results.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import argparse\n",
    "from utils import ModelConfiguration, DataLoaderConfiguration, EXTRA_TRANSFORM\n",
    "import os\n",
    "from roar_experiment import experiment\n",
    "from sensitive_transparency import sensitive_transparency\n",
    "import torch\n",
    "from pixel_perturbation_imagenet import create_folder, pixel_pertubation\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "from plot_results_pixel_perturbation import pixel_perburtation_results\n",
    "\n",
    "torch.manual_seed(0)\n",
    "PATH = os.getcwd() + '/'\n",
    "device = torch.device('cuda:0')\n",
    "save_path = PATH + 'results/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extra experiment\n",
    "\n",
    "This experiment shows the results gained from the extra experiment. We see that the correctly classified images show red spots at places that we think are important to. Except for the woman with darker skin, There the model classified it as an object, but did not look at the face of the woman. This is evidence for the neural net did not base it classification on the face itself.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Male, lighter, accuracy : 0.7772020725388601\n",
      "Male, darker, accuracy : 0.6320754716981132\n",
      "Female, lighter, accuracy : 0.8576271186440678\n",
      "Female, darker, accuracy : 0.7416974169741697\n"
     ]
    },
    {
     "data": {
      "image/png": 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PkBuMCMZdUMvRWe4ccSVJxhh4TNax4ynPOO2tKPVh3J35Wnn+3FZBUDmiYr1IRXVBpYG8uCJSDk+qUojkID27AixkFzoCx0QJD1QqW6hUOVHpQop3FkQ3CUhBR9mOEhOYChYwC94JW93S16m5CYyAywCrzGfYwZaBsdBcjcWvCiEa5zYNEmcQuCSWB8aB5ag0WoTVIbCpNhWtuJIFEzkqWlihFhZam0rjp2Th9FKZnQa31L7wsXKQEVWwerwurtfjk6/ZF+EUMyHWd5wh5y0cSArbmMxpSCYsJ9dCAoYJ5lp0rGbxV/WqWv1yAidnUbuSN2i6TYHMErVwzSYh95h1NJWG2YWQgcokLgPdlNiEfQi7GHsmYUWBUCDiQGJVlKZGjo1xd4d+ZcgGbIYPr93dQY7FZsqKg9IYcIhVAPQIWNG4y/OHmiIjmBfDI3laj0QOPAqXkjnJpbifHRFyO88fJYC+RomfzZLiuwpVTY7MxtVAsgojmUFIgkfz9fQWIYlIUcRo9kIUrowU7oZHpaJexRLXaGfinH0BGNisdDIjihw9pZoONmCAdndWjjNV7iKmCbBIVRQv/JCjOLSsaiEVQAKj8XHRzrb6R1nvVbu90aze00n1kWHEUf3TxQKp179xJCm44ASEBEVkVC2gyd+lWXBGhEIGRMAR8PR08O27h0++Zl+EUySpHs8X38LpHAu/GwgWEOmwFkTtiipatJsE8ZMUK1S+kJgVcHGCtDoMMcOamK06CJLkQNJJu6tdNwLTicoEnbgpbsqywhFdlaOpNRBormoZjKNwzFSOBTEHKwZvxgW7DNiUsMCp3TFxIgW928m4kHFFYpFXJ9LRLvCgSVqQJujUql7mYoWBbOyR4AvRRS5ljAE4y49/JH74mjL/dszTKtIRKfpK1ZRRFOmIPjvNK2btM+xx9sIkVaihKWa5Kvo7KS7RqahYFVLEO1PITotHbfzpff1nIhdBtiQvhTXKpAswdNW5ubaN/5092hlnAaTsRmU7Y94bnzC7+OG37wVHZDaOcBZv8vnvNPsjmn6kqrhYPf908mJwFm2yqEya8uKYzuynNA726+Lx8frJ1+uLcIoC1bjOGbTk7Qeqytw2TAYaCdeoqE6MKYqJIqKMNDKKJ2XiEIp7tCJH4wqW6Ny4t3vsFwO4gxzsTwfH9UrsOyMf0VgQj6TArsZSZVlyDSdXVX9zTNTAZpFKxY+qgnUL377g6lc8Eo3E7y8MrQvFUJwkV7Uc2ppMe4PMhbxxRA/keCK5YvtBsHe3Qi2kUIORsJQpiTHRWPgY7Pte1W+biFQ7o2ctiOc0uYotItp8x/NC/Ejuwqv9ekvA87bBh5wRkFYF9uxLFukCQm3wMOpXxZtSWNcqyBaJSY4mQ6MLRkWhQ2qTP6lhKd3iJ076qMxSAi4BF5D7qjb7HegQZBNkJmrdPaPJYfV9xsGWC5PC6JHZjvoJF2VkOaci5VSrniekjFuRpIjklbUphYcG2aR1R6aRQQlcjH6ugDAwJindQMEouOGmDZBEtyVKk8pDnERZCetDZPIH7YtwihmQT89VUWlGvqpgm7DJJI6DPRYXU6Yp2xhYFP4iC9StqrEaSFYVzUSq4ieGmRE6STaOg3ZI7/FVC0mGMedbhm/E8UC6cg2IubHG5BjBcWdEJocFGQfx8IBI4DhsztgGeklkTNLhyOTqDxzv3rHHE/bmgt4ruQkRwVqLWM5Yxl2+YfhguiFHstk9XO6QfIJ1BQ6EA/W47axujcnYhpJECtNgfyrY4Uglt2TfebFgnqNmbr2kp3160/yrfaL1+pQzKlcwrbTQaRpXU3XMKqIMqIJJNushqYjvZcvd2WWSIFlf5OjCinYL3yrsUL1bAb3SS1VB7pTYolSbZjLvCkfMLZFNyC1gaCk6GVVQkaokk0HEwuXAtFoCjcSTor81IbMiuXrbxQ6KG8Xu7NKKhgmyHzh7n4dWQUXsrEALiaEyQO4Q9ioo5kl5967bZ5/DqoYPm2zbwTY/bAH8IfsinOJz+txnqi+8zcEMYbhwLBipXGZJbqkoQ1sirCPKzC6shBQILIJER2UySJ087cK+Fuu6s/YCvIdtzHnhcvcVGknYBV8VWYYauyZhim9WIHYGEQe+P5AcRay2Uc49R8GA7RSPY7H7Ir9NzHfMi8ITAsdxEEfAvthz58I9m2xwFfzYsByEbbAJuVdUyrGwkWQEFt1VwMbkxKscfOA+q9dVhOM4SuVHm/8QrREp7Rxf7fNZViD3DFlIFdQERO1WZRETMipiPB1EBhXJdwB/a8lrTl9GE7Rb0OGmJONRohFK9Uh7VabPrAkVYktyA7asVHokugl5AR+BtMJTWGIanQKfFfPoSvfp3ASXim1DaFWphgVE+p6utJtuOIio+7SQgr5v9ayOd/X5ZYthKBKK5EAYxTGmIu4qqFRWHdEk7k7pVWDYhbvfPadYxRMR7R2xLvZAi17j5WSGad3E3idSKtIR7YJCVMhvWkCvBkRYUZxT2Vfybr9yPBzlKFZVeoc5eyxyTjKUXJWirwwO33Ereo65YwZDHSdgRi3KYRzbLOKpCIc7sUdV2EwxVdIhrtUZMKSIueqGezBi4NdgzyuLgGs5U1lgbLylUnWGI3NHN24LQnwH+kaKK4bBNHZmn1swm/iZZkSnHgAvOqhfnePns1xNN6E5hlhLbzW9RquSbFJXI7M64CTKoZzIb7uUijRDSPHCz7uRIamiQ4WjJ7ZOdXGpkh7V7WJZJO1ZUSFT4CLEhBhJWIBpw0OGEYymEp36jypK/XvmT+ZZHU4lRVnRlfOTIvYyK2lnLmY3YZcUab5kP9fKIVY4GrVp5Giq3AkPrZsfKHGL5uCmkGJAqV1dLr9rThFKQkta1UbkuR86io84GSjJZKOqS2e7eVWaNLU4UJmsEMRmLSKFyBJ3cOoDgylFtD67ATICz52wyRyTPALxo4insgBh8+qUSZzUastLA70YIYZLcrBIFzwTZl3cy7znkLMdT0kXVMo5imkJyGaJhUasdqBPWAgZxpWBpRUcMKxoEiQWg6Qq76KKIvhKhCujN+JKZ4xTaYebjHJZQV1nd/6r/eTWmGJkdDbT0VN0BNSNAWYUt5ZzLUhzbE8qVZlo9r1SeGL2eq7KTEeW2jSbdqqag3BHvDumRJBZRRamVrGlubFpQs4id8sEZFFuqLnBCFZ9JBiOdNW53ms58IrhlGR0pHgefN/fLyJCkWpeSKuCTrXAZnMwq1+76EigUq96CkDkB2s5Cg6i6EnPZ6yoavd3bz/5kn0ZTjF7V4TyYtJiDKMavhnlRDQhvCKd2jUrdJcsx1cYTGEaZ7N4dcAEEgsVeHMZcClnImOyXe5Ze6XTxIJtY1zuyCdBjoVkV3QlGBdDx2qKg8FlktOIbUOvO/vxxPJFRJIsFMPGZNxX5Tk0SXXqcgpmhqpiOVgeffzRdIuTfrF42AMLYzIQFdYs7MSG4JFMM0wmd9sF9QKjLd9j+87yR4Tt5vMy88ZflMZvnxfQa7T4k1tAPj3jiaFViEtxiMLxNE8Zr041M4nQG/Z2dmM0JZGwbC4jlSbKiU3mjZrCqgitJPCq9VVd8KgsRbZygFySnDSWqOR0ZApqydAAcSyP6ieQA22StuKYJkOC2dmdRON5mSwRPAWPWo/5wdoqxxxdN1Cpezz0LPAsQgeMIIeSy8EUd0UZBLP7xp+r82UV9kgXZhKIcDabbB+XWf2ofTFOsZSy9AWmWECxt8xWyRWVSrWqFKjLs4IIQeMUxYVSgmGT1GLcm/WFc+ep2FWEOBGLeT/56md3sA5c76pgMe+YXp31kUeF6m8Em5OxDcZlg21wmHAVYdgD8yqkX1m+c3hVloVRju/NhZAoPqLWPJjiHiSLZGxWudWqfmZd1icmKxA4hH0d6FLSC185sgQn1krmUPwQRkzgHtFVUQVH8TFOZDt7O5Ho6mezHX5EG9Sr/TgrJZtWc6Fa+s6ISFDCuq+5OXaCQcSNTUELQ6ScijJ6y6gkBFmFMWOQJ1/QOlqTfs3IorEl1fWxdZq6CTkD2awI40OKt9g4ouRiSJQUmFBcxe59vlFGXv785CgmFeGd92hnKaFdeVboMjup0QWgFqBY1mo82d029XgcldWJzGrdg1rfUZFzUIT3M02v6Fx+tFD9l+EU4TagpuHoUs44dnxMyGqoVy1QlaP6LV20RuI0EJNe/L/aXrdmxq+WDSvQWbwW4joO/NgRnNQLYRs6uyndrDiEsVH82g0ksG0rJZyhxJwcqiyBxUFsG0zBcuBrEsezpt0peabikIuMkgQbjKpKSklHvZREE6VhhEqDNLzatmLHXRGXUu3prp9jQYoTWQ2KN6J6ZtMiOovp4hOpN1knAHmNEj+PJc9iJxFFOo6SnnNq4xLvlZ/aKXZhhnpCHn2ZspkD2Uo3VeQNGFKQjUZFg0D5jZMAXgUIuigBVHR4tpaakJfmIo5sJ7gQgkGgeVSHVxc3LBfawrEqUd1gVJEvYwGXjieTRHGF8KpGj5ysBJfAuojC0ZjoGbi0GEQNfwOGE95NF0/GlOpU2V1QM0QdPFDZbrJomd3t8xvQzL4Mp9jBy8tgxb2H++yOZGF5psa+ruVYoCS0MnGJwhh7h9IEjwPxqj55dw6YVTqbKMfxyNUXocG+L0YcbNvG5dJ4i2oNuFIrVZyprMvE/SCoAs3Vq40pJdCLcbE7bCpHLGwfdQwCi+R4fEQtSs2HVTvl0NsmsFpXUaIwERWr6rf4LUKW5qdleAPetahUCkRfq7oMoNRDQDn2qAXVcyzqpuh0LF+A3/LqFD+bndSnhFxesl6ZhdktSn2pSqy3hiORvlYvbgqFW6cImaWS7VVxFkssrZsJnlPtSp8rSpOoe6D0QCsNT3sRGUqV3gRHCEyisUPpzRusWwmlVb/P/vrb+xPwzFsBL7uDR1VvBO+al3K2wUpjjJ0h9lRBtX7DLXyrqrhWNHhdxnEcrBVc7oQ57SYcfetmy3Nk4I9f11+GU0RgDYSzEby8u4egOMfDYsoofuK81GJpOXaxJFTxtD7lWWiCVrowqIsSaiCTwBh+5e0vNiQHB4bYINX49vGRx8f3yF4dIXdf/Qy9bFy7X3NssFbheGs9soKqoM1EbYOLoRdlG/eYTtwXa+3s1yt5HKx1kBaMoWxzcL9thR+5ITELPF6CX51kgcPyJ45rYMuQFIZObCg2B+qJrYTH1eNZk6GTbfsZsj/wFAf7NQnvip3UJnEbVsVzFAIUr+zVflrLyjJFuE3iFagukdMxupDqYBSrgRLbLudxVqQL/9VmVmRRcquSTGkDSHd1SPMYK6V8IfoR/XcUGF211oTWBBVNBguNgxGOsLBW2NH0bvMr3UWlJ2FmFAdWKrIpDQshs5BHEelJxGc630o38tySW5mcVVurURFjC68wQKKGuq09eVg737yH/SmItfgLbNxncjetpMxqChxFEPr0ivNL+zKcYr64UfP8D9Kd40iu151t21gjeHO34V6hfUTtgtl6hp7GlEobVA/MCsQNHdWHrBOJYAtlyIChHCguJReye13g7MrxMZ1hyu6rFrcqshVFwXet+RpWfEq9aPWXDqowZIbOwntKbPaoDpt2SpqKrwVe1UfxLIUcT2Lf0SWEByMWplrVQJcS7TTpBnxhQs2NQcCsmvHjyn4k18M5jsIuM6o6X/fH6QnjQ5rEKy3np7fkxqU91apTCiNPII867XUFewJllWVvilnnSNQbNnc6uVMv8SxMUhmGtERXZsdJrUKzaFYHcevEuinlaHSnSvUoK15sB7JSaPFqZSWxrKqzRLWiZjvf6o6uKDFFGw4qitAZSd6iQ6loseolZzdKFnfTKnrOHueRPQohrHiTqZd6jieCteBGva8PxoH+hjj5l+EUgdsKaGFUkaqSusPT08627cw5sXlBpxHHavkkWrxIcaG0Fo1W2W79N5TUWa0+U5k5EBvc321sauwB7skIR/PCOa8ihnBwtFhDMtQYsxSFx0V6QQR6GdxdBjYHi0prUkot5NKcrkgjVnQqA+EHx7FIj1IR2Q0OIfZAV8BS1JNNlW1uWAoWxXcUCofSCLYh3N0PNKsiF37w7v2Vh/dPPD2u6rvtc7vijD7oG81yA0ewAAAgAElEQVReBoq3m+3VfmJrVfhTnUaacibn5Mms/osSNqg+31S/OZGKsjqlzESzoKKklHNUq6Wt5LhOJxm3QCNbq1BOvB3AnNHpadGCdiA7ba7inrYO4sgD0rH0cpwC52A45QxopHBCKTcqp/ReO+zIPo5+76fgRZGty6lmDXdvmTIKbxxChBPtvPUyuI+NqVUtv8wa+zEUMkuhviJrJ7Mc7+/mOIKP2NkMb2KstXh62kGFN1/dYwPGZSNU2VcRNteRHAnLEhfhTqrHeEwhVAnZaoeejuqFaNLrovAcYfD2bhY2GdW6Ny+KmTF8QgTTpAQmNFvMU6uNqtWLV6zCUzqtJqs9ilxMWdWv3CrMQEmEDWOsKn4INT0tJRpEVzSSqQNtvFE6D1ODiXAR4y42NIzjyXm4Lt7/6j3v3u88Ph3dJTGbBAQ3PJG+SV7t81srqYrIDYPT3vC1OhVKzITsglgUFCTdV39eplToai5Nw0kpmk8RuINj1MZncj63KCpoTd470/DT6SEBUYrVmqX9WDCf96S+A6gIckiNA7Z2aKcu5Bn9JVrz4W4VaC0Ju5P4wAkGfN9sCOEDZotieLb8WfVkM4QcwXZnlRiPATtcTBjqVbxS41zfULNkzpGyP8a+HKcYZ0pgdSFrCC2yqojy4A/4fvDLMfjZ12/RO4MpqE3kEJy9I0bHRYgxYQ6OuZBxwW1id5N5lyyr6h84uV97Z1LuxgWWt1NUZI5yilyK4O17r8vA2LDUXu9FffFqKq4UCCdylWSSOW/fgHXDf2rt/rFq1rMdpdyjS4lVHDKuWWMTwtAl3d+dSCrDDU1lunI3jOGD/Zp88+6Rb96/5//95Tc8PR1IGpmXG95TuybNiYsbx+3VPqOdKWx7hsLNs+XEKK5ii7iSNfwptSZRqhkS1Qgg8iLKO+k9dnIU5aYif6f7jVCdeEefjqSg4kVTyaZW5xkZ8kzV0hJ7sCynqHnU5ICW/rI+lnI/5XB6KEGtK0qyK1QaU9RbP3NBXc8L7tRGxKoqZBM4hAwvR+i0sG6gVpDW3f0ADdIVjg3zRNNu0So8ATQx3J5T6R9hX45TbCtJNe1mdigZYCdwHh8X+g8Vd+fnv3jL/f09ZgOdC1swJIhtI6YRpjyolXqHDeabib25w98KmQubWkKZx+A4nOWlEDI3I1I5ouWKWglYJBhSBRgpJmsNC49qT5x5R1DR6tUX6QcZgjG56GCzvUiq3cC+XFhXY62iF1hXKE2ahtADz7WjzuzeVUvYQphS6fTIC/vTwfv3D7x7/w3fvvuGfT/KiTNQWnSTFq5oGu05xe2sUNI6da/209tNroumxnSFVUSq/TJrCuXJIQyEeUZWGgzq5g5x3AKNGmDmVnN/RJNpMHUvBm46s7m1Z+poQuHX3bMsrKKBSTZrpbUOU7hJ4TXNZlIRrXZSrNR8lnPdlDvNapHNrO6uLIGWUsupXNilkVOhxhQgtwpzQ4+V5o8Et2pVHFGZ1xRwQbubhaNaFzko9fkQpMcRAz2LJpp3xO0+/hT74pwiPIOxmX7z9NJh+dPTU9Fa4uDt2yv3P/uqML37jU1gtxrCrZakLiJXFVCugetBiuKWjITLrFkUntX77Hngqtg28ePg8FKqPDcb8bgNp5rTaocXKSqFSIHMCuccGUnFMggN1PTWLoUKIwy3KFxxr7Gnonp2MJX6jVM0i70ky5SJolzCkBWsPXn//oFvvvmW99+859v373haT6UQhNXsGrIX0gkZRivkxDOGeBt09eoUf3JL8P05xZRRhOvIrMFUL+koQqXNvdZLt/CsKHefP1ZTH/W5JbD6nUuwQaV4qoMekiXcnBhWJOvU7JGk58I+l0IluLfhT3kqTZ1r5UPO3+lwe1xVYaHUthtS3TNOt9FyAv0F/4jY7T5JzorxWYShICTVdpTnR2dhcibJ0UUq7TcRVNWo4Ic8Z7pUOP3Jl+zLcIqZJZrJc120IJFqdXtubyy58v3bBx4fn3j37h1fHzt3X90x7zYul437SxFDH4UerL2THhyHsKQEEOKycXjgKWyXUV0z20FacoyBbBsygnEs/Fh1yhPW8sZ+QMaFoaPJtg6jmIGZiVEkXFUhInHfKxUXY9roHVyKB7mAXZFd4chbr/cIq3XuivokgupkcSWvzuP7nfdPT3z7zTt++ae/4vH9A/v1KMzmXmCv/llciuN4wxRrV4esxpbzZpXbLfJqP6FlQu7SDiNK4q5TRtFAR4vGRmOHxaQpJ9CFlYJoWvmm+YVigNZUR6XS25nOzIVKcJEdbWVslewiSRdeOHlBtV7LVTZ3sIsgz9EgnRz7i2Mpx1fFjMLw/XQ6Ap7KyoGn4kw8KkpMRrfj9nrT44afloNfGKN5jlDVRLkNzjpFls0DGYp2L3ZV10fRgKIdY0ff9SabnfGJ9oU4RanwlyacahcrJFoGPW43rMog48A9eXy4cuSfsr2ffPXzN7z9+p6f/+wXMIypztO+k7F3r2lhKpiQPLZeW82aNVMuWxVlilV9lLr1ZmQ+OxOisR0VxmjitNKcrE5985RLr4FUy8/otha5bnbraxaDnArTblP8iALjR4yKNEORLrTv1+B6Xbx7/y3f/PJXvPuHTzx88559P1gZJfE+is3fk4pKcPao6PCUVTrfz5nSCfJKx/lMJl2TExrjiqzCSgJnQhp5i3w8Wt2mO5KKglKKSBnV2y9dya5pd2B2YnyFZZcK/NHzmJOpwWAVheyMxHpW9DnC96xWJ9UyKE2Ytue7klukeL4wSjWp9sN0M0Vaxa2ifUSVxkcuIkeJnoQ0A0Lx1kIs13uKwvRrSjblx0G0+YvS0ZNWa1/58+ohz1HrXJ8jWc6nf6J9GU6R6g+F5x2xAZYbyauY/nrrkQyqM8M92Q/n3cMjzkHMZHt7YV6UyxC++uprbI7C5CZwnzCc1B5EP6V6SYFtajm2G0m2td/yxIO64Z6iF4jqKUQCEXVpM9oxWs/UrePMpF5nWqdGjS0dRXkNSyIaFNdyskOMte+sw9kfF+/fX3n89olv/8G3PD0+sq5ePdZao1Nrh8zCnDZFPNuRG+n9eD5XM2+cMZ5xxVf7iS2pDEBa68So2eWm7R/l9rTIEkrwLNwvGvdFn0fS5klXGYqqF0bIiRF2nz+Jite4NQmGHMw85y9Lyxg2wfrWCVZ/XztajYaFympdnPdB6ZTWz+J5Rmm/h2IgdfG430PJ992KfSLIgNyr6HQbynXCOdoFJG2x6AEaWjTEqAOs/u46Jo3CXkVKtfvmS+I8b9/h4/4a+2KcItFg603lprCWQIs1IM/EZ5HC4MKy19yBXw+ePHmSJ+78LV///A1fff0Vb3/2hu3+wthqcFRsjl9qPOQ+A2apaWcstpm1qzcIXvumsLIWrC/DnRuJVqyOOdzbHzXlJkraK/WkFFgBwlpVudqkS6QhrTEZCVxKp9Gk2gd3d3ztPD488fjte7795QMP3z7x8Mv3+BHo0SKbJ1xyOrmSVik8pkH+ws/7xrpxQluUQE7g/zWB/hx2krfxgixCa0SFTCmdwOqNazpO4WxLoirSHTEK5RBNz82sVNdVawazRk13GeJMzZpHlcmQcoYjD4Z0h0cHGJ5CnEPmz83x5qQrEvTz3uN0MFq91a1a5c2XTm1nm1rpM5VlLbEeOaBNMGk5MJcWlq2GApeKDkVq5Kk1hqhKRYZRakIR0hsBTVMryT3JKlrdRiGLFF55ZtA/Ilb8Mpxi0sPs+1vr6lHPhIW6MGf70qk4ElLdHTWOMWHAg195eH/wq/1XjHeTu28v3L+98Pbnb7n72YU3f+GeebkwN2N7I62kfaABbyzJeCwHnV6gdDZvKqW0EvW5oidY4R8Gi/vaqUSqgtjvR0UYY/K4HUgkex6ECOLKOhzxYIiR08gMPA+u153HXz7y9HDl3bePHN9c8afF2oPcKWKvRqknS6BYTUN0QIssLkc7xFZRscZXImpHBW7AfcmJxY9aOK/2iZaCrnEjVENHY1EFjFKxrra9in4KeolR4qsuTZCWhpWE+h1RpFXgi0hdOKDFjoYzZMdyR6UiyJk7g51z7G6ItlBIOb/oaDCjMUYpkVaVGnt/9jCXI6UKSJRzDLuQUi18DrhMIgeLM8UeqIzGDguqyR7FWnqK0oraEEcXTk5yoxtqPZJKqjXSrtoTDgWZWkO33BCiGir0hAGqoi8fKRL9kH0ZTpEqHJ3Fz0y6QqXY0ppQppXSZkgz+JPRUWUAarOAWak9rpQ5FrrDIVeeOBhrcLfusIfBuN/YvjbmCC4K9+Iwi7WvLKyrc2K1oyLgurpJv9uZ8qiUQgznIHVx9ncevRubTazGEFIDTKtYsx+PHOE8HQu9Qj4kawX7UZ0u++OVY1/ksbjGjkuAObpVO1iMQe5e4rpR6FRUCFASaiJdkMwG7LWwyiUcuqr6l6VGVOvlNXX+HCZUOvdczGrIvzs9LLrwUmWYWs+RRJQwbPmQ7Cix2Ayrs40ay1QVWZNkI1ryK1AqMtQ4GBxMOZjdCyy5l/NLIbS0Dp0N4Fb2CLaaOy7RBPDqP66NlJOY0wC1ETJxqWjwVFyseUATyUtj3FURdyuR6HGMLidUZFhTB2smtHmtYRlZG76eG0NNw5TZPdVAREmc6bAqLnYDhbbeZHJDBz7JvhinGKc8CBT7U6WEYfUMu188l4pslkhNGdMGYl90qSSCZrKvAyR58AOekvE00ffKvBt89bRxf6e83QY24TqdKc60Sj9VqB1IBaPGE1RT1Cpl6xSi+ggJXTf80QMqnx5N6RFgkOEcqybsXa8HT8fB9eng4eGB9c1BrGRdV5FVn6RS5MiaQhggaS0uWoon2hMHotvIKgMpYQB68lsVhhpr9N5oVJ/HD7zYjF7tp7eaRxK3tFC661l6CLx7iQ5LdvqsVWBwP26dTSfcUtDdczpNONbK2CbOkOav0pkpi6FU052c4wR63GiU8Kyk9L3XPf+i1ICoGsELoFlNEUJh7jdsEa/NtmGtbuX64P0ri8BArGvcz5FmnlP9VKrPOUBNGBWCEtq16YZ5zvOppmhWgCRWc5YSWH2vlXI3tbahijW/c+kz3EQlgRds/T7BWheL5lOngZj1nFqpwU5TeqepnkgZHWGOGlafoyq9hUMu1J2Hbx/wx+SQ4EkWv5InLjwxTNhwtllkbe35sy8LE0nPoGAUI182/Ey1Q3hawWo6THjyPgfXlVwj8JUc7hyeLE+eIsBrwE5uVIHEC0NJa5KryC2czpYXy1VO2qI6YU4sUZrKpErL2jeBtkZBF28RKop8dYif105HJ13ll8K9ahnVRntScdBKKdVgDKl5KYNiJwzwka0gU1HVkGRmMFlF1uaK5rUFHVZzERdwoBmYHhW5EmDRXy1CtDUOW6VbBAZsWtS1JHqucrdxZ43k0PY8QUCW01RppyLgDIKjCNucWmAtEiGjyOdRIxqsJYTEpGYR5cAkEG/WRIP9cYuc6xx4DX2+aTD6STfjnD/0DHd9qn0RTlEU9M3zgRfRs/ETqZkkolnzXg1s1CKJmeibCrGZVHA2hZw1fxlT/FKseLZqC8zNSQs8gvG04xxc84kVT9h6xyUei/OlzkWyhvdIN5z3bIlz/q6nojaZlw2xCVTf9HVfPF6DY3URZSVHJi6j+IacIqIVgd5zwe2CzXu434rbdTF8CfiAJ5BdkGVweAmIOuQu6CyvZlYOX70r35klxqu9CLMcZRS3Fbon9Xth+Kv9tCYglz7HkrcISKzb+6z6m12CcalMJzchLo5sChNyUgHApdJLE8cU7lgMDi65mBxMvTIjaoRGHiVMLJXMiqwSh6Xk+OSsyHbleJfAs8RV0ow3X3+FzTvevX9EH75leYJO0jbEBruv0u/MvFXNk6L3FAFIiRQee9DUlKbJhHAVr26waaRVyptHVkcKpTCFFSxVVU4gtBgWq0cYR7epjiaWS2OyEZVCkxBnVP0czHyKfRFOMTXJ+w+9+VmiT6XAVC2gGVNiZE0im4JcyjnKrJREZsKsrhWxhEs2GFuOUu1ZD856L6suTUdjIV74RB47Tne5ZLXInR0EQeE+LooO4/7uLbaVuo67s66L43HncMGjCi82LqWuw6kxp6zUSr/TWSyCncwLIXfsG8S0Ip1TwLKuPDUoyJVIdkvTrAhEs4AXsZ7cpp1KV6JEi4bQY4Lra8lTFf6WLr3aT2gK3D1X+6VnPhc7QGHGrYjoM2EkOYN4owWPjHODd2yAdHXZ0hlaw+mH7EyptWxa/cmVhZ+cP144hewumFXRWc9X3rL8j9pGavLztxvj7i2xdtbTwqKG0s9twzbjel3suXB3jixpvXOkRSQsZo/4/ar5vEe3l4LKrCKMjGqX1dH0Hbo6D5bN67HWWFy06EVpBnR3R1WsraVNTiWpm/TgM5b4I3zil+EURQV9U2RqoFVk6oLVMDqvKEgVeuFgAVOIOyVHlOOz4uuJBTL6BG6Aln7csERkv7VBbSyMmthnOCP3boKvYTxTDjRLu9FygXiX+ZOFEyiDwZ0oIxdC7fqHHUw72DNZWpP0lkLSMy06wg+pPmvUuhN1Q+MO150rwcJ4mHccOlizKsxipZCTRzs7qfoSYs8L3+HsY07JUhxpGpGdVPhTPSRPrZxzFMSr/aQm4HcnTaTgXdH6SCmJfRGQUZt8DshN4SLoRWpuigZDA1NnNIao4lyoivLIg4EzZTEpua9SuyllnCoaeqXTUv3MdeM7mgktXqJihCo5Ni4aWF6xeGLLRzRKDu+iF95ckivJUzpP/oSFFy/xWE2nHlXIc2GFsx/CGMawmqw3dHLIRLIcZ7IRVt0N6db05KiN/xxT0ITt8GzMPFum51m9vjD1Tq2LHXerU/ykTlFE/ibwbwL/X2b+1X7sLwL/JfBXgP8T+Lcy80+l7sr/BPg3gAfg38vM//nXHoUCb06wsCkI/UbMyumpdY/oKeRqUkToS9RQm1kYmmzaiHJ1eOgsWSKR2h2HeAm3ZjJlp+KwhcniktEzJ6IWXx5Yqw9rO9DzJIes2jl1MgmmtA4jztKF6lEpCYLowOXKOdFMmh6QWXHq4lIITV6w3PHceZDgKgPj4HHcc7WJj1lV9bO/MxpUXt3Fgj6zZqVBZlqSqrsmQr0q+ACpxZFv/tlvMs/id9l+a2v7cpKHkxylHFM3dMKs/l0M2GptyyboltiWiHqPBTi40BFh0LOJHpm5ozizuYhG6SEOyiGWkEmNI61RAtlOsgUfOhApVZ1qP83c2fRgmnGvO0dLhnkk0zc2uWdOsJVEPhHrShwH8XQlM0gZiE40lY1HImqe0F0aUyaqb5l5xXLyJKd6UynPx6xsOUeJyo6uEMmguIqDGnLXvOWzLZLmbnZrTxWoghZW+XHb/adEin8M/GfA33rx2B8B/21m/sci8kf9/X8A/OvA7/fHHwB/vT//sBnIV3X76jlnojHFZV7kZ22QeetoSQ0fXoTsKTCFQ4MxogbZmGKtD6dZ8kgmwcRrVKM4I65Mqh1qxBOiV8TLSarULmy9E08Wl6jFlbETsZfiNoM7udTsi6YRucBFDvZstZosDNSkUvVi6GhhjKJk3HHVCXkhY4K84R7nQHngLVsunuSOxznxeWHPWbNjWuc+XXADDkdt1E13NP0CyAJcyvlFdVGcu+sNhL7dmX+u7I/53GtbQb8uvp4kLRNG0cs0ydHK0gPyUpCPjsUwGLmzsRitZXgvtTGb7pDZo0eDjB0TZyZsPdNHZGFaowUmtdGf+WRSFJj6G009a6cdBQryxt+zZbJmZV3vnh55vC6u+yNTF2/e3GPjieRb9odvuL57x8O7d8TamTpIu0NsY273iN1z0Y07q3G+WyycCxcdDISRwZGTXTbeb4MYinmgo3FEkZI8c0Mxlh2olwSfdoFGVQg9s8zSNYBseKAe+1T7tU4xM/97Efkr33n4D4F/pb/+z4H/jlo4fwj8raw77X8UkV+IyF/OzL//gy+iIPcnSbGww5rsVQUO7V1DrLBBNDHTTpkXOkE2K/058ZbdF8iaRmYt1KkSjKx5tZbBlOoGsFgdMZZmXKUXzpRS05kII5NNFmRNCMxusTKDi1jLMAFZw3VcrogcNzyn5qNkHYtApDWOqBwEyNbwwSyFEVVEBh4Dbw7YysIidV7awUkJcQ5hpBXN4oRbboICWgop0H1mFKG7O19+bGXunyT7ba1tnXbrKlI9q6fBGoJOw2aJDaOBWrfm5c4mBenMLl1Y7AwpLm22EraKoxq3yXpCwTiDqDS7cxFL7zUutyl/Ks8O0STxrG6q7KmTU4Kv7o3rNztXPVhyZUzjF/eDyyZgyvx6w/IrfnYZXL+6J45H9uviSEXUCE0Wda9t8v+z9zY7liXLntfPzNzX2jsiMqtO0dwWAmYg1M/BMzBghBBST+AdmPIM/QIgZjDgXZAYwRW3G7inqjIj9l5rubsZA/O1I8/ldFN1dOooT990KZQRkfG9fbub/e3/ASYdk5YGEsJ8DhhM/0XT6c5Y5DFlT+WXTMu+kUPGh5GJZNd4Krf+wX6WLyzOfun6UzHFf3puhoj4OxH5m/n+fx/4P774uL+d7/s3bxwBf0pqwjlyF0nTzJi6XlGZbXPkH9BgWGAlAWnVKXOyjC01zza1MFn/8yBMTCY3SJUDGTvGgUlnqXnbqihrFFYZLAgVzUMxDsTzdsUD94bGoPjB0rNaBDKtL+4cHJx02BI6VQcJgo8wOimW7/rMFhWPFfcl+WcRHFga0zq5UZOsSF8uDBGYZgLakukfTNlTjQdfURB0TBWQBIK+Z3sEc1LHr24x/i1ef/69vcyKXoUos3VW8nEqoJYDEiW7GvXcmzlVPih0SgwWDszb9AHIizu7xU6dB5xFT7YEI6EfTgftzG8+D0DO6vD0WzShiKDF0FK5FmexTr0or9ZZ/Q5ysGrhd0vnuqbzzLCV7yzYuzKOynaHz5/euLeRnOEI9sE8FA0Jo3OfvMeFgWV1KukRsLPjGL1WYhHsUHy0xNHFcdFHXMHpbi+hs/VPv9CT1P4AkH6D9vnXrD/23f9oKSIi/xz45wDLv/NPkWt+atqzy+TbCa3mT5lcL8lJKw6WGlErgej7g1/jSAxG+gM/Odmdya9/PxTVD/ANpbNY53dPLyxlWpzHwZXZNuu8ud1QH2hs+LFxe/vMOG5wODUWFlmmFDFY7MYm24MSsHiOfsvMSMmnQE6w9wgKF/roiclYQVgoFCw+Zx6HpOwfjF0PYpkyqiFEyz+94rDq1IlOTOXcG0FSHqZmLJjPhzMm5FeQW/+Rrj9pb6//7t/QV7IbEocKYqn/vWigFpg6JQLznjQaBqbZOtc5RDEOVho26TTJE3zPUrF5EKQbjiSpO/LIUWnIdMzJ50E+3j4NH4yglMq6rlyvz1wuF54/PGGWnpwLuf9Vnas2PtjBx0vlWhfsQ+X4znjbNvab8/mTcOmNt31nOAxW7jbQMigTa2zsKZkl6FJnN5N7e6EzBLomr9YNKEr0jpgR1ZFu7zkunr4Ec2aYv5+c9n5Je/u19/2feij+q7N1EJF/D/i/5vv/FvgPv/i4/wD4P//YF4iIfwH8C4Dn/+ifBd/LlAXBKQzHclqnk6jJnKglLemMYMxDTmOQDL8jN5cwTTLfRdUSwUKbg46s5tzvFHWqwGJGMRDNm9VpIIOIA6UlDUJSECVVqTa4zwNyoXDRlaoGLiytYdtBP2bkwIwiOE0ZcuIIy1JYl85aD7osdDkg0iS2kxJBjzSXNaCiDFZ2cfa10CXJRdgArbk5/DwQ83uN6dKCzSYiJn/rG3H7j60/697++J/8x2Ef/aHBLbSsCiVYR0N8Hl4TysF7To4DVu1UmfuOQWGf4fR7wjExzSBO0V1k1WgTp8u2OfsRYzyO8CC7MLOV63Xlw/MzP3z4wLoUaq0s1dK9ZzjH6Fxk5yIbKgerb+hbsC6/46U+c31aqSH0p0p7uvCj3viX2+CNjcHgYLBFw/XInCRd2LTSKBhKRMXUJjaobPSk9JjhxWhLdj/Sleie8v7J9MiLP39OQed2jwzJIptKn6jWX4Kn+D8D/wXw381//6cv3v/fiMj/QILQP///Yi5kFehPczAg56R4YopTNG4zZ0TmFE3Ckz4j5/QYLDqVjumkH5AYYn7hbK8rA5m3sZCT3uR1CeoGo6d1WTREGkHessSOjMy/kGgUb7Tu2DHwbaBDklhdJAvZu1LuBlvam4lO77xBYiTak72/BFzvXD8ozTqDY5pUFJouBKnd9jBCjYjCxp7EGilQFnxJ0qx4IEPwnlhnnAThSWLNl2ylzwClXN9Oxy/Wn3VvK86VOyT0RRWwSYWp2lAaEg2JxADTHTsv3iUGRd6rw8qBRadoYoPCYHrZJHb4mCrL7IZy0Ijn6znlDURKTpbXyvcfX/juw0d++PCUdBmZvqPeaaMR/Y3ib1x1SwsyvyO3MfdqR+QDJQoFqBiHLzw3xVvifqs0rovQpgNUlyDY0Gz/aHIwImfgXZQaOx5ORzlUaDWNmHXmVIckX1hF5jDFH/oVQfAxTU8AVLE/oQH6JZSc/54Env+JiPwt8N+SG+Z/FJH/Cvjfgf9sfvj/QlIW/jeStvBf/pIfQiW4LO+HF3M4AmQot8SDYF2YyWMy4UXvD4BZA4p0JPK2TH7htGlHJmZzZMfojfAN5UCB4oq6sohTVDAfrDqyfZbOIo1F94wcdcePjhyBHIbuBesrVmpOfkegm1DvFTaHoxOzwWHebGhSjWwR/FCQwfqU1CL3O+6vVHsmfGHXLZ2LPW3eL7pAdJyFEKEtlr1Dd2IaaCQeOwnCmgqaDEeSxCiVB2n7X9MF/lu//hJ723A+xuvE75JiqzLm3sxo0aIZHVrmkFEiO5cSDYs293ZCPyo5ABQR1Fu6xvgpQOjzsheqML9HdlkRaRSRRkqDS1l5eVr5/uXKx5eVSwGThqlMYIQ+76QAACAASURBVKcxxp2xfaL0jYs70g+KB33feHsTyq1yOa7UWicnsnLtz3zU79n2O+4HxQZuO6MoXZyGM8IoUgFlz4Y/a90QlrjgOJXCMEs+cpH5b2r5Ve1Bx/lyRcQXgoVcp93j6Vv5S9YvmT7/5/+a//pP/8jHBvBf/+LvPpcx+F5+nG9lRZfYQCRHcB6C2Q6c6WN5G5xVo8zbkvAZstMmnnAepqcR50CjETJo3PBoWE9cxXVhyHQdpgN3lANhn6/f6RH4ENqts/204ffA9nnDKjAE6wb3BvcgdmhHUN3TtOIMCDfNqnIJ7JIKlLGDXoPLi2D2GR93wOkxKBLcAYlO8wVzw+0TwTO7LvRa8KpYz2l0lGRgcOKKnrxGp1NkarL/EU+e4S+1t53v9JVsWp0iWQSI50Q5pGFkK1xVKLPz0cjHWj094BShaFrAVQ6I/Noig2Kk9144hXfPxHz+5GEcMRJr1sBU+O7Dle+/e+HDZeHZnKonXSyfR/244W+v3P7u79j+1b/Ee7B4QVpevod03n5urK8NuRRqKZgHta88bR/5uN/Z9jfe/Gd0G5RrUC5KWRojOk0LHs7Va8pnaTgHFwrhlU7SbUu9MFyxYTl1XgeaqauJ09ap3/cAUbTPDinkzIgjIo03fun6KhQtinOh8eASTQoNZ0txSpdIAvZJfs4U1KntfGArE7ObrYU8uIqzxSb1oBF9TrM8sTcH7wehjvugR2NwT3KqHHR2Oo04nDicdh/0reGbU47ANcO/vQfROn4P4pYfG/dBH+kIAulwI0UIa7CUtKCv01cvRlrML0uqwCSJuT0SbE9u+p4Rp/FMk4ZaoJE0ptAZczDdRxDSg/KkJU1FDhrTIfwfa534l1lCsM6gecjESSGmcULmLqukW/ajtZbEyGGqqMhDcbFsmS3O/Z/silSqZLdU5veZDoS8Z5MkXKKirOvK5XLh6XLNALbTvXsG00d0vHWO253t8xvjNvA2sl3tQhwpYtiOGz+3n9EPkZxDrak33gJthu9C9KTkZBjWZGKsCz6hriIHC4UepEGuBE2CMqlvqo6UkjZgRVBNPT+W3ZacyqwpZJDItE/hNJn9KzWEUJwXXjlTCDidQ2Q+4JHAtJ4V4cM0MqfK7wdhbq6H5b74pCmMKYb3KXtqBAOLgx4dESgqrJatQ5K8PYnb0qaUaieOwI+G7yDHIO4gd5Cu2DRhiCbEHsQ9sBvYXbCb419ELzIPRatKWTMOkpIyx6RbdOxyx2Sll40VI3+i9CRZ5Q7GJF0oRXYwoVVJ8wubnpOa2cExXXhCs3V2zXsgaTxf9iD/uBQtf4mlDNbxOR9bkSQrz1auMpJXOzuZSgZQJZ0gCwB05uoE2e1IUOce13G20w5zf2eKX359P02EhWlxl45Pz9cnXp6fWJaCaUx7u4HESKPj3mn3jXFrWIPlKPgu0Bw/hNidtg96UbiCfgguy5WLZZjbGILtK3bf8L1k/MIcNIUO1rWlNRkbB4mXDwIPY5UDF2foQpfBocGBp5GszqGrZlRDqCMjI1P1C3uxE6o4X/9j/MV/0/pqDsVrfH78IjpdLyBv0XzfxGDO9hp4hI3wjo8lXSF5Txrvn6eT9Hpyt8Dp0uiSSnNTpVpMiVTKnlZRqnuyqWbeiY/MhBhN4QA5QDtonx5vh8Bu6E2QO5Rbp7wZx3n8DHlwMH2Zk+GwdB+WqVkSRbaBWONiG01ySheR0ZgXNiSyLjhEqRwMMbQumTsjkXZmGkm5GSkDTNrCSWY9b9ZvB+FvuSSca7wCYGpMV658+9Qo06nII3z+TM5jErEVssqbVaE5pNizz5Q+nxVoJwUgSd9yYdJujBaBlZJ0m+dnLsuavqGe1LVgx4cT3unbzu3HV7af3pBbRzchdmAHOQI2wXYI77z+9In4bPg6iBWKDtzTZ1FvFT10Cips7segXBp1UULudC7Z50Wa7C7SUq1Ko9N45UBE6Qoq9ogwSLswnRjsjNs4f/dI+E3lPdvmr84lxxh8lJ85kdOTbpBv5EaQU5fMlwehZ9M8/yhpmZXYgdLnRgLVpCQkZ2ugw0Eck52iAyLt4lcr1KVQ1ahMKkKsLMORXfDSoSkeHYmShrA3x4bOSNEgtlk93nPYInfD7sa65+0+AIL0yquDclFGO5CijEhvRBOjXfKJUcqNaxkPsjXubPqMhDG40VF23wgxhhm+FMoi+DGQGXFAz00SpCpI8HdN6D9yXPG3XibOx3LnDEOTeL+wZR5mZxeTk+QgaJNOMt1T0UeAvUz6WCpTckBjeCpdhEcRkfoCYUihM6hauF6Mjx+eeHl6oqgTvaPRCRn0cdD3g3Y/OD5v3P7vz+y//8zx4w3/5DlN3qA0Re8gh3Hsg227M6TTL8/wIVkTEYNyMaLBokLqA1I4gCqsmSnzvA6a3Cd5O6WvCxswuEShhVHj4JCaNoA5pUJLRpzKjPAVzxpRJEO/HqmEETOC+K+0fb7K/f3tyTeSCRbL/Bi+rBLnxzkzEwUFpqzO00WE2XLrBLlP2o7oabGet3RiLcalCEutlKJUUZ7kyhqDOgKoRB/pIXcEQzqHd6IF5iWJ0Q10D9iUuAljB2/K6MrYOiMcjxnIdaTO1UdkLOktMgO4GnEX2IKhoMvBeqk4B85GE6PEzgilYJjs1Ggs0bhZhWLp1Vc03XN0SsiYG+VMTdP4k8Ty39avW0nJ2SGmh6ZEtpMpbqPGOQDkURHGOSH7Ik1PNGk2Knmxi8gjyznjB3KII/SJo0lGVTAQCiHCYoOiSXfzPuix59dyp28bx+3O8XnjeD3Y/v6V9uNO3AO2qZpqgu2K3MH3wLZ86dud4yLs2wV34fDGcp355ksSI1SmCsXIbKEBSGdZdk5qecUovtPDMVmTXkdeGqNckDItAJVUubUZfyoy5wyS7BXV6f7z6zmK8BUdik/+xaH4yOB0bJKddfIU9QvcyyXDtc/YnjirqTmY4UFxYOKSczMGQBpxplHbQKlJ5yGwKPMmf6/QJJQYgnSgDeIQZBc4JsVlS7v/2EC3gF0ZzRldcBaOajTyUFSMRSW979S4sBDS8wFMghDhI6k7x0D3TqkHVTYWMRbZ8BBMFgqdxRu7HCgVsYpaGplOe0VM5wDGARHckktJWjk+8Ndv68+/lOAq2+N1jT4npelkU6bA4LHHGLifGcy5MjlPqJO6w0PDfBYLAwvJ6Io491FOXZWCxsDVwZ8JP4jR6NHw/oZ7g+Ng+3zHt46/HfjnDf/5wG8d2ZyyKdEloaJN4ebEFrMbCvrboL1tvN0+40MTC6ywXCr6XJDS0yfSEjvQNSWvVgfLkjBWC0sLtBjTc7Q/eMdnRTwsPRBMNQuLZJhl9T2f7zl99XSF8uwgz5jTX7q+ikNRCJZTeSLJKTwPwJn/lVyjP/jFnB5BaAZLZbWYf5OIQZlTN32UzpmcZ3reyEH+Fc+XQbSdEcZhWdWp3BG5o6MTR8Bm7LcdvwXt1vEjz9S0WlTiAFqy70cPvDnuyS/cFmMoIEbFMCssGjxdCk+lopcB18CuBZ6Edu2M0rkfb7Rtx3F0WbBoqeKRhmhyOMtJOZJINY4oYvpIYU+wGSDxRJfpRhyk8cZs0b6tP/8SglUGMyMvM1IkNcunIiVzmhMbc3eaj9lRzATLSTNL4vYcxCFJPQt/z3IZkdPqGSVpWpIGRlZmfRy01ti2DQkn+o237ZX29sb+0x1toPtA74O4d9gGcXiqSXZHmiEHjM3xW8fvTmyDcTtwGbTXkXzcooQMLs8XLhiyNLRE4opFkacUF9AT5y+mFB9z4jzSJ0B8KsvOVM1OPCbpGVHg00GegPDpyP3FgCUVtfn8/jUd9FdxKCrOE2/5emTdJzFxPyw3xSSfMid3I9JJxuMMd3wvkXNM/6UVueHhuM2hzWxPQsbMwh2Ed6Qr7jOmNDqHvmHsqbu8C+MV+muDn5341BlvO7Up6obu4B2iKzFgtMHWB2/u3Am6rbhZMvFV6MV5NsNUWKLztFXiojCM6op6pRGM5ry9dYiD1V6RIrzGoMfgEgc7nXvJJ8OLD0Kg1QI6Hq2Di6eG1M8ArDw8Tz/FPBC/VYq/xRIGdbw+BgGp0U8qf4kDafGIF1BywDhS8TbLgndmxSI55FM8UyWZVVBaxDymrjFVHS4N1JBilAj69jl5tre3lMq1O+N2Y9wa48eNt887cnc+6gtlF2Jz2BVeHYY+cEV5E7gL0Qrhwo2WeLj2HBhWuEihDEHfdtZloWsGdBmBVHBP11SvB/XqrBJ0L6hsiX33Hadi7BQqVhaGKb137tsr208H+48HsaestoTxsr6wlCvrujLG4L6/JdcTwc6Ut1+wvpJDMbhEthgJQicGyKQhJB0n+YoARDpy9xNMTj+m96e1BER9/9gYGBPkBoKBuj9qo5h+bEWFUdP3zsIoKKaGjew1M0dWH9kmGgn2ipPZK5NxOvpM9Quh+eAYwWGDUH1M1mtRiiqlGB9CMWr+Qke2KTJmBGmXzGcpkWqCGBQ9WKjsDIyWCh6dF4ek2QCzOjxVLTnUnljiab0UPPznvq3fZkmkc03OEoIqqcAyCVbf516TJCPPIWGdF6fLmXGel3wNstJ0g+mEPfzMQ5+V5cgQ+uk7gocnzFYU4kDbDdjAB77fkf1AtyDuzvh8ELfAL07shtwFdogD/BgZN7wNaD4PXgiUjcEBVLEUS5ghms9dO0BuTrEMiEOM8QRh5BDkPpDFqeYsMlhk0KdtWYmsomV2Oz2ct/uNt58Ptp82jk8daZUiFWMKMMSxUPbWeP38xugHl1pZ618ZeVuIiefNSo4MuZFI6VGaZk6jTMkDygVq1MQT48xmnkaC5EgfztFMHlAakSHc8+uk/ten04hQF8PqkjcLnZXKBZCeciHVLMl9JotFjNxww/LwGvJQkWQGrtNVaaNxDE9eVWQyoIrhpeJW6emLhHVBuyIH+D6n7j0jJHUBGc5Sx8ReNiRWiqVF/YP0K/EF3nI2HFlhh0TSFCaNgamL/rZ+uyUEC1u2c8S7hydB0WCMSDHKeK/+zNLuTdUfQxNIWERx0lE4Bww13QdzOj3L0TNjGsA0HZZSBx2IHzljOxq6Zy76OAReHdlAD0nrumbEJjlo2Q09HB0BGxnEhtBUOSTYBuwEhzp+pMabukxOpbLe0zm/qKXZ8Z3MWsLhOZA2WKvTpbPiDA+26FNyqyiactbR+fGnT3z6+zvHzx3dDO1gBkUUoxHlgnTn9W3j73//M21/47uXZ77/8PEXP2ZfyaHorBzzrbRQTyfAQDkoEVMFMAFT0ZSoxclKTGLziPdMWp2zBInMLjMUl2BMj8E5w8/bytPrzixtZEyFKoWLLCzuSKk5nDChmzB04AyGWJJePSiDzGnuQu+ZbjZKDluaZJSpi6fbD85u6Z7TJQ+s0oTlAOvZih90/Bo029OZ+YA4DnRdqDQO6qRznH55ib249/k3PEPWk7TNACydRr7M0f0GJf62SyRY2ZNvOA8JxWd3kVW7uhJd8Z6V/hiOTf/FyVYBFH1c+oHOiXRIzLnrl4TlxO9EZiIm0wjCJWV/w9He8WMQm+B3Ydwbfu/oLmBBOxrxFhyfBn7PAeOVFRmwDbgH3CRoAYcZ+4AiNc2Ryf0WphQJ1hbUu6A2i4q7g06X7x18a9iiFEvXKw2bBrkj5XkmiBVQp0Ww98HwkUYUZUHrwtP6wtP6DFppLmAVbKH7nft2IBOe+yXrqzgUFecSt8fbZ+ssAjYZ68n0z4mszA0zrE+iTmKKOi3+M/u1JlIW80GSvHEEZ0idEynBZ6KeS2HoOgN2hEVhtYNLHzlAMWVYkq6RhsiRt79lrvJgVqAjHXcgC1crwhrGPVIM76MxAnyD0QrHJLU+h7DelcUr9IHXzFIZV8eHMNpAO+BH3oycEzV/tF1nctsgHgqKs7IOnU+uMzvbgxw/n9O5b+u3WGfLnJVixobhwXDHeslKvUNk8PKs8CxVR5BDM3m31VNVmPlAJ2auzEORmAYIcwI7//UcReMjBz4MiB1kr8SmjHvn+NyygmvCTsdfoX3ufP5/bvRPiRG+XIK1VLYq3EW5A03hWC4MLcRyzexoy/0Vkzb0wQ1tDm2KdZqnyOHSM6+8B9EHrmNKHs+5AQwXuipaVsSCNtLjMTyLmOvzM9fLB54uT7ysH9I0xUFL5cOx0/rO0Tvt0+2PPTx/dH0Vh2KgNFkeb5/ooBL4NNAMVdQj5XAnNniSNElLrBRVCYQR81bNzSiTvzyVHPPznaBPmooguNV0ILZCMc9/KYT6NHDIqNGhbQb05I2HBqMCXalF8OaIO1WU67zHb5Ni41qRMVWgPqilUrRS1VL+FalEkGJoNZbFGQZds/JTSbfu8y/Eqfj+grTqPm1wgpQezrpQ59un9VKeiL9eBvVt/ZoluF5myly8G/uKpu9f9KlAmtihFpiPZ4YzTTPV03z5dM3OL/2I84RZIUrixXNmkwXCefFJKkfEgWHE0PkSeLdktbjRB9xeNz7//s7nv78Rb8rFKtELflW8LIQqNs2KL/VCKQvlck02iAalDy4o1u/Q94kLkga7Jog5Xsj8JclhKMxrXs6Zsc6CZ9rn9p19P/ABZpWiCy/PH3l6+sBlufK8fsA0kwR9gvxvrz/R3t4Y/JVhioFwfHEonpPnjHkOxuQWmp2KlfwD5jB5srIirTQjsvDOOkpwD076N6fsZ/Kbhp8BAYKP4LYfjDFYtdDNMXljjA1uO3KvjLty3A760ejhM2VMsFCiFrwNqKC9UKchZkiK5F/iID2+g0EOYBaHRQqUgUmhWkFrJVbDF8fWgq5BK2m6iTnvWuXp4P0FJBgR/yC7+WyVv1jTPNQlJ89i+sXA5dv68y/Bw6bmPas2TbA8MeoamdHdmE7RudQhJtHfzHCck4Mcpw3WbI3P0Kn8xAkJied1PD9pNtx5sWomCroLvTsMx6ymU3YPfO/ct85wZVmfUa3UyFTKkMTETZRVjdKFWIVmc0IsCQkZQXFHPCfrJhkd4iUTCl1g2+60V9CqXPw5zZHnBR2a5n+oMTy4bzv3vaGW9nwRgWlFtWBaqcsFsZL4u+SUurVG7x0xZdX1Fz9iX8Wh6CibX74gEMdj0GykgaWSVu0n0RXx1ASLTjG5EBjNDRdNkwWS3kDorByZlIcytZbOEE+gO4R2H7TiHHpQ2VG908dB3A78diA3o++D3hp93PLBrqkgsd4Zl5jWnkHdQY/gEvAseTg/AXeB29RjX8OpPXiWir8I+mTI1YmnQJ4Ve1LaanDZsOJEWdgxWhgHS+qhPcNXh1eaLkng9uQeemRVqaLEGKcZULZgngej4d8OxN9wDYTXuDwOpyLvCiu0sYbOOIBBjD5Jx2nmAMlRzItO8HQ+SKL/tH/Lqeyk7YikCaukatpn13Rei8lpLfgw3AuHO2M4vS+ZH6MlowJ6ZyMYVbGXhWv8gI6OtEzBfCLNWzsQRajLmhi6dHYVGB0bjdoHl+FQg1gct8CL0EriiT8eN45jZ+1r/gzL9xxR6VLpUnAuDAuOoRxbg+2GDsH6SOpcnaWPznRCGXnQ+51jv3Nsr4R3rkVZl+WPPTx/dH0Vh+JA+aQfH+YEMtHlNHRoj9QyY6SziGb400lNzEnrmVsmU/Mpk6YjE1th6qQz8geYEiGn6/Q5NMOsgmXh7ijdE7QOM7r0VAYUiKpUEYpbErgjMnu6SMawbooeye/SLvwQytGFqwdPkl+vClyKcbHBclX0RbDvlfhO4Yc8FGuB+6q4Gn1RNilsXNh0YY+FQxZaLDQKjcKIzG4xn5IVeFA65CF18EnJ8TSl+ib1+83WCONTvCT2ZzmBTm5s7rHN2zQqadRlGjqMxIR1msKaxpQXkLANmQWE5Vd5pNrBI/xtuNJ9PByjikL3nXtrHJ8P9p+CuCnHp0HclGWs2LJyLS9cLsHTJeh3Z9yD4+ZYc2rNKmxZoEQe7apGH1kBN3e2CI6RkSCrwJMNyiWIi7Bfg5vtfNrvbEfj5/EzXDauxw/0tiKxcreFjSfuPLH7lUMXil2oTbiI8sGUNlttQ2jHwX7fpiJIYB9s28Z2u3Pc3vj+euHleuFpqfyvv/Ax+yoORUe5xzVpMjHfIxNAjjL9EDODpdOwk8d4ruDRVnZJX8N0CXkndY8Q5mwlbZSYr0dGokLiG0m7meJ1ESQMM8FVcTPEHIqjNb9HOAROLDnUCE3JTIgjJdAR1A7aCroNtAlVBCuJX651Yb10Lh8W9FmIK8gVomaKYdQBNeGEM23DpdIjD8EelSbT7kJmLIHk5JETW3r8m7+zqkyO2emS800D/VstR7nJNbFtlxnhOd7jNChUdUwz0cSiU2QgsXB6hY5zD5+jaKl/gAOfXA0Ak1Q7D6D7vKxHYxw7fdw5tkbsg9gV6RUQaq28XD9SWJJediijBpvt3H1nbL/HdfC8VGoxrEpCV5M3qcMZY/Itw1OdwnQPN6fR6BLsY9BEOBQOCbBCeVnQ6weifMTliSYLx7zkDykEBZ+SPelOb8ekLk1j5tFofUd3oYjStp1j2+ltx1S4lJW1Gkv55ZnmX82huMXKiYGlgoUpdFeM/CMHjTpruAfYPL9CLp0HYtCjTsA2na4TO0ww27+soCJSIqSJ3RTTSYRWRIxSCro25ICohWgzF1cVrXKmjhLLBI3PGAAD6Yp2ZQxHumBaKFtQUGoxaq08PV/geUc/GvKscAGm4SzSkdII60mnUWNIxSMjuoZmzpv7eUDnE8XiJPQmtgT8QaUYkuqJX+NG/G39acsRbqMmN5XMYzYtnPlBgjKy6KOwUiUD05KTeMpTsjsCOIFFQXJQc8KLkcFobbbKx0jJ3RidcTjb286xv3FsBzqC0hYWjFJXrssTL5ePVBbMC2zCYQcM2O8bajPK91qwCli6uEtkUaBHcmhbC+qIma3uFAl8cV5l54igB6hWvCoRil0q15eF8vQdsrzgeiXkgsfKCCO9yQEyxmOMbPd1/u6tNbwORuuM2Bku+Oi0fuA+WEUzd6YUHmz2X7C+ikMxUDa55CEX57wpIztFGoXA6XQUD3vwFR8QcoDodNiNiTGqTeXLbKEjGMLDjRdSbeAioJlNUZdCKUpRYVHlqs4lNmoZOM6+w+HBsXesKjo8N2OWtPiYxgsFdE6jaSR3cWROtSvocLrshA4YA7SjVilm1GKIJadSRBmyIzXxoR5LvkjBRehRpo9IeW+jHPA5iXaHeKcIAe/yx8nRxONblfgbrkDZ5XnyDZ3qZ3D9oMzDb7EcFriAjzvN7yA9oziYj9PEIWXCQ0TyHE96Gmj6IZLDk/t9Z9s2wjuMTrvfchDo6RO6XBcuXHjSF67xAaOikU44elGsQ31yrodQqIgXnpZCsXNqDsUzb1yWgo5C6UF+u50RA6fzZjuf4g61oNcLeqnYKtRiLB8W6ocr9vQ9XVeaFPbIpGunMMTS+syV1pN7e316IS7BdjTG0YmRrI7QlASHCKUUqlVWhGLy1xlHMFBemYxz8Qzi0awEixwo/rAQqtIflJ0Tg3zPbHG+KB/nECbLowSr9fE9srv0SYlgDl0EswJWCLWplTZMGsqBH87RBrF26GNWZiADZBGkz0miC6M50j2duFtSEXQNYhn0I1vcVjpxdfQ50Jcgng15KeiT0Z8gLsClMq5Xtl14lSe2eOGuC3e90Eala2XEkhWklNRPiWHiaamk/1/Kjca7byXfzsPfdA0xXvW7ySnMDBXxpJlVOmqOsVB0ZdGCjM9YGEpa8z88E6PPYiAm0yqSCPu45PVByD9Gp0XgJjw/Lay1QD/wY8fHxOh7av3Tmf2UGipaQLpj/aB44zmcsRp4pEu3Oh4Z8patmKHTPUq7UIbSojC800Vo6gxV6vcXnn94gWej/CDo1YjvKvv6Ha08c2jlHgs3LmzyxMYzb3Hl8JXe06WnxsLzQvIbb3B7Ozi2HQnFew6oxJ2qhWoLi0pitAx+zb3/VRyKgbBTH0SafppwRk6pdBpxlnlXnjm3SH5MI9vsL110ZHLwQrJaTLjjbD3m4Rn9QepWgTbioSkNhCUS+zCcagracEtVipSc5BUEhiFtTJdrnaE6gWgezGKkJ6Ok3DBqCvbLpaKLUZ8EezL0qsgq6KpwzZd6rVCCMYQ+KocaDaVJPuGQwrshhhJikwD8D6ga5996En6ByedJgu+39dusQGiUuVchaKQRh+coTxQZBg7XKoindK9SZ5XfE7OeOUPM50gwXWcAl3hYLybZwrF64XK58sPvvuf7lytVgu3+xnG/0Y83ttfPHG+NNtK8OVSmLl+z2CiB1sDWjEQlgiIJZlkU1AslJvncJd2hTJBQTApFVgJhZXCtwvr9M9fvX7CXAn9T0efKuFb6eGGPzCHsYnSvdFGaGw3jcGgj/y4C1FKodbbEHBzHAeRzru+d1RLzTM5mmiwn8f2vrFIMhCNyZH7mseSwJRhZFGM0enSKlFn5jDmdnhLA6Zd4WraHSKoCTiJf6HvreGZgkCyg4Wm+uu2N3p1WOgUHHQwZjHFQ/EYcjT7uDAZadWZfCPSWwToh4B1pmhWiaRrJ+mzTj2Apwjigu8EF5EngOYiPA78O9OkCV6M+F/RS8Oc7fnxgt8BZ6W40LsRYkroQxsNPkgzFshj5200vynicjacrDu/ZuJzSsW8H42+x0jDhCSCT9KIi5z6VioZzvzeGN16rc1HlSZ9pEVQdqFgWBFEp2lD6BJdGxmOQh5ZLGihDwU1QDmDQ+httKMvLlefyxOVp5fa6sG03evyEqLNITex6pGVel0GXO8N29BpEqeBp3XU+1/CRUQehGVKlA10KSqq+TJQ+goOAS0W/W7AfLombPwtygQ3j5sJrN3q5ssWFTqGFMqLSDaJXykj5wQhDxsaYaQ0qBaEiI+VaRdcE3VzZWxrpEi09CqL/4sfsqzgUB8ZneQHykDsPNs4KcUY32qTlJO4ISHyBUwPN8AAAIABJREFUPfZ5LGSprHTwPwRXRSYYMkctBlPplsCxecE1Wf5DZktBklyrG7rcaE8dpFOGPvzbpBvulrjFAFbQNrXQYyoKVlKm1xTfRuI3F8GelfgY6O8qXA25KPKi6HcO60GLf8KGso3g1Y03Luxc2FmIWBla8RlF7qeDz/gCN51o/DmnPNUSf1Axflu/2RqhfPYnRIQiUNQxSainx47i3MaNrXWKK99dKunKneYRQs/YYzolOnIazE6tR8wCAMA5kpkhhpYKYWxN+P3rRgtBLTBRDjEOlEMVM2i6c7N7hkKlJipJz1UpKLSRUtPRCdIbICMALL9/y+qXaWjh2qF4arnjgMsKvwvidzs8K/vywtvm/OzBjz24YwgL3a7c48otCgfpR27MPT0xVPOk4lQrPD8VaiyoFooWKiXz3iUdptJkI4jR8PgrrBQbFyAxgTwUc3jSeOcoWnTqHMSInBbkZ7Tpwhnccx6mDzqKpw5YI6bZRNJQ3r97wWUg9ZKKD5ubLh1rcRl0HFsM9YpqoH2kndlwpM8AqpJDnxikw3ABfOZrLGQ8ZAOryvBAroI8C/KhEi+GPgn1ZaU+LbQnYZiw+we2lrZLDTiicoQyJCO4eiQdZ5wFcUwxo2dSX5xSvz9om/MygfzZ4CQLf1t/7uUIb57T5xJQZzCaEBTS6ePQYFiS6LdImWudaYwWPavB6JgfWTmKzDyWzrsR7SAohHYkkpaGBs0H4+j02BDtyeXYN/YRIDVpX9rpk/+LglQhnmoqnzz/f/SeRhIiqaOX5Ewa6Wfo7ngE4T35v8WJEYgrscK4BmOFqAs/d+XnzfmpNT6F40UxM8Im15aFY/aHEqm4cg8soLlQUK51YVkUY51HZyZqFoG0+ZNpjpIzi18T0PZVHIqOsMW7CeSZ9ZwHY0+JkGeo/ZA+c2+n11pAZuM6hZIax3Bs/mppWlvSa+1xy9o7nw8Yks47yJIE25JAt6ikGqSnyzf6RFeoNbC1Ij2moH9gy7QNGym4F7XMX3bAFR3gY6CL0S3J4qM6fgXWQVSHKuwSNFdu25WG8krweRfeemF3aKF0Tw/Jphlx2ue3DYTROsv01MMjFRKicyr95cBFc9N/0zz/pssRdhYkhBLgETRS9naEU6ZoQDS19q6NrudgIOjSUe8UCh3J8DUGRdL/86wYRUj8MeYFGUmTsVIRM1wLBLTW6YcTYdiyogZqzKjT6cU5lMHAe9JdxGb20WRZRJmf/0UjZi4PJ+zMUFHkSFs/LgdjXdmB1pSfD/i0B58OuJsSWlioqbSRHKs2Cs0VWkw3+8QrF614hd6d3iZ/UdIFq1DybIik7bnOIZIap1nvL1lfxaEYKHe9PN5OPWdWXSWyIss/VTL/y5zCWfRHxagM2pzu5f+d1WRO7WwGimcA+UIwnXg44xGdoVfC0ioszTIr7vdJ9THGiHTDlkCkI6ul4/9IB2UikoYzIg/EwTSlTaoQPXJSXZPj5Sb0y8Au4GuqZI4IRh+8jYXOymdR3nplC2ELoUVlzEifg2T3j5gvI+UMMpw+ZnAV+fM8KkWfmTJn/vS3Fvo3XYmXVwR5mCJnVksKBEp0TLOTGUXo0ThoDJkGyxyYFEakGYjOBMAxn+Yq6UhfpFMwfKo9GELQp366ZJ5R7/TeGX1gCFbWDJcvhpWeBUYNZGS8bj8awYFonXEHA9CMFMhGI5kclDST6CMrUY0MY6tB9EZc4dDGvTuHCz8f8NPReW1XdlmxWBleEK0PnHyUhegF6fPynlzfEsZigpZBrRD9lEOmiiv9ldO7cUQwdGBuxC/nbn8dh6KHsvfnx9vvlldJNGAmlpkEFqm/FHzqSH0OW8b7sCVIDhgy83CPzIIgDVnLbK1tehl5ZOaDtYqsipaKKbTouC1ELIQvvLrnnghj18ElNH8GW1jLkYeiO+qBjD6B8ExXyzYjD3NtASPoGsSqjKcr+6TWdFbcn/ms37FHpcvKq6y8qXA3uLvSeKKzMOJClwuDFY/UtMoQ6GCeE8mYFaKQEzyfvnrh8Y2j+BdYgbHLy8PPsIlk8BIZYraUYypc8owpmmFNJQZKp8hKkZjN5DGttQ4qQudIcac4Tk5hSxyTuD/lDaL4SI6uekEU6gJm+TVDnK7OrgcmaW4mBHpRald8N+g51BFPT0exDBYYE9OE/giNG3TQyLa8D3ys/P2bs98vjLGwSeVH/8A9PvAmF+7xkeLPLP6EyRM3e+LwymAl3KABPdChj+HKYk4thi9JKRs98OFozP1/cjHcE7tXiF9xKn4VhyIBY3+X6iH+oJV4sel8ETPgZ1Z/OB49jTcjsNAZ95i0hTW1fyTSUqekbdJxouZk2/s8NMB78LY3EOc4OpvBVRyJPTle/WAfioRRKdPBtmSIuQiQNvOiifeUM195/hzxwDSF0gvd0+gsSrCLssUV55nulSNW7nrhkILYNZn+Ab0NusJBYVCzPg4l3HIDoRPHkRlILugcsqTcy5EBEZpqhKnw+bZ+uxXAcEs7uEm8LpNgz3LJx2pOownndIrPkVj6ffZpIFJZ0sAjkmISQ8ijs1NJOFynDZ6QiXdAmhn3M8UyMBVUKngDORvyfB7lT+CJ0FlQFoU68USE09z20WHMyiw097bJ5AQbWFfYDL8vjPKRJs90fWLwETdLOaIuDCmoVEIWuix0NXzGHeg04k0PRWbkx5QDpzYhOc0iRM/WWSIYU/Od8NlJPftl6+s4FB24JR8xOUXTF04VOwI0JWpDYWjKRVSVpo0zD9rmwKVEo+B0FkyCJQ5Cek5mpdMVlpGUAvHK6IFqxaqjYhxj5q65EwoWFX046gyQZ0KuDN9xb1QdVLnMEc8MN6dTovGguUxZXf6bhhJbCPcOEQt7fGDXZwYXeqw0vXDEFWyh2QfuLLRQjqNzHINWrww1PC40KvvUPNfDYQgHPdv2037KITzzqWPkz3S+H+B0G/vmlvMbLAfZNC0URRJWkaTRhDutLDQS91VxWnQ27SzRybCNMSMMBj02jE6dkJGLs8xhWUhWeC7pWl0lnezTRCIx+cxQLwwh60qzhKZUCZ2CupNk7j0vbe0U6WhJSMo0D9UsXBKbT4dwy6oTcK00KjdfuJfKsSpNv2cvV3Z5pscTQ5WuK0MWXFdUnzGu9FGTQ9IL7DEjeAUbKZttMQdJfSq13MHfJ9TJvoiHEca76P+Xr6/mUNTt5MoFj4Nd0qwh1E+aXW4qhZCRIVNmiI7E+RCa5NvrGIyJ/9VQiiQkbZ6tdgRIdEKM58uFl+eVS9GpIEjCdtFMXisyEDq9N/qxcdxfaU0IMZYYdAlayJx6J66pHJOMPn/Fswie79qBTZUeyuFXur7QY2XoQuNC1xewiutK50pTZWfjUKfHgofRqQyp0Cej/ySOe+IwqRubt+mJbU5Kzjl1xr+g63wrGv/sS0LQfdKjhHRuZ+amWCCWlJrQVKCEpmx0E6VpwkHNYZmGsxln2hBGUnsiEyG75PBFOWall2qYmIyLQVaqp+nyEKG7YTrdRyUHnWeK+tB5KNJpfmTEqg6KQJek9sxPYCDpJEUewNntGBvOZitxudJ54mDl0CstnuhqSBTEVtzWHEYNo5vRhsM+4Ehur3TSsbuDTggIyJaeHF5la63ZGWmqbTzOjBv/VR3R13EoDoifv1CjaDLSM2QpLZfgPAx9+sUmSVSKQEmvOVdB1wImjDhQEwSjWFCis0bnEgtDDtwPxLMM9y3Y2h3aHaIlfqnn4SaPDZaOvh0ZgrHwXCqLMg042wwnj4kFXR+OPwAFeRDJI4IDYRPj6J3P/j26/MCoT7ituC305YnQikjl7pfMxCgr2wiaL4RUuix4M3wXtKWqIDpfHJBZOeZUPIc8jPNAzMPxPRf7W5n4m6wO/Jyvir63mWrg4gyNeUBqHoqSyZK9VmwBrUI1YWOweKHgLGTF6KJ0SdzRpeUwUBSLaTAbZR6Q2cG0OC++Mg/B8Wh/zROLU8lUPNV0Bs1fINPYLDI7ZiEerbl44JIc2amzYY+F3QtDjTcqn+qVTZ64e+GQK3cuDE8X78aVLishKxEFPwTvyrLNFMumRMuDMfevYTE43eN9wl+ZXUD6D0xs3/08FH8ddv51HIoBj4RTkZlvfbbQ5CE4b8mM3ns/ILVqArvmWDHCp9V5rXiA1AsefXL2DASqz0ls5AHX2wHjwO+f8LGlKkUeNgu5iWVgZlRTigmrpfA8zTUF8fWBfSoZ02oTfEbSMXtoEqk9PKfHYmw6uPUVGSuUKyHTASfWdGz2K7ssbGLcFe466F6BikRJ+s/0iZIuyUGcU+jHy8ihSr7YbJsnn3HqoL9Fnf42KyLwu08z2J5uLTphIouUg05vRDQ5gKGB1CC64NU5FsVMQSuNRoSiUlOzL4qLzUduZPZL9kiUiQ8WnMS8J9n6PB/0/BlTTJAKsTRstSmL+3/Ze79X29Ymv+tT9TxjzDnX2j/OOW+/b9u0rR2hMeTOTjARRQQRtG8aBMWIxkigb4woeGFH/4HohRBBJB0MJCDGgEK8aAkh6IUXBjXETmKnk45G7fjS3W//OGfvvdac43mqyot6xphz7bP3e/Z+++yz1z5nFSzWmnONOeczxqxRT9W3vlUVMo1OS846/OJEpBGVURUVJVvrIXSHxXecpNJDuZU9t7rnFAdazQSKxZ4mykkUjwPBLo3qOs63R04F7AGd7C8ZpK6PxKFGjuiV1SA6Y8xwrltcCBuG+y03/PthFB24GQvfMFEdnYaDMdYZVMZEvJxjElXovSfZugrRHLegTIKbZN9DNDEOKSDOcSQ9RFt28c4tmwindU18wgtIYKM0sCiIKCWys/asBS2VpknDbSuwjSCD1V81W6CtQ4SyC/bwFCWShxXCieC5K+2YShk9yxPdsvXXGogfXTjGjqMveMvOKdUc6Uo5jTm8ZmjXLNA3GRu8DIwFwrOnH4PLlTNdHgzhOxUHv03AKyLwMGK0qfMpQ2pdvceayTlRR4ojM8QkMEOrTt8FpQpCJbvUZTu5TqOO/pids0HzSNinYendDfjEB0Vs67AjJL9PMlmTne7He8jo/BSM+zJysNQoiMj7I2ci9VHOetQdTXa0UG6ZuY0rjj7RmWgoi+xwKq1WaLvB9c0OPeU2hu4GdMmmkEaG0EYaOgNp2ZEnjMT/OznczQ0fxSuXI1833OoN5H4YRQN5kYzTdbA3MAa5j5PS3OFKKYQmONxqUGoZ2IwSNTe/ME8uYM+MlFeImiMSB40QlcJcQOS0GbSYF8ImPLKda49MkITqyHAZXis+FbxWFs3idWDU8LFFoWXQiNZdSkcfx5HnyBpPCks4NzJxYxO0HcQOqTPR94hWusy5u0qhx5LZ8gaEJEWiBbQMkaOBt0AaW+js2Wk0FW/sru5Zw5qW8ryLxlsozoO8oWy6DQSU0SREdeirrtnTgS8qRMmEjFiSlmkBs+Zmtp9odcx6jobHhMpElSVHU0ShSPITZzqFmgZOKiK2NY4IzenmG5V/GGYJp8soiR2oovtLehGM/gTphamsKaHEFxfZ09jREW6ZeMEVJ0mD2Ck0ZkIKZoo0hZbeIT2QYxpAN3LK4YopLgELRAs4Kb4kHBTdc9O3yKgnVtZHzoLeOpJ/cOGzQzy7aPMx+FOqOT0vRrgRI9WfWTzL6Xc1RwBQgUperFmIml1rbHJkUnqBNoHMhVPdUTG8CKVMTHWhTDOlZMME9zHhIhJzLCW7b8/i1EFcNZyjrs0UoPu5cS1wUYY42qZrGkXXbHqbRq5wKkEP57kpZrssV5Q9Ige07OhFEHaZZOtjl7w9IW45RtIK0cDMMAu0KdNSsPAcmzmqbjwctRyiRMQ2N/tOduXBJn754sBnI0Qe3qCT1SEF0OJj8xd6zYhIpyCmgjpokyy7M9kGTt2KZI9RqfTRSadExddRFJEVKOZtazsWomkcVWFNxUQ2G8u1ZZ/ShH/Wpecm7uGDEbJO3BtDt8ZxZoUeI7cXSit7OukpNiov4sAxcm6SidB8wlypS8BtlsnigTeH2+QmpsEDlixC8B7IUfBTQDOiC2pJLROCohnloYGs7dB+QJz8C42iiPwY8GeBf2B8xT8XEX9CRD4B/mvgx4G/B/zLEfFbkib5TwA/BdwAfzgi/ur3/RAHOa4PBucIzYycSpap6di9NIahTK2SSehT4mlaRzfgnox6agLI3hPYpo9sbK14KdzWLOObpFKZmKdUmJX9tc3B0+SZnUiwejN4d6gs59Grvj6+OEWN5Kh5jHB+dAPvAkeduDXDmfCoFJ9Rn1Gy1rpQqV7woyA3TjuNa+I1DWMPpAm1JYbY3ZBeEHNktF2KSA6jjtBZ4K0ycl9H+ap0m+MwiCLDM5QNI5dakYEnatdkKXSHRfHZkTnxshogqqgLVxZEEXynLJOgpVCk0kXZR1BlQj0HtBXGqAM16tjslRho43jkAVK2zHRkKpckkAV9TM9k7KMi2bNzdQhycNxIycjESXb0KHSCozxiCcFMsJ5Yn3alOFm6t2Qj5jDQVpGTZyOHJogxCh2g2toDFGDlLgtOgcjaZ5HRAMKHYR+MkLeVN/EUO/DvRcRfFZHHwP8mIn8J+MPAX46IPy4iPwv8LPDvA/8C8BPj5/cD//n4/VqJIDkqI5TLMjoBydZbWVI0drUaSU0owDQ8oBCiMsaZ5ujTtZojX5NUiFhbaXl2wS4UqEKnI5FlVhlfZJVpHWYt1pknnlzKl8VcRm9DtqmBPs5lG32A4jImrDHRyBkyMUa4nrplnWhM4DPicxbDU3KUoytqhlshFnACjeyknOEH2XDiPJwjoQQG8TXy/EeFJDCSV35xPnG3q9A3QN65bhMk3y7TvPQxA2jc1QPeTS/QNLZ6eVk71viIfNbKDDyxsjLwQfdkX9SCaEVixkYWucYpaf4SRBgmy8ZDDLITlIeMDVI3yk7ODtekCpEJkW0DleTFxTCiQknPb/CIXSpNdjkmI5INEUsmjSRST1d8kE5CA0vi39GDOMHICyXk0waf1rIOWluGyB5Jq4tIvD8bYK38xLW09lzxvI1zeAP5QqMYEd8Fvjv+fiYivwj8KPDTwD8zDvszwP9IKs5PA3828ir+zyLykYj8yHifV4o4xOns6urahUPI8E8Hrkfk8G5N/IVRgB6MwvAyaAGRVIGMXseOMwkRBScrPaiDGzaasi6aIz8THcmGED7qr/NCMAbIb9dl8xCNbKN0x0MUPRtGyR00X6ODvrB28nAijHAFqZTYUWNiFzuqFLJfXHp9aop0SYgA0sMOARv4qYNaTnILB7OguKIyFJSsClg94LUm+y305WslX4Vu48BJtqTEOtheZMzotuQrrllor+ndRxkRU6z6TPJ1h4GQAkSSm3sFnwImIfRAYSRNUGaMFp39oJclLDQ+i8TXYWz8JN3DCZxsKmIxhr4JyZwYHmh2eE9stMWOLkFItoZyn9PohsFyInp2547RUUqWkfwz4KSIDVy8R+LlTkZ1q14bW7kfSxp4jGxN5hkqe/iodEmvNgYdZ7vub7HhvxWmKCI/DvxjwF8BfnhVhoj4roh8Zxz2o8D/e/GyXxnPvV5xYNQsDhlKwWD6JzdRh7UfqXjyeelJLskhOllmF4xmB5a0nRiMdwFUhTil8RCRVIpaEVFMK06jMCHSqONFwvCqLnqyxZg5HZ7Z4rXrd3qGY46G6DasPrG80eQWzSx1jNK/NtEWzWa05DSaWFtC6YT3IFqn357wxWg3p1ECVqlSqFEg6pZllkgcRnwlsa5crZKA+kW/xe36v7EWfD3lnel2kPzR4SmKCCaW+GBJSMNKtqfTqQ6MbBCSS4ztdmxoyuYRac0uOTKw5hUiWWahZpYmK7SiUSl0XwbsPjrZMwa4jYFO64TLQEdhwOi/IxlhhOdsdRdA5wxbtSAhtMgu8EFSwqR3vOWMILeSTVK6ZdKoG7HowLvJqCYHSCfRnfV+1oyxbHiVnuyJM6Mie6D6qHsWj1FTnnzgDP4jr3+Q3bPeUN7YKIrII+C/Af7diPjs+2RzXvWPz/kiIvIzwM8AzIcf/vxN6umJpWs/ypois9CsFRljF11/1tfhideE5AUVxsD3nmG3iiLdsrchuRvm9VNCJnyMQzDxnPuQzeNgtDi3SN6QjwXm8PHdxcmueOLAXNYmDBHEmu31c7PX8AxxRSdKqVSdmDTDk8krrjk/xkIwFiYjm4CeBhUxyDnPg8gqnhhm+Fg32S5NIj3ftSJgNZTf9KTzu9Tt3eHbuUGLQCRhO8POAQNpYmiio1xvNPJIFslovcWaAByMAnFU65mTF4MdoSWrYApEKcN+ZF/NNc8c4lTJBJvLyECvEY6kV+gjS5z01qScBcmhJGQziNtcdS8X4z7Su3PzUVlF6qCnAxA+mBLZzCopYgjeDXHdvNV8TV7yGAOyNM7TKVcOrvg6Az5HOpzZH1tGYBQpvKEy8IZGUUQmUmn+y4j4b8fTv7qGDiLyI8Cvjed/Bfixi5f/g8D/9/J7RsTPAT8HcP3R745LqE40aSMwNK7kRRVNlzsTp+OmXy+KZ3102GpMBzA7HqcyRQKOkmVJ0m0ECmnEBLCqRMkvO7N166ocjXn4g1m3gpxd8j7CY1h3c9k8w7gwioyQda3NdMvOwBEwl8rV1TWH+cCh7tMorufbjb7kz/HZLTfPn7O001Au2XZTWQsQxgze/B0De2XjcMUw7GsGcl33N03etW4//ugnYtTYAeQY3OHtiSXlS0omCtZNTce0vtVrXKlU6lmTrwbaA1dPnu1oDCA9ixKiCD5XQmX831nIDHMMJQlJPfRhPESSR+sUeuQYEAvBPTgxIp41BI2CeBmz1BObDx/4dGjqYIwWeiPEJTRbjzmwNqvwSMO/ttjzM9ZY0OHlJX93vQaxGsPIn+7ZzuwSUww/Z8Yv2SBvKm+SfRbgvwB+MSL+k4t//XfAvwH88fH7L1w8/0dF5M+RIPSn3xdzWcXPi16HzYzPT7yNscusxbwKaokNistoXZS76DqmwBkA7wi5IcmqGTIPDqJHcgmm3HUWKdl6rMSo+ViXN7pVx5nbfwapLZMecX7FFqKOn81zY3V202u01rDesWNnuQ38WePWP0V7UvQd2YZ/JxFMoDu3N6es6u9wmHZMMlE8w+bEUxJ/UjLsiQh87NYXlv6OfNMaQnwluh3Ql55zn1U3nGvFzc2zbb8XzbrolXA8+LfDzKXR08QKi2cnmKgF65l8QTMxIozSN1WirnOEApVC8ifAyDnOkBSaFWXOWqw6Ip/EDKOARCUhzAH/eBpBHTosZonp+2BlGOA5VrR4yWRLt9TLJngDM03CeY/kKFomVoop4QamRLfBuRXomsUZHbwZOniJQl7DTCCu5XxneGg1lG9TrfUmnuI/CfzrwF8Xkb82nvsPSIX58yLyR4D/B/iXxv9+nqQs/DJJW/g3v/gj1vZbqxRsJYyOec4rV1HXiXweI8yVEdlm+l3JFuqebbu3io6tDrlk9+IyQl9FtjA7SqE2YBqdcnRkqMkQ3O4YjUB9XWIZCRNGhnskL0YSY82Ise5kqyfpox65J8hsseDRcybGYvTeUYvR2SZxlsRRkpdYe0El61ilxOb1rTqweqd1jGKNCHwgEJtcEHO/aUaRr0C3s2Wdjqqp4TDKMDDaV3QDj8j+f5KM7lDHex5TdHh4RhLGptTnWBJTVB9UizEaINkyo0lCCBShFRAKybDNromXm6OvXqCUMZpiGlQbycH0Q79ldJHnIpGhPm3nOmJw1v6LFjKOl4xSIrIjuHGRJc5jwzI5KFtoXDO0GdVamCdksL5v5H27nYUIZeMLc35v1sjozeRNss//E6/H4f/ZVxwfwL/1xit49WeeMUYXRAY+ASMkOJ+sbie/XmQAP3tpo/zJRwWHD4zQhdxtI0P18DXrJ6NO3ilSMuwkieMvh5dpfJKjla49wBk7SbcyMSIbjUQhgeQ0dOlxFnLAVYxZ0r40lmPDWx9zpMdaDcQK1gx3qMzsdyDzeaPI2upA13B9G0GQ3valQVznuazyTQufvwrdXmkuW/jmI+sMiDs2yldxw6ugPjZBlVG+FqNWepCYMUJAqcTYlc99Anx4l6R3xrrRZSOHUE26zkiiJP0m4RUTNhI3omm0PaOq1no2jPVc/9owWTn3Ok2Oo2Z0E8M4klGYWST1Jshzi0wqamQUJC5E74OuM5Isnt4nA5sUjzujM9bH2Rc0177q9mo//MJwf3hdcviCZqdrxgXOuMIK2kbWLQ8rtxnClbtkW/iq4/cwYqN5paiOMGDkvSKH3OR3N4yqcAc/XEUiw5tIvT2Hpn7GEH0YTllfv3bfXhsxhKJR2Ncp6eKL0zaajGTWnbEjavbsmWVGEVRnapkpImeDG2fjPdSSV4XLl8c9yLsV8dVojdAW3+qONVaydDknQ2JERD74rmOExIqihJGG0nX0/Fw7IY3bQNNA2GBlrFnvYf+yJloCG9j4urYMMDK500ci0H0tEdXUORnY5rrBRmbI18d+EaGcO7yfHYQV/9MxQ2ht7OCcMVT3lT2ScIK7D6cn30YZTg3Aagwv9P9ledsihfthFIcbvNJQgLNrzqAjbnjBuNm3xIoP9n0SUn1U3qUXVNL4SV5YtZEq3j5jfHZIfpvOdnxmxLIDMSID58zlrjuP+2pExxc/bLLGShGKLbznzi43QhfPIn1RZZpnik6Y9iw91JrK0FNJNLLRg6Jo5OzrwpxVEl5GiBbJ5Rxr9LUd+xrCQ3ogb6kkD/I7kA0/zjvf1m1KRwemkgk7WVN9zhYWJosgw8pQgX5mZPjojqRr8pFhGJWNtqIGDNpOhsWORA46W6tYYlBydBAWt8SLJ+9VPAduZRPbtGubIfMxY33gkzacFJpv54tlhjkzyDpC5bxXNBTzbF+mPq7BWrtsmeShOxoV89U7GesdVKHBXk7nyPpWiniZYPkwjSJrCJyE6rdJZfiOAAAgAElEQVR7oaaneBEKrob0Utb/rdhCenfpfnskyJxh9914yn3UYBMbUO6jV5u8wnu8dOG/+Hxz5wx1kIrilDIR1bPlmfvG0xJGaLEadpLhn3mnyLCLNYS/+/mv+vvBS/xqZL1hz48HJUcKa/MWGdHm5XeSxwwHIEGxO++aT8UFdDQSjeTfZpYGd+hZeogjlLesZQ4G3i6yRT1J4YE106wIWjRnmkc2jDCzET6TDoP7KETIwVXhAzcfXMJsV3cRs4ymL7Ldi6M0b9x7sjoLAaKjPd6otJFR1RGxwk/5rgr4aI22vufltXwbuTdGcZUY1JsvFLm8KG9w+MWFKSO5svncl8cFF0qsXF7Py90nDeTn/3f+vLt6fKn06cWt1le2ZaxcNlVFKlnqRLYxwwUGXiRj0JZwft2awLlzvptrmzjONzCRcg/kTMvKiqZRoy8Z3YjoK7QQROKOIZARFmcXnRHNiG/RztqNKTvMp6spqyEc7xnjYFEZ7IyMiJI3yfgbIjzJzr7i5mu7f990bH3N+dzu6q/ZGFeA34F2iEAkeZmrYY1hJBXYOsEPTHI1+iP8W89kW0P4+Rrc4QG/Fir+Yrl3RvFleVUifVOidZt97Wsu2JxDEmsZO9ErXrUqzoATt+diYzJycZxsn7GF1OIbXpjvev6c1TAalyVcWeGikSRbVRltkM5wQQzFTv8wZ9iuCrdejQ1j2a7RqA0dFSx5A63v+Y2rcX6vsgL+ToZ9b9vOKsIyYTN4PDL6jGbeI/sbri7CWVcZEU2kUWOMVR0JlRUfzKLW3OR9xQdFcMtEhoakZ0hyal8eiysy2v6TG29GbF98XjGOW7FOKYykyTlJGiPBeB6lwUiunBMpunqbcr4nf6fwkNwHfElEngG/9L7X8RbyQ8D33vci3lLedM3/cER8+10v5psiD7r9zuVt1vtGun1fPMVfiojf974X8aYiIv/rh7Re+DDX/DWRB91+h/Iu1vsQRz3IgzzIg1zIg1F8kAd5kAe5kPtiFH/ufS/gLeVDWy98mGv+OsiHdt2/8eu9F4mWB3mQB3mQ+yL3xVN8kAd5kAe5F/JgFB/kQR7kQS7kvRtFEfnnReSXROSXx5Cg9y4i8qdF5NdE5G9cPPeJiPwlEfk74/fH43kRkf90rP8XROQn38N6f0xE/gcR+UUR+Zsi8u/c9zV/3eU+6jV8WLr93vT6TgnSV/xDjr79u8A/AszA/w78nve5prGufxr4SeBvXDz3HwM/O/7+WeA/Gn//FPDfkwUlfwD4K+9hvT8C/OT4+zHwt4Hfc5/X/HX+ua96Pdb2wej2+9Lr9/0F/RPAX7x4/MeAP/a+FWes5cdfUpxfAn7k4sv6pfH3nwT+4KuOe49r/wvAP/chrfnr9HOf9Xqs54PU7a9Kr993+Py66Wj3Ue5MeAO+aMLbexER+XFeM5WOe7rmr6F8aNf33uvJV6nX79sovqpy/EPjCN2bc5CXptJ9v0Nf8dyHdt3vs3xdru+9OI+vWq/ft1F8o+lo90R+VXKyG/IDTHh71yLfZyrd+P+9W/PXWD6063tv9eR96PX7Nor/C/ATIvK7RGQG/hVyYtp9lHXCG3x+wtsfGpmvP8CbTi/8EkXkC6fSwT1b89dcPiS9hnuqJ+9Nr+8B6PtTZFbp7wL/4ftez1jTfwV8F2jk7vNHgG8Bfxn4O+P3J+NYAf6zsf6/Dvy+97Def4oME34B+Gvj56fu85q/7j/3Ua/Huj4Y3X5fev1Q5vcgD/IgD3Ih7yR8vq/E1Qd5kN+pPOj211++dE9Rsk/+3yb5RL9C4it/MCL+jy/1gx7kQb5iedDtb4a8C0/xHwd+OSL+z4hYgD8H/PQ7+JwHeZCvWh50+xsg72IcwasIlL//5YNE5GeAnwGY99Pv/c6Pf4LoOqDmPGnMQmgeORQ8BKkVRHNSjTOGPOWwJ/fAuqEoouvw+EFdGg6xRw68iXXkoug2yId1KhiZgDJ3LAxVQatSq+aM6XVscwEkCG+UWCjizBpUDap4DgoaH9y6YTmPB1Gh1EJIIUJxCo1Cd6W50I2c/4uOQfe6Dr8mHKw51o3oOYKyio4hjwEYEUbguNs2dEhVKEXQbVhSEAHmjlsOvCTg9vRb34uHGS2vk7fW7Vr3v/ejp//QxT8vj4yLX/Hq/71WXp5at83ju3iHiwFTOXtvHCd3XpfTk/OpWIdArvPTJW83xrCs1P11SuTn13g+FRlJC1J3fYy3XB+vU/dWvV5fFxdvcj74+/ycr1V8wTX73vf+rzfS7XdhFN+IQBkRP8doEPmjv/uH49/+M3+Iad4D0FEWn+hMvOgTv/qsc7MUjB3TJ98iyhVqE9wq9mxBboX+wrj97MRn33vBXCr7feVwODCXGVzGyEVhWRZePD+x3C7gcLU/sK+VWSqxAF4wM1pr/PbNC56dbtg/nbn+aOaj71xRdzO+D+LgtKdgc6M///s8Of0mH9fn/NiTWz45LHwy3XLlt2icAPjeb91yc3K6Va6urjh8fMDrNSfb8ynf4rv+Eb9+e+DXXlR+7ZnBi8Ij2fGoHti1A3LrxDHoLxqffXfh019/zvHTxjWVb9fHzLKjRCfkBb3/NtZveHbzjN/+7DcoFa4OE08e7TjsdL3+tN55/uzEs2cv6J6W+Bf+1p//v9+BTnxd5K11+9s/9I/Gv/jTf+p8mKwzIp11XqSsN774nedzRnScR4QKOcUxLq2WkvNw87Fst7TiIxBcB8QTMl5fQSpORaRCzBAFmYTYBTFDuRL6HMg+kKuAXSUOndgrupN0CqpRihA9ct4zYGI52N6UaI500BsljhCLwwk4FaQH0SMftyBMkA6cfMxiPyHRCblB6CANiYXgBCxAJ+jj2vmYVulE2Gu/vD/5p/61N9Ltd2EU355AGTnvOUW3Qdz+KhVk7HORXl+suw93R0Z+Hitdd8nXi0uOVLz7ms8fkx92HqQakl+KSKAi6d1RcMlzcYJSgzk6+3CuDspumugVQpWqC6V3dLGxEQchOmb/DiMm+TnOBXVgzNn1O+u8ew3yOB2zgz9//hf0hwf5YvkBycEX1zeUuzPLL4f4+p3H+X3Fha5lJPXyiNG4/HtEQNvI78vvXIUIzZGiL61QtnG6McaGKjBGmwroWIO+4jWrHkLOVF+PcxHCc0QvjFGlrxhanLOvYzu3V+lj3udnbzou/n7VeWzH/ADyLoziRlwF/j5JXP1Xv/hlY+e7fCbGF63rDvf6V7/qhl8lsLOCvXTs57/kz+8254ubLvtqkESU/NYrIUasvr8JqkFFqFpAg/nJDBqUArt9wEFZdGb2HSHKzalwRLmNiWM4rVcmzznQss631rNB9AulX2EC4XyDpDLevWD6kha9xAl74znE32D5AXX7QuRlo3eeoxzrcxIQ8oXhIHzeOFwaKllxnvV/AbmF5nOKIxE4jsaYxeyr85DPIZKzlz0uwtuEXsRkzKz38xJCkZfWk4Y7QGU7v7tntupfQTXADV/Xv53H+fEW/l8Y41de6h9Qn790oxgRXUT+KPAXyRZKfzoi/ub3fQ3CEoJ4XrThL6X7LyWHdg+blrtJynrB8+dsIPJ/hTsKIbINJQcIjTG0fjweWImUYVrcErYUh6IE6fHhDuFEM7wXPDreHZWJUow6BfMBribnkd5yqCdqFUrpRBVq2aFlx3EWjnqiRmI6t03h0Y75dubwIrj9jV2GHR0sDF8CRFAFXw23RuKdqomret4gEYJtHqWcDee4Tu6+fldnb1IF1Qej+P3kB9FtBERji37OFmOEznI2ivmWqV+fe5tLYxAXBlV0YIerMWT7++5rQYcBlDXc9NQTIWg4igzoz6GBFKA5sh8huwXegxBBaxo6AYyCbZ8VlLE5r+Y1wlAtODawSUE0BlaZi877d70X8/5PY/pqnVw95PU6fJmxzjuZ+xwRPw/8/BsfD3SZUCpFBA8wqbgPRRo7jAvbLhdveP/e9ZbGzqlrqHBX+UYuZzMURox8TtDD6eaIdcQDsUa4QVkoujBXZ38QdgeYr2C3F64UrmowzY6qYiI4EzBTJkXUKdFQlMNOMS+UpzvmRXmxm2mfOsuL4PbotAJ9y/B8XgVWjxo/Y4YrJHG5eUB6uZvHOTYK4dXh9YPclbfV7U3k5TB5/f1ywuQcVm+GL8pmYc7G8S0lBBseHiKY52ZMKBFKz4MIzYiEEkgXpIJ2zySoBqgRolsOJCoXugVaAkS3hN7qyYbEcDzSCPswhGd77rgoenG/vi5EfpWkTr/9ZXmVvBOj+LbiCMcoIBOV9Bx7VEwKNkJVXz28uLt33AmFVe9mnF+Ss4E879IxDG7o9jQujpEGw8JprVGbcDxCiRlRp1ZDFHZ7ZX848MOH53zrqvJkrxyulGkuVCZEOlICp9MxVoDYmVCZUHZAwTUIToRALTPz48IsymGe0RfBi9sOJ6WNm6vIqlhyB9MZV2LgOC9dlwsI4fKaRCQWunrZD/Jli5+THa80hEM2b3J9zcs3+ue/n9VwbMbyFYYhInBzLMC60OzE0hbMhe4F94lTAAWiGjKBHKDsFfbBtCgyAzvBp07sFJmUqPkaVWUulVqVMlf2tYAHQVCKbueZoXOehiqIKqhnGqEoeEJFdzDSi3O/+/jz8gNvGC/JvTCKgWK+x31m0YCoGBBUmigaBrHQCUoEutJpgtz9JNCqmAReZITFKTJwk4j0McWDYhk6m2tSdKRRJDAKtQvRjWYLC51mgTq0HrQ+U2Zj1iPTZOynwmHv7K6Up48mDrsZmUEriBa6zCieuys7QDGvhCheBsbigpaC6A2KUGKPckCvHuNFKOWG3RPDTkEcgxCnS2BFKJIKiWqC0L6C3rLdYBJOJaib8cwbJ0gPYfWO4SJL+SBfmghnrPpV/ztLjGTdemOXFcIeWDUIOh7nbSsjKsjwPN/fdSRxPJMyFka4snTh1hptMZYWHBdhWTI6cessYlAMr5EG8CToPtCDsPOC7oSYPRPVk8D4kSqUqTBPhWlXmWPGYmKWQsmzIErBXPCSmGStEO54iQybN9zcNjhAJLbtI53k8fhzVvEuRhuhr/jf223298Ioegi3UZGYkm0nikfBEVpAx+ihLD3wk9HNEDuhrSDuCEIPp1RB1dGQcyi83vSe4WS40Cl0b4Q7vXf6MBinxXh2guNy4rh0bm877gvaOyXg8eGWxx/PPPpE2H9c2H+7Uq+D+RoeyWMqC0hnMeXWCxETXZ1dCWqtUArKFahiqgRXmM9IFMIHNQJFilJnxcOJnXB4NFNOQf/0RFEbmGBmp1UrhTIye2e5hA1KKReeYspG87DMeIoE5SF6ficiF3fy5fciEi89fvkL8HOS4vL9VkxxxSo9tpyDesU9aAFLd26Xxu1iPHvROJ46x+NCb87SFAslvOBRYBKiOlYdpkD2CjcGu4Dngc6F2DlMhh4KZS6UfWU+zEhVdPUY9xNPDtdc7fbsSqWFclX2SDgFEkf0dBfVgJ4ZaRmbgJfkHAurhymD7mN5X6frkK8JHW/IsJzO3Uv4Go/8C+ReGMVAOMZEYUrvD8F60My47c5nzxvPj8ZNC2J5hsqR6JVpEWovzFRm39H62BnEU2FwoKQHJAn4ujvmgVng3VgWJ7zQTHhxY7RFOZ0arZ0oGjy6mvnoY+GTT4SPv1U5PFamQ6DFKChihnejDZ7UDYnbqCiuEyIFCSfKBKIIMxKVLoUWV5juyS/+ALJHogJOyDGzzVWQ2plqUOuC6oJGguJrkuV1McWaJb/MLp8TTucbVCIz0w+Y4ruR18E95y/u+6VQLyg4sb7HmsY4e0ARgQc067QOt0vn2IPb1jg259nRaEentcAt9d19pXP5oMRkosYIRGxY3wFfbWGtEM0QMaoYC435+sBcK6hwMufT45FTN3Z14lHdUUplQjLUphC1ZMLvJBt26eKZcNE1gaNp81EQeymJIGdo4RJyCPLY36HcC6PowBKF6lmZsXRn6c7xtvGiCZ89axyPzo0JJ79BfcK7MC2wY2bPxKwOLQ2eiDJf6NmKqXgP+mL0xbDFaKcOPtMnR3pwOjl2akRfmFj46DE8faI8eSp88lHh0RXUXSDTyEovBhWkC32qENCiU2TPIp2pVKbSiWJYFFSUEhXVSo+CS8UodN3jXKHsUKkQHV0zw7JDxNES7OfOrhpVOyUC0Zoe4CsInZceSHqJa6rvrDThMrBHvZO5f5AvU9bN+RX/CT/zTV/7ctnc+tfxTH0YjKUbx0io58Vi3AzDuLTg9tTp5hm2uuQPdejYWIM6riPrLGnEUDCBgia1TSWTJu50d+IEZV9xCkhWUrXmNOtY5D037woHqcwjkZLsOk2DWNIw4jHCaEELYKuXvDo66+YgEJfXQ0YSa/17rYq7u2m8jdwLoxgIJ69Er/Te+ez5kWfPb3n+4sRnR1hORrfCYtBCwRa8CbMp0l6gvVBMmKXydD7w6HDFrqTCWQ+sGa05/eh89uKWmxcLy+2CNWNpQC1M0qjWeRKN3bXw9KPKt7+jXD9W6g6kGroXomQWz3xCmiJNcN9Rpz0qAeUjVBvoM0xfcBvPMToaCzWEGkFxwyQwbwQTJyohe9zTmywSNE9FwYM6T8i+c3hUePRkYa+NLkETIcsAhhMRepFVXnVHB3fsnN0UGW/tYD4UVMu5fOtBvlR5meWwyRbuvcpTvLihI+GSWJ/X9P4dxcjS0KV1jifjRThmcFpgaUHvTm+BRkHEEqaMwMlyWSmgsxKzoXPN0HknOYNwAp87OgGzj+Miy12rE+pIMZof0R7M8wGZCiGw9IXTcaFGIcx5Ol9xVWcOVZg9PUJ1gyZgwxnUGNji2EqEQeZOA7hhijo4uSJIDPxVPKk8fsHGXTP+8QFiihHCsQmLGafW+PS58dmNc3Mb3BwD61kD3RE8dJRQCqfwTFSYp7cWDVpQVJl1ZvIZi6CbcVpSaW4W4/nSaN2gB1PJeuWpON/aOx8dYH9QHj0Rrh6B7AzbCXooyKNHlN2M7CplGuDzAbhSODQcp4txkmXYl4mQivnC5M/x6FgINQyXzEf36Aj9zo0TolCuR1mX5V5ZlXI9sX8S7B+daLcLva85lkjQfQOaV+MogxB7LgNjIFTr/9NwZgVOHvcgX7rIXaN43qBevwn55ums+HF69OECnhBT68HSjaUHiwsLhXDN5CMyOIGGFKEohBSaB1UmtFa8CExAdeRQ0Vnz8RR4cUw7IYHr2HhHYq/uJpiUKD0Nlyo+egFoAakFihBmWDd+a3nO4p1HdcdHu2ueaqFKwQ20ylbII4l2pY3ryUNxajobkRn80DLK/wbDYsUUGYUUcnm9y3aZ36a65V7cBQHcNiOis3Tj2anz4ta5OSmnvhBe0zBIftHhMUje6Q6pB2HQzBGM42lKDK5NSCjLYpyacWzGi+XEbQ/MBY1Ayd3pag6+szd2j43ra+XwqFKvCrZX7BBwUOLpRMwVn2diLugUyB7sIPQquBgqFYkyIg8djR2yXtNcmHE8HMToBBaOxBEpDYmK6A5kwuRAaAE+I1RhUuqVsH8Eh0cTN7+9UOo5g73yOH3jWsoWmt2l5DBC5uSDrobzdWWAD/J+RIb3s93YsHk8FoKZcWrOYsFiQovC4kIJRT1Yq0NKzZpkD6HYIHtHAWZ8DmRyfOeUQ8ls8ARRjEYD0ji7OqKB1gmZBKogc/JsV6MoZYTdkySlxwVMiAKn2461I2ZZWXaoisiE1mFczfM9LaBCuKKtDPpdGcbOyX8aIdNINp395zR6PlzJlU7hZxbGW6j2/TCKIdyckl5jvXA6CcdF6E0wnzNFr3NiDOJogR5O7YIVw2fNWBBlMfi0L0graHfUjaU3mgUn7yxuqDmdYNkJs3Qe18InU+fpt5zdNCE7p88NHgX16R72Shz2xGEmSkGmQMuC7YaChNIp1AAjcc0IwwROTBnWSlDlBvfnFCGTLdEIMVoIEguuEy3y+BoTDSXk6ahWabgsyN75+Ft7ls9e4EdnJqBqErtt8G67YO4ElWBs3zr+DiHoCax7waLgOC6SXKIH+ZJlJC3uyMvh3EXCZL2fw5NWs97NsZLyOyevLBbcdqV7gBYkkopm0qEok1SKVpqlbShVQB/jk2HqMAvMkb93IHvFpdO108zwvtDiFi8dmYJ6mGBnlKsKh0AnASpTGDIFTEqrwTwF0yGTm713+nJCA7x1PrPOaTFqVJ7OhWvtUB2dS96/nmRxMSN2Aidhih0+XMlAEdlv+GPQVpM4PMSeFZKrgYwfjGJ2L+4CD+e4NMyhd+PmuHBa+ijcSFapkKz6MmooKZK7zAgDvQpV0lgee+P5oshSmSiYJ126S+AKUQMzY6qVfek8voYnHxf2jwulQsyBPq5MHx0oT2Z0V7G5IHuAUf5XNMNNKbgrYh1H6RK5E5uyUNgJFJ1wgsknuu8otiB+C9FAnK4nvLxIbmYJ3CV31j4jPuFRUakEilb46Icm+nNjikJ7puiLVHyLLI00UcIr4YowEcwQ04X3kdw1y1KD9CpkRvWBp/hO5JJcF5ecxZerV854WIheFu8RIiwunLrQDJauqBSmqWSixZMoLZq0rkRjKiWUmAseCr4nJLAJ2DnshJgDr4HvnO5BtwVvjajBVGZ0NzE9nph2Fd0Ds+ITGR5LJ7CEbaoSU2DV8dkppVCiwP4A6tgSeDOOS+d7t59ye1z4eDrwSX2MAmWl2ewLycZQIiq2gDDjGkhkiWLoDqKN5OG5OihikLtfi9O+mdwTowinnsZt6bA4dM9Kl5WAFdn8b9ARRo20Bj76vGVHpQwZT96pUZjDQJUYGTSvSlSjTUZoMGFcH+DxtXP1COpVhdJhEvSRwvUEVxUrkiDztGaEExQOKYgk7SYBkgS+DQE9YFEJ6VSgqGKA+RVVFirPkLglbMHEaXYiVBMbdCX6bWZBlkBMcdPEU6VS98r1J0+x08Jta3Ac9FYRuigm2aHHqRlqiCYeIxUJQ5gAJzz5oAGbYXyQL1leDtsu+4BtlVWX1S5ruKcbITtpVEILoVlNvm4oUuaksZA8xTJSxxlRCcJEjYLXSsSUOJykIbRDDDJ20KfASxAeqGfv0LlMlAnKQahPd8zzhMwgNWiaJHFT3SIi0UHOroFLH/1MC6UKvSkuNrpGGS9OC4sZErDTPY+KbAkfFklyuDlugYoSSehJjJ2EmbKvaUf8TMMTykvY4QdM3o4IumXJXY/EP3xgXmtCND1CewkXGzZzrdeUga+p4EXw8UWtWXyJpBmYJpH00RR863HlydPg6okiV4JUxSaF6xnfKV5klDQJPjLaqtl+KTSIaAzSX66RgqjSqUgstHBMjDkmQg2fZtymUY6jeJ9pvdG607VhepshQJtppxfU5zvs9gB9N865ErOxe3zF01NBF+g3maHP5gJKUEfiOjGk9BAHbrhVSwhrnZagiGbZ4YN8yRLJj11lS2atdzlwaQxXsRBqGeVykU1SuhVa9rejloqUHeZOt44yNr5knKKl5vcZFY+aRQKz51c+K8uhYzWrVHRKLE4iqTfX1wfqXqmHStkJcl2Z50rULMlrNWhqdDFCjKUnFUejoSUIX/DeQSpWKkyF0RQMomCT42F8utyy15l5L0hRZgoxBeqKmkMnoR/LC6n4Wt6ylT/6uRUFA8U/y2WC6y0y0PfCKGbZmSG+gquJIahoYisoEX2rnQy3ZOHH+DIVyqR4N6hCkYrOENWRIqMCRNKoTs4UhRn46Ao++ggO10I5BHItME/U/YRcZVJFikLRQRUoiCbRNT3TBtJRMRi7lAgjYwadCuLZoolCyELoAlpwm1FVGllZ0/qCmdN7I6SicUONoLZb4sUN9AMh+wShdUJ3hd2V0B4Xbn7TKFUxi0wBRqZ5kuc1MnYjPEsDXrPzzgi3ZXgV8mAU34m8snzylR1NzjduVu4lO8AoI6ECJhMihtZ5S5ShZTT/kNziRClURGYMpcgOLRV2BpPgszLtBK0N2wE1oFSqKF4q016Z9jPTocAU1OspHYAaRAmkeK5Beup370Rv4IH7bVaZmUMYFg4ypfNSQKcgKpgFx9Z5vhw5aEXLgbmC1sAiQ21GpYyPslWhoqF0sTSWPjxqYE1hb71FX0pSyVvQze6FUVRx9nEEEpvrfky8bWO3504D4KN5qxF0ASnpIaoIOlVo4/EBdC9JgHISDK5BhDMXeHoQfujjhU8+TuPi10p8pMhhj8wTMVV0X7M2swheDA+nqKDFs7GsMjr4GJQ6qlEUsYJLQcpME0Mk+9GZFiYyjO0UtAZeO31y+u0N7dTpbW3Q0JkFhCP9+Ay7rcAVoQe0PMW1U/Zw/aTgjw1vLZuDNkeiEl4gphxDoDt0jHCIyNZhZmsXtJKZQxK3fJAvWYRRsjZk5Y4Clx5irB79+rIg9TyUkwUnU7ortUyoTtSy53gyzB2RSoRiBrXWNI2yx1yQUqEq03UlZjJMnkD2ORKDCjIJ9Wpi3k+UvTAfSpb1TUFMgk/JSfSSHuIsxjxgLffk+3p16D2LJFqjuWOW3aQW3SXUVGrei7Mi4rTe+bQf6c8du1Z0Lhz2M0JH9plXDhO0KGGF6FlZozIiNLVzUgUQOqoXTWovoYq3gBjvxV0gBJOfAMWjM8eJYIQEOrKjowmES2BSUBesVMIdVcnaYss6adVxo0+BqKIhuGUzhRKFQxUePRIef9ypj5xyNSOHCXkywVyIOnZfTaZURCfcoaylSIpK4jDpAQYRndSSbPUkOuWXo5l5blqpA0BWL9nlBsMFlmro/gqNRvFgOQXNOlkHnbNVhE74QsREmTouDVSpu8LusdJPRm9OuVGiR+KFDkXL2E1rciFHu76IoDtbG6gvq8PIg7wsw0P/nJxb2G0JlnOWYJSxCd0j+wBEVmqVUjLpFoOTGprVKRYQU5KyQ7CumZisJbvdzEt2ei9BL4Gpo9Up+8Jur9QnE2Uu6C6SwD0rXpOeE5QJ0zsAACAASURBVLsVivJR9eRZSWsdUadLx1lwaYQ6S+kEklQeB+8Nw8BzVEHRGVehToWlO9Ibny231Cgc6oxOgltBPdAu2Q1Kk7cYzQcNR4GOyOiRunqGAfISL/SD5CkqzrXc4AY1GqJHqvbEvEJxrYQq3YGoNCmIODtrSVjVmiBuGWFt7RkuTI2oo/9gCF4n9vWGq13w6Lqyu9rBlaDXnfna4PCYmPcQTsURlvQQlQwvC0ipuNQRctrgQ1vyrqIkdjmawEZoNn5VIWJHEBiNEKdKJaLgMdNloU+FHgvOEVtuqKeawHkLTpPis6I3EzWOIOB1pkwFn/bUR0euFmg3nVYb4Uow49oo0jOkGqC1eWbC8yarGwaaFQ4P2ed3I2vTgpeM40UIfSf/sho7FCMJ15ADyqpUXCbcYzSUIGuZu0LMTFHpYcTslBlkMrwaoYpNlVBDZtjtC2U3wT6ojyvxuOTmWx2mgs3pIVoRjnunCBSCgiF+S6GhuiC20Dhi0gk5EdJRjFMkCGYjMRJkQ1slIDqlKF4ciYUuO27bwmcc+dbumlJy7R4Q1nEtGQFJ8jDdEhIg5s1jhM7dMQ935YPjKSrBnhOhwlQco+G+4BgiFUQwWW9qG7NZErPLll+BRyfMEQWpStQdNk1YnSiRk+20CNNU2Neg7gL2LbHDR0o8qpTHM9DBnDAnZMkvUitSDCmpOC6WF1lt7NgCXjBKGkay2B5xzm2QnD5I26pCNqcZ5VqR7cTQiaKeGXDveF8yLVILUgrdDLdOYZ8eQxVkrshhhr2zPzjLznE519SKlC0pte6WCgPAj63jygNx+x3LSwbxVb0BX36ub3XKAVRKmfJ7Gp6+yozgNPNs8kGntT56HFakSCZDRnbCwikKZVZ21zPTVUUPghwU34HU5Kt6Jcv4alBn4WqSNM/uEI0qBtKo0XMMBz1NnmQCpRAUTRqkRzBJYIMy4z42ZM9yU5kUPxk37UgJaPEErdkhp3hkGSDJ9FAZWCU172fSg3QSKi8rX3G95D9g19l7YRQrnR/S30yMqwj7euSmdDxmrFRMjY7STTi5oFQ0Kio7Wq00oPkoX5Ok8njJ8qa6KxQWhI7bwsfzie88mrjyI9eHzqNvP6U83VGuZqx0pKcxDg1UodaBSxZBywTECD2zptRtpp2U1gHvIwQKCENnpcwTpQj7q6RWugZmjrojwzB1kWwAaoLGnBikHHFbcgMwIXrj9CLoS2P3+HFWEkwZLpRD4fBRTRqDO7/9vU48V6LPUAtIetJB0iV6VJobZpVIwhDBhPNAyfnyRRDqa5GJrRs6jFpeHUTkQlhgA4MUkhebE/gKuNJa4XgSjp08Tjs2OWWqyNxZpOWMnwKH6yuun2Srr/mqUB8rZafY5LAD32dzBivCUhxmmKugpTPFc0p0quQoX+EWlYZIw6NR6FiWLRDSKBqUEE4SoBN99PrsKiwlMBXaGE08SaEXwTDCjV8/fcrHV495PFd0GuNBFqABp0FX6or0indLR0gmRB0NzzD9fOl/ILkXRrGI8VheZCGvCpQFUaO7ZQfuMBYKGjV7wBGjVlhGtcjqPY6mqWFUu6HYxGzGpC3Z7648jhc89YlHpfHJIbg+BK3mqMTeSXAawZXRn1FxzeROb9CasSxwanA6Kb051qG3zHLLRfG+1sI0daQWdofObnZ2k7OfOrN2ijQIzyzwaDkvFCwSezRR1HOEZJjQT04/JTlcdcK0ZmH9pOjemR/B7gjTteC/MbGYEL3w/CgsPbuPtFhoi3JcKi+sstiOrgVdJqLeC3X4+snn5gWlB7PdszJqdrdyTcVtnU+SXlPCNen1u2UN9KkFJ4PmibWH+sgQO1oEirObJ6ZDZXq8Z7pS9tcT9SpLRmVOTy3mQPeKayRuPrLEtThFGgdfUO/UuKXKicIJpJOTXRIv7JL1/D6Mo+g0Krc7/z977/MjWZbleX3Oufe+98zcPSKysqqL/j0SYlZsWLFFYgVCmhVIrAAhzQb2zI7tbJGQkGYxGmbDjx0s2CEhVqz4B0CaUU/RXVVZlZER7m723rv3nMPiPPOIrMmerqzOqs7qyit5eoaZh4fZs/vOPT++P6oJVRMpYqG4pkZADaG7UymYptDKU984yx13LTXq2ziGrZJgMjcOcE8cA6VDFcdzvP1hGv2rr2/FXaAEr/SCoLkh6sB0ZFYYLSWKqChBv/lDCBQfEIMBlGgpxQQwDiC0QXGhRgfvVIRzXzltF97cK5/ezcxnZys7oxtrv6JlTouC0ghNkGiI4BT2feLxafD46Dy+Dx6fctLmnpS59EX5wLfUWripcc1zsJyEZXFev1be3DlzNYoYxGGidYCzxUvSGhXYg7BODBjDMUsMZ6jkMKemOGjUQM/G9CC0+4bpxBaNdRW8dprm5ulB4t26s+4zYyTzYKUw91+dBfDd+uqV3jcH1OnF3vS2bioux8+KHsZRhxP0AUVRzYCY2X6C+O1QxtntKF5LIJNDVaLAUKO1QjkXltcnzq8W2gnqqaKngFNAK0hzogGL5H4rGYBLDSqdmY2JnRo7jZUWKypr4nLpmHSMcfBRHCuOBGwxwJ1JJyYxjEKE0YrQC5gk9E4jGGGA0tV58pX7GDyUwaw5rVbNRIhQdE41J9HI86JnPFCLQzD5b0lQLOK80gscQdHUGcUoA652NFJlpkfQDmfZRNIrJTqNFEO4KWYEgHn6UVw7RTrFr+BQp2fu2sbr5cyr14pMz2gP9r2TytedIHnJ3Rt9n3haO+/XxmdvnetlcL1O7HvBxnyoHssHO9abY6AHYcqQhMCsT85T69QWPH5uXN84d6dgWZS76rQYB9UpwdVhkjJIDhLJ6ZTD0jCFZ/MG0ypIjTQy3y0DZDmxlYlnE4Yr23Oqb0cEroYNxazS7eg3GegOtX+np/hNr7z1P6i1JHwmgOMgfBkOfHRDR7ZTjvkgElk6Z/+6YJ5Dx80HJmAljrKZnBw34XTfmO8ap7uZ+aFSFkGWpPPFDEwgkyVVtjreEllR2hGs6CyxMbMxc6XKyhxXKldqbMfQ0HAGIc4ukf3LOIYanmSCQWfW5O7nFDixh6KWfz8MoqAtOfrdjQsrFyrTlDoAh9cqHDqOiTn0dAjUvC/CBHq8YJ3/OutbERQrzifynPqHHJSfFrThSJwR98OM25hjOjiQikklJOUNNDRdz0iIz2SBrI7WwSSDJhdOEnyqT/zebPzw4Q2vXgtDd2wV9s1YZcHKCYvBxSvvr4P3z8aPf9b47D385F0yC4JB0UJrTquVScqLlkIxP6iAQhiEgQ1jW53hNU2wauGzk/FwEl6/bry5W/n9c2OWxMtIUWRAGYqNjrshKKXm9dFqeOsUIvHrVZMNRHDt8HQRnrxy1Tu2Dk+e3NJxCI2oHfCmOCSh4giM30Fyfg1LDlrlsQ50AtygI8c1lwxFN2ZUFhwl4V0H2iFCGebso7L3Q2VJOfqCAee0sVjuZs6f3HF+aMxLpSxQzoIv4DPoOfBTwm5iMqIIMvkhLmuI7Sy2cYonZlm555HCzqJXpniiyJ5BUZKthQRNcv+5CFVJ7VACYjp0EdMIDo3s8Evnojshg6IVq4VRG7vvPPozJ1OW80SrE3IDjbeDl7BHcq+HEaNkQ9UOcHjXI2n6Lec+SwSTrxkUFRZVrAm+OUOf8THlRY2giFOpwILLlWqvmUXw8MykvVAYIEq1wtQ+52GCH8w7rzz4g/vOp68Hd+cLZ21Et6PpO6i+0m2j64nnfeGzz4y/+Lzz2ePE2zXYqcnn1Eoplbk0Wi2U0qjYgRk7JmCH8Y5Blheu2HAYhd6Dt1fnC1HePi58erdy90eV+7Iy66D0wK3h1pDRYTRKN4p5SmPIjqqB3R1yY0aUgUXj3ar86OmRZ3vNzo4XBTsl3rL0xLIpuFv2uvygT/G18K3frV9yyW3Q8vLAkfUAGom5vSlHi4+X/vINjXdzagwXLArDC+aF1XbWYnglpbqaUJpw9+qB5WHm7nWlnRs6gUyCL4EtTkyad30r6BFkvHZqAwlHY0djY+bCLJ07GZx1o7AzxZWqnYlOmGPq9DBOCsWDoUlPJA7utSojAi2BujMJhGVl1yQDYpcNLyQMpwQU2OPKkzU+qYEBaQg4UkrP9bi3/JDDC0TjI8HZD743N0X6/PaXCP1+xfpWBEUIakkCeUhSHs3BT4r1mv7L5pgb40AQZs5UEv1+DCbS00GQiGwKh/LQgh/cK3/0pnDaO5+eKt9/Xbg/TbR9YM8drs6yOxsnLqJcRvD5+53Pf7bw+JRSZmEt+yxFmaowNWWZC63VhMdESv77iANnlkZZZqkYsprlBNzBzOg9kDAujytlhR/rzu89CG/uKy6D4vm+blJIIw4lFdX0udgBXxEm3OG6OT9/G/zkp8rb55bwn5t96xHuJDShP7+wQRx9CYzfrW9+fQnuJPmfr8pkktESfMld4iM41c2ne4yRTBYN0kMl1XIeXp2YX03Mp5K85VOqKt3sSXXSHMq1eCmzqcHcCtBR8QRkx6BhJO/KqKQnS7LqDfVBpmapWjMDqjn0wR01oXgOi2o4dRjFWyJGwlEvaDhFjTIXlIQPhUaKtwR0Op1B1IaUNGYThLDcv+rHACqBwQgZjEUzy5YX5tCtefFbxn3OSfJOrRMBnAlUYK6VNpypFR578GyG9k7xwuaCReIZq0CRlBoSgUbnVdm5m+Bf/6Txp58af/opyPOVOzU++UHj1DamxyvbF8/Ma2fywtAfcBmVnz8Pfvq28MX7xjoSGzZr9uOmEkxNOM3CaVGmSdFS0DqjUTDzD1r/LjCUMYynsbGGoibslkrb7oX+3HlrZ3jsbJ8o/dPg4bzx0DpKEJ4o1hCop5YzNzPGcGRsaBl8cal89vPCP/sXzv/348rPtjlBrfXIXP3oT77AuMZHaeGh/fgNNKi/W3/Z+pjm5yCJ0UvfEeBwq4P0W/ngnXObPifdrw/ow1n3wdY39rpSaqXUwvlu5v71HfpKaLPCXeBzeggxAyehNJAZfApigjpLZmd0JrsmFjF2SlxZ4srChTk2qu1o7LTYKb5S/YpYR61j3pn2xA/GAHXH+iFkO4I5KqcxYTZhMTG8Uq0xG7zSwJYJL4GLYbFjbSbMuZadJy68mhaaAEc26JE+MaLJ7UCdOIJx7IFaQpk8InUcv2aWCN+WoAisJjCygUoptJp9lFGFaAtiE6UX7KrYDqOTvUb86DFmr6ZE0HQw18L3XsGf/OEdf3g/eFiuuHWarsQZYgxYd+zyhNiglDNrd969D37+rvO8JmavluNUV4FSmIoyaTBXmIvQap7S2g7es0wJyt4TPGaaAbsXYxSniuEUaqSSzXAId56fg59aJ4Yj31PODzMFT9XtA4jd5qT9SXTYO7ILQws/+1nwk58IP/4sA+TQcfBFydetR8bpckzGkx75QeevfFc7/waXkCUgH2UzCcW57eLDzzzkyOxrPm4ppDBicN2vXPszSz1xnmbmuVDnVJuRmu6V/lHWKZqe6KEfIDccAxCNjo4VwVDfqX5l0o3GhrKD70TkF95hrPi4YH3Fx45dO30k/tYdwgpCTcylNWJUZCSqojLRYsrhEZVRK1adzQYmhajQRRjiXK2n+ENrhIFMAUPS6tQ5vucgRkMZ7qgkJVFIzOeNo/WV+ht/yfqWBEVl9YW+K6XcehLp+ywq1NJoo6Ub2EhHPBmSEzkzUKccJUoVY2nO772540/+WPj0E5iK0btR6kw7BxTFrivjcSNWIySFO99enaeLsm5Z8kxlR6WwR6WKEcVp6jSFWUhvF82SWppQSsmA6HIo0DjRUy0kfVQCtVRIrlHSNMpz4OFWWFf4/IvOooU76TAppdYPrJMm1JY+uTGCvnUuXvjss5k//0nweJnZh4DsREzp0nb0XULlIMYnrOOGlYtD9uz4IL5bv+b1Ukofezyv/QEzi4N4cHvs+BKUcKW70w3G2OnjSmhHy8x5adSmL7Q/zOndODRAiALF0htdTJDdsncoRvGd4jvuz0zqqHaETm0bVTotVuhXPDbcr/TxTGzvGNdHbH+m9419HylTR1BDOMlMk4keQugdoyRhsZqwjivR02K1lTObKCtQGIhmX9QE3IL9cAQ0glJA7GgHGFAV8UjlexEwpdSE7rwo4rxEwvIv86H/FetbERQd5eoNPKiRwpTIcdqU9Eou00xRpe6BDgU9MkVJSM+tbzCr8XAKvv8950/+ZOHh3pCrsa2DU1M4KdIXxtMVed4TnkLhGo2fvR+821Y2CyjBrCPBqqEUKaAbTYNZYanKXJNwX4/+TOLJKmZ5aoqXFMI9+ohxTKbV42apm57LViGC6270PZgYfNIGp9fTizCGUpLSJIKPgoVy7cHnj8KffwY/fatc14ZZ3mA55pEjIJI3n2b2oaHpEwMvAfFodX0XF38t6+MbUj7K0OEX4TjpyX3rOWZQvOEWbRyq7LHT+4ZPO0WcaarUWpKS6sa+p62AHhahUUE82LtlmbutKBeKbUyxUWND5YJWoeiAOlBzpuqU2JD9PW4rHhdie894fos9v6X3Z2J0wgyVQtWU2Zt0psvChGZPUiaWWtgQnkbOB9budHlDDMXMcD3hTdFi4MowWPvK7oZriqJQQKsSw9MWtR4QOHJoFfUoq/2rcBS/ZT1FUUWmO9zTd9YOwxnV1AYckWOAvXeu152+V9wKYoVKTYlAQMO5n5zff73wh98TfvgglL0i0mjnhdaS3/n8KOi7oF2MaBNPXfj5pvzFJdjsCaRRrLBQ8XCaGK0ZWoXWZqY2OLdIcGwrSNm4RMXHQHU6PHU/ULRy3pibO8yy7zjsRXdOTbAwgkIfD3z28yuf1uBUK6e7lVnmVECTQqew9cb+Pvjx56/5Z39+5c8+W7hu6WVzDOAoyJEp3g7MOIRZ9Mgm8kZJobvbtC6+C4rf9JIX+OwNdPjRk3pcfj0ERAIn0neFkln9kcjbOOxKLWmny6kRs9CK0veVuBq0gndLKmcfRE9Tqtgd94FNjtBRuzL5I21ccDYaOzXeEziDFaNTToFVmKQT6xdEX8EusL+nro+orTQ1ijpTTciRD8t2tU5EO9FdWKzQWLgrJ7ye2UrjXoXn685+Z7yPzvt+pbqxh6Kl07QRUdijs9rG7jOlVGorhI/EIh4ZoYriw5EG2o9B/o3X/9GV/jr7+lsRFBGBqRF94Jqno7sTojiNITP7UMYodEsvCdwoNYixEunTSAHmGpwW53SeaPNClRUZQnGo04YwkWD4imsGrHUEn+83S4RBlULDcelYHbhaqm67EL0RnOkjMsPrAgptq/SijCno5OOxO2MfWR77irqhvlHDsejZPj3KA/GgmBDa6S683xuvLsZSBaphY+D+RB8L//ztmbdPjbfPwRdfzMQuqPWkPyZJEVMBS5piiKUc023q6QqSCj5qkaQpc7T4dzPob3rd6teXP/uXnpIbVx7FjgMtUX318NAphB9yYGIMGQwSmzu3GVNnHyt9fSZiZy09oWn3laINRBg6EOuIBZO/Yx5f8ODPKE8sWjipcy9G0cHMoMZKXN8RulOrMBVHfMPWZ3x7xNefU6tTHZZSeVjOqSiu2TpKpERScdfYOXnqIHodrDET9Q6dGjYN3Dqjbxj3EFc0ntn1gTIJuxe2CLp35kkxEWpPvrZEHvpBpFp+z9Ojuh5Op0moAA6c5C+/vhVBUUSoWkiN0+R1CtlE9ZJ2jqPDNga9d6CiRdADEqCSpjZFjCJwWhrTDLVm0lylUmOiFMct/W6lTKhOmCiXbrxbOxEn9IYQE2OqEEWwopgEeziYEdrxvbPrRk3ROYKNYem56wJ9wNgHNgwbKdRgh52CSEooWdzKpRvYVA6s42DdO+tqXE8TzZXYUnnn+dr50Z/9nJ89Ce+uFdsqbqeX3yFHaGw3D1wvFLW8poccFToIy9rdNdCIxIH9NZkA361fccVLNOTQontR3SbkxZ7j1iKLyHYMZaLWCSPY143r9ZGLbOkxxEwr83H4G9WcNlJKruIUOpPAucF9LdxJsLTKJIGacbnsbPsjr96ceX2asTLY1sHOluyUrpTaqHFirndM04Jqqr+PngrY7k6pziwt9RjVebaNLRoqyt6UC84cg833JCl4ZyrZ9x9H22mMgU8T9bDrDX2BURz6jkn4wCHED0GVjwV7v96+/lYEReDwJq64JRFcqIkkIXme40D5yzFt1qNETK5oWnYiSq3KMil1HqAbqkFo4AgmKf7aW0PKlWHC4zV4e1We93ZgDdPlpJRA60C0HqN/ZZIUpBgiRO8MX+l7etv6BFIbMlKd+NqVPgzvgXU/FJKFWtOFjYjjA0w5pe4ffXBaCR/sI+hyyrug74x9sL6Htz/feN5m7DpgFHTs6PAsiQfInpmnj0AGqSRCZhy1nDBpaZ0puaHSvyZysvjd+maX/AJO8WMf5yODkUPEJO1nb2XfgRI4DO5T7MAOPN8HDyOpjXk5IaL0vmHrhWk5UVvLgd9h7DQvZ94sGw8TvEJ4ZaDyzElgiY2TDOZSWAo0Ko/PirTGH37vjk8eGtGFJyaeQnn37EframaZ7ln0FZWKWgbFcphORUQq/VQHNVw2pqp0TyWDS3ngsSurdLYQwhfwzvCdoRMRxjY6+5hepPDguJ5FYMSLR5PoAaw4ABaBHZniRyD4X3J9K4KiAFNLCE4f6dViUhGLhI4Ow9wwuwFIU/TSPLO6Ilk8hxjnOvNwryzLjJSWfbtiOY3VCrVhNrPzxLoWfnqFn/UTX3hFqOmIB7gPtDtSCq1AK4WpZnY3BFyEqxnbtrKa48vgPJ+hJCv00oU+5CCwQhRH5khZpZFjEHXLEmCkgXjRFARQF1wrLoEURZsnh7kLj9vO5YtHel+QNaFIugc6ImELIzmgbiVLYrLX49HAK6UY0R6QI0tG5IAykRCiv8mN8LdySVJOvvqZl7lLSAUZpAOQ4lGBdpTRFROnNIXhhBZMhM2cRQvT/QPTdEJN8UtFmqJLQ+8acoa4c+5enfnkPPNmOfE6Cm/caQTNdk4xOKOcmjKJE91oZ2NG+OHryvfvCr5PvLueaY/37HbBOtRSqK0wjZnKRI1knPiee/FGV9xlx2VnANSdH94bl9Z5Vy48xc4exophXjB/pnBisIAU1q1zkZ2HxSnFqQcVUiIZMx6W3Gc9Dpfj2upHQVC/hmkVfFuCogitxIHJKunIJ0qXlMyCvMAaOdpXSdP5bGIP1KHHwCVYppnzUpja3QFl2F863VFqbigH8+B5NN7vwrNN7CSHuR9qHmEdNUsHgpolxTRZbgSS4mT7YB+O9U5oBspWEzLju2MkdlELMAViOQE2dXwMRk2a1JBAJzLrE6ihyKRQUsiBSZGYuT4FFwtGV2L3tKOxxEOGKwzNAGtCHZaDFI/0xThkzUIGxH7IajgihYJniqnfZYrf/BLkRafSv9SicLlpHUiCj50DmiOIVMwViyybXQI/BEAo5GDuKBFrrZTTzFQLNKFjeBOm84lyD3EX3N+fOM0by7wysbP4zMLM7HC2wYM25pLDyj42YhFmUc4tmCOl5+a4Z4pO85UYa+6vfeDXHHQUkRSPHYmRjWF07/Sekl8m6UEttXN3LmxyZZaJJtnHF+mEDbCRyUUEw4J166x9MMWU7SbXFIbwdO98aT2RrC0O8WTgGFb9FpfPchydRmCj03swRkIMwgNhUPRgwHhajbrBTWnExaga1CLUOlE0BY0sjknrbSxfhC7K+9F4N5RLTAxNM/ju2SAeFixtorWZhEUYUwtCkuMctlE8U/ToCRo1TSaOuxI7lNoIqcRBXrcwUMPKzl4NbxnMhwWTppEVB12pNj307iqDwfPmfPEUfPEs6PxARSl0itUE5nY9eLR5j1H7AZDNTMQcLPL5UXKCWbVQSp6qYhUxYfsb+fT/Ni9Jq4cPf/zSM8JBX5NBRA7Ash9XXpKEkAPEeJTWUiL1RkdnjJ193zktM/Np4c3r73PZL1x1O8xrlTIpy7KwzMI8BaeYma2yBJyB+4A36oh1Ylzw8Z5PTpX7+cSpNFgVtkIZE3Pcc1feoDzC3tn6xlN/Ry87TRulV3Rktjj2zs6aeEXA1ODsMGdicz7vnBQWNWbrNAYjBsJhfC81e4o4fTdc7GBmpRBKKtcnc0wOTrR8FASFW5/9G54+i8g/Bv4D4KcR8W8ej30P+J+AvwP8c+A/ioi3koX7fwP8+8AF+E8j4v/+Gq8n1aOH58nSjb0HNgZ4SStTsZywimIYKkE73nKRJI+3A9eUlqiH5D+HvJCmLPsWyjN3PLmzMjM0mfUhnX44o3lTVFpCaTCaHjAAD3ysYJp9DXdizxLHMborsgeFhV7yxG/LlIo5PYgtwNJpzSM3d635OksRcGiz0uZCOee/ByTVSxW9m6mL0Pp9yrOXDIreFW8BvQNpe1lJe9MagYVgLkScj0Oo0FpDCYQZid+t4vk3s7d/QRDiS08dTCwpx/cPIO5UxuFgMAWqcfgfK1qOzzwGw3as77g3qk6UqSLtsMMgk40i2SuvJWjiVAaNwSTGEp1FB2e/4r5h4xGVjYfTwsN8RrvDJrAJdRRmqSxlBnG2/kzfdvo2oKyJQR+gvSY0aEAarzshgVaS/nfK/n9rV04IZzFmMaYwegxqDNYjsLknRKl3o4uhMuMmKannh87kLQMPOUDaBzHhoPN83fHhL5Mp/hPgvwX+6UeP/QPgf4+Ifygi/+D4838F/HvAv3F8/dvAf3d8/1euCOFyDcI2ttHpVtmicLkOdjeQiZDMeqoeTBfJZm8XJVQpCLUsnNvMPM8s7UKVhasogweG7ZSAEolvXGXhojsrg1XO7JyhHirYtylwCD6MNhUmaTQJRFOle7ON6/POdjXElH0ynBnpS5r2uOI+JYumNM6vPkFLw3Vm3StlC9ZeudRg6IUyJrQ60hqxd+Y7ePjkDdO9sE9niix8sn/OhvKobEZmWwAAIABJREFUf8DmQdtmZL1D9yvWAxvCGIZtgpJuaEUS7ybH4RBmmNccWh3TvA9N6N85QM4/4de8tzPzn7/U6P9gwXlweSnAhHlqE4Z6SuhVQSVhUu4Fl/xJmQptrlz6M9d94rJeaX0iODNpoOcHWmls/p7uzr47tj9yoTOVZ5o/Mdk7arxn5cLMI1f7c5oEdxjn80L1E7oqbGCXHdmhXIVlnLhjxc3wDmIT8r4c5nITEhOTHxS/Qwl/SGfESF/ztROXa3rct+D+9AXP08yddS5x5RlD3agEV52IsbO78Lwad3S8Ha20lIBATQ4HTQHXLzO05Evffun1VwbFiPg/ReTv/MLDfw/4d47//++B/4PcOH8P+KeRn/r/JSJvROT3I+Iv/op/g3FMT1UaeliYqjRy/pxOZq7BVOcEeQMuikTK9hNCazXR/a3k3w2lNlCdKbVi3dn2LYUWUFIE0Y82ziE5JIK2iVIriwq1QGmpLrNvgcXOGM563fG9H6Muox4qOKKDhjJiUCxLpCJGHVdEHJXKJMYayS6oJViWGXplBGgYpcJ8bpxeTZSlIsVp9wX9wWs2hPPzjK/KZjOUGVHHVTDNa9RLUqH0MAi6TeASy+EH6CgRjV+Og79bbn6/ib2dc5bbbfkRe4jb1PkwcPIDzvjxlFQduxmzkXqHDrRWmE8TV7/QrbP2jZMNzDseWRnMS2Nqr7AF+oOwnDaaOCWyl6yaVNNWGo3GUk40CZqloHFYoiZkd6pVxvDM/LqjVtBekA5cUqDZR2ezzrmeoN5RS967UjRtiY/3MNSwbqmYbU6TzGRVUvNKgBrBbeTnpBhK751RJ27SlLdD3g+gdt7E8eHrr7F+1Z7iD2+bISL+QkR+73j8D4F/8dHP/eh47F/aOCLy94G/D/DJD05UdUKgqaaYwUgMXykLaMGi0LwxdLDvO2aGyeFTduAamgpzKVQB1QkRElqjBbQlj3LA6Fd29yyTbxlUGB6g2hDN31WUpO4dzJA+DjMhc6J3inUmJ8VtI8UozHbqAaAOHWikm+Dsz8e0uSBuzBZ0q5w1kNOEl0NvkWAWqCeoDwpLS1HP82CKmTcmvPo57P3MF6VicsI1hSL86Nyb5uvBjsl33N7jrQH9QQY/jpvku/WyvtG9/fDqj2F5eebLGePt0ou8lHpucUi7JOA5SM/zVLkOtChVCiefedyECKP3LWl/kcFHxBHNPuI4QzsLbYbJr7RIndFKpXhJ0LUr6krVoHhFHGwFtkEZBd+C2AXfwFfwiyBXoTwr4yL06yD2YHSjlGA6V2IStBak+guu0Nwx8ZT/Mk0hFhEmLTQhK5vICbzcpk6aHkXdBsMMC0kDuMhD/VY2JykhE6i/Li3rmx60fFWm+pUvMSL+EfCPAP70734Sd6dT6sOR5lHTgPvzjPmSTVqCPozrc/A8Bj0urD6lpaho4u5MCD9RnIMmmBhGdyhlok0T3YW1X3lajffXznBlcLNfTEtQLYJKpahSNFBJDFkpSS/SGIcQ+0CAokEtRikDC8McJnE8OooxF2XSDXOnj/wAz9KIqsnDicaTpx2ljEALtPtGeahpq9rB5mTQnB4Gn9xfeXw3gznDZ8axKdTy9DULZARunvCetHo78IiZnfAR4v9mgfplCtp36xfWr7S3f/iH/1ZwOn7Bl7Byihz89ATkHj2xnp9X4GnGhhyy/eSouiQPv+lMuRRcgu473QZ7GCUCJffuwKA0qMpUC7PMLCyc48xiK6WveF+TPrs+oW1GLSW4/CLYGtRd0QGxBfslWJ921ncb29uV/XGnP2+M1RMfO4QuO5ftwnQX6NSoUyGmNKryg+OtwWHXkRNk1ZwHVPXDsnhQJBlWoXlfuHNUiCkJJrcDRjgqnpzSi/3NBcWf3EoHEfl94KfH4z8C/vijn/sj4M//yt/WFf/sDviQFuuBSq9lgxrQgqFO0xX1z7n2zyHuUE7spOcyDNTuUQ8SdZjTPCkGdqW1mbLv7Nedd++vvHsydo4sLSBspkhDtNLKxHmZOE3CXIOpOKoXrs87+3YFu3BW566kJcLrT2GeC/vmbNvO87plyJSG9I1PqlCmO7wurK58sVee9omnLdDe2KfCcAXtaAlYFM6CxE4JIQbIMnEO5w/+tSd863R/zc825d2YE9smTjrsekIjbuWFZYkvkJ4ycACFP/S3lMy4f7dGLV+5vtm9XSBeH6gHkRf8XJqcpdKLROIPBSGqvgDu3XOo6CMzR5WKlCB0YopCfazsYVz7ysk2Nu+IVArZwjFJBSjVxrCdLmlhsFvwvO/EeqXsz+z7I59Og1ZmWhQ0gn0f6BrYxdmuA1ud/bGzPXX65xv+hRHPg7Ipsqb1hhjgxj5WrDttmelnjvfleJUcRHKU6JJAdNxRFZRDeFaNxqCk9AE2EqWx+aDHh3ZaXsibi+bRU/S/dvX8KwfF/xX4T4B/eHz/Xz56/L8Ukf+RbEK/+yt7LgAD/MeBSs3TTQNKZmjRhJgCWRSVoG7GNDbEr0ikqAJS2SXlxMRGnroIhQlhMHxF2FJxJjYkBr5t7HsQrb0okngoIyaqVEJn2nximoXzlEHRx8Yaab3q7lQJ5hKoOp+eBqfZ2MvgysZsV3aPdF6zwkNUplooc2FjZirKqaYizoiJyw6rBkwFqkMdlGqUIIUmbio3MvHqkyvff79y2SrbVnj2xm7lAGM7aCFUCC8HZQLgkJWSzLuPlPEl//mugH5Z3+zeLiCvIoddwE1yIzxhYimQGsShRxia1Es59EWDOKQXj8+qgJaCELSlJUKDzj5W9nGlyj0h6ZIXBB6OMLLdFJ3drxTb0OsVWZ+Y/codnWVuWdFYPVhjZLvJAl+F/uzEY6Dvg/akyNpS37QPxujYoX4jAWYD70YMR7XS5pqq31WgxAsvOrO/W5Xih/TnIc8nTlHHVF+U1TyCHs78Fb3vF3nKb2D9MpCc/4FsPH9fRH4E/NfkhvmfReQ/B/4M+A+PH//fSMjC/0vCFv6zX+ZF+B7sPwI5vGGjOlICbcqYC3qqxApWIDrUPShhwDUHJnJ4kJCG8OJHZjVP1Mj+XvcLoUGTQ16dtFV0P2SI8HQSlEKXRpQFaqb/UjrBYF0HNgqpxVQJ3wnvVIG2fkH1jdTw7Ig80UkokEuh7IpqBuX75Z56/oRpP3imZpwlITND06CnVEdLT+J76ygdbGWUifk08/1PNrw/8fQkvL1O2UdEU6j01rlPoBa8ILWO3fVSxelHx+rvXun8m9jbaIKnFX8BEielkhzSmeEGsQc5aTtEYA1K5QNdTrOk1koGWlHmc2O/rPi2s44ndnvNLPccWiCJ0RUDC8YYDNvYxgXZ3qHbI/O4sjTjYa7czQulF3RAsUJSEBqosPaK7pW273if2EdnH41962zXDeuBmOEWbH1gPlKGLArMCeHRqaJLYa0ru26MsBfP5jCjhNMEpmNgOJXEG0dToielsbuxWufuF7ydb3Q+jeOa3nCKX4Pa9/H6ZabP//Ff8tS/+xU/G8B/8XVfhKyC/j+HS4gWvBVsCfwcTEWI19BPA58kCe7X/HunZRDyBDIIv08Fnb6xXTfKrpRTQ4qCPR3S/p0oZzgFPz1NNL0eHMlAOeUEUMBD6F3YRmGzwMMoGLtJcjSphDSUTmVwUqPtM40Ls15Arpy1cxmeJvdamRxGH7jtVN+4O3UoD3SFVwJvVcE6ezhFZmSCUnfMCidzbBecLdk5U6O8MV5x4e9efsbT04k/643RhDJq3gj5Rg5fllvz8NBYRD/YsfotY7yhvn931m9ib1MF+URv+eFhx5lBMcxhgHQlmid7pRdkWEqyj+wxCukSqZLsKC+GS3B6fcdeO9vTFfMLl+0di75KOuBUiVKOmc2O9ZXdH5F1RfvOmzK4K3DfOktc2N5vjB36pVFWYbwnM8N3heefD/rbHfl8EE/G5Xnnsm/0bvhwnnHYO+vliW5JqrhfZkovTDIlflLaAW5InDCaBALzjm1BxIlag3uFtQ72Ejzoys+n1yn2bYOdiu2dMc/UCG6h2+WQ0XCA7D+mrMavtr4VjJYwWD8f2SiVbLwyGfVOGXcpkjrMiAalObEnqyXotHNjdaMezmLW97xwY1CO01Ike5QRQVFjORVOs9JKsA8jj21PgQay3+ORU+6rBqY7lc4YQR8JChXJyV3VoKpTy8pUg1lS0djLAA16BDAocSbiQpgQu0ArIJXqmiekNLoaw/1wCDzAQib0reNrT+sFBrFW6Ds1lLulMs1CWQNVjmHVIVwqfFmARfiy4jb8zgXC3/QSAT19dI0d1FOhPRmXgZdIVtGUSIdyiLWOGLnXSh5kIUHktkGAtsycfOayJk9+GzvWNyIaWoUoitaU1hJ3xI1CZmBTFRZNX0zcuT6tyBXKtVNWIZ5BnhWegnhbiHed9bEzLsLzEJ5d6Ry2CQa+O+tIb5S5FkqbPhhOeeJ9fQSm9rL33D0FZt3RAqUotemhM6BUOUgYRdFI+NgYIz2qubW9Pmzw2zziZb34an+99a0IiubwuB0KNQFTBEWFelVGHzlmHwIz+FygV0pMEBs6peZgRGdEh9Hp246NLUUjSOn1sBXYk/0yVebZmJpzcZJWhGMywDsmsHXlcs2SYCk7RQ3bnLEbMkhogyhzK5wn4c154zwpLYJYE7el7swcHM5RESam6ogPttWIGLBW6j4x+ZkBRC2cFmiTIuLE1tneP2KPFyY5Qcys72Fcd7Z1wX2mNqNMgfYgdicVNyMZE+llQHCkwfAB4Bq5kX5nodu/iVVIHh1He/fIFN0CGUIUy/JQHHoyP1wiS8t6fEwOqCZ277D0VFWaVopP1FNj61e2ceH5+Qk9K7NOyCzQBCnGXAqn0ngoJ+5j5Ywyh1M9KBFsz4P9/Yo+wjwmyrXQrpW6F86bsVrQA6IJfWrsFmz7YKNT9gIUoi5oVabTTF0WopRDUzT1SIca+7QnNU+ypDdLc3Q9SueogpVgUmgKrQi7phqOE+yHlNjQRjkqHjl6jHKI8mbyUDJxOvb8b51KzhD47HjjJWAZzmLBaRvo+4TWqFf8HBANHRNB4hC1G60Ku+yUmBAzxroyrlfCd7TsSAwCQ6IjBNSZu5NxmoIvVid8UMLQQnooAx6F3QR2J2r2IUdPDnaTpE9NFeYSLM0562BRpZnjQ9n3zALMOhFOKc8MXdPbd3+m+0qJndrPlKHMMXBNjceH2TlroPtGXK/Y5Ypcek7XxoCr0qQSdbAD0Sz7TFWIJmkWLh9liuIv2WK4f6muED8CJnyXNf46lgLn7PFGpJABdoz5hyYvfs9qKPYDEyuRQXBIKikUDuhJkgwMz27HVChDqVNlF2WznafnLyj3sMSJphBaqJoYwFaURYQFWAgmF5oFLZTWlsxIxbOcv0I8AxeBVRlrYRvw7IXHCNYx0Yew9aQCaMnMUFsl5kpME4Ng6tCvHdPBwBg6MD70OcM6IhOt5N6NplhVugZFnVISa4ylbUEPp7sdSvU1hzNEXts42hOhGXiP4Vbu/1++mP52BEXgiyTvQQhn4BTC5vDqOc2rYuSJKlSGNQqV8EIsnTI7RRWVjvuV6/qOsd0j44KWTqgRYrh3lEGrhfsZXt1VfnpxRBoazlzASmaNFGOXNJWykT3FsA1lUOhoM5binFvnXAdVd6ortTs2nLYJtkJ0x3wjpNO8odOGa2H4M9VX2rhjsYVzCWq9w6fgzfzMm21Q12f88+C6FhhnxsjXU+6VeanM0vjJ+xPrdCJ0Jt0bAsphWqTyC9hD42XKEoFSXibviCfR/jf+6f8tXwrc3/4HNGpOnM0pPTMjbxBFYQ9CNY2XeiAjp7lVJKe7nu0dr4ld1ALl1Fjkjr4ae7/weP2ceD8oj5X75Q31nMoA9ZjmakSKtSJoBKd54tVy5t5neutEgd0718834lLg0rCnoK/B9Rq8N3gXwm7CGEr4CZmFJjNFHdegVqVrSYTG2tF1sMvOCIMpsL5hNRJw7kbVtFWgKVTBjmRjlqA2GFNCfhJYctgyaELPynFdBXL/Btma+BhW+tsoHQbg0XIgRxy9Acv+hIFfO5UAKVg9/F+1olLSxMbTv7a442bYfsX7FT0Mvu0Qc4XkYoaQfOY7pa4N2SfcFDQB2qKFoqk+kyo7WXqqlFSt9g99RyFoRSh0iBymsKcmHftICW5zpEV6phCclgnRDZcNKOxSeZSd2hZidmau6OMzXJ/pl8bOHeNUU0C3Fcpciaqsz2c+f3/HM8tBB4Mgjc1Dv2IjvMgqfegrfujBfBcOfy1LQCZ5sR5Q8gb3mwYgimDp6tj0mEonZIWmiN1MzrIN4gSuntJ5IUgtnM5nunRWdpDBdbvwxbvP0fvK6XxmngtSjs9c4uD2F1IApeIoLp1SCjoJ032jPkz4FuhaaDq4itNKHFAfY6gwpko4NJluJL7McoseFNwUV+67YZMRWCpQjcFYd7w5RQpFlKrgpVBKSYM60Ux0NCFIplnNmKeHU8ihMe+H3ekN7xn+QteVj4Sb/WsUQd+KoHi0XUkhkMBE0ocinC2SY6kFVA+8Ym0I7cAlgljSn0oUwga2X7GxcdhH5b8hBS0zxsC1ZBP6PDPbPdcnYVw2RjjFNal+0kAdOXqC7oFITUyZD0KCwkwTSRFavdAizyfDKJ6lN72CBWU40p1SjFI27hbFZSdc2bQxkSB1rVBjp+4DWQfTUtjO4LNm47o2goXLZfDW7vjs+sCzzS8bJbO+g+b3ryiHf9HY57v1a1oKMd1mz+B2fC6R4dA9A2IMJ6Y4Wr2S1MzSoQnhyWxxS6kskcwaDUWKUtvEFDPVJ8yN7oPL5Yn2bkJPwTJPWB2MaozIO8Kl4lFy4n07P9O8CClCawqLI0vA3KgBJZRWYQ7DsEMBPHuSGpaZrOrRx0tbXRcYKdtMRGB90LedYBxKPsnVLkdAvImU6GHNq6qUmp7YN4uDESNZLvphH39JCAK+FBBvb+2XXd+KoChAjTxlaqRxu4blDDUq7pHwhKFZayvpwZB+BWBJ/dHI0zinzztm/UABCFpaGoE7h9+FUpcT5/KG5+iMrWPh6S1bChYcjVxFohzB9XBXcwUttDbTWmEqwdLuaRHINNFL5+rb0T/KCbLEmvqG7ogHVYJJgqZGc0el50lcNRH7IUw6Ya8L/GBhLAug6Kjsz3esfuXzK3z2CGuPBL0ffh4vE5MDxH4Dtn55EH2Ywoocj5Xse/2GPvPfqfXRHRmSsleY591XSQe8mmeZFMkBiwky1SwJx8hfI4JTcO9Z8ZClcKk1XSanme4dj07fV54fH2kPlfMZhuxEufGVDu9vSkK8pIAm1xohhZwb6Kxog/08EDHmJpwN1gPyUsLZcYo1EmI8IZHmUfiHKXOydxL+te87o3ekBZI38ksQvAXFl8NcysuA5IM/TTBs0Ol4m+FoAclHbvdfJwB+1fpWBMUa8CbKTUaBcEdDmaWwCDQRRBqmIytAORP6RJT/n723Z7IsSdLzHnePOOfcm5n10V8zg5kFFzTjD6BElSqpQKMMCX+AAvETqEKiGTVC42+g0YwiKRAqFZoBxII7M91d3VWVmfeecyLCnYKfzOreXWB7wB5s7W6FWVln13fdG9dPhPv7Pq9QhuF9p3Cl6BFfcC20S8f3jXKeUZkZlvW0ueJ9TleKvmA6f4k8vmPIPZeHQT1d0jEgM7cRGIVGyqoKHVWh1GxI94BdYBNnRYkKlU50Z5wie0Syoz4OXZZDzMQouTFsR5qg/si5X7kPY/fK6RevOf2iMNfv6fOJcfocmQojCv2ivLm/5d98f+Jf/e7EN48vuB57XZmPLzaecSJPfZYDDy8RH0TEGj+y+n2qiH+EFaDjLzgwDuBxao0P8IMEmCTl3R3RRBG6OVozrElHulTUs20kllQkQam1chMnHlcgVhoXtu3Ctt6yt2ArYDHnjUaFa5m4ijHLxOrKiwJWDa2aFw12VAVOys1tQYuh1045JGmFwoSma2s01NMI4X2A95TZRNC9IR32fdDlyrqs2D4Y50I9PvOiiR4TSpoxILmLWkEnBEc9o4D3zdnCWdzpPhCrx0AlngPv/qYoOT/rUoJzDJ5oIR4ZPTCTOCFVMJNsMKtkdKMVxAsx2tGUBquBRcPHDvuK9B31wrCk7AyZ6ZS8BpcZm2AucHdXkfXE/WXNtEBJQ3pTnnjxEIJhmJVkMqKEJhhil84WceTBdEbZYVrRc14nfAzU9Bh6ZLKfb4pPA5MHbkvwhSpFH/k+ruj0Gm4Nm2diPmNlRrTio7Ay8fu3t/zu3Q1vVuNxnCHqQSHOE/OIQ6eIPs9Z4lCmP1+bJYXcHwrip4r4R1sufDi+a55qjgGXkS0jIftnfhBu3IAyMhN85K8NyVM/ood3+HgPGZglMLi05OmYDoandXDrjYHQDrvBTmH3iZ3KNiq7GK4dFzBNmEQUTd1kBTnnzeXUFFy4AA3AA4vj6xD6SAhJ753SO3FoEH1vuDWGNqIMiDjiMBRRUHOOZOPjui1Jr5Kn73yaKufeHSMYcSQGimcv8WgaiqdWEn5g3OIPe95/FEVRgEWyyo8jqUzDqKI5clcSP0Q2piFjRY+wCuTgvNXidN/QXvGR2kRB0ahJlXZAlKGpt7K5MpfCq9dn5vKSP//9ewaFve0UbcxiaEmNUxF57ncUKVTtiGX/cGuNTTtCw+OK6oqdBiWE0IK3LFIuCjJgOLFVBo8s57Q7n+xEGRsrawZz1ZKEkTIxWW68wcz7NvP/fBf89r7yvkEPJY+B7biOeE6SsQ+nwPyC520i/jyd078wkPmkVfwjLP/Ba3+4n+VpWIccw79Md3zK8JFq6X0eaVkN0h990D+RYgmklQOxV5WpVGrNouM68GiMfbBvA3854yXVC82NLYRNjE2VNZShnjcvgyhpsdW5ILsTE5QuyGpIdyaE4k6JOGwCwoh4FmL31one0d7Q7njrdOsZJzAdekIEHelqDNVE9Gkc/UgjxPKKL/knRGQei+dBlK5OF8c1s2Ge1lOstsCHqfNhyvip66MpijUPihQReiRNpHJcG6pkHXx60VzBK0JJm1TXzKGdBlY2iBnvK31/SCtV1ING4hCDXW8ZUlFb0KiclhPnpfLVLy98/X3j8bLRZWPCiDjiDaQdk3GOBjBMpXKahJtFmauktGAMigQ+7/Q20CZEWMYbAOENk8ZoytArcxVu7ypDd/brlXf7lSo7Uwfbr4QvqL3F9ZZ372f+/M2Jrx+VR694eGLNOD5Q5EuTjfxDqnCEG4XkZC6Z8B9YOC7//3yin9Yfvp5MFhGHuoGRMZ0GUdN9kgf9QIpgkxLNP5z648gmefr9jhOkWe5HHPbozzkm29bY/EwVwGaITlCJKAwXGsIWjrmw+U6VApqF0iySbiMfKEs6sg2TMhjwJ0F172x9MHpP00XvTN2JQ7yNpYtH3RhRMPLQ45K4PD1SZQg96AS5jw1j0DOVz2H0hGaEOGFxuLg+iHDkB6/L8cWPnS5/zfooiqICs2ayXEQWFVFBbTAmwScYNvApI0LzKWLImPGu2C6HcLlT56T0ervQ1nfQGlImDr0KMTY6Scme6g17e8v55gW2wK//4R1b33nz/jtcGo++4z2lEUU7w3oa9EuG2mupSDVCLZMHo2SYlhg+K+wbMTo9Gk1T2hPRGXsH3WlxZRoLe+xcPVhjQeRCbd9j95XQd2Abm37Gt0P5v795xb9+c+bNA/ReMrslQEMy6Ag5Uv2SKA7HCfs5+CgL+nNPOuX/+eWnhuIfZYmD7h8kIU/wgvwxR7okUv+5L5xXoxBJ3enIvqOV4z0ORzV77nlNjGwyHZniRRTvqeUrWpGmtKvz2JRSjLFowlbigngFn/GY2LuhGlhpDNtADcNQPbSskoLxfQxiT/kbno6v2DeiNdq2sY/B2DdGHxTvbN0xcWLKE2NE4sJsmtNYYQUrE0JBtIJUXDR7jFoBPeCzWRBlOKNlH7aL49XTv3K4WZ6GiT96xP8AEvFT1kdRFFHQm2yW+vFBdTqo4kXzH14ULx2rlrYX0wTMhia1+IhUjJD8fdpO36/4sMOnXPHu7N2h7dAbs93jIuliMeP2ZmKeBVWhe2eEs3tDA4oOomQy4IjOLoNrz8mzj84qjRrZBph6is136ZncV3e6D9pIr6eIJ27Jgu/fD95vxvdiPEjlagUuHQ2hmNO08e2u/HZTfvtW+fbBGa4IPfurlpKKJC5HbkA+TBIR/XAtCc//9x8URvjBDvp0ef65V4QQLfc2ZAnTONoaYuggRdrjwIV5oEPoPyC9qMohCcsWU5E8STkffk5qe/O2UtQoWqiSnujusG2wzoXNg66K1YKxYL5RxomQCnR8CoY1XBtKSXhFh/EELHYY1x0Zgfmg9QF9Z+w7tJ6Ki74jfRxytoFIWvmeblliAhp4FWqteJkJm3C1jNQQTe0k6ZtOAs6BEPPUHw4G3jPzOYfYObV+Phz+QLD9tzPi1IQ4P02dIhsNYogpkxp9EroCZkhVrOQLp71kUSNDpp5QWMmgGwdQ9emuoqAFqYWpzYQqW4DjrP3K+h4e7yd6d8xyU4m3fLHHwMdOc0f6YKuJOroPYbTBSXdOdNQbZ3Gsb5hvROzAxrB26C+PtmZkkl/gXHeBfubeJu6ZuZqxsvJYLqg9MmTw+9b4pjvvNrh0z0yWELAkL4cfWkxvDBeMkv9W5UkxnFcyzZNKiH7wO8sPr2H26bz4c684/OgfvoNBAg4Cz4f5HkRz/Mg/8Z66WHc/BmjyfHU2JEPlSYmOwDHpVSCLY1U7vL+5L0SMbdvZ2sJeoGnQEbqnEQJJ3a5IoS4Tchu0S+BNYFeiDNwSXOESqabYO4zMR4/W0N4pMZgiP3FFhYmM/C3VcDvsigqlKFGVMlV0rrgqYYeIPAKXHxcyjXSy4Nk/jOMz/nziPh4Wonr0b394mf7DW0MfR1HUwO9y4zzHkkqkjMYGUsZ+PdUMAAAgAElEQVQh4iqM0tIGFTPdwbzi7IySjWKh4pIxo+sIvE9YmdhNwNOV0m6FsU2wCiV24v1gvxrrd41344yoMYcfpnSn+Aa+0319RhB6F6Q3ugWrDC5k9MC7aJQYVAoWgkfJN7HvDM+eZg5DJJ05m7LWzvfc0jq09p7rZedabhF5wS4Tfy7Km30Q8kBFiHZLhQz7aiD7Bm0l2o4MA2Z0HLkfogyZkvd+gCHi+KAdL/6zCOzTAPqPsFyQx7/4oTyGLRF5bW6BdUF2SXH3wTQcezB6tkjCM6Fx+ECiYB7wJOTW1MIWNTCoEsxibMNRr5Qh9D0Y+5XHpbC4MXZh2EJnpeuE+y9wfUDP7wHHVhDvjNGJs+N9Z8yBn5x26URrTNtA1hwBTmMwAdUdPxw4M5Zq2CmyDTYDk9OX4FyBWQiboN7idmJYoVPovtDLTMQN7j0/az7nTMCf2kJCi3481C1fg6MHm2L31AP/+Er009bHURQLxGfHSRHydCNCaF6bKX7Y18i8WzJfmakSe0p29CmIvhdUJyJW+tgyKN4CrNDVDimC8jict98V3r513rzrfPPgfOtn7gdQTkjvTBqcauoly6hIbxCD3pxVHO2d3WDSzJ4uahTy+VWdPAn4lFIZr8dVaFAtn4RbTzHG1mb2esMuC02N1Rcet5nhxtVf8V4sEe68Y45HyirY6vg64Y+dcX8ltoZujuyKXyf6VvHmRFcmmfN0GE89LckALZ0YUo8JqGVz/W/i/f87vGSAvP+rTy3plAJrQh8KWz8sgBwM/kH0gWnNE/7RQ444ToyHO8bI+F/VPCEZlVmnYyCTgFbvwWUNtAzmW+WiE7MbJpXqhfcCE8rQyrII+uqK2GCacxgzTqBzEKdAZ6NeZ/qlo9cdu78wehbw1mHfs49dxNlvOn7nSexZCnILsSgxQ72p+HyDT3e4nmhyoulC00qXCfeCtJ7qki7gOYUOzxrwHMZ2qELiOFCpZR9U7T9sePhRFMVQiLsPVww/pAaZaRFQA/zooRwWKRHLnFnNMCmmwFVoRVhF2H1mG0IfA/VO77nx7h8H99eFt+86X39jvLtX3l9PPLRKLy8JdtAMpyoMqgSTGZM5tVTc7TkGQTT1Z51AZM7gblEKha4zepTvzJzpqAlVktsYo9PVacNZY6HHxC4Tm6SAe2emRWU98mfcHaUzhRBd0Obs4xHvDYkVopGatUJEo1I4gPTghVB7DgwSSXxzuKUoPiThvkM+FcWfeznI+ld/OAVBI51aMpITiieoYXi2ZnwcIvvDtWHYId/JPZq/R/aJGceFUoSCUSQYEenHd2UMYd0G6wxXM866MOvGFhPXsRytHRBW5qnDadB3Ic6OjIRSgKCuMAc2CWVR3IzYgOb4NlBLGB8myFngJFBBZkGmQKeU/cQkuC1Qbhgy4zLhUhiidDXGUHRkX7F73nAS9vBhl5p9EMZnYTyuzwHP6sS/lUAIA7lLn6T7IUg9pl2gzyoScRA9wt2ZiJLxjBIppMZSh5XWy5nWhDay17cO52GvfPtO+O13K+/fC9++cR5WYxv5hBw1zelC5sMIA4tBFWEqxuIFjmwJifSC8jTcfbr2aznAFo6LEJr6LYuMc1RLY/yIxj6yoO5hbN1Y1WhaGVHxMdEwGulPhWxyp15LM9+i7fS+A+N4Ymo+OFQQ68eTNaDn8OXpFB5heeoQw0loX/wgVOnT+hlXANtf7kuIyKG6EaRL9hG3o4WUGn9iKN4c13H8/HhmjqZ4JT3uEtlT8+6YpG5V1TBxRnRkkMW0O23rXHfhMgm3UdlZ2O2craHIgmyAlRWbFTkFfkpRthyRuRKCbmBThWuwmhFrEBvoJugOzSOp47NRzkavkR7wucPUkXmgU6WVM5QFkYWQhRGVIcag4p6ibBlPaZuZ+fKjHqHKj06ETw+QHEM/3T7/sAHix1EUBXo9egXPja0sKF39sGd60mZ0QCghA3PQntNnLYYcwuqC4SN7bo/XjbV1frcJ3zwYf/buhrfrTL9W+pgoPh85KsGonTo6IxomHZNxTPZSpFpFsuCoHU9UQeIwrctTVu3xt48sVIM07iN6kFIM1c4QpSl0nN0nusy0mGgy4THRMXpUhtfDvF/T9yrgFgQ7Y2xIbISkOf+JBSEVsJqZN9EP7bYzRNGRrX4kP5gm7Uce1U/rZ15BktZ/sOTJbx5HyL2DtoDtuCGF5klxHQwfhB4+9ZIYvRwpGkUGP8z0VoPoAUUxk+zvHafKcDlIMsLag/dbcIqM2K26cNY5uZ80LBomxjwZtnS4yYOH+0HBIa/QzGBTDnb2ydENZAPbeoIADZgr49TSdVoH5UbQc0FPSi8TrjcMXehS6VQalSGFTvr4NTKmJOG7UEhJj2hSrSDlThKAPoWz5Wtiz4aPP2x9HEURskl6iI7zw/nhqanekN4I7zAuQCB6ZZQdOwnYiXYy4rzQlhd0u+NxMf5sBN9/c+E6lG9bcN+Nb8dO54yUE6pXVINpGCYFi40SF/Z4RKVTTBNkq5aSnNDs32hgougR2G0c13x43qDueiCajmnxcfJ1DTwaG84mOVXf5YY1XnK1hc5MhNBiZkPopNA1XBGphDgjVhoboSsxJfg2xDL86Oiv9j0SRlGPmILx1MPyQ4R+ACB+FAL06aT4sy8HWT/87w8dRM/ZOV0y5vd6fAY86D7SrD+g9fXQKhZsqlgJTAtTqRkSH/0YUCo9BkVScygEFjmt1gBGqjTW3nm7KRaF7hOjDqq+YtKaw02vOIXGO+abK1Uv6I0l5Pni+LkjO8gW6G7UsxK7sV/z+8p+7H2DNjtxOuI5SuC3Bq8m2u3EKHc0fUGLhVUndjnT45Y9ToRnOyfgWagtlidBKYqJYFUToFKypZbglaNu8Be0t3/AFfrjKYoAR9xMHBADwbGRUQOZ0rcRcQ8yEFsJM3Q25HQmXpwZ5xlefE6UV/QYXHjgu2/fsQ/lQRUvRpmUWZwhkZqskfopE+HUk5FYyEKW+sYnUsc4rptpkTsOjcetWRA/0gHDiee3I541ZCIlHQsyEK+JThJlEHQpDJkIWcgAAxhh9LQQPL+1T6+LO4gHTRWKIhUiSpZnsZTr7IlNe7Jcq+QVDeODyPVZ25WRqJ/WH2f9wECUxKendaCveGoN9fzxMTrb3hL44EHbOk6gtTMfvUWdkyyjRwaK2AdJ29Pw4fgTnyk1Su6NGMHWgofRmCKYI7iUibBB0Q0NYY8AdpTBtFwz/iByDzsGWxAlKFUoMTOaYbUT26AkWpQoArUxFs3MGTP0piKniR1Hdc7W0UjtZBfFj5NiEqk+6DCzqcbz/4sppZRnws6Tv/wv5bQ8vQd/QLf8oymK3g9BZ2+I79joRNtxWWE8IOOKeidsMCyvsDNn+q/P8PrMqAttnlinG9xvWO2wEZT3aDROanRRat1QHYyy09aFsZ4xTx7hphc0NuwgVFfxg9shh7bvg50ojilXwbPBOzInV0laiOmxwUNAK6YpI+gIYp4WKyzT/uJMm85EnLAxcTFYUWQIm9QkjIvl4KkPGhttGYgOpAvDk6yiUhEt9Ah06scQX0CgjYEUJbxQnKM/xQHrdEz+8kb6tH6GFdni+dF3SSbQST8Yg30QLaAJ27bzuG7s+05d5gxtGjDc2YYzMGZPIbNVyR6iKKM7PunBODzkPqppNnBHWzBKUMPwplxNYQi2BzKM86mzy8TgFpcrSGfELR2lRaPaoNxsWGl5lb1Eckj2QWgn1oaa06eeERyHSFtnxaeD5lMcn2GTO0Rv8fKaS0zcj8quC7vM9CLQB01KRgKr0iUjYgOlVygDYKDiB1U/P4vP+LBj38d4Opr8ZY//v299FEUxHOLSkO5oW6F9T/gjxJXSwXXLk1sRiFuIG7A7LnqivLqjf7XQqjGssumJPWYkGjomin1P8fcsXBFtdKu5ibSx31Z6W3G/pY0TYEhxJBJ4W8SoYmm9CsOtp0KfHFLkfjwoPozMjsgOZRZSVUak/a4f3+JgMw5JgfUIY3BDq3e0cWKEcpWgRcI6HVApuHi2EaJTdMVk4Gb0FrgY1IL1iqwprtWR3lSVyL/nU7RmT3nT04HF5KmX+zf17v/dXj6C/bL9CJyaP+B0Uda1se2Nde+8v1y4f7xwWXf6cOaTU+Ypf10IzmDzlsO7Fpxe3Bw/pqjkMIRnn7I8t6N678QKRRtIwavTI+ndscEowmIL5wiaGU2MJsochRqFOQYlNmaMZdqYX+3ouRPrjq9X2qyMTRg7jD1DuSiGlgLnkcWuK5feGHZiL6+Q6Q54wft25iEKQyeanti94jI/2xZd9chlz29OsLvzbr2wvnvH48N7bm5ueHG641QnTEqqQv7C4HD8AbaEj6Ioijt2/wD7Du2RaN8R8YjKTtiK1Bl0JuJMcIfxGrhl7hM6bnAvmFWQpLwNOdNLTzZcnDF/ZApH2HAZuCpDdnQy2jLwXWEoxoyIHk9fMMnehcYBVXgqjuRQZYSmLlGyz/icLnps0pwRSj7hOnikDjDCGFLpmqfAwULXhT1m+nFV6E8aM/FMb4sOsaNsTJLDlZ0pJRlMYEZsiViSA5LxJEsIcnIY8iRsfSqY8gHI6T8eFH1aP89ydy6XTimFYjmUi0i75zacx8cr13Vn2xrf399z2Vb2nkM678HcBqfTkjlFAb0PpID7RpkqZTaQdHwMAnt2TWUY1vBUS4ze8TWYSPr3GCPzwbUjHtxtQg8j5in73h4sQEXZh1NlZ49yJJ0Lc7Us8CUwSfOE147U5ChKySFMm2+4rIPHMbMKDLlh6OdgdwxuuMTCKgvBxFCjx+FWO1oDQz6crFEhfDD6zvX+ke/eved9nXl594r9s8/58tUXVIu8Vh/miKc2wo8yW/6a9VEURXqHN98R7QEdjwgXpIz0SS4TIZ8zeIXHLYXP6TEhfsrQ8L0weqXHjBclpBCiBFMOHeot0t5SXVC2fNaE51muBvONse0L4VOGB0Xiz+XozZgcQeZJt80ArIPQ7ZJBQ4fZiMNolbEBT/IJCu2YiA0XWqaT06PSdaaJscuJFgvbKLTm7MMZYYc1ESLynFm1IdEIrkBOk0MVJk8vbBe6pX5MZcYKDGm4H5nafpjq+WAbkyMThOifps9/hNW787uv3wLJBC2qKJlkt7fg8fGRfW9c9y2L4+iMkTnl7DusBbadMhfm0ykLoDvt2mHemNyYlsrIxjHNU/oVHuyMQ+KW4m1Toe8HWiwag50eK600FploN1PuUyu4TGw4E4MzN9gozAHNhR6dJkZRgVLYTp29Gr06PgUwQTW0GENvuW6DVZQLMPSM6wtU7tiYeYhKL0tKJrRmv/sQYxvGHp02nmR2g+6Dvq1s10cu9/es8cD9uwfevvmOt6/fcD7d8uLujpubG25vb1HRv6U2v97R77/B/ULEitZOQbB5wustPn1Oly8IuaNLBXO8NMIrrIqvSr8xhihDNUEJkYnhoXeo3SLxnik6coRNDSVFpPGAnScYE4MOmhKdNJ1HSmk0pyotQCLlNzlF7gxPw32F52sOAYoefcD0uWbaSz4JRyiNic5Ml8LGxOaFvUuKzL3gUkCFFDccpnrfKWyIjMPX2mh25LHUQhuBakWngq4TqONtENWOKE2Iqoc040moG+D575FPRfFnXx7B48PKGCMLogKeA77ROvf392xbY9939n1PcCqZeyJzgcmQ7QqnhdmMasYqqbzbr3uqHI7WUldHLWhjpE02PoTNuw9aQAlDIhhjJ9hpvtJ14/sjPmC4sVowpsqiwSJZQAuFHjVvM3Gi0SgopoWrFPZY2WNPkEsoQsFkRmzhUTsXUx5GELIQdkO1M49xYi+3hN2AnYgo+MFSTORdDiLHOPZ7wBiNtq2s65V1XbluDcG413dc7x+4Od/x8uVLPnv9GlVlWRZKKX9QYfw4iuJojHffpB7QgqUK57nw+osz8uILHvRL3mwvWfsZM8PrIMwJZuL7QSyB3p7oc1JB5PhnBRPUz1DeUfxrTqNReaSg7CEU6cQc1POguvBweZkaKBNGFyzSTdLDcDd62u9R0tZnbMjwlPWU9HnGGAfSK3X3fmCd3FKHuLmyh7LGRPNKF6PbCx77RBswmjMUuloCNqMRo4OvKCvqO0oHcUw7VWHElhpEW5jrS27PX7L97i3r9w/sUzIqpRtRyEzoJhlC7oKJH37RZy/9p/UzrskKv3n5Odd9O5B2/ZgQK/voXC47PDwS1yux73BERrgJMRd6EYYp+zyx7c5yd4feTBQrXB9X9j3Ym1GWgpwNqSnYHm0wlCMjOYui90HvMIXmUGR0enP2GHx9ufDufuW8GDfnmc9fnLirE0sRXohQ6UxxZoorsy8Uzce66iBK5+pXtrHRoxNuFJmZ6wkvL3lTNx6AKwMpC1FeY3bLTsGn18h0ZkhhRKXrAnbKG1oErbUPhb076/XK5frAvm+ZaKg5bR5tZ//2W4x3qP45d3d3/Kf/6D2/+c1vuL295XQ+/+T37OMoimlOQ8LAg5e3N3z1qzu++uUd5fUdv10L1zcb+0VQnQ+TZ6GXidFWtouz79BdcYEmwiTKiCCkIDZnWlg4kzcMw0UwNpzCVOZU2T/uoJ6DDToemr7REJokIl3EEMmYxSGFISPFpdGPbBeBHofAvKCiWRh1Aptwz2t0V2PoRGiloWyd1CJa9jG7CGOQOb1FUvTd5el4d+gMSWlCCF4Ly3THMr8mvKJF0LkyLT1tiQUmmaGBXzvblgWdnkLY0COo/dP6WZeKcJ4n5mKJolsb67ryeLnn+v6By/t72rbjrWHDPwjpRfCtZY9Y06AQ00oPpbcrZZ4YxbN3tg5CHC0TZhns1KUTRTPdbzTa2FHLmA/vldFb/rye4v5d4tn5sfcr0Z1tUe7moC4zXfMU55FxIVO0BL96PwjeC6usDDoDxZiYOVPljlbPDII9BlpPuL5GWNKBJgvuFTfDhzG0JvhiOP04Qffe8e60LV87J1KveT4R+3Hqjp3edohUf1yvV77++mtKKXz55ZfUafrJ79nHURQlp6AhgSzC61cT/8lXM5//smB3L5CL8+5qPOzCKjdQLlg5EOfXBe5PcG/4TeBTASqDDYvK0MLVXnLSX6HyBuORYKe4cYqJpo11eYtKYXr3BU4h4ubIQNiRMeX0WAf4DJbDEjmQSyod9w5lBjOggwqjZeF2MVQKNmZqLJgUqErXSrcbGoXWjXmDVQtrSWG19EHQGDoIE1Ru0FDMewrayolizi6eAUDTDC/vGFaxi9OK5ZW4prtHqLjNYIG4od2JyKf8IBFVn+jbP/9ShBudE2EyBu/bBo8b27v3rG8faPdrQh/ckWOIB4n4D/f0PhuM3hh2QdpgtIJPG3GTfWKpWUzKFAwtjIBdsiffx070ndivDBtIKXiO8rJtNY5JdetEEa51IFPmoGytsvbCYHCaCicrzBRupLCxZ6wpDQ+nMbPqQtPGiECZmeOMyh1rgTWE1SFswe0GrIJMEEkA93G0jMIZ+0Zswv64s21bFsUGvWdKJ1qQAlGzx88OWMEEWjQ0jG3beP/uAZWvqdPE6e72J79nH0VRDIE4pxh6uRFevy589uWZ+cWE3N5zUyduvh8s15ndb/Eyp9PDC43KtgvjwdgfBLmdMiNWcjKLKMFCry/Z/QVlvKVmXBkmgw5UgbArZbnH94nWDWJJivWxSdWNLoVM2hFSFX3o/FRxKwxVipE+lMMtYihOwX3CqSlV0MpUTszLCx6unXUIURTUqO5Uca6xsvuKEfljkn1JxNAyIaUe1kdYlhPtfMZPC20Lrvf3tOsD+H6I0J3oG70NzI8T9IFa8qeJswmq9u98jz6t/8AV4NtgH9k//Pq3v+Ptd99zuVzo6wZ7x+Cw0TkqJEg1HCSfzd4aYcrgQrSd2IwxKdIVXSp6rrhkKJQyMWgMaxn36429rfR1RY+iKE1B9sRyeU+Lagso4N2RYayRWULrvjFi5nxS7ubCUme6KpUJ00ThNYedQVOna2MAA2XmhuontnliVWETxyVBJ6MrQzSL+rG/BYE9B01cO9vjSrsM+jbwzRn74QGXwxyhOdyMYzDTjv54yMBdWNeVt2/fcr49sSzLT37LPoqiKAX4sjAX5ZevJ/7kH8189g9v4eWZcjL0+si7hweuvXN/D7tM7D7hvvCgRt8r8U3Ba2F8MSFTp6tCDKaYcZSLppCb8Zazvz3GrgNTYdBQe2S+/Rp/MMKVGGei5nVXQyhRGXaTOTFKXjdLUsDDnF4DSjmu3wE26K70EbSA3eYUYk8TqgvFbnjshV2CxkBvlRe1corG4ld+f7+xbStdbnE1bCSNu8lCrTNLXXADGYPT68/pL77gQSZ0OLY3dm9AR03RUyFWh7WhzRkDMuhK0HJEU0YOlT6tn3f11vnzf/Vvub+/5/79e+7fvmO7rrg7MjqmaQ5ICtIhqidtmS5HPnNIAl694fsG1YjiRC/0WdFrgZPRmhFzIRS67WBklO/YibGlG8XSWip6gB+Ov2f6ifOzKDUYzXmcBZmgt515hren4LQUXt7csBShHoaGIR1XYdjIILfhbCGoT3g7M+oNmyqtCD6U3oMREOOIQiXTqMyzpdO2nW1fiX0wGsgwohuQxPiIQR+N2HbiuhM9h1aDoJCuno6zxaBvV373zddcLpef/J59HEXRgtMvlNeL8YvPCq9/XZm+MOTlGXRmkbfc3V25ewAejF1mdq20MbFKJXrBLwqPM75aBklr4ouGjOwN6i3YL5jtNRY7sGPheNhBnBaYdmTa0NawCAyjH08jGSTEU4M4BNtqc/5ZFrhBN0kS+PGUbwRdgs0Hm800nek64+WWfUyJhhdlqkI9Dc6T8koH5dK5XIP3qzIkBz14MEIJmQgzTCdE85pkNmW/Uwsi44iLPBiJU6VEJaIxtqcPY6LLNEiM2KGt/CTJ+fnX6I03v/8d9+/fs12ubGt+ONXjeaJ6GKV4jp+FlE5JeuePAFREHQ2hs5NEOD+kYiPJSaL0XcEGo3RCc5KdhoOU4qjbwR/l2Q4oIukv1hy4SQyEJCn5gLU7vTv7GOx9JqxwKhNzrZgoe2mZVKn5OVhb5zpSp4snF7EPST/zPhjtAFgMIXrQ3FEfdO/EtrGvV7bWiT7ADaOiMmdfVTId3r3jo0NrROtpAxaFUg9KVIFS8IDL3mjt+5/8nn0cRbHAq98Yv3698A8+W7j5zYx8WYlzQaMgvjGfH5lP5QAoFFaf2TixUxghRCvI/YQ8CrE4pkpXZ40kC3YBty9Y7FdIu6KyUrkCE91LwlarENOG9IZKIpmKVDwU1ZL6r8PornqIZkUZGmxPobVwTMMGw2H3lEZc5YZWpnTcjMK1Cd2FUgqnaeHzr4zzrLySnfbdhTfvhJMXGnDpJGG7K8MWVGa2g3C8o2yPO0pDz+ec2tUpZQhLZbITRWa6rGxb0K4bEvsTSAzEUdOceH6as/zsa9833vz+3+TkuQ/EM0wgC2DuscCf5mdZXMgBzRNyX8LSHy1Jysn+L8Q+cjg2HPOkd0ZPOo3XftCUjlOhHb9nOHEg71T0qTuUUtX4gYD/iMZVJwXUBCM6fQyawLI4ywJLXVC5fQYVRwy6pH9kDKUFRHdiZEBX7IEd9jsfEC1SLtR2Rttoj/e0fcNbuq/EhW4z85RtJzSvyloML4XQPSVzoZhVzG6QqaBW8zPgmSGz7ftPfs8+iqKoxXj1D2756qsztydjfHaHvHrFKLfQnMcxWB0u7KylsYax+S0XnRghDBJIaWtB7wN9MSE1SbzOTtXccV1ec19+CfoW5ZGZwEgEehNjqMN8JXwDv6LjJk9SUeHgG2cvI/t/rkoXoYVkDMDgCLbyBCdHBnuHwFXvDm1iIsBM4XZRltPEuZ744uXCbMLc79Glcp5mTjQuR9Zt9KB4WhmbLPhBAW/F2FtQHjZupKO9sh/C8ycPqASolszytczjYPSEExxFUQ/3zvVveC/8XVs+Guv6XYaFRepDI/Ia+ExWEj+E/sKTFSBPRINBDuo8NOEoKEUzS0cbEBCeV1hRSYZmOXJUVLLFIpHQEMlWkEbqcJ9gJiFgnsUTFSSE8VSSn4qi5jQ7dgV2eoO9Ceti2HIitCL29JmLvCV1p/QE3Ga0qUNL8G3EETLXNfOsd8c3x1fPTJuWHyB/emh0w3SgMjG0wqKYnhgusO6M5kzzCaZbyjTn3zUCGwO/ZAjdT10fRVG0Unn15a94+eWCSeO+vsbsc9wn2nXj/dsb3ryD+7Vy1c5lOM0XNpuhDYYZncpYlfj2EXs1MVdSIa+Kx45IpbFQ9Csm+w6N7wi/UEjJTEcY5si0gq+wX5Hjeh1RQQtFSxbFWlP5jzJC6N3p3eieU8Ph0ELScWKFsMKFM0nLLZRS+OymcD4pL24X6umWxSJDz/tgmm45zVdO5hlC3o/wo2KILgyd2fYN2RpxM2fwuB2yBB/se6f3HeuWmLLuqKf9yU4TXYNO5BP8iGuYpnyyflo/74pw8OvzVfWJZYkkYBYOh9FxcX7mcggMKcgBko0wJKbsxbWjJY7QiXSo7Fm4FMtUQBSpkhkwGnktxhlH7/Dp7/D0rWBJhFdnZLeGiNSzTiMRemZO1E5fnc1WHqeVUi+cz05MM2WeKFrRIZlR1IXRCzKALkcGO0eAm1I6ROtYF3wXZBPkIpRe6COjgPs+6AjbY0dt4rTcEctLbJmYrDKmE+Phij+s1PMtOt+g04wUI3oj1iuxJc37p66/9lMgIn8C/Avgl6St8n+MiH8uIp8B/zPwp8C/Bv6biPheUtfxz4H/GrgA/yQi/uW/78+waWL+/CvWO2UzkPlz1M+0Xunjgf/3O+PNOvO7Udl8Y4TxOKUukVKf+2HRFX88o++BUhg1eyvWFWOnK1z1M6z8KebCC3+TPY8whnZ8HNa68gA375H7L5m2FXRiK4aXw49MIAgjwLtmbEBPAGyIMkzpkncEe0MAABdBSURBVKc6VyMkWXizTtzME6epcHtSaq1M00TxGyLeQ3/A+j19FM5mvD6vPDwsLMPYtYJVJjuzLGfeXYSQt1QpjObEnhPHGAP6oNqUPm6d6PuG7x0Zjs0Lpvl6dUtgX6lCqUKtf78GLf8x9jYEHluSlSLd8InVfuoZ6lEQPb+pweG1V4DIPCKRoGJZSI+HbzGDHgxxtDujWVpQayoj0kPFkaIXCaC1TMwTfYoDTT/2kIw2iLDkLzTP/rPmsFBVcQOGIn2kDnbbUN24Xgal3DCWG7zeUOspe5YO1Y3RPfOrR56WiydBKqnwgrckCY3IiJEwoRzDP/FAexDk/h0XR84dPd2i55f0aYFFmAeUvtNqpVhFSiHqBNHhKpSfGR3Wgf82Iv6liNwB/6eI/C/APwH+14j470XknwH/DPjvgP8K+M+Ob/8F8D8c//13Lpkm4ouvuNhAVcBuEV3YDLQtXFqli9NN2SalOQmgHNlfCYnDmmeMK/BOuJyC8rLSQ+iqqcVD6HJmt89QHtjkBU7DFfoxi7PjCqK2E/qIlBtmC+qi+DzRRhDUHHq45RU0BJ1qDmRKTTyYVEyNsDwZzgUmFU5VOdXCeV7yIR2g0fCxQ2v4nrSgRQsvljPzJbHzZhNmJ6ycES9Y5CZiGLGn1nC0w/jfHTt6RiqRAEZ3CEfNMje6GoffJuGlpaA/yLv4e7L+6Hs7C2BLags8HwXzP3Lk/BxL0pefuacl3Uyiz71FxDBSyO0RGdFBUHoaC6wDaIqwLdsnWE6vQ5P3OQZo0WSuiuSVefgzj1GU7Flq2kFDyDwViUyEtKwzUUigBKDXHTfHpjxJyuKUOh999xwOhUNEJdwZox0Z0pKGBM8WQIxBiRyOiA88WtoYPcOrIga9bRQ3JApVT2kLNIHTme16QX0gI80KkNT+cQwef+r6a4tiRPwW+O3x9b2I/F/Ar4F/DPyXx0/7n4D/jdw4/xj4F5GjzP9dRF6JyK+O3+evXForvPyK1lYYQnALnNgNVJxd75DTzFIU74bvyVfznoOPfMbmGE/3yngL7W5DtgWfICOdJkAonFjrKzQaRb6m6rdoRGobyacYOlB5ROsVkZ3TIpSz4jcTew+aT3Q3ulsW5QhUZ0QVm2Z6CNcBUgrzfKJME3c6KBLUQ+2vo+STmIHzwOg77A16PhlrKdwuM7M2FEPFmKZbxBboGxWDmNFh0LZkN9aew54WWBzdqT5Sh6lO7xmE1PCcVlv2Nq3+ANb592j9x9jbOaJoecKTPBM+MS5zxPz0IDp6Xk8BLT9YqcXjAKX2w4ccaIcSOZBRU4YHMlLPOvbMalaTFOJqARl54os4BhbxDHC1SEEQmjEgqiS2Sw5hvyl052DqwfgBQPk4yfrlPWEbcgLmQZkXpOaNhSMOwV0y29qT3KSeZgJ3p0TFwxNiK53KhI+OeLqtxI/eOg2VFbULs014qcRpZo1AWqe1Ri0FnSphSpglkPknrj+oiSQifwr858D/AfziaTNExG9F5Kvjp/0a+LMf/LJ/e3zfjzaOiPxT4J8C/OJPXtPtBaMXQhvhhTFmRj3TX96gv9op3/2e+u6RiZ1pvoe4IfotbRxXVuk5OdsNf++074PpLMQi9KqoLoDTjXyqhqHje0p3ql+eyb1dDqJ2bZxeNCYJXt6duDvdwd0Zp9L1jHNi85mdoIelLc8DysygHNKclEtEBLquiCs1ToifkaHAFaLnFb+AuxDDEDsxYexDWMo983xCq2FlYbhyefMW9k4MJ9pAr6kTq2cQNdrBp+whFBPk0IP1sac8CUuAqSd4ICc5weidv6/rj7W3q73I8ZxkT08kDQGJtnqOE8thggg+xpG26Ef/UVJdMQYePb3RLvQnORl6mNaP2AkyiL6NbO9IHL+THEcHBTSwoxUUKsfwpx8E+Q+FkYMXGkHutacr94jjaz+yUJIfCuDsjLWz1Zl5ucWmm/+vvXP5kSw7yvgvzjn3ZtajH57xiBkJywYJIXlpvDACsUFIyHskWABCXoIESxv+AWDBAokFlmCHQEggmQUIIcSGDYKFsY2swfbGAg9jZnq6qyor8957IoJFnMzK9vT0dKPprqzu+0mpysrnyZuRcU9EfBEfi+VxNBtIjnZVi6k9OO1356RUWn4zjpGLUXL8rs3G0Lm20DIfh4pNK6bVGssd3ckt8ukd+uWCkjvGWinu5JxJxyd0Asvlku8/oS08sVMUkVPgr4Dfcvezx7SEPeqO9xHg3P3LwJcBfvwnPulDWkJpUooZFEGlx5YZ7r6GDivySkMXRc5BjvByh6THqIG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y=\"-10.614966\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" id=\"mbf1cb796a4\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
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      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_config = ModelConfiguration(epochs=10, learning_rate=0.1, checkpoint_path=PATH + 'saved-models/', device=device, model_name='RESNET-50', experiment='extra', num_classes=2)\n",
    "if not os.path.exists('dataset/extra_experiment/'):\n",
    "    print('dataset does not exist and needs to be downloaded!')\n",
    "else:\n",
    "    loader_config = DataLoaderConfiguration(datasetname='extra_experiment', batch_size=100, path=PATH, transform=EXTRA_TRANSFORM)\n",
    "\n",
    "    sensitive_transparency(model_config, loader_config)\n",
    "\n",
    "fix_shape = math.ceil(math.sqrt(len(os.listdir(save_path))))\n",
    "fig=plt.figure()\n",
    "\n",
    "for i, name in enumerate(os.listdir(save_path)):\n",
    "    image = mpimg.imread(save_path + '/' + name)\n",
    "    fig.add_subplot(fix_shape, fix_shape, i+1)\n",
    "    plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pixel Pertubation\n",
    "This is the pixel pertubation experiment. Here we removed the k% least salient pixels and measured both the AFOC and KL-divergence value. Please note that the results shown are plotted using the function pixel_perturbation_results() while the actual results were realised using the file \"pixel_perturbation_imagenet.py\" where we saved the results intermediately. \n",
    "\n",
    "For both AFOC and KL-divergence a lower value implies that the model performed better since removing the least salient pixels should result in the least change. We can see that FullGrad outperforms the other two approaches thus we can conclude that the FullGrad approach works as we had expected.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   "source": [
    "## ROAR\n",
    "This is the ROAR experiment. A lower accuracy is good while we remove the k% most salient pixels. Since we remove the most important pixels we expect that the best method should have the lowest accuracy. This is not the case as the random approach even performs best at 90% pixel removal. This could be due to numerous reasons which will be elaborated on in our paper."
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   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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      "total_batches: 78 | total loss: 2.257 | epoch Acc: 55.390\n",
      "total_batches: 78 | total loss: 1.992 | epoch Acc: 52.650\n",
      "total_batches: 78 | total loss: 2.032 | epoch Acc: 49.620\n",
      "total_batches: 78 | total loss: 1.869 | epoch Acc: 45.810\n",
      "total_batches: 78 | total loss: 1.944 | epoch Acc: 36.620\n",
      "total_batches: 78 | total loss: 1.653 | epoch Acc: 56.710\n",
      "total_batches: 78 | total loss: 1.426 | epoch Acc: 53.600\n",
      "total_batches: 78 | total loss: 1.450 | epoch Acc: 50.570\n",
      "total_batches: 78 | total loss: 1.590 | epoch Acc: 46.920\n",
      "total_batches: 78 | total loss: 1.978 | epoch Acc: 37.080\n",
      "total_batches: 78 | total loss: 1.265 | epoch Acc: 56.840\n",
      "total_batches: 78 | total loss: 1.439 | epoch Acc: 52.940\n",
      "total_batches: 78 | total loss: 1.568 | epoch Acc: 51.080\n",
      "total_batches: 78 | total loss: 1.539 | epoch Acc: 46.160\n",
      "total_batches: 78 | total loss: 1.829 | epoch Acc: 34.910\n"
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       "</svg>\n"
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "model_config = ModelConfiguration(epochs=80, learning_rate=0.01, device=device, checkpoint_path=PATH + 'saved-models/')\n",
    "loader_config = DataLoaderConfiguration(path=PATH, data_dir='dataset/')\n",
    "acc_list = experiment(model_config, loader_config)\n",
    "\n",
    "x = [10, 30, 50, 70, 90]\n",
    "\n",
    "plt.plot(x, acc_list[2], \"--\", marker = \"|\", c=\"brown\",label = \"Random\")\n",
    "plt.plot(x, acc_list[1], marker = \"|\", c=\"r\", label = \"Input grad\")\n",
    "plt.plot(x, acc_list[0], marker = \"|\", c=\"b\", label = \"Full grad\")\n",
    "plt.xlabel('% of pixels removed')\n",
    "plt.ylabel('Accuracy (%)')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
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