ+LBsAVqwYAHuvfde3Hnnnbj88su91j/11FOYOnWqYoB1uVz45ptvcPDgQWzcuBExMb4ZnhhjmDRpEgYOHIhOnTpptsvLy0N6erpiWXp6OpxOJ06dOoVGjZS1XMrKylBWVub5XFhYiGCiXw9JvNxqng2174peIjMRfGivqL/1kuIBnPfaRiRM3hrVHY1rJ+oeT37D1Jv3lx+SkiQ+H+oINT0LSqmBAOKn23iMnK8D6QsRSAuQ+rw63UzoRxVIxL8kw1cbc1BS7sLY/i08SyNc/wiFi/z7WLk3rfo68RogGCJRSwD1MOnHFh9jR6nDrRsd6itG50o+7fz533G0wDPdpUVmWtVYFB9rwxt/7YWDpy5g2OurNLe5uEVdPHplW0/0qCRJ+M9NXXDqQhlaN1S+DF7RIR12m6SwMOuV0SEBFD4sW4BWrFgBALjjjju81h09ehQvv/wyAODyyy/Hrl27UFJSgp9++gmNGzfGjh07/IoimzBhArZv344vvvjCsK1aAMiCTBSGP3XqVKSlpXn+mjZt6nMfzaD3Iqe1yqoA8poCs2jqle9XxpjpshB2Sey3cnm7hoaOwWYsQLwoER3Hywla55zlF5UZWJsq/lVfLwbJoA2FVbhQO5eHwulYdN04XAyT52/H04t24QQX0RPxFiDBd5GvDCtC1a8psKBYgLQv6I6ZqX5t7y9G1jL5rPP3+c9787G2soae1ksXb/FJiLUjxm5TRHK9eWt3r20yayegdwvlrMNfejfF/YNbC5K6ytOF2rUPeQKdQZ4wj+Wrd+vWrUhKSsKAAQO81n3xxRdwOByoXbs2/vvf/6J9+/aIj4/H5ZdfjnfeeQeMMZ8dkR944AEsWrQIy5cvR5MmTXTbZmRkeBVdzc/PR0xMDOrVq+fVfsqUKSgoKPD85eTk+NRHs/hSEdtqUjxR+LYVJA0foKr9i/2OtJYb4YkC0xn05H5oldxQDyR2myRMEgkAoz5Yh3s/2ah5LN7fiMdoku+hL7fqrrcC/x39nbJyqB68wQhbVsMEh+CFF58UMNIFkOgZJf8+lgSQxYcdn3zTamV1M+glODTzm/DlbQKN2bxa6pcUOf/O3QOzMP6yVlhwXz/Fet5xOqGy/7xAaZgSj58mXarYRq8rWlZiXgDpTccbTasTwcOnavCtW7cWWlJWrFgBSZJw7bXXok4d5Rv/1VdfjTp16mD79u2WjscYw4QJE7Bw4UL88ssvyMrKMtymX79+WLZsmWLZ0qVL0atXL8TGeptH4+PjkZqaqvgLJnrjitYqqzeJv1mE+UzQomev6I1G0sgEbcZ6ZS4RYlVuHqEPkKoyfKzdhrdH9cA3473FOgD8srfCJ83tZrh91jr846ttXsdSHyVcY5Wrss7Uin35yC8yV9GeR12mI9BlO0SILUBubn3Fv7uOF+DYOe30CpGASJjLl6ClKTBVvTAjeKuPryJx4pA2muv0nIDNHM/faVT19JEV5N5pdSE5IQaPDm+Hns2Vlhs+I35iXMX/+SmqhFi7V7/uGaj93FH//rLYUU6BeXfyX1d3QJcmafjbJdarKhCBwbIAOnv2LGwa8wAbNmwAAAwZMkS4vlmzZjhz5oyl440fPx5z587F559/jpSUFOTl5SEvLw8lJVUD5pQpUzBmzBjP53HjxuHIkSOYNGkS9uzZg48++gizZs3CI488YunYwcNYAclvKc3qVoRs6s0hixAVArUCnwla9CATh95r1BUyYwGq3N+5Ygf25ol9sPjcPCKDVrlLHVovVThqGpjp950owq/7T2HB5qOeZUzDByiUmcz5s+5iDN9uz8Udszdg8MsrLO9L/QAPRVSYsQCqWP+3T/QdhyMBoRN05aVgRRQXlTrR64WfhIJPWDrEx2KoPA9c3hr9W3lbvgH/LUBXdW5k2EYPX2tqAdqRmjJaEZm81Uq2APEWGlkgydNiX9/fXzcbv/owcl42hQVIMH7fNTALiyYMRO1acV7riNBg+SmZmpoqnCI6cOAATp2qqMjdu3dv8cFsNiQkeNdC0ePdd99FQUEBBg8ejEaNGnn+vvzyS0+b3NxcZGdXhY1nZWVh8eLFWLFiBbp164bnn38eM2bMiIgQeKDqxm1Sx3uOWo65mve3fripRxN8fNfFAKy/abWol+RXH/lM0KJhUBRirlULjF+mVY+MH4DuniOemlL6AAmmwAQWILm9Ft9sPYZjZ6seRvIDRysRYigNQEz19r+i0mJVbDLLL496OiEUjpei56eoqOjJojLvhhGGyP9Gng6VDPJfqTl9oRxv/rzfa7nIkXjuumycOl+m6EPLBkmKPDR6fPfAQMTabWjfSGzV1ns5MCOSm9SpZdhGD1EOHTVN64p9eaoiNcUnXytggf/OsgWMt9DIL4+rH78cqx69zNB/0TtVRsVnPvCEyl1EJpbld5cuXbBy5UosW7YMV1xxhWf5/PnzAVREW2llaT58+DAyMzMtHc+MuXjOnDleyy699FJs3rzZ0rFChfwgr1MrDkfPKt8E5a/bumEyXv1LV89yq5aHVpwJ942/drPcR/6mFr3JJwvSv0sCYWKTlH2P1yglwb8hnTwvfiAyzxsfIJIiah8gMwLowXlbFZ9djMEGSTHdxsPv6o7+LTBn9WFBP1nALUX+WmzUTs+hsACJ7l3+uJ7f0wYgMn3HPYj8b/hrwy5JcFqY2hJdHqJCwy43w8wVB/DU1R08gjEhxo7ljwxG7xd/MjxOw5R4z35E+GsBSrAYXaomyUR+suZ1k1BS7vYIQTVt01MUBVFltF4aeeu47MTNjz+yRSYlIdZUlmftKbCqc0O5fiITyxagW265BYwx3HbbbZg3bx727NmDjz/+GC+99BIkScKoUaOE2+3cuRNnz55F69at/e50tFM18HvfoIEK9EiOj8Gjw9vinoFZuK5bY+MNVCgsQII+3Te4Fbo2SVMssxskQgS03zh5C5DW9B1vARK99Kn9WuR9WpmiKHG48P32XJwrdniOxcMLm6ev6SDcR6Acevnz7nL5V0BFPQBbdcb1BaEFiDuuLIb0ElZGCiLByF8LVlMWiNpr5ab6WfZVq7wgYuySpiVVjTzdoxV44a8A4rcXWbSNMCMwbDYJ5YL8WvJ3Gn9Za6QKXshiNc4Rf+7iK/sfF2PDu6N74I2/dkPdJGtTUl5O0JViKoGbaqNQ98jEsgC655570LdvX5w8eRKjR49Gp06dcNddd6GoqAj16tXD5MmThdt9+umnkCRJYTWqqcg3rugFJZB1wsZf1hpPXS1+SBshm/e1BsG6teLwzYSBircckTBRb64VNcKboLVM1x7HZA0n6Inztig+m7EAqfnot0MY//lmvPzjPs+xePiPWlaeQFlX+IeWVedZNeqor1CE3m484u3vx1uiZDFkNcVDOBDdB3y3LbroCa9JrRQKTrcb+08U4dttuZ5tzZ4z+YWjb0uxD5DIkitjJuyeF0CPDNOvzyjibh3nYhmbJL5e5Us6Mc6OKSPbe62PN+EDxI87Izo38ullkf8t5PIogPIFl/x8IhPLAshut+PHH3/Evffei1q1ankG5QEDBuDnn39Gw4YNvbY5d+4cZs6cCQAYOXKkn12uPogGsUipCCB3TetZLg/g/NuUVn4eHm0fIH4/4m15p0fRA0TtGyObwK08YJfsVKZP2HGsQPHZjJYKlLlb7S/jz6XhNQUWhDxATpcbZy9UFAYtd7ox4fMtXm14ISY/1PyNWAwFwjxAflmAlJ8PnjyPwa+sELYtKHbgitdX4estxwBUXM+81axz4zThdkCVNXVEpwzMvK2H13o9XyJTU2CcRddKtvl1TwzBT5MuRYfMVHx0Ry/dtjZJwph+LbyW83eE6PfRsgDxFuZAGB/58UV9yj4c0wvPX9cRbTNS/D8QEXB8ChVKSUnBe++9h3PnzuHYsWMoKCjAr7/+is6dvUs4yO2zs7Nx9uxZtGrVyq8OVwe0sgxXrAt1b8TIDyWtvDzyG2+cXS2ADKbAtAQQN4hoCRZFKQwTV648r29lkFMnT1M/BMw86NTi4tT5Moz7dJOnLpBZeCHlbxI8tSgLhk/CuLmbcfFLP+HAyfMoKBGXnFFagCr+X1xWJVyDnZ3aV9RWPfVlwF+zzesZOwar75OnF4nr/AHeBXbtqutfL8xdPo4kSbiyk3fEVoqOBcjMNCkfRm/WMRuo8E2SQ80vb5eu29YmSULrEn9LiG4PTSdo1Uubv+jtY2iHdNwuEG9EZOBXrLTdbkejRo2QnKyfy8FutyMtLS3o+XWiBVlTiB/05h90t17cFB+M0X978hWPBUhjDBRbgEz4AJkRQBr74JMTmhm4Yj0+QOYHObUVyayvBVD1UFRPNz377W4s2ZWHMR+tN70vQCkWXH5abNRRYGaTzJmluNyJn/acgMPF8OsfJxVJDpXHdXv9n/cdsZruIVSonaDV1xR/XSfHxxiGh6vvfSuC1GZT3iM2yXqtP5nkeG0fHDMvY/z3rmVBAFkJErBJFfeh+l5UCCDBdlpiOtABCtEwhUuIiczRpprjSeDlZ3bnqTd2wRUd9N+efMfAAiQSQDaxczKPlg+QYh5dYydVPkDGx5HbqfdtRHG58m1bnUtEb/CUnR/VFqCcM8Wmjn2yqEzRlj/3Trfbr+lRr1IYAc4EffhUVb/rJMV5WS2qjlv1JRyCKTB/LV2M+ecrpYXaEqi+CvjretfxQsNpPasZxnniYuxe98v8cf0xsnMGbuvbzPR+AH0fIDPXCH9W9ELajWoB6iF/1yS1yONPmeA3N3MZBMICFA1O/IQYy2Hwq1ZpF4wzyyWXXOL3PqIZvSkwvZvWJkma0RyBRh5ftV5MtabAjAaU2hqFCnlhoZX1Wn4Lt0kAs/DAsDI+XTDIsaPeVZzd5vFlibFLKHd5CyCzv5kc1rzln1egTlKcoQ+Q282wP/882jRMNnzgqqdwAj0FVsZF6ZQ53SjUmAJzKQRQxf/Pc2LJbLmHcqcbs38/hIFt6qNjZoUPDGMMN767GnZJwn/H9Qvom75amOlZgADt7MRa21vpakpCjJf/UYfMVLwzuiccLjca166FGJuEIe29/THV6E1bmdHIvLDhReAN3Rtj/aEzuKV3U5y5UI57BmXhgS+2YEv2OeOdqpDPVXJCDM4WV11XfN99HRW76SQ4NEuEGi0JE1gWQIMHD/ZrYJEkCU6n+O2wxlB5twqdoHU2qxgIKlpseHJo4PvldSzth7e8Pj6WjwIzHsifvrYjss8U484BLTTb1NEIQ63KA+R/yLEWxWXKa9Prwaca7GTRA1QJt2KHE3fMXo/WDZLx1NUdLDscHz59oUIA8f4ygiiwFxfvwazfDuG+wa3w2JXtdPepjqIJ9BQYH+Zb5nChSMMCpJ4Cc7uZIr+LWQvQN1uPYeoPe4EfgMPTrgIAHDh5wfOALShxBDTyxsshWHVJqadnjCIBvRJsWrik1SHf/DASa7fhvsHm/Sz1ps46NU7F5uxzuiIpKT4Ga6cMQaxdQil3DXRvVhuv39JN0Zb39VJzR/8W+HxdtjDay+axACn7wZ+Hq7tk4oXv92Bg6/oY0Lo+jpy+oFvMdcOTQ3GuuBxN6/qXyBGgKbBoxuc85I0aNUJiou9mzZqMvgVIe+DkE8Y1qExwFizkrmk5QspmX359XmEp2mlknJVpXDsRSx4SWwBbNkjCwZMX0E4jYkLvvOlhxUSttgCpLRKlqmR1FY6WLu7/wKKtx7Fi30ms2HcST13dwZQFiH/Ayt9P4QQteKDO+u0QAODdFQcMBZD6dwx0XhL+wVXqcONcSbmwHf+dnC6GeRtyvJIjmkkkySfLdLgqLE5DX1vpWWZlSskM3s7wyvX8T7zw/v54f+VB3f2p/XOtXNPq3Dn++E3plcx5e3QPvLP8AMb2b6G7j4y0iuz+uQVVSV1FDsjny7RffJ++pgMeu7Id2v9ridc6+VyrhVhqYtV5qJsUh+1PD0N8jM3UC3qDlPiAjaH8bzf+MgryiSZ8EkCMMZw/fx7Dhw/HbbfdhssuuyzQ/arWVJVZ0F4nIhDz1WapsgCJ18td4btU7nT7VSz0ph5N8PKP+zTDb/XOmx5a5+3tUT2waNsx/LirKous2gdI3RV1Nlre0VJOvKg285vJC8QLA7m/wQyD18o54yt8FuNShwsnCsUFW/l+lLvceOp/O73auJnxFBI/9XLkdDF2HVemKwhkPq2KPql9gJQdLHZUXTfdm9Y2tGT5cy+nVAqBWy9uhkOnzuPirLoGW2ij5+TfKC0Rz1/fyfS++HMiqvGl5RgPVFjEEjWsURcqLUe3XtwMG4+c9SxXR7DpFXYNJrwFqEMj7ZQERORh+dVh27Zt+Mc//oHk5GTMnj0bQ4cORfPmzfHEE09g9+7dwehjtUMenEViwXgKLDR4LEACRwC+vAU/6Dlcbr/6aCS6PBYgm2Qpd4ykcZX3bVnXK4eKempILcbOFSsHcf5NV34Tz1M9/Pl9lAky2gJKsSNJFS8Z/HZON/Pd0QGAQ23JCqYFyOnCvhNF4n5w59fhcnuK/fKYyT/DC5K8glIvK0ig00kYTWOWcJZDSZIMHbG9p8CsWIAqHvxTb+yMeX/r59cUjJUoRyP4bogyM+tZgPT2te7gaQDAjT0aY/64fp7lvZr7LvwCCW9hjtQ0DoQYy1d/586d8fLLLyMnJwdLly7FbbfdhnPnzmHatGno3LkzevTogddffx15eXnGO6uheCwZAjO93sAZymADWYyIM+BWdYR/03a5mV8WIFlLaDnC8rXArBxHawosxm5TJGAUH1PZl+7NagOAZ5qOL+EhD378w1AtZDr+60fMW19VuFfGqbIAqa1G/pbXkMuEyOetLMAWIH5KbePhszh8+oKwHS+oi8td6NS4Ysr0fs5vxcyUIS9Ift1/0uveCFQ5Eq0+qS08F1T+LUbH944CM0+yifIRZtGKyvQJXgAlevfRyk/SKK3KwidvJkkSerWoi+8nDsSrN3fF4LYNfOxoYOFfxrSSLxKRic+/liRJGDp0KD7++GPk5eVh7ty5GDZsGHbu3Il//OMfaNq0Ka688kp89tlnKC42FwZcY/BYMqxtppXYKxjIb5Wi6RstK0+5i8GfeulGjtcuzgfIil+PVn9j7ZJmxJn6mDJvjeqB+wa3wpw7LwagSqtf+fuUclYeh8vbkvP4wh1ex+EtIzabqHip269pHVl4yP4josrj/sBbttYdOoOcMyXCdvz3PFFY6vme9ZKr/DGsWoDeW3UQk77aqrk+EKj7pP6sruNl9BXU660I+kBabfR8gKzC32epApF2TdeKQtjDOxqn7hjGtVFbjjpmpuGmnk0Cns8nEKjTZhCRTUB+rcTERIwaNQo//PADjh49itdeew3dunXD0qVLMWbMGPzf//1fIA5TbajyZbEWBn/pRaF745EHM1F/eOHGW7FKHS6/LEAeq5PRFJiJjNM8Wk3tNhMCSKUTGtdOxGNXtvM4fk6/paJ44os3dPLsi7cAOd1uHDsnFgM8vGXE5WZeyRSPni3xKw9QYUnFQ0R2JC11uDDrt0P4dttxABXTUUc0rDZmMOtU7eK+167jhSis9AvhH+p64uV8mbPSqqZcrnZOD7QFSC2EjfZvJMBcqt/XyvUcG8Coo2A9sEVTYFNv7IwZt3bHq3/pZri9mSKpkYivCSmJ8OBzFJgWDRs2xJgxYxAXF4eTJ08iOzubwt5VeBL6CdbpveU/c21HnC0ux0iDLLOBQM+vQGsKrMzprw9Qxb+ihwfjqtIbjf9xMTb8yEWaaX2XWJv1KTA1nRqnYdNTQyFJEr7ckANAaV3Zlyf2hVHDW3zcbm8L0OT52zGiU4apfanZcPiMxydHFkA7jxVg+b6K0hzXdM3EmFnrsebgaXx0Ry/D0gQizFqU+O+1iXNo5QtXauWf2ZdXhGve/A3XdctElyb6zqYBF0AW0wYYCaDzpRVC7nyZEykJsZbspkbXrBUCWYeNn7oWCZjk+BhcW2kFMiIpzo5mdWsh+0yxUExFGuMva4VjZ0sCkleICB0Bu7LKy8uxaNEizJ07F0uWLIHDUfFmN3jwYNx///2BOky1QC+fjd64mZYY65l6CTZ6U0xa68ocLr9ib2ShIvIB4s+Lkci6unMjZNVPMmxvM2EBMjOVIr+9i96mz1wQh4OrUdf9EqUf8NUC9J8lez3/lzP/5hYoHbXXVDqafrrmSFAFkNoZWyaeK6qpFUH17bbjKHe58d9NR9HeIN1CwKfADPbXJ6su1h06g0Ft6le0NxBgH685gm+35+LMhXIsffgSSxagmAh1tG2YmoA7B7RAcnyMZkSXWTLSEvDJXRfj5aX7cN+lkR9a/uhw/TQURGTitwBatWoV5s6di/nz56OgoACMMXTs2BG33XYbRo8ejSZNmgSin9WKqqkc73URUw1e5yWTH6vVU2BqXwgrSBo+QA6XW1Gjy9DKpFqtp3GM3qatWBJEob/q2mIy6lw36pB3ke/VhXLfLKn89JIcQaQlWHy9/MxOgWnlleL927TOOS9qjabrAu4EbbC/t0f3wDdbj+PG7o0r21et+2vvprhnUBaGvb5K4fsji+M5qw9bmjqOjeDUw09f09Gv7V+6oTM2Z5/F1V0yYbdJeHuUdwV7gggUPgmgvXv34tNPP8Xnn3+O7OxsMMaQkZGBO++8E7fffju6desW4G5WL+TnuyRJqJ8cr8gtE+j8Jb6iNwXGr+P7+/iI9jhXbM7iobffPblFcLrcHnEy8o1fsT//vKedZLPmai1JElrUq4XDp72d8Y3CVq0IUlHG3HMaJSFOni9Dw5QEz2deQLgZE4Zda+XWAYCpP+zB4Isaol+rel7reMsU7wMkwlcBbtoCpDGVJPtjOd1MU7zwz/1sg/pqLjfD2I/Ww80YPrnrYr8dZo1yOdVPjsfdA7M8n3kRP+2mLgC0xWXtxFic5saAxrUTdf3G/Am1rlMrVlFOItIY1acZRvWxVs+MIHzF8qtE79690bFjR0ybNg2nTp3CqFGjsGTJEhw9ehSvvvoqiR8TyKJBkoA7+jdXrosM/WPaB4jnyk4ZhrW09JAPmX2mGI/O3+5Zzosf+fh6ViBReoG3NN4kjXKoWCnOKXKA1KqJdeik0oLBP2DdAidoQNuaBADvrTyIWz9YK1zHR6rJFiBeAPF+Tr5eflr5jdRoFdiMtUue30KrThm/OOesvmP5yaIyrPzjJH7dfwqnTU5DisgvKsXNM1fj6y3HLG0num60LqXatWIV1+ybo7pjwmWtNfftjw/QL/8YjN4t6vi8PUFUJyxbgDZt2gRJktC2bVvccMMNSEpKwsaNG7Fx40bT+3jiiSesHrZawecBUjshRoj+0fUB0nubVtfSsgIvar7ecsyrllBVO/1SB6MFFbG1wn2Nygj4OwVWoCGA1MkSnV4+QN7HLfFRXPJTYHI9pTKFxamqra+V1M32rcwhFjd2mw1xdhvKnG5Naws/DXX0rL4FqIw7n/5U6566eC82HD5r3FCFlRm4WnEximnlOLtNt0q7XxagpDh0a1rbp+9EENUNn32A9u7di2nTplnaRvZ7qOkCiI9m8nLCjRAFpGcZ0Xue9GnpPQVjFrMRZHrtXrm5K3o0837D1cqdYuQE7fcUmMaUIC8Edh0vQH5R1RSI2y22gvCWDCtChf/ucrkAhcWJtwDp7LbCN8ktTJ6nZ53ikZ2t1cTaJI9zr5afEG9VUYe9q9lyJDAPeLNO7Gqs/D4VCUSrrkO7TdJ14van9hcA1E0Kbh1BgogWLAugsWPHBqMfNQo+n436YR4pPkB64bF6VpGLs+riv+P64c7ZGyylvgfMV1WOtds0+9C0jrhAr1bGW6OIGivRRFYsQHKyxF3HC3DVjN8U6/7ML8KMX/406Jf2uhOFpZi79ghG9WmGc8UOrPrjpGddQmW0lUvldF21X/GOnS43rnh9FWJsEr6bONDrfJoVQFrwWblzzhajTXoKikodinBqK9Y4/vxZmcZU42s0mZW+OlxuhVObTZJ0hai/5Rbu6N8Cu3MLMayD9Wg/gqhOWBZAs2fPDkY/ahTy26EkeT/0I8YHSCXM4mNsnmkTLR8Nmd4t6qJRWoKX744RZgxAQ9o11BVKWgURtSxARtm1rTw8k+K9j11UKhaB8pTRuoNnvNY9821VTb1rumbi0Knz2HmsUNkvnQfsuLmbsCX7HJbtPoG9qjxE8vnht+e/otbXPVfiwKFTFX5Ly/fm48pOylxUJQ7/cn3ZbRJOVlrB7pqzEY8Ob4uXf9yHN/7aDdd1a1zZN99uDqMILhE5Z4rRKC3B52gyawKIKSZ0je4Df/MAJcbZ8eat3f3aB0FUB0IaT1leXo6ZM2eG8pARCR8FprYANdGwYIQatcjgBYSZkGdfCjSKtlE/vJpWFs/U2j2fT0axXEMAGfXTyjNXlAdIKy2APIVjlC+lR7PayEhN8FquZ5mQq9GrxQ+gcY4VTtAMry3dh9m/H1K24X6HE4VlUOOvBUht1Xj5x30AKhJAyvgsRiwKp1/2nsCg/yzHXR9v9DrmDZVh7gNb19fdhxXLkcPlVvjVSaiqOSfCaNqWIAhzhEQAFRcX49VXX0VWVhbGjx8fikNGNFWlMJTLL2vbAP+8ukPoOyRALcz4z+UGFiDANwEk8u1RO8TK+9VyxNZK7a9lATJKXd9fEFauheg7a/mqyFNgRsdPiosRWrV8nZoR9ZEXCAdPXsCMX/7Es5wVClD+DqJ8RFpO0E9d1d7nfgEVztpLduZW9tPUrrywKpxm/34YALDqj5Ne57l1w2RseHIoPhzbS3cfVg454+f92KzyWerfqj5m39EbjdK8xW8ga4ERRE3GZyfogoICLF26FIcPH0atWrXQrVs3DBgwQNHm/PnzeO211zBjxgycPXsWjDFkZppLhV6dkf18bJJSBL05qofQkTYcqB9I/Eczz15fzPQiAaR+ABn57Fh1du5gkFF4hoWpAtF0mla+HXm51pSdjJaFyFdriGxB42GcRuP9tm6euRqD2jTAxCFtFMe7IPDt0rIA3TOoJV74fo9hv/SmIsfN3YxDU0f6NJUFaJfW0GzPXXPq82y3SWiQYuxEXFtQDV0Lp5sp8v7Iv/ll7RqiVYNkr6zdZAEiiMDg09P2s88+w/jx41FUpDSxDxw4EIsWLUJaWho+//xzPPjggzhz5gwYY2jfvj0eeeQR3HbbbQHpeDQjj6nqB34kDWzqrlhNJFfL4MFu5piA9wPI6BxpWYC0+q8n1Lo0SUP9ZPMRMyIrRrFG9mZZABmd1aR4u1BwTv9pv7C9nkgY3aeZMIsw/8Dn/7/h8FlsOHxWIIC8xY4/GcABY4uh0818dmaWt3O7GR6YtwVtGibjoaEXabbnBZP6dJoNqX/55q6Y9NVW3D9YO5+PiLTEWDSpUyVSRQ7PgawFRhA1GcsCaOPGjbjjjjvgcrmQlJSEiy66CMXFxThw4AB+++033H///ejVqxceeeQRMMbQt29fPP7447j22muD0f+oxOMErVruTyHRQKMWDFa12Ys3dMLY2etx36XmHwDqh+CBk+ex5oAybNooBNjIqdkKVn8N0cNKa2pInhozsuQkxsagscAvbNZvhwStgQlfbNbcl90mGU6BaeE0sACVWRBAdpvk9b2NyjuUO90+W73WHDiNrPpJWHvwNL7fXjGdpiuANAQhYL54aFb9JHx9/wDjhioeGtpG8Vl0PfsbBUYQRAWWBdAbb7wBl8uFm2++GR9++CFSUlIAAPv378cNN9yAr776Cl9//TXq1auHDz74ANddd13AOx3t8E7Q/FDmi99MqLBqAWrZIBm/Tr7c0jZqATjk1ZVebYwGf1/8I27s0RgLNwsy/Vr8ziJxpukDVCkYjMRHUrwd/9ezCd5fddBUHxbvyNNcZ5Mk4RSiGX8ivo1ousuKOIm1ewsgu8HvWuZ0+xwF9sTXO9C7RR3Tjtr8YaxaIP1FPQbECq5nf/MAEQRRgeU76ffff0diYiLef/99j/gBgDZt2mD69OlwuVwoKyvDN998Q+JHA/lhon6+RrD+sWwN8QUzb9f2IFiAXri+E/59U2ev5Va/s+ghruUwvjevCPfN3YStlRFbelyUnmLYxgw2SWwBmr/pqO52TJWZWpTfSavKO1Dh3M8jtGoY/PZlThdM+N5rsju30LTjuJ4PkFkLkK+oXwJEU7pkASKIwGD5aZGbm4vWrVsjLS3Na12fPn0AAC1btkS/fv387101RcsHyN+CjcEkFNNzZp4tRoO/3vov/9YXXZpUXLftMqpERa24GNzS27t8htWvbKVK96FTF/DDzjx8qDGVJZNRGQXUuLb/6RGEmccB/GfJPs//RRqhzOlWWYC8BZAsFMZf1spr3ayxvfGXXk08n0UpCYz8Wsqdbr8SGtokSRiZdexcCQ6fUtZl05sC86eshhm8LECq67l1w+SIHicIIpqwLIDKysqE4geAxyKUkZHhX6+qOXwUmOWnbJiQpIpK0sHEjMgymibUezj0aVkP34wfgIX398f8+/oHpD9W+maF9o1S8fX9/T0V432d/uGxafgA8YiOUlLuUvgAqVMTMFZVwf2uAVnC4/KRU6IpHK08TTJlTremg/eNlbl59Kj4LTlhU1l1fsC0XzD4lRUKUecO0hRYD53cPlX9VH7mrWXvjO6BhfcbX7cEQZgjKJPJ9IaiD+8DFC3YJAk392oKAHhwSBuD1r5hxo/E3wgYSZLQo1kdU+kGAuEE7SvdmtZGd0FNM3+wSZKh/4goyWWJw6X4bZwuhjtmr8e4TzdVTI9x62JsNrSvTC3QpmGyZzlvORGJMCMBpGUBGtC6nq5DswwDU1i3nG6mKEhbWFIlgJjCAqTcjz9TYDNv64kHh7TB2ilDtPupOh4vgNJTE5CaENyXEIKoSfgUBp+fn49PPvnE5/Vjxozx5bDVhnnrswFEjfEHQEVfJw9vi1svboas+klBOUaZiQzTRr4igcTq7xNIC1CyoKyGv9gEpVfMoBZAh09dwI5jBQAq/IH4h7TdLuHDsb3wyerDuL1f86rlnPASaTAjYVvmdAktQC43E+7P6zuUu1Arrmq4c7rdyDlTVVHerSF6vPMAGR9Li4apCXj4Cn2xdk5VO4536iffH4IILD4JoP379+POO+8UrpMkyXC9FQG0atUqvPzyy9i0aRNyc3Px9ddf4/rrr9dsv2LFClx22WVey/fs2YN27dqZPm4wKaysD7Unt0iR8yOSkaSKh5Ra/Ey4rA3Gzd2E67v5n+CyzGkcpcM/wP91dQc8991undb+0bN5XUvtAxmCry6sGogScRUWIB8EULlSABVxTtBFpU5FxfQYm4TGtRMxZaQyAzQffeaLH43aD0nG5WamRF2pw6VIOul0M4UA4p28+YLE6sr0Rk74/nJWVX2eFz2RHCVKENGIZQHUrFmzkE7dXLhwAV27dsWdd96Jm266yfR2+/btQ2pqVZbfBg0a6LQODycKSkMSXRUItPxhruyUgbVThqChiey4RmiFjPPwIuOugVm4c0ALvPj9HkNnYqs8PqId7ujfwtI2/ANKkpTTGbVrxeJcsQN3DmjhKbWgR1Jc4DOCm/EBElERgSWWYL/9eUpRr0tLYPHXjy8O9WVOtzAKLCHWbkpQ5RWWYhNXbsLlUgogB5f9kE+EqI5uC7YT9NlitQCyCf9PEIT/WB5lDx8+HIRuaDNixAiMGDHC8nYNGzZE7dq1A9+hACKqqRSp6D20MgT1inzBzPiufoBLkhQQ6whPUpwd4y71jmYygn9bj7XZFCHw027sgtYNkxAfYzcngIJQEsUmGZcSEVFSrh2BxYsfQNtKEaMShyJm3NodE7/YIlxXrmEBeuH6Tqb8ct5efkDx2elmyDlbVX6CtwDxx3F4WYAMD2WKOLtNmCJBHY2omF4kCxBBBJRq+0rRvXt3NGrUCEOGDMHy5ct125aVlaGwsFDxFyx4B0tRRt1IJRRD74hOjQydYUV+EAEIkAoI/PSIWmjEx9rQumGKYe0vmWAYGrTyABlR4QNkLgmPlnWYP65WH67q3Ehzv2UamaCb10vyySrjdLtxnKu/xQsd/npyqPzSApUOYuH9/dEnq2qKtX5yHNY9MQQ9mysd3/k8QFbSLBAEYUy1u6MaNWqE999/HwsWLMDChQvRtm1bDBkyBKtWrdLcZurUqUhLS/P8NW3aNGj9U9dUahkkh+JAE4pZz4RYO778u37+KJEPRq8WgY2W8lVP8VYO9VSQ/PDSKm6qRl1CIxBFcu024ygwYV8cLoWFxNdjy2iJCD1tppcHyJfILKeLoZQTN3IkW35RqcIXTT0F5osFTUSnxmmKaz01IRbpqd6WVIUPEDlBE0RAiYzS4wGkbdu2aNu2redzv379kJOTg1deeQWXXHKJcJspU6Zg0qRJns+FhYVBE0H8IB5jl9CvVT28eEOngGX7DRahqlNm9DYvegCN6JSBGbd2R+fG4vxUVjGbMViNnr+G3O8Ek6U60lTVxGfc2h0TPt+Mvi3r4bN12T71T/IxCqy03IU4Px++Sv8o8b6kSidtdZ4hQBkFdnWXRvgz/zz+Mayt177N4nIzhXXH6XLj2LkSDJj2i6Kd2gk6WPeB1hXHi7SUhGo3XBNEWKkRd1Tfvn0xd+5czfXx8fGIj/ffidcM/EzCzNt6QpIkjO7TXHuDCMFXUWAVIwNFquAhIEkSru3qfxSav/APYrVQky1CeuHevOP0taqouvaNUvHzPwbjx115vgsg+BgF5nChlp9h+TEKC5B2O7uGAOJ9gNo3SsVbo3pUbcOJkuT4GGGpDjVrD57G7tyqqW6Hi2HFvnyvduqumHHU9wWtRJd8lmrKAUQQgaVGCKAtW7agUSNt/4JQwluALuZ8ACKdYA38aoze5uXMyMHEV60XqxPqLUowyNOpcSpm33ExluzMxfXdG2tG/PiTC8bNzIWMq1HnAfIFmwkfIKBCKJUJlvNRYOrtedFsdorq8YU7FJ9zzhbjya93Gm53+oKod/6jdXb7taqHeRtyFJm0CYIIDBEvgM6fP48///zT8/nQoUPYunUr6tati2bNmmHKlCk4duyYJ/Hi9OnT0aJFC3Ts2BHl5eWYO3cuFixYgAULFoTrKyjgHyShmlbylUFt6uPX/acAAEWlDoPWgcHIQlE/OfgPAl8FkN40T8sGyermCpwuhgYp8bi9Xwvddpde1BDXd8vE/7YeN9Wn1g2T8Wf+eQAV156veYC+355reTueGBNTYIC2OCpzVFmA1OKS/+xrpfR/fWMsfgAgPUgCXOuau7pLJpLjY9ClSe2gHJcgajIRL4A2btyoSGwo++qMHTsWc+bMQW5uLrKzq6YEysvL8cgjj+DYsWNITExEx44d8f3332PkyJEh77sIPpttpIe1fnznxWj5xGIAVckbg42RKDTrRBwOFLluuOfwz/+41DBVgJks2EDFNTP9r92RGGfHF+tzDNu3zUjxCCBfLUCbs896hLCv2HWmwJrWrSr0qjVFWO6qskKpnZ75ffvqq2TWwjmkfUOf9m8E07AB2W0ShrRPD8oxCaKmE/ECaPDgwbqFIOfMmaP4PHnyZEyePDnIvfIdfgoswvWPX3WPfEXvAf3A5a1D0geth5ERSfExuKN/C5Q53dibV4icMxVh1q0MrD+AuMK6bh9NdpEvHeJ2M0iShF7N62AjlxTQiGNcvhxf4X/X3HOlinV/6VkVcKAlgMscVVFgao3DW5T8rRWnR9emtYOWBDZSUjkQRE2i2oXBRzqyBcgmRVcx1FDBPwBb1FOWCZGjfoKNP+4uz1zbEVNv7Gz5gebr1I0R/PmUnYs7N7EWLXeQc8T1FX6aii9CCgD3X1YlbLWm6MpdVdXg9YR5MOtl8XmDAg0JIIIIPSSAQoznLTbSzT+VhLoAI39e3hndM6THltGzOJrlsSsr6s7dPTDLVPu3RnX3+5hCuJ9PFnZaIuPG7o2D0wfoT/GZSZL4yZojHh8gvWnSYJaLmDikTdD2TRBE6CEBFGI8fgxRYv25JsTh5fwDsHat0Ib9juycAcC8aNGjX6t62PnscPzz6g6GbVs1SEL3ZtaSOZrVaPx1JgsIrWkidaHbQHKuWFkwtX+regCAtqr8V3pRXIdPVdTu0o0iC4JgT0mIwQ8PDsJtfZoZN/aRQIhugiCsEfE+QNUNt0Yob6Ty/HWdYJMkXNkxIyTH40sSJHM5f2qFwPn5tb90w+19zwUss7TZ7M3xMcH7bu0yqgSGLL61CtfWD2KodUFJlY+TmzG8eWt3fLE+Gzf1bKJop1cKRc7vo5csMxhTiQmxdrRvlGrc0A9I/hBE6CELUIhxaYTyRipJ8TF45eauGNohNJEofAZkviJ664bGjsT+khBrR79W9UJedTsh1vrxjBy13xndAw8PvQhjuYr2sgC69WKxJcPKNTnpiou8lg3ViZC6pXeVozMDUC85HhMub4NGaYmKdnpiULYi6SVlVFuUAkFsCF5WyABEEKGHBFCI0QrlJSpISYjFdw8MxI8PXQK7TcIrN3dFVv0kvPaXbuHuWtAIlAXotb909fy/V4s6eHBoG4WYk6fAtAqyqq9JtRN6p8ZVVpC2Gd5C4/3be2n2jU8DoPewj9OxAF2orI9WOzHOa92yhy/B5/f2QTNVnwPB8YJS40Z+0rhOonEjgiACCgmgEOOOMifocNCpcZrnAft/PZtg+SODQ2IBChfxPliARlWWT+natLZnGZ9sUVQ53Cibs9rwdXFWXdw3uJXn89kLVckw1T5s027sHBBRH2fC+ibyDWuTnoL+reorirZ+98BA/O2Sln73KZh8+be+GNq+Iabf0i3cXSGIGgf5AIWYaHOCJoKPL34r3ZrWxvonh6BurTjszSsCALTgnJhFCSON6rmpr8mnru6A91Ye8HwuLOUFUFW7GJuEv2pMq1lFJAY7NU7FzmNVdbvUhWJ5XFyxvU6N09CpcRreX3UwIH0LBn1a1kOflvXC3Q2CqJGQAAoxsgAKsZsJEcH4qoXlumidGlfl9fnyb33hYkw4zcVbgHo2r4NNqmSIaqtkakKsIkNySnwMiiozgvN9FhUv9RWRBUjtTK4XHWi1L3F2G8pdoalzRxBEZEGP4RCjVc+IqLkE0gG2T8t66N+qvnAd/5x/Z3QPr/Uiq2Spw+X5P68tJElC92a1AQBD2gWuPES8QLglcsvsNkk3us5q0dbeWYGJ+CMIIvogARRiyAmaCBdJXPRUemoC3vhrN8V6sQCqUk18GRcJwAdjeuFfV3fAKzd39drOV0QWIN6aVTsxVjeDulULkAS6DwmipkICKMSQEzShJtjGwH/f1Bm9mtfBg6pMxtd1a4x/39TZ81l0TfKZwNWFfOsnx+OugVmok+QdleUrfEqA2rVicX23TIUA0vP/AQCnxeksMsQSRM2FBFCIkZ8h5ARNyAQ7B8wtvZth/n39US/ZO9GhnXPAFvml8eUfnG6G67plol1GCvpkBcdxd1SfZoi1S2jdMBkbnxyK6X/trhRABtnBRRagVY9ehkZcGL5cpgQAmtQJfNg8QRDRATlBhxgXVwyVIMINXxfMJkmItUtwcKHkmbWr8tO43Qxv/LU7GGNBK+TbMTMN654YivgYm6dkRx1O9NQ2sACNu7QV/rvpKG7pVZV4sVm9Wrima6YnGozPhH3rxU0Ra5fwyZojgfwaBEFEAWQBCjFuN02BEZGDXSWALmnTAACQyVlMZGQfoGCJH5m6SXFI4hydectVnVr6021N69bCzmeG4/nrO2m24euF1akVh+eu025LEET1hSxAIcZloqI1UdMIXx2EGFUl9ldu7opP1hzBjT28K8NbjbAKFPU4H6MrTJRkEWWT5ouN8vmQUhNCW3CXIIjIgQRQiHGRBYiIINQWoDpJcXhwaBth23AJIP5dYXBb/0Pui8urQvv5grsEQdQs6O4PMRQFRqjRq38VbPjpIKNr0hWmip2D2jRAWmIs+rasK8xwbZUSTgDRfUgQNRcSQCFGjtKlKTBCZsqI9mE7tlEUGFAh0MqdbrQJUz22uklxWPfEEMT7IRR57XahzKXdkEP+3gRBVE/ICTrE0BQYwfPcdR3RtG74QrF5f5gGyd6OzwDwv/sH4NqumbrV3oNNQqzdL+dr3nLUrTKDtR71k+ORkSo+HwRBVA/IAhRiqBQGwROmWSUPfPX0pnUThW06ZKZixq3dQ9WloHDPoJZY9cdJXNM1E5e0qY8PxvRC2/QUr3Z9suqiW7PaGHVxM5Q63Hji6x34xxUXhaHHBEEEGxJAIaaqFEaYO0JEBCzMCmhw2wa49eJm6NeqXtDD28NJWmIsvpkw0PNZHU1WK86O4nIXburZBH/hcggtuK9/yPpIEERoIQEUYtwUBk9whNkAhFi7DVNv7GzcMAB8ctfFeOCLLYryG5HC8kcGY2vOOVzR3jjMniCI6gEJoDBB+qfmYpOqSqKEewoslFxyUQNs/dcVEWlpSk9NwPCOGeHuBkEQIYQmYkKM/MCjKtQ1lx8evMTz/7YZ3n4o1ZlIFD8EQdRMyAJEECGmbUYKvp84EPtPnMeA1vXD3R2CIIgaCQmgEMMg11MKc0eIsNIxMw0dM9PC3Q2CIIgaC02BhZia5PNBEARBEJEKCaAQ4/EBIhMQQRAEQYQNEkAhRjYAkfwhCIIgiPBBAijEyInvyABEEARBEOGDBFCIIQsQQRAEQYQfEkChhnyACIIgCCLsRLwAWrVqFa655hpkZmZCkiT873//M9xm5cqV6NmzJxISEtCyZUvMnDkz+B01iScMPsz9IAiCIIiaTMQLoAsXLqBr16546623TLU/dOgQRo4ciUGDBmHLli144oknMHHiRCxYsCDIPTVHVRRYePtBEARBEDWZiE+EOGLECIwYMcJ0+5kzZ6JZs2aYPn06AKB9+/bYuHEjXnnlFdx0001B6qV5qtIAkQIiCIIgiHAR8RYgq6xZswbDhg1TLBs+fDg2btwIh8Mh3KasrAyFhYWKv2BBFiCCIAiCCD/VTgDl5eUhPT1dsSw9PR1OpxOnTp0SbjN16lSkpaV5/po2bRq0/pEPEEEQBEGEn2ongADvCKuq3Dti2TFlyhQUFBR4/nJycoLWN7IAEQRBEET4iXgfIKtkZGQgLy9PsSw/Px8xMTGoV6+ecJv4+HjEx8eHontcHiBSQARBEAQRLqqdBahfv35YtmyZYtnSpUvRq1cvxMbGhqlXHFQNlSAIgiDCTsQLoPPnz2Pr1q3YunUrgIow961btyI7OxtAxfTVmDFjPO3HjRuHI0eOYNKkSdizZw8++ugjzJo1C4888kg4uu+FxwJEBiCCIAiCCBsRPwW2ceNGXHbZZZ7PkyZNAgCMHTsWc+bMQW5urkcMAUBWVhYWL16Mhx9+GG+//TYyMzMxY8aMiAiBd7rcOHTqAgASQARBEAQRTiTGaE5GTWFhIdLS0lBQUIDU1NSA7Te/sBQXv/QzAOCqzo3w9ugeAds3QRAEQdR0rDy/I34KrFohafyfIAiCIIiQQgIohPCRX6R/CIIgCCJ8kAAKIbzfD1WDJwiCIIjwQQIohNhI9BAEQRBEREACKISQ/CEIgiCIyIAEUAghAxBBEARBRAYkgEIIlb8gCIIgiMiABFAoIf1DEARBEBEBCaAQwk+BUf5JgiAIgggfJIBCCB8FRvKHIAiCIMIHCaAQQjNgBEEQBBEZkAAKIRQFRhAEQRCRAQmgEEJRYARBEAQRGZAACiEKCxA5AREEQRBE2CABFEJoCowgCIIgIgMSQCGEpsAIgiAIIjIgARRCyAJEEARBEJEBCaAQQvqHIAiCICIDEkAhRFIkQiQvaIIgCIIIFySAQghZgAiCIAgiMiABFELIB4ggCIIgIgMSQCFEIgVEEARBEBEBCSCCIAiCIGocJIDCBCMfaIIgCIIIGySAwgQJIIIgCIIIHySACIIgCIKocZAAIgiCIAiixkECiCAIgiCIGgcJIIIgCIIgahwkgMIElcIgCIIgiPBBAoggCIIgiBoHCSCCIAiCIGocJIAIgiAIgqhxRIUAeuedd5CVlYWEhAT07NkTv/76q2bbFStWQJIkr7+9e/eGsMcEQRAEQUQyES+AvvzySzz00EN48sknsWXLFgwaNAgjRoxAdna27nb79u1Dbm6u569NmzYh6rE5KBM0QRAEQYSPiBdAr732Gu6++27cc889aN++PaZPn46mTZvi3Xff1d2uYcOGyMjI8PzZ7fYQ9ZggCIIgiEgnogVQeXk5Nm3ahGHDhimWDxs2DKtXr9bdtnv37mjUqBGGDBmC5cuX67YtKytDYWGh4o8gCIIgiOpLRAugU6dOweVyIT09XbE8PT0deXl5wm0aNWqE999/HwsWLMDChQvRtm1bDBkyBKtWrdI8ztSpU5GWlub5a9q0aUC/B0EQBEEQkUVMuDtgBkmSFJ8ZY17LZNq2bYu2bdt6Pvfr1w85OTl45ZVXcMkllwi3mTJlCiZNmuT5XFhYGHQRRC5ABEEQBBE+ItoCVL9+fdjtdi9rT35+vpdVSI++ffti//79muvj4+ORmpqq+As25ARNEARBEOEjogVQXFwcevbsiWXLlimWL1u2DP379ze9ny1btqBRo0aB7h5BEARBEFFKxE+BTZo0Cbfffjt69eqFfv364f3330d2djbGjRsHoGL66tixY/jkk08AANOnT0eLFi3QsWNHlJeXY+7cuViwYAEWLFgQzq9BEARBEEQEEfEC6JZbbsHp06fx3HPPITc3F506dcLixYvRvHlzAEBubq4iJ1B5eTkeeeQRHDt2DImJiejYsSO+//57jBw5MlxfgSAIgiCICENijLxR1BQWFiItLQ0FBQUB9wdq8fj3AICh7dPx4dheAd03QRAEQdRkrDy/I9oHqHpDupMgCIIgwgUJIIIgCIIgahwkgAiCIAiCqHGQACIIgiAIosZBAoggCIIgiBoHCaAwQbF3BEEQBBE+SAARBEEQBFHjIAFEEARBEESNgwQQQRAEQRA1DhJAYYJcgAiCIAgifJAAChNUgYQgCIIgwgcJIIIgCIIgahwkgAiCIAiCqHGQACIIgiAIosZBAoggCIIgiBoHCaAwQS7QBEEQBBE+SAARBEEQBFHjIAFEEARBEESNgwQQQRAEQRA1DhJABEEQBEHUOEgAEQRBEARR4yABFCaoEgZBEARBhA8SQARBEARB1DhIAIUJMgARBEEQRPggAUQQBEEQRI2DBBBBEARBEDUOEkBhgpEXNEEQBEGEDRJABEEQBEHUOEgAEQRBEARR4yABRBAEQRBEjYMEEEEQBEEQNQ4SQARBEARB1DhIABEEQRAEUeOICgH0zjvvICsrCwkJCejZsyd+/fVX3fYrV65Ez549kZCQgJYtW2LmzJkh6ilBEARBENFAxAugL7/8Eg899BCefPJJbNmyBYMGDcKIESOQnZ0tbH/o0CGMHDkSgwYNwpYtW/DEE09g4sSJWLBgQYh7ThAEQRBEpBLxAui1117D3XffjXvuuQft27fH9OnT0bRpU7z77rvC9jNnzkSzZs0wffp0tG/fHvfccw/uuusuvPLKKyHuOUEQBEEQkUpEC6Dy8nJs2rQJw4YNUywfNmwYVq9eLdxmzZo1Xu2HDx+OjRs3wuFwCLcpKytDYWGh4i/YxNoj+tQTBEEQRLUmop/Cp06dgsvlQnp6umJ5eno68vLyhNvk5eUJ2zudTpw6dUq4zdSpU5GWlub5a9q0aWC+gICXbuiMlvWT8Mw1HYN2DIIgCIIg9IloASQjSZLiM2PMa5lRe9FymSlTpqCgoMDzl5OT42ePtRnVpxl+eWQwmtWrFbRjEARBEAShT0y4O6BH/fr1Ybfbvaw9+fn5XlYemYyMDGH7mJgY1KtXT7hNfHw84uPjA9NpgiAIgiAinoi2AMXFxaFnz55YtmyZYvmyZcvQv39/4Tb9+vXzar906VL06tULsbGxQesrQRAEQRDRQ0QLIACYNGkSPvzwQ3z00UfYs2cPHn74YWRnZ2PcuHEAKqavxowZ42k/btw4HDlyBJMmTcKePXvw0UcfYdasWXjkkUfC9RUIgiAIgogwInoKDABuueUWnD59Gs899xxyc3PRqVMnLF68GM2bNwcA5ObmKnICZWVlYfHixXj44Yfx9ttvIzMzEzNmzMBNN90Urq9AEARBEESEITHZQ5jwUFhYiLS0NBQUFCA1NTXc3SEIgiAIwgRWnt8RPwVGEARBEAQRaEgAEQRBEARR4yABRBAEQRBEjYMEEEEQBEEQNQ4SQARBEARB1DhIABEEQRAEUeMgAUQQBEEQRI2DBBBBEARBEDUOEkAEQRAEQdQ4Ir4URjiQk2MXFhaGuScEQRAEQZhFfm6bKXJBAkhAUVERAKBp06Zh7glBEARBEFYpKipCWlqabhuqBSbA7Xbj+PHjSElJgSRJAd13YWEhmjZtipycHKozZgCdK2vQ+TIPnSvz0LkyD50rawTjfDHGUFRUhMzMTNhs+l4+ZAESYLPZ0KRJk6AeIzU1lW4Qk9C5sgadL/PQuTIPnSvz0LmyRqDPl5HlR4acoAmCIAiCqHGQACIIgiAIosZBAijExMfH4+mnn0Z8fHy4uxLx0LmyBp0v89C5Mg+dK/PQubJGuM8XOUETBEEQBFHjIAsQQRAEQRA1DhJABEEQBEHUOEgAEQRBEARR4yABRBAEQRBEjYMEUAh55513kJWVhYSEBPTs2RO//vpruLsUcqZOnYrevXsjJSUFDRs2xPXXX499+/Yp2jDG8MwzzyAzMxOJiYkYPHgwdu3apWhTVlaGBx54APXr10dSUhKuvfZaHD16NJRfJeRMnToVkiThoYce8iyjc1XFsWPHcNttt6FevXqoVasWunXrhk2bNnnW07mqwul04qmnnkJWVhYSExPRsmVLPPfcc3C73Z42NfV8rVq1Ctdccw0yMzMhSRL+97//KdYH6rycPXsWt99+O9LS0pCWlobbb78d586dC/K3Cyx658rhcOCxxx5D586dkZSUhMzMTIwZMwbHjx9X7COs54oRIWHevHksNjaWffDBB2z37t3swQcfZElJSezIkSPh7lpIGT58OJs9ezbbuXMn27p1K7vqqqtYs2bN2Pnz5z1tpk2bxlJSUtiCBQvYjh072C233MIaNWrECgsLPW3GjRvHGjduzJYtW8Y2b97MLrvsMta1a1fmdDrD8bWCzvr161mLFi1Yly5d2IMPPuhZTueqgjNnzrDmzZuzO+64g61bt44dOnSI/fTTT+zPP//0tKFzVcULL7zA6tWrx7777jt26NAh9t///pclJyez6dOne9rU1PO1ePFi9uSTT7IFCxYwAOzrr79WrA/UebnyyitZp06d2OrVq9nq1atZp06d2NVXXx2qrxkQ9M7VuXPn2NChQ9mXX37J9u7dy9asWcP69OnDevbsqdhHOM8VCaAQcfHFF7Nx48YplrVr1449/vjjYepRZJCfn88AsJUrVzLGGHO73SwjI4NNmzbN06a0tJSlpaWxmTNnMsYqbqzY2Fg2b948T5tjx44xm83GlixZEtovEAKKiopYmzZt2LJly9ill17qEUB0rqp47LHH2MCBAzXX07lSctVVV7G77rpLsezGG29kt912G2OMzpeM+qEeqPOye/duBoCtXbvW02bNmjUMANu7d2+Qv1VwEIlFNevXr2cAPC/+4T5XNAUWAsrLy7Fp0yYMGzZMsXzYsGFYvXp1mHoVGRQUFAAA6tatCwA4dOgQ8vLyFOcqPj4el156qedcbdq0CQ6HQ9EmMzMTnTp1qpbnc/z48bjqqqswdOhQxXI6V1UsWrQIvXr1ws0334yGDRuie/fu+OCDDzzr6VwpGThwIH7++Wf88ccfAIBt27bht99+w8iRIwHQ+dIiUOdlzZo1SEtLQ58+fTxt+vbti7S0tGp77oCK8V6SJNSuXRtA+M8VFUMNAadOnYLL5UJ6erpieXp6OvLy8sLUq/DDGMOkSZMwcOBAdOrUCQA850N0ro4cOeJpExcXhzp16ni1qW7nc968edi8eTM2bNjgtY7OVRUHDx7Eu+++i0mTJuGJJ57A+vXrMXHiRMTHx2PMmDF0rlQ89thjKCgoQLt27WC32+FyufDiiy/i1ltvBUDXlhaBOi95eXlo2LCh1/4bNmxYbc9daWkpHn/8cYwaNcpT+DTc54oEUAiRJEnxmTHmtawmMWHCBGzfvh2//fab1zpfzlV1O585OTl48MEHsXTpUiQkJGi2o3MFuN1u9OrVCy+99BIAoHv37ti1axfeffddjBkzxtOOzlUFX375JebOnYvPP/8cHTt2xNatW/HQQw8hMzMTY8eO9bSj8yUmEOdF1L66njuHw4G//vWvcLvdeOeddwzbh+pc0RRYCKhfvz7sdruXWs3Pz/d6k6gpPPDAA1i0aBGWL1+OJk2aeJZnZGQAgO65ysjIQHl5Oc6ePavZpjqwadMm5Ofno2fPnoiJiUFMTAxWrlyJGTNmICYmxvNd6VwBjRo1QocOHRTL2rdvj+zsbAB0Xal59NFH8fjjj+Ovf/0rOnfujNtvvx0PP/wwpk6dCoDOlxaBOi8ZGRk4ceKE1/5PnjxZ7c6dw+HAX/7yFxw6dAjLli3zWH+A8J8rEkAhIC4uDj179sSyZcsUy5ctW4b+/fuHqVfhgTGGCRMmYOHChfjll1+QlZWlWJ+VlYWMjAzFuSovL8fKlSs956pnz56IjY1VtMnNzcXOnTur1fkcMmQIduzYga1bt3r+evXqhdGjR2Pr1q1o2bIlnatKBgwY4JVO4Y8//kDz5s0B0HWlpri4GDabcvi32+2eMHg6X2ICdV769euHgoICrF+/3tNm3bp1KCgoqFbnThY/+/fvx08//YR69eop1of9XPnlQk2YRg6DnzVrFtu9ezd76KGHWFJSEjt8+HC4uxZS7rvvPpaWlsZWrFjBcnNzPX/FxcWeNtOmTWNpaWls4cKFbMeOHezWW28Vhpk2adKE/fTTT2zz5s3s8ssvj/rwWzPwUWCM0bmSWb9+PYuJiWEvvvgi279/P/vss89YrVq12Ny5cz1t6FxVMXbsWNa4cWNPGPzChQtZ/fr12eTJkz1taur5KioqYlu2bGFbtmxhANhrr73GtmzZ4olcCtR5ufLKK1mXLl3YmjVr2Jo1a1jnzp2jLgxe71w5HA527bXXsiZNmrCtW7cqxvuysjLPPsJ5rkgAhZC3336bNW/enMXFxbEePXp4Qr9rEgCEf7Nnz/a0cbvd7Omnn2YZGRksPj6eXXLJJWzHjh2K/ZSUlLAJEyawunXrssTERHb11Vez7OzsEH+b0KMWQHSuqvj2229Zp06dWHx8PGvXrh17//33FevpXFVRWFjIHnzwQdasWTOWkJDAWrZsyZ588knFg6mmnq/ly5cLx6ixY8cyxgJ3Xk6fPs1Gjx7NUlJSWEpKChs9ejQ7e/ZsiL5lYNA7V4cOHdIc75cvX+7ZRzjPlcQYY/7ZkAiCIAiCIKIL8gEiCIIgCKLGQQKIIAiCIIgaBwkggiAIgiBqHCSACIIgCIKocZAAIgiCIAiixkECiCAIgiCIGgcJIIIgCIIgahwkgAiCIAiCqHGQACIIImi0aNECkiTp/k2fPj3c3SQIogYSE+4OEARR/WnTpg0aNmwoXNe4ceMQ94YgCIIEEEEQIeCJJ57AHXfcEe5uEARBeKApMIIgCIIgahwkgAiCCDuyr9Dhw4exfPlyjBgxAvXr14ckSVixYgUA4Ny5c5g1axauu+46tG7dGomJiUhLS0OfPn0wY8YMOJ1O4b5lXyMA+Prrr9G/f38kJycjPT0dY8eORV5enqft7Nmz0bNnTyQlJaFhw4YYN24cCgoKNPt99OhRTJw4ERdddBESExNRu3ZtXHbZZZg/f76w/YULF/Dcc8+hS5cuSEpKQkJCApo2bYrBgwdj2rRpcDgcPp5BgiAs43c9eYIgCA2aN2/OALDZs2ebavfSSy8xm83G6tSpw3r37s2aNGnCli9fzhhj7NNPP2UAWFxcHGvevDnr3bs3a9myJbPZbAwAu+qqq5jL5fLaNwAGgM2YMYMBYE2aNGFdu3Zl8fHxDADr0KEDKykpYRMnTmQAWMuWLVnHjh1ZTEwMA8AuvfRS5na7vfa7YsUKlpaWxgCwxMRE1rlzZ9a0aVPP8f7xj38o2jscDta3b18GgNlsNta2bVvWq1cvlpmZ6fkOZ8+e9fVUEwRhERJABEEEDasCyG63s2effZY5HA7GGGNut5uVlpYyxhjbtm0b++677zyfZQ4cOMAuueQSBoDNmTPHa9+yIElKSmKff/65Z3lOTg5r3bo1A8Cuv/56lpaWxn766SfP+u3bt7O6desyAGzx4sWKfR47dozVrVuXSZLEXnrpJUWffv/9d9a4cWMGgH377bee5fPnz2cAWNeuXVlOTo5if/n5+Wz69OnswoULuueJIIjAQQKIIIigIQsbrb9LL71U0e6aa67x6Th//vknA8CuuOIKr3XysR588EGvde+9955n/euvv+61/vHHH2cA2MSJExXLJ02axACwhx9+WNifb7/9lgFgl19+uWfZ1KlTGQD2xhtvWPtyBEEEBYoCIwgi6GiFwXfu3FnxecyYMbr7KSsrw4IFC7B8+XJkZ2ejuLgYjDHP+m3btmlue/fdd3st69atm+f/d911l9f67t27AwAOHjyoWL5w4UIAwD333CM81pVXXom4uDisXr0aTqcTMTExaNq0KQDg+++/xz333INatWpp9pUgiOBDAoggiKBjNgy+ffv2muuys7MxbNgw7Nu3T7PNmTNnNNe1atXKa1mDBg08/6ampmquP3/+vGfZ+fPncfjwYQDA3/72N83jAUBpaSlOnz6N9PR0XH/99WjRogWWLl2KzMxMXHnllRg0aBAGDx6Mjh076u6HIIjAQwKIIIiIISkpSXPdHXfcgX379qFPnz549tln0a1bN9StWxexsbFwOp2ef7UQWVzk6DAta4y8nrcy8VFhv//+u/4XAlBSUgKg4rv9+uuv+Ne//oX58+fjyy+/xJdffgkA6NChA/7973/j6quvNtwfQRCBgcLgCYKIeI4fP47ly5ejVq1aWLx4MYYPH4709HTExsYCAHJyckLWl+TkZM//y8vLwSp8KTX/WrRo4WnfpEkTfPTRRzhz5gzWrl2LadOmoVevXti9ezeuv/56rFu3LmTfgyBqOiSACIKIeI4cOQIAaNeuHerWreu1Xs/3J9CkpaUhMzMTALBr1y6f9hETE4M+ffrgsccew4YNG/DXv/4VLpcLH330USC7ShCEDiSACIKIeBITEwEA+fn5iukomf/85z8h7c+NN94IAAEr5Nq3b18AFZYugiBCAwkggiAino4dO6JOnTo4evQoXnzxRY8IKi0txYMPPogtW7aEtD+PPfYY6tati48//hiTJk3CuXPnFOvPnDmDjz76CC+88IJn2euvv47p06fjxIkTirbZ2dn48MMPAQA9evQIet8JgqiABBBBEBFPbGwsnn/+eQDAP//5T2RmZqJ3795IT0/Hm2++iTfffDOk/WnSpAkWLVqE+vXr4/XXX0fDhg3RpUsX9O3bF61atUL9+vVx9913Y+fOnZ5tjhw5gocffhgZGRnIyspCnz590L59e7Rs2RI7d+5Ep06dMGnSpJB+D4KoyVAUGEEQUcH48eNRu3ZtvPLKK9i9ezdKS0vRq1cvPProo7jyyitx7733hrQ/AwYMwO7du/HGG2/gu+++w4EDB+ByudC4cWNceeWVuOaaazxTZQAwbtw41KlTB7/88gsOHDiArVu3ok6dOujduzdGjx6Nu+++2zPVRxBE8JGYaEKdIAiCIAiiGkNTYARBEARB1DhIABEEQRAEUeMgAUQQBEEQRI2DBBBBEARBEDUOEkAEQRAEQdQ4SAARBEEQBFHjIAFEEARBEESNgwQQQRAEQRA1DhJABEEQBEHUOEgAEQRBEARR4yABRBAEQRBEjYMEEEEQBEEQNQ4SQARBEARB1DhIABEEQRAEUeP4fwwooqpGestcAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m5mL69OnVnmMwGJCfn1/pyxlW70/FNfN/x9wfkpzy+ERERFQ3XhXMLF68GGPGjEFsbGy158ybNw96vV75io+Pd8pYgv18AAD5pSanPD4RERHVjdcEM+fOncOGDRtwzz331Hje3LlzkZeXp3ylpKQ4ZTx6OZgpYTBDRETkTh5fACxbsmQJIiMjcdNNN9V4nk6ng06nc/p4gn3lzIzZ6c9FRERE1fOKzIzVasWSJUswbdo0aDSeEX8F+9nGwcwMERGRe3lFMLNhwwacP38eM2bMcPdQFHLNjMFsRanJUsvZRERE5CyekeaoxahRoyCEcPcwKgnUaiBJgBBAQakZvj5qdw+JiIioWfKKzIwnUqkkBOnKppq4oomIiMhtGMw0gjzVlMe6GSIiIrdhMNMIyoomBjNERERuw2CmEZQVTVyeTURE5DYMZhqBjfOIiIjcj8FMI5Q3zmMwQ0RE5C4MZhpB2Z+phNNMRERE7sJgphGYmSEiInI/BjONwC0NiIiI3I/BTCPImRn2mSEiInIfBjONoNTMcGk2ERGR2zCYaYRgX9s0UwEzM0RERG7DYKYR9P4sACYiInI3BjONUL6dgdnjdvUmIiJqLhjMNIJcM2O0WGEwW908GiIiouaJwUwjBGjVUEm2/+fybCIiIvdgMNMIkiRVWNHEYIaIiMgdGMw0EnvNEBERuReDmUYq7wLMXjNERETuwGCmkbg/ExERkXsxmGmk8uXZDGaIiIjcgcFMI+m5pQEREZFbMZhpJO6cTURE5F4MZhqJNTNERETuxWCmkZQ+M1zNRERE5BYMZhpJnmZinxkiIiL3YDDTSJxmIiIici8GM41UPs3EYIaIiMgdGMw0UnlmhjUzRERE7sBgppEqLs0WQrh5NERERM0Pg5lGkpvmma0CJSaLm0dDRETU/DCYaSQ/HzU0KgkAl2cTERG5A4OZRpIkqbwImCuaiIiIXI7BjAME+7LXDBERkbswmHEALs8mIiJyHwYzDsDGeURERO7DYMYBypdnswCYiIjI1RjMOICSmeE0ExERkcsxmHEAPVczERERuQ2DGQcoLwDmNBMREZGrMZhxAHlpNjMzRERErucVwczFixcxZcoUhIeHw9/fHz179sSePXvcPSyFnJlhnxkiIiLX07h7ALXJycnBoEGDcO2112LNmjWIjIzEqVOnEBIS4u6hKbg0m4iIyH08Pph57bXXEB8fjyVLlii3JSQkuG9AdnBpNhERkft4/DTT6tWr0bdvX9x+++2IjIxEr1698PHHH1d7vsFgQH5+fqUvZ2NmhoiIyH08Ppg5ffo0Fi1ahPbt22PdunW47777MGvWLHzxxRd2z583bx70er3yFR8f7/QxVtzOQAjh9OcjIiKicpLw8HdfrVaLvn374o8//lBumzVrFnbt2oU///yzyvkGgwEGg0H5Pj8/H/Hx8cjLy0NwcLBTxlhitKDTs2sBAIdeGI1AncfP3hEREXm0/Px86PX6Or1/e3xmJiYmBp07d650W6dOnXD+/Hm75+t0OgQHB1f6cjZfHxW0atulZBdgIiIi1/L4YGbQoEE4duxYpduOHz+O1q1bu2lEVUmSVF4EzLoZIiIil/L4YObhhx/Gjh078Oqrr+LkyZP46quv8NFHH2HmzJnuHlolchFwXjGDGSIiIlfy+GCmX79+WLlyJb7++mt07doVL730Et5++21MnjzZ3UOrJEjZn4nLs4mIiFzJKypVx44di7Fjx7p7GDVStjRgzQwREZFLeXxmxlv4a9UAgBKTxc0jISIial4YzDiIn48tmCllMENERORSDGYcxLcsmCkxMpghIiJyJQYzDiIHM6VmBjNERESuxGDGQfzkmhmj1c0jISIial4YzDiIr4YFwERERO7AYMZB/LS2S2lgMENERORSDGYcRF7NxMwMERGRazGYcRAdgxkiIiK3YDDjIOwzQ0RE5B4MZhykfJqJq5mIiIhcicGMgyh9Ztg0j4iIyKUYzDiIvJqJNTNERESuxWDGQXxZM0NEROQWDGYcxJermYiIiNyCwYyDcDUTERGRezCYcRA5mDFZBMwWrmgiIiJyFQYzDiJvNAkApWYGM0RERK7CYMZBdJryS1nC5dlEREQuw2DGQSRJgq+P7XKyboaIiMh1GMw4EIuAiYiIXI/BjANxeTYREZHrMZhxoPLMDAuAiYiIXIXBjAMxM0NEROR6DGYcSC4A5momIiIi12Ew40ByrxmDmcEMERGRqzCYcSC5ZoaZGSIiItdhMONAOtbMEBERuRyDGQfiaiYiIiLXYzDjQH7MzBAREbkcgxkH4nYGRERErsdgxoG4nQEREZHrMZhxIF8tVzMRERG5GoMZB/LVsGaGiIjI1RjMOJDcNI/TTERERK7DYMaBuDSbiIjI9RjMOJCyNxMzM0RERC7DYMaBfLmdARERkcsxmHEgZZqJG00SERG5DIMZB5IzM6XMzBAREbmMxwczzz//PCRJqvQVHR3t7mHZJa9mYs0MERGR62jcPYC66NKlCzZs2KB8r1ar3Tia6nE1ExERket5RTCj0Wg8NhtTkW+FjSaFEJAkyc0jIiIiavo8fpoJAE6cOIHY2FgkJibijjvuwOnTp6s912AwID8/v9KXq8hLswHAYGZ2hoiIyBU8Ppjp378/vvjiC6xbtw4ff/wx0tPTcc011yA7O9vu+fPmzYNer1e+4uPjXTZWOTMDsAswERGRq0hCCOHuQdRHUVER2rZti8cffxyPPPJIleMGgwEGg0H5Pj8/H/Hx8cjLy0NwcLDTx9f+qV9gsgj8OXcEYvR+Tn8+IiKipig/Px96vb5O799eUTNTUUBAALp164YTJ07YPa7T6aDT6Vw8qnK+GjVMFjMb5xEREbmIx08zXclgMODo0aOIiYlx91Ds8tVyRRMREZEreXww8+ijj2Lz5s04c+YM/vrrL9x2223Iz8/HtGnT3D00u/x82GuGiIjIlTx+munChQu48847kZWVhRYtWmDAgAHYsWMHWrdu7e6h2SWvaGIBMBERkWt4fDCzfPlydw+hXsob5zGYISIicgWPn2byNr6cZiIiInIpBjMOpgQzXM1ERETkEgxmHEyZZmIHYCIiIpdgMONg8s7ZpczMEBERuQSDGQeTVzOxZoaIiMg1GMw4GAuAiYiIXIvBjINxaTYREZFrMZhxMF8GM0RERC7FYMbB/Lg0m4iIyKUYzDgYN5okIiJyLQYzDuar4WomIiIiV2Iw42BynxkGM0RERK7BYMbB5JoZA4MZIiIil2Aw42DsM0NERORaDGYcjMEMERGRazGYcbDypnlczUREROQKDGYcjBtNEhERuRaDGQfjRpNERESuxWDGweRpJrNVwGThVBMREZGzMZhxMLkAGOD+TERERK7AYMbBdBoVJMn2/5xqIiIicj4GMw4mSRJ8NXLjPE4zERERORuDGSfglgZERESuw2DGCZTNJrk8m4iIyOkYzDiBr9xrhpkZIiIip2Mw4wR+3NKAiIjIZRjMOIGvDzMzRERErsJgxgmYmSEiInIdBjNO4MvNJomIiFyGwYwTKPszcTUTERGR0zGYcQJOMxEREbkOgxknkJvmGRjMEBEROR2DGSfwZWaGiIjIZRjMOAGDGSIiItepdzATFhaGsWPH2j22ZcsWHDhwoNGD8nZ+XM1ERETkMvUOZnJzc5Gfn2/32PDhwzFr1qxGD8rbKauZmJkhIiJyOodPMwkhHP2QXkfJzHBpNhERkdOxZsYJ5NVMpWYGM0RERM7GYMYJdJqyAmBmZoiIiJyOwYwTyJmZEhYAExEROR2DGSeQa2bYNI+IiMj5NA250+7du9GmTZsqt0uSVO2xiuecOnWqIU+LefPm4cknn8Ts2bPx9ttvN+gxXIHbGRAREblOg4KZ0tJSnD17tt7HAFsw0xC7du3CRx99hO7duzfo/q7EpdlERESuU+9gZsmSJc4YR40KCwsxefJkfPzxx3j55Zdd/vz15as0zWMwQ0RE5Gz1DmamTZvmjHHUaObMmbjpppswcuTIWoMZg8EAg8GgfF9dgz9nUpZmm6ywWgVUqoZlo4iIiKh2DZpmcqXly5dj79692LVrV53OnzdvHl544QUnj6pmwb4+yv/nlZgQGqB142iIiIiaNqetZjKZTDhw4AB27dqFy5cvN+gxUlJSMHv2bCxduhS+vr51us/cuXORl5enfKWkpDTouRtDq1Eh2NcWJ2YXGWo5m4iIiBqj3sFMXl4efvnlF/z+++/VnvPyyy8jPDwcvXv3xoABAxAVFYVbb70VGRkZ9XquPXv2ICMjA3369IFGo4FGo8HmzZvx7rvvQqPRwGKpWpOi0+kQHBxc6csdIgJ1AICsQqNbnp+IiKi5qHcw8/3332PcuHH46quv7B5/+umn8dxzz6GwsBBCCAghYLFY8OOPP2LUqFEwm811fq7rrrsOSUlJ2L9/v/LVt29fTJ48Gfv374dara7v8F0mPNA2tZTNYIaIiMip6h3MbNq0CQAwffr0KscuXLiA119/HQAwYsQIHD58GCUlJdiwYQNatmyJpKSkeq2GCgoKQteuXSt9BQQEIDw8HF27dq3v0F0qPMCWmeE0ExERkXPVO5jZv38/AgICMGjQoCrHvv76a5hMJoSEhOC7775Dp06doNPpMGLECCxcuBBCCHz//fcOGbinkzMznGYiIiJ3eH71YYx+awuKjXWfEfFW9V7NdOnSJbRr185u87tNmzZBkiSMHz8eoaGhlY6NHTsWoaGhOHjwYMNHi/LMkKeTa2ayC5mZISIi1/vpYCqyCo1ITi9A71ahtd/Bi9U7M5OTkwOVyv7d5OXT1113nd3jrVq1avDKJm8ToWRmGMwQEZHrFRksZf9t+pmZegczwcHBdpc7nzp1CllZWQCAfv362X8ylarOS6y9XbiSmeE0ExERuZbVKpQtdQpLGcxU0b17d2RlZWH9+vWVbl+xYgUAICoqCh06dLB737NnzyI2NrYBw/Q+4WWN8rKLGMwQEZFrVdwbsICZmaomTpwIIQSmTJmC5cuX4+jRo/j888/x6quvQpIkTJo0ye79Dh06hJycHLRr167Rg/YG4UqfGU4zERGRaxVVKPptDpmZehcA33PPPfj888+xY8cOTJ48WbldCIGIiAg8/vjjdu/35ZdfQpIkXH/99Q0frReRa2YKSs0wmC3QaTy3Jw4RETUtJcbyzEwhMzNVqdVqrFu3Dvfeey/8/f0hhAAADBo0CL/99hsiIyOr3Cc3NxcffPABAODGG29s5JC9Q7CvDzRlG0xe5lQTERG5kFz8CzSPYKZBG00GBQXhww8/xMKFC5GRkYGgoCAEBgbWeP758+chSZLbthdwNZVKQliAFhkFBmQXGhGj93P3kIiIqJkoMZUHMAWcZqqZWq1GTExMnc7T6/WNeSqvFB6oQ0aBgXUzRETkUhUzM1yaTY0Swf2ZiIjIDYqbWc1MvTMzW7ZsafSTDh06tNGP4Q2ULsDcn4mIiFyomKuZajZ8+HC7WxnUlSRJ9do525vJvWa4PxMREblSxcxMc+gz0+CamZiYGPj5sai1Juw1Q0RE7lApM2MwuXEkrtGgYEYIgcLCQowePRpTpkzBtdde6+hxNQnhrJkhIiI3qFQz0wymmepdAHzgwAH8+9//RmBgIJYsWYKRI0eidevWePLJJ3HkyBFnjNFrKQXArJkhIiIXam4FwPUOZrp164bXX38dKSkp+PXXXzFlyhTk5uZi/vz56NatG3r37o233noL6enpzhivVwkP4GaTRETkehWXY5ssAgazpYazvV+Dl2ZLkoSRI0fi888/R3p6OpYuXYpRo0bh0KFD+Pe//434+HjccMMNWLZsGYqLix05Zq9RcZpJ7pRMRETkbBW3MwCa/lSTQ/rM+Pn5YdKkSVizZg0uXLiAN998Ez179sSvv/6Ku+66C7fddpsjnsbryEuzjRZrs6gmJyIiz1Bxo0mg6U81NaoDsD2RkZG46667oNVqkZmZifPnzzebpdhX8vVRI1CnQaHBjOxCI4J9fdw9JCIiagaKr8jMNPUtDRwWzBiNRqxevRpLly7F2rVrYTLZloINHz4c999/v6OexuuEB2rLghkDEiMC3D0cIiJqBq4MZpiZqcWWLVuwdOlSrFixAnl5eRBCoEuXLpgyZQomT56MuLg4R4zTa4UHaHEuu5iN84iIyGWqBDPMzFSVnJyML7/8El999RXOnz8PIQSio6Nx9913Y+rUqejZs6eDh+m92DiPiIhcTW6a5+ujQqnJyszMlfr164e9e/cCAPz9/TFp0iRMnToVI0eOhErFfSuvxM0miYjI1eTMTFSwL85lFzf5RSj1Dmb27NkDSZLQoUMHTJgwAQEBAdi9ezd2795d58d48skn6/u0XkvpNcPGeURE5CLFZcFLZJAO57KLK/WdaYoaXDOTnJyM+fPn1+s+QghIktS8ghlmZoiIyIWEECg22TIzkcG+AFgzU8W0adOcMY4mizUzRETkSqUmK+Q+rZFBtvcg1sxcYcmSJc4YR5NVvj8TMzNEROR8FRvmtSgLZpp6nxmXVuwajUZ88MEHrnxKt5O7AGczM0NERC4gb2Xg56NWmrUWGkzuHJLTuSSYKS4uxhtvvIHExETMnDnTFU/pMcIDbJmZnGITzBarm0dDRERNnZyZCdDZutADnGaqVl5eHn799VecPXsW/v7+6NmzJwYNGlTpnMLCQrz55pt49913kZOTAyEEYmNjGz1obxLir4VKAqwCuFxsRGSQr7uHRERETZi8LNtPWyGYaeLTTA0KZpYtW4aZM2eioKCg0u2DBw/G6tWrodfr8dVXX2H27Nm4fPkyhBDo1KkTHn30UUyZMsUhA/cWapWEsAAtsgqNyC5kMENERM5VbLAFMwFaDQJ9mZmxa/fu3Zg+fTosFgsCAgJw1VVXobi4GKdOncK2bdtw//33o2/fvnj00UchhMCAAQMwZ84cjB8/3hnj9wrhATpkFRq5oomIiJxO7v7rr+U0U7XeeecdWCwW3H777fjkk08QFBQEADhx4gQmTJiAb7/9FitXrkR4eDg+/vhj3HzzzQ4ftLcJD9QCl9hrhoiInE+eZvLXahDk2zymmepdALx9+3b4+fnho48+UgIZAGjfvj3efvttWCwWGAwG/PjjjwxkyrDXDBERuUp5MFOemSkyWmCxCncOy6nqHcykpaWhXbt20Ov1VY71798fANCmTRsMHDiw8aNrIuQVTew1Q0REzlZpmsm3fAKmYv+ZpqbewYzBYLAbyABQMjXR0dGNG1UTIzctyipgZoaIiJyrqKwA2F+ngU6jhlZte6tvylNNTukzI0mSMx7Wa8ldgDM5zURERE5WbCrLzPioAdj6zQBNuwi4QUuzMzIy8MUXXzT4+F133dWQp/Va8kZfGfkMZoiIyLmKK2RmACDQV4OcYhODmSudOHECd999t91jkiTVery5BTNRZb1lMgpK3TwSIiJq6ioWAANAoM4HQEmTnmaqdzDTqlUrTiPVU1SwvJrJCJPFCh+1S7fEIiKiZkQuAA4oC2aCmkGvmXoHM2fPnnXCMJq2UH8tNCoJZqtAZoEBsSF+7h4SERE1UeXbGZRPMwEsAHarRYsWoXv37ggODkZwcDAGDhyINWvWuHtY9aJSSYgsW9GUwRVNRETkRFdmZuReMwVNODPj8cFMXFwc5s+fj927d2P37t0YMWIEbr75Zhw+fNjdQ6sXuQj4Uj7rZoiIyHkqbjQJNI/MTIN3zXaVcePGVfr+lVdewaJFi7Bjxw506dLFTaOqP7luJoPBDBEROZEczASUZWTKa2ZMbhuTs3l8MFORxWLBd999h6Kiomo7DBsMBhgM5VM5+fn5rhpejeTdsi9xeTYRETlRxQ7AQHlQ05QLgD1+mgkAkpKSEBgYCJ1Oh/vuuw8rV65E586d7Z47b9486PV65Ss+Pt7Fo7VPzsxwmomIiJxJ6TMjFwArwYzFbWNyNq8IZjp06ID9+/djx44d+L//+z9MmzYNR44csXvu3LlzkZeXp3ylpKS4eLT2KY3zWABMREROIoRQ9mAKqFIzw2kmt9JqtWjXrh0AoG/fvti1axfeeecdfPjhh1XO1el00Ol0rh5iraJYAExERE5mMFshb47t14z6zHhFZuZKQohKdTHegEuziYjI2eTiX6DCNFNZZqaAq5nc58knn8SYMWMQHx+PgoICLF++HJs2bcLatWvdPbR6kTMzl4uMMJqt0Gq8Mo4kIiIPJhf/6jQqqFW2bv2BzSAz4/HBzKVLlzB16lSkpaVBr9eje/fuWLt2La6//np3D61eQv194KOWYLIIZBYa0JJdgImIyMGuXJYNAEG+DGbcbvHixe4egkNIkoTIIF9czC3BpfxSBjNERORwSsM8H7Vym7I0u9QMIUST3F+Rcx0uxMZ5RETkTMVl2ZcAXXkwI08zma0CBrPVLeNyNgYzLsTGeURE5ExXbjIJAAEV/r+pTjUxmHEhNs4jIiJnurLHDGDb7DhQ17T3Z2Iw40JsnEdERM4kZ2b8KwQzQNNf0cRgxoXYOI+IiJypPJipvL6nqfeaYTDjQkrjPNbMEBGRE9grAAaYmSEHUjIzBczMEBGR4xWb5KXZlTMz5b1mmub+TAxmXEguAM4tNsFgbrq7lxIRkXtUl5mRVzSxAJgaTe/no2xjwKkm77L1RCZmfb0PecVN81MNETUN5Uuzr5hmUjIzTfODNIMZF7J1AZY3nORUk7coMpjx0PL9WH0gFSv2XnD3cIiIqqVsZ3BlAbCO00zkQOUrmpiZ8Raf/XEW2UVGAMCR1Hw3j4aIqHryRpNXZmaUmhlOM5EjsHGed8krMeHDzaeU74+kMZghIs9VVEtmpoCrmcgR5C0N2DjPO3y85TTyS82I0dt+bycuFbB4m4g8Vkl1TfOYmSFHimRmxmtkFRrw6fYzAIDnxnWB3s8HZqvAiUuFbh4ZEZF98nYG7ABMThUlZ2ZYM+PxFm48hWKjBd3j9BjdJQqdY4IBcKqJiDxXscF+B+DyPjMMZsgBuKWBd0jPK8XSv84BAB4d1QGSJKFLbFkwwyJgIvJQcgGwv+7KAmAfAEB+CVczkQPIBcCsmfFsvyVfgtFsRc/4EAxpHwEA6Mxghog8XHUbTYb42YKZnCbaK4vBjIvJO2fnlZhQamIhqadKTisAAPRvEwZJkgBUCGbS8mG1CreNjYjIHqPZCnPZa9OV00wh/loAQH6pCZYm+PrFYMbFgn010LELsMc7lm4LZjpGBym3tW0RCK1GhUKDGSk5xe4aGhGRXfIUE2AnM+Nvy8wIYfsw3dQwmHExSZKUupl01s14JCEEjqbbppI6RAUrt/uoVegQZQtuONVERJ5GnmLSqlXwUVd+e/dRqxBUtqIpp9jo8rE5G4MZN2DjPM+WlleKglIzNCoJbSMDKh2TVzQdZjBDRB6muuJfWUiALTuTy2CGHIErmjybPMXUpkUAdJrKLwpdWnJ5NhF5JqX418d+MBNaVjeTU8RpJnKAaHmaKY/BjCeSp5g6RgdXOab0mmFmhog8TJHcY0ansXtcCWaYmSFHiNazZsaTyZmZDhWKf2UdY4IhSbbfXXYhC7iJyHOUmOx3/5WF+svTTMzMkANwmsmzycuyO9oJZgJ1GiSE2+poONVERJ5EycxUE8yEMDNDjsTMjOcymq04lWnbe6ljTNVpJoBFwETkmZQCYG1t00zMzJADRCuZGQOEaHrNi7zZ6axCmK0CQb4axJYFnVdiJ2Ai8kTVdf+VhXI1EzmSPM1kNFubZITszSpOMcmdf69UsRMwEZGnqC2Y4TQTOZRWo0J4gO2PiiuaPEtyDcW/sk5lq5xOZxbCZLG6ZFxERLUpMtQ2zcQCYHIwFgF7pmS586+dZdmyFkE6SBJgFU3zRYGIvJO8gXGLIJ3d41yaTQ4nFwGnMTPjUeRl2Z1qyMyoVVKFHWib3osCEXknOdMv12VeSd6fKafI1OTqNRnMuAn3Z/I8ecUmJbi8qoZgBgBCy6YJLxcxmCEiz5CWVwIAiAmxH8zImRmjxarU1zQVDGbcRFnRxMyMx5CnmFqG+CHY16fGc8OUtuAMZojI/YQQyoexGL2f3XP8tWpoyzagbGpZZQYzbhKtt81pMjPjOY5dqr5Z3pXC5MxME3tBICLvVGAwK9mW6qaZJElSppqaWr0fgxk3YQGw5zmaVvtKJpkczDAzQ0SeQK6XCfH3gV81S7OBplsEzGDGTdgF2PMckzeYrKbzb0XlNTNN69MNEXmntFqKf2VKETAzM+QI8h9cbrEJpaamVYjlrY5fKtvGoC6ZmSb66YaIvFO6XPxbTedymZyZaWpdgBnMuInezwe+PrbLz6km9ys1WVBY1nAqupYXA4CrmYjIsyiZmWqKf2XylgY5TSyrzGDGTSRJUrIz7ALsfgWltkBGkoDAarpnVhRW9oLAYIaIPEFarrySqbZppqaZVWYw40bsNeM58kttn1KCdBqoVPb3ZKpITtUymCEiT5CWL2dmaptmapqbTXp8MDNv3jz069cPQUFBiIyMxC233IJjx465e1gOoRQBMzPjdvkltmAm2K/m/jIyZTVTE3tBICLvVNeamfLMDKeZXGrz5s2YOXMmduzYgfXr18NsNmPUqFEoKipy99AaLZqZGY+RXzbNVFuzPJlcM1NstLCAm4jcrrxhXvMsAK69OMDN1q5dW+n7JUuWIDIyEnv27MHQoUPdNCrHYK8ZzyFnZoJ86/ZPIkingUYlwWwVyCk2Vttxk4jI2QoNZqXur7YCYLnej5kZN8vLywMAhIWFuXkkjcdpJs8hvxDUdZpJkiSuaCIijyC/hwTpNAjU1fyBrKkWAHt8ZqYiIQQeeeQRDB48GF27drV7jsFggMFgUL7Pz8931fDqrTwzY6jlTHI2uQC4rtNMABAeoEVmgaHJLXEkIu+i7JZdl7YSZcFMQakZZosVGrXX5TTs8qqf4oEHHsDBgwfx9ddfV3vOvHnzoNfrla/4+HgXjrB+5D+8S/mlsFqb1nbs3qa8ALju8b2yoqmJfcIhIu9Svlt27dPdej8fSGULNnNLms4HMa8JZh588EGsXr0aGzduRFxcXLXnzZ07F3l5ecpXSkqKC0dZP5FBOkgSYLYKZHOqwq0akpnh/kxE5AnkzExMLVsZAIBaJSmvc02pCNjjp5mEEHjwwQexcuVKbNq0CYmJiTWer9PpoNPpXDS6xvFRqxARqENmgQGX8kvRIsg7xt0U5ZfUr2YGKO+kyZoZInKnuvaYkYX6+yCvxNSkioA9PjMzc+ZMLF26FF999RWCgoKQnp6O9PR0lJSUuHtoDsEuwJ6hPDNT9/ie+zMRkSdIr+OybFlIE2z66fHBzKJFi5CXl4fhw4cjJiZG+frmm2/cPTSHYBdgz1DfpnlAea8ZThESkTul1aMAGGiaXYC9YpqpKYvW26aW2GvGverbNA9gzQwReYby7r9163cV2gS7AHt8Zqapk6eZ0jjN5Fb1bZoHcH8mInK/UpNFCUrqmplpir1mGMy4GbsAewa5ZkZfj2km7s9ERO4m18v4a9V1rvlTppmaUI8sBjNuxi7A7mc0W1FqsgKo3zRTqDLNZGry06FE5Jkq1stIcgOZWoQ0wQ9iDGbcTJ7jvJhbwjdENykoLf90EtiA1UxGixVFRm42SUSul1bH3bIrKi8AZmaGHKR1uD981BKKjRZczG0ay829jVz8G6TTQK2q2ycbAPDTquHnowbAImAicg8lMxNc981uQ1kzQ47mo1ahbYtAAMDxSwVuHk3z1JBl2bIwbjZJRG5U3x4zABDi3/R2zmYw4wGuigoCABxLL3TzSJonufi3PiuZZEoX4Cb0CYeIvEd9e8wA5ZmZ3GJjkylvYDDjATpE24IZZmbcoyFbGciUdC0zM0TkBun5DamZsb1uma0ChQazU8blagxmPEB5ZobBjDs0ZJNJGaeZiMidyqeZ6l4z46dVQ6exvf03lSJgBjMeoENZMHMysxBmi9XNo2l+ymtmGjDNxMZ5ROQmBrMFWYW21576ZGaAplcEzGDGA8SF+sHPRw2j2Ypzl4vdPZxmxxGZmabygkBE3iMj3wAA0GlUSlFvXTW1ImAGMx5ApZJwVVTZiiZONbmcUjPToAJgZmaIyD3Ol334bRnqV+eGebKKRcBNAYMZD6HUzbAI2OXkpnkNWprtX94FmIjIlc5mFwEAEsID6n1fOassT1N5OwYzHoIrmtynITtmy7g0m4jc5Xy2LTPTOty/3vdtXzYb8MPeC01ieTaDGQ/BFU3u05gC4PAAHQAuzSbyJrnFRqVWzpvJmZnWYfUPZu4amIAArRqHU/Px65FLjh6ayzGY8RByZuZsdjFKTdznx5UaUwAsZ2Zyio2wWr3/0w1RU5ddaMDINzfjxne2wmj27tWj5+TMTETDppmmD0oAALy1/rjXv34xmPEQkUE66P18YLEKnM4scvdwmhVHNM2zCjSJT3pETd1HW04jq9CICzkl2HnmsruH02BCCCWYaUjNDADcO6QNAnUaJKcXYO3hdEcOz+UYzHgISZKUfjPHLuW7eTTNS2MyMz5qlbINAlc0EXm2zAIDvvjznPL9hqPeO72SWWBAickClQS0DKl7w7yKQvy1mDE4EQDw9gbvzs4wmPEgV0XbCrK4R5PrmCxWFBtt03oNqZkB2GuGyFt8uPkUSkwWBOls/9bXH7nktcWv5yosy9ZqGv5W/o/BiQjy1eD4pUL8nJTmqOG5HIMZDyJnZriiyXUKSsv3JQnUNSyYKe8CzGkmIk+VkV+KL3fYsjKv394DOo0KF3NLkOyliy7OZsnFvw2bYpLp/Xxwz+A2ALw7O8NgxoNwRZPrySuZArRqaNQN++dQvj+TwWHjIiLHWrT5FAxmK3q3CsHoLlEY0j4CALDBS1fynGvEsuwr3T04AVqNCqcyi5RGfN6GwYwHkYOZi7klSiM3cq78RjTMkzEzQ+TZ0vNKseyv8wCAR67vAEmSMLJTFADvrZuRp5kaWvxbUbCvj1J3k5pX0ujHcwcGMx4kNECLyCBb35ITGaybcYWCRjTMk4VVWJ5NRJ7n462nYTRb0S8hFIPahQMArusUBUkCDlzIw6X8Urv3E0Lgp4Op2J+S68LR1s25sh4zrRyQmQHKN6pMy7V/LTwdgxkPo3QC5lSTSzSmYZ5M3p8pu4m0BSdqanafywEATB2YoOxh1CJIh57xIQDsZ2csVoGnVh3CA1/tw4zPdsHiYbUkcs2MIzIzABCjt2Vm0piZIUeQp5qOpnF5tis0Zlm2LDygaW3YRtTUpJRNybRtUfmNX5lquqJuxmi2YtbyffiqbGrqcpERBy/kOn+gdWTrYGzLKrdqQPdfe2JDbJmZ1DxmZsgBusfpAcAj05pNUWMa5snkmpls9pkh8jgFpSalB9SVb/zXd7YFM9tPZaPIYHstKDKY8Y/Pd+Hng2nwUUtoU9Zdd+uJLBeOumZny4p/o4J18NOqHfKYSmYm1zszMw3PrZNT9G4VCgA4nJqPUpMFvj6O+UMl+8ozMw3/pxAeKBcAM5gh8jQpl21vzmEBWgRdkYFtHxmIVmH+OH+5GI9+dwBZhQYcvJAHg9kKPx81PpzaByk5xXhq5SFsO5GFWde1d8ePUIVcL9PaQVNMABBTlplJY2aGHCEu1A8RgVqYrQKHU/PcPZwmr7xmpvGZGW42SeR55KXG8XamYyqualpzKB27zubAYLaiZYgflt3bH0OvaoEh7VoAAPaez0GhwVzlMdxBWZbtoCkmAIgty8ykMjNDjiBJEnrGh2LD0UvYdz4XfVqHuXtITZo87xzUmMxM2c7ZBQYzDGYLdBpm04g8hVwvU11tyT1DEnH+cjFaBOnQu1UI+rQORWJEgFIo3CrcX8ne7DiVjZFlU1PuJO+WndCADSarI2dm8kvNKDKYEdDAJqLuwsyMB+rdOgQAsO98rlvH0RwomZlGFAAH+WqgVtle+HKL2WuGyJOcV4IZ+/sXxYb44ZNpfTHv1m64vW882rQIVAIZ2eCyBnvbTja8bua/647hyZVJDlkV5ciGebJgXx+lC7o3rmhiMOOBesXb6mb2nc9x80iaPkc0zVOppPIiYC7PJvIo52vJzNTF0LJgZuuJzAbd/2RGId7beBJf/XUef5xqfCFx+TST4zIzQHmvmVQv7DXDYMYDdY/TQyXZlsile2kxlrdQVjM1IjMDsHEekadKqaFmpq4Gto2ASgJOZRY1qKZk5b4L5f+/92KDxwEAhQYzsgptW6c4qmGeLCbEe3vNMJjxQAE6DTpEBwMA9qc0nezMJ1tP441fj3nURmYFpY1vmgeU78/E5dlEnsNiFbiQY3tjbkxmRu/ng+5xIQCAbfVcom21Cqzal6p8v+ZQurIMvCHOl2VlwgK00Dcio2xPLDMz5Gi9WoUAaDp1M9tOZOHln49iwe8nsbmBqVpnyHfAdgZAeTDDFU1EnuNSfimMFis0Kknpo9JQylRTPetmdp69jIu5JQjSadAqzB8lJgvWHU5v8DiUbQwcuJJJ5s1dgBnMeKheZW22m0IwYzRb8ezqQ8r3n24748bRlDNbrMpSy8bUzADMzBB5IrleJi7UTynSb6jB7W1LtLefzKpXdvmHvbYpphu7xeBvveMAACv3NXyqSW6Yl+DgKSbAu3vNMJjxUL3KmucdvJgLk8Xq5tE0zqfbz+B0ZhFC/X2gkmydNJPT3b9dQ8WeEY1Zmg0AYWXLsy8XGRr1OETkODX1mKmvXq1CEKBV43KREUfquN1MqcmCNUm2LMyE3i0xoVdLALaAqKH1kOcvyxtMOrb4F/DuXjMMZjxUm4gA6P18UGqyIjnNezedTM8rxbu/nQAAPHVTZ4zpGgMAWLzV/dkZufjXX6uGj7px/xTC/MsKgIu4NJvIU9TWY6Y+fNQqDGxr23H79XXHcCGnuNb7rD9yCQUGM1qG+OHqhDC0CvdHv4RQWAXw4/6GZWfOKBtMOjczI4Tn1DbWBYMZD6VSScqOrvu8uAj4lV+OothoQe9WIbi1V0vMGJwIAPhxfyoyC9ybxXDEJpOysEBbZiabmRkij+GIZdkVTerfCpIEbD6eieve2Iw3fj1WYzGvPJ00oVdLqMqmuSb0avhUk8FswYEUW2f4TjHB9b5/beTMTLHRonzY8xYMZjyYtxcB/3kqG/87kAqVBLx4c1eoVBL6tA5Fr1YhMFqs+HLHOZeOp9Bgxt8//BNvbzgOoLxhXmOnmAAgTNnSgJkZIk/h6GBmRMco/PTgYPRPDIPBbMWC309izDtbkWenWWZmgQGbj9sWO0zo3VK5/aZuMdCqVUhOL8CR1PpNt+8+m4MSkwWRQTp0jA5q3A9jh59WjZCyLHOqlxUBM5jxYHLdjLc2z/t462kAtk8zXVvqldvvGdwGALBsxzmUmiwuG8+2E5nYeeYy3t5wAusOpzukYZ6MBcDNx7H0Anyz67xHtRgg+xzRY+ZKXWL1WP7PAfhgSh9EBetw/nIxvtuTUuW8/x1IhcUq0CM+BG1bBCq36/19cF2nSACV+8/UxZay4GhI+xZVuhQ7ireuaGIw48F6lvU1OJtdXO8pmVKTBR9vOY1j6e6pt8kvNSndMqdfk1Dp2OguUWgZ4ofsIiNWNaKqv77OZJXPcc/9IQmnMm1zz43ZMVumLM0uNnrdXDPVndlixT8+34Unvk/Cir31eyMi1yoymJFV1pHb0c3lJEnCDV2j8eAI2y7a3+xKqfTv3moVWFqWeb6tQlZGdktZIfBPB9PqFRTLmZ6hV0U0eOy18dZeMx4fzGzZsgXjxo1DbGwsJEnCqlWr3D0kl9H7+6B7nC2jIRfRVrQmKQ23LtyOnWcuVzn2wv+O4JVfjuKxFQecPk57fjt6CSaLQPvIQLSLrJwO1ahVSoDzze6qn2icRe7PAACXi4zKNXVEZia0rAOwxSrcMtd8IacYX+88D7OXr3zzdBuOXlKasC3eeoaBqwdLKSvQDfH3cUhdnD3je8bCz0eNExmF2Fshg/57cgZOZxUhyFeDW8uWY1c07KoWCNCqkZZXiv0Xcuv0XBn5pUhOL4Ak2TIzzlJeBMzMjEMVFRWhR48eeO+999w9FLeYO6YTAGDpX+dwICVXuf34pQI89M1+7D2fi39+uVtJpwK2Cvqvd54HABy8kOeWP8pfypYjjukabff4Td1tq5oOpOTanW92BnkVwH3D2kKrVsFgtr3xO+KFTqdRK5u0XXbxlgalJgvuWrwTc39IwqfbG7dKLLPAgP+sTcZ/1x3DR1tO4eud57HnnHdOczrDp9vPKv9/7FIBttSzGyy5jtwp1xnN5WTBvj7Ka9nyneUfzD7ZVj7Fbm/3aV8fNa7rZNt9e01SWp2eS/5b69ZSr2SCnUGZZmJmxrHGjBmDl19+Gbfeequ7h+IWA9uGY0KvlhACeHrVIVisAiVGCx74ai8MZivUKgm5xSbc+8VuFBnMyCgoxRPfHwQApUnUhiOXXDrmQoNZSYeO6RZj95zYED+0iwyEVcAhG6/VxdmyzMzoLlF4/IYOyu2N3cpAJr/AuLrXzHu/n8TpskBtyfazjepL9NJPR7Bw0ym8t/EkXv0lGXN/SMLfFv2BV3856pDdfr3Z4dQ87DxzGRqVhJvK/q4/KasLI8/jyB4zNbmjXzwA25RRQakJhy7mYcdp29/JlVPsFd3YzfZB75ek9Dpl+OR6maFOzMoAQGxZZoYFwG5mMBiQn59f6cvbPXljJwT7apB0MQ/L/jqHF386guOXCtEiSIcfZw5CRKAOyekFePS7A3h8xUFcLjKiY3QQZl9nm8/91cXBzMbkDBjNViRGBNRYcT+krD24Kz7dFhvNuJRvCzISIwIwY1AirinrGeGonWeVImAX7px9NC0fH2w+BQDw9VEhLa8UPx+s2ye9K6VcLsbPZZ8S7+gXj1t7tVR+Rx9tOY1/frG7UqPB5mZJWVZmTLcYzBnTUWkAebSODdTItRzZY6YmfVqHol1kIEpMFqw+kKoEuDd1j6lxC4VhV0XCz0eNi7klSLqYV+NzWK0C28q2URh6lZODGaUAmJkZt5o3bx70er3yFR8f7+4hNVqLIB0eu6EjAODln4/i653nIUnAW3/via4t9fhwam/4qCWsOZSOTccyodWo8O6dvZT0547T2crKHVdYc8j2hjima3SNFffyJ4wtxzOdXntwNqt8/jzEXwuVSsLiaf2wZHo/pRivsSoWAbuCxSow5/uDMFsFRneJwgPXtgNgCzwacj0XbzsDi1VgSPsIzP9bd7w5sSe+/Ed/vHtnL+g0KvyWnIG/Lfyj0pRmc5FVaMDq/bbNAu8elID4MH+lAeQn9WgAabZYkVtsxKX8UpzPLkZGvne9YXgTRy/Lro4kSUp2ZvHWM/ip7MOEvGqzOn5aNUaUrWqSp+Wrcyg1D5eLjAjUaZSWHc4SG1IezHhTTViTC2bmzp2LvLw85SslxXUFps406epW6B6nh7GszuP+4W0xuOxTc5/WYXjp5q7KuXPHdMRVUUFo2yIQbSICYLIIJUXpbCVGCzYm257rxmqmmGT924TBRy3hYm6JUs/iLPIUU0KFFuB+WjWu7RgJrcYx/wxcvTz7sz/O4sCFPAT5avDizV0xuX9r+PmocSQtH3+eyq7XY10uMmL5Llud1b+Gtq10bHyPWHzzr4FoEaTDsUsF+L9le7zqRc4RvvrrPIwWK3rEh6B3WcuEe4bYGkCuPnARl+oQlFzIKUa/Vzag54vr0f/V3zD09Y24+tXfsPZQwzJpVDNXBTMAcGvvOPioJZzOKoLZKtA/MQzd4vS13u/GsoD4l6S0Gv9Nya/f17QNb3S38tpEBftCkmx76nlTq4kmF8zodDoEBwdX+moK1CoJr07oBj8fNQa2CcdDI6+qdPyOq1vhP7d1x5M3dsS0gQnK7dd3thWZrXfRVNPm4xkoMVkQH+aHLrE1X3t/rQZ9W4cBsKXrnUkOlhIjHL+ficyVO2en5pbgv+uOAbBNQ0YF+yI0QIvb+9pWTnxUz1qOL/48i1KTFV1bBmNQu/Aqx3vGh2DVzEHw9VHh0MV87PXSRo4NYTSXN3icMShBub1Xq1D0bR0Kk0XgzV+P43RmYY3LbJf9dR45ZcXuGpUEH7Uta/lTA6cFqXpWq0BK2aozVwQzYQFajOpSvtjhniE1Z2Vkwzu0gK+PCucvF+NwDQ30thx3zRQTAGg1KkSUdTT3piLgJhfMNGVdW+qx86nr8OU/rrYbnf+9bzz+ObSt0jYbKA9mNiZnuGTDSjldemPXmDo1dZL/cco9aZzlbFbVzIyjuTIz8/XO8ygxWdC3dSgm9i2fSp0xKBGSBGw6lonjl+rWY6jEaMHnf5wFYMvKVPd7axnih7HdYwHYMhXexmoVDfo3sOZQGjILDIgM0ilTSzL5Teub3SkY8cZmdH1+HSZ++GeVa2+2WPH9HltfmoWTe+Pkqzdi6T/6AwB2nL7c7DJdzpZRYICxbIFETFnfFGeb0r81AKBdZCCu6xhZp/sE6DQYfpXtXHl6XgiBP05l4aeDqdifkovz2cXKsu9hLghmgAq9ZryoCNgxyzicqLCwECdPnlS+P3PmDPbv34+wsDC0atXKjSNzj6B6LiPu1SoU4QFaZBcZsfPMZQxq57xmS6UmC347assA3VDNkuwrDWkfgdfW2rY+MJqtDpvyuZIyzRThvE9p5VsaODeYEUIo+7rcdU1CpeA1ISIAoztHY+3hdLz881GM6RoNH7UKgToNRlQzpfbdnhTkFJsQH+ZX7VJ62aT+rbBizwX8dDAVz47tDL2/c/p3OJrVKjBh4XZkFxnx86wh0Nejt9CPZbUyd/SLr3L9RnW21SptPZmF5LR8FBst+OvMZTz63QH8OHOQEhhuOpaJjAIDwgO0GFm2JLdnqxDoNCpkFRpwMqMQ7aMc356+uZKnmFqG+EHj5GkZ2cC24Vhx30DEhfpX+jdZmzHdbP9ef0lKR3yoPxZvO4MTGYVVzkuMCHD6yixZjN4PBy7kIc2Lds/2+MzM7t270atXL/Tq1QsA8Mgjj6BXr1549tln3Twy76BWSUrrbGdONaXnleLOj3egyGhByxA/ZZPM2nSOCUZ4gBZFRotTt22Qu/+6YprpspODmd3ncnAhpwSBOg2uL3tjrOjeobZaji3HMzH3hyQ8+t0B3Ld0D6Z9urPK8mqj2apsO3HvkDa1vvD3ig9Bp5hgGMxWfO9FHXB3n8vBgQt5uJBTUq+sUk6RUalXGN+zaqG4SiXh0dEd8OPMQTj8wmj89OBg+GvVOHghDxuOZijnyc0hJ/RqqQREOo0afRNs9Td/nq5fjRPVbHvZyh9n/nu3p29CGKLrmQm6rlMUtBoVzmQVYc4PSTiRUYhAnQa9W4Uguqx+BbD97bhKxd2zvYXHZ2aGDx/OFGwjXd85Gt/uvoD1Ry7huXGdHb6nx84zl3H/sr3IKjQg2FeD12/vXufnUKkkDG4fgR/3p2LLiUz0b1O1XqOxCkpNyCq0LctOcOKLW6gczDh5NZOclbmhazT8tOoqx/u0DsPTN3XCvvO5MFqsMFms+Ov0Zfx5OhvvbzyJWWVL9oUQeGplElIulyA8QIvb+9S+8k+SJEzq3wrPrDqEr3aex92DEpy2R4wj/e9AqvL/S7afwYzBCdBpql67K605lA6zVaBzTDDaRQbWeK5GrULXlnpMuyYBizadwpvrj+O6jpHIKjLg92RbYDOxX+VrPLBNOLafzMafp7JxV4VaN0c6m1WEQF+NUgdhz+UiI46lF+B0ViH6J4ZV6drtCUpNFry+7hjyS0yICNIhPECLti0CMbxD5X2KSk0WZSuBv/Wp2n3X0wTqNLixazRW7U9FyxA/3D0oAX/vF6808zSarcgvNSHciY3yriQvz05lMEOeZHC7CPj6qHAxtwRbT2Q5pIisoNSE3edysO1EFj7/4yzMVoGO0UH4cGoftK5nXcqQ9i3w4/5UbD2RhcdGN3poVZwr6wQaHqB1Wltz+fEB4LIT+8wYzBalj0xNn9SuLED8fs8F/Pu7A3h7w3EMbBuOfglh+GjLaXy35wJUEvDfv/ewGxjZc0vPWMz75ShOZhRi19kcXJ0Y1vAfyAXMFit+Keufo1WrkFFgwI/7U/H3vrUHb6sP2ALH8T1j6/x8/xzSBl/+eQ5H0/Kx9nA6zl8uhsUq0KtVSJWppIFlvY52nM6G1SrqNT1RF7vPXsYdH+1AiyAd1sweghD/ym+I7/1+Ap//ea7S3m8tgnT47d/DnPpvpSGWbD+LxduqLoOfeW1bPDa6o/L96v2pyC4yIkbvW+u0qad49dZumD4oEV1jg6tkRysW5LpK67K9rP46nY1SkwW+PnV7bXAnj59mosbz06oxqrPtH/X0JTvx33XHlCXe9SGEwM8H0zD+vW3o8cKvuHvJLizedgZmq8D4HrH44f5r6h3IAOXN85Iu5jllikZeyeTMrAxQnpkpMlqcthv4xuRM5JWYEB3siwH1yGL9rU8cbu3VElYBzP56H77dnYL5a5MBAM+O7YxrO9StYBGw1W3dXPbmvuyvc/X7Adzgz9PZyC4yIixAi9kjbVmpj+vQi+dSfin+Ktv3bGz3mtsMVBQaoMWMwbapvrfWH8e3ZVNME+0ET93jQuCvVSOn2IRjdSzYrqv8UhMe+mY/zFaBtLxSPPvj4UrHf9h7Af/99bgSyMSH+SE8QIvMAgPeKFsp5ynyik1YtMlWOzmxbzzuHpSA0V1sU6wfbj6tFFwLIZSAZ/o1CU5fxuwo/loNesaHuKy+pzbDOrRAjN4XGQUGfOfC/fMawzOuHDndS7d0xS09Y2EVwHsbT+Lm97fjUC1dJys6k1WEuz7diZlf7cXBC3mwClv0fnufOCyc3Bvv3NET/tqGJfqign3RMToIQjhn6wVXrGQCbLtvy8ttndU4b+U+W53KzT1jle0q6urFW7oiIdwfqXmleHzFQQgBTBnQCtNqaLlenUlX21ZurElKd3qNUGPJU0w3dovG1IGtEajT4ERGITYdq3kF3U8H0yCErcNrXGj9Ci//MTgRwb625zmdWQR/rRpje1TN7vioVeibYMts1bc3UG2eXXUIF3JKEBWsg1olYfWBVCWrdzKjAE+tPATA1rPq8AujsfXxEXjnDltt4pc7ziHpQt1fH5xt0eZTyC81o2N0EF69tRueG9cFH07ti1Gdo2C22qZL5S65xy4VwF+rxh1XN78FIo6i06jxf8Nt/aYWbTrVoA+/rsZgppnQ+/ng7Tt6YdHk3ggL0OJoWj7GLtiGSR/vwK+H06vdd8dqFXhnwwmMfmsLtp7Iglajwqzr2mPH3Ouw+bFr8frtPXBjt7otw66J3IV30eZTDt8D6Ey23GPG+Z1AQ/2dt6VBbrFRaUg4oXf9iwEDdRq8N6m3EnANaR+B58Z1adDvrlucHt1a6mG0WDF/zVGPrWszmC1Yc8jWLmBc91gE+/rgzqttGZIPt5yq8b6ry4Kg8XaCkNro/Xzwz6HlU303dYtRNiK90sCyDFtNRcCLt53B4Nd+r3OAsWrfRazanwq1SsLCyX1wf9kb09OrknA+uxgzl+1DicmCQe3C8e9RHZTNEAe3j8D4HrYPPU+tSvKI/bjS80qxpGwD1cdGd6gUxD83vgv8fNTYdTYHK/ZeULIyf+8bX68Va1TV3/vGIzJIh9S8Uq8o9mcw08yM6RaDXx8eivE9YqGSgD9OZeOfX+7BsNc34qeDqZXONVus+Pd3B/DWhuMwWqwYelULrHtoKB65/qp6V+zXZuqA1gj198GZrKIq42issy6aZgKcu6XBz0lpMFqs6BgdhI7RDWsG2bWlHh9N7Yt/DE4sC2wa/hLw71FXQSUB3+6+gAW/n6z9Dm6w5XgWCkrNiArWoV9ZBuTuQYnQqCTsOH0ZH24+hadXJeGGt7fgmnm/4dOyLR3OZxfjQEouVFLtnayrM31QolJHVVOWYEAb27j+Op1tN3goNprx9objuJBTgie+PwhzLb1yUi4X45lVtqzLgyPaoU/rUDw4oj26xAYjp9iEG9/dimOXChARqMPbE3tVyfA9PbYTgnQaHLyQ5xHTiO/8dgIGsxV9W4dixBX9W1qG+OHh621Thy/9dASbjmVCkmxbTlDj+Pqo8a9htiB44aaTLulT1hgMZpqhiEAd3r2zF7Y8fi3uG9YWIf4+uJBTgge+2ofHvjuAIoMZBrMFM7/ai5X7LkKjkvD6bd3x+d39nLbUMUCnUYpW3/3thEM/EZ4tKwB29jQT0Ljl2SaLFd/uTrH76dtkseLbXeXLexvj2o6ReGZs50Z/ch3eIRIvlG2j8eb64x45ty5PMY3tHqsU18aG+CnZlnlrkrF0x3kkpxcgNa8UL/50BLcu+gPvb7QFZ9e0jUCLoIYVXwbqNPjmXwPwxYyr0ad1aLXndWupR6BOg/xSs91NK3/cn4qCUtsGn0fS8vHFnzUHGM/+eAgFBjN6twpR9uvSalR48+89oVWrUGgwQ5KAd+/oafdniwzyxWNlu8q/vvYYMgpcu6Kl0GBWas5OZxYqNUdPjOloN4t496BEdIwOUq7RyE5RDardo6omXd0KEYFapFwuwaqyVZRXKjKY8cSKg0h1c08aBjPNWFyoP+aM6Ygdc6/DgyPaQZKA7/ZcwLgF23D3kl1Yd/gStGoVFk3pg9v7xjt9Ce5dA1tD7+eDU5lFyuqTxsorMSmBhSsyM6ENDGZSLhfj7x/+icdXHMSEhduxZPsZZeomv9SEGZ/twoELedCqVbjZTr8Td5k6oLUytz73hyRsdtEeYHVRbDQrvZXGXTFVNOu69mjbIgA94kPwj8GJWDS5N168uQsCdRocSMlV+sI0ZIqponaRQbWuHtSoVegn95u5om5GCIEvy4KXHmW9m95cf7zavaBSc0uwqex38PrtPSoVlHaIDsKTN9pW/Tw6qgOuqaGB5uT+rdE9To8CgxkfbKrf1hgNlVFQillf70PX59ah4zNrcdXTazB2wTZYrALXdYxUMmtX8lGr8PIt5XvT3VNWfE2N56dV496yD5kLN9kvAXjj1+P4ZncKZny2y63TzQxmCL4+avx7VAd8dc8ARAf74nRWEf44lQ0/HzU+nd5P2RLB2YJ8ffCPsheiBb+fgNUqUGw0450NJzD0PxuV4tf6kKeYIgJ11dYsOFJ4A4KZtYfScNO7W7HvfC60ahXMVoEX/ncED32zHyczCnDboj+w9UQW/HzUWDi5t8On+Brr8dEdMKFXS5itAtOX7MSUT/7CD3svoNhoduu4fk+27RPWKswfPa7Y9C8hIgC//Xs4fpw5CM+M7Ywx3WJw18AEbHhkmPL37q9VY3QX1yztlZdoX1k3s/d8Lo6k5UOnUWHJ9H7oGR+CQoMZL/10xO7jrNx3EULYpq7atqjaF2f6oEQcemE0ZpZlbKqjVkl4+Hrb/m/f7U5BkcF5v0uLVeDLP8/iujc2K3VKgK2/SrHRAq1apWSKqtM3IQxv/r0HXhjfxeNbBXibKRVKAOTaJdmBlFx89ofttidv7OTWnlPsM0OKgW3DsWb2EDzz4yEcvJCHN//eQ1lp4SrTrknAx1tP4/ilQjy7+hA2HMlAetmn0Fd+TsaN3WLq1OxMdtZFxb8yuQC4rsHMm78ew7tl9Sa9WoXg3Tt6Yf2RS3jll6P4cX+q0ko/MkiHT6f3Q9eWte/E62qSJOG1v3WH0WLFzwfTsO1kFradzMLTqw5hXPdYTB7QCt3jQlw+rh/22tLiY7vXvUA9Wu+Lj6b2wa6zOQjUaVy2XcPANrYsyc4zl1FQalK2Lfnyz7MAbBmisAAtXr6lK8a/tw0/HUzDxH6ZGNK+POsjhMCKsv2fbquhAWJdg/ph7VsgMSIAZ7KK8MO+i5g6oHVDfrQqLuWX4qeDabiQU4wLOSU4calAmQruHqfHy7d0RUJEAPJLTMgrMSHEX4uWIX61Pu6tvT2/QZ43CtBp8MioDnhm1SHMW5OMLrF6DGwbDpPFijk/JMEqbL2nXLEJZk2YmaFKQgO0eG9Sb2x5/FqXBzKAbRXI3YNs2ZmlO84jPb8UcaF+iAjUIqvQgJ8O1G/66WyW6+plACA8sO7BzMmMAiwoq824b1hbfPuvgYgP88eMwYlYdk9/RJQ9VsfoIKyaOcgjAxmZVqPC+5N6Y+vj1+KR669CQrg/io0WfLM7BePf247x723Dl3+exR8ns3AyowD5pSanpqTT8kqw6Zit6+5t9ewCK0kSrk4MQ+dadn13pM6xwYjR+6LQYMZdn+5EflnXannj1qkDbYFE15Z6pVPwM6sOVepntPd8Ds5k2ZaBO6JZnEolKQHMF3+cdcjvKy2vBOMWbMNLPx3Bku1nsf7IJZzNLkaQToMXb+6ClfcPQve4EAT7+iAu1B9dYvV1CmTIuab0b4UJvVrCYhV44Ku9uJhbgk+3ncHRtHyE+Pvg6bGd3T1EZmbI88wYlIDvdqegsNSMB0a0w7RrEvDp9jP4z9pjWLztDG7t3bLOn7TLN5h0TTBTn8zMgt9PQgjbZoVzxnSsdGxAm3D8MnsIth7Pwuiu0S6ZInOE+DB/zLquPR4c0Q67z+Vg2Y5z+CUpHQcv5OHgFYXN17QNx6fT+9Wru+hvRy/hsRUHMb5HLJ64oWO1XYu/230BVgH0TwxDGzvTLZ5GrZLw8V19MWXxX9h3PhdTF+/EwDbhMFqs6BEfUimz9e9RV2HNoTSczS7G2xtOKH87clbmxm4xylLrxrqtbxze+PUYTmQU4o9T2Y3aqLbIYMY/PtuNjAIDEsL9MbpLNOJC/dAy1A+94kOVejPyPJIk4dUJ3XD8UgEOp+bjH5/tUl5bn7qxk8s7FNvDzAx5nBB/LX779zDsfmYk/jWsLXx91LizXyv4+qhwJC1f6cpaF3L3X1dtOFfXmpmTGYVKfYC8V9KVIoN88bc+cV4TyFQkSRL6JYTh7Tt6YceT12HumI4Y1C4c7SIDEeRr+3n+OJWN+WuS6/yYQgjMW5OMy0VGfPbHWYxdsNXuyi+rVeCbspVfd1xd+5YFnqJrSz2W3dMfIf4+OJCSiw822/rgXDm9E+Trg5dv6QYA+HjraSRdyEOpyaJkLf/mwOmWYF8fZX+jJdvPNvhxLFaB2cv34UhaPiICtfjyH/0x98ZOmDowASM6RjGQ8QJ+WjU+mNIHof4+SE4vQKnJioFtwuud+XQWBjPkkfy1mkq1MaEBWmVO/FM7+7PYk11owJGypa7ta9kk0FHC6jjN9N7vJyAEcH3nKI+ePnKEsAAt/jWsLZbdMwAbHhmGpOdH47O7+wEAPvvjrDIdVJutJ7JwMqMQAVo1IoN0OJVZhAkLt+P9jScrTYFsPZmFi7klCPbVYEzXhvWIcZcusXp8dc8AhJbV6oT4+9jdSuH6zlEY1yMWFqvAYysO4KeDaSgwmBEX6of+Di6Alae1fku+hJTLxcrtpSZLtVNP2YUG7DxzGUkX8nDiUgFe+ukINhzNgFajwkd39UV8mGtq2Mix4sP8seDO3lBJtqnlV2/t5jEbzXrfRz5qtmYMSsBXf53H+qOXcC67qNZeEst3pcBotqJ7nL7WHY8dJcy/vGledRsHnsosz8rMriYr09QN7xCJ6dck4LM/zuKxFQexdvYQhAfqkFNkxAdbTuF8djFeuqVrpfS10t21XzxmjWiPp1Yl4ZekdLy+7hjMFqHsu/TNrvMAbAWh3rBB3pU6xwbj638OwHM/Hsbf+lT/Mzw/rjO2nchEcnqB0iTvb73jHL5ZZbvIQAxpH4GtJ7Lw1vrjSIgIwMZjGdifkouRnaKw4M5elca45Xgm/vnlbpSaqjZZe+P2HujdqvqeO+T5BrePwA/3D4JWrXJZxrsumJkhr9EuMgjDrmoBIWyf6GtitlixbIetP8ddAxNc9ulBTpdbha3HjT3v/X4SVmFr7tXUszI1mTOmI66KCkRmgQFPfJ+E9zeexND/bMSHm09jzaF0PPrdAeWT/8mMAmw+buvuOv2aBIQGaPH+pN54bpyt8PCtDcfx/Z4LyCo0KL1lJvbznimmK3WMDsY3/xpY487e4YE6PD++CwCgpKwQ2JFTTBVNL9u/64d9F/Hm+uPYdz4XQgDrj1xSCpYBYGNyBu75whbIRAbpEKP3Rai/D8ICtHhuXOcq/X7IO/WMD3FpgXxdMDNDXuUfgxOx+Xgmvt2VgmkDE6ot7N1w9BJS80oRFqCt147HjeWjViHIV4OCUjMuFxsr1QIUGczYeiILP+63LRlurlkZma+PGm9P7IVb3t+ODUcvYcNRWxDSMToIp7OKsOlYJj774yzuHpSo1GtU7O4qSRLuHpSIS/kGfLD5FOb8cBAjO0XBZBHoER+CTjGe9WLrDON7xGL1/lT8lpyBqxPD0CrcOdM313aIRL+EUBxOzcfgdhG4tmMkwgO0+Pe3B7DzzGXc+dEOTLsmAU+tTILJIjC6SxQW3NkbWg0/L5NrMJghrzKkfQQ6RgchOb0Ao97agn8Na4P7h7ersqrl8z9sWZk7+sW7fKohPECLglIzHvhqH+JC/RDq74PTmUXYn5ILc1kHzes6RqJbXPPNysg6xwbjiTEd8dJPRxAX6odHR3XA+B6xWPrXOTz742HMW5OMjtHBykZ3/7DT3fXx0R1wIacYPx1MUzaVvNOLszL1IUkSXr+9Bz7ccgq3ObHPikol4bv7roEQolKW8+t/+mH6kp04nJqPx1ccBGDbVPPtO3o2at8vovqShKdud+sg+fn50Ov1yMvLQ3Bw0/+k1hykXC7GkyuTsPVEFgDbZnPPjuusdGs9ll6A0W9vgUoCtj0xArEu7lMxc9le/FzNdgwtQ/ww9KoIPDqqA8I9YDmjpziXXYQYvZ/ySV4IgXs+343fkjPgo5Zgsgh0jgnGz7MG250yLDVZMOWTv7D7XA78tWrsfGqkV64C80Znsoow5ZO/cDG3BLf0jMV/r9hGgaih6vP+zWCGvJIQAusOX8JLPx3BxbINzm7qHoMXx3fBm+uPY9lf53FDl2h8MLWPy8dmNFuxPyUX2YUGZBcZcbnIiMggHa5pG+G0aYCmKLvQgBve2YrMAgMA4L+396hxGWhOkREv/O8wBrWLwO011JqQ4+UWG3HoYj4Gtg2vsgs3UUMxmKmAwUzTVmK0YMHvJ/DhltOwWAXCArQoMVpQYrLg63sHKHvekHfacjwT05bsRFSQLzY/PrxeW1kQkXdjMFMBg5nmIelCHh5bcQDJ6QUAgA5RQVj70BCP6YFADXfoYh5C/G3t7Ymo+ajP+zcnNqlJ6Banx+oHBmPWde2REO6PuTd2ZCDTRHRtqWcgQ0Q1YmaGiIiIPA4zM0RERNRsMJghIiIir8ZghoiIiLwagxkiIiLyagxmiIiIyKsxmCEiIiKvxmCGiIiIvBqDGSIiIvJqDGaIiIjIqzGYISIiIq/GYIaIiIi8GoMZIiIi8moMZoiIiMirMZghIiIir6Zx9wCcTQgBwLaVOBEREXkH+X1bfh+vSZMPZgoKCgAA8fHxbh4JERER1VdBQQH0en2N50iiLiGPF7NarUhNTUVQUBAkSXLoY+fn5yM+Ph4pKSkIDg526GM3Bbw+teM1qh2vUe14jWrG61M7T7xGQggUFBQgNjYWKlXNVTFNPjOjUqkQFxfn1OcIDg72mF++J+L1qR2vUe14jWrHa1QzXp/aedo1qi0jI2MBMBEREXk1BjNERETk1RjMNIJOp8Nzzz0HnU7n7qF4JF6f2vEa1Y7XqHa8RjXj9amdt1+jJl8ATERERE0bMzNERETk1RjMEBERkVdjMENERERejcEMEREReTUGMw20cOFCJCYmwtfXF3369MHWrVvdPSS3mTdvHvr164egoCBERkbilltuwbFjxyqdI4TA888/j9jYWPj5+WH48OE4fPiwm0bsXvPmzYMkSXjooYeU23h9gIsXL2LKlCkIDw+Hv78/evbsiT179ijHm/s1MpvNePrpp5GYmAg/Pz+0adMGL774IqxWq3JOc7tGW7Zswbhx4xAbGwtJkrBq1apKx+tyPQwGAx588EFEREQgICAA48ePx4ULF1z4UzhPTdfHZDLhiSeeQLdu3RAQEIDY2FjcddddSE1NrfQYXnN9BNXb8uXLhY+Pj/j444/FkSNHxOzZs0VAQIA4d+6cu4fmFqNHjxZLliwRhw4dEvv37xc33XSTaNWqlSgsLFTOmT9/vggKChLff/+9SEpKEhMnThQxMTEiPz/fjSN3vZ07d4qEhATRvXt3MXv2bOX25n59Ll++LFq3bi2mT58u/vrrL3HmzBmxYcMGcfLkSeWc5n6NXn75ZREeHi5++ukncebMGfHdd9+JwMBA8fbbbyvnNLdr9Msvv4innnpKfP/99wKAWLlyZaXjdbke9913n2jZsqVYv3692Lt3r7j22mtFjx49hNlsdvFP43g1XZ/c3FwxcuRI8c0334jk5GTx559/iv79+4s+ffpUegxvuT4MZhrg6quvFvfdd1+l2zp27CjmzJnjphF5loyMDAFAbN68WQghhNVqFdHR0WL+/PnKOaWlpUKv14sPPvjAXcN0uYKCAtG+fXuxfv16MWzYMCWY4fUR4oknnhCDBw+u9jivkRA33XSTmDFjRqXbbr31VjFlyhQhBK/RlW/Wdbkeubm5wsfHRyxfvlw55+LFi0KlUom1a9e6bOyuYC/Yu9LOnTsFAOWDuTddH04z1ZPRaMSePXswatSoSrePGjUKf/zxh5tG5Vny8vIAAGFhYQCAM2fOID09vdI10+l0GDZsWLO6ZjNnzsRNN92EkSNHVrqd1wdYvXo1+vbti9tvvx2RkZHo1asXPv74Y+U4rxEwePBg/Pbbbzh+/DgA4MCBA9i2bRtuvPFGALxGV6rL9dizZw9MJlOlc2JjY9G1a9dmec3y8vIgSRJCQkIAeNf1afIbTTpaVlYWLBYLoqKiKt0eFRWF9PR0N43Kcwgh8Mgjj2Dw4MHo2rUrACjXxd41O3funMvH6A7Lly/H3r17sWvXrirHeH2A06dPY9GiRXjkkUfw5JNPYufOnZg1axZ0Oh3uuusuXiMATzzxBPLy8tCxY0eo1WpYLBa88soruPPOOwHw7+hKdbke6enp0Gq1CA0NrXJOc3s9Ly0txZw5czBp0iRlo0lvuj4MZhpIkqRK3wshqtzWHD3wwAM4ePAgtm3bVuVYc71mKSkpmD17Nn799Vf4+vpWe15zvT4AYLVa0bdvX7z66qsAgF69euHw4cNYtGgR7rrrLuW85nyNvvnmGyxduhRfffUVunTpgv379+Ohhx5CbGwspk2bppzXnK+RPQ25Hs3tmplMJtxxxx2wWq1YuHBhred74vXhNFM9RUREQK1WV4lKMzIyqnwCaG4efPBBrF69Ghs3bkRcXJxye3R0NAA022u2Z88eZGRkoE+fPtBoNNBoNNi8eTPeffddaDQa5Ro01+sDADExMejcuXOl2zp16oTz588D4N8QADz22GOYM2cO7rjjDnTr1g1Tp07Fww8/jHnz5gHgNbpSXa5HdHQ0jEYjcnJyqj2nqTOZTPj73/+OM2fOYP369UpWBvCu68Ngpp60Wi369OmD9evXV7p9/fr1uOaaa9w0KvcSQuCBBx7ADz/8gN9//x2JiYmVjicmJiI6OrrSNTMajdi8eXOzuGbXXXcdkpKSsH//fuWrb9++mDx5Mvbv3482bdo06+sDAIMGDaqynP/48eNo3bo1AP4NAUBxcTFUqsov2Wq1WlmazWtUWV2uR58+feDj41PpnLS0NBw6dKhZXDM5kDlx4gQ2bNiA8PDwSse96vq4q/LYm8lLsxcvXiyOHDkiHnroIREQECDOnj3r7qG5xf/93/8JvV4vNm3aJNLS0pSv4uJi5Zz58+cLvV4vfvjhB5GUlCTuvPPOJr1ktDYVVzMJweuzc+dOodFoxCuvvCJOnDghli1bJvz9/cXSpUuVc5r7NZo2bZpo2bKlsjT7hx9+EBEREeLxxx9Xzmlu16igoEDs27dP7Nu3TwAQb775pti3b5+yGqcu1+O+++4TcXFxYsOGDWLv3r1ixIgRHrn0uCFquj4mk0mMHz9exMXFif3791d67TYYDMpjeMv1YTDTQO+//75o3bq10Gq1onfv3soy5OYIgN2vJUuWKOdYrVbx3HPPiejoaKHT6cTQoUNFUlKS+wbtZlcGM7w+Qvzvf/8TXbt2FTqdTnTs2FF89NFHlY4392uUn58vZs+eLVq1aiV8fX1FmzZtxFNPPVXpjae5XaONGzfafe2ZNm2aEKJu16OkpEQ88MADIiwsTPj5+YmxY8eK8+fPu+Gncbyars+ZM2eqfe3euHGj8hjecn0kIYRwXR6IiIiIyLFYM0NERERejcEMEREReTUGM0REROTVGMwQERGRV2MwQ0RERF6NwQwRERF5NQYzRERE5NUYzBBRnX322WeQJAnTp0+v1/3Onj0LSZKQkJDglHF5q+HDh0OSJGzatMndQyHyagxmiDxMQkICJEmq9OXr64vExERMmTIFu3btcvcQm6RNmzYp15uIvAuDGSIP1b59ewwaNAiDBg1C+/btkZ6ejmXLlmHgwIH48ssv3TImvV6PDh06ICYmxi3PT0RkD4MZIg/15JNPYtu2bdi2bRuSkpKQmpqK2267DRaLBTNnzkROTo7LxzRhwgQkJydj3rx5Ln9uIqLqMJgh8hKhoaFYvHgxAgICUFBQgF9//dXdQyIi8ggMZoi8SHBwMK666ioAtqJae9atW4fx48cjKioKOp0OcXFxuPvuu3Hq1Cm75x86dAiTJ09GfHw8tFotQkJC0L59e0yaNAlr166tdG5tBcCbN2/GyJEjERwcDL1ej2uvvRbr16+v9ueR61SGDx9u93hthcPFxcV47bXX0LdvXwQHB8Pf3x89e/bE66+/DoPBUO3z1pdcx3T27Fns2LEDY8aMQWhoKAICAjBkyBD8/vvv1d43KysL999/P1q2bAlfX1906NABL730EkwmU63PW9ff5fHjxxEQEAC1Wo3NmzdXeZyMjAxERkZCkiR89dVX9b8ARJ7O3dt2E1FlrVu3FgDEkiVL7B7v0KGDACDefffdKsdmz54tAAgAIjIyUvTq1UsEBwcLACI4OFhs37690vl//fWX8PPzEwCEXq8XPXr0EF27dhV6vV4AEDfffHOl85csWSIAiGnTplV57q+//lqoVCoBQISHh4u+ffuKsLAwoVKpxPz58wUA0bp160r32bhxowAghg0bZvdnPXPmjN37CSHEhQsXROfOnQUAodFoRLt27USnTp2ERqMRAMTgwYNFcXGx3ce1Rx6LvZdF+XeyYMEC4ePjI8LDw0WfPn2U66TRaMTGjRur3C8tLU20adNGOadnz56iffv2AoAYO3asGDp0qABg9771/V2+//77AoBo1aqVyM3NrXRs3LhxAoCYOHFina8HkTdhMEPkYWoKZo4fP668WW/ZsqXSsQ8++EAAEImJiZXeHM1ms3j55ZcFABEXFydKSkqUY2PHjhUAxJNPPikMBkOlx9u1a5dYtmxZpduqC2YuXLggAgMDBQAxZ84cYTKZhBBCGI1G8fDDDwsfHx+HBjMWi0Vcc801AoC44447RHp6unIsJSVFDBkyRAAQjz76qN3HtacuwYyPj4+YN2+eMJvNys83efJkAUD079+/yv0mTJggAIjevXuL8+fPK7f/9ttvIigoSLkuVwYzDfldCiHEDTfcIACIKVOmKLd9+OGHAoBo2bKluHz5cp2vB5E3YTBD5GHsBTN5eXli/fr1SiZi0KBBle5jMBhEdHS0UKvVYu/evXYf929/+5sAIL744gvlNjnLk5eXV6exVRfMPP300wKA6Nevn937de/e3aHBzOrVq5XnkwOnilJTU0VgYKAIDAysc3amLsHMuHHjqhzLzMwUOp1OAKgULJw4cUJIkiQAiEOHDlW535tvvqk8X8WApaG/S/nnDg8PFwDEN998I06ePCkCAwOFJEni119/rdN1IPJGrJkh8lB333230vdEr9fj+uuvR3JyMiZOnIj//e9/lc79888/kZ6ejt69e6NXr152H2/8+PEAUKmmIj4+HgDw7bffNmqs69atAwD83//9n93j999/f6Me/0o//PADAGD69OnQaDRVjsfExKBfv34oLCzEnj17HPa899xzT5XbIiIilJqe06dPK7f/+uuvEEJg6NCh6NKli93H0mq1VW5v6O8SsP3cH374IQDgvvvuw8SJE1FYWIgHH3wQ119/fd1+SCIvVPVVgIg8Qvv27REZGQkhBNLT03H69Gn4+PigX79+CA0NrXRuUlISAFvB7ODBg+0+Xm5uLgDg4sWLym0PPfQQNmzYgHvvvRdvvPEGRo8ejcGDB+Paa69FeHh4ncd6/PhxAECnTp3sHq/u9oaSf95FixZVW9Aqj6niz9tYbdu2tXt7ZGQkjh07hsLCwirPX93PHhQUhJYtW+LMmTOVbm/o71L2t7/9DVOnTsWXX36JPXv2oFOnTnjttddq/sGIvByDGSIP9eSTT1ZaNbR9+3bccsstePTRRxEVFYUpU6Yox/Ly8gAAmZmZyMzMrPFxS0pKlP+/6aab8PPPP+OVV17Bjh07kJycjHfeeQcajQYTJkzAW2+9hZYtW9Y6VvlNvEWLFnaPR0VF1foY9SH/vIcOHar13Io/b2MFBATYvV2lsiW5hRDKbbVdE8B2Xa4MZhr6u6xoxIgRSmPFO++8E76+vjU+DpG34zQTkZcYNGgQPv74YwDA7NmzkZ+frxwLDAwEAEyePBnCVgtX7deV+wDdeOON2L59OzIzM7Fq1So8+OCDCAkJwXfffYdx48bVaQmx/PzVvflmZGTYvV3eOqBiEFBRUVFRjc+3fv36Wn/e+u4j5Si1XRPA/nVpzO8SsGVrHnnkEQC26zt//nwlS0TUVDGYIfIit9xyCwYMGIDLly/jzTffVG7v3LkzgLplKqoTFhaGm2++Ge+++y4OHToEvV6Pffv2Yffu3bXeV+59k5ycbPf40aNH7d4uZzqqe8M/efKk3dsd8fM6W23XpLCwEBcuXKhye2N+Njl4y8nJwT333INHHnkExcXFmDp1Ksxmc70fj8hbMJgh8jJz5swBALz77rvKVMaQIUMQERGBAwcOOGQH5qioKCQmJgIAUlNTaz1/1KhRAIAPPvjA7vFFixbZvb1NmzYAbIWz2dnZVY5/8skndu936623AgA+/PBDlJaW1jo+d5CvyZYtW3DkyJEqxz/55BMYjcYqtzfmd7lgwQJs2LABiYmJeOutt/DKK6+ga9eu2LlzJ1599dUG/RxE3oDBDJGXGT9+PDp16oScnBwlSPD19cWLL74IALj99tuxcuXKKlM3hw4dwhNPPIHt27crt91xxx34+eefq7yprlixAklJSZAkqdoVNRXdd999CAgIwF9//YVnnnlGyQKYTCY89thjOHz4sN37hYWF4eqrr4bBYMAjjzyiTGlZLBbMnz9fWSV1pQkTJmDAgAFITk7GuHHjqmRwDAYDfv75Z8yYMaPWsTtLu3btcPPNN0MIgWnTplXKwmzatAnPP/88fHx8qtyvob/L5ORkzJkzByqVCl988QUCAwOh0+mwdOlSaLVavPTSS3XKshF5Jeev/iai+qitA7AQQixevFgAENHR0ZUap82ZM0fpXRIWFib69esnevfuLcLCwpTb16xZo5wvd7DV6XSia9euol+/fiImJkY595lnnqn0vDV1AF66dKnSVyUiIkL069ev1g7AQtj6u8iNAENCQkTfvn1FeHi40Gg0YsGCBdXeLzU1VfTq1UsZa7t27UT//v1F586dhVarFQBEVFRUrde74jhQS5+ZM2fO2L3vsGHD7Da/u3jxokhISFAa7vXq1UtcddVVAoC46aabauwAXJ/fpdFoFH369BEAxBNPPFHlseTr36FDh3p1RSbyFgxmiDxMXYIZg8EgYmNjBQDx/vvvVzq2fft2MWnSJBEfHy+0Wq0ICwsT3bt3FzNmzBA///yzMBqNyrmrVq0S//znP0XXrl1FWFiY0Ol0om3btmLChAli8+bNVZ63pmBGCFtAcO2114rAwEARFBQkhg0bJtatW1fjtgRC2DriDh48WPj7+4vg4GBx/fXXi23bttV6v9LSUrFw4UIxdOhQERoaKrRarYiPjxeDBw8WL7zwgjhy5Ei119De2B0dzAghREZGhrjvvvtETEyM0Ol0on379uLFF18URqOxxvsJUfffpdy0sHv37lU6OQth65gsd0V+4IEH6nxNiLyFJEQ1ywiIiIiIvABrZoiIiMirMZghIiIir8ZghoiIiLwagxkiIiLyagxmiIiIyKsxmCEiIiKvxmCGiIiIvBqDGSIiIvJqDGaIiIjIqzGYISIiIq/GYIaIiIi8GoMZIiIi8moMZoiIiMirMZghIiIir/b/u5Sp/5NdUN0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "@> Covariance is calculated using 1199 coordinate sets.\n",
      "@> Covariance matrix calculated in 0.763714s.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "125\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "@> 369 modes were calculated in 0.31s.\n"
     ]
    }
   ],
   "source": [
    "for file in os.listdir('.'):\n",
    "    if fnmatch.fnmatch(file, '*.pdb'):\n",
    "        # find the pdb file, parse it, select calphas and parse DCD file on it\n",
    "        pdb_name = file\n",
    "        print(pdb_name)\n",
    "        structure = parsePDB(str(pdb_name))\n",
    "        file_name_wh_ex = str(os.path.splitext(pdb_name)[0])\n",
    "        # you can use other atom selections for example for cbeta and calpha for glycines:\n",
    "        # \"(name CB and protein) or (name CA and resname GLY)\"\n",
    "        structure_calpha = structure.select(\"calpha\")\n",
    "        residue_number = len(structure_calpha)\n",
    "        ensemble_cov = parseDCD(str(file_name_wh_ex)+\".dcd\")\n",
    "        # you can assign start, stop and stride like this\n",
    "        # ensemble_cov = parseDCD(str(file_name_wh_ex)+\".dcd\", 0, 201, 1)\n",
    "        print(ensemble_cov)\n",
    "        \n",
    "\n",
    "        ensemble_cov.setAtoms(structure_calpha)\n",
    "        ensemble_cov.setCoords(structure)\n",
    "        ensemble_cov.superpose()\n",
    "        \n",
    "        \n",
    "        #First calculate RMSD, save it to a file and plot it\n",
    "        rmsd = ensemble_cov.getRMSDs()\n",
    "        np.savetxt(file_name_wh_ex+\"_rmsd.dat\",rmsd)\n",
    "\n",
    "        plt.plot(range(len(rmsd)), rmsd)\n",
    "        plt.title(file_name_wh_ex+\"_rmsd\", fontsize=18)\n",
    "        plt.xlabel('Frames', fontsize=16)\n",
    "        plt.ylabel('RMSD', fontsize=16)\n",
    "        plt.savefig(file_name_wh_ex+\"_rmsd.png\",dpi=300, bbox_inches='tight')\n",
    "        plt.show()\n",
    "        plt.close()\n",
    "        \n",
    "        # Then calculate RMSF, again save and plot.\n",
    "        rmsf = ensemble_cov.getRMSFs()\n",
    "        np.savetxt(file_name_wh_ex+\"_rmsf.dat\",rmsf)\n",
    "\n",
    "        plt.plot(range(len(rmsf)), rmsf)\n",
    "        plt.title(file_name_wh_ex+\"_rmsf\", fontsize=18)\n",
    "        plt.xlabel('Residue Index', fontsize=16)\n",
    "        plt.ylabel('RMSF', fontsize=16)\n",
    "        plt.savefig(file_name_wh_ex+\"_rmsf.png\",dpi=300, bbox_inches='tight')\n",
    "        plt.show()\n",
    "        plt.close()\n",
    "\n",
    "\n",
    "        #calculate covariance and cross-correlation matrices\n",
    "        eda_ensemble = EDA('')\n",
    "        eda_ensemble.buildCovariance(ensemble_cov)\n",
    "        covariance = eda_ensemble.getCovariance()\n",
    "\n",
    "\n",
    "        cross_corr = np.zeros((residue_number,residue_number))\n",
    "        for i in range(residue_number):\n",
    "            for j in range(residue_number):\n",
    "                a = (3*(i))\n",
    "                b = (3*(i)+1)\n",
    "                c = (3*(i)+2)\n",
    "                d = (3*(j))\n",
    "                e = (3*(j)+1)\n",
    "                f = (3*(j)+2)\n",
    "                cross_corr[i,j] = covariance[a,d]+covariance[b,e]+covariance[c,f]\n",
    "\n",
    "        corr = cross_corr\n",
    "        print(len(corr))\n",
    "        file_name_wh_ex = str(os.path.splitext(file)[0])\n",
    "        fig, ax = plt.subplots()\n",
    "        #Plot and save cross-corr matrix\n",
    "        arange = np.arange(residue_number)\n",
    "        cax = plt.imshow(corr, vmin=-1, vmax=1, cmap=cm.seismic, origin=\"lower\")\n",
    "        cbar = fig.colorbar(cax, ticks=[-1, 0, 1])\n",
    "        plt.savefig(str(file_name_wh_ex)+\"_correlation\", dpi=300, bbox_inches='tight')\n",
    "        plt.show()\n",
    "        plt.close()\n",
    "        \n",
    "        #calculate modes and eigenvalue contributions as percentage\n",
    "        eda_ensemble.calcModes(100000)\n",
    "        eigvals_sum = np.sum(eda_ensemble.getEigvals())\n",
    "        eigvals_contri_list = []\n",
    "\n",
    "        for i in range(10):\n",
    "            eigvals_contri = (eda_ensemble[i].getEigval()/ np.sum(eda_ensemble.getEigvals()))*100\n",
    "            eigvals_contri_list.append(eigvals_contri)\n",
    "\n",
    "        np.savetxt(file_name_wh_ex+\"_eigvals_contribution.dat\",eigvals_contri_list)\n",
    "        \n",
    "        with open(file_name_wh_ex+\"_eigvals_sum.dat\", 'w') as f:\n",
    "            f.write('%s\\t%s\\n' % (file_name_wh_ex, eigvals_sum))\n",
    "            f.close()\n",
    "            \n",
    "        #Write an NMD file which you can use 'normal mode wizard' in VMD to plot modes\n",
    "        writeNMD(file_name_wh_ex+\"_pca.nmd\", eda_ensemble, structure_calpha)\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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