{
 "metadata": {
  "name": "",
  "signature": "sha256:f6107ea0581222113f64114911c680759e5f1d8e15782194c9b2e18e45d83df0"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from droplet_planning import svg_polygons_to_df\n",
      "from path_helpers import path\n",
      "from dmf_device_ui.tesselate import tesselate_shapes_frame\n",
      "from dmf_device_ui.plot import plot_shapes\n",
      "from dmf_device_ui.point_query import get_shapes_pymunk_space\n",
      "\n",
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "device_svg = path('C:/Users/Christian/Documents/Microdrop/devices/DMF-90-pin-array/device.svg').expand()\n",
      "\n",
      "# Read SVG polygons into dataframe, one row per polygon vertex.\n",
      "df_electrodes = svg_polygons_to_df(device_svg)\n",
      "\n",
      "# Tesselate electrode polygons into convex shapes (triangles), for\n",
      "# compatability with `pymunk`.\n",
      "df_electrode_tesselations = tesselate_shapes_frame(df_electrodes, ['path_id'])\n",
      "\n",
      "# Create `pymunk` space and add a body for each convex shape.  Each\n",
      "# body is mapped to the original `path_id` through `electrode_bodies`.\n",
      "electrodes_space, electrode_bodies = \\\n",
      "    get_shapes_pymunk_space(df_electrode_tesselations,\n",
      "                            ['path_id', 'triangle_i'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "axis = plot_shapes(df_electrode_tesselations, ['path_id', 'triangle_i'],\n",
      "                   fc='none')\n",
      "plot_shapes(df_electrodes, ['path_id'], alpha=.3, axis=axis)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 39,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0xa4941f0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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uu041qrX2AsTFxVmUQktVgmfPnrVpzNesWUOrVq1szt5BT+WKbhZtdX9wcLDJ\n0tRTvFyVSkVQUBCbNm0yMeYBAQGK2Dt//PEHt9lZvUmViNYoccZc8y5dugBu+rwyP0FaWho6Ucfx\nE8dp0byFyT57VZElpSXk5eUx6cVJNo+TEqnW4qrJLZMNXHNbM16lsPVdyTkvqbjHXiXq5s2b9SJx\nvayzlEDfmNxa/gf079OO7aYOxVkq5saNG3nk6UcIbB7IW4ve0lM9L6O0rJRdu3aRtTeLY8eOkZub\nS1m5PlQSGBhIREQEHTp0ID0tnY6dOjrFt09MTHS5X6y9mXlXYIAgCP0AXyBYEIRFQK4gCJGiKJ4X\nBCEKkFLbOUCs0fkxl7dZYOrixYZ/92rXjl7t2jn5ERzHRwsX4uvrS79+/cjPzzeEAwRB4I6bbuLq\n1FQmLlhAeuvWfPzll3Tt2tUt46alprFq1SqTbY0a62dZ586dIy1NPl5WW1vL8RPHmTB+gs3rizoR\nnU4ny8uVEBYWZsE28FT2X855NWrUiEuXLlFZWYmvr3wc8siRI4pCLJKmja2wmJ+fH8ePHzcYc1dh\nzcCphDrnZW7MtdW2tWiWL19OQEAAzRNsJ+HzL8iX8ksIbxIOgr4KWFqVeMpZyzkvKbxnr0jq22+/\nJTkp2a7DKS4uNun9aQ5rXHOlz/OlS5fQaDSMfWEsH2d+zH1P3Ee71Hb89NNPHNh/gDPZZygsLKRG\nW4OXtxehIaHExMbQtWtXOl+tn227w2mCvuirtqaW2tpaE5pt1vYssnbo36Fjh2x38bJpzEVRnAhM\nBBAEoScwVhTFQYIgzAaGAK9d/v/Ky6esAhYLgvA/9OGVZGCHxYWBqQ88YO/zeQS1tbX8sH69IdmZ\nnp7OihUrTI5pFhHBxy+9xOerVzO4b19uGzaMV1991aRJsjPo3r07i79cbHg4oI6ZYEuf5ccffkSt\nUnNNl2tsXl9iTVijJoKes5u117pQkjuRmppq4bwkZkpOTo5VCt6yZcuIioqyuyqSEm3W2B3SPnOu\nuSed176sfSbbfHx87Mbtf/31Vzp27Gj3+lLs3dYKzsfbh0OHD5mwSTzxeeWcl/R+2JJ0lkIsz45+\n1u4Y5WXlJjNkcyQnJxu45nL0RXt4+OGH2bJnC/m6fLyDvVn4yUJA/4xGRESQnp5OWloanTp2shnu\ncweCAoMQVALHTxw3qf5td0072l2jn+iuXbmWnT/utHoNR7sFSG7+VWCpIAhDuUxNBBBFcb8gCEvR\nM19qgBEuUeLIAAAgAElEQVTiP6y+dvHixahUKu6+W9/B5aqrrqJWp+PixYsmy1eVSsXgAQPISEuj\n/+TJ3HvvvVx99dXKBrHy7jSLaYZapWb37t0GwyyNaSvOuGatPsRiD6fPnMZLbfsnjY+LN+nj6Kr+\ns62ft0ePHnz55ZdotVrDiy6FRM6dO2fVmP/555+KEp95eXoHaEtaNzw83O1cc2vfV1pqGpmZmSbb\nAgIDqC6othr6KCktIT8vnymTp9gdV5rxRkVaFtEYj+cuOqa9V1fOeYHtugmpcUn3HvIdo4xRUVlB\nRKT1/I+/v7/eAB47XtfEw4EcwY6sHeR75dOhcwdat25N586dbUoLeBoaH72srzUpB3tQfNeiKP4i\niuKAy/8uEEXxRlEUW4qi2FvimF/e97IoikmiKLYWRXGdU3flIeh0OlatWsXNN99sqKLz8vJC4+Nj\ntaCneUwMIQ6wW+y9AOal0FLSyJr2dm1tLSdPnOT222+3O/b5c+fx9rG9evAE19zay9OsWTPUarXJ\ndysZc2v0tUOHDlFRUWE3Xg51lD9bM9Xo6GinZFmdQY8ePSgrKzO0doO6nIi1e/j6668JCAywSic1\nhpRrkEJzcggJCXFIPsAVpKWmWSooCnoJZmtYvXo1ycn2QywANdoam2EWAF+NL0eOWiqBKkFiciII\nkNA8gfvuu88uu8bTCAwK5NRJ56mW/6kK0FWrVlFbW8vgwYNNtoeEhNQbpSsxyVTHQ+IiW0sKrl+3\nHrVazdXX2F8V5Obl2k2+WNU19xDCwsLYvn274W+JeWKtkObrr79WFGKBukSbLWNuTdfcE4iOjkbt\npTbh1xvCSlYM7KZfN9GpUydF15c+hy2DE9E0whBbl+CpsJKc85KodnLQiTqOHj3KgP72awd0ok6f\n/7FTjxIUZKpr7kggQK1WG8KsznZIcifCQsNsNqqx99n+U8Z86dKlXHfddRax75iYGJt9HMGxF8IW\nb7tTx06G8ADU6ZVYKxxat24dbdq0UTTuxQsXbVZLginX3HC/Hix/NtfxkEIi1sJKf/75p1WtDnOU\nlOi/MzlVPQmtWrVyO9fc1u8bFhrG9m11zkuamcvpsxQXF3PhwgUGDrSuxWKMGq19SmdMTIwJr90V\noS17xkPWeQXqnz+5WgJJJK7btd3sjl1YoF+p2mKzgDzX3JHn+Zou1xAfF8/kKZMVn+MpRERGcCHf\nMTlsY/xnjPmPP/5IeXk5w4YNs9jXqlUrEwPrCuy9AN2u7Ua1ttqQJJIUDuVmj7W1tZw8eZLbbldW\nYFVYWEhwI/sFDhLX3F2w9fJ06mTqvAyFNDL0tYMHD1JZWakoxAJ1xtyWWl9srJ5cZRzG8lSOAC6v\nvA7XrbwaBetDInLP1zfffENgUCCxMbEW+6zBx8d2oq9FYgsDbU6CJ3jmEsydV4C/3pjLdc/6bvV3\nikMs2dnZqNT2j4uIjHC4H4ABl3/KadOmkZeXx1dLvnLuOm5CbGysQ3LJ5vjPGPNFixZxzTXXyNLh\n0tLSKCsrkzlLD0dzuLZeAH9/f3w1vmzatMlke1Wl5Uxm3bp1eHl50blzZ0XjXiqWb7FlDmNdc1fz\n03adV7duaLVag/GWWsdJhtgYX3/9NdHR0VYlfM0h8XKtqQhK+7y8vDh06JCi+1UEG/atc6fOJoa7\ncYj+95AzOJs2KQ+xSHkOe6yKlsnWdc0dhZLvytx5SSvDs+dMjblUZKNEnkE6XwlDJS4ujuJLdfIQ\nDv++gj70N2jQIL768isuXHR+ZuwqXOWa/yeM+bZt2ygqKuKpp56S3d+yZUt0omizF6fS2Y2Shyky\nKtKk2kulUskuh9euXas4xAL6Un5bVC4JoWGhJktTdzdrMIa/vz8ajcbgvCRjLuc8HQmxgD6hrQQS\n19wdsBe26Nq1K9pqrWElICknmpf0F10qcijEIsXczTvVmyM8/DLX/PKz7KrzsvdsmDsviRZrHoPe\nuGEjgkpQXLORl5unSA8lKcmSa+7Mu3rXnXcRFRWliFXkKbRq1crANXcG/wlj/tFHH5GWlmZ1Oa5W\nq/Hz9fWMHK4M2rRpYyJVKiUtjX/EGm0Np0+d5vY77LNYJFRUVNgs5ZcQHRXt9nZqthAVFWVwXlJi\n07zsfP/+/VRVVSmeuUmG3FrhkTHMueaezBH4+/uj8dWwabPeeUndpMyXz19//TVBQUE2C7yMkZ2j\nZ43Yy4mApa65Jz+vufOSCrjMG5B89913tGzZUjFbJP9CvqLP2jLZfbrm06dPJycnhxUrV9g/2AOQ\nuOYnTsrLGP/nE6D79u0jNzeXkSNH2jwuLCzMqs6Dw0p7dg7t2rWriV6HZOCM+dBr167Fy8tLUTGJ\nBG211qJ9mhzi4uVbbjkDJTO/lJQUC51trda0KvLrr7+mWbNmikMsUthCCevFmGvujjCLvWfB2HlJ\nKxHznMjmzZvp1FlZiAX0HaRA/8LbQ0BgQN337eEqD3PnJXVXMqZi6kQdx48ft6nDb47CwkJFAlfG\nXHNwPOFr/FuGh4dzz8B7+PTTTym65Pnm2HLw8fGRbbquBP96Yz5/wQJat25tk74Gyhgt7kJqu1RD\nowmom10at3Rbv349KSmO6TTX1NYQE2t/ppeclGzKNfewln9GRoZJwlOuK1BWVhY33ijf1FcO0kxb\nSWWeOdfc3Z2GzJHSJoWTJ04CeqogmK5EioqKKLhYwL0D71U8rDTTtcUxl2DONfdkAhRMnZckz2v8\ne0sicV0ylEsqFBcXG/IN9mDONVccZpH5MR984EHCm4QzZcrfE24JCgxymmv+rzbmx48f58zp0zxl\nQwBfQuvWra1nxd1cxCqoBIKDg9m8Sd+JR6JzSXHsGm0Np0+f5o477VdBSigr1cegrcnfGiMpKQmd\nTqdPutZDfW67du3Q6XQWzkuarf71119UVVXRv798k2o5SN+VkqW4Mde8PgqSM7pmGFZekrMxbqKx\n7OtlBAUF2S2IMYYUFrOmEGkMOa65J2HsvCTdGOOOVmvWrKFlK+UhFtA/G0obNZhwzR3Of1oa/mnT\np3Hy5EnWrF3j2MXcgNCwUKtc8/90mOWdd98lISGBeAXVdR06dKC8vNy6hK0jSRUFh8bFxbFvn74U\nWlo6S4mkNWvW4OXtRfv21rvOmCMnJweVoLKrqgjgo/FBpVIZZjOe0DM3hkqlIjg42JAElUIpUvXg\n119/TUxMjF3anTGk78qWRKoEd3LNRVG0+321a9cOURRNZovGVZFbtmxRLg1xGVJRmS3pAgnmXHNn\nodTxGTsvQ4L7Mj2ytraWE8dPcPttynM/oDz/A+5P6EdHRXP7bbfzwfsfUFpWPwVnEiIjIp2mWv5r\njfn53FyOHjnCiBEjFB2fkJAA4PY2Y9aQlpZmSGpJ3HApFLB+/XquSrnKoevl5OQYxLuUwM/Xj6NH\n3MM1V/LyGDsvKc4tvYBZWVncdNNNDo0pPfBKqJjmXHNP94hUCXrnJfVAlX6X2tpaCgsLKbhYwMB7\nlbFYJBSX6HMc9sKFYMk19/TnNXZekjGXKHY//qQPsVxzjW2ROHNUV1XbLAYzRmSkcwbQlrN65JFH\nCG4UzLSp0xy+riuIjYt1qMG7Mf61xvydt98mKiqqToDHDgRBwN/fX1Yg3tGFuZKZrlQKXaOtMSSN\nJLnNM2fOcOdd1psYyyE3N1dx8hDquOae5plLSE9PN7Q0k0Ijubm5ZGVlUV1dzS233OLQuIYWagrC\nDuZcc5ehwDbGx8cbnJfU+iwvP49ly5YR3CjYpliWHKSYu2QsbcFdXHOlv62x8woM0K+UpJXQmu/X\n0Kp1K4cdSk1tDc2aKetrY8w1d2dNyLSp0zh0+BAbNm5w6JquwBWu+b/SmBcWFrJ3716GDx/u0HlN\nmjSx+sIrfhgVPkuRUZF4qb3YsXOHYelcXFzMd999h5e3l1Vtc2vIy8szVN8pQWhYqKHE3JM8cwkG\nHQ+t1hAauXDhAt988w2xsbEOhVigro+okrADuJFrrvD3TUtNMzgvycmezTnLlq1buOZqx2apUFdU\npsQJGHPNPc0zl2DsvBD02vpSBbMSkThjVFZVgqjss4Il19xdK5H4+Hhu7nsz7777rqxuuifgCtf8\nX2nM582bR2hoqEO0PtB7eHPta08irEkYO7bvMHCRy8rKWP/Detq2dbylW0FhgU0dc3NERUZx8UL9\ncc0jIyNRq9Xs3LnTwEUuKChg3759DodYoK7oSEnYAfThGClG7+mwA0DPnj0pLytHW6M1hJWOHD1C\nYUGh4kIhY0g8aqW62uZcc0/D2HlJDbZXfbsKlVrlsPPKzs5GUAmyrCc5SFxzY8EvRVDg5x5/4nH8\n/fyZMWOGY9d2EhLX3Jlw77/OmJeXl7Njxw4efvhhh89t06aNbDGNozxzpccmJSZx6PAhg0EqLy8n\n+0w2d915l+KxJFwqUlbKLyE+Pp6SkhKXhJgcRZMmTdi+fbvhPk+fPo1Wq3U4xAJ1MVklYQdp7Nzc\n3HrhmYNeQE3tpWbHjh2Gqs0NGzYQ3ChYcWJPgk7U6Q2PAz5I4pp7UmjLGMbOS1plrV692qEKZgk5\n2TkGh6AEEtf8xEknPq+d71QlqJg8ZTL79u1jy9Yttg92E5zlmv/rjPmCBQsIDAykV69eDp/bsWNH\nKiornS6nBcdegM6dO5Ofl09khD7RU15Rjo+PD+1SHW+hV1JaYigdVwLjpWl9zFSlMQ8fPmwIjeTl\n5REbG+tUBycpJqukSAr02upSgtkloS0HjIXkvCS20vlz5x1OBEJdt3tHuumENA7hbI6+pN/TPHMw\ndV6SDG5+Xr7DLBZwPP8Deq75saN66qs7pTdAX5dx/XXX8+abb7ql0tQeggKDZGfm/ylqYnV1Nb/+\n+iv333+/U+dHRUWhEgRLr+ghbnLXrl2p1lZTU1snbepMiAX0LbYkbXQlSErWc83t9ad0Jzp31ut4\nGPOHnQmxQJ30gdKG2/Wpay4hKVHvvIyVLO+9V3mhkAQpPGSv8YgxmkY0JS/fPUqgSiE5L0lTRaVW\nKRaJM0Z2TrZD+R/Qa8JI4nGOQKnhH/XMKHx8fHh51ssOj+EoQsNCbepEWYOjbeP+0fjkk0/QaDTc\neuutTp0vCAIBAQH88ccfFiwYh6rKFE6EfP188fX1ZdOvm9ChI5981mWtY+P9Gx29dWrKaiz0MGxB\no9GgUqnIzsl2WRJW6fkZGRnMnTvXZNa1ePFivvrKMelRaYbiyH0nJyfLamw7ChH7PHMJna/uzPYd\n2/Ux4yqgHEYNGuXw963VasFbmQ6NhJiYGA7sP0DjAOWhN3M4GpJKTkrm8OHDekNcBrpqHfff7PjE\nqryiHJ9QH4vmxrZg3KjcUz1PX5z0IuMnjGfX7l106qhcisFRREREOJWs/9cYc51Ox7p16wy9PZ1F\n06ZN3UdhU4DoqGh+3/M7arWaXFUhZYHQ6/rr8Vb4EAPU1Nayf9V21q1bh1qt5oknnlB0np+vn2Ep\nXh/w8/PD19fXoKXu4wONGtXQo0cvh65z/vx5tm7NQqVSPlONj48H9InT+gorZWRkMPfNufoZtRYC\n86F5rS8dHEzM7927lyOVufi3UN5UuEXzy1zzgPoLo3Xu3Jlt27fRrl07KIfAQujYONpQw6EUm7b+\nSl5tFcOGD+Ott94y0B1tITIykoP75bWVrMHR+HpKSgrdunZj9muz+WLxF3h7udbg3RpiY2P5Y88f\nFtvtOdd/jTH/8ssvAeeWscZISEhg//79Jts8mSJMSUlh69ateHl7IXj74pPWitN+fsx9803F1ygr\nK2P02ht45KFH+PTTTzmbc5Zp06bZrQYNCgrSL8WVh9pdRnR0tEHQzNcXkpN1pKdrGDZMOY30p59+\nZdeuLFQq5TFkiWt+7tw5kpOda5jrKPx89c5LcpihajUJBQU80bkzXboo1yl57bXX+L8DuYqqXSW0\nbKXnmtdjfpuMrhm8+eabhth+U42GxseO8caECYYyfyUYuu8Pspp6c1ysYujQobz5vzftSh/Excax\nY/sOfETHKK6OVj+PHTuWBx58gNdff52JEyY6dK5SJCYm2myKbQ3/ipi5TqcjMzPTpFGzs0hJSZFt\nvuuutnHm6Nq1K0VFRYbCkqeffpqTJ07wxRdfKL6GFNPv1LETc+bMYf+B/YwYMcJuWCEsLIyioqJ6\n4ZlLSElJMUnuPPPMM6xevZq9e/90YET953Uk7AD6lcGFCxdcF9py4PTo6GhD/FOj0XD9DTcwe/Zs\nh1QrpRlZULB9xUQJTcObgqDn4zv7eR0Ns/hqfPHz8zMwwmLj4oiOjmbcuHGKteclqNVefPjBh8TE\nxPDU00/xp53nw7jYxpMrEbVazfjx49m2bZvde3IWznLN/xXGfPXq1Wi1WoYMGeLytTp06EBVdbWF\nRKuncNVVVyGKomHJ1zQ8nOGPP87SZcucoiclJibywQcfUFpayqOPPGqTSx4VFVXvSUHJeUno0aMn\nXbpkMGPGDCodLMxQyrmW0KhRI9l2dZ5ESkqKiejVqJEjCQkJ4YUXXnD4WhI/Xyl8vH2cb6nmJKKi\noigorJsMvfbaa1y6dIn/+7//c/haarWaOW/MoVvXbkyePJm169ZaPbZlq5aItSK6Wtc7LNlD+/T2\ndO7UmVdfeZVanfPMN2sIDgoGAU6eOunQef8KY75kyRJ69urlFMXNHE2aNEGtUvHXX3+ZbPcEzxwu\nKyg2Cq4r4RUE+t18M6mpqbz40ktUO+BUpHFDQkJYuHAhjUMa8/jjj3P4kHzxSFxcnMtUK0dnbykp\nKSbnCILA+PEv4O/vz4QJExwaU4liojHCw8NdasslwZHft2u3rgaHqRNFVCoVs2fP5vz587z//vsO\njRsaoqzaVUJAYICJeqGjcIaTn3JViqEloIA+lPfC+PFs3LiRbdu2KRsX0WTxM3bsWO677z7mzZvH\nxx9/LHtOgH8AqHBcp9/JSfz4CeOpqa1h7ty5zl3ADjQajcOTuSvemG/YsIGysjIed7B03xYCAwP5\n80/nllDOvADx8fEGoyoZiilTpqBWq5ky2X7XcLkRvX28eeftd0hLT2PcC+Mseo6Cnp5oPGZ9QKVS\nWcwwBUHFa6+9xokTJx0KL9lq5CwHSevD03rmxjB2XuLlUENYWJghvOTIc6ZUElaCpPlTHzxzCd26\ndbOgu17duTM3OBFeMsb9993PmDFjyMzMZMaMGbK6MxK/vT6eZ28vb8aMGcMvv/zCwUOOJV6VQI5r\n/q/nmX/22WdcffXVivnGShAREWHiFT2tgZ2elm6xzUutZtasWew/cICVmZlOXVdQCbz00ksM6D+A\nN15/w4ICmJykTwQ6Gs90FRKzxBiRkVEMHz6cZcuWKp6ROBp2cJRV4Q6oBBWNgvX3WWMUA+3Vqxdd\nunRhxowZdlcL0vOnVLpAQtMIZdWx7kSbNm1kZ7sjR44kNDTUqfCShJ49evLa7NfY88ceRo0aZbGq\ndCRBDLicHO5yTRfS0tKsOhdXEBIa4jDX/Io25jt27qSgoECxzK1StGjRwuKLdLeeuTF69uxZN47R\n9uYJCTz00EN8/PHHygoirIz76NBHeXLEk3z15Vf8b87/DNs1vhpUgsql/IDDLfXQKyjKoV+/fqSm\npvLSSy+itRH+kYybUpEtCe5isTjKgIhPuOy8zCYF48ePdyi8FBHpmAxATIyy/qK24OhvqxJUNG6k\n57YbTxJUKv3qS3F4ycqwrVq24r0F71FQUMDQR4ca1DOh7nnwVEhUDi9OepGqyirmzZvn0nXMERkZ\n6VDdCFzhxvzDDz4gLS3NIU0SJWjbtq1JoszTM/PwpuGohcu8crOH656776ZlcjITJk60mt1Wcn99\n+/Zl2vRpbN68mefHPm+4lsZH45ZiGkfQo0cPq/uk8NJkm13SnTPm0oqgvpLbEiTnZf77qVQqXn31\nVU6etB1ekoyiUh0aCS2atwDqN4wG+h6zgMVzFRYWxujRox0OL5kjPDycjxd+jH+AP8OGDeP4CX2B\njaOaN+54rzUaDSNHjWT9+vWG+3AHYmNiDbK+Ev61YZb9+/dz/vx5u42anUH79u3R1tSYtPryNGw5\npJkzZ6KtrmbmrFkujZGWlsY777zD6TOnGTZsGGWlZQQGBta7MbdllNRqL2bNmsWBA/vJzFzp9HXk\noFKpUKvVhgRdfUFyXnIL8ejoaIYNH87SpUs5bCW8JP0+jmizgJ7hAfXTKs8YkvOSc5o9e/YkIyND\nUXjJFjQaDfPnz6dNShuee/Y5tm3f5tRKxB1dtnr26Emb1m2YNm2a28ItznDNr1hjPn/+fFq1auXw\nC60EwcHBeKnVJrMHR8Iszjwg0mxGJTOORqNh6rRp7N69m/Xr18sNqr9HBeNGN4tm4UcLAX34ReOr\noaraeWPuTJgFbHPEExKa2wwvScZJaSca83GdNebOyAiA/b6st0jhpRdflG1vZ9wM2uFxhTq5YEfh\nrBOQnFeVlVZ9L7xgh72kcFiVoGLG9Bn06dOHl19+2S3CYs5iypQplBSXGN4tVyHHNbdXsXpFVoCe\nOHGCU6dO8fbbb3tsjODgYLKysujYqZPDQluFRYWcPH3SoXMSWiTAMev7U9q04c4772Te/Pmkt29P\nU7NkmAhkn8tGq1MWQpg0eRKzX53NsZxjlDd2zlhIOH/+vMMFPMHBwTZXPnfffQ/bt+9g4sQJfPrp\nZyYaHTWX+2lWVlY6LK7k5+fnNKNCwulTjgs62cPkyZMZPHgwU6ZM4ZVXXjHZJ31Pzoyr9lIb+qU6\nA61W6/Tnrbay4pPi508++SRffPEFDz74oEvj3tLvFny8fchcoScKKC22ceeKxd/fnyeefIJ3332X\nPn37EBsT69L1goP1XPNTp08ZwmX2cEUa83fffZf4+HhZVoS7EBkZadAQAeXevlHTRnzy3Sd8suUT\nh8YTRZEKodomr/zhIUPYvXs348aNY+HChSaz+GJVCaPnj3ZoTIDygHLKK8o5cuSIUwnCyMhIPvnk\nE4fPq66uNk8PWGDmzJkMGjSIWbNmmsXQRdRq/X5HUVNTQ2JiosPngd4IhfuGM3XYVIfP9S33xcer\nxup+b29vXn75ZUaPHs3KlStNuvOEhoaiyj3j1LgBQoDDLBgJfn5+VJ+tdmpcdZXaJtsoKkrPXnrv\nvffofPXVtDR69tSCmoITBQ6PG6ILoVBbyKJFixg/frzD9+wqet/UmzVr1jB16lQ++vAjl6+n0Wg4\nfPjwv9eY5+XlcfjwYV599VWPjpOYmMjWrVsdPu/9TxwrBDFGXPv2dnWcX3nlFR4eMoT/zZnD2LFj\nAVB7eaEL8uJIjuMVowB79uxxypALgsD27dudGrO2tpbISNuPn0ajYdq0qYwfP57169fTu3dvAJo1\ni6Bdu1Zs2eJ+fq8tNG7cmLwzzs1yt27dyjiZGagxmjevCy+179CB+Dh96K1t27b0johg4VrrFZCe\nQN++fck/5RijQsLcuXPZvWqVzWP69evHtm3beOnFF1m0aJGhqUV8bDxD2t/O5AULHB43NzfXpX4E\nrmLa1GkMeXgIny36jMGDBrt0raDAIE6dOlW3wc5C4oqLmb/99ttERkaSkpLi0XFSU1MNXbLrN31k\nG4EBAUycNIlfN21iixPORg7t27d3y3UcgdIlbps2Kdx1113Mnz+PfCN97r8hLOoylKzu7rnnHlq2\nbMnECRNMjNKV9nGV/r517CXT4jhn494RERF2RbkkeKLLVnBwMI8++ijffPMNubm5Ll0rJDTE0IpP\nCa4oY15UVMSff/7JY8OGeXys1LQ0ampr60qT68F6iArH6dC+PX369GHOG29QdOmS4vP+eVB2z4MH\nDyE2NpZx48Yhirp6Z2e4A47c88yZM9Fqtcy6zF66Ej8voMjjqi8Xxx04cIAVK1YA9ft5PfHe9L+1\nP3FxcUyeYr962xYc5ZpfUcZcatR8tRPdSxyFv58f3l5e7Pnjj3/ky/TUiBE0CQ/nhXHj/u5bqRe8\n8sorlJSUMmfOHODKnJkrhUajYerUqezatcvAXroynbUySOGlTz75hFOXE9pX+qedOnUquedzWbp0\nqdPXkOOa28IVY8wrKirYsWMHgwe7FodyBI0bN+avffvqbTwH1VV57dVXyc/P5wMHBZv+CXCU0hgQ\nEMikSRPZtGkTv//+uwfvzDPQVwY7JhV85513Mm/ePJMqxysFjv6+xuGlepOXEN3DM5dDWGgYDz30\nEIsXL+bCReeUKx3lml8xxvy9998nICCA66+/vt7GjI6ONojd1NfMyJE1QEhICM+NGcOGjRsNIk5X\nGhxZ9bRv34HevfuQmZlJbe0/b7VkF6Lo0Od9+OGHiYmJYc2aNf/I1aE9OHrPM2fORFtTw549ezx0\nR/WLu+++m8ioSKZOmerU+eZcc5c6DQmC4Av8AmgAHyBTFMUJgiCEAkuAeOAkMFAUxaLL50wAHgVq\ngVGiKMpUuTgGrVbLLz//zCOPPOLqpRxCYmIiP/70k74lTj2grLSU58aMoXFIiGzxkC1Ua7VUVVU5\n3NX870JtbS06nY67b7+LoOBgxfOjWp0ORDh//pxH78/dKCkp4fCJE1x3zx0EBAQqnhxUVlUiiiLl\nTjQr/juRn5/Pzxs2cN/WrQ7pzuu0Wmp1OpeTh0pQHw5y+vTpDBs2jMxVmdw24DaHznWUa27TmIui\nWCkIwnWiKJYLguAFbBYE4VpgAPCDKIqzBUF4ARgPjBcEIQW4F0gBmgE/CoLQUhRdq3H99NNP8fbx\ncbpRs7NIS0tjxcqV4Ovr8Zm5KIoUX7oEAQEUlZXRKCREseRpwaVLUFlJQUEBUVFRHr1Pd6GwsBDv\n8mCKDzWiGGgWHa1I0rakpITCnOOUCGVUVFS4VS3Tk9i8eTNFTeGPAB0IxTRPSMBHY788/+SJk1Tm\nQXRJidPVtn8Hfvv1V0KB3MpKvLVa4uLjFTnsCwUFnAOEegotefr7bBrelIH3DOTjjz+mZ8+eBhEy\npa4ldEIAACAASURBVJB0zV025gCiKEpBGx9ADRSiN+aS1N+nwM/oDfptwJeiKGqBk4IgHAWuBpSp\n0stAp9OxZs0a7rzzTpdbwjmKq666ilpRpLietDx0ogj+/tzavz+rV6+mbUICz48bZ3eWPuDmm0Gn\nu2IMOehfIk1FCIFVsXTt2pXNmzfT846b7K6+Dh08xNPjnia6ne6KMeSgL5Kq1kBYfBQ+Pj7sPXOa\nZ0c/a6KYKYfJkyfzx69/MOi2264YQw5w6uhRkoAuaWkcPHiQ6oICXn/9dbtiWLfffjsndTrud2N/\ngr8bDz74IBs3bmTq1KnMfdOxZhaBgYEWuubWYNc6CoKgEgThDyAX2CiK4l9AhCiK0jooF5B+oWgg\n2+j0bPQzdKexZMkSAO6//35XLuMUNBoNPl5elLuhO40jGDx4MDOmT2fHzp089thjXJTpSXqlQ1ri\n1upqeX7c84wePZpVmasYPXo0lRXWy/wlgybXp/WfjNhYfXm3Wq3m7bfepl+/fsz53xzm/G+OTXEm\nabXiji5a9QnpvsOaNOGzzz6jcWN916uNGzfaPM/LSz+/dFQewhnUZx5i+vTpnDhxwmbrOzmEhoYq\n1jW3a8xFUdSJopgOxAA9BEG4zmy/iO28nUvf2MqVK+nTp0+9z8olhDihkewOpKWl8cknn6Dx8WHY\nY4/xm8KWW1cqrrv+OuYvmM/FixcZPGSw1VZ30gt4pTE8pJL62su6MsOHDWfK5Cls2bKFx4c/TtEl\n+d6kwY30RvHvrGp0BsYhQj8/P9566y1uvfVW3nzzTd544w2rjJV6z/nU02sdHR3NgAEDeP+99ykt\nU953NyIiQjHXXLGFFEXxEvAd0BHIFQQhEkAQhChAKs3LAYwVZmIub7PA1MWLDf/9nJUlO+bq1aup\nrq6u98SnMWKaubSwcArS8xUUGMj8+fO5/oYbeOWVV3j33Xfr/V48BblZkaTzkpKSwrhx42xydMvK\nnVMC/LsgTQYqq+pWHR07dtT3tBTg0UcfZdfuXRbnSQJj58+fr58bdRMk52VsKx977DGmTJnC1q1b\nGT58OIUyzbUlY34lhZSU4tFHHiU4OJjp06crPsenxoe8/Xksfnsxv2+0Tcm1acwFQWgiCELjy//2\nA24C9gCrgCGXDxsCSMLTq4D7BEHwEQShOZAM7JC79tQHHjD816tdO9nxv/zyS7p37/63LjGTkpLq\nf1CzB/npp55i/Asv8ONPP/HkiBGUOilpeiVArVYzdepUhg4dyuIvFjNh/ARqtHUCVZ4owa5PVFeZ\nysI2Cm7Ee++9R/fu3Zk+fbrVLjxXmjGXpKnNnXbHjh355JNPUKvVDH30UXbs3Gmy388B5ourEKnf\nhLIgCEyZOoWDBw/y8y8/Kzon44YMakNqeWDkA7TvZVt2w97MPArYcDlmvh34VhTFn4BXgZsEQTgM\nXH/5b0RR3A8sBfYDa4ARopOBqZ9//pnS0lKeeOIJZ053G1JTU4G/f6bQtWtXPvzwQ6oqK3l4yBD+\n3Lv3b70fT6P/gP7MnTuXk6dOMmTIkDqp2yvUlkuvgZx2vEpQ8ezoZxk7dizfr/mep0c+bdAwl85z\ntIXY3w2fyzPs0lLLkEJwcDDvvfcePXr2ZOaMGSwwEtTyvhwzr6+cSH02oAFontCcPn368Pbbb1NR\naT8XJ3HNdQpkLGwac1EUs0RR7CCKYrooiqmiKL5+eXuBKIo3iqLYUhTF3hLH/PK+l0VRTBJFsbUo\niuuUfURLfPLJJ1x99dUOcVQ9gVatWqEG+aYQHoI1xxEWGsqHH31Ep86deemll/j000/r7Z7cDSU+\nPqF5Ap99+hkxMTGMGjWK77//3vM35mHU1FiXwe3RvQcfvP8BJSUlDB4ymP379xv2XWkJX6kHgK1G\nIKOfeYbnn3+edevW8dTTegcmPftKGRzOIicnh71Ze1myZAlnss94dCxzPPnkk/j5+TFrpv3OYY0b\nNdZzzY3VE63gH1kBunv3bo80anYGfr6+pPn48PqoUdw3cKBBSdET0FzO4NtaA6gEgfEvvMDIkSNZ\nsWIFzz73nMfu558Abx9vXpv9GvcOvJf3FrzHBx9+8Hffkmuw48PCw8P5+OOPSU9PZ/yE8YZuV642\n1Pi7YK/LUffu3Xn//fcpKy1l8ODBBuN/5oznDOyHH35I24y2VAVVUVNbw1NPPcWTI56UzVl4AipB\nxZTJU9ibtZfftv1m93iNRsORw/blrf+Reubvv/8+qamphISE/N23AkBsWBjXxMaSn51N65gYktu3\np42MBG9BQQE7d+ygV69eDvcjPHv2LGJZGRQWMmbYMEXsnQh/f47t3g2VlVBdzeOPP+5wI4JTp07x\n22+/0bt3b4cbJJ84cYKsrCzuvPNOgoKCHDp3165dFFGEBg13D79b0TnaIC3bjmyjhBJ8fX2ZNWuW\nQxS2mpoafvnlF/Lz8xk4cKBDDCmdTsf27dvJyspiwIABDrEudDoda9euhWKgBoY/oIxD7av15VTW\nKSjVSze8/vrrDt2zVqtl7dq1lJeXc+ONNzp87k8//YRGo6Fnz54OnVtVVcXXq1YRBFTm5DBotP2m\nKWKjRuReusSZvDyK0T8fkyZNcji8uXfvXoICg2Sfx1pdLRu3bKRIKGLE9BG8/MrLvPXWWxQXF7Ng\nwQKmT59Oo+BG3H3P3fTv3x+V4Lm5bnJyMr169eJ///sfX3zxhc3+rhLXPNTf9vsp/B2aD4IgiKIV\n4fqDBw8ybtw43v/gAyId7LbtKUyfMYML+fm89dZb3DR8OD82bkybjh0tkqOXCgrY9umnVBfr8PFp\nwvXX36A4eVtUVMjWrevx8iokKEhFbGy8ogdZFEVycrIpK6uhTOeLf3g41113neKX7/z58/yxdSua\nS5doFhSkf3EVvkCnz5xhy969XNLpaNy4MR07dlR0HuhnXjk5h/H1hcDAAJo3b67ovOpqLadOnaSg\nQKCiIoSIiCjatr1K8bjHjh0jJ2cvwcGltGnTimbNlDvd/fv3k3PwHBotJDZvTtu2bRWfu2PnTg5d\nuEBZYCDhERFEKOxdW1xSQs65c9RWVoKXF63btKGZAwyr7du3U5p7CSp8SUtrT9zlhhdK8NNPP1Fe\ncxo0VXTs2FGxTjjAum/XoS5R448/0VHRip1uQUEB5y6dQ0U5wUC3bt0Ic2CS8dW33xNLCrfferuF\nMT51/hSfHf+MxT8s5tDhQ0ybNo2VK+qahpeUlvDee++xZcsW1Co1N954I4888ojH6JI6UceDDz5I\n69atmWLSScsUY8aMITAokHZJ7fhs5meIoij7gv7jZubz5s0jKTn5H2PIAVq1bMmBy/HL4OBg8PLi\n0KlTvDhzJkGBgYbjDmZlsfPzz7nppjvYvr2GDRuKmDBhgiIjd+zYMXbt2kW/fqkUFGzD2/sC06dP\nV9TibN++fQwePIOeve5mQ3Y2P589y/Rp0xR1D9q5cyf79u3j/muvpeCHHyjftImZM2cqasn3yy+/\nMHjfPnreeiurV6/mwIEDzJo1S5EMwZo1a1i+/BgvvXQvS5YsISQkn1mzXla0sli+fDmTJmVy003T\n+fbbbzlxIpQZM2YoWh1kZmaybNkoBg26ih07tpOQEMGYMc8hKJiFLViwgM9fO8f4/neyYsUKgn19\nmT59uqKX/fWiIt6pqKDX88/z3Xff0axtW16aPNmQ8LOFKVOn8tcPP5Derx87duwgOimJUc88o8jp\njn3+eXI2/E5qs/v47bffaNQokeeee06Rs9+zZwTefE9i9zB2/76bsHZhjBgxQtGMddPmTbQIbUGK\nOoUTJ07wwAMPMPDegXbPA+h4f0daxgWQWlPD0a1b6X7vvTzwwAOKzl37/Vq8a72Jj4jntttMtVDW\nb1rPZ8c/w9/fnz///JOgQNPnJSgwiLFjxvLs6Gf58qsvWb16NWvXrqVDhw48+eSTTrffswaVoGLS\npElMnDiR3bt3W7UTEZER+hyCHWLdPypmfur0aU6ePMnTTz31d9+KCdLS0igvL9cn7UQR1Gp0tbVM\nnDhR9vimTSP47LPPuOaaa5g2bRqvvfaaYlnPpKQkFi36nISEeJ577lk+/PBDxffZvEULPv/iC5KS\nkhgzdqxVmpsxpJVZ69atWbRoEVFRUYwaNYpFixYpHveGG27go4/0PQ+HDh3qUKLyuuuu46OPFuLt\n7c3w4cNYvfpbxecOHDiQ+fPnU1xczJAhQ9iwYYPdc/T6JjBp0iRefPEltm/fxqBBgzh6VHnLvYcf\nfpi5c+dy9uxZHnzwQQt6nS08Pnw4r7/+OkeOHuWhBx8kS6HEsiAIvDhpEhMmTGDT5s08PGSIoqSY\n/mSYMGECL730Itu2bWPIkCGcOHFC8blTp0xl3PPj2LBhA48++qjiikSNj4Y3577Jww8/zOIvF/P0\n009zqUhBzknUV7zOmTOHxx57jKVLlzJixAiKZHjpclAJKjIzMy0vaxSFOHr0KE0j5FdHarWahx58\niK++/IpnnnmGU6dPMfSxoYx+djT7D+yXPcdZtL2qLRkZGcyePdtqYVhsbKyi7+0fZczffecdYuPi\naNFCWQPT+kJycjI6UeTcOb1SX0R4OIJKxamTJ/niiy8Mxxk/LCqViueff97QZGDQoEEcO3ZM0Xga\njYZZs15m5MhRfP/9dzz22GMmLdMsUTeuj7c3M6ZPZ/To0axdu5ahjz2mWIHOz8+P2bNn8/jjj/PN\nN9/wxBNPcPHiReujGn3esLAwFixYwF133cV7773H2LFjDfQ6e+eGhITw7rvzGDhwIB9++CFjx46x\nea7x542OjmbhwoX07duXuXPnMmHCBKqsdIU3R+fOnfn88y+Ij49nzJgxLFiwAFuacMb33Lx5cz79\n9FO6dOnCzBkzePXVV21WaRqf26plSz5ftIjU1FQmTZrE3Llz9bo8Cs7N6NKFzz//nIjISEY98wyf\n/j975x1f4/n//+d9TnYiJMQerV2tKmqWmlW1N5W9xUiQkBBZIkOMkCERWTJo0fFptTWqVlHUqCo1\nSqm9RSL73N8/Tk5knnMfLeH3+L0eD48HTt7nus7JfV/v635fr/frlZYm6bMCdOvWnfT0dBo3bszs\n2bO1YkP16dOHtLQ0zMzMcJvuptl0oczHGTN2DOsS1pGfn4+9vT07d+yUPO7IkSNZt24dRUVF2Nvb\na2aViUo68f179yslu7I9Cjdu3JBU2hswYABJiUlELI1AEAR8fHxwcHDgxx9/lPwZNGH+PKXBTMSy\niCpfb9myJbkSJEVemcX87t27/Pnnn7jVMK+8Ksjlcgz09Tl+/DiiKCKTy3nrrbcwMjZm0+bNXKqw\nyyn79NulSxcyMjJo3rw5c+bMKd3BVoeysYMHDyY1dT1GRoY4O7vw5Zdfaoh9FjxwwABSU1MxMjLC\n1dVVqf5YBVSXd9kH9mHDhpXbaW/TYCRcdlxra2uio6O5c+cO1tbWGk2xy8Z++ulUYmJiuHv3LjY2\n1vyi4aS/bKyLiwuRkZFcvXoVS0vLao2mKy7WqsQ5Z84cdu7cgYODA9evX6sytiIVRSaT4eXlRWBg\nIMeOHcPGxoYLF6Tt8OVyOb5ld9p2ds+49BpgaGDAspKk+9VXX+Hq6sq9apKuMhE8+54MDQ1ZunQp\nbm5upbHVJWxRFMuZN5gYmxC5smSnvWEDs9xnSWbZWNS3YN26dYwYMYLY2FgW+FSfdCuqQ1pYWJCQ\nkMDIUaOIiYnRmLCNjY2VST4pudqfefz4sVZnHu3btydyZSTJycm0bNWSmJgYJk+ZzPq09RQWFUp+\nn6ogl8vx9vHm0KFDnP6j8pNau3btKCoq+nc885eJ6Oho6jdooNUX/DJhbm7On38+c4N3dHDg6dOn\ntGrZEr9Fi5S7smokSvX19QkLC2PmzJls3boVZ2dnyU0gpqamREVFY2VlSVraejw83MnOlqbiaGpq\nSnRUFFOnTiU1NZXZc+ZI7h5V7bTHjh1LXFwc8+fPl7Q7AGjevDmpqal8+OGHhIeHs3jxYgoLpV3w\nTZs2IzU1lb59PyQsLIyQkCWSdUlatWpFeno6vXr1IiQkhOBg6eP27z+gdOc5Y8aMck9cmtClSxcy\nM5/t8LUpjfXq2ZP0tDTq16/PLHf3qset5iYe9sknpCQnI5PLcXJy4tutWyWPO3ToUJKSkpDJZCWl\nse8kx44dM5aEdQnkPs3Fzs6On3ZrLm+p4ODoQGRkJNeuXcPK0oqjWpSoHOztWbVqFVevXsXKyopj\nx45V+XOCIDB58mROnTpVvnu45HssKCygsKCQLp27SB5bhXp167HIdxGbNm9i0MBBfPvtt0yaNImI\nZRH/ij7apXMXunbtSkhISCXhNRXX/M4ddU/nr8hinpWVpTRqdnSs6alUi2bNmpV7bGvTpg3mZmZY\n1K9PYWEh4eHhGt9jyJAhpKSkoKenh7OzM99++6w+rCnrTpgwkfj4eLKzs7GxsWXPnmfqc5piJ02a\nRNyaNTx69AgbGxv2799fKbY65oytrS1RUVHcvHkTa2vrcvVhdePKZDI8PDwIDQ3ljz/+wNraulwT\njDoIgjI2JCSEU6d+x8rKinPnniVSdXOWyWR4enoSEhLC6dPKcU9LrEsbG5uwcmUkTk5ObNmymWnT\nXLlfxvJL3efV09MjNDQUd3d3vvvuO5ycncvdfOp+Q0ZGRixftgxnZ2c2b9mC2/Tp5YTE1MWamZkR\nt2YNEydMIDExEU9PTSWqZ6hbty5xcXElpbEE5s2bJzlh17eoT2JiIkM/UZa3FvktoqDwmVSBOtmF\nN1u+SVpaWkmJaglhYWGSE3bLli1JT0+nW7duBAUFERERUfk8SoD+A/qjo6PDli+2PPv/kimdOnUK\nmVwmST+/Oujp6uHi4sKmTZtwcHDg9OnTWFlb4e3tzeW/JZ5HVMCCBQsoKipi1arKMrn6+vqlZd7q\n8Eos5rGxsdSpU4eePXvW9FSqRdu2bbl37165XdLoMWM4evQoi/z8OHzkCMdKvSmrZxnUqVOH2NjY\n0vqwp+fcCjdf9bENGzYiKSmZoUM/JjIykkWLFlFY5gZS5zGpqi0PGjSIZcuXExgYSKGabsSyaNGi\nBevXr6dXr14sCQ6udPOpo1C+8847ZGRk8NZbb+Hj40N0dHSFm09dbEcyMzNo27YN8+fP11jTLouO\nHTuSkZFBhw4dWLhwIStXrkShUFS3yS2HESNGkpSUhCDIcHR04ptvyhymaWCQDB48mJSUFPT19XFx\ncanyIK7acYcPJzExkeLiYhwcHbXqOra0tCQmJoZ79+9jbWPDzwcOKF+Q4D1qbW1NVFQUt27dwtra\nunyJSgNhxsXZhRXLV/DXX39hZWlV2uSkKVaQCXh6eRIUFMSJEyewsbbh/PmqlTIrQiaTMX/+fAIC\nAjhy5AjW1tZcunSp0s990OeDKg/jfz/1+79ayMvNRZAxcsRI0tanERgYSE5ODh4eHrhOc5XUEFQW\nerp6zJ07lz179nDu/Llyr5mYmCjXH3Vz0Xr2/zFyc3M5fPgw1tbWNT0VtXivc+fSbjbVNTp69GgQ\nRf7++2+GDh3K5s2bJWskT52qrA/fu3cfa2vrah8Zq4KLiyvLl6/g8uVLWFpa8scf0na8MkFgxvTp\nhIeH8+e5c1hZWT07lNVww6t2vEFBQRw/fhxra2vJXXq6uroEBATg7e3NnhL7P6mHsjo6ugQFLWbu\n3Lns2LEDR0cn7t+X1tquq6uLv78/Cxcu5ODBg9jY2Ege19xcuWudPHkSycnJzJ49W/KutU6dOsTG\nxDBlyhSSk5OZM2eO5EPZenXrkrB2LaNGjiQmNhafBQsoklgqata0KSkpKfTv35+IiAgCAwOVNnsS\noErYvXv3JiQkhNDQUMkMrDZt2pCRnsF7nd/Dz9+PlZErJWvovNf5PTIzMmnZsiXzvOaVJGxpwV27\ndiUzM5NmzZoxZ84cUlJSyj0R2NvZ8/jR49LyqOp9L/51UaNJxvOgS+cuxMTEsGbNGiwsLAgPD8fS\n0pItW7ao1awvi149e9GxY0eCg4PLxZibmWtk89R401BUVBS//PILGzZseOnz0AbFxcWMGTuWwsaN\n+b1jR+IzMgAICw/nwvnzJCcn8+nEieQcOkRTi/d4441xEt9Z5MSJk+TkZAPH6dpVl0GDmmmMAlAo\nRI4dO0ZeXh4XLkDtVj1opMG55lmsgl+PHqWgoAAuXGBA3boMlcijLS4u5tdff6WgsJBjQIP33sOk\nDN9eHQoLC/n1118pLi6mbl2wtOyGgYG0poyCgoKSWAXnz5vSpo13qZmBlDkfPXqUoqJCjI2PMWOG\nZv6+Ck+eZPPbbycRRbh3Cpw699Ei9gknS3arx4yNaaUF7fbhw4f8oSoR3bxJn0nSeNoA9+/d4+zZ\nswAIF+7xQXsnybG3b9/mwgXlLllW5yC9x1fudq4ON27c4NJfl+AmNC1sytT3pfHDQel1efXqVc5z\nHnPjPJw6q1cJLIvLly9z7fp1TiKjvdlANq7fCID7LHeMjY0JCw/j+93fY59mj3k7c7p164abm5vk\n938eZOdkk5SYxN59exEEgf79++Pk5IShgXqHrLz8PCwtLRk4cCAzpiuvl4hlEfy882e4SrVNQzW6\nmBcWFjJp0iRsbGwYO3bsS5+Htpg0aRL/yGRc/fBD4kt42Hfv3sXRyYlVq1Zx7vRp4jw8IL8AuZGJ\nViJhRcVF5N7LQ0cwwNhYFyMj6ZZohYVF5D14gL7MAD0TEwwMpbe4FxQU8ODJdeSybOrp6pbqw0iK\nzc/nbo6C7GIL9PT0teqUy8vLR0fnJkZG+RgY6KOnp9kPU4WnT5+SlaVPbm4LDAwMtZJIfvo0F7l4\ng6Zm9zA2MkQuMRkA5DzJ5tFjEZ1CMDEyQlaiNS4F2U+ecM/YmPy6dTE2MdEq9klWFvqPHqGvo0Mt\nExOtWuuznjyhIKcIWa4FJsa1kMmkdfcqRJHs7Cfk1LoLpnJMatXSqrX+yYMsDB8UYVSoQy0T6bGi\nQuR2zm0MDHMxN0Y7mQhR5MGTXEyeNsNj8gLGjRvHL7/8QnhYOJ9v+pxdB3dhn2aPrKFSpbJv377S\n3/tfQCEq2Lx5M//73//IycmhU6dOuLm50ahh9TaPe/buYeXKlaxevZo333iTDRs38FnyZ/BP9Yt5\njXaApqWloaOjU6lT61VF3bp1+bNCw4SFhQVNmzYlKSmJCWPHgiDQpffbnLh1gnpvmBK8OFhSfS4/\nP5+J3d3p2c2DAwcO0rBhW4KCgiQlhIcPHzLXthv2vcZy8MBBOjbviJ+fn6TF9cb1GwycPZC2kzty\n6JdDvN+1EwsWLkBXR/MCefGvi8ydEkiPDjM4fPgw3bv3wdPTs9RQQR2OHj1CcPAY2rVrwMmTJxk0\nqA+zZs2StFDt3LmT6OgveeutkZw9e5bBg0fg5OQkKXbLli1szfRkVJ1WXLp0ifHjx2NjY6MxDiA5\nJQXvb79Ft3lj/rp2TdnVKHG3HB0dzb4zZ2j0/vvcvnMHBwcHRo0cKSk2LCyMO+npfCiKPLp+nWnT\npjFkyBBJsYsWLeKHv27TsE4bZT13tofkRczL04udxSfIat2QwsJC5s+bR7du3STFzpgxg+wTJ3h6\n7RpPi5+ycOFCOnXqJCnW0dERc3MjGjfORldXxM/Pn/bt20uKnThqAlnnFaxPXY+JiQlDhgzBwMCA\njRs2Ur+FskmoqLCIzl2k7/r/LWSCjMmTJjN50mR+/vln1qetx9XVlRYtWuDk5ESndyt/L/379ef7\n778nMDCQlJQUSZ3gNVYzVxk1jxo1qsYs4bRF06ZNq6SJWVpacvr06dL26oEDBhK3Jo7s7Gxs7Wwl\nHWSpan1Tp1oSFRXF7du3sba2Zu/evZLn5+TkxPIVy7l8+TJWllYc/qVqrnVVmD17NiFLQjhz9gxW\nllac/O2k5jkrlHP29fUlICCAo0ePYmVlJZm1AgKLFy/G29ub/fv3Y2trW+VBVqVxRRGZTGDp0qV4\neHiwbds2HBwcJNfwBSAyMhIXV1e+/PJLnJ2duSWxli6XyYiJicHa2poNGzbg5uamtrGq7Jzlcjlr\n165lwoQJJCUlMXv2bMl0Nl0dHZKTkxk2bBixsbHMmzdPMmtFT1+f1NRU+vfvz/Jly1m0aJGkGr6I\niKGBIRkZGfTo3p3gJUuUNFMJB+ciYGRszIYNG3j33Xfx8/NT2+VYEaamtcnMzKRVq9Z4e88nKmq1\n5MNvuSDj008/JTYmloMHDtJ/QH927txZeo/JdeSYGEsrC/7X6NOnD+sS1rFixQoM9A3w8/PDzs6u\nyl4Of39/nmQ9ITk5mXZt22l87xpbRTdv3oxCoZCsufAqoG3btkDlQ/oPevfGwMCA7TuVnW2CINC4\ncWOSEpMYNXIUsWti8ZqnviOyLFq0aEFqaioDBw5kxYoVLFy4UO3NV7ZUpjqM6tWrF6GhoSwOWlyO\na6sutmPHjmRmZNLpvU74+/sTvlR9V2NZqA6j2rZti4+Pj7KrUc0BmkLxbNwPPviA9PR0mjRpwuzZ\ns4mPj5d8+DZo0CDS0tIwNzdn5syZpKamSooDGD5sGKmpqRgYGDDN1bXUPLxalPmuxo8fz7p161Ao\nFDg6OmpkrZT9nq0sLYlbs4Yn2dnY2tlpTPZltw9OTk7PlewFmcDMWTPLJfsjh6s0AasEmSDg5eVF\nSEgIZ86excrSsjxrRQ1UzVH+/v6lyb5sv0ZVUH1Xurp6pcl+37792NjYcvmy5mQPAlM+ncLIUSOJ\niIig07udyM7O5vIlJWXwv2Ky/Bu0ad2GZcuWsT51Pe3atyN+bTyTJk0iKTmptAnJxNgE12mufPvt\nt5J8Q2tsMf/yyy/5aMgQSY/krwo6qzmQGThwIEdLKF1l64P29vZER0Vz9+5drKyt2F2GH14WFc8u\nZDIZM2bMYMWKFVy5cgVLS0t+0WDqrOrWE2QCcz3nEhYextk/z2JpZcnJExp22iVTlsvlLFywg1q3\ntQAAIABJREFUkAD/AI4fO652p13xhF5PT4+goCAWLFjAzz//jI2NjWQJA0NDQ8LDw5k9ezY7dig7\nMaV2RJqYmLBy5UpcXV353//+h7OzE7dvV22zVvF7rlOnDtHR0djY2LBx40bJO21QltjWrl3LpElK\nxou7u7vknbYy2ScqOyLXrMFLw0677DVVMdn7+vqqTfZlNx9lk31ISIjaZC+KYrngju+8Q2ZGBu92\n6oSfvz/hS5dKTvbvv/9+abKfP38+q1evVpuwy5bYe/f+gIyMdJo2VSb7hIS1anfpMrlyWXNycmLA\nwAEsjVhKgwYN2LNnDwANGzSUNOeXATMzMxb4LGDz5s188sknbN+2nYkTJxIWFsaDhw/4eMjHvPnm\nmwQGBKKrp770WWOLeX5+Po4ODjU1/HNBpRlTFd3LxsaG/GooZM2bNyclJYWPBn9EZGQkCxZK1w9p\n06YN6enp9O7dm9DQUCU/XCJVrUOHDmRkZPDee+8REBCgVXNG165dydyQSbt27fBZ4EPkqkjp9Kpe\nvcpRxuLi4iTvtAcOHEhaWhp169Zl1qxZSsNjiRg2bBgpKSkYGBji4uLKZ599Jjl23LhxJCYmIooi\njo6OfF2N/EFVFM6pU6cSHx9PTk4Otra2GuUPysLRwYGo1atLkr01eyTutMsm+7///ltSsi/9CCXJ\nPjQ0lLNnJSb7EsjlcnwXLiTA35/jx45hZW3NmRLWjCaokr2Pjw/79+/XKtkbGBgSFhZeojm0HQcH\nB65V4xBUNvF5eHjQvVt3bt2+xaMsJbWvZatXS/sJQFdHF3t7ezZt2sS0adM4d/4cdnZ2eM3zwtbW\nlvsP7qt1qYIaXMz79OmjFYPhVYBMJkOuo0NxFV+qoYEBbdVIzsoEGW5ubqxYsYJ//vkHS0tLjbol\nZcedO3cu4eHhnDt3DktLS44ff+bUrY6RJJfLWbBgAYGBgZw4caLSTltdp56uji6BgYEsWLCAAz8f\nUGqPSFQXVEkYKDVPdmJvb8/Vq886aNXN2cTEhBUrVuDm5sY333yDo6Njue43dbGqnbadnR2fffYZ\n06ZNK9dsUXG3WRb16tUjPj6eyZMnk5KSgru7ezlur7pxGzVqRFJSEqNGjSIuLg5PT88q/S+rQosW\nLUhJSWHw4MGsXLmSBRXKaurG1ZTs1cW+/c7bZGQ+S/bhYdqV1TLKlNUiK4iFKXVdqkbv3r2fO9kP\nGDCQ9PQ0zM3rlpTVKif7inLGC30Xlnr5Aq+sZIgKQz8eSmpKKiFLQijILyAgIAC5XF56RlUdaozN\nsun33/nyNduZA9wpLube2bM4DB5c6bW8Esefqkx7VWjTug1paWlErY4ifGk4nTt3xtfXt7Qwqo7C\npdppL1u2jMDAQHr27Im3t3fp6+piO3fpzIbMDYSEhLDAZwH9+vVjzpw5kmJ79VTutBcHL8bT05OP\nP/4YNzc3jRcXKFXnevTogb+/P7NmuTNq1CgcJco2DB06lN69e7No0SKmTZvGlClT+PTTTyU1lYwd\nO5a+ffvi5+eHk5MTNjY2jBsnjfv/6aef0r9/f/z8/LC3t8fV1ZWhQ4dKirW3t2fQoEH4+/tjY2PD\nrFmzGDBgAKDZDnC6mxsfffQRQUFBWFpaMnfuXHr37q1xTFWyHzp0KMHBwVhaWuLj40OXLirtkepH\nViX7E8dPEBYehpWVFX5+fnTo0EFj44+eri5BgYEc+uUXVixfzrFjxwgICKBNiWmLus+rSva7d+8m\nOjqaX375heDg4FLzDHXXo7GxMtlv27aNhIS1/PzzAUJCQpSNQDK4V3iXwQ6V78/b3EaRryAhJIEk\nuXrBu1cJxrnG5NzJ0fj7qDGeudQDlFcNDx8+RKFQVGvAMGXKFIZNGUa/yZqbd86cPUNwcDBFRUXM\nnj2bpW5pxK06KslJ5sSJE4SHhyEIMmbOnElShB2HUn/AzFyz1d7hXw6zfPly9PT1cHVxxSXGhbgj\ncRjoa+aY79m7h6ioKExMTLC1sWW1TwrfZErzRd22bRtr167F3NycMWPGsG7dNL75Jl5zIPD111+T\nmppKgwYNGDRoEBs27OHrr6WxVz777DM2btxI8+bN6dq1K3u/CeDelzGSYlNTU/nqq69o1bo1rVq2\nJHjPHtZt3qwxTqFQkJCQwPfff8/bb79N3bp1Ofb332yU0OmrEEWiVq/mp9276dy5MzpyOdlbtnAm\nXvN3VVxcTEREBIcOHaJnz548efKEvTez+SZVs79lUWERISEhHD9+nP79+/PPP/9w0OA8kXs0C3jl\n5+cTtHgxp0+fZujQofx+6hSyixeJXbxYY2x2djYBAQFcvHiRMWPGsH//flq1qs3WrZEaY7OysvDz\nW8SVK1eYMmUKBw8epGnTgVhZVbaqKygo4Nq1a9SvX19yk9urhIKCArp16/YKNg3VwLgvGqdOneKT\nTz6h2dvNaN5Dmj2XQqHgp59+4uGDh3ClER/395V82q5QKNixYwdPnmRRlzPMHeGIkaG0RqXCokJ2\n7NhBTk4O5/XP8+HsD9HRlfagVlBQwI7tO5Tt7TdNmThU2sIISvmGHTt2UFCQDxxj4kTp3ZQ5OTns\n2LGjpHbYiIkTl0qOzcrK4scff6S4uIjaHCNai3EfPHjA7t27KVYo+Bn4aOJEybF3795l7969Sjql\nhQXjqzE0qQo3b9xQaqyIIs3PnGGJRG45KG35DpXU0C/rmuE0xl9y7KVLl0rNjc83ecBAL+my1OfP\nn+e3k8r6u9H16wzv0UNy7B9//FFaAnzzzVq4u0t7GgI4efIk589fQBDgo49mEBgo/Zp8nSAIwv9f\nzF8Grl69Sps2bSjQlyOrYyJ5cQQoLlZQfFeEp3WRyeSS29RVsXqKGxjpKbnMch3pDCFFsYLswmzQ\nBx25jlbsoqKiIrJzQVHQBLlcF7lcO8NgkWug9xgdHZ1SBoIUFBQUQF49wAIdHV2t+hQKCgqQcQcT\n7qGno6OdUXFBAfm6YGwKenq6aFShqjDu02Jdco1NlWdFWvgUF+QXUOt+Ng3zdNDX05ccKgL5Bfk8\nFIrINVHGaoP8gnxyAPQMtD7fKigoQOfpU4xzc9HXIlY55wJkJlC7LujraxErKsc1M3uDAwf+0KoD\n+3WBusX8lfMAfZ3RvHlz3nnnHbL09Lgok/Fe9+54e3tL8nl8+vQpU7oM4K0Wyq7Gnj0/lOzVeO/e\nPRw8WtN8QEPOnTvHR4M/YsbMGZK8Gv+59g/zx85nQsMJXLhwgZGjRuLkJE3H4+yZs4z1saN2yyFc\nvnyZ8eMnYmVlJSn24MGDhMcOo1n3Zly/fp2pVlOZMGGCpNgftv1A/IJvqG/6AXfv3sXBwYkRI0ZI\niv3888/ZuNELXbO6PHr8mOnTpjG4ivOPqpCYmMi+fd/TrZsxublPmTt3Dr17fyApdtWqSJI3HkBu\nlk9hYTbe3t683/V9SbFLQpbw1w9/0Vx4D0EQ8PX15Z2O0g7xFi5YyLYb28hqehuZngz/AH9JDSgA\ns+fM5vbJ2xTcy8LI2Jjg4GBJ3rAA06ZNo1ZBAW/J5ZiZmrJkyRLJhtD29vacql2EUeMnNGhQl+Dg\nJZL9N+fMmU2nThP/n1zINaHGFvN3W72LSa3Xr2514dJFnhbLaNOmbZWv//HHGbyWhmD83nuEhoZi\nZWWlbGUuc5quDh4eHly/fo2IiGVYWVkREBBAu3bSbj7fhb78/vvvrFq9iqNHjxK0OIg331BvjaV6\nQgoNDWXv3r3Excdx8OBBghcH06SpNBf4VatW8e2335KUlMT+EkNoaTefQGxsLJu3bCYjI4M9e/YQ\nHByMmZn6ur/SiUbGunXrSEtLY926dezatYvFixdL0vKQyeSkpKSQkJBAVFQUO3fuJDAwEEND9Xo4\nqi7OtLT1REdHs3TpUjp16oSfnx+6uup3kKIooqujS3p6OitWrGDx4sX06N4DHx8fSU9DBgYGZKzN\nICw8DF9fX/p+2BfPuZ4IErRWjIyMyMzIJHhJMPPmzeOjjz5ixgwJyV5UMotWR64mMDAQd3d3Ro6U\nnuzNzMxYHxeHv78/bm5uTJwoPdlbWNQjKmkVfn5+ODs7Y2Njzbhx4zXG/fPPNQ4cWENGRmV6aE5O\nDrdvX6VDh7bIZK9Pf4tU1Nhibvy3MUWKItq3a8+wEcPQ03AzvCqYH+HDPUU9rl1rhrOzc7nXcnKy\n+O03ewSg07vvkpGRwdKlS/Hz86NPnz54zp1b7Y1bYrcAKL0aMzMzWbJkSfmbr5pdetmSVd++fXm/\n2/sEBgTi4eHBiBEjcHF2kfTZPhryEb169cLf358ZM2YwfsJ4tdLEZWmNI0eOpE+fPvj5LcLZ2RlL\nS0smqqktl53zxAkT6devH4sWLcLewR5HR0dGjpCmW2JjY8PAgQPx9/fH1taW6dOnq91plx3XxcWF\njz76iICAAKysrJgzZw59+lRfS39miiHD3d2DIUM+Jjh4MZaWlsybN1+SbolcJmf+vPl8PORjQsNC\nmWo5tSTZV69bohpXR1cHPz8/jh49yrIyyb5tu6o3FvDsd6Svr8+S4CXs379fmeyPSEv2AgJGRkZE\nRESwY8cO4uPjOXjwoMadtmrOpqamWid7sUSD3dy8LrGxa9i0aRNpaen89NNujcm+oKCArKwCJk/+\npNJrp0+fJi/vIrVrX8fV1VXt534V8eOPBzmkRiK9xhbzjekb+d83/2Prt1uJiYyhS5cuuLm5SX6c\nqimICgUg4/79LHbu3EtAQEDpa7dulWdX6OrosMjXl1+PHWPp0qVY29jg7+cnSTRIT0/Zyvzzz/uJ\njFzFkSNHCAoKkmR2bWig9Hnc9dMuYmNiOXToEMHBwTRt0lRjrEktE1ZGruS7rd+RmJjI/n37CQkJ\nwaK+5t+LmZkZMTGxbNmypXSnvWTJEo07bVA61ySsTSA9PZ3ExER27dpFcHAwtUw077SbNm1KcnIy\niYmJREdHs2PHDgIDAyU9ar/55pukpqYSGxtLREQE27Ztw9/fX1KNuH379mRkZLBixQqWLAnm/fe7\nsWCBDzoSRMo6depULtn37dsXT09PSaWxbt26kZmZSXCwcqc9+KPBzJwxU9IuvWyynz17NsOHD5ec\n7IcMGVKa7N3c3JgwYYJkHwJVsl+0SFqyL4tJkyYxYEB/Fi1ahIODPU5OTgwfrr6sJpfL6VHh8DU7\nO5vffoMnTx5SXJxfShl9XXDu3BW1r9dY09Bff/2FpaUlGz/byGyP2Vy9chUnRyfmzJ7D2TPSOspe\nNh7cfwCIJYd9Opw4cYLly5eXvp6bq+SXV7yl3i/RLWndujXzvb2VrcxVHgBX/r8+ffqSkZFR6qi+\ndu3a6hssKgw8aOAg0tLTMKuj9LVcn1aFG3s1/PbhI4aTnJKMvr4+zi7OVbuxV3OGPWHChHKO6t+U\naNdLgbW1NXFr4sjKysLWxpYdOyvrllTHb3cqkSJWOeaUtcdTB5lMxqxZs1i2bBmXLl1i6tSp1RpC\nV4QgyPDymqfULTnzB1ZWVpw6VZl2W9WvW1dHl0W+i/D39+fIkSPqdUsq/G519XRZHLyYefPnsXfP\nXmxsbUq1RzRBlexnzZzFth+2Ye9gz7VqTazLo1atWkRGRuLs7MwXX3yBi4uLRm9KFczMzIiNjcXS\n0pLMzExmzJhRzh6vLCreQxYW9Vm7NoFx45SaOHPmzFbrhZtR4jdQFUxMjImNjZHchf2q4JU1dL54\n8WLp3/sP6E9iUiIREREIMgEfHx8cHBzYtWtXTU2vSqjcgBo2bIQoiowdO5b9+/cTFxcHQH5+XrWx\nerq6LA4KKlUIrNjKrHJRr6pZQuWo7uHhwfbt27VSCDQxLtEtcVE6uTu7OEt22zEzMyM6Jhobaxs2\nbNjAdLfpJQmt7Jyrhkq3ZOLEiSQlJeHh4VFOt0SdtobKWX3Y8BKFwPnSFQJVO+0BAwawbNmySgqB\n6ubcrl07MjIy6Nmzp1K3RAsj6nfe6UhGRmapQuCyZZUVAqvrg3m/q1K3pHWr1sz3LtEtKfv9qLmH\n+/TpQ0ZGBk0aq3RLEsonOzWxgwcPZn3aeurUqVNtsq+ueWfEiBGlfrYqL8xKsdWMO3HiRBISEp47\n2a9ZE8fjx1nY2Niys4pkL5fLuHLlSrUaO7Vr18bAwIDQ0BDJ474OqLHFvCoRpXbt27Fy5UqSk5Np\n1bIV0dHRTJk8hbT1aRQXSWszfpE4c1bJgZXLZbz99tscOXKEBQsWsG3bNtLS0pQdoKDWgu2D3r1J\nz8igWdOmzJk7V6kQKJGmqUkhUF3X3LAyCoGurq58vkmpEFi6uKl5Qh83flw5hcBv/qe8+dRJAahg\naWlJXFyJHLCtNDlgFZwcnYhaHcWdO3ewtrFm7769ksaVyZSNVCtKFAK10S2RyWTPFALPnMHK6pmv\npSrhVge5XM7Chb74+yvlgK2ty+601c9Zr4xC4P79+7G1seWSJIVAMDA0IHxpeDk54Gv/PNtpC2rm\nXMukFpErI8sn+zu3S2asfs7KspoaOWA112P9+vUryQE/efKkTKhmP9thw4YRExPD/ArJXhAEzM3N\nSU5OLhenutbv33+Ar68vJ0+e1Mqu8VVHjS3mt25VrWoHULdeXXwX+bJ502YGDRrEt99+y8SJE1kW\nsUyyKt2LwJW/n9WsVLvjNm3aMHv2bLZs2cLOnT9Keh9DAwPCwsKUCoE7d+Jgb8+1kp22JkeWqhQC\npT7m1qldh+ioEoXADRtxm+7Gw0dVP+ZWhIWFRalMZ3JyMh7uHmQ/kaY90rhxY5KSkpQKgbGxeHl5\nkZtb/VNMWah0S0oVAhf5Ulggbbfcpk1b0tPTS+WAg4KCNIoVqdCxY0cyM5/ttMPDw7X2pmzbti3e\nJTttqbEf9P6A9Ix0mjQtIwcsUeBs4KCBpKelY2ZuxsyZM0lbnyYpDiokexfXqstq1UBbOeCysLKy\nIi5OWVazsbHRLtk7OREVFc3t27exsbFmX0myVyhERo8ezaFDh8qVJFW/g7y8PNq1a0evXr2qfIJ6\nXVFjTUOj648mMTFR0s+LCpHvv/+eTZs28ejRI9q/1R63aW688eYbL3SeFWFpacmV3CvkNn6fmJgM\n7OzseOedd/Dy8mLr1q0kJMQCRxhpP5q2w4dLes/cvDwyMjLIevwYzt/GftRyzM3NJcVmZ2eTkZGh\n9A+ttY9pi6dibGQsKfZx1mMyMzPJzc3F+IYxSQ5JkhuV7t+/z2cbPyM/P59z3MLOM1lzUAlu377N\nZ599RlFRIdTah+dyZ81BJbh27RpbvtiifEq70gjPmRslx16+fJmvvvqqpLxzAk/PKZJjz58/z9at\nWxFFEVNTGcnJczQHleCPP06zfft2BEHg0nU5Uxd4SI49fuI4u3fvRhAEzO6ZkWCbIDn28OHD/Pzz\nzwBcM7vGpHDp/qH79u/j6JGjANTKroXLp9IOSAF27drFyZIO0Ldq1yZOIo0R4Pvvvy9VYLzXvh5e\nS2wlxYmigm+/3cqFC0oRuAsXIDHxayZMmIC9vT0jSxydtm3bxrffrqFZM1i+fAVvvvkGU6da0r17\nd7y8vCTPs6aQkLABX9/PXr0O0IGGAzWbAVSBE8dPkJScxD9X/6FRo0bY2dnRs1fPFzDLyhgzZgz5\ntQu4U6stMTEZbNmyhY0bN7J582ZkMhlLlvhy5EgUhrpyjPXqIGjRXSgqRHIKspEXFlELEbkWsQqF\ngix5DtlGyl2nNl6Noigiy5fRsMAMIwR1T8aVxxVFHhvmIBrpIQgyrcZVKBRk5TyhUFSADGRaPCQq\nFAp0RR1MaxlpNa4ogigWU/S0CJ1cQwSh6jOKqmNFRFEkXzcP/UYgaNGxCiAWK3iaXUBuYaFW35Nq\nbFm+HmYFTREELfjRIogUkyU8oVBPB0EmU1tyKR8qKplbQj4YC1p1yoqiiJiTg35uLvqg1bVMyfes\nYwJG5iCXa/ddPX0qkpUFyckbiYqK4sKFC6Xllh9++IGtW+No186YcePGMnHiJA4f/oXQ0FCWL19B\nGzWqp68CNC3mNUZNzM97vpPkzl06E9MlhuvXrhMfH094eDjGJsaMHTuW8ePGS6JnPQ/u3r2LQqHA\nxMQEVVFj7NixZGRk8OOPPzJkyBAGDhzMb7/F07JOI2rfrs2AAQPw8PCQNKczf5zBarEVFuYFNLl9\nm48/UioTSrmJfv31V6YsW4ahgRn37t1j3Lhx2NpK29Xs27eP6Oho6tUTeOP+faZOncrkyZMlxW7f\nvh2PLfG81as2d+/exdbWVrIx99dff8XcueuprV+Phw8f4ubmJtnXMjMzk61bP6d3bz0ePVLGfvSR\n9NjVId/zhuJddHV1NfK0y2LlipWsO7aRvPZtKSosxNfXV7KvZdDixZz4/HMMc58gk8kICAiQ7Gvp\n7e3N+fN3yNbvgp6eHoGBgZIXnpkzZ/Lk1gF0FS0xMTIhJCREaX8oAY6OjjxR/EpRh9qYm5sTGhZG\nfYnU4U/ffx+9rCweP35MgwYNCAkJoV69epJix48fT8smptSr95AWLZoTEhKCiQSKKkCrVqPIzUXJ\n1pk1C0dHRy5dulSO0mthUY/z588D0KNHT95++22Cg4NZvz61knzu64Sa8wAVFZIZClWhSdMmBC8J\nJjMzk+7du7Nxw0YmTpxITHQMeRLrsdrg+LHjSl2MMrs5uVxO586d2bJlC6DstNPRkTN8+HAWLlzI\nzwd+xs7OTrJjDigv5Hnz5rFr164SAX5plDEB5Um/m5sbX331Fa6uruV0vNXGCgKuLi7Y29uzceNG\nZs6cqdXZRHBwMFOnTmX9+lRmz/ZQSxmriMjISEaNGkVsbCw+Pj5a0cXWrl1bWof39vYmLy9XUpyO\njk6Jv2Qr5s2bR2xMrCQ5X1DuMtPT0ujcuTN+/v6sjIyUfICtI5eTkZFR6rYjVcdbFEX09fXJyMig\nRYsWeHp6kpAgveRiaGhYavgxY8YMNm6UXp4yqWVCamoqhkZGuDg787UW9fAmTZqQlJSETCbDycmJ\nrVs1qy+q0KpVa+Lj43jyJBsbG1v27t0jKU4QlHrlJ0+e5LfffqNZs2YkJZWXu23evEW5+8rPz5+c\nnOxKP/e6ocYWc7lMXlrj+jcwNjHGw8ODLVu2MGnSJA4dOsSUKVMI8A/g1s3qD1m1xZkzZzA3N690\nwu/g4MCtWze5efNmuUOuHj17kJGeQf0G9XGf5U5mRqba96/YxZmWloaZmZmkm69s7NChQ0lJSSm9\ngb7//nuNsarkNGbMGBISEsjLy8POzk4jNbTsuJMmTSI+Pp6srCeSbr6y65+9vT2RkZFcu3YNS0tL\nrRgGDg6OrFq1ihs3bmBlZa3R8ENFiVTxtL28vPjpp59KzDPUJ13V51VpgPv6+nLwwAHsbG25ckV9\nQ8czX0tdgoKC8PT0ZOfOnTg5OZUz3qgOgiCgr69PaGhoKWvF0dGxWnu8MiMDYGxszMqVK3FwcODz\nzz9n5swZ5Yw31M3Z1NSU6KgoPp06lZSUFObMnUt2To6GYZWxdevWJS4urrT3wNPTU9ImThCUFODk\n5GSGDBnCypUrCQjwV561aEDDhg0ZM2YMMTExjBw5ktOnT5fbJLz1Vnvul6HYGhoa4urqytatW7lx\n44bG968pvLI8cwNDA/66KM0ySgoEmcCkyZPI3JCJ1zwvbt68iaurK+6z3Dn126l//f5XrlypUme8\nWbNm1K/foAwN6llJxcDQgGXLluHs7MyWLVuY7ja92iaJijAxMSEyMrL05ps+XXOsalE2MzMjLi6O\n8ePHs3btWubNm6eUq60GZS+S+vXrk5iYyNChQ1m9ejWLFi1SqhRKQMOGjUhKSiy9+fz8FlFYKC22\nZcuWpKWl0aNHD4KCgoiIiJDsPvPGG2+Slraevn37snRpOIGBgZJueoC+H/YlPSMdCwsL3Ge5sz61\nisaqatCje3fSMzJo0LAh7h4epKenS47t168f69evx9TUFDc3t9KnOykYNGgQqampGBsb4+o6TavY\n0aNHs27dOvLzC7C3t+fHH6UxsAAmT5pEbGwsDx88wNbWlgMaEmfZswErKytiYmK4d+8e1tbWHDhw\nQPK406ZNY9myZZw/fwFLSytOn/5dY4yDgwMNGzbkq6++wsDAgA0bNpS+1rlzF/Ly8lAonrFYhgz5\nmDfeeIOgoEDJ83rVoHExFwShmSAIuwVB+EMQhNOCILiX/L+5IAg7BUE4LwjCDkEQ6pSJWSAIwgVB\nEP4UBKHKYqapqalW5Qdt0KdPHxLWJbAyciX6Bvr4+flhZ2enlTdjRdy9e5e2bduCWPmAcezYsRw7\nduxZI0yFEvnwEcNJTEykWFGMo4OjWvpVxfdW3XyqBgttPoO1tTXR0dGlTu5qudYVxnVxcWHFihVc\nunSpHNda05wFQca0adNYvlwZa2lpxcmTJyTFymQy5s2bR0CAiqdtzaVL1XOty05ZEGR4eHgQFhbO\nuXN/Ymmpfs5lYWRkxLLly3B1deXrr7/GxdmFu3fuVjNo+X8aGhiwLCICVxcXvvjyS9zc3KpOuiV6\nI2VRq1YtVq1ahbW1NRkZGbi7u5fjWj8LrbwjMzU1JSoqCisrq9JYqaUxCwsL1q1bx/Dhw4mKisLX\n11dNwi4/56ZNmpCckkL//v1ZunQpQYsXU1gF3bOqPWSzZs1IKRsbFFRtU1bFM+K2bZUNXe+++y6+\nvr4ldM+qk73qmgoLC+POnTuYmpqyY8eOkqdQpcWfTCaUa1wECAgI5PbtO2zeLJ2W+SpBys68EJgj\niuLbQE9ghiAIbwE+wE5RFNsCu0r+jSAIHYDJQAdgKLBGqOJUoV7dety8pfnx8t+gVatWLFu2jNT1\nqbRv15618SVO6knJ1TqSV4ecnJxqD7s++UQp6rN37z6qaw6pW68ua9euZdSoUayJXcMCn/Kmzuoa\nNCwsLEhISGDMmDHExcXh7e1dbqet7uGrefPmpKam8sEHHxAaGkpoaKhkXq3KX7Jz586dxZdoAAAg\nAElEQVT4+fmxcuVKybvlNm3akJaWTpcunQkICGD58uXlbj51j4xdu3YlIyOD5s2bM2fOnEqmzupi\nldZ6mXTq9C7+/n4sX76swrjVz/mTYZ+QnJKMnr4ezi7OfPnFl5LHHTZsGImJiShEEXsHB7Zt314+\ntvphGT9+fLnGKpWLvBRMmDCBtWuVZtJ2dnb89NNPFeZcfayTk1M5Q+gTJ6pPumUhEwRmzZxJeFgY\nZ86cwboaU+eqWDsq6YTw8HDOnj2LlZUVp0+frjDnqictl8vx9fVlwYIF7N+/D3t7+0qmzmVDzczM\ncHd35/bt2+Tk5JQu3oKgFA9TUSjL/ryl5VQ2bNgg+Qn6ZeJfl1lEUbwliuLJkr9nA2eBJsAoQPVM\nuh4YU/L30cBGURQLRVH8G7gIdK/4vo0bN6623fa/hpmZGT4LfNi8eTOffPIJ23dsZ+LEiYSFhUn6\npd2+fRuFqKB9+/ZV3hwymYzu3btz8KDmR0c7e7vS+rCVpZVW9WE7O7vS+rC1tbVk/RCZTMacOXMI\nDg7m5MmTWFtbSz6vKFcfPngQWzu70vqwpotLLpfj47MAf39/Dh/+BRsbGy5L7GpUeUTOmDGDb775\nBhcXF8kHuqpOzEWL/Dh8+DBWVtI/r6qrcerUqaSlp+E+S/qOt17duqyNj3+WdLU40G3UqHx92N/f\nv3TXqul7btCgIUlJSQwdOpRVq1Zp2GmXhzLpptGlS5fSpCs1Yas8adu3b4+Pjw+xa9ZIPgxWxb7z\nzjssXLhQKWEgcdyePXuRlpZOvXr1mDlzJhs3bij3etkkMmDAgFIvVBXvHqBePYtSRktZTJw4CQsL\nC4KCgiTN5VWCVjVzQRDeADoDh4EGoiiqRD5uAw1K/t4YKEvBuIZy8S+H5i2aS+4g/K+go6uDvb09\nn3/+OW5ubpw/dx47Wzvmec3j4oWL1cYdO3YMA30DtRRDR0dH8vPzSlzJ1VMR32z5Zml9eHHQYpZF\nLJPMpnjzzTdZv349vXv3JiQkhJCQEBQSd9oqpb6WLVtWYkRoIk/26NGD9PR0GjVsiLu7e7n6sCba\ndNeu75ORkUnTps2YPXs2ycnSWQNDhgwhOTkZuVxeiRGhia/drVs3MjIyefPNN/Dy8iQuLk6tJkxZ\nTJo0ibVr1/I09yl2tnZadSba2dqyatUqrl+/jqWVFb+WJGwp/HJVffjChQtYWVnx+++a68MqqEpj\nqp328ePHJXWeqhK2n98ifvnlF2xtbfn7778lzVlXR4fAgADmeXmxa9cuHB0dJR8i6ugoJX19fHzY\nt29fBeaX+nGNjIxYvnwFjo6OfP75JmbMmMHjx4+qnLOfnx9GRkbP5DaAN95oUS1TLDAwiL//vlyl\n7surDMk8c0EQTIAvAA9RFJ+U/cJEURQFQVB31VR6rU3rNuSpEaZ60Rjy8RCGfDyE07+fLj1lb9Cg\nAdY21vTt27fcz549c7ZcV2ZxcRH375evqcpkUK9eXR4/LiQvL4+sx5p3cy4uLnTr3o2o1VEcPnIY\nhaDg1KlT/C2Bfzxu/Hjeeust1q5dy5EjR1Do6ZGbm8vjx5rNlefNm8fevXtJTk5m165diKJIztOn\nkmJ9fX3ZsWMHGRkZGBgYgCncvHlLkiDVzJkz2Lt3L5s2bUJXVxcQuXDhAq1L3Nyrg0wmIzw8nM8/\n/5yEhASMjIwQBLh27To6Eizy3NzcOHDgIBs2bEAul6FQGHP92nWNcQBBgUFs3LiRmJgY9PX0EQ3g\nsYSdurm5OTHR0UTHxLB48WIMDQwoVij466+/NPKtGzZsSGxsLCtXrsTX1xc9PT3kcnNJNFVDQ0PC\nw8NZs2YNgYEB6OjoYmQkSvrdtm3bjtjYGMLCwnF3d0dHR4faxsWSPu+7nToREx3NkpAQ3KZPh6dP\neSiKnDhxQmNHc5MmTViyZAmRkZHMnDkTUNoKZmVpnnO/fv1KeeL29vaAsl2/4lO/p6cnwcHBpU/W\n7du/Ve0ZUuPGjRk2bDjx8fH07dsXAwP1piUvC5rysqQOUEEQdIGtwA+iKK4q+b8/gf6iKN4SBKER\nsFsUxfaCIPgoBxbDS35uGxAgiuLhMu8nzp04l02bNzFhwgT6d+7PBx2l2W+9KNy+fZu4uDhOnjiJ\nkZERo0aPYtLEScjkMtzd3bGwsOCD/h/gFTWP26JYpd61QqFAobiHqY4hhqL0C0BEpCC/gAdFDxAo\nQDunRuUepgDA0FCrTj1QuqoXFxdT38AAUy079fLz83lqUIx5E3Pkcm36zxQ8fpzF7dsixcXSpAvK\nIwdd3WxatqyrpWOMSFZWFjkPRSwMWmjlsyoqlAtilpCL2NBU627X3KdP4YkCCp7HhOURgiCnbt02\nyLRoiisqKubRo0eIYgFGRtJMwlVQKBTk5uYhMyjAsL6h5sevMiguLibv3j2Q5WnfligCOVDLWI6Z\nmYFWHclFRUXcvZuPIOiXbBbKIy8vj1q1ivDwGMXo0UOZPn06X331ZZXXrigqsLGxpUWL5ixZUnPq\nigcO/M6BA8qns6NHT7Fnz5nnb+cXlFfteuC+KIpzyvx/RMn/LS1ZwOuIouhTcgC6AWWdvAnwI9C6\nrIOzIAji3W/uMnbMWAKDAiV30b0M5OXmkZyczE8//YRCVPBh3w/Z//N+xNoiVxRXWBa3jEmTpOtc\nSIUoiqULsVwup0mTJkREREgyWBg1alTpezwPbty4Idmf8b+K/emnnxg0aAbQGhAZMGAgzs6adTy+\n/PIrtmxJYuBAPXbtkk6rK4uHDx9KMsyoCFEUefTo0XPFjhgxgu++u49MVh9RFHFwcGDQoIEa42bM\nmMnDhyfx8RlOWFiY1uMWFhaWLGLSOijL4smTJyV6NNolAgAdQx2KGxWjZ6KHQqHA19eXrl26aowb\nNXIU3IEfv/iRQYMGaT3ujRs3aNSoUbXJ9syZMzg7W2JkdJ8nT/5h+fKltG//VpU/e/78eebN88LX\ndxHdu1c69nvpiItLx99/c7WLuZSt2AeAFTBAEIQTJX+GAuHAR4IgnAcGlvwbURTPAJuAM8APwHSx\nmlXmv+aa/xcwMDRg+ozpbN68GSsrK44cOcLlwssUty7m+PnjL2Qhr4iEhASys7OxsbHhzJkzL3y8\n513I/01s/fr1ARmGhkbMn+/Nvn378fZeAMgwMTGt9o+S6y+vcuclFc+zGIOyFvu8sSYmJoCctm3b\nMW7ceJKSkomOjsXIyETt51UuwnKMjaUJqFWErq7ucy3koKROPs9CDkrjDQQYOWIkH3zwAUFBQdKE\n9UqWKW2emsqicePGap+aOnTowP79x+jb14Fr12DPnuoNTNq2bUufPn1YsWIFxcXasd9qAlLYLD+L\noigTRfE9URQ7l/zZJoriA1EUB4ui2FYUxSGiKD4qExMqimJrURTbi6K4vbr3fpFc838LQSYwbtw4\n6pjXIZtsvv7ma+rWrftSxrawsCA5OZnOnTvj4+Oj1jXldYXqhisqKqJPn74kJCSU0usqUtXKQmXJ\n9uDBy2FC/Vco23Bma2tLcHAwx44dw9HRUS1Lx0iiCuarBmXyUt5HnnM9mTt3Llu/24q7uzu56mQX\nXoy0UjnIZDL8/QPR1a3DhQuVGS1lMXeuJ4JAOUexVxU1qirzMrjm/wbfbf2O6/9cR09HT+ta9L+F\nTCbD19eX6dOns2XLFry8vCTTzV4nqDjvqgTWpUsXFi5cqLGb8u5daTTFVwUqcSvVQ2qnTp1K9cOd\nnZ2rlSF43l11TaOOmbKHUMXs6t+vP2vj1/Lo8SNsbGyqtcdTPXFpqyz5PDAyMubhQ/WSBnK5nHnz\n5nPw4EH+/LNm7Sxf2XZ+UHJrXxbXXFtkP1EK74weM/pfPdL/WwwdOpSYmBhu3ryJjY2N2o7I1wmq\nC7NsS7VMJmPhwoVMnz6dL774Ak9Pz2oT2COJphqvCgwMDADK0eNMTEyIi4tj8ODBhIeHEx0dXW1c\nTZqyPA+qYrA0aNCA1NRUOr7TEW8fbz777LNKP/My7zV9fT1JfSZdu3alU6dOLFmyRDK1tSZQo4t5\nixYtXjrXXCqCFgdRp04dbGxtanoqNG3alNTUVFq2bMmcOXP4+uuva3pKLxSqBKYyZq7slQqPJVA/\nX0VUpZEzY8YMFi5cyO7du5k2bVqV9mnXr0ujUr4qUJ6JVIZMkOHv74+zszMbP9uIt7c3hWV0dFQs\nsZexM9fX16egoFCSfpCv7yLy8vKIj1/7wuf1vKjRxbx169Y1yjWvDnv37OX8ufMEBAYASurgy7i4\n1EFXV5fQ0FCsra1JSUnB39//tba70vTI2LRpU9LS0mjTpg1z587lq6++qhD/6u6QqoLq81YneNaz\nZ0+SkpIoKCjAzs6utNVcFSdFWfFVgqo8VF19fMTwEUStjuLqP1exsbEp7SrW11cSc7WRQn5+KO/p\nM2c0l0/09fWZMWMG27dvqyQh8LLwSpdZWrdujUKheCH648+L/Px8oqOj+fjjj2nRokVNT6cSJkyY\nwPLlyzl37hy2travtGTnv4VcLmfJkiXY2NiQmprKokWLXusEBqg99zAzMyMxMZEePXrg7+9PSsoz\nO767d6sR/npFoaqVq2tWatGiBWlpabRo0QJ3D3e+3fpt6aZJk6TwfzZPAU6dkibINmDAQFq2bElg\nYOCLndRzokYXc109XeQyeZUaCTWFJcFLMDAwwM3Nrdz/v8yd+dOnT9X+adKkCfHx8ZiZmVWa5+sC\nJYNDRJNrPSiFqJYvX86FCxeIi4uTFPOqQXnWodDYKSuTyZg/fz4eHh7873/flOjviGRnv5rlyOpw\n7do1UMCDBw/UXsuFBYX4+/kzfux41iWs4/YtpUKIVJPyfwtTU1OtfBUCA4O4f/9+JT2YVwE1Zhun\ngoGhARf/usi7nd6t6alw5PARTp06xdKIpS/Mfq46lH2MnjJFutmwCs/Lf64pKCmpl4EsRo2SZmP2\nDDmvRBOHNlDW/f9Aobiq1edVbuQfMnq0dOPrmoYoily9dBVuwR87/mDKDunXsyiK8JRScawXC5FG\njRppdR5hamqKtbU1aWnpfPzxx5ibvxy6shTU+GL+qnDNiwqLWL5iOX369JHszfhfonHjxjQwNEQn\nL4+FCxZo1axx/MQJtmohm/oqYODAgaCXh77pPRb6LkQm0Xvxac5T9v+8H0Xu61UznzJlCtu/3k6b\nxnWZ5jZNctz9+/fZuXMnufelWeK9ChAEgU8++YTUuFSGfjiUEcNGSI69e/8u6WnpnD58mo8//vgF\nzlKJli1b8tNP2jUujhs3nh07dhAYGEhUVGUGUk2hxhfzenXr/af2bs+LiIgI5DI5cz3nVnqtrLXa\ni4SZjg49zc05kZTEunXrJMf1NzVl9+7dL3BmLwa16tUi3zyfHad24O3tLTku1zyXQ18ceoEz++8h\nl8tp17QdRteMqHWzFkOHDpUcK5wXuFH4ep2NGBsb81bzt7iz/w6dJnbS6vzpj6/+QHz6ckppHTp0\nYPv2H8jLy9VKUCsoaDGuri5s2/YDQ4d+8gJnKB01bkXdqFEj7tdwN9/p309z+PBh5nvPRy7XRrjp\nv4e/vz/379+vknOsDjXNttEWoigi15Hju8iXAwcPsG//Pq1iX0an4H8Ni3oWTJg4gfj4eK02MCKa\nZZVfRXTt2pV27duxcOFC7Q6uq3DzehEQRZFatWqhoyPn1CnpUsOg5MyPGjWahIR1PH2qwQ/1JaHG\nF/PmzZvzJEu6m/t/DVEhEhoaSteuXencuXONzQOUx3q1a9fGy8uLnTt3amVc8bqi83udGfbJMCIj\nI3nw8IHmgNcUKlqZtbU1b7R4Ax8fH8ka9q8jVJ93SfASiouKCQ4OruEZVQ1BUJZ6f/9de59ge3t7\nTE1rsXjx4hcwM+1R44t56zY1yzVfHbWawsJCFixYUO3PvKwyCyh3JL1796Zfv36Ehoa+diyG58G0\nadOoX7++VqWW1xIll1BoWCjZOdlELIuo2fm8aAhKxlpQUBAnjp9g+7ZqZZpqBCradsOGDbn4HIJ/\ngiDg5+fP2bNnq5Vj+C/xSvPMQWlSUVNc87/++ovdP+1mzpw56Or9N23E/5V+ypw5czA1NcXbx0fj\nzyrdjV4vVHRkWrp0Kffv3ScmNkZC8AucmBr8V79bIyMjFvku4uCBg+zfV71qnwpS3KteZbRr344J\nEycQFx/HrVuay0sv+/O2atXquZuyWrVqRf/+/Vm1KpKiIs0GLS8SNX4Aqquni0wm48KFC3R8t+NL\nG1dUiCwOWkyHDh3o/UFv9T8rsQP0ypUrjBo1iq5du2p0V6kKT8vodshkMiIiInB2diY5JQWHEheV\nqlBQWMj9rCzmzp37XIJg77///nPRIQF8fHwoLCzU+snl8ePH5Oc96/KrU7sOXl5ehC8Np1fPXnTt\nWr329eNHj7ly6QpeXl5az1ehUDB69Gj69eundeyKFSv44osv6Nevn9af988//+Txk2cNNO91fo9P\nhn1CZGQk77zzDmbm1VNLb969ybELx57r84JyY1BWtVEqDhw4wBdffPFc19Tu3btpW7dt6b+tra35\n9eiv+Hj7kJKSopb6e//Jfbbv2s4NL+0OfVVP0EuXLpV89iUIAh07duSHH37QaqyymD17NkeOHGXp\n0gh8fX2f+300QZNdQY0v5gCGBoZc/OviS13MExMTyc7Oxs/f7z97zxYtWnDx9m1O/forb7RsSdt2\n7STHPs3OJkdPr5yji4WFBTNnziQqKoqePXrQoUOHqoMFgYe1arHt5k2aNW+u1ZyvXLzIpcuXn2sx\nF0WRiKQk3h02jAYNG2oV+/OpUzyt8DTWu3dvPvzwQ0LDQlmfur5URrUizp87zy0dfX5/jsPqPd99\nx61bt55rMX/vvfeIi1vIrl3H6N+/P/r60l2D7t07xpMn5fVKpk2bxskTJ/H29iZhXUI1kXD81HHE\nNr8jl9fRes5ffnmQSZMmPddivnHjRvbsiWf4cO1NIm7ePI7woPyCHfZ/7X15eFNl2v79JmmS7kta\naEsb2tJSWpbisEhB8JsRBHGZwRbEHVHHcQQXcEFc2FRAvnH5fu6OMiMOjiC7qKOAyiYIZbEgFEop\n0H3flzTJ+f1x8qYnyTkn5yQnlaG5r8vLkuQseZM87/vez/3cz4rluOeee/DqqldFKbXK5mLoO0sg\n9+Otr2/E558flGxXS2mLYcOyYDZb0NLSIvidEwMhKixYsAAvvvgCTp48gcGDh8g+hxK4LIJ5T2vN\nS0tKsX37djzyyCOSOvnIQXh4OFQxMSiursaICRNw7z3SjLounj+PFz/5xOXxiRMnYv9PP2Hx4sVY\ns2aN3bvCBYQgIj4ec556Stb9rl+zBi2cruVyoVKrMXjUKNmTwaG8PLTxPD5v3jzcf//9WLBgAd56\ni59yCQ4KBtRq2e8VAH748kuPdk0A6xejUgFxceHIzz+I1177G/r1k1YAdP788zhR7LoNX7lyJe6b\nfR/e+n9vYc7cObzHagO0sAaoMG/ew7LVVrt2ed7cJCoqCmq1FU89xX9fYvj0029dvquUXlq0aBH2\n7Nnj0mvX4bWBKtnX/fLL7Vi37qD7FzqAICgoCBqNBkePHhW9JzFkZWXhd7/7HV555RV8+umnIBLr\nJpTEb86ZA4DBYEB5Wc8ZCS1avAjJycmYdP0kaQfIkEpptVoEBQfj8ccfx8aNG/GKxFZfdJXAd5Xn\nFi6EVqvFwoULRc/BdRfsKRCVCpckNBp2hpCRkoqo8OrKV1FSWoLVq1fzviYomJ2AzR74tJhMJo+r\nZelndN99s2A0GjF37lwcP35M+gl4PtzwiHA8/dTTrHrpML96iToJHjt2VPY9e4OIiAhYrYzHfjiB\nga66bTu99NrrovazZg86+1y44PmCMCIiQrQpihQsXLgQnZ0mvPXW216dRxiXeQIUAOLie05r/tna\nz1BbU4slS5b45Pw6vR4tzc34w+9/j+WvvILDhw7hsccfR5fZ87ZTarUaK1aswLlz5/D555+7PE8/\n4ro6+dI+b5U6KkJQWVkp+zixZGJMTAzmPDIHmzZv4m2bRzncGpnmU/X19YCHPS25uHjxIlatWoVr\nrrkGixYtwjfffOP2GDElwpjsMbj22muxfPlyXktoTQC7gf7pJ08KpTz/fOkkcv68PA99mgjkC+YA\nR730tDDV4kmOu6ysTFYDaO5V4uPjve4VEBCgxWOPPYodO77rMaMwLi6LYN7f2L9HtOY11TX4fN3n\nuPfeexEWLu8HLfUHodNq0W5LZGZmZuK9999HVWUlHnjgAfEGAxIsYWfPno21a9cKrsDNZjOae1jK\nSFQq1HnQYMTsZnKbOHEiRo0chcWLFwuu4uVOIqcLCgB4X5BCvTzmzZuPO+64A++++w4++khCf0sR\nPPHEEwgLD8OCZ13VSzSonj5d4NU1PIUcIyqg+3MRS5yuXLkSNbU1eOv/uVJpnnb1qq6ugtxqMvpV\nSE0dIElp4w7jx0/AwIHpWLJksdfnkovLIpj3lNZ80aJFiI+Lx5+m/UnegTKWCQEBAWAsFphs7nh9\nYmLw8erV0Gq1uP+BB9zO2GKB5pZbbsHgwYPx/PPPO7rvcSaCvR7w396ENhUhnk0g7lLzYLetWp0W\nC59zpJfoKlesdyYfirykoeh1Kyu7Hf1mzLgNTz75FLZt+xJLly4R9VkXk9sRFavCKC0pdaGXaDCv\n8KDFojc7L/p+i4vlrTIrKtxPsmL0ksrD+21qapb1Xrm7pays4WhpUWZBuWjRi2hoaHDb+lAuLnud\nOdAzWvOtW7aitKwUS5b6hl6hoKuKwsJC+2OBej3ef/99pKWl4bHHH8ehQ4c8Pj+lh4Roop6uGlWp\nVD7rTWqnlwrPYd26dS7Py205ePES21TA25V5Q4Nj38jx48dj1apV+OWXXzBnzlyBzjXuJ6+YmBjM\nnTsXmzdtxq8nu+klakJmMnUpFnDkoLxcnkSwpoalv9yNswO9xFkQEA9X5u3tbTJplm4MGTIEFosV\n9QpUIYeEhOK+++7Dhg0betSH/rII5lytuS/Q1NSE1atXY3rudMTExMg+Xs7qhs6e3GAOsKuNV15+\nGddddx2WvfQStmzd6nic7f/urhMQEICXXnoJ+fn52LZtm+M11GqvV5+yQQgYq9Wz1bmEH21CvwTM\nvn82/rX2XzhXxL43Osb1DeLNeJ3hCbfPBb0unxdHWloa3n//fTQ0NGD27NmSekvy4Q/X/QGjR4/G\n4iXd9BK9rkpFsGeP+yIjpSG3eXZNjfRJ1k4vcYrjVB7YT1ssFpjNVtkTNX19QEAAtFotjhxRJsl8\n8823ID4+Dott3cqUwH/Fyhzo1pr7AosXLYbBYMCdd93pk/M7Q63RCNIpc+fMwX2zZuGjjz7CO+++\n69H5BwwYgNtvvx0fffQRSktL7R+yXq+XnQRlAHi8nLGBqFQoKJDP50q97C032+il555n+0XavtMN\nMgNmfX09ArTSteF80Ov1MJm6eOkUgyEaH3/8MUJCQvHggw865Takc3ULFy6ETqfDcwsdC1CCgoJw\n5MgRWffLeGFaxTAMdDotmpqEuwXxQc7qlo9eoitzOSqaoqIi2/dJDs3i+O/IyEicPOmdooWLJUuW\norS0FNu2bXX/YgVw2QRzX2nNd+zYgaKioh5t9RQSHCxaHjxt2jQsXLgQ3/7nP3j+hRdgZRi3s64z\nZs6ciZSUFNawyXasWqWClWF6PJOu1+lkySLpilNOkFmyZAkYMFiyuJte4jY+loKWlhZERkZ6RbME\nBwcDEF7l63Q6vPPO2xg8OBPz58/3yLODqAhWLF+BwnOFWPd5N70UGRmJc+e8U1zIRVRUlGDfUiHI\nbbYdExODOXPnsPTSr7/acwt1MhRuZ86cgVYb4MFn2/36fv36obi4WObxwoiJiUFOTg5Wr17dI/TY\nZRPMDQaD4r7mHe0dePeddzF16lQkJMrtZtMNOQ2dGYZBZGQkat0k58ZcfTVee/11nD51Cg8//DA6\nPeCdX375ZXR0dNhaqbFl/aEhIdgtYyvutYkYwyAkNBSXZEzEVDUgtSEFAARoArBs2TLkn8jHCdvq\nSa4JWZfJhD4e0GwUdNLUagNEdyKEqLBkyVLccMMUrFy5Ahs3bpCS73VAv4R+uH/2/Vi7di2abYEg\nOjraI/mpNyvz6OhomM0WWatkqtqSc93rrrsOI0eNxOLFizmJZum02IULxQgJCZX8ej4MHJjmkNxW\nAnfffQ8iIiKwZInvnRUvm2AeFx8nO6HlDkuXLkVwSDAefLBnW27F9O0rLkO0ISU5GR9++CHaWlvx\nwnPPydbWBgYG4sUXX7TnGsxmMxISE5GfL8+b2VtEGwyokPHD87S/Y1pqGmbOnIlzZ9ldQJuMFSMN\nDKFeaswJYVfn58+fd/vahx76Cx588EF88sknHmmYb77lZgwePBiVVey9BwUFgWGsPbrz0uv1UKmI\nLK05nWTlmmUtXLgQOq0OHTZprxyuvqysTHYxmPNuePjwq9Daqry0d9GiRThzpgB7ZHj2e4LLopwf\nYLXm+/buU+x8+/fvx8mTJ/G3v/1NkX6eclYZCf36Ie+YtMrAyMhIfLx6Nf7ywAPo1Ovx+4cfli0V\nZEJDwWi1sJjNGDZsGLZv3y7zDN6hb2wsTsiYQGiG3xygwy1/9CCPoQkFNBp0yAjmp0+fRoBWq4iV\ncWRkpOS+kTfddDPi4uLxxBNLUN9yAVPvHCf7eqpQNuiw3iGh2L17N+6++27Z5/EUWq0OZ8+eRWpq\nmqTXt7e3IyAAOHDsO9nvlwGgDmJrEGprpQfz6uoaJCUlA5BH1XK/Dunp6bBaGVRWVqJv376yziOG\n/v2TMHHiRLz55v9hzJgxCAjwLG/jjoq9bIK5klrzLlMXXn/tdfzP//wPUtNSFTmnHBiNRlhtWnNt\ngHtr3QCNBjPvugsfVFcjasQIj0yRTtrUMeOvuQaf//vfsFgs0nw8vKRZGIaB0Tvr+z8AACAASURB\nVGiUVZ1YU1sLaLVAyiBM/eNUe4Wj5ONrarD/x/2CxUR8KDp/HsHBwbJzE1zQY2Ni+qCqSvpOZMSI\nEUhICEV0WCem3yy/EfWx40dx9qIJLS0tMBoTceKEnJ2X9zrz0NAQWVrzjo529O0LXJczGnFR8bKu\nabGase3LL2FWmWQpgpqammw+OZ7LftVqNfR6HfLy8jB16lSPz8OHOXPm4MCBA1i+fDlefFE5hQsX\nl00w52rN9YF6r861fMVyaAI0ePzxxxW6O3nQ6fVQqVQ4d+4cMiQ2h66urkanWo2yri48+tBDsq/5\nr2+/Bbq6EBwSApVajby8vB7rYJ+WmipLa15fX2+XJYbqI3DnnfJW5w2Njdj/w0F7YZYUlFy6ZN+G\ne7s6T0hIkK3eIQQwq0zInjzKtoKUjsDNATj18Um0tbVh9OjRLpJUXyMqyiBLa24ydUGtBmbeOwPx\n8fKC+caNG9GuZqkOZz2/GNrb25GSkiJbmOX8XYiKisKpU78qHswJUeHZZ5/Fc889h+PHjyEra7ii\n5wcuI86cas2d9dlycfzYceQdzsOzC55VhF4BPNOZ6/R6FMrQzdfU1ECn1+NMQQGsHqwedTbJXVVV\nFaKionDgoFz3OM/Rv39/WVrzRtuPNDAwED/8+KPs60WEhwMALDL8bqqqq73eOtPPNiUlWXbfx87O\nTuj1Oqxfv172dWNj4wAA7e0dGD9+PFpaWj02v/IEsbF9ZfHXtGjKk/HeuXOH3dNFqlqps7MTVqsV\nqakDZF/PGYmJRp/lJIYMGYrRo0djxYqVopXCnuKyCeaATWvuRTC3WCxYsWIFRl89GsOyhil4Z/JA\nAISGhOCCDIVHXW0tEhMSYLVacdCDQEx/ANXV1RgwYAAKTp+WdBwD71aqDNhiJbVGI3m1Sn+kI0aO\nRGVlJdra+MxwxUG1yFInvvr6eiQmeK5osl+XEKSnpwtqzYVgNndh9OirPSpKoatbk6kTCQmJUKtV\nyMs7LOlYJcr5ExONsrTmrLYdsu16u7pMKCkpwahRIwFIVyudPXsWKpVK2B5a+E5dHklPHyi7SEoO\nnnnmGVgsZrzxxhuKn/uyCubeas3feP0NWCwWUTc2TyH3B2EwGFBWJn1r2tDYiMjISCSnpGDrli1y\nbw/BNlP92poajLQFyZ4CIQSBgYGSteYtreyqNjMzE4F6PTZ78H6pX0mjxK14W1sbUgYMsN+vN4iJ\nYZtMSJWxMYwVViuDe++9B21trbJXfvHx7MqcUlkGgwEHDhyQdQ5PQQjBgAEDJGvN6cQcICFX5Iyt\nW7dCp9MhKysLANDaKm2SLyw8i0AbNeuNzhwArrrqd2hra/UqtyIGjSYAjz/+OH744QfFLasvq2Ae\nZYjyuBffmYIz2L17N+bPny87oeYOcj5Y+trYuDi3WnMuWpqbEWUw4IYpU1BQUCD7y0RtXevq6zFu\n3DiYTCZJ8kgldOYA25RDqtacBoa42FgMHz4cP/zwg+zL6m2rMCmTlpVhYO7qwqD0dEUSoIQQt1pz\nLqqqWPVOTEwfxMTEYP16V58ZMWg0bGA0m1lqZcCAAZKvrcT7TU8fKFlrXlnJ1hDodPLzXjt37sTQ\nocMQF8fuRDo6pE0gxcUXEBYWJlvLz4eUlBQAwCWbj48vMHbsOGRkZGDZMnnac3fv77IK5vFx8R5p\nzRkrg2XLlmHo0KG4eszVPrgzmSAERqNRUjClaGtvR0xMDCZOmuQR1RIZwbYUa2hoQEhwMLQ6XY/5\neBAAMdHRkrXmnTYdcaLRiNzp01FRUWG3DZYK2iFKipHRpYsXAUJgMBjY+/VqZc4eGxwcjOJi91pz\nACgpKYFGw1IOEyZMQF6evJJ8APbjGcaKESNGKl7cIgyCkJBQyVpzOrnK7eDV2dmJ0tJS5ObmIMFG\nh0lVK5WXlyM6Otp+v1LBt5Chu8yjR+V/RnLw4ouL0NTULNiAxRNcVsHc2F9eAKR477330N7ejuef\nf94Hd8VCbgI0dcAAWQGqs7MTcbGxUBGCpORkbJFJPRhsX2Y6fnFxcbJ9PLxBfHy8ZF/zDtuPNDo6\nGmmpqQjU67Fp0yZZ1wsJZav9aiRcs+DMGTst4w24q9yIiAiUSOywVF5eZr/+rbfeitZW+VQLXek2\nNTVh3LixkndeSkGr1UnKZ1Fb4tBQeb00t21jKZaMjEyE2xLcUoN5bW0t4uLiZF1PDAZDNE6dOqXY\n+fgQFBSEBx98AFu2bJZBif6XGG0BrDxRrtb84sWL+Oabb/DII494LWkUAiOzNpMQgrS0NLvWXArM\nZrM90TXFRrXIAS1Tb7ElFwcNGoQiCVWKYBiv/MxpgOuflCRZzUJVKNS3OssDqoUqWuollLcXnz9v\nb9Tr7U6cTup9+vSVXMlaVVUFvZ5NUIeEhKJPH/lUC+WEKysrERwcAr1eJ6mi0BujLS6kas3pzpoG\nZKnYuXOnnSun92uxSEswNzc3IykpSTalJPRyo9HoU5qF4oYbpiIxMVExZ8XLKpinpqbCarWis0N6\nMcjixYuRlpaG3//h9z68M/kICgoCUakkWdJaLBYwVqt9ezlp4kRYrVZZ8sJY28qk1ZaAGpudLSnQ\nKQLb5CVHa67hJMim5+bKplqibJSJFC1yaVkZDJwmzkoEt4SEfpJ10NXVNXaDLoD1P5dLtdDJiPLv\nsbGxHtE1niIqSlpCnxb6REUZJJ+7s7MTZWVlyMnJtT+m1bLfDymKoc7ODgwcOBCA/M+W7+UZGYNk\n2fh6g8WLl6C8vEL2zpQPboM5IeRjQkglISSf81gUIeQ7QsgZQsi3hJAIznPPEkLOEkJOE0Kul3Mz\nWp2W9TUvlKbP/uSfn6ChvsH3jogerm70Oh3OStialldUAITYpVVqtRpJSUmyqJYEW9UoTS5mDR8O\nK8O49xBRKGufnJQkSWtOn+f2h0xLS2NVLZs3S75etBOtJIaqqir0jY2VfG4hcFd+ycnJaG2VpjVv\naGhAOKdNYU5ODlpbW2Upt2iCm5a4Z2RkyO7N6Q1iY/vam06IobGRlTDK6RuwZcsW6HR6DOIU2EnV\nmre2tsBqZeyJSyUwYsQItLe3+0QL7gyDwYDbbpuBTz75p9vvshJ+5qsBTHF6bAGA7xiGGQhgp+3f\nIIRkArgNQKbtmHcIkWGNB5vW/Kz7AFhVWYWNGzdi9uzZCJHJz/kaNOyHhoZK4kZLS0uhcdLkyqVa\nYvqwcrl228pcRQhCQ0OlOSh6qTMH2AlIita8wqZW4q5UAWBYVhZ++P57ydelBSlSqJ3GxkYYExNt\nN6zM5JWePkiy1rypqcnBBCokJBQxMdG83ZOEEGFLcNfVsSvf7Oxs1NdL2xl4qzMHgMTERHugFgMN\nvrGx0guGdu3qplgogoKo1bA4lXX6dAHUapVN8SOXZuF/fXx8P6hUBIWFPdPo5fbb74DBYPB6Ueo2\n0DIMsweAs0nCLQD+afv7nwBoU80/AviMYZguhmGKARQCkFVTLlVrvmjRIiQkJuCmm2+Sc3qP4ckP\nwmAwSJJalpeXQ+tU8DBp0iRYLRYc/PlnSdei/DPXSteYmIgTJ5Qz2xcCHRspWvNKG88cGuI4Ac+Y\nPh3lMqiWfrb8QpuE1XF7eztS07pNopSgWfr0YVeelPYQQ2trC6KjHVeqEyZMwJEj0lv8GQzsTqSh\ngf0pZmVlgWGsPl+d06GSqjWnuxXWJ8U9OjraUV5ejunTpzs8ThOobJNmYZw7V+ignPG2nJ8+FhQU\nhKNHlek6JAWLFy9GUdE57Nq10+NzeMqZ92UYhqZgKwHQaTgeADfFXwJAlmtUlCEK5W4a127csBHl\nFeUOjQp8ChkTPrdzT2xcnKSmw1VVVQ60A+AZ1UJUKjDW7pViVlYWStwkcrytAOUiPCzMrdacjgdd\naVKkpaVBr9Nhi0SqhZqRubPBNVsssJjNSE9PZx/wUndNh4oQlU1r7r7Str29A31sOyeKnJwctLRI\np1ro5NHtFa5CaGioW/mp13UENqSnp0vSmtOiIalmcZs3b4FeH2jnvCnCwtgEqrvfz8WLF+3JViUL\nfWJiYjzqnuUpEhISMXnyZLzzzjuCKh6ft41j2CuIXUXWCMfHxaNWJPlQX1+PNWvWYObMmTBES0+y\n/BYwGo1okrA1ra2psSe4uJgyZQpOSyzLB1jvaS7GT5iA1tZWdMnwMPEENFREx8S4lVlRtQNNYHKR\nlZWF7yWqWuhqzJ0VwPmiIhCVymUnoASk+pp3dZnsVZwUlGqRqmqh/izcEnej0Yj8fN/tvLgTAdWa\nu+vEQz8PqTrz77//HsOHZ7k8bjCwCWt3zTgqKipcdj3SwUBIl56UlCRZeqoU/vKXvyAwMBAvv/yy\nR8d7GswrCSGxAEAIiQNA90KlABI5r0uwPeaCV9e+av9vX363j7mxv1E06bFk8RLExMRg5syZHt66\nZ5CrMweka83rGxoQztM0YdKkSbDIoFrohEB/8P3i46HWaJB3WJqPh7eIj4tDrZsfH1WA8CXIcqdP\nR3l5uV2HLgWdbsa34MwZuwkZhRIcMkC15u59zc1mi12pxAWrapFGtdCVbktLN600bFhWjwYcrVbr\ntul6Z6d0RVNHRzsqKlwpFqA7we1OMVRXV4eEhO5dgFK7zIyMTFm9TJUAISosXLgQx48fs38v9u3L\nx6uvrsWrr67Fnj1nRI/3NJhvBXCv7e97AWzmPD6TEKIlhCQDSAPAG4mevuNp+3/jhnYb2KcOSEW7\nQBnvN998g+LiYixestjD2/YMsnXmtv9L1Zo3NzUhkiOdo5BLtdDVZyVH/2yIihL18VCqnB9gteYt\nbtQHNIkWx6MuSR84EHqdTrKqRa1xb9twobjYobuQt1tx7lixWnPxnQidWLsrFLuRm5srmWqhNAtX\nQTPBtvMym8W+X94bbVGEhIRK6pGpkfC5AMCmTZsQGBjI2/SCJrjdJV1ZjXmy7X4lXdYOse/CiBEj\n0NHR2aPulAA7iWRnZ2PVqldhsVgwbtxQPP30HXj66TswfvxA0WOlSBM/A7AfQDoh5BIh5D4AKwBM\nIoScAfAH27/BMMyvANYB+BXA1wD+ysj89aSm2bTmTquz1pZWfPDBB7jllltkeyQrAU9+EFK15q1t\nbbw/dgCYPHmyZKolzMYdckvcB6SmouCM+IzuLejYpKWlue1lSnddQp9hVlYWvpeoaglyyjPwoay8\n3F7GT6HU6k2K1rykpAQqlQp8oq6QkFBER0ujWlQqVu3Etd6Nj4+HRqPGYR/uvLhjZTBEiWrNqbKH\njzLkww8//IDhw/l9ven3g7sT4YPJZMLAgdzJwHudOcDuHFUqlc8rQfnw5JNPwmpl8Prrr8k6Toqa\n5XaGYeIZhtEyDJPIMMxqhmHqGIaZyDDMQIZhrmcYpoHz+lcYhkllGGYQwzD/kftGdDod62vuJE9c\nunQpwkLDcN9998k9pcfoaO/A/n375a3MneYuKVrz9vZ2Qe/nyddfD4vFgkOH3HdQofI3btJo5MiR\nbisVlQpuKcnJbrXmdKXKRzsA3VSLlFJuqr1uFeHNa6qrFSv1dl6XSNGal5WVIkDE+E0O1QKwjR+4\niIoy4MAB4eIypSpAAaBv31hRrXlDA7uKDpPQZ7WtrQ0VFRWYPn0G7/PdtJLwd6m+vh4Mw/rpewqx\nlXdISDCOHes5RQuFRhOAJ5+cjz179jjQWj5PgPoCzr7me/bswenTp7Fo0SLFGk444+LFi/jiiy+w\nbNky/PnBPyM3Jxc5t+Xgyf99EuHx8kqTuXcYGhqKi2605l1dXYIBR61Wo3///pJsYqNtK1Bu0mjc\n2LHoMslrwSUH3C8Y1ZqfEVEB0JW5kPe0nWqR8H4pfVIlknRtbGqC0Wjsvl+3Z3WH7k+3W2sufNbK\nykqXxDQXVNVSUuK+fJxWRXKRmjoAZ874RnXh/L6MRnGtOU1+cwukhEAplgED+BtKBAezq/vmZuFC\nmtOnT0Gj0XB2PfI+3WHDsvHUU6/h0CH+Sto+ffp63SzHU4wefTWGDBmCZcuWSS5euiyDObfYxtRp\nwptvvonrrrsOySny2m3xobOzEz/t/wnvvvsu5s+fjzvvvBN/+uOfMHfOXGz4YgOqq6uRmZmJ5Mxk\nlGhLcMfCO3Du0jmoVNKGyvkHYDAYUOZGa261WJCYmCj4/JTJkyVt9/rYVvfcwB0UFASdXo89e/e6\nPd5jcFZ+7rTmUrTKw7KysGvXLrevo/LGKhHnxI72dqSlOXKySnHIlMcW00JXV1eLKjvCwsIQHS2t\ngIiPvhg5cpRkjxhv4U5rTvMH3AIpIfz44w+46qrfuX2dmFqpqKgIwcGOYyvns12z5t94+OEV+Otf\nX8OqVW+72FGkpCRLSnD7Ci+88AJaW1vw97//XdLrL8tgbog22LXmr7zyCnQ6HebOnSv7PKUlpdi4\ncSNefullPPTnh5Cbm4vp06dj1apVOPTzIQQFBmHqDVOxYuUKbN68GZ/9+zM88+wzyK/IR15rHrbu\n34qXXn5JciC3g/OFcqc1b7CtdJx111xMnjwZFosFh91sx+nq3rksWMxBUUmdOcBqzS+KaNsZq9Xt\neObm5EiiWigXLuQbT9uJpXM0zN4bbXH/Vrn1Na+rq0OozeFRCFKpFvod4QbUsWPHwmTqEtx5KaUz\nB9xrzen3nBY4CaG1tQWVlZWYMYOfYqEgpNvDnQ8XL15y+N14kty+//778eOP+Th8uAW33TYXJ092\n56cGDx5iL9L6LaDXB+Khh/6C7du3o6yszG2C97Jp6MxFXGwcTpw4gby8PBw9ehTLVywXpVe6TF04\nevQojh49isLCQpSXl6OlpQVWxoqgwCD06dMHgwYNwtBhQzFq5CiER7jSJgzDYMOXG7Dqs1W48d4b\nsf5v6xWxTTUajfhZxDCr5NIlqFQqewUnH+xUy6ZNGDlihODrKM/oLO3MzMjwWWca52ARHRODyooK\n0WOCnEr5nTFo0CDodDps2bJF9AdPk8ZCHvhnPG4nJh3BwcEoKjqP8eMn8D7f0NDokoB1Rk5ODjZt\n2oSSkhLBXALQXUhTVVWJ/v2TALA7L71eh7179+Dmm2/x7E0IwPmz5WrN+egRajXgrvfnxo2bEBQU\nhORk8Z22TqdHh4j0tLKy0t71yRsYjUbs2LEHr7/+GmbNWozZsyfhz3++ByNG/A4mUxe6ukwICPA+\nFniC66+/Hl99tR2LFy9CWprwbx+4TIO50WjE/v378eqrryI7OxuZmZn258rLyvHzzz/j5MmTuHDx\nAmpra2EymaBRaxAeHo5+Cf0wecpkjBgxAhmDMiRx7NW11Vj6f0txpPoIPtr2Ea699lrF3ktKSoqo\n1rysrAwBEiaNKZMn4+8ffST6Grq9dW6llp2dja+/+Yb3GKXbY8XHxeGQgLqC9usU24VQDBs6FLu+\n/140mMfa5I1CipLCs2eh51G8KEWzAEB4uLiveUtLs5PawhVcqmXevHmCr4uKYj/fysoqezAHunde\nSgdzPlCtOV8wp6vYuDhxU7Mff/wRv/ude4olLCxUNJjX19e5eLp4CkII5s2bj6lTb8R9983Enj1P\n4KWX5kGtVuGXX/IxQmQR5WssWrQYs2ffh+Zm8d3bZRnMU9NS0dbeBo1Gg8jISDz91NMoLy9Hc0sz\nrFYrAgMD0SemDwamDcTQnKEYNWqUJJ6OD9/u+hZLVy9F9h+zceSdIy4GUJ6AGyzSBw6E1WJBV1cX\nb1/EyspKews0MUyePBnvf/ABDuflCa7O6eq+0YlmGTpsGBiGwdnCQqSlporer1w4h7f+SUmC0kKa\nmI2S8Fnl5OZiwYIF6OzsFFxZU/ma8/uluHDhgquywuvJy3Gs+vbtI8qZt7e3u5Ty8+Gaa8Zh505x\nXw5KXzjTdhkZmaI7LyUnr5CQUFy4UMz7epocTUgQzv+0tLSgqqoKzz//nNvrR0VFoaqqGh0d7XY/\neC5aW1uRnJzEuV+3p3SLQYMGYe/ePCxZsgi3374A0dEEx48f/02DeWRkJO688068/fYa0df9ZsE8\n61bhGdXKWGGBBTADp79y1FirVWqoulQ4XXYau8t2swr49zy/D12kDv/36f/hppt8Y9hFtebnioow\niPqDcFBdU2NvxiwGtVqN/kajW6oFYJN+XKgIQVhYGPbu3csbzL0FN1SIac0rbPQLX4GUMzIzMliq\nZetWzOCpEATYXQAgXFji2E6Mc78K5gj69euHMyI6/s7OTvTt695+Nzd3OjZv3oLS0hJBkyqacK2r\nc6SVxo7NxjfffC3jrqXDeazEtOZ0hxQtYrOxceMGBAcH2wt9xEB3cOxOxFF+yDBWmExdDra57P26\nPa1bqNVqLF36Em655U/405+ux9/+thlvvvml9yf2Eu7aBfxmwbygXjhpVFVVhW3btmH27NmK/vD4\noNPpPOokLgS+hJNex7bc4gvm9fX1bhNkFNdPnuy2Z6BKrYaVJ0FlNBr5HRS97DTkDK7W3NkPpdqm\nuhAqkHLGsKFDsWvXLsFgTlfsQk04amtrMfyqq6TeuiQ4f7bJycn48kvhH7rZbHYoNxcCS7UYsG7d\nOjzxBD/VQhPczrTS0KFDwTAMCgvPulRTKpkABViteVERv1qJJmHFXK93796NESPcUyxAd4OL6mrX\nYE6tcd3x895g5MiROHu2FHv37kV2drbPriMVtbW1SEpKEnz+NwvmYlViISEheOyxx3rwbnyLEBFf\n88aGBsmNE26YMgUffvgh8vLyBLd9wUFBvN42w7OysFGBbiYucNrbcrXmzvdI+3VK/QFKoVoA4QYV\nzc3NrgUlCucI0tPTXQp5KMzmLlitjGQHwXHjxolKMumKvbHR8f0SorLvvPhK4z0FH81iNCYKWsO6\nK6BqaWlGVVU1XnjhRUnXj4nhp5UAoKDgNLTaAKeJQ9nPFmCltpMmTVL8vJ7AXWXtZSlN/G8G3w/A\nYDCgXGBr2tLSInmlqlarYTQasUnEuyRcILk4YcIEtPnKQdFp5SekNaecudSKTEq1bN22TfR1Qkmy\njs5OF2tVb8D32dKJiY83r6ioACFsM2QpyM3NRXNzC0pL+ROqNAHKp97p37+/j7zrHT/blJQUtLfz\na78tFitUIoKDDRs2ICQkWHLFJqWnamtdd15FRed581u+3slfzvAHcx/A+esUGxuLagEtdHt7O2Ik\nBnOAlSqJFRDRZJuzuVdsbCzUGg1+dnJg5PqvK4UwAa15g20bLlYg5YyhQ4Zgl0hiUCNAkTW3tICx\nWl3aiSmpM2f/zWrNT592pQ1LS0uhVkvf/IaHRyA62oD169cLXJv9ufK5+WVlZaG0lK/ARVmaxZ3W\nXKxAiqVYpCcS+/VjE9x8Wu9Lly4hMtIx96K0Muu/Df5g3gMwJiYKUgGdJhPiZBiH3XDDDTCbzTgi\nsNWljYv5qgKjo6NxUEaTaCngKzqKjo7m1ZoLNaYQQ25uLkrLygQLiIS2nmcKCqDWaBAg0cHPGwQF\nBfN2/CkvL5etcR83bhwOHRI3zmpudvUrufbaa9Ha2ubGQdF7hIaGQaUiuHiRnzYU+mybmppQXV2D\n2267TfK14uNZeopPelpTU+1Tvvy/Ef5grjAY1tnI4bEBqamCZdBms9neAk0KNJRqEeC/o20+4dU8\nwTx1wAAX5YXSCTKAlQzy+ZpTzlysQMoZmZmZ0Ol02CZAtUQJKGMKz51z6d5E4Z1Uz/VY1tfclRqp\nqqoWvAchsFRLs6g7oXPZOcD6iGg0atedl4JGWxRardble0RX6kIBdsOGDQgNDRGVLTqDToR8C5P6\n+nqBAis/zeKHD2HXmjvx1aauLoBhZK3MAZZq+fXXX3mfs3O4PLTOqNGje8THI6l/f15f82Y33ceF\nMGTIEOwUSAzS9+s8ttx2Ylz4Yivet28f3nGtreXvICWG8PAIGAxRWLfuc97n9Xrhlb4vdl58YLXm\njitzuusS0tTv2bMHI0aM9Oh6tLKUi9bWNpfCpV7OsviDeU/A7mte5LgVLy0tBQiRTQVMmTJFkGqh\nycU6niRZdnY2zF1dbrsByQKPtFFIa863opSCnJwclJaW8jb5iBHYiVRUVPB2M/IGQhNBv379eL1R\nGhoaJDkIOmPcuGsEqRYxGWtqapqo5l0uuD1PuYiKinTh5ysrWVqNb8ybmppQU1Pj1otFCM4qGYax\nwmw2IyNjkMARvRP+YO4D8G1r9TqdS8ut0pISyV1ZuAjQaASpFiqD4wvYgXo99Hq9YxNgH9AsSSK+\n5mJ2sEIYMngwtFottm7d6vIcDR6VTsG8rq5OUBLozfvlO1TI17ypqcklSScF06cLUy1iyqfRo/kc\nFJX/fGNjYx0aoAAspcQ+56pU+uKL9QgNDRX1nRGCSkVgdtl1XQIh4B1bv5rFD5+DT2teUVHhsQnU\npEmTeKmWMNvKTaixcnx8vKBO2BPwrVUDNBqo1GpeX3M+6kMKhg4dylvuTv1ZnLXIzc3NSOYpsPAF\nzSKkNW9tbbNrpeWgm2pxtcWlSUG+RGd29lh0dZldKkQ9hdBYJSQkumjd6fjzTaB79+7FqFGeUSx8\nOYeCggJeEzy/msUPRSH0heLTmle58boWA1W1HD12jPd5vgQowCYUHfo4KvED4FkNBQYG4lyRq8Ij\nRoJPCR+EqBb7TsSJVjKZTBjIU3HL3q5yXiWAsNa8o0OaLwsfxo4dy9tdipb08xXS6HQ6BAYGOuy8\nlOx5SsH6mjtqzWtr2ftxrnZtbGxATU0tZsyQrmLhgm/yLy4+L0g39eKFuT+Y+wJ836fY2Fi7moOi\nrq7OpeRdKgI0GiQmJmLTxo28zzcI+JWMHTcODQ0NdgdDwDdb0/DwcFziaM1pgtKTrTbQTbU4q1po\nY2jutr+uvh5gGIcOQ8rBdayEtOZdXV2Sqz+dkZs7Hc3NzaiocGxsQicOWs7ujPj4OJedl9KfL5/W\nnHLozlax69d/gdDQUI/79vJNhqWlpYIqpt4MfzDvIRgTXVtuNTQ02JswSkzHZgAAEypJREFUewIh\nqgUA2gU6tGRmZrIOik78vccQWPlFR0fbjbWAbnlZrBfa4CFDhmDHjh0Oj6nVbKNjLr98+hTbTkyO\nBNJb8GnNLRaroGmWO0RGRiIqKgqff+5ItdAEtzNnTeGy8/ICQqv6sLAwEAIHrXl1NX9R3L59ezF6\n9GiP74FO/tyJo7q62k6vOd2xx9e5EuAP5gqDT2cO8Lfcam5qshf5eIKpU6eiy2zG8ePHHR7XaDSw\nWvn7BqoIQbjNxwNQptMQ3/Hx8fEOvUgphy9XhslFbm6uoKqFSzucO3dOtAGGNzSL0LHOWnOqbpFT\nIOWMcePG4tAhR904nRyEuleNG3cNGhoa7H0jfaEzB1hKh6uc4XOurK+vR21tHW67zTMVC9Bd0s99\nv42NjSK7rt7Ls/iDeQ9hYHq6i9a8ta1Nsi8LHyjVssGJanHnyd4/KQknfeLj0Y2k/v0ddOV0JSmn\nQMoZlGr5kqeAqIkTTEpKSgSDqK/Wbn36xDgoSUpLS6BWq7wKpLm509HU5Ei1UH/28nL+oqKMjEHK\n7rwE4Kw15/PH+eKL9QgLC+VVuEgFbXRBpY8Aa4ExYICrlbM/AeqHohD6OgXbtObnOUnBjo4Oge2i\ndEyaNAm/njzp8Jg7v/DhWVkotdES3v4AGAELXWetuRIrc4AN6Dt4VC3cXU9lZSX6KKwxB8THql+/\nBAeteWlpqdfWypRq4VO1lJXxNwknRIXw8IjunZcXn6/YTiQqKtJFOqnTOfLl+/btx9VXX+3x9YHu\nBiR0ZW42d8FstmDQIP7kdm+GP5j7AgI/AGetubmry+vgxke1uHMlnHDttWhva7PTFb7YmFKteYtN\nf33x4kUA8NorJSc3FyUlJQ5Ui7NMra6+XtTMS2mdOcB2cudqzauqqni748jF2LFjXUr0AdabRAhJ\nSf1x4kT3BO8LmoVPa87t6lRXV4u6ujqPVSzc6wDdjU2KioqgUhEEB/MLB/w6cz96BCGhoSi2bU2t\nDAOr1SrLQZAPARoNEhMSHKgWajFqEeDN+8TEQKPR4KACTZ6F1n12rbmNV60o519JysXQIUOgDQjA\ndk5DiFCn1nCtra1IdnJLtMNHW/GBAwc6aM2rq2sQHOyZ7JSL6dNdqRaA32yLYvjw4Sgr43NQlAex\nVX1CQiIaGhx5cq7y5IsvvkB4eJjXZlgaDbu7oYuBM2fOQKfjLzzr5SyLP5grDpHOPQaDAeW2oFZr\n2zZ6Kk3kYqIT1ZJoUwDUiZTtR8fE4CBd8Xm7mhE4nutrXsdT7u4pnFUtBkN3mzIrw6DLZEK6gMYc\nUN5oC+heQVKteX19nWv/UQ/AUi2RLlSLmDXC+PET0NbWDpOJdZr0bifCfyxfQp8rO92/33uKhQu6\nMr9w4YKopUEvXpj7g3lPIrZvXzv3V1JSApVNVuctbrzxRpi6unD8l18AdPOMQoVDAMtp+zpJFh4e\nbl9RtbnpQiMHt+bk4FJJCbpsVAtXw0y5+Z62RyVEhYAADQoK2J1IY2OTV0oWLpwLiNw5McbQnZcP\nTbdYrbkZDGO12xNT46va2hrU1dXLsrt1B2q2VVZW5jB5+9ENfzBXGiJ7vUSj0S7hKi8vh46nJNkT\nUKplo41qibcVqlQIlPQDwKhRowS1ykqBqzW3Wq0e+dDwYdjQodAGBODL7dsBwN6AwsowKCgoQIBW\nK6gx9zYhKAau1rylpUWxoJObm4vGxib7RCXFvCsmJoaXa5cDsfdLteYXLlyw3xddma9btx7h4eGI\nifGs+pUPLTafn5qaGpGcUO/mWfzB3BeQsDWtrKqCXqbXtRgmXX+9XW4YaDOzKj5/XvD12WPGwNzV\nhabmZp/ozAFXrXmIxMbVUjB4yBDs+O47ALBrjuvr6nC+qMitNNNXSbLIyG6teXu756X8zoiKMjhQ\nLVLcINPS0nDmzFl4b7QlfCyrNT9rn7CpV/mBAz9hzJgxXlzTESqVym621dTUJNp2zp8A9aNHMJDj\na15TU+M26MgBpVp+yc+3P3bBRnHwgfp4nOUxw1IK/Y1GB625ktvjW2+9laVazGb7irCyqgqXLl1C\nVGSk8IE+zJLFxPSxl9l3dnZ6pa92BqtqYWkTKQ0eRo/2/c4rJCQExcXFuHChGABbIFVbW4P6+gbM\nmDFdsetwE8nt7R1IS+NvWu3XmfuhKMS+TiHBwSAqFYrPn0d9fb0iCTIKO9WyYYP9sSoRmgVg6Zgy\nnvZusiCS8HXWmntTMOSMrGHDWFXL9u32wquSS5dQVe27dmLugkVCQoK9X6XFYnYxnfIGlGqpqqpE\nauoA2/3wq5UAm3e92SzY7FoKhPzMKaKiolBWVurg079u3TpEREQoSrHQ3ENnZyesVqtgMO/t8Adz\nH0Bsq6fTanH27Fk0NTYqliCjmDhpEk5wVC1CZlsUgzMzYenq8tnWNDklxUFr7txc2VtkDh6MHd99\nZ+fHz507h4aGBrdmXr5QdwBAcnISWlpaYTJ1gmHgdUEYF5Rq+fzzdUhOTgbA3xuTIiBAi6CgQHR0\nmHz2+fbt2xfV1dUOxUM//XQA2dnKUSxAt+Tx7NkzUKlUHttGX+nwB/MeRmhYGIovXEBLa6tXpfx8\nuPHGG2EymZBv487bBMy2KMaOGwfAd9tTqjU/YaN+Bg1StjNMDodqAYBLJSVoa211aSfGhS834gMH\npqOry4TS0lKoVMSukVYKY8Zk4+efD9onK7E+oQA8diqUisREIxoaGu15kerqKjQ0NHjcUUgIlCM/\nc+YsAgOFm5v0cpbFH8yVhlB5OwW7NS1TNEFGoQ0IQEJCAjZ88QU0AQFgBIqGKAYNGgSoVLxdcuRA\nbOUXGBhob2+XqLAlbVZWFgI0GnxlU7VUV1XBbDZjUEaG6HG+MNoCWB8RhgFOnjypmHKHixkzpqOx\nsQnNtv6qhYWFoq8fPHgwAG+TgsLHpqSkoL293f79WbduHSIjI2AwKLtIGThwIADgwoVihIW5cxn1\nJ0D96CHExsaipqYGJpPJJyunidddhxMnT4oWVlCoCEFoaKhPmzyHh4ejwJZkVaJAyhmZmZn4zqZq\nqW9oAAgRT4D6EFRrnp+f7xMqICrKgMjICHz+Odvs2bmnrDPGjbsGgO92XoMGsVpzs9kCtVqFAwcO\nIjt7rOLXoaZaFy9e9KhzU2+BP5grjMjgYGz4xz94G/wCrIyuqakJFrPZ48YFYrjp5pthMpkkBZNT\nJ05A1djoVWIyWK3Ge6+/7uAGyUW0weDga640ptmoFgAwdXbythOj+P7bb1F07JjHqpqIiAgUFVVi\nw4ZtggEyKCgYxcUX3Bb2eIoxY7Jx8CCrHxejWaxWC3bv/hkmk9rjYB4VFYU9e47j0KE83ufDwsLt\nCdLAwEA0NjYqqmKhoN2VKisrERfH/11tbW3F++9/isBAZfNQ/03wB3OFsfOrr5ChVuPRadOwe9cu\nl+dTUlLs1ZBK0yxAN9VCt+J8MJvNWP3221h277144e678Y9//MOjaxFC8Mv+/ajZswePzZyJs6dP\nu7wmLj7epexbSVw1fDjLzavYrzLfjqS5qQnLFyzAv154AZ+9+SZuuukmj641atQorFnzNd544xs8\n+ugi1NS49tqMjIxAbW0tQkKU09RzwVItbGLbuVUeRXHxRdxzz5PYtOk09uw5jiSeXqhS8Oijj2Lu\n3FV4+OHXsWrV2/ZKTy7oosFstiAqKhJRUcpXZxLCfrYtLa287+XgwcOYNm0uKisjsXu3d4VS/83w\nSTAnhEwhhJwmhJwlhDzji2tcrggNDcXaNWuwetkyrF6wAK++8IIDJ50+cCDbOIIQqFW+mUsnXned\nIA9+vrAQ8+++G0Vff43D336L+fPmecWppqSk4MCPP+KvU6Zg0V134ZMPPnAw+Orfv7/PM1OZmZn2\nZhzO7cQO7tuHOdOmoW9jIwry8jwO5BTXXnst8vJOIzAwC9OmPYb//MfRjjcmpg9MJhMiIjzvICUG\ngyEakZHs6rOpyXHCZhgGa9duwIwZz+Cqq3Lw009H7by5p7j//vuxe3c+Dh1qwW23PYYTJ045PB9i\no846OzswdqzyFIszKH/OXrMTK1a8hb/+9U08+ugqbN78Za8u9Vc8mhBC1ADeAjAFQCaA2wkh4hmp\nKxDTpk1DwaFDCC8vx9xbb8Vhm09GSEgIQIiD13X+vn2KXvumm292eYxhGPz7n//Ewttvx11jx+LI\n/v2iZlRyQAjBswsW4MD27Ti1aROevOceXLK5Q3qiCZY7HtNuvdX+N5UDtrW3442XXsLbjz2Gt555\nBpvWr1dMChoUFISPP/4H/vd/1+LFF9fi2WeX2wMrpc4iI5XrUblvX77Dv8eMyQbgaLZVWVmJhx5a\niA8/3IN//3sXli9fqVgS1mg0YufOPZg2bR5mzVqGd95ZDYuFpdXo+2QYVgvva6SkJGPfvnzk559E\nbu6jOHq0A/v2ncCsWbN8fu3LHb5YGo4GUMgwTDHDMF0A/g3gjz64zmUPg8GALzdvxqq5c/HmI4/g\nrRUr0NnZiYCAAIcfmtLBXBsQYA8q9fX1KC8rw9MPPIDDa9bgxy++wNIlS+y0hJIYPHgwjv30E3KG\nD8fTM2Zgw9q1SLFpouVA7nhcNXy43bTMaDTilyNH8FhuLlBQgFMHDuCOO+6QfQ9ScOONN+Lw4QI0\nNsZi2rQ52LfvoF0DTnleJeAczJ156a1bv8a0afMQGzsehw//6lXPTSEQQjB//nz85z+H8dVXRbjr\nrvkoLDyP2Fi2QCs8PMwnFIszGAZ4/fVPMGvWK5g58xns2PGDx03CrzT4Ipj3A3CJ8+8S22O9FrNm\nzcKJvXvRfuwYHp0+HbBYvO5C4w4TJ04EAHz03nuYf+utmJySghOHDmHEiBE+va5Go8HKFSuwc+1a\n7PnwQ7z4yCOA1Qq9XlgfrAQSExMBhsEvBw5g5Z//jEWzZmHn118rWrjDh8jISKxbtxHPPPMWHn/8\nbXz11W4wjG9dGw2GaGg0alitwBNPLMHKlVvw7rub8M477/q8oCY9PR379x9BdvYduP32hTh3jvVN\nHz9+gk+vCwAWC3DnnU+gsLARO3bk4bHHHuvVXizOIErLlgghOQCmMAzzoO3fdwG4mmGYuZzXML3R\nR4FhGLz55puY//LLUEVH2/XQladOoa8bbbRcWC0W/Jqfj/DOTmz97DNMmOD7H5szOjo68Pi8eXh/\n40YEREUhXWLRkCfjUV1VhcpLlzAyMRHrP/3U46SfNygvL8fs2XfhxIldSE/vj7AwZZKgp05VIiPD\ncXI4fboADQ1dmDjxdrzzzgd27ronkZeXh5ycqSCkChkZadDrfTeRnDhxAvX1wNy5i2GxWLFkyRKf\nXetyBiEEDMPwzmC+COZjACxmGGaK7d/PArAyDLOS85reF8n98MMPPxRATwZzDYACANcBKAPwM4Db\nGYY5JXqgH3744YcfHkPxmmOGYcyEkDkA/gNADeAjfyD3ww8//PAtFF+Z++GHH3740fPo8QrQ3lhQ\nRAj5mBBSSQjJ5zwWRQj5jhByhhDyLSEkgvPcs7bxOU0Iuf63uWvfgBCSSAj5nhBykhByghDyqO3x\n3joeekLIQULIMULIr4SQ5bbHe+V4UBBC1ISQo4SQbbZ/9+rxkASGYXrsP7C0SyGAJAABAI4ByOjJ\ne/gt/gMwHsBVAPI5j70K4Gnb388AWGH7O9M2LgG2cSoEoPqt34OCYxELYLjt7xCw+ZWM3joetvcY\nZPu/BsABANf05vGwvc95AP4FYKvt3716PKT819Mr815ZUMQwzB4Azs5btwD4p+3vfwL4k+3vPwL4\njGGYLoZhisF+OZWvAvmNwDBMBcMwx2x/twA4BbYOoVeOBwAwDEON57VgFzz16MXjQQhJADAVwN/R\n7Wnba8dDKno6mPsLirrRl2EY2tetEgAVEseDHReKK3aMCCFJYHcsB9GLx4MQoiKEHAP7vr9nGOYk\nevF4AHgdwFMAuIb8vXk8JKGng7k/28oDht0vio3NFTduhJAQABsAPMYwjINjVG8bD4ZhrAzDDAeQ\nAGACIeT3Ts/3mvEghNwEoIphmKMQ6DTRm8ZDDno6mJcC4LYWT4TjrNqbUEkIiQUAQkgcANohwnmM\nEmyPXTEghASADeRrGIbZbHu4144HBcMwjQC2AxiB3jseYwHcQgg5D+AzAH8ghKxB7x0PyejpYH4Y\nQBohJIkQogVwG4CtPXwPlwu2ArjX9ve9ADZzHp9JCNESQpIBpIEtvLoiQFgzjY8A/MowzBucp3rr\neERTZQYhJBDAJABH0UvHg2GYhQzDJDIMkwxgJoBdDMPcjV46HrLQ0xlXADeAVTAUAnj2t84A99B7\n/gxsNawJbM7gPgBRAHYAOAPgWwARnNcvtI3PaQCTf+v7V3gsrgHLhR4DG7SOgrVL7q3jMRTAEdt4\n/ALgKdvjvXI8nMbmWnSrWXr9eLj7z1805IcffvhxBcDfNs4PP/zw4wqAP5j74YcfflwB8AdzP/zw\nw48rAP5g7ocffvhxBcAfzP3www8/rgD4g7kffvjhxxUAfzD3ww8//LgC4A/mfvjhhx9XAP4/gQEi\nfFEecGIAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10f53090>"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "shape = electrodes_space.point_query_first((275, 100))\n",
      "if shape:\n",
      "    print electrode_bodies[shape.body]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "electrode32\n"
       ]
      }
     ],
     "prompt_number": 40
    }
   ],
   "metadata": {}
  }
 ]
}