PA_minimize_entropy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "\n",
    "import os\n",
    "import csv\n",
    "\n",
    "from gerrychain import Graph, GeographicPartition, Partition, Election, accept\n",
    "from gerrychain.updaters import Tally, cut_edges\n",
    "import geopandas as gpd\n",
    "import numpy as np\n",
    "from gerrychain.random import random\n",
    "import copy\n",
    "import seaborn as sns\n",
    "\n",
    "from gerrychain import MarkovChain\n",
    "from gerrychain.constraints import single_flip_contiguous\n",
    "from gerrychain.proposals import recom, propose_random_flip\n",
    "from gerrychain.accept import always_accept\n",
    "from gerrychain.metrics import polsby_popper\n",
    "from gerrychain import constraints\n",
    "from gerrychain.constraints import no_vanishing_districts\n",
    "from gerrychain.constraints import Validator\n",
    "\n",
    "from collections import defaultdict, Counter\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.projections as pjt\n",
    "\n",
    "import networkx as nx\n",
    "\n",
    "import pandas\n",
    "\n",
    "import math\n",
    "\n",
    "from itertools import combinations_with_replacement\n",
    "\n",
    "#from IPython.display import clear_output\n",
    "\n",
    "from functools import partial\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "newdir = \"./Outputs/\"\n",
    "os.makedirs(os.path.dirname(newdir + \"init.txt\"), exist_ok=True)\n",
    "with open(newdir + \"init.txt\", \"w\") as f:\n",
    "    f.write(\"Created Folder\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "# setup -- SLOW\n",
    "\n",
    "shapefile = \"https://github.com/mggg-states/PA-shapefiles/raw/master/PA/PA_VTD.zip\"\n",
    "\n",
    "df = gpd.read_file(shapefile)\n",
    "\n",
    "county_col = \"COUNTYFP10\"\n",
    "pop_col = \"TOT_POP\"\n",
    "uid = \"GEOID10\"\n",
    "\n",
    "\n",
    "graph = Graph.from_geodataframe(df,ignore_errors=True)\n",
    "graph.add_data(df,list(df))\n",
    "graph = nx.relabel_nodes(graph, df[uid])\n",
    "counties = (set(list(df[county_col])))\n",
    "countydict = dict(graph.nodes(data=county_col))\n",
    "\n",
    "\n",
    "#print(counties)\n",
    "#print(countydict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "totpop = 0\n",
    "num_districts = 18\n",
    "for n in graph.nodes():\n",
    "    graph.node[n][\"TOT_POP\"] = int(graph.node[n][\"TOT_POP\"])\n",
    "    totpop += graph.node[n][\"TOT_POP\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "updaters1={\n",
    "        \"polsby_popper\" : polsby_popper,\n",
    "        \"cut_edges\": cut_edges,\n",
    "        \"population\": Tally(pop_col, alias=\"population\"),\n",
    "\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e6AD+ROe+E4eBSz17uy7Mct9ngp5Gytjn+c4QdM/hN8pCkn7UkD53qV1cvUyvEsClX++jPEASUjWfcUiPUrL8uE3Zqwk+o1nnLyoVV5Ltx7xCOfiA/MTrKtyuUgpSB9lC9Uf4dp/hT6glgcB8iIzUJSQUX0i9djbjupAsdSxL8IaC4D6aBys2uY3M7CEEfJuQ4J/Cu3HWI4GxCPG5FQB14+fnrdR3F5CA3IiUkfB5voOsqBYk8CoVCx3OeC0rgHbAjflLKNslPXdUeD2Rztk0NZnlmhhGWRrDJHPcj1Ae6AvpeeBfA/878OtVrntm6GmAbjUtsdJGt9dPktQyFqBgU5ZTfwwFMSytB3xUeRoxY7rkMQbiUqk0iJjZSlEjvG84nRpmlEPaXQPSYM65++bwfrMmfLT/UelRtOrH7SWxmsrA+MgUR1FcAe1/P3tbVLI6qvkVfxzKCl6laZJsX+0MAkgrfd4bvLcSgegCBFzpuT+LNMLFSFBcI6ndnXGfN34ouWtm8EImLTAWkRRYZyo8TyuyuCbxcYIHCIzNdbIYKRHmg87KqYdsC+QBcmGUgLhuZhriuJkomof202KSQT/zvV9C+30An4FhGU/m3ikBf7Vnb1eYG/5M01yC7iACREv9shSaQST5RpD5YiaR+SvDfE+QP+gyYoo+POOtRQyyAJ/eBcm84EpR40tUOagyiqJByrVB82+eJJkob6BslV0gJj5DeVGBbYpK1WdZVO26k0hzqmTOh78nUPlrAz496xp+E0+Q9MFPk0y5e45yl0w1QMyiz1ORVuk7Hke7T197GD1flnbdSPVUQxDfZoFuE16zLSATPMxBNX9kVk7vPJJW2wwy8ZciXp7B+4D3IzBaQTI4mBbQ6eBrJYXB/LfHqOzP/h7JWMZ6smMjWf7erQRlv3kZkiNU9rFbTneY1bCQZN57SP93574TjcDf79nb9b9VuOczQ3MJugspj6gbnUWSf0nqddus03gNdCEyZyzq3o6Ad517f4Jsja27ytimqbyAUBkAJhCj1LtxVNK0jlEOuOaz6yVZ1BHhK8FmkBZqWQJZ4HwYLwDWuHHMll43hHyLO0lqcmN48LCgXiX6jPQGy+VGKHKT8vnqJyk84+D1HEkQtL+rNTcyMpM9XV33uNSCL4ixgprlaG2tv3M1OoO0LgukDeD7XBiZbxW0vmNI2FnGzRBeW8sC8TaSoLMDme3fRwHiKbQPFiJ+a3f37cNl4bi/P3R/W4Oe+ySb7YQFHlkViUbpoPgKxFOzgW5a8AAQxaWROMpXAt0Osl1glQSt7f9fBv5Qg241soMl02QglE67sZw+S6w3sMuhoFgW4FSKsO5371Uz8ystbhHvk+wm2RwGN8YjZIP5aarnNqa1FAPH9BrNUO6Xq+SC+ACZg8PMDiSzUbnGGcetZOfxrsEn+IdUJLu8GrQu6Y1m62CBNHMBnaVyb4ssSq/nDD5TJJyXIhJgs+XytpJd5HE3+Psw3j1gJ1VXokOIl0/gq9GmyfYvG183unEW3L1P4XO6jUYo92VX0zBPZ7w2gQTGJHKZmQtiFK3XWTeWQbxiYaX3JXddCLqfAaP5UmnJTK6i56zefS6t1FRr+gSPXib/VOlpgW6ecjcCGf8braeyP6qSxmMJ/stI+mZtk52sMr4S5SZmhDbDF93/y5GbItRGjiAGtBzHR6VqftvZGK3a5zup3tEsnO/ZAmdZ5diPG6ysVnS/hcfrV/Hh7Jc8pCICvptIYxtHWmKa3/IkC1bC6LxZHiUqA/4y9/5VJJzvI/6s5Oe8iuZkNeXWWlbOL0h7tb1jbrsLKNhkhTDh86RpgMqgW+fG1IwEyzz3t/2/Nbj2u2RXMUIy9fMEyb00CTTnizMTM3VV47mDlIPuSnevdsTX5i4ZQjGav1Xths8KPS3QbcLX20/h00yyNvEh/MGTIZ1F5mrIZKGp1EDlSLldC96NYZ8ruYq0LM0wTHUxTel30cZqRZ3SrOjgVsaYs2g2/+41972hrzpNi/AlqNYX1QDlDpWFWVpTr0YZvtXocUG3WievailgWRQh3rC/7RnzSMMfxQs+K/cOge0uyhj4hCTfTSDz1uIMdSgGsRvf/OdyhTFZz+JxktbIGffTi7S4NXj3mqWAhVRCQmIr5bQIb7JPIrfQJve91gO6GIw9TVn+ZKNGKu+ZtHKTlYNvFM5nZtn0/NGh70w1No+guZqHF062h9KujhKK38wP7nnDjXkZAuB/APxelXE9EzSXoDtOdoALvDsgT3LxJhATxviggQV9PkQTa1pkhBYrXJywsXgzMvHq3d92z5L73zZ5qDEYVRLBaW2vDW3GdIBiJWKE0G9czWVRbR22M7u5uwgvJKwC7vebutCchc1tHhd0q13/uKBbR/X87LOU556GdAn4Y8H/M8i8NssopBLK9zXeMj41n26Y/ZJDwJGmSgI4i9f6kFBIg26MNMyvIOCtozx/9btorSxAnZ6Hao2TsqrTjNI8WuanTY2zGg2Ucvn5SDu3WI3N7Q+RFtuGhNQpNJ91+MILo7Q/ebxz34moZ2/X504XfRI0l6Dbgu+kZaf7GlWqxJmHj56aidKD902+hYA0ZOpDZNM8qmua6d6xj0LpzdhJtu8SNLedJJulZ9FsFVePm4M7V34tS7h/SHE+38tMonVmhDdx+9HcGDhb4UGlhjFX8c2DLPBjPw3ux07ECIVrJXrc9z+hOohvRWs1RpJP01SplWgW2SkiRteR9rYRpZuF2QTWvevryIp6jnLAtl4O590Yv4C08+tuDB3IbO8m6d4zq9OERp4k35lL5YR7fwhZdvdKUZS7ueI5BUfjmKgUx4WGxvH6memzUVyKohhypWKemFJEnCcmLtTX3Yp5WIBkWq7RYpKa/yskrcHXSB06ENDbbk4q5Xw/EzTXFWmWUzuFgLMNn3fXh/eRTQd/G21GTNfpXm/At+sLqRJoLUAbaRvQMDU11VcoFMaiKMrX19e3NjQ0VAS7KIpilO4WuiBAgGIMbD+9JJt4hxVT9ch3d9r9n1UnHpP0OZvmbR2wppC/KnzP/h7H96cITWxrq2dum8zHDH5nVfvMSlGpuIjyQM0RBLoLKRdGZ9FchO4cc+9UKrSoRLPxbg9eq8uKHaQFfwOa53p85zGL+GdloqRpDFlkWd3gKgnOAQSKJmjeIBloXITWsheBnmWXrELPFoLufSTowrFexncx60FgHgaAw3Jdez2dxWIulTIqRbnSb/7if/3x8PyFobA6iO/WF5JZffvQHEXutXQG00skFZX5qTHnkLC6gvjmZZI+6vUo4PfM0pPqMtaI107TBQ4hhWley9zPMSTVrMlI+hiPSsnsbUjS98ZxvPj48eNnBgcHDVwOoQ0+TODLxZ8btg6BdjowkVWJVK3IYBgxiDFt2L7wUSn9nT0IvOuQZrPSjXcabZhq1TtZdAoFmBahyPJ8NHemfUT4NK9RtJFfBRhfs6W/9eqZ4ahUDLVrA9qsKqdmvM8wHWycrclQmmYrGgmPJsqifvz5fNZ/omLudoqK+EBeK/5ophLZeyprrJeRllcprRI0V+8h6yBtzn+C31MX8KdNhHQvuGYjet5JpPBcxZ9/9lwwjnSw8wXk036FlPD43S/9/MHh+QvTgFwp8LvO/X4F3/+jUsrmJZLWYT0C6Dq0f3bieceCdMPoeLBnvvvY0wikjVLeOcloADHTDuTTuoK0sFv4VJctKFC1EN8z1AJNE4ihHpq04+Pjq44ePfrR5ORkqM3lyDbDFyGNYQGStudIujJKlG+gW2SD7idIWITa3uPOd9b3NeI31xXE5B8iAVPNz1aJ0ul2/WR3rZok5a+MGxoXjm7a0dN66dR0rlhIu1CyBGu1Ll+PUpoc0mygO1tHsQ6Sz5l13E4lKpHU8G8jzfMaviHTGL5R9xgyza0CqwPx7KMIyDfJ1qzfRLx/HgFjpQq5kGxN9iNt9ijSNAuIr46iPfQ+yd4JoPzgRbjA99mNO4rnN2wLK+5MORjFN9BpRi6bY0igXURCvs6N7SyyHLchwfEacl1sQ75dS0VrIBnbCLMjDPT3A7+E5vmZprk+OeIWvmTPTMoCkroH0MYITc3NSGPoQ9LubcS0a5Af5yIKCoziu3SlO4mtB4jjuHD06NHDAwMDTZQn/Vc6wyv0oVk5ZkhZLom0vy52z5Zlkj1un9lpysEjDJK1IGA3/1baVPs8VCnDYJByQRWRy28e27j9euuV01O5wtRK9Pyf4XsKhK6YAj4tLG1y16P1DK8vpf5PV9hVEzKznO/2Y10fjv0OEn6vkN197iTZGl0RAY5F8O3EZHMTtbqfNgSs76Y+n0fg9nUquy/G8NV3zyFt86gbawsCtbtIybntrv8a5TnoPe592xsXDr72pYtE0fvIHTKItPETCFxDQX4KrfsqN5YC2o/X0V5uc8+/BV94NIJPR/uOm5eTeNB9iaTV+CHab3uAwc59J/5hz96uak3/nyrNJeiOIBBIm9N33esXKQ9c3HG/F6FAQjfS6hYgYOlz7xu4ZOYbFgqF0x999FHT8PDwavxBjAZMB6icL5o2cdMaRjq1KHQd3EcAeZEfvxDB6Mc9LPH3kzqpdCJELrdy7LkX9jVfPzddNzWxLPOa2SmiekVcmm7g06NCwW3/W4FBCNxGofC07lhhHm5YsVUMfuy9QXxmTjtSIvqQOW8an+VHZ2nQA0g7zQqwHkcAFgLpAsSbg0gTtG5kDW4cMT6fdh7SpJuBLyMQMwDqQdqx5b++6V4bwwcpRymPPdh+BeD0xh2Xh9o6FuP7NLS6z3cBPyAJuktQStu3EWjuRoA7iKxBU8oi93sdAnhLw1yJrK/dSGCsQAB+wY19fur7/h7ah7/GM0pzCbqLkeRbSzLp3VKDskymtLaxEzH5d9FEm3/JznRKJKkXi8XJ3t7eD86dO7dpYmIi9Ofdxvt+zPG+H4G7aRUPEBMdddfZqQuhe2AKBYLGEYOsRqZOCUn4JipHtYuIyUyTCY90CY+PCQNp41RPe5qL1JhKR4yDBGlY0RShAGkT+fxXJp57obf5+vnLdROjlXz2If24p0tYQPFxeLha6bfRbIUtM8iNkHUgp1FYyPMCvvFRSOmTgkEKwkqSgBuePFGpEi6r1DYUkI3B/50kM4OOu/u+g6yoI5RbdIfc9eNjzfP6vvPFn3uFKFqElA4rJb+OgLnD3X81AtBraP+V0B57gM8jz6rQvOfuZ3y4AwnYHyIsOYPPky4iLEi7VpZ07juxqGdvVx/PIM119sIbSLMNGdmkblY/2ywTL4cWwKSZ+dJOE+TsPXjw4OT58+eHR0dH9yJgnsE771eixQwXOaxMWxdca1TAVzHZJkiD6km8bymrLDikEo+nyUHyFNYsGkebCby2ZpaFAfIdpGHswKcGhQcrPiBZfJF1KoLR22gDHMPP12Zsg0TR4om1W6LmW5c+qxsdmi0TIcskzgKnSvTjgvbnvW+6dWQ1uof4/TpJvukhW5imrwMBVrWAIGQXPKS11dCKexsBaSPJTIMG5MbYj9x7pjlvR+vS0jg9ceb5S5/1ntn00jtEUTMC8o/c/SPk3luAz9OPgW8gsPwCAmbLt8+iZe67Q+p0rzUBXw1e/5DseMqfA4Y69534xz17u+5mvP9UaS5BdxgFouoRQDYh7cC6YvVQXodfKbJvEdFefJPnRpyv5+bNmz2nT59+GR8oeBVpYOuCsVQ64K7ScR8fUp7kHjrwQVrMIXfdTsRku/Da8Av4wonPo5XO5l5oImnKW/e00O0yTDJCniMZtJqPF4qP0urxLt6/2EsaJKOocWLVxs1Nd699XD/UlxUsrUaPA7qPG3h7VKoGuseoHPyy/rcRvoz8ZeSPTe+zPpKZMeeRcJytR6/RML6UuY9yhaFE8jDXWyTnK0I8GxYvhWRC5duIh4dxrVDrisVXX7h44tSZTTvOQFRCQshSGlsQSF9zP1ZFdtyNdcQ94yaq56dbqt85pHhsRgIgxIv3kTvjFNKuRxDvbEIui19xn/+NKt/zVGguQXcBPsq+AU18I9JUj+I11h+5vwtoAreQrHW/i8ye0yhQEZpNGwGam5v7KTfVcvjChVZ3b/O7FhAIX0cLdhT5jVrwPqcsTdTM0y8AACAASURBVC294YyBjN5B2rFpBhbJfYPPB7qPWxixEQGvgW4RMeN5ZFlYRDnsyXoIb3JbXX41vgjLW++R1Wwoipoml6/rKrQvOhAVizHE1I0MTNUPD4RCNZ1bnP49jjcbs66ZIbvyK6RreDdWzKP5yKdInptn63YePWs4N8fQGm9BvJ5O2TqP5n8BPh3SMlIOI0F9HfHkGrKbB00hcHwRb3KPIeulE2UV3MX7uOvQOrYjXqxHgji0sgpu3OP4o91b8ftrExLC8xCgF3Ga8Uhr2+3f/vqfXUKUs/S6jxFPvebGcRztM+tb0Yf273J8mS+Iz064Z28mWRSzDlmY4Zx2uu+y2EIrsjStbBikyB3AF+D8l537TqwGft5d+9/17O06lTHHT5TmEnTTkuzlCu/l8UGAFsp9iiVm0cCiKCqiyX4TL9GnEJhY/9638O6LY4ihRtGiHXW/h/Aay7rU11RKEk8DYzjWee6+p/AMXInOubGGft3laLNaACdNWRHaO2jT2eGZ8xAonEDMuB9fFv0CmqMxxLAPkECrxhfNeD+e+bFDEkhFUV2xte2h/zSOcvvrhwceJ8BYLZ8bKpeznsIHXPMkgflO+eUPaT/inazqQktZ/NhdYx2+6qjuaoiAn3Z/h2cDGhXdmF5A63UOr3BMorV7F1l6RWTGm/a4HFkaL1OucFTriwtSRvYgBcME21W0h76IeG7KfdcRNI8vF3O53n/7C7/aF+dyoULyKtKE30eC4z5eoLajdSq5Z/w0+FwLlasTIZvfX3Vj242EwjWS1kH6XMAtwF9FAL8ReK5z34lf7NnbNdvpIHNKcwm6/ShwZIGiATQhecpPCQ7HY12UcL+HkQS1SPIwYhCTpDMzMzMFtIAnEbN04UuAF6CCBwNc69Fr5aU/ROAbAltWsGUt2jiTJDfaFD5IZ1HcsKDAnv8u1UG3lyRAFN3Yvpp9OZDdbDs9dvOPveSut6qlaaSVrHQ/G9zPbD0QzuH5JiuYlG025nKPW5o5m2XQgp5nHskKsuVU7y1ciZaR3WAGpDF+MeP1EaqXeYcmfdbzPCCpDIR0iCRw5vHaah8+Cyd9Bt8tygHXrEg7zNTAvxUPkM/hCwvSsYnLMVz5rZ/55ZGpxubdSOheR9bip0gILcTnK1u2RYzWaRpZtCFvWlVgGASzEzemkQKU7gVhvYDbUI5vD9X31CmSwN4F/FrnvhOvIN7/D8DPAt/q2ds13bnvxHwg17O3a7Zz8n4smmv3Qhi42o98M/fRxn4PTd4Iir6azye9YcyUMrKjdDbgpFw+nx/AJ7uXULVLAz6VZgwxxzLkpuhAC2wugAhpbF34suRPEajk8M1y5lNuohbwIBwGDNNHdVvJZ5qmEeilczzzVNf0HpUeoPkeR+k7JTe2FW6st0j6fWfzqZaonhKWDbpx3IjXtmejKapvJqM9SPOpptWBnv8CWsN0Q6DLaPNmnR1mY8lahw+QZmcR/wKazxBEwrnsorxHrOWiZ1G1fs+LEIBlnVp9mfLA2ySVK99G8Dy7G/HLEoAYBgbaF316Y+X66PTGlzrvLF87ieIa65DwNt80+KBv5O7Z7sYYBrXTMZsetCett0Zo9YYW1Mdo3lYjS2QczftWBL69+D7cL+LXICtY9+fd7x0o4HYWONK574QpZn8W5QbPGT3JirQXkaY4gu9R+jVkCm12P1kt89KbeIzqNfo5kn0+j6BFv4QApguB3F189VV4ikUOLZ71DzAyqZs2TUJNPdRs0lI6BOeQ0ie2hjRbM5xHoUXoGW8j7WEaL+xA4x9GQrAJWSPGF3HqN+4el0iWCVsFoJUKV+pyVqkPRJoehy8LzH7qxX3EM1b6fRDNQz2am2qVYcdIuhz6EB+FAjWrWfttkqZvkxvnGgQ0t6mc7TJbhzSjxSSfvUB2gcZ8KgcpH7bAnMnlr99duurkjVUbFl147oWVvR3L1hFF7yIFZAsCo7UI1FcjgP7Ufa+lWObQPG9GfFLCZ0jcJpnylqfy6Svh3E2SrGD9CL+X0vM0gjIk7uKVq6wA5ShSAjpICu3XOvedONOzt+t6hXH92DSXoJt+0MXupxdtSqvND4Eqq27bDqKbRJunGc/QJSB27gWjo+7at4LPFhFjLcL7fMw3txZthEfJ4TS6FfwdmobhfD6PKrNMQFQCnEonXBSRJpCVl2lULdB2Fc31BsRY85HQW4sYs4vsDIDZ+vv2Uz1HNds0iyIQc1cTMkbWT3W2PhXX3D1nS60Ln8facc6gzflgls+GObufIeE8W/HHR4jX00cQvYaeaz8Cp0prewsPJjHJIJxZaI1onrw7qKn5w3x7R0Q+fyqqb8xRX08U5aai5uYG6hviqK4+F9U3RNQ3RFF9Qy7K1xWiltbm/3d4/MK1JSu3DLV13Ab+KBI0IW+ZgLZTgE8ji/QkvprO9tObeJ7eSJJXriMXxnb3LJPufh1IGG5GPD8PfzTWVZLzfZfqqZnz3U8Hci+cQ9bNdqR9DyJBsQZpxOlOhL8OfLVz34k/2bO3aza++lw0l6D7AG9Oj+PPpTIHfQvSQnP4tBo7AsT8c40I1Mz8MOd5gll7e3svocW56763BbkYNlJePmkpXouRtCwh33Mr2cGOLJotb9JoCEVhc0hDyuqLG7v3FuDn4S5iks1uTK+TDbBjJF0W4TVpf99RvFAZI9lh6veTMu9ZP9hrJt9dskG3Fx90KTH7HFuwqQUJ0vfQ/G6hHKyzfKZ1+JLysGhlO15huIx3d72HBGil4pFhfDBsO5V70zYjUGii/OSRSwjAvoIAagLxabXcaXC9TOb9wl9qb9i8bTvlgTTj+ZCGECi93jo4cmBodGIKP+edSNu+iny95o+vQ/vrK8gnag2jlrjnGkdC4S7ZZ6dZM3mjT5AAzOPbpI4h4WRn76VdR5d4tK545/HCtQHtsX1I4Qstzv1IQQux8DngPwf+6SN8z2PTXFekhc0o9uB9o5fJ1hZ6KD+yxTbxbSSxekn5+yJpUc+5n0kUEV7vvjdxLdoQB/B9HXJ43/PB4LrQFLuLFi2HtCrTQqaQVoN7trbguY6RZA7zBZ9EoNCLTKZraCPn8VI3rC7ajNKCmihvY9dC5eh5CMZpLf5j97l017NJHu14oGpU9vncxNih+uF+2/Svozk0LdC6R63Hb9R97v9P0FxngaYVKXQjU9cEzE0018/h+0AMU3mjvubuZS6G9xFANKH5sODQTwWfmUBAthZ/NPiIG/8SxC+WlN+EBPp89xxH8e6IGZKb/jZ+PdM57NVoW9Tc+v36TS9aH5JXSCoQuyjngXb3895X2+YtvDA5fXNlfd3YzenC6f5i6acRn34ZgegZVBXahFwj/wntUwM0qw7N412EP3Tv5ZB2+SL+DDVbz1aSFvEutG8uIF63HP9RvOLxKKmXH7nxDSPhN4yCoYvwLqZTeAA2bfuvIN4807O363EaID0WzXVFWposcbySSW2dmtYFrxnozkcLGt53BpiOoij0fTahjbcebcbjaAN04SuENqDFnUaTbSA6iZh1MzKDzEE/331uJ5ozi/IOk9QgbqIo7XKSfs3jiPEeoABWq/uOq+660AwtunFaP90b+AyGUVTb/jzl5aJZVEQBn7TP0gRKNxIUsXv2dcx+SsVyyotEQkryVFy61XLjQihgGxAQbsX3W0iD6jr3HQNojhvwtfnvoPncgwAsbWquRlrpbfcds7kCzpKcnzfQ+lhaFQiwQt9gM9rMoXA8RrIgAZIN7s8hUA41+DoELvvQelY7uaEaNTV07Wx0yofRGjzAWXe4MO1xELmKVjTmov6/0blo+83pwsH/ODDSQLF02I37EOK5n0L+3Ng9R4zv59uK+qRU4wlTfkruuiYkVNI4UERzsAF/wrX5qG8g7X82KiIeDee5DfHZjeD/XUjb/x7iox/07O3KCnT/vtNcgm4BPZQlYYOYYJwkcBYQA9h1/SQnN20GNyJJWETa9JKlS5fmbtxItNE057yZMlaRFlalmYuiB9/K7m3EpBfcZ8NNZBqtbbSLlGdarHbjMxB9HzHlG+5682MV3e82JFmH3M8dBO6h9hqmIx1DoFOHALPaQY8lfPJ4mgw89pDciBYMq0ZrkFCoRvILx3HcfPPyQFQqpl0Fr6FnyGpHCN5qyaLv4Tfi62j8u0laJm8i7aXaiR1G6Vxnu08YPX8HzXcTPitmFJmwdshqf8a9Q1CZRpbJHTSHn6E12obmP0ICP+xbUEaNr+/pbvnqn5xPFOXJ5eqIojqiXB1xKd17YTk+BmLPtQspBVa5ZecIbh+cKd7/nf7hjp6Z4psIbNvcexfxmq01mLFA+Ep8gKuaBpoLfhuvWdMeow+QJroZrV3aBbXG/fShNV/rxthGEseOkAT/PjTn/ZQLhTb33r+cK/9tFs0l6NbjTZhLaCFt4i4ibWUcMfKL+HSmdIQ1fWT0NbIZ0voJFBGD2JHQMZKeB/FpJuFz28kUpxDYWl142neXnqsZJPVLwc99BHLTiIm2kgT6tCZE8D0XkNZW7eBA8Oa7aXin8OZXOHc5KqdnhcBqpugOfEXQbDRbVkUBqKsbHTxQNzaU5f5o5/ECl6D5NpdC6BLZgwIjy/HCrg25an6EgKGID6raRl+INmRaKNkcvow28PNIeC1GvDqO5m8vyUDpNbxLJ0LrOob43rI6dqB124d4IV2avst95zoE8nkETnVE0dLWX/iLtxu2vboriqJekhZJDPn0mhQpb/VZ78b/Dff/sslS6fLvDIx8cnJi6jUESsbL77nx2xl+o2jeZxCQmyvDcuM3UDlnOQtnTAMfRes3g1dorAtbFoXnAYLm61V8i8yl7n7T7j5NeI2/G39mYivwd3r2dv1Whe+ZM5pL0O1DWskYktwjaHGu4Cpc3HVWhQXZWlY6C6JSc+rwcMkWkp2XTIvcjYAyTIKPkRAwE/4cYrR1s4xjhmT+5hmUQG/lx2mwmS1dyjbNPJTKYnMxhrSSSr1yTdu+gzSRrM5NaQrn2YoL4NGDa7ODbql4venWFdPws3JOn2f28+OMziBhU8l//RLSvo/j+aoNBVGP4v2Dafog47U8AtDr7jtPut+9+DzcHgSw1m6xGW3sHfjTJ07gwQ2SfQ7aKAfcAfecbyM3Wh2mRdY3TLT9xV87ULdyrfmt089yn/JTL9KZL/fdM30DOFSK410/Ghk78qPh8cmChF8D8qEP4AuYjGfzSBHZhu+bcNS9vsM9+3m05xfjlSkTVAvc89ejvTmEeHAIaaBv4avVjvBoPAzCkx1u7ItIKkpFpGhVEuzffRqAC3NfBmz+uGmkiVlgJOz8YycvjOJN7jB3rw5fN2+a7ED4f6lUyvIRhyC5AZ/mlW73dga/mS8gAbHVjTUM7JlrwEA/BNEBfNDA6t/TLQJnCwCE76c11AduPNWqxVYgH7HRHnwl0iK0Ecykm8RrZTP4JkIgUDFNYB7ZeZTVQTeOx1uunWuKiJvQxj+Gdyu9A1CYv/Am0Fc/MmDmbydap7TgvevukT5xOU3n3L1/gAJARq+jOWgj4/RYBKqWO25WxJt4ofsB3j12A181lUdzZGlIixH/GPil13ure5blaD1s/q066m0EPn1onV4FyC3pvNH+rb87GTU0hlZSOljZTzno9uNB19IoDYDePjQ6se/7w+N73f+fIh/4N/BVi6bVgu9VUkS88jFyERn4H3f3jvDuqvNIEL7pPmtxk0tovlrde3bslGVMDKE9aSdPl/BzOYZ4sx3tw7skc/JDOoSEbi9S9CbxbQLuoqDZU6G59ukaGPYi5rVc3bN4/+FGxER2FPv7CLC+hBbGGMxOFiirjc/lcllFFZW6h72FzAzzsaXdGeZn/ALlKT33EDO9hAfdc+61jQh8TbMbR+bnYgTkMb7x8irK+0lUA+Ul7ucAEh45NEfWzCRCzLicZCS+Hm3wrDaaRkdIMu4xkr7qfsQn4/hI/SC+6AT3vm2GjoYHt8/lpybede+14NN+ijEUppau6i50LHux8f6tKZLpUMNozkcQ2L/knukamtt1GeO3nG0TnPVow72JF7zb0MY+iMzP5Wj9rTlMqA0ZGHbjm2uPIeAwja8erf/LCCyuuLm5hda84P7fj093tGN7lrvnsC50vW4sJmxO23jqN287Oe/P/OqaKIosj9ye/yS+V8l8fKN0q6ScRj7P625MbyGB8bDs9p35LXtvTBX2n56cesvdx6xCU3ws9tCOeHO5e47LeP7qc98RWiC2n0xIHEOAeyyYC8uPtzUwV8N9fCFFaLXgnj+0HKByjnXYctUwB/ccp4F9PXu7rmZ98EnQXPt0Ld92Eb7j0FmSRzwPk4zefxExa9apEAaAU/iu9cUoiqx3p/UQgPIgU6j57sSnGplZU0Cb3TSZAuWHUy5DDGKmJXgf7APEuOFpGKYlH3L3/rq7Jnbjtcj9FNmBmJAsatzr7rXa3d98VofxB0oedM/bRuWA1KOSlWWGWnsf5cLvYRpYfnI8Mxg3uXTVkULH0rUQbSKKOuJcLq0x22GiRgV8ifgkPgslzHaYolyAvY02+SSeT7ajjWgWw3W0vreQ5rYObcjl+N6vo+66GaSppgN/dhzOAgQi2yhvjHQYL3Ss5aPl4oIAYS3eMooBmt796cPNX/qjr0ZRZP5rc0cUKc9G6UNKzXaSlXlhRoEF7zYikB3+pUVt9BeLJ0+OT/W/Nzw25J7VNPcliIfWIt40N+AOfI7vBvx6feieLx2TsCZLYe8KS7U0f/okUla24w/9DPPl75O0/ixmkpVpM4yvOpyPFKCw6f6LwP+R8bknRnNdBtyOpFo/At4GNOFhOtVSfHoIaBM0ok2zEL+hbuOlbiJzIJfLNSHNyCqwoFxzTIN4mGr0KQIyY4JmkuZZSG3I9DuKJOoK90zt7h5ZhzoaCFh5Z4S0mf1oDcaQ1mN+vwhveoHPVGhH82EAeNSN8RLJjW4N1c9QOUPAKD1PacDM8qGnr7GKPwAmVm/aPe/Cic+iUjFRrl1sbcsR5R5q3XFdfTGOouk4yk2Qy0/E+fxkNDMzLzjksh5fIg7S1uzIln407x1kV7kZ0NmcH0RzNYp4zopQLAXN8sqt+qvXfU8H4rdwHmO0nubjXYznr93Bd1pvAaMweh+eCLERK2DI51+e/8t/80f1aza8G3zX+268I2RbLjtQStcxxDdmHYZjses+xfXiiKJo76K6uhNvzMtxpzCTPzkx1YavehtC8z6OP8rHDozNuetC95t19TudGls35c2C7HTwQ2gvNSElwvYDeCXpOhK+ppiddZ/fTvZeO4mEZJiRc9GN1ZpP/fOMzz0xmkvQXYL3rf2IZI7iAZI106F/tAEBxkcIZK7h07hWo8kbcp/PAzQ2Nha6urruzps3ryOKom6AXC5Xd+HChd+7e/eumd8l973jaJOYe2MhCkKlo9in0WZudOOwPr/WHH0vciusQIx3EoHcFJrXPNIoFqCNZxr/kHv/DmKMHyImSZu5192zj5Ps7h/W2r/u5gXKg0ijPHpD8Er0qIEuO15IFEW5sQ0vrmi9dOpCFJc2x0TFwoJFx0qNTYl+sYWFS98pLFwKmlNtkji+N//csUrf0092MO0g3mefJ3mKhxWzbEabfBp/okGMB15rWmPR+ivIR24CZgIJ9h604V9FwbLFiGePovX4obv2Gt43/pH7e6r15365f/rT7s7CpTPziBPy7sVofntv+6/+/Tu5ltZ33WvWWjF0/1xDwicsRbdmLy9Tfjr1JD7z4APEq6sQLx4FXm/O5Qb+xIL5n56cmBpD67geWUgX8NkZljJp2mXi3DS89fGi+54C2gvV+lpsxB+PlUeC6wvBayAefMXdz9LBcpQ3lAJfeXcoeC1C2u4mlEf/tZ69XU/17MEn1fDmXcSsRhNI4ho42RlL5isDSTZraAwClQ68e8Ik4f6WlpavtrS07Ce1CI2NjQdJNsr4IVqw9IkGHyKT5DjaiF3u/l/AB5KuIE3JNv0h/MbOoY1oZalZFJN0o9xFjLDMPXs/AvlONx9r3U+1hO2PEFh/1d3/BhJu1u0/y69tG8IobQ6GWux5skE3remmW/QR1zUsHt300ulcYepBfmy4VFjUWa10cze+f25zqaHxVm56KqsMuMuN/0UEIo3B540KSDO8gwSiBXuyOnr1IEH5EbMfh/4dd00IaF3u9U6kEOxz3xeeUJ3wTTbseLWnseuNzrhYvBNPTX4W5fN1RFFEXd0Comg0inI2t/fQmqbH/AAJ3Sw//XfwAnoSgZc1Xv8u8DPuvcNI0LegfbitOZ97fc+8lvf3j47vRkpGDwJSC/41oiDlInzwK3SlhW6sN5Hge8NddxopG9Y+09Yk7H97BSkLlsv/AeLhZcj9swDtvR60luajb3HjncLv66xMoWHgl552L12Y++N6TqPFjdEm6MQfxT2NJq5IchOvDX6HuZzPo4l/DjGCmdx7qUD19fXpNC9zQaQpwguFPWhRrXLMaD1+I9u9wvk7Q/U+rpUCZdvQXJmP9C7SsOxeJeRaOYUHEWuXN44E2nF84HIEfxqBaVmNbrzX3feEea5h6TOUA+qjNKiZwM9VjDSK6+Tzb5TyLU2lpkpyCPDWQwcwRhS1ja3f1tJ88+KpurHhrPl8yY1/Gn9qQbqzlvn8FqB1e59yDfkk0rS+6Mb/CdmpSp8hLfLrGe+NIIFnfHYh4xrPQ1EUE+VaAaJ8fkXU0mq81E3S8jvg7r2B8rL4ahkszwO/h9Y+T7LviGVGLHJ/m8V0Es3Vy19ub/2pQ6Pjt4tavwEkSK7gC5jMcp1B1msJyDVG0djPLZx/qqMuX//vegcXD5bi+3hB2Oi+Zz8SqtNoTgfwlZltSPs+hwT46ySVFwtUg4ROWhANIKXF4i9voWcwy+q3gF9/FgAX5hZ025D0MUYeD/7ejxbiFtJcTTOwY8370cKOIoYsokXJITDahjTNioAL0NDQkH6+N/BmkpGB4QQe4G2BLRAxhbRh3JhfpzxXMqtJdz8C6mHEGGEwwHJXx0hGae1EAnN/5JGGvRzN2xuIIc+49/qD+29CAPQiMsXSzXvsJNaQ0sIgdEm8hQBgNtBtRRu3C22QlczelCR2n1mNn3eZh1FUN7F6U0tD7933o6nJ5uK8tun8xGhLbmpyft3EqOVYNyPNpkAyYGRm5zA+66EF8dWg+771+Pxau9c2kq6bW0jYVWuAdCb1/gJ8w+7NSEj2kCwX/oRyAZAOKL7jxtKCeP+cG8tCvO/z9WD8J/Hd9L6ChMQPSAakOkgG+RqRUvQw17wuivjW0oW3fuP+wOKigM1yae+QdH0dBea15KIz6xrqi7+4qH1RXi0g+StLO27/9uBIz8XJ6VulZCmuCZUGkq1ZY6TkXHDPZ82xQtqCzyTKyrc+6cZnLp46tPZngf8J+GHP3q5H6dnwRGiu3Qub0SbYRHmbO9CihCd/NqPFMZPe+h2ApLQF3A4jDeAmvtWdNScx/2Iun8/bSRPWx8A0EmNyO93BfGJpWopvh/gOWtwe/OkJfchnaKb8QSQs1uMzN0xb+9g9q32faf8r8Oe/GS1Bm24CnyVRwEfd1yMXgjXFtg5NvXh/VhaTZeUzh9cNUd7d6wvu9Wp5ss3uuv3omWc7huUDBMzpDAg7OmmKKNo9vWTFeuQyWTSzYHErcTxDqXiybnS4v+ne9a6oWGx337cb8YSl6p1Ba5Z12gNobtPFJuYTPYR46k2Sc9GL5sGO05lB63/UXW+VXOP4vNabBEIuamgcc2O1c/5mkCaZVc7dhcB7AeKNZQiMrKvax4gfFiCt2BQQA54G9x3TeN62pjpX0dxb0PAhrWyof+uvdy468k96+vaVZFVm9a7Yta258Xv/WUfbhlwUJeZxfl1+5X+xeMGKK1PT537zwWD43bfIxgBLG+1Bc34eAfA9tF/Xu+e9467LysYxvLCy8O1uTn4EXHuWABfmvjhiHmLueyQ1LNt4b6BJP4zX8MJFDIFwkbvft5Gpd5nkQX5XSWUb5PP52yRTnSAd9PG0kWRLvBJJU2a/+9s0g3OUV8GA/MbmIgnruccp9yW/hz9aOqTbSOBYsQX447Kv4Ocyhzb8BaQNhGO5lvGMWb6u0J1gxRMdCGTGEOh1ITBahge20HwDBZUs6BhWAxrFSDCspLr/tJPkmq1Bz3yHKHqbfN32mfYORtsWjtUPPvhuQ9+9zbnCVBMCsAtI08tqWg3S2lfgm3qfIXn4JG78A8gEBp8xsAPx3FRwfav7vx5/MnMerStofh761Zu//Mc/iaLoHTSPnyCBbNkZV0j6i+uRYDVBuRivqU4jjdz44FrwuUnEg7gx3Ubr2eeeawuep3fhtOFSHN+7Pl04t39kvOPC5PSuWHvSAO4e4uUWN66G3fOaZ3JRNIL2q1moRWQVLV7f2DD/v1rWcf437w/cHo9jA8Wj+FLzRvxhAQX8mtnpEbuRgnEdmFo1NTk6n+LBCw0ta4tRVId38x0nqTnvQXx7Dvjtnr1dV3jGaC5Bdxot1AK0QVchjfAsAtspxBwv4LU30MYEMbY5y19BC34Cr3H1Ur2ZNrlcLmvzZb0W4QUEiEFvIObsQdJ3J1pMA4SsVKoTeAYIN1GosYbUhDToi/gyyQjNnZlzYalq2CTkEwQIe8g+ZeAO/phuS9WbwKelGXCEna0WImA5hTctVyM/89to/b6LNMJmpGnfcs82htcsL5HMIOjGFyWsyxir0RG00c+RTOlbj0DS9zqIotbCgiV7iOPDTfdu7sZvwmplvzALz6TGsgtpxbamz5GtrRkdQgDdjO+5UAKORPPaZxp3vmtWTyfiqVCpuIoAehzN9X0Epq14YboezfdltG+MX5egIJ6lco3h99dbiM9WuZ8PccHRo6MTB1py0fSJ8akjZyenciXvephEvHIB7bPXSaa+HZiJKbj37iMlI31yx6rO+rpVf2HJgpZ/x+TABAAAIABJREFUdX9gXlxeMReSxW4OIovpBuLb7cDEvOLM4kM3TmxtiuOBi/VNt3c/9/LGlydGvtMcl5rPNLbUDebq8iQ7rP2vPXu7/kaV73uqNNegW49AtgOB5X4kDX+AGGAG3+TbQPYVyv2O99DCfMnd80dIaxx1n7GTJa4RHOsdSRJb6ablHw7gK+JKbgz9aAOsQdqu+ZQ/xTfMOYNApwVfoRPSDQQo5o+y6pdhd+1yfFrSSnzBgfkgQx9vGMB7wX03+GDkKTfeSsfigAA5JrmR0oLCNDoLptUh4WNHeO8iWc7c5p4v3ECb0fp9Ery2BM3HVXc/A9AbqDdwGN3HjcG6YOGe0c5Tm0TAtx1pqLZBPyOKOtzZayG/vI5Mb6vJH0YgPkHlBuRGDxAYzuCzNkKXVAkJSMs1X463mnrxBUBWPffQzdL0+juHoigXIw2yORiz5cQ24s8RO+bG/5b7TusXcgUB8hn3swTxzQW0dsabb7g5SPcdmEa8vR9Y/O2h0UVTcfyi+752xJ9DaB3WuufbQFJRKQCv/Pv+oalfWbLwwuL6umqnOLCyoX7+X1vWceJ/ude/uZgtcGO8Rr0b8cgdhBkfRHHc9t6Nkyeb4ngn8O31hckvNBaLbdunxjr+x/tXN+RhaCiXH/1B68ILv922ePBAS/vpmSj369XG9LRpLkF3PgLLCSQNrbuX5a/ecu9N4nt/tiDQSYPudTzg4q5rRBv9jeCadeGH6urq7N4hTVOuGYaJoZYTeI/qpxdYtoPlI1oFm/XsNf/tF9AGDs/amnCfN7/bGbT5rCInJOvUBgKDMKJf7YTdZZRX8aRBd6F77Q18fumbCBi2ItBcF1wfBhuNrDNc2kTPU+5/a8cLpQLSShdSfuZdHwLe99H8hUG5N1EjpS8DuULHskv5ibFP6kcGwsyDV901TQjwLbXpNslzumIkgB/g05kG8b5E8ICTc2O6iw98vu+eybJfrBl9Cc1dG9AbNTaNNb39VevBa64VOyizFQHM28giWEfytIQc4qml7nlOujk4hO9hknXopAkc06BN8XmYhfG3li8a/sd3e88XYl5GgncPEugfuec4g4A3wpd8rwUaxkrx5D+517/zv1+55GpdFGX5Wa1B+2tL6+u++jc7F538p/f6LhbiRPOjY+660HqwfP6DwNtfHuvfv6EwOeGubc7DzQuXP/q4kfiPuOe6214qTv/sSO+//dmR3v/AN7812/FLT53musvYdbTJrDBhAH/k9zkEuCV8yo51es8hibwEbc43SErbZsoPiCxzG0Ty/aSpklP9JgKmXnx56HnKG2pYue1CpE2MuXG3ow1dhzbvSnwjFEiCaTMCpIvuWa0N4Qfu3r34s8pivDaVVYFzJPjbbCzr8XoAv4ELlB/jYq8fRxt5GrkPliKhNt+NyYTFFOUNx++5Zw0j8Ffw/WE3oLWuR+DwFgKM55FJei7jmS6jNQ8zDECA04rStK4DD4iidydXrh/JXTt7OT85vgHf++CrlNNKBCg33Xi3kGwh+LEbV2hppHnInrOI5iUUZHbS9DgCjgfAG9G89ltRQ2NagLdTXi24E1lXt9B82bFKdlKF9fJ9AQ+edtbgJP7MshZkYYQnmdi1D5WQllyu7VeXdgz9i3v97xXFM4fdfZYg4f5Dkrm4ACzI5c5/qb317o7mpvG874Pd5+6dQ3y9Abl8ZoDhBXX54t/uXLzkf77b+/Gknms94kVrf9lJsvfvnp8fuv+9f3bvcgsa2wwSAJ82qpHS9xCf/gvgd/jmt2brfPfM0FyC7iL8ESph1sFLSIo1osWywgLrsWob/CYCP9NoX8RrSY34QM1dtDnL8hcr+HSzFidCvstpN56raNOY4LiJmD2Pz3eccc9S78ZtlXQX0SYJjyXBXX8GmYP1bsx33LjzSNOy/qJWjroFbR7T8A8jEAx7V5Q1AErRTbyfMetIaovagzZAixtjL/4suwF84Gk3vlxzHTIHV5LMjLAqrxj5GsMsgjC9C7RRryMN6jwCdrNetqIN+Zx7DjNlzyB+UWAyiuaPr3t+uPXip9/PFWe+gnebjKB5DxsCZZ0a3IPW7Q28n9W00DQPhUL7E3d/S0VciG/A/cC9fqZp1xd7KbeamuM4/kEURfX4gziXuN/voLU2q+Kq+55NeF4Lyfgq/WxWLGMUBpCngSvDxeKNhflcqbdYyrl5aEOWRxR+dltz4/GvtLVOtudzCxuiaDhSipj1cl5BMvumD28h3QauDheLa353cPT4tO7Z6MayH6371xCISlDG8fC/7Ll08edHek1wvuee+RYScvORMvMJ8Ls/SYALT64i7SbSiKYRmIyh6pizyA/7Cb780mh58P+raGPeRhvBSgJnkAm9HAGT+SZjYDqnhirXgntaxyhrbAP+DKdR930L3T078EybYEDKfYPLEdN3Iy3EQDVkxBkEsNNoQ1r9/yTaLLEbwwgCRzsxOdTYFpJsc1gpBcwAeQxtdvvfNnXYhyLciGGbS7vGTL+DSBv5wH2/uS4uo0ooC6xN4ec2QoB7EN+gO52/a2dYDZDdStJOCFmJNEnrv/pw3PnRoVNNd69NRsWZVfgm99X83XfcuC0Heso9TwhmVvCR3iMGunkkrCxoWMT3BVjnfk4SRdsbX9p5Ji4Ve+Kxkdulwf7xwvVLFC6e7pi5fW1TXefqvmh+W6H1Z35pLNfSChJyeTzwmk/1JuV9lU+6MVSqPrmM+G4I3yHuu0jLXA9s3dDUuPWvdzaM/X8Dw987Oj5lrRsj94AbXmltOvhaS/PYyoa616IoOuvmzoToajc/F0gWcdjpwQwViw3/vm84vjFdWIrfQ1Z9tgfx3A/d8x6qj0trvnPj5My2qfHQIrO2sI1ondoQH3QCfx74jQrP/0xSFMeVrO0fj7q7u/8Z8MvIXLIUFfOnTbqfD/Bm0gm0YRaijbcAbUTbEKEp9oDyPEsrV7TGFifjOH7pvffeS5exWutFi9CamyCdzgW+Wcj7aBOtR37IElp426T3kan0GV7bOIU2g/kG092nQHPTgZjQMgIu4wsqGtDcWSArnaaVFRyzAKFpaAfRXMZoPsfxLQmH8G0Uu0kevphF6eo061Pa476vHvlgszI7jiGNNctFAgKQLWgDjyLhtAppN4uRgFmNN92hVLrS1HO9v26obyzyc2sZJKEwOYeEfj3SytYF791E857mE+PVa8H1MdJobSxrUFC4EQmVD/C8MYqdYlLfMEBhOgw4TSEBstBdcztqW7C4adeX+3MtraWGF78wETU217vvt2KQfSgXdxxfFrvczU+WT/eEG2Ove/ZWxMufkHGE09Wp6bO/+WDwblPE9IbGhpZXW5tGNzU1bnd5uHbGXxP+pJc2ks10wPe0WGtzNlEqjfyjO729xXL//mGkoNgcjAMN37t24gc7pid2IIVnBh+0tfavlxEPNaK9dR94kW9+K6vS9JmkudR0x5BZFOZkXkaMNIM0hFA6DpOM+H4bba5X0cSGoFuPTNEYz5QGgIPuPtaSME2m9RkDQeWm3HaY5DzENMfxXb06EMNbKtYR5G64j5jIDsiMEANNIYCzvhE5xDirSQJpG8mTLUKXQLpENys4FrkxWHaF9TW4i/fVWo+HPvcsr6ONdAfNmUXpbW5CIG9E2kk9PtshdB8cQWDUQDJA8jISXmGD8ZBeRGveiQCvBc2FdWMzUB2hVPph/cD9hsb7t3dFxOvRfJswfQGBn7mDtqD5DOfUqNddl9VfwqwI2yPmshjAZ2eYqWzau2ntdwh7vxamLU1vAoG2FV+A1m9jPDzIxHf/H/LLVlxreHnXKndtqBE14FO4WpHwa3VjsYo00w4PoH2XR1bZFgRq5gLZ7575eZxwWtdQ3/QPVy7J5aIoj/bgacQbLcFYP0NCy5SAhYivPnPjsPTHde79B8253JlfWbpwwb+6P5CuNHsLCax5buzvLCwWhg60LmjaMT3RTnku90n3HW+5eTmI1mAH8M/5N7/xD/nmt7LiA88czSXoTiFpfxS/QTvQhliCFv0k2pjnEGA1ILA+gwJYlsUwTpKaECNZ0rZFdkGb6zg+yTpNWYURllgfBT95tIE+dfe0dC3ze4bNOsA35AnJckKfI7tH8Fa0QXajjVhEG9cOPXwOgZ31Y7C5soR+OxstpCLlOcGjyE0Roc18Er9RzH2xAK/xj5LMk01r6W341K908UnoY/7QjbkBmYPWwnARXkMaQ1rwBuCPuL9XuWvPIT5ZhaXWxXF7y7Wz6/NTE6HmNOzmKMafeGDlvpXoLAKtrMYxH7h7rEN8NYYAxjpcgQTWMff7U2Q1hJkddu7cITe+76NeCHbNNTJSqEpDgx3u++w0hZK7h/mbc/i5WYLm0gp2PnSfezd122PuXmlLaxBpnOujKBqNfBOciPIOXrg5OOF+v4Jcfq8iPraCoPV4d8trwJ5VDfV8o33eB98eGk3cs6lUXP3LA3dv/sxof9PW6fHLTXG8Ae37MMcbNH/SaLVuBvBn0J77Jfd9fy5jzM8czSXodpAd5AmbV9xCZriVAS5DEzpNMm3sOpr4MN8WfEDpLl7Dq3fffSOKomP4ggPzdQ65e4UanOUmGlmf0HUZ499PNkP+OO3iIrQW4XrMJwniBloh3aWc8ghALf/3CNogpiXfcPdJC4gwSyKt+e9x97FmRdaTNsunHNJr+OIWS9Na535/iATzVpJgVURa+nEEAO8B7xDHnfmxke833b26LjdTSJ+5ZqWyi5B1sZLyFochHcAf3ZJFb+KzKuaTrAA0uowsl8V4f/YpNCeLEDCdRLwVHuRox9FMu7GOuu8okq8r5hYtaSj23JysW74m566bl5qf22j9tqK1HCJZhNPknq/OvbeR8owV3FjzwE8Hr00hEA6VgxifpfMu3iozYWLuFgsuW3n8T7tnuw3c3j2/ZcHQ6Oh7q/rvN311bKD9rfGh9QtKxS1oDTpJasE78fnYR9wzrEanEufxp5cM4o9338G/+Y1f4pvf+r8ynvWZoicVSDuGj8SHWQZvl0ozt2H6dhQVr8bxzBmgEUrtkOuFUgmKxShqWxBFTelczkGS1VQghhlFYNQIXI+iaFUcxyvwGk3aL2qfC2m6wv3vIm3jJr4YwjSurBLbH4fSgJB2LUBl0FuMrIBuJEym8acxb0G+2Gm8pt6Lj94fRBraCTSXYcloLz6l6AzViw0+RZtvd8az3Me7hh6eOIE20Dt4S2MS2EWpdK355sXxuvGRryCwS/f5jRBIvoVf26GMMfUjiyGda5xFlj54Ea3tMgRKfW5sab/oZjR3S9A8X0X7y/Jlf4gvGzYq4f3rRPX1p9q/9XfTRyWl+zKE7qQ1+OKPre4+aTeKBeM+wysuk2gvLnSv33HXbkKuogPuPmcR4Jnw3I+CqHbmXr2bjybkdpgI/j6AXD0d7rqhP760o/FPnz+6tL5UDP3A60keMQUSZo3Af0QB95wby4y733Ik0Hbh3Y5rgb8M/OEF3bHxvzwD8TDEOSi9AMU8UIA4nzxrLlGs0IjcDINoI7UDNDR883Z9Xdk+yQLFl5A7YwFOysdxvBSZwJ/iTyJNg26aluJPB2h1n/sMSW/zlUaIye28tQE8eFv5p2niOcRIx/EPbxMwhIIbudTPbAcx4u6xH9/QZwavuS9BGlvB3X8XXlNbjzSQ60gjfBGvve9GDN6FTGLLdjjq7mkR60p0m2R6V1gddtfdO6xSW8jMzPfJRaty01OF+sHeD4njaKpzzctE0UmmJz+Yd/XstqhUXIv8jL3uO54nGUxNj+kFfArgZ0iAFKh8kKEVTliRzirEY1lWzQk075F7LutpYOl0lqbWj/hnAQI+0/aLZOSVx8ViPd6iaHdjSLtvOvEpe20IhJaQHQw+h2+qExbKWIkzyG/7UyS7yb2D+Hqzu8dxxAP1iGfWoD3S477/PnLPfQ3PY1fcs99B85qbydct/b1X3xn6Y0f3jUbJLJW30N5Zgj+Sacjd+wi+49nPBZ+J0P6M3Xf9Sze2Z57mUNMdq6ecYaCc2Z5DC5ZDk2ydj7bYBXE8OIQ/6dZcBXfwObX1CEhG0ObqQEDSH0VRXxzHJfe+5USGaVVQXjDRhBbyFSTht5A8PHDYjTvCg4cFL0DA9xHJtn/7yY4y7ye7j+s+pE2bn7uJZNu7A0jbq0OCwEzMgwgYrc9Cm5uX+yR90HkEHl+n3M89341rCm2YfvdaHwLUpZT7jScQML9BsvHQq1Fh6lCcr58ml9uLF1rHiONibnxktOXmxT1RHH8YjDvOTU+8H9fVt9UND+yKNIZrJI+8v4bm2aLb1qvVAqo33di/QLKlKGhtexAgtaH1fIfy45m68S6dSaRl9yMeC/vr7sfP/w43V4cRCF9BQBJq5tkNeUqlBgSGfUjD/gTfgGgBAqV6kil7RuYOuY2Ek83DFOXKySZUjGPBxo341oid+LLi4/gjbtqQIHsfCT77/g/cd80g0DuPPzHjBprnhe6zdQPz2ji/Yu3+rXeum5XTjwB4Hb6XyEduDne6e34fb9WNI6utC2+xbAP+Nt/81mznDD4T9CTcCzP4htPmNwzNw8NoQjciyb4SbbyLaFHuxfFYAWURrMZv2kEkcQeRKdTgvuePImZZCixtaGjonZqauohP5bJAmfkni/gjXEKaRgzUhEzpOnzA5gL+EEg7I8sY+zP3mgHuDQQAWe37qtGrJH1rZ/HVfebHu+XGH/rD3kRMupekKdqPbylo5aZLEbi/iweC9xFjb0Vrctw9W1i5Zc/VjzbUEaQlLURgKBM3jmnsuXGgfvDBq3Fdw/DY+hdOka/bDpyhVOppeHA7buy/N4kaby9DazIM5OrGR38Kba7DCMjSgLgObUjzv7cgP3ERrY118Jpy42t0f99HPJOON6Sr9YaRi8aqpdbj865vpD7bgU+XGnJjeAHxx/PuJ3SjgBf8cdTecanpzS/21G960bTSN9DaWQVgK9oPlg87QpKG3DOdRGvyBlJKLiDhEOYfH0Pg/a77/zjio6toX1pLUgvSnXRz9wDxRehPt8rJluBeS9zY7xDHTY2F6dbWqcnhFf33P5g/MdY4f3J8avHw4MtojS6TDO4dQAKtC190FCN/+GXECxtR8PcTtD+agb/2k1D+azSXoGu9XV9HQGFS6TzSGvrxWu03kIY2iPcDdiHmXRfHY99HYBdG6i1wFfp6zV/80NdYkvYQBqDsc2Yags+HDcmO7zGm+BFilEa0ecLk+2v4ngjtSNMwU+2qu8d+Ho/SRQJGOffdC/ER9pDqEDOmU8k60DpYvicItCxFa4b/n7o3j7E7y+77Pvf39vdqX0kWWSySxbW5N9lcms1ep0c9PR5pBESwokBxMoYFKYAkA3GgIJY0DmK4AwSSnMSAEwSQFNlBYsuOJU3PqHt6I9ncd7K4b8ViVZG1r29/7/fLH+ce3t97VT1IELBn5gKFqnrvt9zlnO8599yzuIKfPYgmq9r5cjuWXuSQawNOw9fKICepVlalB28/i5QKRwFMpZRuuHu1M9+78Xg1noxmhu40eqXiDMJcOQRINIn1emTb24wIv+UqQ4PY8R7iEt9vxx0QXrbP2oED2ONYYUw4Y5m0bci6aV6QlxEBvyQMFhGyH+PcErcjWuKruMT8m+vu6UJoYQZXIqkR6A+yCyZ5+J2c8bwSArQ/sNe/hfDEIwS4CwiY7kF2KTlEmKvZZwq3y8oiYHUcoYUW+6OCpYoLSlLvoI22bxFk3rtwLn56mNaPCLExRJHZiPD0YYLAi1fKJ5ty2dnO+en4ptGhTW3Z+T7coZgmlp9DaEqT7UftnC4gu5KYfX54Z9eHKGUJXCHXk8D/AvwlP0ftRYcBK5CFJe0QMuGqYfpIRFMaAQG142i+zQQUk9T6d87itnnLgZPanahWqwkgEYvFZiqVylQQBMt5GWjkmo9oJB3IYYC6wfwAIdxPEHCqDyK4gRD8SnuPHpYcR7SUMYQphhFhpJFbKYSwxqjN3FUfNfb/tWk2tXAIMYjG/mbo/wJOI7+IC9sGmeMmlgdczdr1zWW+M1QrzenB29FIqRC2hz4wBA/TQ3d7Athm7TRP7LPiyLpvZmkyogtfMcYFBGyTOLONZvHqYXlTzk9qKYSZX8Idji7nThYggFef2+EoAnbhfLsggDSG0JN66fQjwlPy81bK6dKVM15i7+G/EwRBwRhTQBSWYVyqz5T9rVUw9iK0M0it8PjQPj+FMy95ODe0cZzJYD8ifDSnL4jweBnnbjmN0PcmRAh+hPDiTXvtPs+v9h6+ffXUuvHRl6J+NW3n4rQd6ygCkAqur9hnJHCBFldw1Twu2TH2I/b3m3YcCYReXwX+I2RH1vjzFBSh7evyXgi3zQgh6OHMU1zIpbqv6DbeB7YEwdQIsohVnF21YO9P4oh8AQG1BUSL9lauXEkQBJFkMrm4evXq/LVr12Kzs7N60KGHXEWcxphBiFtLVd9AAHMDAmL1Dth3qXW7yeJqSFXtc9WmDC4GX0NjtZUQAp20P0kEjBoRTWa50MHlPBpAGGrR9k1B1eero8HAFRtUZrvPUr9OPXzbBeQNDBtDwWBKnqHs+0HGzE2NJEcfvWYcOKn9e4N9/y3rDzqMAMA3ABKp1I89zxvOZ7P1QPcyzoSgu49Wag//QNYrxvIJ0u/bZ4TnaydCIztx2tReak1fK+z/zYhQKrJ8JQV9RwVRND5DhMUEIkTW4lwbC7gKws9t7Nl//2ersv/hf6+2/uG/mCISWYX4LGsrI0CbwaVAvY6smZ4pPEPWZyVOy25BgP2rzhIe4fIQg9CupkmdtN/71Pr9fhNbOcX4/vq3rp+7u2ZqbKcR7bXDzsEkQssJ+5kmi1c7cA+1HisVhFdWIUIgZ+/Xtc8hPBYH/kt+4zd/ZO8Ne4L83LQXFgb86Wcb/gmyQOqRoAR/CeebmEcYKYswu25V0vb7/cCoMesvpZL/ZJ8x3pC9NoIsUi+yYEpkmoNV25JT4nK5fP3TTz+dQaSvMtcZ+24t86L12NTOdwZhkEWWFp9UO+lyTaOT6t14Htm+L3+gIu/rse+M4Wq0aSWCrB3bPALIehCmXhOTCMDpnIeDKRrs37qtbAzdO0fo0KUlEZvob0pvinpeMuqZXMSYdMwza40xy4H9DSASBEFHIZe9Pfn0aXl8+Mn2cqlYH64N4j71BuB19qw+v2bDRi+WSOw1xnilQuHC47u3vcW52RUNzS1Po7F4eWZibLG9e0Xl6ePBDoSedtQ9L+whoc1HANrgDtLCp/aPEYCqrwT8JW6Hdh0Bzj0I0Kvvs16nGmF98MgphL5aQv/X25C/sPfPI3zgE0+WErsPZE2mseK1dxfiG7eVvUzjWpz2H+6b/l9FeGAfzuNFTSfTiPlluRD3h7ggH23HEZ4LBxUNI3TyvBJI+/zsg6M3Lo43FHKpaOCH+U0z1K1FdrpqJ25BgLyMKCHNiHkmjqurN4uYGQsI/Sft328Af2PviSH0uoff+M3/P37xP9X2ovPpHkAI9TECFE9x0STDuHj7O7itfSvCBJq6cVUQPHySy//92VTqjzb41ZErxkuvjXjrNA+AnhzHcED0DJeDtMa2FgRB1b5/EAHMNxCin6Q2GcsQYjIAlwt4wH6mGugsy8Sx25a3464HCOy76mPRtV1FiPY+7rT6HMv7lh7DlTzSdg05PFFXm3DTMucgTNfB8uYDgMraxtQnrcl4WGDcRXYR4XtOIUy6B8AYQyrTsH1N/8Yba/o3dlYrlTvzM9PPxoeftMxOTrwUBEHUGLNvTf+mL7pWr6lGY7GabXo8mdy3cedzPl4F0Ltx080HA9dKOIF6HhEquv6HcWaUOUT49iNaW1gbjtnrNyBzPISrjLsOEZAaYrqVpWsXnucjuIO2ndT6mkaRdVQgXs6fejVCQyEzUpALKpWryT2Hol5rx1GbgUxbPeAes/9r5OQj218P0XhziID6Kl/u9QjfTdkf9QBK1D1bd2YPMvncw/33B8p9E0/fNTKHd6n1BHrb9qMd4Wd1D1yFKDWfIGa0NjvuzXauDiMKz32EZ1uQtZ5AcEKDU0aBP/95Blz4eswLZWThHuOSdn+KTHwSWaQCbouhB0CLoWdEoTiSz/8Xq4EYRCLJxP9ciUSariAgkEUkYQ4BALVRLUn36Pu+BjEMI0SitZ0eICBatM/5BQRcwv7A26k9uDrG0qQfOmZN+1fvnnaF5dMLYvuheVCLMu4lwkBbDiHMeq1T/XzXLrmjVrNeg2gUe22fKrjT4K09meSxrlRCPQhUo9uEaENVnLmkXoM7ba97FSASjW5u7eza3NrZRRAE93IL87fTDY0vG897G1dh+Se28ZHhycW5uTD4a1a2E7gKsY8RbfsIDuy6qK3wq/edQ9a9CdkqRxAAbsN5wswjO51FXPjvDmRdFAS6EYDptj/nEe0ygayLVijJ2u8qODoXG77n+fFdBy6l3vx21Wvt2GOM2YUoDQq48zg7JwhADobGeA/nGnfcvj+FCAT1ztGT/QQuzDeNgF59Tl/ss28B6WSp2Lj/3sD1VTMTDalS8Q0jc6y4oQEhSp8xXCBDgIDtbjueMwgfnbdzvwFRKk7ifH63IngwhXMT04rIzxAgrw9k+rlrL9K88EfAP0SA6SVkoWO4JNNNiObbjRBWEiEOXVANcGhEDoVSCCBNgGmE5pQxDXNQbjE0PAvItxmTyUG1gSA1A4ttmMxCEJTTxkQxxIOASrVSKfpTU6VopRIz4BX8qhdjtm9+/ehbvflIpXImejdVNX4WZyv7IUKYHiI8whqqFmA8bcexnqU+uvdx0VVKODpGZWB1EdJT3oJ93xDCVGGfUG3HbR8/w+W26ESYbg0CuvUCob5gZIAwZ3iLeSUZ8UpHVrZ1GckwlUG0Yh8BuM9xGafC/RpDDsbqt7LDiEDTzFNhELzP/4uaZYVc7tSNc2c2foWp4gYMn2uCAAAgAElEQVRCJ4eQeZug9gBM3bg0uc9Wlj8gAxeFFrfj00PaIUSoP7XPegVXUFW124f29wgOhOrNXdKi0VJ86+5PEgfeaIj29m8znqdmrgCZQ7Xf+vZZSi9n7ee6A2tElJgpXPg0CM08wiku38XlM7iP8NJqls98p/24DOQO3rla2TIyeMg4QaP2dW2juPnVwB81Y5Vw4c/HET7QiikrEL6OIYpTG4ILWmaqwY57GgHoe/aaDPA9fuM3B5bp989Fe5GabhmnRTxAFnonMnFjyAJ9GwHhXmRy38FFWOnJ5n3EvrkBYfgWCHpgdjQIZgvA5oCxLmBdEPCxfZa4wATsA8aC4HmGrxWex6rOTiq2PyNAc6xt+lHf6K9uo0oyGng//DJ2u7tq/DMIKPbi7LgnEeBQ7XLG/j6EaDAaTRS2Efbbd59AGFe/0wTbrYh9L4JswU7YdxZxWssXyPZ9FCHG1bhMXgfsew8g5oIzOFDRgxxt9etdtGNYARDzzBUD+YMrWrcbY9TB/1VEmBRt33bgil1+hrg1aSRXGHDvIBreXmoTeIeTF63nJ5R3D4Jg4fGdWzeeDT0+jGjcYdAdQegKnIkliQgaHX8FAfkGnKngJ0Ujxm2/wx4eQ/YnjygCGQToNyNAdB4Buwoi0IZD95aN1zIc+HNxTPpJJLEjb0w65jX2NSZf3RGJ9KQDY8xdREtvxIX1aoYyjTzT1m/7p0B5BqGbLgQkV+BCqGPALyNrZhAavoYLLFptn6OCHkRwPEG0/b0AZzbv4k5P3+B7l04uJCrlHYiWPYCrEfcQl/tC3Sjv4Mx6pxCeLyH0mUT4+xkitE/aeR9H1mYal1u7yf5+gtDxLPD7P8+ACy9W0/1nSD7dJgQ4nyIEq1tuffHLCJiqJqUMbOy9HQgxdSCL8TcIgZZw9jjdls8hi2QQANfE21rJ4KH9/xFCFD/Ax29/+N3ujoe/2G7ffSBHceDD2KWxnCl6Za/6LYQR9JBNi1bqIUQ42udDBHiWq3yquQ/mEeCZxbkdTeACKJY7fX+IczHrY2lxx0eIgNMTYS2hM2L/X48Quqn7mUAALxoxTLy1unO5kNewLXEIWac++/8Czt2nB2H8JvteDWGtT5tYb5s8jWhgz80kQRDk8tnFK3evXFpbyOXCQRHHEXPGSQTwDtq5SCD0tAkBgs8Q4AlXzNVWH+cPQj9XEJragZgV2pH1Uvt1OJdwgIDrSkxygKDQjNsBnYVoGxBE4tueRVJHy8ZE3jAmsuTQNLKx4Ur8W6taTNTrsx9NUJtI/pp95wP7viMION1D1mEjtTuXD5H53o+A2gxCC1OIwjOOCEItQV/ABY0sIhrxss0EQfDy/Zufbn9y/2AohDesKYcP5nw7lnsIfemcajVr5dMULkdGFOcSp9ni1iN0vRrh4feAf81v/OZ/8lX9/HloLxJ0/xj4XfuvpqdTCVzA5Z59gBDBov3xEQaewrmnLNjPjb1H89GmkAWqIICuLi/Y97TY/4sIgc4gRHoKyFIxpa7b/2lT6+gbG3GRNneBroCg5U8Tnz/y8G5VqMYxbKZWS9KKvEr0x3AAr9sndUkr4aLakgihbcVVIg5Ymo5P22k7V2nc1nw5j4lLiHaiAL0VAfd5areD9c8+BKLlvtHTsXQrLJrNICIQMyytyDCNANZeZL5/gAiTOI7xwnbfp8gctCK2VfW/3A0kgiCYvHXh3O35menlDihvIevaj8zdJ7gqwmEg2IkrVFofAjuCq9pxFRF+u+uuWy6PwUMEBNT+/xTYGk0evmuiq/xq6Ubai3TkMU2laGJzOL+DZsZbLqPZGFFzJ/52dzmyrbnReKYXAUkFpZUImJcQQdJArcAq4XLS9iHzGo56+wHCI2txO64BRNHRnAW6E7qArFkzy58HANCYWxx57/LJ0UyxUGTpQa0G2aj3zAxCM88Qfg5HgUbtnDQgYJxD+KUTmee7yI5DvUtOBAGHLhfj7+/9ne99/FX9+3loL9K8ED7g8RBNMxwKqZFGaYRYtiIEoVqEHoK8ijCHQZjpr+z9mkymBSHUzTgjvB4YeLjUjgvYkFCvnEy13f3l+aaxQ4lYpVH9J58iEnkUeGYwC/9x8Ujpb2NXgklv4RBClFpaW6thnLN9CUv8lO2HHjRdw4UJ6zUXqc0ne9pe1487MKkiDJW086G11FwtqdqmBTIfIoA2gDCAagj1TT1HZDKNybG0/HsFAZi3ERPHG3XPeIwIk/eQtcrjcuK+jDBQJzJP6+08rEQ0so3URntd930/df30yVg+u/gKMqd6gFXFaciqMWrdtqKdmwwiTA0uN8E8tdtnEM31E2Q7vBsR6vXAPGc/n8Npgwu4DFv2oNYre/GtcS/S/Eok9txMfKLuWSPIvG61fVWvmHlgN5XgaOmjZ3B8/HH8GyufRjc21vvUal6ScEDOAAJs/YSTpYsW347Yfg0imB/j7OaNdjwX7HjewFVn2YETgHpOALW70tJCuiH5bw6/620bfljef29gzKvd1fXgzIMK7CooV9qxKy5ogEYDQuMr7Zx02PG9gdBoxQ+YOpFP+t+far3wqBL71qDwwM9t+zoO0sJNtVWDMOYaBFzPIgswY7+bxW57kcXRrfIirkS4ngRrhi3162tCJLUmTI8gEjOKMGWy9f53HnQ9/OUqQmTtuDjz+4jGlgLO+ASzf5E41lI21YOI1nad2ioJNxHAfzX0rg24A5EoLuzyJs79pYBo8QMIwes1dxHC03yhv8BSwfgjO2d6z5e4nAwxlmrAI7jDC7WxRhC7pEYyPXt9VXsyHvFuI5qIutqFhcmndmzdON/UI4iGvR/RVB4itsOrOH9MbdPImq9FQKvGzBAEQWHg3Jmh7NxseLt8E1nzGQT4w3NRsu8+iNDDOlwVjHAI9JQdUwnR2PdRm6uiXqtVgR/2+QWh0ecJjLxo39/GGn5ppzHeqrrrFPiryHwp2ORtXw4jQDSKCINR+/kCUDQ9qULi26sOew0xkDVSd7i7iADtR/ghQATK6wi9qMfAFM70dBWZ9z5qD4A1ck8F1DOELtfi7OHhXQUIXUbDc5coFb94+/o5r2tu+jXjDhYPIbR7A1mLWWQn1I5zyWtG+GaT/d2M81fWfCadQcC6f7uYufT9qVY/F3hqZ//fgN+y4/k1ZE3/avCD938ukt3AiwXdP0CSz6gNN4dMpoLuKmqTmJzC2ZYaEYBoQ4igGyGsY7jQWQ0h1q0K9j2t9jm6xVd/3VH7jPXRbPezvqf/1aw32tRnCrE4otHssPc+RBayAZicMYsvfRq7PjhrcjswSyK6PkEYtgXRbkcRxoza916hNlR2EAH4OKIZRpADsnoG17DgMVxVjRbcafgkAkgrEULdaZ+n0X7Ysd5hKQifQRg8bvuZ2N7WMLUyk9pl50sP5T6070zaOda6WFoU9HUE0NuQNfkYYfZZO4+ah3YzwlADOFvqoJ2rXuwh27MnQ18M3rrxRqifqt0esn09a8eyiACLHsjtQYShZ/s4z9Iqvl91Sg+1HgYKbJreMawhqy04B1zwYuu9eMMvHUFAetC+7xDOzBNuT3BZ8XLIHHbiSlfdReawDLyCYTL5n68f8FribyPr2ozM4xDOfDWG0GgVoUHdoYR9sbXdRdbktr1+l70uPL5HCL2ENeqKHffrtv9hAXMM4eOjq6bHb7x+4+Jwslw6iggxNcPdxylCMzi3zkVcQdDXEIWlH6HpPUD7zWLs07831rVzvBrptPMyiAD3AKINdyLr1Ivw7LcHP3hffft/ptuLBN1/Dvy2/XcKp7lqq3enuYYLSxxGiGQaAdZmnL/rKtwpdc4+M4ILCTQIYKlLWgOwKRLpOJtItFcr5ZyfSHQ0tLUd7qJqpqLnV8ejAysOIkSlNc1iyGKuQLbVu0a8qZNno/fbFk2hKRHEsgVTypZN9W2EINR39Ru47dM0AkgXESZRRjiGaIMZO47lAKE+gimPEHOUpfldw25gRZyNL0vt1hMEcDXKp9oYi57ub87QkYq/iqvftYDL+jaD296/br/T5NHazuJc3Or9icu2PwfsXBTsO3YjgnUA2Xafnpue8m9dOKcgMIwIwpfqnldE5lPf/9D28WV7j0Zf3aDWFzqLaH1qztoQ+k59vVuoBat6s4QKgXVYbTDR8jt3jIkM23emEIEzgysCWqFWe9Sm+QyaEYF5CQGqDtOVOJn4pdWbvcZYJ8ITerK/GVEeVIuewOXWraef04iWqWBftnM0h1N0hpbp139AhGAJpyyp+6Rmz9th5+wgzuf5gFetLhy9demLvvHRbxqh0xO4yEmDCwIZQ7TqPfb9XyDXHwHI+ebSH0y1zP/lYuPrCDhfRujqCbWh01/idsJRrCvg4Afv/8znYniRNt1wJYV2hAjDhzDh4IcTCJPEEMD0EQLuQSZ7Clm0uP1fNVldUAVkBbx5+30fAkonq9XpIBpd293W+upiJJKS+mmRIFk5+ORI5FHrpyab2GL7qSkMTyHaWhlo6/Hb3/1OqeUM8NgnSP2rxPE2nA/ym8jiP0EEx04EUI7izACnELumEvOEvXY5d6n6mPIUAhbqUhbFlRMK58JN2OeF7c3htoiYR6ovtTVeWpVJ6vZeAWs7kozEQzSLI4hNdy+i8WhGsHDTLfcIS1sMWcsbtu/3ccCcQ4DkI+BbTa1txXgyOVYqFB4gjK1uZreQudK8A3sQABhBbNurkLk9FLpnu72nBecLrEA9jwiOIk5LVK14CtG2cjhzRZv9rEKNTTueBTNsn91sx7nI0uxi2koIWIHM52u2j2K2SEWuJL67ejayMqVroiHy6mnQhKPvCLL+oziAU+GoNljNfRwWhLdwoNuL0Mgr9vNHwC8t0+8TCA+8YefsLs6HXU03V/xIZMUX2/evbF2cG91/b+Bez8zkN3AmnRF77W6Ejvcj/u8eslZzfsBHZwqJ1PfGOl/JB95tHFAfRTxUfDtvt+w7j9hnTuDC7LuQXeDPdPs6E95co1YiV5FJe4gjjK24HJ0tCKGlkUlO4rwbAgSUo4l4T6RUmkoHFHJA2fPSxvOihUolOxSJpGPV6oJ1JfO9+fmLY55JxpqbdyuopIEvAt/sMvK/xrHPImDajHN6T0SJvA7MBgQ3TWC2QpDFcB63JVuDyyZWH3V2GJHamvCkhBD6ch4DHbZ/j6k9oNNE0pq6Mk+t8AIHwh4iFMJuU2ngbjLiza/KJDsRbW4FAoirEQ3JIHSxGRE6XQj4BLiDr/qghs/tdSO46rp6mJdCNLub1OarvWX/V2080tLReW18+EnYFU69K+oj/nYigH7Cvqc+Ku4KomX14XYuILRzzfa1fgt+zr5Hqz9swvllb2GJ10YpU87+qCWW+YWIFNDFo3b7re+7gNDUDtz8aeKeg3imO/5O9/nI9ub9NqWFb8fdgMtP8gYyt3dxUV/99n317wy3+3X/76Q2H0keFzCyFRGA6+zYK7hcynpYlrA/mly9hIC4+o/nZhqa+z7e82pf+/zMl9+8cnpnolLehKuOfA4xbZxGBOY8cGuhSvJ7zzp6zpXS23EK1y0EC1pxNuoRnFY7iuwAwqa5FQid/Uy3Fwa6bY++NRUpNZ7ABBAYvEp63o/mT2B8ACrRhdmZdT8qYWrAaRQBuUacW9VWhAnm7TUGWfD0qpX/WTYWS7OwcHd2euZzr7X1KA2ZTb4xXjkIKq253IPi1PSnFVyhRW9u/nw5k9noR6OZJvuOovFNFHeYMoiAjS70qO3PM/veCYPZ/qulI7fHvbmx09G7Gxa8PE3x6L3FcqXXD6ggYKo2Kz0408oP7yPazTzCMEP2+jYEnDxcCZTdiJb4AOdesxKXe/jvUFsLTPOjgoCOAvZpnKCaTEW8KgIAeriygKtpFsfZGicR4WHs+PW5jxEwjSNMezD0XdgvN0A0kuO41IDY8dQUS3x859aF8eEnGs+v5pL6xOXgsl/tR2jjEs6zQw8mwyaYE3ac5xAA1f5ssPdMIrbOcDmjPjuWrL32LYQGtQZYDNjkl+9sLy0uPEo0/l2lL42qnEcE71Zc+alG+54J+9mOyK7mM/E3V7xqIqYP2QneQITfqzhf4Q24ysE9dhx6AL1ce8ZSsNUWR5LSaCa9Vjt3GkH2CkJ3P0Z2FPuRtR7ABQhtQtb1c1xiqgCXthKAqabWI//X4Xc/eePGhULv1JhmTDuKmJveRmiq7VE5GvmF4RWpIt4gzi/6DTuHW6j1glLviJi9bjey3h/b9y9XF+9nrr0w0O289yuG5XMGaDuWmts4Prr7f4phghGE8Q8gQHQBIYwfIoQcsX0tGOKdDQ1bhyPR5lwslo4BpcbGTdVMZl3C82Lq0YAxsclqFS8eX5svlR57EPHb298mlertI/DHcaf9xaBqrhoBKz1Ua7H9mUOI8Qki7ccR96hHSWKdvX7H7jWl9rkfxi7daktXny1WKxONsWgJMHdmFy+U/aDL3tOJSO637Xvj1AY39CJg8zrSj0GEkM8gANKOs2WVEDPFFcQepmVzruMOcPLUumNpldwysKIjGZsNr4N9fxQh8kH7zE0ICCvRH7bvKNlxVBBAezP0nHrbYicCHilc7lstmvncrjr2ZOj4s6HHaj8t4UJWR6i1O97AOf9r09wROXtP2NyikY9ZamnxKKLxTiDzFPY3fYgA8TQCgMrIryNr8hFqZjDxiWjy0CgCTEdwLlJHQ+ObRITeFvuTtv3dF+ltaDIRcxsR7O/U9eNl2z/NPaAJvV/BCYMjdePVwz6llQ9t/9WvPYLQsdLJJQRMq8ghmlaaaECERgcur8nn1FYp0cNuzTvxV7gcvgFANRp959NdB8/2jw6df/XOlVVeEDwglBf7ZjH2xbdHVxzyMQlqPSOeIRrrUTvuJju2HXYdtNagHpK/iwiP6/wctBdpXohQmwyjvsUbJ/buWnfig9HBV38/FURKSYQ4Na+rnnqqP28cKGAiC/nCmJeI+6rBxgE8L1bEJfIoAonm5i2l5uYtfrVaSZcrE5VkYiXI4Zpem8AnYSqRLQgTHkEM9K8iLlIVHCDN279/hGg+1xHJ2/RNf+f9Z8l7sWqscsCOm7lS+VQ1YHw0W1CAWIsr5Kfb7QkcUD1FgE6DKaYQbeO0vWcC0YZ22/dqzbIxe7+Ps5tfwlUxeIyA7T6g2cDI2qbMAQQMk/Y71cpiiFY2goBHOI2lJt95M/S//j1k+34MVynkIkszo12x86a7FiZGho89unUjDNZxBDz/ltqT9JOIqWSepW03AurziMC8Z+crwld7LexE5u4BAh4ajLAeZ3u/gtDTjO13g+3TbS+2MRvLvDdmTPQQtaaHqH3eFWSXsxvZkZy08/QuVpCUT07kopsaX0Xm+SyyHmFvkwxCj0epTSuZwQX5qLdPOtRX7c8u+8yEe2TN/DUivPAQF9r9KeJxk0aAVpOyp3FJ79VrRbfyTxF6012OCuDrwIH7q3pJJ8ZPvHznPhSSVTCRM/nEp3/3WdfbYEZw+UnUC6UdoYG7uHzGmq8FhC9O2P7GkTVM2jn5mQ8Rjnz/+99/IQ+e/2ToLSTD+22EqTVM9wJCfDkgiFQa1rYOfSO92D5wvpqcPYirlTaHAGMeAe57QAwqxUikJSiVR9PVar6SSq0p4w6eotTarHwg5nleORptVLteBq2c6xNnNtkQu9WdxlVwHUTAbC3OfzKNEJk6xj/x8R9kG2eeTqx6nJ7rGNsYRHx1gQKgI5VYk4lGHq1IJW9ta2voakvGz43nCz1BQAIBX03QrIc/c8CK7lT8bwtVvykQkJxEGGcNok2sRRikE2GkVtu/2wizKVhvxHmApBGAqSCM27WuKZ00xqxGtIQ5hGDbEWZZhdPwNXwYXIx9fURaCWHYPvszgwDIG9RqYedsv7YAY0EQrJwYGT758ObAV4FiPwI4rYjHwz4cQ3WyNLtaF2IieRKas2ZEi6zvs7abiEa6CVmH8KGmHowaZN7X2efcimW+MxxNHjxsTGQzIpxWIiaP64jg6rHXr8JlfVuBi+yTlq92Rfe05kzMS9j3r0CE5FVkfdsQAFd6OY6szSAuoCiCrHm/HfNFXJi2aogaRHIT4SfN8KcpGB/a52yxczuGC2TII5rxdlxypKsI3bUjtLcR4c8K0Bzzi8OvTX4yuWPuQuZZsuduU3km+/rMx9tMU66fVPHyhbnGq78ysvJdMJdxuRaO2r9fxikAGpY9iChEt+x7NKGTliraYMcz+ief3Lv4u+9sCh/i/8y1F+YyNvx7J/5b4PdDHz1AiDpckFJzLMQCgt6xbX86ONdzPGn9YVWSTyGAo1v/p/aeaiq1I+jsOFI1xovinK7V7qYHTLqt8hEA6gOG8Kl4dzoi0ZNrAw+vBVl4rQ+lMeEN1BaZBDEXjAYE256tuX+6lMx3I8R6DCFm3Y4WcYeAzcCuIAhyQKHkB7dvzSykZovltWU/uI5sl+MReHa0p/1B1PNen8gXr12bnJ/zhdg1ZPI+wszhqDHNJJZHiFSrHKxGQPJzBBR2ATTFIjcOrGird8W6iWgvryDAoXMRroihoceaGDuLMHWO5fNFDCJgcRBX8bjRXj+Zz2ZHBm/fbJybmqxPCh9uM8h6tyMauHoGnMC5UM0gADFv++HVPWMQWZdwDmD1jR1CmPbluntu2Ofqdr+ImDx2QXQy3vTr416kZTsyb/PI/C6XN/kJsmYNyDqmqMv0Fn259UT8je763eAzhOaPIzTUgKyx5ojQ/qpGOYrQ9whCq2VEK9UqELeQXYkqI/N2jKtsHzV15z3bX1V6Ntt3ZnCh3qcQ01jW/r0Hx9N5guDce2P/vntFcVQ9CqYDqRZStf3JAd+5u5g+9euXtm14VkqmEADP4LT9PG5Xo9nLXkfWVt3I9JDxkF0bTdo/gZjdftE+758NfvD+V9m4fyrtRWq6b+K2dgFCSGuRCbuAAMIm+9m8wfQ1TOx5Gs91JRe7Lq7AcA5ZjJgx0Tj4/Qjg+dj8CpXKeLlYmo1EvJQXizWp54EmzAhHq8VxjulJphOL8R9sNdH7nSsNJoYQYxbRZDpxJUoWES3xxwgx6NY7azDPoqXYfLZpdg3m+fZ6AgGZXkTIrLd9KQCrjTEDxpj1Uc+sXJFO9kwUSo8LVX/r1taGAT8IbrzS1bI+Fom0AOOZWHR2fXPG39Cc2byhORPb0Jw5tb4p3bMqnRhaLFfO56u+RpXNIFpWBGHoPoTp1JH8KKKdPASur8wkF9qTcT1AC3AuQVts//ciDLfRzp1G8qmZJIUwax+uyKCubbip98kFZKeiW1wDeLF4/HEimVpcnJuNVsrlJW5zXiQyFwTBmH2fx9KIqgB3GNSJAOgduz5DCK2sxHlRtCLCaBQBaz1DaECYVrfZwwiQqFkrggsQSHqxdTciiV0RY0yvHfMGBHzX2fm7imirmgA8gYCXb+cynAUNf6o0HzvQHg6lvW7v1TSIKtweIjSldc4e48KStfTVUVzQTQfOHjxqfzSUOWPvT9i/1QY8iWizJZyCsxcXrXYLV6l3AqGDZ7gSVp2rCkODu+cv6KF0FbhvXP6Iw9jSSe3xsvle72hPV6J08fhUS5OPmbPrsRKhR3UNW2fHOIbLODiLrPkmO98lXOTdStvHPruOe//kk3t/9rvvhAMdf7rtRdp01S0miSz+NlzegJUIoT5CJi6KnGrGm54dzkezK+aeHPjv+vD8KFDo7HjvfiKx8src/IWpajUXeCZhFhZvGyhF/WrW8/0SOEJdg0uKk8X5T8YRBhuPPGhv8uZTKWThBhD3sMBet2Cf8QXOVa0JWfgUQgwZwKQKTV2Z+dbr2aaZtzFMURtOmsC5kAH83wjBnLB9iu/paFooVv2GTCx6YHVDuEIKt3H+wj/Ggo4fMPTls5kD+7paUi9FvZbxXHHizmxW85t22/l8YMfyGHfa+zrQ2xCLPF2ZSSo4PkPs2GtxGqSHgGQvAkyXEMJdLh2iutU1IKBcpjapyyU7Z/VacNReu7+pra1p5+HXgnx28RQYFmamK61d3Q1BEJRjsVjm7tVLs7OTkxupje+/hQDoI9vvLxEmex0Bzkc4v01Ny9iPmFbCIdxqQ28K3fs8zaW95ziiBT7frvrlB68F1cmTRNpt2KmfgwBjYloipxN3MHUTETJXcWkLN+ACZ05S8vurI7k7kZ60+jnvxtlLD9l71WVOU0peQ8Dwqh2fAhUIKA8gAJVA+FCVG+x1Wv+v2V5z02fsUSVyxTfVPasDc+cRRANjKlVjOEbQHIn4a2OG5qy9fhznTXHbzh8r8k+OvTv+17tx3ir3EIF7HSect9nPv2EM5tdWP3v5W12TV397YHPrielWcAnO7yC8pwfMI7g0pzsRXn1oxzFjr7mEAPdVXFCVh+xY6nNi/NTaiwTdVdQWxCsiE/ExLqxxFe6EfjdCjKfTC+vTG47/8czg4X8cqcbzHhg8LxZtbTkUwdpsm5tfqQLRSCQeQwgpwG0/Fu07wlnHAnvvL0XGGv8dQtiaa+AyotnNIwIiZ/v22PbzEkLw07iAjTZgX9t4T9X45ovF1uk4QkzgDP/aLiEn/pcJ+c1GPa8Y9bxr1OabzSNaehOinczavmeNwRzqbv0oHYt0l32fwYX8JEJkNxAw6keY8ChO6G0Dju/paGroSCXUXjeAME+TfZcmIupAtB11RyojWl59NqksohGqaeAIrsqChmb3sDxYjyICsQnAGGPSDY2HAdINDeC20Nt71vd/ODs5GQbcs8g2Po07fInjTAcaHDKFS82oWuUDalt9yseLLPWZNsjcNNg+VYFKaeEvwJWqSWEa1iea//60MZ6Gqc8iNN2CiwgbQ4TyOWTOV2IFUumL8ZupX+vrReb1HgKy2xA68xHAqCDapa6dHrppMqFeRPh12nlR1e4Ejr7GEFpsRnZk94BF3zzJViJnMpjSYmB+XMZQBYoBNAeB1xOr7p2CdBPOx1YPUIGA/qMAACAASURBVHW3cdwLqv6743+9xjhXr5u2XyMIL+1AAPKiff+CfcZIa7zy2l/svcHAfOqzv3d5x67JcrwFF+ZbtmPYjdCTmu1uIEJfeS6P0MInCP2qiTGP8N7PDOi+SJtuOLWjngSrJngMATnNTVDCbR1uIkx8JTCVTdm1147F9sQbg6b8NLHn/rbhSLRWHDCVEKL3cfaqVpzGu5Iqc4k/25cxgZnABUOAsxGesp+14/IOzCK5RjV37y5k8e9XTXUhm54pz7ePr6omKo9xdkb1y9UAD2XoEsIoKxCQrOLqjL1k37EVAY5HuIKRPtZvcbpQenZpYm5nIAT3ur32Iu7Q5gjOaby0tiH1w02tDeqyFA4hDbcJBLDD9k113dFdRDvOif6bdfcfQ8D+FE67zSHruoCLlirgUnIu1zSc+EQQBIcvn/hislQodCNMcwRZi/uIQD+FgE0jLmAEhK52Umvfvc3SAqHhyr/L5dkdo7bw53LNxzR9Fst8Kx+JrdKMdhp1iP0/jisfnkUEQAb14TYUU7+1ca1JRnxEsA/b78sIcDfYvycQENmCrFUCoTX1uHhEbQKl8HxEcLbta8iaJMsMzAXRq2Ao43JRF2z/IwQJzwTpxmj1vbzBaL6IO7gI0H1Aiwmqw78y/KcLaT//FFcZWANj9iN8eNb+/QXCE/PIzleFSTlX8eK7jx2cKwXe5tCY99hn3bBju43L2NZm+3QPV4XlvP3bs2uRt3PwB4MfvK9g/1NrX0dEWoD423YiUhZkAm8iPnt6cPUSLm/AILDFBNHPGwb3vscgpcAEF/zVszPVDVNFv3s+IFMN8KjgDrx8+5z3EHcjddruQYj0BBAwn6yYwBxBgEMDF1bj7HDfQtxmUrj4+RwCKmVkIe8gxNQYCSLFpmxHMd88P1hNLMaQBdYcDE8RjeY4QgjtCHOo5qhRN7sQZjiNc7N6ZPtmEAZcqAbBk8fzuczD+VwmEGLM2mseIppREbc1iwD9UWPubmzJ/KJ9jh4eLRcFp6Gu4VZFtJqwp8DnCOA+xrmwhX10tcrDEZznhLanuNI9qgXP4zTV47iIsNeNMazdtOX2vWtXdAs7hMx/p32OztVZakFXt7hHAWLxxMWe9RtyMxNjlbmpqfDB3RMc6IbdqrQNA40QfYKJ5YxJFCHiYyIlE+kwXqRzIRLf0my8TAmZ7zSiXWlU3jhOQYjhsunttddIUEbAROn05JnEm90gtLBAratbOGn9Q0R73I6jLT3E093LWWAtQbAina3c7BgvLMaL1ehkd2piti2xHtgQENzzGZsPogPrMIzgdijgSj81Y4pxz9/6EPwURBZwpZqa7JgGgbZvP/03D9J+/k1Eiz2Ho//37bN/iACsh6ta/S4iAEqIYEqMFhNz1YAAoeGNiEnoY8S224DwSB4B8RyuMnif/f8UQl8FRLHQJFVvAK/1/d6HV4DfHfzg/fpIzq+tvciDtP0IcF1HtjJTyEQcRIDQp3aLd9L+/xKiYV3BSbCVBnPPm09FI4NtRG+sjHn321dUS0C0WiZZKeGRQiZYk4SAAGMTAlDTwDzGb/Uetw6YYkwXYw4Br04EqFfgtqJJhCA8BHA3ICBxGFgXGP9urmEumm2cNfnMfDrwAnVNeoyApjL4TduPNoQoMggBdeJsbV/ad2jinTKummsuCILYrZkFhhYLeYToEgixTdr+T+J2Eh0IoK9a15x+0JaM6xZbQV8DA9T9RncNmulpGGFotfmGm7oItSBEfpxardcg2qdua8NaovpCN9r79MQ5gYC5Coa39YZUpiEz+ujBxkQqNZZubBopFfI+skbhaDUNYQ6bM9YmUqmPNu3aU1qxti/36NZAfzGf79rw0o7TC3OzGb9azSAacyYai91PZjITXqTtUWBW3PVi659Gky/PRNNvrYumXmuKpQ7ejCb3l6PJPa9Gk7vXRBM7H0fi/a970VWeMfERu0Z6dpCw43uKAzE94AXhiUVknbsRE9BUMFnqjR1oVzBaQ623xR1cwdRWnAbegADwmtCzOyIVP9P1LH99xWjuUets+ZVYJej1YLBhsfJ601zp9kJjtKkSuz1TjZ56BxMorWv4dyMiFLJY393Ae1byvVvxgGLGBI1ViDcbzE6Exie688OTOxcuvWZkTWOIaeUOotlfwLl3rUTo/HWExzVqcy2ixW5oi1c6Y1TzJ2daPUT4qBnhKQKwI/b6MdvXDCIINtl50N3UGlxFlTlczpYE8K0/+eTeX/60DtdepKbbiQDsHVyuzMbQ97N112eRSdluf/IIKBhcWsYUtiKEt5AsJC+tjXMJP4hWU9XemcZK/+Q4qxd24dGOEIBm0r+CLM57kdvdX3pzqVZceSDs36/Y919FiGUEd9CnvoR6APIwn14YnVg5mAy8QN3e1iJAdM2+94i9/jouifgUzon9GC4ln55Q97O0JHpgn9mxUKpqjStNI3iC2i1xuDbVq0C2NR5btGMJg1QJF7p7zfZHQyv32HnQkOJhnE3wjH3uNLId3EmtJhturyEMtxtXYFCd+z2E8SYRpvIQTWSAOhOAMaZz467dP2rt7H45uzCfHzhzSjO01betCEh0GmMqm3bvPdnS0fmN2cmJE9fPnNy3ekP/pZVr120CXo1Eo5/FE8lMMp1eH4lGh20fd5aK0Wc3r20YAi8czVfGlTbXFkU0vGv27wzOr3zOjjVu5zSN8MJT+wwV8po3owJsoOxPVcfyPZHu1AZkXYuIdqeJXzSAog/R4O8joC0aehDQsFC+3TlWKMTK/n4jGmLYjpkBiJf8pg335ssTXTkzJrVNdiOKwCt2TOoPrAdtM0AXplr1I7eH/MjtmPFX5KPVo4NQGoNEpD93p8u4QJsHuIKyF23/7yMC/wQisKfsfDxCaPEaLlPgyJ1spgSBAZPFHV779rl7kR0E9t4yssu7iDuLWI+j5Y8RGm5HhJRB+vpNZEf8tbcXadP9E+B3EEaaQ8BiNbqIrvJqD8LgKxCijCNbqKr9P41MYjtCFCBSsgVXZC8BJAITtPipYmP15dF7/qapLRiyuIQtVXxa4v9ue4c3l1I3q5UIcTxAtnUZ+7n2N8CV1+lFmO/uTPvTB/NtE+/Z/mjCkZsIM8VwIbgPcU7mGr64DbeVnUAkcYDbKoej+G4hTP0UODxTKB2fLVXMYrkyF/hBvAqtAUFD1Q8ivnUm94wZCYIg7Qes8INg7pXuls1Rz2vAObTvQsA57GkxiWwJNflMfVrDs7YfmlHrmp2LM3bOWuxcHGapIL9px7xciaFwG8O5Ommr2HccAahWKree3L87+2zo8XK13ADON7W2pTfveTkSiUa3AFRKpU8jsdgRY4zOebgaMdQlU793a81n2cWGXThzxSME/G7b/s0ioKGZ7sq4as+61fVw7mZNWNdHe63mlfbt380IjS946zPF5HfXvIHQazgq8zFSkeOM8YNdiWJ1JJWr3I2V/IZ40S/Gy9WWaDnoMUJrKkzBzT0Iv6mZIg5cL8YXnwytuRwtNMy/i6vaHLX9esv2MRxePo7QsNvZBMmL+6Zm89tnc6XxVLTcVK7ONVeCGELT6+09exEF6iWE9r9AaMaz161D+Hjazvvwx2PN+d+4/lIQ4KnLp5zJuLDmGK64q0amvYQoWPpZEdF453ACbxXCdxPAfz/4wfua+e1ra1+HTVe32KdxUUva1iEg801ksjRRs56qH0CITyXYbkRyhcNDNU7/i+KvX2og5o8hYZeLCMHcRcC+D58HQUthgLmUvnsVssgLCJPcsc/cghDeCMKQH9l+nAVILzaXopX42Xx6fjbfsKDj6UIIagAXJz+NaHDjSAmUbbi0gj7OmT+srb5qx7gClyt2IzDcmox3tCbjO+3zP0WY8hCufhfU5qD9ENHAG3CAV8CFv2p+gA5qcxyEdyQg6/AlLmJrFlm3MDDr6Xk449dd2/frCFP9JNAdpvYAyEcA8jkgRqLRhO/7Qfea3rORSLQ6Ovjw+buM5z1au3lrtatn9bTnec+DDaLxeBu19lo9lFTNtSZarVhIqrtXGZvIHqGVLQjg7Le/d9v+aWa1blxp9GbcTm6DvfcaQgsf4uyncQSQrgOv+w+zU0HVnzcRT4ESgsDPLJRLrdPFY+lcdT0wbkT46S4tnPGtjAgHD1njNG6X8yUCVBfs73yi1NDb/+BIZKZ1+PORNdePYoLHdnwRXKWIrP37PkJ33yAslE0hdaEjGb3Unij7xuwjCEYby/6lHbOFpvFkdPjt8ewrCPi32/5dtL81exoIf4Hwx0Og8m73XOP/ERtYvLWYqfz5k1Vtj/OpbYgJMoo7HPcQXqogSo0GScQR3m5B+E4DRZR+44gG/ft9v/fhApJH+K8GP3j/xWigde3r0HS16emwSnA9ANqIq4e2CiFOEE1MJ7EJlwR9Fie9tZ0GJvyuBb+8dzQZdGYzJKoJVOPMR09FBlvL3kBXKTKXbkXsO9+29y3iCljOIVtBDf3tRxgkg0jqHgRUVwA7AgKyDbMfZRtn04WGhVbcgcaEHcdqRJBMIsQR3uKr+8wmlrov3USEUxqXd1QTgqy377+HK6ZZr5mCA8AywmhahjwMjJqRat72U535w2YKEC31JZyQvo4QvRaD3GK/04xfL9vnhA/YxnC5WMP+vLB83bcvEXrIIYJ7FPCCIGg2xqTmpiaP37p4fl/3mt4vVm/YeDgSjTZ6nqcRV6fs/OkuRO2C6k+cxnkZdAHR7GKyOPqk6052MeWD14Dz6Q3nPJhCaDJvx6tgnrBzoUEMR+x7ntox+wjoVBDa+o69/w5CK88FS+yt7rPxXS27m+ZK11qmi/l40S97cq3m9XiIC4+FpTuIUVyY74LtryblzyGA04ooOQqge32vMjK47nwu2zCtbp7H7Due2rnTuneEvtdzme2IYjGDO9SdNEGQ+dXHcy25iBnpLlaziADSslsdtp9juEodGsRTwLluzi+WvdZ/cG1r/vRMSzXAJGUsQdtv9T05+b8Orq5WRH7qgXMrrn6eHkT7iOCctXMSxXk3qdfTzcEP3v9Dvob2IkH3HyNJkTtwNaL24U5ybyFS9VOcj62GA6pN1EeYbw0CWNdw0VYgIHEcAeROBNimgoifrfRP+gbT6k2mn3pTmX6EMM/a++LIgq9FiP4yAg4JXM7OMzgwPohof+Ft+DEEAAcnugfJNc0fprZEDNRWNqjPQQuSPGcTtZUMtB23vzcgjBS3YziBEHkLQlSXWZpPlq943w2Eid6gdpczhDBlYL8fw53Ca8LosLao9cI0PHYftQeHBUQ4NVIL3gGu6OEWBPDu2Dm4gSvXVMKd1hcQ4FuH2yUdv33pgr+yb113c1v7VpYXOupG14kIlwwi9CO43RFA9ulI+xdjo50JMBXbh73w3DNmCGHQBO4E/UucFhzB0gFO24riksNoKspDiPAbREBMa+sNAHsb2mK3Mi3xsY51mUQs7u0w8vzP7DMjdu6uI6DSjDvfeIbw0vMMewjNjOMO9CoITzUjPBemjZuIPdwEBH62YerLx30XG/1IZdT28zG2LA9Ce4cQ4bXbzs12xOtoC84jQ/1iu2NVP2+g9OuPZscishtYtH2ftL+32zl/imDFHLL+mlqzHVEK1l+Zy0T+5eCae9/rHYmuShYWe1Ll1Eg+Vvj+nfWJH092avi/nv102ncVcG6lmkyqgtDSI1wA0xjwW4MfvH+KF9y+Tk1XS61sQQAvXMvpM3ieCEZtZI0IODxBNLqw1qR2uSIuJ+qUfe5jrLkBAdUL9v6wi0jG/jxBFkIDNQi9R3/fQxboPCIEjuA0iHcA82TdjRk/Wr1LbRWCcDuOMJie3Ibfg+1zAzx3lUnaPmmM+W5EM9HgAx85JNBsYhFEIG1GNITL1AamqLfDCVys/n0EXG5SmwYy3D5GgFETajcjRFuldls+bt//TugztYVqm0HmMvyuB7gQZG0a5KHa8CKyTlvtu3U909QeqIVts8cRobQTYdiT1FZEPo4A031g99xMw+Cj+2t24TwQbiNCbh5hYM3bm0Hm7GOEcaM4X9CY/T6N0zxzuGKjelD53PxjDMPxdGSwd3tzJdMae8kYM45oe+2I8B+zz5qxfXoVAcBj1CanH6C2hlkBZ0fVvAOb7LydRAAojas3uAaXla3qm0r8Se/VynzLMw2TzNo5OG3nTQWp8uF9O2/qPqiCroTQsr8iW5r7ztPFPcYlxtEwaw3lfdfOcR5RUs7gqn3rIbu6hepOdA4oBwHezYVMy29e35wfyqd9BNyfITQ6F7pH/ZA1mKqKC2vfiND5Px384P0/4AW2rxN0tamvYhfOjvgDRFsYQhb3BjJhcQQ87iAM+iZC2PUVXL+0/0ftdSMIEalpoM3+bMX5nJ5CFrwDsbOp9pBGQMQgizeHEHQSOeDKIESdA9p8U731pP+GhmkOIcRXb/4AASV1E7uGCIblABqEIM/iaonB0oKDt3GJzq8jDKnx6RokEj5UGUWYviH02TzCJM0IoYdBTLfk9S283Q5w83kcWTPN7B/WPucQZqoPyKhP/am5hMOav5pD5u136i0RFlral8+RcUcRsIrjPE5AwOYaLoBEbgxg4PLGq9VqVMFSAVxDe9VGD2J71vwG63GaWjiE+AZuvg8ggkTDWF/1Iia7cmPDpdaeZCQWjxzGuTbp+UUEmfsJBCx2I2s6gsy3+lSvsJ8v4M4l9ti5GsUdCGt2PPUG2okIZl2fov2uJvlQLj1zYnDd+UQ1Wt6ErLv6ITcia62Z7NT752Ncvo4KQk/7EYVhz5bZwucbsqXVq/OVOdv3CQQcDa6uX8z+TtifnO3/U9utCG63O2Xf1QtMVAPW/OsnK5780/vrckU/4tl+Rew1+nfOvs9D6K0RMSWpm2kF6Bj84P0XlhD9RfrpvowM8rH9UReRAkLQ4SQnup0t42y4exAJNIUsroc7rMkgQPwYV6IbRJPWHAoVXIVVEEI09tpxnJ/kccSBu5faMtFHEObZZvuuAHMFt11tBuPNtY2nLfRoasmb9vpwXatuXFVTzehUsO9TP8x227cpBDR0S3/a9iNsC9Ukzwmc8NLIpb2I6eW6fVanfUcftS2BMK1mFwuXfrnNUh/dBTsXekjkIRqJ2uP67Ls+wx1WpBENZmvds+4iTB4WPMfsPKzGzVvUjlXdCbX14TTaJM5t75kdjz5XvQrURrwJma/r2JwOxkAyVRqfnW7WkONpOx7dfajGdxLR3ncidKSn+lGsP7n9fwDR+lO4tJTDQMl49Gx/s+teY0filYhU8BhB1rwJVy17I05RuILz512wY9Sgni04e3IZWcsoQiuDyAF1EzL36k2hHgRaX0yjxzRpz/MWLSfbYpXEg/nmsTIiHPvs83dQW+ZpDSJAv2HH+SYikNoQIE4C5ydjXr4vW44BXR50RYPnh37KowX7Wz1AVBvOIya9R7igjCzC4769P+YZ2Nm8GN/eu35+kg5vdC6fCVxkaNk+S80LmiFvE8688S+AfzT4wfuDvMD2IjXdPwL+4TJf3UcWW+1MOiENiGZW79IDrn7ZCC7UVKsE/BAhVj2o2mo/P2mfO4sQ6lOECNRtaggh5lGE0LchBKNb3c9tn5K4gAiDMNc40B3gj823TgazHc9Ua6o/vX9s+7wOARkQMAprimcRAmhFmH2R2lSSsFSrK+DK5ujprY8Dqnr75ie4EinaNNF22HPiOAJM/Xb8b9Y9Zznb6ShO416uvyPIvC7aMa5HgHgY53EBsh6aGWvQ3ncQ2XpOIOuwmqX2by0lo3bkAGFS7ec5hNHq80eoXRoQbffapc23A9+LIbSSRMDyJi7zVjgIZAyXY3gcAVhN+K1Z6sBpbaPA6ljSO7f1SEdDJOapAAnP1Y9xftrqCaHKRicuu1i/nbvbtq/qovUmQvPXbf/2IOCouyR916ydq704DV4jA8tVr3J3svPh7GTnwz1+pKrfh+3AHyM8pev3Izs3w3aceTsfSfuO47jKwtuBde+PzP/N6nylCQHxou2TekvE7P0aqXbAfj+K28GqB4q6oo4v0pg+nXxvfjG6qgAkF4vl5I/vPC0efzjei5ggF+2zNVfvXwP/ChFEtwY/eF/ztLzQ9iJdxurj1Z8iC7cRt3iaSxaEIGCpNlbFFWjcgABFAXEz0RPvjP2+bJ+zFVcr6zIyyUcQovqR/X8twtjNCNDmEUm6GmG0RZyPpY8QcTMuzv3HYLY2znaUF5qmRqrxcg9Lw2jX2v4PIAyhJ9YKzgZnAniCq5FW317GJaUBYRDNORw2F0yyNLgCROs6h2hoSVwWsvpcA0cRYhzAeUZou0wtcGmi67A9XFs4SU2P/TmJ0wwViMOgewensffZZ5xCNCyt4QW1wF9FNLUf2meHTU6aWOkA7gA13PYTChoxhsX2zul7k2MdvbhKs2X7Dh3jlwhtteNclrayVIsfRuY7j6vcOwuUygW/4fpn47PbXu+8EE9G9iE0qsEIbyE0MmT7/cA+axuiSe5ChP4wLmnMPKJpTgF/g6ub957t/xc4IZ1HAgKquCgw5T/NZ9C/0Dg+Nr7inm/fpSaXEVzmtXfs2DUvx0pE88/ba5UvbyA7IRXeX9h+n7nenKgWPdM0G/Pm9s4WF4wruKm25n24EkGnKMxH8CIF4hm9ZgEXtfl00TT1fZr8lbt+pCGwc9jXkIjd3b+mLXL84fgQrniBFjn4GPg/Bz94v4II9q+tvUhN979BthsJXJhiT91lykB62KEGfRBAiSDA/Kb9fg+1oPJXCBCHtQYPYdSLCJDFEIDShB4RnIaTR5g9rKUtIOCVRkBYbcWabEeTN6vW8ygg6KrEStfHVz2KVeKlsFuNZtQKg5C2c9QeKt2279VY/VcQgBzBlaGZRBhqA24rq20QsR2+x1e3G/a+63x1GRvVhsLJtgdxYcxnEa1rPcvvSvSQJh76TP1aTd21VxHtdhh30n8bAf5tLLUBg5gq9uI8OjpwCfJ9ZK7GEWF2CVeXbLzuec9svzR/8ES14u26fnmTAZOBwI9E/B9Vq5H3qBWE8wgY/OIyfQMRENcQAHuTWiFxEREeHZGYie14u6tojOlEAKvK0nI3J5G11rBh9f1WL58O+545aneOaxEQPozLc6L2+Y8Rmm7DRYjdQXYhOwFK8dzZO1s/P4Csw11kTdXdLEatsP4cd2Clu60jCN1r8qN5XNUKBcqNWNreMZ0rH5wutM3HvCctZX8zsoNQN7JGcjNw+d/6BNVZ2vrzTA+X6N2XpncHQGzS6zYn4r+YJZpO2fvagXShVH78oztPG44/GG+zn08jit/fDn7w/pmvWL8X3r7OgzTN9tOI00gP4U6A1V45aa9ToPYRaXkAF5uv12gKRc2PYJBtVBI5bJtBfCLDbQQBDQWFHyNEkEI0miYEDKYR8K7fDVy079D7TyDE2phPLfxofPWjcLWFenODtkd2HLoFW48w0AjCfL0IEN1GwKqj7v4srjz2dkRQTSIa13nEnFF/T/jdK+1761vYA+AjhJnUfzmFS9qtzUfmIwy89SaIQZyb03LtE0ST1wOZUyw1BYTbODJ3uxBaUsf9YVzio7TtUwwRNGsQIRdDxr0WAeB5hG6e7xbu3uw7USlH+jduezQcjfo7CvnExaFHK1fkcykdtwpLdWNb7nBwPyKcVLBpwMwKQkEosaT3tH9/2+VkQ9QgNLkaWf/LdhwrcL7pPs71SUssxewYmhF6BZfe0rffv4zLataCgG0OoXENq+3CZYkzlWjx8q2XPtlk51qLdFaQs48CogErHbXiQppV+88iuymt3dZi31VEhOE1nMdOLvB9f3JmLHV25Eb+e0FH0zuplakGL7YIvEw5f45zf95D4N+xY9N0rf75ff8yti75pGEosjn3OLnfx0R0zD7AtdHp1J+ee5gF/vinEXn2Ve1Fgu4/B3479NEssniTCCFoYMRyTbWZcAtHXUGtLewqLkv+EEKom+1zNiMaWxnRfEdx9rESAmrtCBPp6eY2XFy4ZgDDPmPIjmURkeK3sXH/AUFzOV687FW95Oiae4+DWPW7XzE+tSeeRrR3BcB6zfGrQDvcbtjfbTjtdxphjHrbsDYNza63576GK3G/SG3mrnpPA5BtfQsuTFOzPYW18HrnffWu0NP49xEQfYLsCH5S+R5tn+HyD6gQzSEmjzeR9QrTx11kbXtZGphRIyQK+fjZRLK01pjnpeWjQcDC3ZvrJvK5pObuVXqYQQSe7gg+s+Nfj9BZOwIU1+znRZxwpK0ndbZ3R9MuY0wSJ/DGEIA8b/s6g/DJhB2jj0sVqdt5PRxSH3f9u4Lz3FjOLbD+rKAEXM6lZqcebDr5LXt/AeeTnEdA9T7uMC+OaN5NiHatGvduhP92IEKkjDOJlO31nh8EpR9c/7Q4NDPqYVOIvuQ1Bf+geZO3M95c7Yimmhi5NsujL3M400CxRCL48K1zEaJRgxcLcO6jxvapC/ij7x7s/qnkV/hJ7UXadCcQgs4gErwbsevq4vfjkk2fRRZrt72+t/5hyHYwDLpq4PexJ8PIohYRwjiPiwoCkaxNuLSCqxFg0gJ7SqzquziOC6dUf9kstcBzH7ftW28wxEvJwzPto58FsWoLLuVgOEhhAAeGh+w1WYRgtOzMPK4kyU9qWj9qBwJa2trsO44j862JZC7i/EVfRcIfE8jahLXTmvBb23yWthgiHFVoaKjpFWS+nuFi3pvt2BoQDe4uLgCiFdGMNttrF1lqirqPrEkWAbnbCOC/jfNaCdu420L3bkK2t+fsuH1EAx9D6OVDhBdWJFMlXZsViFDcZwyNm7Y9ipdL0csL85ni6JPuPdVqRA8/A/vcABHWUZyP8ik7jkH7no3Iun4MJOcni2o60CKTVWQt9KCoYudvxF7TitBnO0K77XaOfTvfCpAa0aUCu4LYU/tC67Bgn3fKfn8UiAcE/UN9l3SXNIGruHLHjqnbu57RYgAAGBtJREFU/p3B+bpmceY7rTA8gAto0mtz9vs3bX/aFgqLE/OFhRY7d3eBiRv+fP53Zi54rSbm/Y/tr1R29+yExpUxbn1UpTxvgOTTjqNF4in1ldZzCmPncxr4R9892K28/zPVXiTodrD0pFsTCM/gnMbbEBBchZgEmnF+sQFCGPep9Sm8ggDHJwjBdCLgchYh0j0ICGlQgHotaEYjNcarLfcyrmpEN0KclxCNrRcB+wWEybWV7bUKqIPA41xmPj7fOnkUN7dFBPzW2Ws07DBs8ywgDKSmBXC5eL+qTeNqZIGbW23qkhXDVSxot589s9fsQADCxxHtU5YeDC3XtP6aurXN4yLllGl1S15FDnD2hb7TRCZzyPy/hTth7kVMSs22L18iuyODMO19BFAWcWYqnc8vkd3CDmTeDbKuWfv9bWQt9EBUm4aEaqFPcJnc1htDTzxROdjeOXcxniifeHBnrZqR2uxzijhTwyhCm2qqWonQ6XGcmSaoFP3x++dnsv37WvuNZ+7jEtvfxOXmeIwIo6e45DhS60/AWKMrF3Bh0ytx5bE0014H7pBaA1vuI6YxPVhdO7zm2qNyPK+7kFcRnorZ/p+1z1EfWnXlVPpRWuhFaF1D/jUJfr/t38kgCIL7448nPrp9/F1kx3TcPitp52h6JiiX/ofpgcofNm+ObBy/XaK8mLDXzI2nNuv5QIBLcPME+K+/e7B7OQXhZ6Z9HQlvQCbmAUIY6uu43NZ3H2JGOErtoctmnldjJYUQzWoEeLKIxncP5xQ/gDB6GgEYzRjWjoDzXWoDAXxkm1VBmPYmwtTXcDlrexCwTyIa12p73xQ2kU/1/2nv3GKrvLI7/vuOj4/vNjbmjsEQLiEBkgmBXADnMqFpplWrTl8r8TCV8tDXRvNUtW99HlWR+pJKo6rqS28jdRIl0yYBbAgXE4iTGINjiLGNwQZfsPGxfc75+rD28trfdz4zHWnsltH3lyzb53yXfVl77bXXXuu/M4WWsU23Zggi7Vrl6jOAWcl5LJU049rCX8qDceomWf157IQNRTF2jQ5Gha4w/CVlJTJBrXXvu+nuiS/xZ4jG7JYQhaKDrIBluCWhEyOwBlFsGpqn2Uj3kPZ91l33svd9FlEKG5C+H0HkqApRMNcxd8kxVw+NSumm3C2ShDbM1XAOiz89jsjtOVfPVxsaH1WsaZm+PPmg8QVEru8Q7YuDyAbTQ2y/4Hss1b0Xkc38zP2Fxv6LE1d2HWneFgTBDXfNfcSCzyDyuxeZzK64Ok0hspFzbaPc1R8jCjaPKD09sQEsOsjHbSwComa64W7fZMvQ72Enaswiq4F3MKKae+67G4hi70XS/XXTrMK1Y9aVPYcZGbewlOM9s4uPvkQMLVWcGrL1CCgFYZh5+07/4obvejR+t9Fdu1hazGsShq4IpoCf/X9XuLCySnccEZLtiHXxHGYV3kas3eaE++KhRCAKZT0iWLeQQaUW09OI8sohSzf1u9W7d1QiCvO8+1/TIS8gCkePuelE2uN1zOrbgJGij2Kpjk9jhMh9wDchYfVoW/8QAQG2DPSx6P2t3BIgyiOHRBTcRiy5alfGZlfOLFGFdoHyVURc2JKErwtTuErIo4q5zdVlkuhpDriy+XSK52P/L9EvxjCGuCp+FPtcE1Xw3r8eCzW6gnEHLGLE3SFmBWqI0UavrLexgxh1g/MdzEJL4rjQ980gcrfg6taJJWn0IwbBV+79B7bvHN78cKp2qq6ldnjjrnpmHiycudM/cygsLrm9Mojy0zrMY66vDDBHQM3uI82Zuubcq0EQqE9UE3HOuHc3IROProSa3U87RkKj1vnbiHJV94I/vva45953dcghSrkeoBQUO29vv6KZlM1IlqimN19xz1eiqqOIktX3nEPG9jCijJswt54yggVAxaOFuW+6B79u6Bnpay2FpXcAPa+wAXOXBUAmDILiubra0jOP5ioOSf9oqnJ1azhWcaeQz4fZ6n8EzvzJyxtWZnNqBbCSSncdtnyPD9gaRIDfQBTMKBbrqWmvvYiQVRE9TWASGZyfIEK0DZnhd2PnL1Uiy8sR9/sqtrz52t2zgAzSHe79GurlbxgFRDeBShhHqVp5ewHmamY+L+QW1GUxjczgL2AW9ThR8pcJxLd2GBkABxCrI75xphaqbhrlSFZw8RjheHTCVe9ZV11Z/GsuY9wJ88hAUmvZnzAWMV+zEhKFlKcNl5BBogxhysJ1Fzv+qJLyGN9RxGp5A2lDP5X4E2SQh+63xhRr1tVNd/1/Iht0qthfcveo/1KzJc+7dvBDBjsxi7mAGAGTWCQAwNUg4P6O3SOP6rYdfiZTEeysW5NjXXvd2bAUtoYlHhUWShXXOscbwpBpjEtkvyujxP+GNI30zYzveWXtgGvnHYjl/Lp7jyrIWsqt6VNeudU3/Sxi+SvBlBIZFbCTkRe9NrVolZCGTDH7dami0Iv01UtIPz9A+rYFGRfn3X0bsLjyZkTmR13ZP3PPHXRl+8MwDD+8dncg92lfV2Mok2EW0QENrm0rECPoAjLui0DmTH0d9YVCcWJiqpJMEL5VCiuB2afu/qK4dfzTi1V/NXSaJwwrqXTjMZn+5zswx/sdxBK9iSjBWaThn8MiHHZjB889RBTr24gwKIt8K9Lp+xDL+hKW2LAe23DYjwjLAjL7P3TPVn7ZF0m2wvPumbqzrzvHLGbn58e23NLAdg24P+7ec8m908920YydvZgv8irlMa8+dmGpnEkJFGrZqnLOYsTw44hyO4v5Mn2FO0jUCqzCJkrlQ1Dr/xzRQetb3ENIO7YhilaVxCzSxo2uLH6m24D7fth9dwTzjc67+ih5ygZkcP8BopAuI4pnGMtWBOm7uPwF2IRWxMh/4tc1IcvjClf+dlcvkH674O7J1TcVKoKKYGlVlskEeTLBnCvTV2HIwdqmyhulYjhS3ZCtm5tevD8/WwQ7xbhmdnKxaepevqJpffWge58y572MyLffvjfdz2HXRhqGp3wKHyMKej22EXsWcU2oO6/He94exIp9fjGXz5cqFjvc/Z3YxNqCGA8fIUpRo1Tifv9fuvJ3IuNb+UUehmF4sWekb835W1dqQ2MWVELyl93/ejJLBWZhh0DmozVNCx+taeLHU9MNI/n5wtlSMcxXZtlUVbnlb3nysJJKN+5jVBwhGhqlu9Q73I/O4KPYAYuajXUNmc31nlZEqbzovjuEdFwlIrwb3X060K9iAfiHgX9BBPZPkY2eIcQK05NM92PcEQdJsDBLQXFupP36GEGobXnTK18LMrBDV071NW8nuinX7+oeD2fycR/zfyZBY5+PYm4ctWRuIW30GjII/bPExt3v5eJoK5C2u+3K6VuF8Xu2Ykf7PPA+r3P3PXDlzGNKfyeSjvlHWOiVosrV5YF7hkagnEbaUa3nHqKTSBZZeje4vzdhqeYamtSBhfuB+VmVVGgRs4xBFGAVMnmtB5qo36Pcz7gyvYkopYEgYCxXUzG6eU/9QP3a3CZgw60rU0Pzs8XjwFdBhvnWbbW3w2K4ODu5OFZVly1V12U/wyzHS0SzMx+4nzexsaWT1Xp332HXDvXumtvIRPMhxjx2AONi1vvGS5liwUv5PUY0XFH9rhuxCbEL401oxCYBZbGrBfqKpVJt7+iN6dP9F15H5LPbleWOayuNdJnEQsKUylJJaiqBff/W1DhGEzXufVuBylTpRvE4H8vjlMtryKz6DtJx/Ziy24J02APEQtIlCUiHX0cGcRO28bAVO9FhG9Lp2zC/a+je8cNYuYYQYf0R5cQvS5huHusmCH1lnKS8xl25/Q2qi4iCr0f8dcrpm4QSMoBOIBZaFmNfe4QdEvlWwn3+BNdH1H2hp7vu4tejDbGI/RXA43LVk84x8zPhtP4honDV+pnHjmtXt8YcMlmrL1MxhUzOxxELPI/tgMdPqahB6tqHWH0ZZLDrkUkQ3XCrRNpKI15uIjJS4977C8IludBIDly5BysqM+Gzr6/zldTE9uea6lu31Xxf01j5dCYT9GYqgv0Yx8SniHysQ+TlS2wiuYYoe3VvdCEK9xFRCs9WbKNU66UrhClMUWa85zcC96rz9W0RzjgZezpxvYb0vQ/1Cetm4W3E2m107TZSCsNNZwe6B68O9z6FjNl9GMtXjih/srqMdLJWBdyIjNdx1/7/jvT5XeDveALxf+Fe0JTCb7FUxTjF4Q9wFGsYA9dF7Dj0LOUW3wB2Yug9pAN1k0aXzqrMQRRqJaKoLruyPI90tiqqo0R5Sssw3TwejzqoInoUDojAxnfQVWgVw1i85yGifdPl3X/cu34Xptx8y1LRRFSh3sX8yqeQ9lyOSzcJ/ubaINGTBOKI+5jnkcE1hiiWwxjpNciA8hMVrrhrLmFLY39zUHfY/SW2KqAu96xWojSbusw+gxHYz2HHvvuYxMjBjyOycwqb6P+Yhz3TYfD8F0GuWdNyRxGlvA2xIocwy//bTCbY2rC2ShX1s5j77BssBKyIyNwJ1z6DyGQyjhGod7j2SdoYbHTfTRE91moSWSlpiq6PLbfaL11BVhKtyBgbi93/jauPnkihFJsNiLGjVKwFHO9E9/c9E1eHezUWWyeKnUj/j2CENbh6a1y3sq1lEB9xxpXrL4F/6DnZs+TaexKxkkq3hAw0MKulgMVkKtQvF/dTKuPQIuJjVWuyhHRgJyLgfsrhm1g21rfYEdW6DHoHsWqziHWRQxSsDuqPkNnYtziHEEuhjPs2JDxbP9VSfLhmfJhgyaWwBxHaScwCVfrJQSTyoRejsVP42WGjyMRxkGRmL9yz/Q2u+Mqi09XLt943IZEGE9jkM4sooc0sv7sPoiB8Pt9+jJsibtVOxq7FvfcE4nc8ijFy6WShxNIfIv2WRdppAZEZbf/r2E6+RiXg6vSFe8Y8Igu6ebYT6QMlUd+ITIyahv4ZIld6ftiEK8MGbM9AE0pAT2Gu3nyFbG0RS/KYJOp++Q6j2CwRXTE1umvjHBwhYjkrEf029zNLdGNxE2KBH8H6eNC110uu3MrEBSIvHYiMR6JJxltvnp5pHOtIMJM+xtKNn8OMjy8QY6gekVXlmGjz3vtma0PLr3IVld8vFBd7sX2cWURpaz81uutnkb4YQsauEpX/M6Lwv+452bOcy/KJwkoq3SzRI16qvc99HPT+voZslMwiA2ME28lVZLCTe31FqLuY+s4TGB9uFaJccfeMYMvUlzAe1ySymGcRJa/LHd1pnQ8IXmgZ31zdONk6Orr1u8+LlYsvIBbzDmQgNyCz+kHEEjiNxVmuhdiCToRPuVxzCC9EPVHicEWde94PKD9Icsa1ka9w1frfjbTxbWSQ1GHW8xVkktDzuHxcQwbYU8hkd9i99wHSthoiF7j6nYjdexRLq65DJtuMe18RUbCvIX0/hvWPRosofAL7T5D23Yjl9Wv9tSyvuudvRJTvlGsDTQUfxULYfohNjCpHOxH5CDGejhK1u/4jqG1ribWTbthuxFKtdbJK2mXXzEMfva7u29x7t2EbyL5yvoEYIupOmMb6TsuyxKfgypNFNqA1U7G6FBT7pxvv5ggYwsiC9iETTi0mG6fdM7Td3kD6v4Bt7rYj1vS/Aj/ZsXbrQPefXV4yDA78/ECda9vD7v0NGN3iAvBPPSd7/juhnX6nsJJKd7lTEZJ8vZ8hM/Eh7IiU08jMmMTPUECEtQLbkDqOCINmCN1HOlMHjwphfULZNAzrKjLo42FbauGcRwZ8xCrPFnIbGyZbb06uu9OLCe4WolbPoivXLxFLI0AshnlX3yNY0kOH+30CUTKH3H1K7A5iCe1zddR0U0U35f7hXu+zAsnZbjOuHe656/e46y4RtY7+C/MftyAD1N/NvuTqtt29Sze0fKvdt95vIApKT2TQ0DM9AeEZRBFrEoRCyYJAlPldjHHLV9Ta3xOYy+kaIgtHkGiYDsR6u4vIlG8wHESs+oeIPF4mW59FlFwHxhWyiPSbnviwjqh8nsGW1Bvd99oPRSypQBWdJuz8CguZHEMs6GPeNd2uLHEX1mvYUVhgctwB9IeED6Yb787NNtxXuVhAFGelK6uuxgqIQbAX6VMlmhpE5DiPTIA/frf9vSQ3FwA9J3tmXVm7gb8/8PMDu4GfIm6Nn/Wc7Jle7t7fJaw090In5ofTrJP52HVZzBoEEfzDiGB8hgi0WoMZ9/c4InSa5aI7u3pCQoAIob7rITJoNKUXRFFl3f+7kIGpmy/nEUHai22EfEmCwgXI18z05mtnFgjZTEAL5RNFFyLw/u4+RI/TOYUo1Q6iE8/zuFRUV6fPXf18pZojyvof52yYI6oUk8hwlMMBZIJaj8Xhxo/taY/9Px77Xy3RUUQxrsP6Xk9C8JX+HUwJX8WOCtd05VNIfx9FrP5ujORaEzma3I/SaPoREop6RDkEyIR2HnGTvO6+V6vzIbJ0X4u0Wy8yESu3hK4sHiCTy5sIzehbrm16sFObJ1xd6pD29BXjR+7z84j8J23YFt13uuN/g/L234fIyBI/MNZ3L7r26Yrds4sgHBxu+6rVXXsGkZMQ6Zt1WEJHlftco3s2u896kDZ9/t329/oSyv5Y9JzsuQH8+W9635OOlU6O8Hf1xxEBHMdiZsH4FdQKeuTd8wq2nPexgFhFRzHC6zFEsW5AlKWQH8vgWeOum8M2N9SaTToLTBXSACLIGlebaL0XKhdm8nUPl4s8ABPa5TYXQZToADI4XiS6U63+Z5C289u1RDTdt4/yM9q6vXt84mofGrfqI4Md2a2IM58ViR4sqVC/tn53kajLQcmA9GgivWcvFgYIxoGhba8bjYvYib8diGx9jSUitGNKtx+ZnNuQ5XUnNjGrHH6PHZOjyn4noqR1QnsF6Q/d6MkistiHxA6Pu+8OYJa5Mty1YUq9B5GJDKJoVdlucvXTDbt51zaqSJWwadbVNY8o5IuuXnlX9gksLE7R7v1NSFi4vvf0t6WKovqWNT5djQK/n4uuDHuwkMOvEPfDW++2vxd3kaR4DFaLewFEUHZjPq84biV8Vk0yzWMOO75a4zeVoPxpRAhrMaHzIxBmMTdDBjuNIQlqFZeIBpUvoZgpTN9fPxRPW47jRaLUicuhFbMMFUeRJe8dZFC8EbvnHNFNuPjOrs9PO4+0V9xa/4LkcLVTsc8LlFtZesZWHJeJTg6+1XkLUUy1GAkKWGC+cuV2Iv2m8ahbMHY5pQoFsXaHEQV0D5GBQWSyHcI2W1XB6u8sFhu8iE1eGzFr+xAyQejy2slU0Ee5XF7HZFvJybUNS9671Me7F2nTCVevC8gEq9eXKB+jGv2h4Yf3sD6qRhR/G+Whi5oK/1IpKN78dv/HbWEm/H3XbheRflCFe8OV6xwWIqfvaEDGzi7gYKpwf3MkZTb9tuD7bguY9bAcIYUKZNKm0HLQRIgjyAA/hlg/hzE6vdtElYIe7XMIWc7H2bmSkKF8wwOAfM3sQBBmxpK+i+EYltmUhAXEHxj3tYbIxLCA1KuA+OmGkMG6032m9H37EcukgAwopQwEWbq3x56trFz+yiNElIIONGWR6qI8fG6B6ERSJEqGrlDKxWuuDLXed7rZMu7qn0MmmmOY+2ctshz3U193YzG3yiOhscPT7l3NyOonR7nbpQNRikX3PMWQ+/+oK/cW9wwjwg6CpMlTowYUPtWkEvgrQtcOTyFyqn549b/OYAq3iFiWZ119Rr3nrENWSIr9iOVdhmKmwGzt/VOD2y9Ph5mlZJ4t7r3fuf/PIe3agVj2OxElfgNpUzUw/ubd9veGk96T4vFYSUv3p8Bfu791aR1gg1qVcpDwE1fMmtGlf/vf6z26g+pTvvkDI2kDT5+lMYF6jSqZEGmjIPaZ3leqm20qzczdJ18349+XNLH4z/afBcDRn/zF45JJfqvo+uD9IOmdXR+8H/ifdX3wfgYI9TP9Xu/H2jfef367xvtakfE+y3i/QSZSv1/1+grvc/+9Ge+nFPtO/y7x62VD319a5nt9VpEgo/KiEx5YJlVczuOyE+9rvaYSUbBah0zsecT+TpIZ/91+fcPB9u6KmYbx5coUr+vjygnlcdgp/pdYsZMjUqRIkSJFOVbSvZAiRYoUKWJIlW6KFClSrCJSpZsiRYoUq4hU6aZIkSLFKiJVuilSpEixikiVbooUKVKsIlKlmyJFihSriFTppkiRIsUqIlW6KVKkSLGKSJVuihQpUqwiUqWbIkWKFKuIVOmmSJEixSrifwCtJ16VUPzoRAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# makes all human made partitions\n",
    "\n",
    "for n in graph.nodes():\n",
    "    graph.nodes[n]['538CPCT__1'] = int(graph.nodes[n]['538CPCT__1'])\n",
    "    graph.nodes[n]['538DEM_PL'] = int(graph.nodes[n]['538DEM_PL'])\n",
    "    graph.nodes[n]['538GOP_PL'] = int(graph.nodes[n]['538GOP_PL'])\n",
    "    graph.nodes[n]['8THGRADE_1'] = int(graph.nodes[n]['8THGRADE_1'])\n",
    "    \n",
    "partition_2011 = Partition(graph, \"2011_PLA_1\", updaters1)\n",
    "partition_GOV = Partition(graph, \"GOV\", updaters1)\n",
    "partition_TS = Partition(graph, \"TS\", updaters1)\n",
    "partition_REMEDIAL = Partition(graph, \"REMEDIAL_P\", updaters1)\n",
    "partition_CPCT = Partition(graph, \"538CPCT__1\", updaters1)\n",
    "partition_DEM = Partition(graph, \"538DEM_PL\", updaters1)\n",
    "partition_GOP = Partition(graph, \"538GOP_PL\", updaters1)\n",
    "partition_8th = Partition(graph, \"8THGRADE_1\", updaters1)\n",
    "\n",
    "partitions = [partition_2011, partition_GOV, partition_TS,\n",
    "                  partition_REMEDIAL, partition_CPCT, partition_DEM,\n",
    "                  partition_GOP, partition_8th]\n",
    "\n",
    "labels = [\"2011\",\"GOV\",\"Proposed_Republican\",\"Remdial\",\"CPCT\",\"DEM\",\"GOP\",\"8TH\"]\n",
    "\n",
    "for i in range(8):\n",
    "    part = partitions[i]\n",
    "    label = labels[i]\n",
    "    df[\"min_plot\"] = df[\"GEOID10\"].map(dict(part.assignment))\n",
    "    df.plot(column=\"min_plot\", cmap=\"tab20\")\n",
    "    plt.axis('off')\n",
    "    plt.savefig(newdir + label+\"_map.png\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'001': 'Adams', '003': 'Allegheny', '005': 'Armstrong', '007': 'Beaver', '009': 'Bedford', '011': 'Berks', '013': 'Blair', '015': 'Bradford', '017': 'Bucks', '019': 'Butler', '021': 'Cambrida', '023': 'Cameron', '025': 'Carbon', '027': 'Centre', '029': 'Chester', '031': 'Clarion', '033': 'Clearfield', '035': 'Clinton', '037': 'Columbia', '039': 'Crawford', '041': 'Cumberland', '043': 'Dauphin', '045': 'Delaware', '047': 'Elk', '049': 'Erie', '051': 'Fayette', '053': 'Forest', '055': 'Franklin', '057': 'Fulton', '059': 'Greene', '061': 'Huntingdon', '063': 'Indiana', '065': 'Jefferson', '067': 'Juniata', '069': 'Lackawanna', '071': 'Lancaster', '073': 'Lawrence', '075': 'Lebanon', '077': 'Lehigh', '079': 'Luzerne', '081': 'Lycoming', '083': 'McKean', '085': 'Mercer', '087': 'Mifflin', '089': 'Monroe', '091': 'Montgomery', '093': 'Montour', '095': 'Northampton', '097': 'Northumberland', '099': 'Perry', '101': 'Philadelphia', '103': 'Pike', '105': 'Potter', '107': 'Schuylkill', '109': 'Snyder', '111': 'Somerset', '113': 'Sullivan', '115': 'Susquehanna', '117': 'Tioga', '119': 'Union', '121': 'Venango', '123': 'Warren', '125': 'Washington', '127': 'Wayne', '129': 'Westmoreland', '131': 'Wyoming', '133': 'York'}\n"
     ]
    }
   ],
   "source": [
    "# maps each county FIPS code to their county name\n",
    "\n",
    "county_labels={'001':'Adams', '003':'Allegheny' , '005':'Armstrong' , '007':'Beaver' , '009':'Bedford' , \n",
    "                  '011':'Berks' , '013':'Blair' , '015':'Bradford' , '017':'Bucks' , '019':'Butler' , \n",
    "                  '021':'Cambrida' , '023':'Cameron' , '025':'Carbon' , '027':'Centre' , '029':'Chester' ,\n",
    "                  '031':'Clarion' , '033':'Clearfield' , '035':'Clinton' , '037':'Columbia' , '039':'Crawford' , \n",
    "                  '041':'Cumberland' , '043':'Dauphin' , '045':'Delaware' , '047':'Elk' , '049':'Erie' , '051':'Fayette' , \n",
    "                  '053':'Forest' , '055':'Franklin' , '057':'Fulton' , '059':'Greene' , '061':'Huntingdon' , \n",
    "                  '063':'Indiana' , '065':'Jefferson' , '067':'Juniata' , '069':'Lackawanna' , '071':'Lancaster' ,\n",
    "                  '073':'Lawrence' , '075':'Lebanon' , '077':'Lehigh' , '079':'Luzerne' , '081':'Lycoming' , \n",
    "                  '083':'McKean' , '085':'Mercer' , '087':'Mifflin' , '089':'Monroe' , '091':'Montgomery' ,\n",
    "                  '093':'Montour' , '095':'Northampton' , '097':'Northumberland' , '099':'Perry' , '101':'Philadelphia' ,\n",
    "                  '103':'Pike' , '105':'Potter' , '107':'Schuylkill' , '109':'Snyder' , '111':'Somerset' ,\n",
    "                  '113':'Sullivan' , '115':'Susquehanna' , '117':'Tioga' , '119':'Union' , '121':'Venango' ,\n",
    "                  '123':'Warren' , '125':'Washington' , '127':'Wayne' , '129':'Westmoreland' , '131':'Wyoming' , \n",
    "                  '133':'York'\n",
    "               }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(graph.nodes())\n",
    "starting_partition = GeographicPartition(\n",
    "    graph,\n",
    "    assignment=\"GOV\",\n",
    "    updaters=updaters1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def county_splits_dict(partition):\n",
    "    ''' returns a dictionary with keys as district numbers and values Counter() dictionaries\n",
    "        these counter dictionaries have pairs COUNTY_ID : NUM which counts the number of VTDS\n",
    "        in the county in the district\n",
    "        \n",
    "    '''\n",
    "    \n",
    "    county_splits = {k:[] for k in counties}\n",
    "    county_splits = {  k:[countydict[v] for v in d] for k,d in partition.assignment.parts.items()   }\n",
    "    county_splits = {k: Counter(v) for k,v in county_splits.items()}\n",
    "    return county_splits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14\n"
     ]
    }
   ],
   "source": [
    "# calculats number of splits\n",
    "\n",
    "def num_of_split_counties(partition):\n",
    "    count_splits_dict = county_splits_dict(partition)\n",
    "    count = 0\n",
    "    \n",
    "    for county in counties:\n",
    "        current = 0\n",
    "        add_sum = 0\n",
    "        for i in range(len(count_splits_dict)):\n",
    "            if county in count_splits_dict[i+1] and current == 0:\n",
    "                current = 1\n",
    "            elif county in count_splits_dict[i+1] and current == 1:\n",
    "                add_sum = 1\n",
    "        count += add_sum\n",
    "    return count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#maps county to all districts that touch it\n",
    "\n",
    "def district_splits_dict(county_splits):\n",
    "    district_splits = {k:[] for k in counties}\n",
    "    \n",
    "    for county in counties:\n",
    "        districts = {}\n",
    "        for district in county_splits.keys():\n",
    "            if county in county_splits[district].keys():\n",
    "                district_splits[county].append(district)\n",
    "    return district_splits            \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculates population of each county\n",
    "\n",
    "def pops_per_county(county_splits,rev):\n",
    "    pops = {}\n",
    "    \n",
    "    for county in rev.keys():\n",
    "        pop = 0\n",
    "        for vtd in rev[county]:\n",
    "            pop += graph.nodes[vtd][\"TOT_POP\"]\n",
    "        pops[county] = pop\n",
    "    return pops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculates the population of each district.\n",
    "\n",
    "def pops_per_district(partition):\n",
    "    dictionary = dict(partition.assignment)\n",
    "    pops = {}\n",
    "    \n",
    "    for i in range(num_districts):\n",
    "        for vtd in dictionary.keys():\n",
    "            if i+1 in pops and dictionary[vtd] == i + 1:\n",
    "                pops[i+1] += graph.nodes[vtd][\"TOT_POP\"]\n",
    "            elif dictionary[vtd] == i+1:\n",
    "                pops[i+1] = graph.nodes[vtd][\"TOT_POP\"]\n",
    "    return pops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def VTDs_to_Counties(partition):\n",
    "    '''\n",
    "    Consumes a partition which is converted into a dictionary with keys as districts\n",
    "    and values as a list of VTDs that are in that district.\n",
    "    Returns a dictionary with keys as districts and values\n",
    "    as dictionaries of county-population key-value pairs. This represents the population\n",
    "    of each county that is in each district.\n",
    "    '''\n",
    "    district_dict = dict(partition.parts)\n",
    "    new_district_dict = dict(partition.parts)\n",
    "    for district in district_dict.keys():\n",
    "        vtds = district_dict[district]\n",
    "        county_pop = {k:0 for k in counties}\n",
    "        for vtd in vtds:\n",
    "            county_pop[countydict[vtd]] += graph.nodes[vtd][pop_col]\n",
    "        new_district_dict[district] = county_pop\n",
    "    return new_district_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# caculates the number of pieces in a partition\n",
    "\n",
    "def num_of_pieces(partition):\n",
    "    county_pieces = dict_counties_to_splits(partition)\n",
    "    num = 0\n",
    "    for county in county_pieces.keys():\n",
    "        num += county_pieces[county]\n",
    "    return num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# maps the counties to how many pieces they're divided into \n",
    "\n",
    "def dict_counties_to_splits(partition):\n",
    "    county_dict = county_splits_dict(partition)\n",
    "    new_dict = {x:0 for x in counties}\n",
    "    for county in counties:\n",
    "        for district in county_dict.keys():\n",
    "            counter = county_dict[district]\n",
    "            if county in counter.keys():\n",
    "                new_dict[county] += 1\n",
    "    return new_dict\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "###################################################\n",
    "\n",
    "# returns a dictionary that maps a county to a list of VTDs that are in the counth\n",
    "\n",
    "def reverse_countydict():\n",
    "    rev = {k:[] for k in counties}\n",
    "    for county in counties:\n",
    "        for vtd in countydict.keys():\n",
    "            if countydict[vtd] == county:\n",
    "                rev[county].append(vtd)\n",
    "    return rev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "####################################################\n",
    "\n",
    "# calculates the population of a given county\n",
    "\n",
    "def county_pop(rev, county_j):\n",
    "    pop = 0\n",
    "    for vtd in rev[county_j]:\n",
    "        pop += graph.nodes[vtd][\"TOT_POP\"]\n",
    "    return pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "###################################################\n",
    "\n",
    "# calculates population of given district\n",
    "\n",
    "def district_pop(part, district_i):\n",
    "    pop = 0\n",
    "    for vtd in dict(part.parts)[district_i]:\n",
    "        pop += graph.nodes[vtd][\"TOT_POP\"]\n",
    "    return pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#############################################\n",
    "\n",
    "#calculates population of intersection of given district and county\n",
    "\n",
    "def intersection_pop(part, county_vtds, county_j, district_i):\n",
    "    intersection = [vtd for vtd in county_vtds[county_j] if vtd in dict(part.parts)[district_i]]\n",
    "    \n",
    "    pop = 0\n",
    "    for vtd in intersection:\n",
    "        pop += graph.nodes[vtd][\"TOT_POP\"]\n",
    "    return pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "###########################################\n",
    "\n",
    "# calculates Shannon entropy\n",
    "# rev is dictionary mapping county to list of VTDs in county\n",
    "\n",
    "def relative_entropy(partition, rev=reverse_countydict() ): \n",
    "    entropy = 0\n",
    "    for county_j in counties:\n",
    "        inner_sum = 0\n",
    "        cpop = county_pop(rev,county_j)\n",
    "        q = cpop / totpop\n",
    "        for district_i in range(num_districts):\n",
    "            p = intersection_pop(partition,rev,county_j,district_i+1) / cpop \n",
    "            if p != 0:\n",
    "                inner_sum += p * math.log(1/p,2)\n",
    "        entropy += q * inner_sum\n",
    "    return entropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#county_vtds = county_splits_dict(starting_partition)\n",
    "#print(power_entropy(county_splits,vtds,total,0.5))\n",
    "rev = reverse_countydict() \n",
    "\n",
    "#print(Shannon_entropy(starting_partition,rev))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = county_splits_dict(starting_partition)\n",
    "sum( [ len([ dd for dd  in [dict(v) for v in d.values()] if k in dd.keys()]) > 1 for k in counties] )\n",
    "#print(our_split_score_1(starting_partition))\n",
    "#print(our_split_score_2(starting_partition))\n",
    "#print(too_many_pieces(starting_partition))\n",
    "#print(other_too_many_pieces(starting_partition))\n",
    "#print(district_splits_dict(county_splits))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#acceptance functions designed to minimize their given score\n",
    "\n",
    "def decrease_splits(partition, bad_mobility_prob = 0.2):\n",
    "    if partition.parent is None:\n",
    "        return True\n",
    "    \n",
    "    curr_splits = num_of_split_counties(partition)\n",
    "    prev_splits = num_of_split_counties(partition.parent)\n",
    "        \n",
    "    if curr_splits <= prev_splits: \n",
    "        return True\n",
    "    else:\n",
    "        return random.random() < bad_mobility_prob\n",
    "    \n",
    "def decrease_pieces(partition, bad_mobility_prob = 0.1):\n",
    "    if partition.parent is None:\n",
    "        return True\n",
    "    \n",
    "    curr_splits = num_of_pieces(partition)\n",
    "    prev_splits = num_of_pieces(partition.parent)\n",
    "        \n",
    "    if curr_splits <= prev_splits: \n",
    "        return True\n",
    "    else:\n",
    "        return random.random() < bad_mobility_prob\n",
    "    \n",
    "def decrease_entropy(partition, bad_mobility_prob = 0.05):\n",
    "    if partition.parent is None:\n",
    "        return True\n",
    "    \n",
    "    curr_entropy = relative_entropy(partition)\n",
    "    prev_entropy= relative_entropy(partition.parent)\n",
    "        \n",
    "    if curr_entropy <= prev_entropy: \n",
    "        return True\n",
    "    else:\n",
    "        return random.random() < bad_mobility_prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "proposal = partial(\n",
    "        recom, pop_col=\"TOT_POP\", pop_target=totpop/num_districts, epsilon=0.02, node_repeats=1\n",
    "    )\n",
    "\n",
    "compactness_bound = constraints.UpperBound(\n",
    "        lambda p: len(p[\"cut_edges\"]), 2 * len(starting_partition[\"cut_edges\"])\n",
    "    )\n",
    "\n",
    "popbound=constraints.within_percent_of_ideal_population(starting_partition, 0.05)\n",
    "\n",
    "chain = MarkovChain(\n",
    "        proposal,\n",
    "        constraints=[\n",
    "            constraints.within_percent_of_ideal_population(starting_partition, 0.05),compactness_bound\n",
    "          #constraints.single_flip_contiguous#no_more_discontiguous\n",
    "        ],\n",
    "        accept=accept.always_accept,\n",
    "        initial_state=starting_partition,\n",
    "        total_steps=0\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Markov Chain in short bursts\n",
    "\n",
    "def short_burst_run(initial_partition, num_bursts, num_steps, accept_function, score_function):\n",
    "    min_partition = initial_partition\n",
    "    min_score = 10000000 # bhushan come back here later...\n",
    "    minindex = 0\n",
    "    \n",
    "    scores = []\n",
    "    splitsM = []\n",
    "    piecesM = []\n",
    "    entropyM = []\n",
    "    k=0\n",
    "    \n",
    "    for i in range(num_bursts):\n",
    "        chain = MarkovChain(proposal, \n",
    "                          Validator([popbound]), \n",
    "                          accept=accept_function,\n",
    "                          initial_state=min_partition, \n",
    "                          total_steps=num_steps)\n",
    "\n",
    "        t=0\n",
    "        for partition in chain:\n",
    "            splitsM.append(num_of_split_counties(partition))\n",
    "            piecesM.append(num_of_pieces(partition))\n",
    "            entropyM.append(relative_entropy(partition))\n",
    "            current_score = score_function(partition)\n",
    "            if current_score < min_score: # > or >= has implications, not sure which is best...\n",
    "                min_partition = partition\n",
    "                min_score = current_score\n",
    "                minindex = k\n",
    "            \n",
    "            scores.append(current_score)\n",
    "            # TODO: nasty code that needs to be rewritten\n",
    "            seen_partition = initial_partition\n",
    "            current_partition = partition\n",
    "            seen_list = seen_partition.parts.values()\n",
    "            seen_list = [sorted(list(unit)) for unit in seen_list]\n",
    "            seen_list = sorted(seen_list)\n",
    "        \n",
    "            curr_list = current_partition.parts.values()\n",
    "            curr_list = [sorted(list(unit)) for unit in curr_list]\n",
    "            curr_list = sorted(curr_list)\n",
    "        \n",
    "            if seen_list == curr_list:\n",
    "                print(\"same partition\")\n",
    "            t+=1\n",
    "            k+=1\n",
    "            if t%10 ==0:\n",
    "                print(\"chain no. \",t)\n",
    "            \n",
    "        if i % 1 == 0:\n",
    "            print(\"Burst no. \", i)\n",
    "                \n",
    "    return scores,splitsM,piecesM,entropyM,minindex,min_partition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plan     Entropy     Splits     Pieces\n",
      "2011: 0.8676076673152497 29 108\n",
      "GOV: 0.5787684006656545 19 89\n",
      "Proposed_Republican: 0.6010406768281862 16 87\n",
      "Remdial: 0.47440698838805545 14 85\n",
      "CPCT: 0.4822761911728323 13 84\n",
      "DEM: 0.9204245390077089 31 114\n",
      "GOP: 0.817224636503494 22 99\n",
      "8TH: 0.8332692700716872 42 129\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compares the scores for the human-made plans\n",
    "\n",
    "entropy = []\n",
    "splits = []\n",
    "pieces = []\n",
    "\n",
    "for part in partitions:\n",
    "    entropy.append(relative_entropy(part,rev))\n",
    "    splits.append(num_of_split_counties(part))\n",
    "    pieces.append(num_of_pieces(part))\n",
    "\n",
    "print(\"Plan     Entropy     Splits     Pieces\")\n",
    "for i in range(8):\n",
    "    print(labels[i]+': ',end='')\n",
    "    print(entropy[i],end=' ')\n",
    "    print(splits[i],end = ' ')\n",
    "    print(pieces[i])\n",
    "\n",
    "#markov_splits = short_burst_run(partition_2011,10,3,decrease_splits,num_of_split_counties)\n",
    "#print(markov_splits)\n",
    "\n",
    "#markov_pieces = short_burst_run(partition_2011,10,3,accept.always_accept,num_of_pieces)\n",
    "#print(markov_pieces)\n",
    "\n",
    "df[\"min_plot\"] = df[\"GEOID10\"].map(dict(partition_CPCT.assignment))\n",
    "df.plot(column=\"min_plot\", cmap=\"tab20\")\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "same partition\n",
      "same partition\n",
      "same partition\n",
      "Burst no.  0\n",
      "same partition\n",
      "same partition\n",
      "same partition\n",
      "Burst no.  1\n",
      "same partition\n",
      "same partition\n",
      "same partition\n",
      "Burst no.  2\n",
      "same partition\n",
      "same partition\n",
      "same partition\n",
      "Burst no.  3\n",
      "same partition\n",
      "same partition\n",
      "same partition\n",
      "Burst no.  4\n",
      "same partition\n",
      "same partition\n",
      "same partition\n",
      "Burst no.  5\n",
      "same partition\n",
      "Burst no.  6\n",
      "Burst no.  7\n",
      "Burst no.  8\n",
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      "Burst no.  4857\n",
      "Burst no.  4858\n",
      "Burst no.  4859\n",
      "Burst no.  4860\n",
      "Burst no.  4861\n",
      "Burst no.  4862\n",
      "Burst no.  4863\n",
      "Burst no.  4864\n",
      "Burst no.  4865\n",
      "Burst no.  4866\n",
      "Burst no.  4867\n",
      "Burst no.  4868\n",
      "Burst no.  4869\n",
      "Burst no.  4870\n",
      "Burst no.  4871\n",
      "Burst no.  4872\n",
      "Burst no.  4873\n",
      "Burst no.  4874\n",
      "Burst no.  4875\n",
      "Burst no.  4876\n",
      "Burst no.  4877\n",
      "Burst no.  4878\n",
      "Burst no.  4879\n",
      "Burst no.  4880\n",
      "Burst no.  4881\n",
      "Burst no.  4882\n",
      "Burst no.  4883\n",
      "Burst no.  4884\n",
      "Burst no.  4885\n",
      "Burst no.  4886\n",
      "Burst no.  4887\n",
      "Burst no.  4888\n",
      "Burst no.  4889\n",
      "Burst no.  4890\n",
      "Burst no.  4891\n",
      "Burst no.  4892\n",
      "Burst no.  4893\n",
      "Burst no.  4894\n",
      "Burst no.  4895\n",
      "Burst no.  4896\n",
      "Burst no.  4897\n",
      "Burst no.  4898\n",
      "Burst no.  4899\n",
      "Burst no.  4900\n",
      "Burst no.  4901\n",
      "Burst no.  4902\n",
      "Burst no.  4903\n",
      "Burst no.  4904\n",
      "Burst no.  4905\n",
      "Burst no.  4906\n",
      "Burst no.  4907\n",
      "Burst no.  4908\n",
      "Burst no.  4909\n",
      "Burst no.  4910\n",
      "Burst no.  4911\n",
      "Burst no.  4912\n",
      "Burst no.  4913\n",
      "Burst no.  4914\n",
      "Burst no.  4915\n",
      "Burst no.  4916\n",
      "Burst no.  4917\n",
      "Burst no.  4918\n",
      "Burst no.  4919\n",
      "Burst no.  4920\n",
      "Burst no.  4921\n",
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      "Burst no.  4923\n",
      "Burst no.  4924\n",
      "Burst no.  4925\n",
      "Burst no.  4926\n",
      "Burst no.  4927\n",
      "Burst no.  4928\n",
      "Burst no.  4929\n",
      "Burst no.  4930\n",
      "Burst no.  4931\n",
      "Burst no.  4932\n",
      "Burst no.  4933\n",
      "Burst no.  4934\n",
      "Burst no.  4935\n",
      "Burst no.  4936\n",
      "Burst no.  4937\n",
      "Burst no.  4938\n",
      "Burst no.  4939\n",
      "Burst no.  4940\n",
      "Burst no.  4941\n",
      "Burst no.  4942\n",
      "Burst no.  4943\n",
      "Burst no.  4944\n",
      "Burst no.  4945\n",
      "Burst no.  4946\n",
      "Burst no.  4947\n",
      "Burst no.  4948\n",
      "Burst no.  4949\n",
      "Burst no.  4950\n",
      "Burst no.  4951\n",
      "Burst no.  4952\n",
      "Burst no.  4953\n",
      "Burst no.  4954\n",
      "Burst no.  4955\n",
      "Burst no.  4956\n",
      "Burst no.  4957\n",
      "Burst no.  4958\n",
      "Burst no.  4959\n",
      "Burst no.  4960\n",
      "Burst no.  4961\n",
      "Burst no.  4962\n",
      "Burst no.  4963\n",
      "Burst no.  4964\n",
      "Burst no.  4965\n",
      "Burst no.  4966\n",
      "Burst no.  4967\n",
      "Burst no.  4968\n",
      "Burst no.  4969\n",
      "Burst no.  4970\n",
      "Burst no.  4971\n",
      "Burst no.  4972\n",
      "Burst no.  4973\n",
      "Burst no.  4974\n",
      "Burst no.  4975\n",
      "Burst no.  4976\n",
      "Burst no.  4977\n",
      "Burst no.  4978\n",
      "Burst no.  4979\n",
      "Burst no.  4980\n",
      "Burst no.  4981\n",
      "Burst no.  4982\n",
      "Burst no.  4983\n",
      "Burst no.  4984\n",
      "Burst no.  4985\n",
      "Burst no.  4986\n",
      "Burst no.  4987\n",
      "Burst no.  4988\n",
      "Burst no.  4989\n",
      "Burst no.  4990\n",
      "Burst no.  4991\n",
      "Burst no.  4992\n",
      "Burst no.  4993\n",
      "Burst no.  4994\n",
      "Burst no.  4995\n",
      "Burst no.  4996\n",
      "Burst no.  4997\n",
      "Burst no.  4998\n",
      "Burst no.  4999\n"
     ]
    }
   ],
   "source": [
    "# short bursts run that is biased towards low entropy scores\n",
    "\n",
    "bursts0 = 5000\n",
    "steps0 = 3\n",
    "\n",
    "markov_entropy0,markov_splits0,markov_pieces0,other_entropy0,minind0,min_part0= short_burst_run(partition_REMEDIAL,bursts0,steps0,decrease_entropy,relative_entropy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.41248823281513225\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "106\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plots line plots of the scores found in the previous short bursts run\n",
    "\n",
    "plt.plot(range(bursts0*steps0),markov_entropy0)\n",
    "plt.show()\n",
    "\n",
    "print(min(markov_entropy0))\n",
    "\n",
    "plt.plot(range(bursts0*steps0),markov_splits0)\n",
    "plt.show()\n",
    "\n",
    "print(markov_splits[minind0])\n",
    "\n",
    "plt.plot(range(bursts0*steps0),markov_pieces0)\n",
    "plt.show()\n",
    "\n",
    "print(markov_pieces[minind0])\n",
    "\n",
    "df[\"min_plot\"] = df[\"GEOID10\"].map(dict(min_part0.assignment))\n",
    "df.plot(column=\"min_plot\", cmap=\"tab20\")\n",
    "plt.axis('off')\n",
    "plt.savefig(newdir + \"Minimized_entropy_map.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#short bursts that accepts every partition made\n",
    "\n",
    "bursts = 5000\n",
    "steps=3\n",
    "\n",
    "markov_entropy,markov_splits,markov_pieces,other_entropy,minind,min_part = short_burst_run(partition_REMEDIAL,bursts,steps,accept.always_accept,relative_entropy)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# plots for the previous short bursts run\n",
    "\n",
    "plt.plot(range(bursts*steps),markov_entropy)\n",
    "plt.xlabel('Step')\n",
    "plt.ylabel('Entropy')\n",
    "plt.savefig(newdir + \"biased_entropy_decrease.png\")\n",
    "plt.show()\n",
    "\n",
    "print(min(markov_entropy))\n",
    "\n",
    "plt.plot(range(bursts*steps),markov_splits)\n",
    "plt.xlabel('Step')\n",
    "plt.ylabel('Splits')\n",
    "plt.savefig(newdir + \"biased_entropy_splits_change.png\")\n",
    "plt.show()\n",
    "\n",
    "print(markov_splits[minind])\n",
    "\n",
    "plt.plot(range(bursts*steps),markov_pieces)\n",
    "plt.xlabel('Step')\n",
    "plt.ylabel('Pieces')\n",
    "plt.savefig(newdir + \"biased_entropy_pieces_change.png\")\n",
    "plt.show()\n",
    "\n",
    "print(markov_pieces[minind])"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#plots the plan found with the minimum entropy score\n",
    "\n",
    "df[\"min_plot\"] = df[\"GEOID10\"].map(dict(min_part.assignment))\n",
    "df[\"county_plot\"] = df[\"GEOID10\"].map(dict(countydict))\n",
    "#base = df.plot(column=\"county_plot\",cmap=\"Blues\")\n",
    "df.plot(column=\"min_plot\", cmap=\"tab20\")\n",
    "plt.axis('off')\n",
    "plt.savefig(newdir + \"min_entropy_partition.png\")\n",
    "plt.show()"
   ]
  }
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