ixxi-dante/nw2vec

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julia/nc-lp-several_testprops-several_dimxieach.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GAE Benchmark results -- variable training size and variable total embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "plt.style.use('bmh')\n",
    "sb.set_context('paper', font_scale=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading dimxieach = 8\n",
      "Excluding the 1 / 2400 points with total loss > 10\n",
      "\n",
      "Loading dimxieach = 16\n",
      "Excluding the 107 / 3600 points with total loss > 10\n",
      "\n",
      "Loading dimxieach = 24\n",
      "Excluding the 0 / 3200 points with total loss > 10\n",
      "\n",
      "Loading dimxieach = 32\n",
      "Excluding the 0 / 4000 points with total loss > 10\n",
      "\n"
     ]
    }
   ],
   "source": [
    "threshold = 10\n",
    "\n",
    "filepaths = {\n",
    "    8: '../data/behaviour/gae-benchmarks/git=15257d5eec-dataset=cora,citeseer-clean-testprop=0.15,0.1:0.1:0.9-testtype=nodes,edges-diml1enc=32-diml1dec=32-dimxiadj=8-dimxifeat=8-overlap=0,4,8-bias=false-sharedl1=false-decadjdeep=true,false-nepochs=200-nsamples=10.csv.gz',\n",
    "    16: '../data/behaviour/gae-benchmarks/git=15257d5eec-dataset=cora,citeseer-clean,pubmed-testprop=0.15,0.1:0.1:0.9-testtype=nodes,edges-diml1enc=32-diml1dec=32-dimxiadj=16-dimxifeat=16-overlap=0,8,16-bias=false-sharedl1=false-decadjdeep=true,false-nepochs=200-nsamples=10.csv.gz',\n",
    "    24: '../data/behaviour/gae-benchmarks/git=15257d5eec-dataset=cora,citeseer-clean-testprop=0.15,0.1:0.1:0.9-testtype=nodes,edges-diml1enc=32-diml1dec=32-dimxiadj=24-dimxifeat=24-overlap=0,8,16,24-bias=false-sharedl1=false-decadjdeep=true,false-nepochs=200-nsamples=10.csv.gz',\n",
    "    32: '../data/behaviour/gae-benchmarks/git=15257d5eec-dataset=cora,citeseer-clean-testprop=0.15,0.1:0.1:0.9-testtype=nodes,edges-diml1enc=32-diml1dec=32-dimxiadj=32-dimxifeat=32-overlap=0,8,16,24,32-bias=false-sharedl1=false-decadjdeep=true,false-nepochs=200-nsamples=10.csv.gz'\n",
    "}\n",
    "\n",
    "results = {}\n",
    "for dimξeach, filepath in filepaths.items():\n",
    "    print(\"Loading dimxieach = {}\".format(dimξeach))\n",
    "    _results = pd.read_csv(filepath, compression='gzip')\n",
    "    _results['dimξeach'] = dimξeach\n",
    "\n",
    "    last_epoch = sorted(np.unique(_results.epoch))[-1]\n",
    "    _results = _results[_results.epoch == last_epoch]\n",
    "    exclude_ids = _results['total loss'] > threshold\n",
    "    print(\"Excluding the {} / {} points with total loss > {}\".format(exclude_ids.sum(), len(_results), threshold))\n",
    "    results[dimξeach] = _results[~exclude_ids]\n",
    "    print()\n",
    "\n",
    "results = pd.concat(results, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "results['overlap'] = 2 * results['dimξeach'] - results.dimξ\n",
    "results.overlap = pd.to_numeric(results.overlap, downcast='integer')\n",
    "results.testprop = pd.to_numeric(results.testprop * 100, downcast='integer')\n",
    "results.decadjdeep = results.decadjdeep.map({True: 'Deep', False: 'Shallow'})\n",
    "results.dataset = results.dataset.map({'cora': 'Cora', 'citeseer-clean': 'CiteSeer', 'pubmed': 'PubMed'})\n",
    "\n",
    "results.rename(columns={'testprop': 'test size', 'auc': 'AUC', 'ap': 'AP', 'f1micro': 'F1-micro', 'f1macro': 'F1-macro'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ylims = {}\n",
    "palette = sb.color_palette()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Edge reconstruction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AUC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 740.986x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'edges'\n",
    "metric = 'AUC'\n",
    "dimξeach = 16\n",
    "ylims['an2vec-{}-{}'.format(testtype, metric)] = [.4, 1]\n",
    "\n",
    "g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results['dimξeach'] == dimξeach)],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                 sharey=True, margin_titles=True)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='overlap', style='overlap',\n",
    "                    palette=sb.color_palette()[:3])\n",
    "g._legend_data.pop('overlap')\n",
    "g.add_legend(title='$F_{AX}$ (overlap)')\n",
    "for row in g.axes:\n",
    "    row[-1].texts = []\n",
    "g.set_titles(col_template='{col_name}', row_template='{row_name} decoder')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.set(ylim=ylims['an2vec-{}-{}'.format(testtype, metric)])\n",
    "#g.fig.text(0, 1, 'dimξeach = {}'.format(dimξeach),\n",
    "#           color='darkred', ha='left', va='center',\n",
    "#           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"});\n",
    "g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset=all-dimxieach={dimxieach}-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, dimxieach=dimξeach, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NCjIGhDJrSBSTk8MJ9FPcdUoSSincHs1PJRsp/bgEU4CFuPNOg5ceRgP5dz8OTQ/9bVZgkD9Bwf5Ygy0EWS0EBVuICOlHeIixbNrgYTFc/atJBIcGEBZxZCm12h7Wy2i8qkJiRRQnfPwIHozE04Qf/e2TGyXAZ024CqUU9172rG9ine89MPkxb/afGp3bGhCKNSC0UXlL7lxwBjXVTuw1Tn7BN/WOhYYFYvKTDQ6FEEII0bwuT4CVUvcAtwMRwBLgZq31oWbqngM8AgwD9gN/0Vq/1VWxtoXLo/kpt5xlWcX8sK8Mp/vI1LbBUUHMSotkRloU/az+2AuL2f/8G+x/7WPGPPsXIk8ag59JUfr//g2Ax+7gwHtfsHne/SgUFFVxAo9Qbt5NuCut3nVnnz+SoGAjwTUSXX+CgvxbTf6CQwMIDm3fqg3PP7YChcKPIxPBavyKGtU7ULyXoQljGiW/nSEwyJ/AIP9Ov44QQgghep8uTYCVUjcA9wLXATnAU8BbQKNBmUqp8cAHwO+AL4EpwMtKqVytdbcuVqu1ZkehjeVZxazcXUpZzZFu2iirmZmpUcxKi2JwvyC0x0Px6p/Z8OpHHPxiFdpljAHOfe1jIk+qPznLozQbT3ZTELiYxJozAVCYGiW/AGMnJnXiK2xeS2NuH3jjBt99GQoghBBCiONVV/cA3w4s1Fp/CKCUmgdkK6XStdaZDepeAqzUWj/nfZytlDoT+A3QLQnwwQoHy7OKWZZVzP6yI+N6A8wmpg4KZ1ZaFOMGhOJnUjhKysl57kNyX/sIW85+X11rykASrzmfhMvP8pWdUfAdLpeH9btXsfGjO4FviXCOINQ9qFEMSan9uOzGpjd/6Cx1d3m74onmE2AhhBBCiJ6gyxJgpVQAMBbw7aurtd6tlNoDTAQaJsCBQE2DsmpgVieG2UiVw+0b17u5oNJXroCMhFBmpUUxZVA4Qf5+9Z5nzz/EjoefMeqa/Yg94xQSr7uAflNPQJnqD1M4dKCcz9/bRMbJqZw6+jwS+qUwOeUibBWORvHExLdvvGxHk55dIYQQQvR0XdkD3A8wAQ3H+xYCsU3UXw7cqpSa7b0/EaNXuNkBrFFRUfUeX3fddcydO5ewsDB+9VUpNyYb+bRTw3/3BXFevJ1YiweADw4EsHB2PIcOHUJrTXVgFD/nV9PfU4zWEOP2w1/5c/NgO6EBZiKDA8kYm8b27dvZ9sN2qpf/QHxSIpY5J1NUZIyPjTpzGtZhKdhPGoGKCscWFUW4282WTcZaumY/M1t372LfT4HgUaxavJ2b/nA3RYcLyc0zVndITk7G4/GQm5sLgLJEExMTw7Zt2wAIDAxk+PDhZGZm4nIZQzFGjx5Nbm4upaWlAKSkpOBwOMjLywMgNjaWyMhIduzYAYDVamXo0KFs2rQJj8d4P8aOHUtOTg7l5eUApKamYrPZyM/PByAuLo7Q0FB27TK2/A0JCSEtLY0NGzb43v9x48aRlZVFZaXxwWHIkCFUVFRQUFAAQHx8PFarlezsbADCwsJISUlh48aNAJhMJsaMGcPOnTux2Ywd7IYNG0ZJSQmHDhnNKCEhAYvFQk5ODgAREREkJiayebOxZJzZbCY9PZ3t27dTU2P8/EeMGEFhYaHv55SYmIjJZGLv3r2+dhQfH8+WLVsAsFgsjBw5kq1bt+JwGB9KRo0aRX5+PsXFxU3+nKKjj/7nFBkZSXu01O7l/ZR235N+TjNmzKA9pO1L2+8tP6f2tn1x7JTWbdmPrAMupFQCxkS2kVrrbXXK1wAfaq0fa+I5DwD3AP5ALsZY4Ou11kEN6y5fvlyPHz++2evPWbS+1RifOX8Yy7KKWZFdUn9cb5CZmWlRnJYWSWo/YxterTWl6zLJffVjCj5ZhqfGQUBcNNPXfoDJ3PrniuKiSha8djf7nT+SZDuPjPjTOfOSMUR4zy/6rsjIyDbPImyt3QvRk0jbF31Ve9q+6Bhd2QNcBHgwenu31SmPoXGvMABa64eVUvOBOKAAY0WIPUdz8SU3ZfDF9iKe+ja33hbE4+JDGDcglOVZxdz28Q5feYCfYsqgCGYNiSLDO64XwFVRxYH/fUnuqx9RsTXLVz9wQCwDrzoXj93ZYgKstWbz2v2s+Gw7TpMZAiE2VXH51RMxmaT9CyGEEEJ0ti5LgLXWdqXURmAGsApAKZUCDAJ+bOF5biBPKeUHXAB8djTXr7C7ePb7/WiObDVc16UNHp+y7xuslvrjerXWfH/mjVRl7TMKlCJm5iQSr7+Q6JmTWu35raqw8+WHmezeXgjAmJiLSZt2PtMnNN6ZTAghhBBCdI6uXgXiGeAppdR6jJ7cvwMrtNaZSqmTgFeB07TWeUopf+AWYCkQirF8WiTw+NFceOOBShzutg/3sFr8cFXZOLzqJ/qfNR0ApRRx581i/+sfM/Dqcxl41bkEJca36XzbNuXx4mcL8Tj8GKBmMmHKIKbOHoK5weQ5IYQQQgjRubo0AdZav6SU6g/8CwjHSG5v9h62Ymx4Ubu7gQYuAxZ4H68ApmmtC4/m2hbzkeEFCx99tt6x2h7hMwq+A6B8yy62/PFvHPjfl7grbUxZ8RqhI1IBSLn1KlJ/PxeTf9veOnuNk+WfbuObzM/ZH7wSghSXnXMJk04YfjQvQwghhBBCHKMu3wnOO9mt0YQ3rfVKjNXFah+7gGkddd1xA0IJDzRTXuOiuX7g/W9/Ru5rH1G2bouvzNIvAtvePF8CbA5u+yS1w4cqef+VtVSU1hDFWDzBe5g24RQmju/adXyFEEIIIcQRXZ4Ad5dzXt7YqOyaZ+vn4Zm/m++7HzV5PInXXUD/M0/BFGBp+NRWaa3ZX7EFf7MfQVZ/5lyYTtrIM7pkm2Ahjndaa7YX2sgsqCQiyMzUQRGN1tIWLau2OTD7++Ev75sQQrRbn0mAW5I574GmD6xxwZqvgPq7obWkvLQaa6iZZz97gO+3L+H6afdxSvrZBIc2u3yxEH1Gc8sR/m3VPt/9JTdldFU4LVo963oApiz7bzdH0pjD7uLlv39L3MBwLrr+hO4ORwghepw+kwA3+Uf1pncBePLexcd8fq01a1btZvXyLM67KoMgizFUwuYpkuRXiB5icdzkVstq5wp0taZ+T+3eUVivvK0f1IUQoq/rMwlwS9Jfehgw/rBd8UTTvSlXPHFfvccNtwRWSnH4UBUet2bLz3nMvfxuTh4+h9GDJnZO0EL0QEtuyuDuz3ex4UBlk8efv3BYF0d0/NMejdvTNRsWdRSHy87aXSuZNHw2JmVq/QlCiGYppe4GztJan1qnbDKwCIgHPgZu0VrXdE+EPZMkwMdAa432aDy4eWPl00QmxjFz4FTGTUrGZFKS/ArRBIer+WTO7enCQBrIe/cL/KMicBaX1isPTR8CdN5QCI/bQ0V5DeUlNdjtLtJGHNkZ/ssPMtm6Po/Js4b4endXL9vF919l1zvHVbdMZEBS+7bQ7kzvfP0sn619A5u9klnjLu7ucITo6c4G3qx9oJQyAW8AmzGWl70LuA+4v1ui66H6ZALc1NecteUT5hkT4Wr/2NT2CDfs8a2qsPPlB5lExQTjiN/MF+vews/kx9/mTZMd3YRoxu7D1eSV2xuVKyA62J/Ufo12Oe9wWmuqsvdRuHQ18RfMJjA+BgBLdGSj5BegInMXAK+c8wCW8sNc9fWzjeq0xOXyUFFWTXlJDeWl1ZSVVFNeWk15STVlpdVUltvR3h7egEAztz8wy/dck5/C7daUl1S3OFTrzX8Zewl15xCIpr49W7RkAYuWLPA9bvh7VAjRJsOAtXUenwQkAuO11iVKqVzg/yEJcLv0yQT4WO3MLGDpR1uotjnJ2VXEDb8/nZ8Hf8OEtFOJj0zq7vCEOO5orflix2Ge+ja36eNAYZWTM1/a0CmT4DwOJ8U/bKBw6WoKl67GticPAD9rEEnXXwhA1OT6121ucmzDMbcup5uykmo8bk1MfKjv2CdvbuDAvhIqK+w0u/ZiHQGBZsIjg3A63b6VHSZMGcSYCQMJj7KycU3T71132V+0m6LyAgbHjSDMevz0PgvRC4UBdfdAOBnYorUu8T7eBAzs8qh6uD6ZALc0iSWzhV6W2k0ttqzPo9JvDwmRIznzktFE9Qvjjxc/LUucCdEEm8PN06tzWZFd0nrlDlb8/Xr2LnqPopVrcFfZ6h0LGz0Uc8iRdb39AgPq/W5o6XdBXZk/57Hs460MSIrgqlsm+cptVXYq6/R2B1n9CYsMIiwiiPAG/4ZFBhIQ6N/o3JHRwb77dy44g52ZBXy7dBda18+otX8NKnUTNvtUrAEhbYq7KS63k8qaciKC+/nKvt++hLW7VjF8YAazMy7xlf/1/d9QVJ7PXRf9nRPSTjnqawohWnUIGALULpdzCvBDneNhgK3hk0TL+mQCfDT27T7MF+9vpqy0gt3Wdyi1bOPMs58kMSUKQJJfIZqw+3A1j36Vw/4yIxG8KD2GG08cgL9fx0+M0lpTvnkn1kEJ+IcZSaD9UDEHP1sJgCkogOhTTiRm9hRiTptMYHwM2qOpLK/xDkmoobzsyL/RcSGUl9TgsLsaXevCa8eT6h2rGxZhDNtwueoPYJ48Mw2Xy+NLcC2WY/91OzQ9jqHpcY3K//XFw6zc/DEhoVYun/brFs+htWZV5qcUVxxi5tgLfcnu5r1rWPDOr4kIieb5Xx9J/vcc2snqbYvRWtdLgKPD4vB43LjczmN+XUKIFn0NzFdKlQLDgXOAuoPrM4Dd3RFYTyYJcBu9u+gnAKzBVhKS+lGWryisOL6+khTieKG15vMdh3n++/043JoQix93Tk9icnJEm8+Ru7uYgCAzsfFhzdZxVVVz+JufjKENy7/HXlDEmGceYMAlxljY6FNPImnuRYTPmExR2ACqbC4Gzkz1fWBd8fl2fv5ub7tf3/frvuOvy/7JPZc+Q3LqMH730GzMDTakSErt18yzO0ZTY24//P5FPvz+Rd/jC0++ke+3L+W0MRdy7sTrAOPD+mtfLaTKXsGIxPG+BDjcGolGU1p1GLfHhZ/J+POQnnQiWntIi0+vd62/XPmfeh/8a8f33vPfq9lzaCd3XbSQJ/73O05Im85dFy3s2BcvRN+yAFgN/OR9/KnW+pM6x5OAV7s8qh5OEuBmVFXYKS+vrleWOiKWOReOwuQ/iayCLYxOPqmbohPi+NVwyMPwGCv3zhxEXCvrYbc0yUujsfnlYXUncPvtEzj4xdccWrqawrVbsPtbcQaH44xMwZGUQfFmG55D35MxKYlR4xMY+dc7qSir4a3HVwKQcXISQVZjd8fQ8EAAzP5+hEUEGkMUwo1/v12yq14MayPqLIV4wPjn3levqVenpUleDpedgyW5OFx2UuNH+cp3F2xjW+7PRIfFMXHYab7yd755jpyD25k97hLfEAOHs4Zbnjsdu7O60fmbUlVTTkHJPg6W7q9XPnrQJJxuBxZzoK8sPjKZJ+e9R1RoDCblV6fuxCZXtGnuW6/5176KyWQ8/6271qJ1Ny7tIUQvoLXerpQaAswADmmtv2lw/NHuiaxnkwS4jtqZ2C5qePKlxymuKALvLsglg/9HwIgZ+AeMxOIfLMmvEE3IPmzj0eV7fCs9XJwew7yjHPJQL+GsY+5r3jsZMCFlfuMKTmB/GUWHjqw1HBwaQHxiOCFhgbjrDFUYPWEg6SckEBjkj1IKj/ZQUllIjcOGXuJGYSRydlNxu2K/++XLKSwzxseOTDJ6avOL9/LHV67Ez+THG3eu8dXdsu8n3lj5NBmDp9RLgLPzt7Bpzw+MGXRkXLG/OYBqexUazd/mvUtC1CCe+uQe1uxc7qszPf1cfnnmA5iUiez8LYxMmkBidGq9+H53/l8bxexvtjAwenC7XmdTapNfMJJkpWSrZiGOlda6GPhfd8fRm0gCXMeOzAIAKs05ZNk/9iW/ANnFP5P91c8MGTCaIQNGd1OEQhyftNZ8tv0wz/+wH6dbExrgx52nJHNycniLz6u7JGHtF+zOoBB2XvabNl3XgxuzyUxIeCCBYR6qA3MJsJoYP2g6cQONa2/Y/R3rslaRNGlIvTGs//jkXnblb+bKU25n8og5AFTbq7j1+bMAeO6eLwgPiiZvb7rnVtgAACAASURBVAkb93/N5h8hLDCa8pqiRnFkDJ7KHy952ve42mGj2lFFtaPKVxbgH4RC4e8XgMvtxOxnTHqLi0xkzKBJDOo/vN45Tx19PqMHTWT4wCOrUyilePial7GYA7jrpcuafE9WZX7KqsxPAaNHum5vsxCi51FKvdzWulrrGzozlt5EEmAv7dF8tzwLgHDXMPrXTOVg4Lf16lw+7dZG4+CE6OuqHG6e+nYfq3Yba+gOj7Fy38wU+odaWnlmYx4/M3vmXIX2MzOhdD47ghdR4Z/TqJ7ChMbD7OtjGDvkREwmRXb+Vu577U4s5gDmXnpkaMKeQ9tZuuF9TkibXi8BLrMdprDsAOXVR1anCLQcWYe4xmEjKtREUmo/qgNS4EeaTH4B1u/+liueOME3BOI35xpr3w6IGuSr0z9iIG/e9VOjoQMnDpnBiUNmNDpnbVLekHwAF6LPSWjw2AKMAAKANY2ri7aQBNhrR2YBxYVGb43CRJRzdKMEeNqoM2W1ByHqyD5s45HlezjgHfJwyehYbpgQ3+YhD7XLjn095Qps2fvIP2kO9n5xoDUoxYCa09hhXmTslOGlUIQHR1JadRiTxeXbeMYaEEJsRAKB/lY82uPbgjc1bhSnj7+c5Jgh9a59yZRbOPvESpJi0nxlfiYzL/12FYH+QfW+yh82cFy73pemktSO/t0hm0oI0TdorRt9GlZKmYH/Aiu11v/p+qh6PkmAqd/7W8tuarxm6cGS/USHxXdVWEIct452yEMLZ6y/8YRSzY4Brl2pAGBU0om+8vioJP5x8yeN6jc3iWtEYtMbbjS3jm5twrkx53sCLVaGJYxl+/71OFz2euN0hRCis2mtXUqp+cDngCTAR0ESYMDpclNeWn9WdaQznTFlf2RT+OMAPP/rxUSGxHRHeEIcVxoOeRgRawx5iA1p/5CHT9LOonJAClHZuTC9/bHUjqPtSmNTTvbdrzs+VwghulgYINswHiVJgAGLxcwv/3gqNTYnLy40Vhe56Q5j2aFfvWQkwJL8CgFZRTYe/erIkIdLR8dyw4kDMJva9/W+x+VixWPvkHXBL/H4WwgoL2bUSw+xfZyH4hgPU5b6k46xbNrUPYsxm/wJtARhd1bjdDkICTranmYhhOhZlFJXNyzCGBf8K2BF10fUO0gC7BVktfjWBoX6W5AK0ddprfm/bUX864c8nB5jyMNd05OZlNT+RLSisIwP5n9MoTUWLBAVbWXa5y9QonP47xvzALjoob+RMXhKo+cG+AcR4B/UqFwIIXqxhptcaOAgsAS4s+vD6R0kARZCtKjK4ebv3+zj6xxjyMPI2GDunTnoqIY87Pghi8Xvb8ZpNbYRTgtzcPbts/H39yOWsZw29iLCrVGyzrYQQnhprWUx7U4gCbAQolm7imzM/yqHA+UOAC4bE8vcCe0f8uB0uln2xo9s2VkOliDMtgrGnqDYN2APfn5n++rdNOdeWWlFCCFEp5MEWAjRiNaaT7cV8UKdIQ93T09m4lEMeTiYV8YnL/9Imc3YgS0iP4vZv5zEQz/+AVt+JdFh8Zx9ojHETZJfIYSoTyk1EPg7MAz4BrhTa12tlEoHKrXWe7ozvp5KEmAhRD1VDjcLv9nHN8c45MHj0fz09W5WL8vC49GYHHYG5/7M6Qt/TVBCf85yX82anV/5tgoWQgjRpP8AycDHwNVABfAnYBowC7i4+0LruSQBFkL47CyyMX95DvkVxzbkobTYxhfvbSZvr7Gedj+rG0fVB8z+10KCIvsBcMGkG7hg0g3dspSZEEL0IFOBmVrrn5RS64AHMRLgr4E/d2dgPZkkwA3ULr5/xRP1F+G/4on6vVSyC5PoTbTWfLK1iH//aAx5CAvw4+5Tkzkp8eiWG1vxyRby9pZg8lNMmTWElYX/YL0lk8CfX+H60/4AdM8avkII0QOVA1Xe+zuA2h25bEBEt0TUC7Rtv1IhRK9V5XDzyPI9PPv9fpwezaj+wTx34fCjTn5rCgqJeO9lwqoOc8W8E5g4fTATh83Ez+RHSFBYB0cvhBC93r+B3ytjkkQVUDse7Swgu9ui6uGkBxh48t7FvvsTmN9knTsXnNFV4QjRZXYWGqs81A55uHxsf64/Ib7dQx727CqivLSalGA76665k0O2AuJytmK9PgNSopmefi7DB2YQF5nYGS9DCCF6s4HApcAUYCdgUUp9hJEAz+vOwHoySYCF6MXmLFrfpnrHMuQhZ2ch/3tlHSYFaV+8wt7IfH64xMXohHGcmzECMFZ3kORXCCGOSirws/d+GMbubweB2VrrVd0WVQ8nCTDSuyv6tlH9jVUeYoLbv7EFQHJqP6IC3bi278R0uJCYwQm4zXsp1eVUOyqxBoR2cMRCCNF3aK1ndncMvZEkwEL0YktuyuD/thXxj9W5TR6/3LvKg187hjx4PJpdWw4yNL0/Sil2zH+WsNffI7jcRczMkxn374cZdnA9owdNlIluQgghjkuSAAvRy327pxSFsXl8Q5MHRbQr+S0rMZY327+nhNMvSid6sIeXg5dgO8fGLZbLGPnoHZjMZjJCpnZY/EII0ZcppV5ua12t9Q2dGUtv0uUJsFLqHuB2jKU7lgA3a60PNVP3POAhjN1PioH3gbu11o4uCleIHq8j9lbTWrN1wwGWf7IVh92NyaSw17hwezwcoBAdb8L/yjmYzPKZWgghOlhCdwfQG3XpXyul1A3AvcB1QA7wFPAWcFoTdVMxEt57gf8BKcB/gTLgL10UshA93tSUCNblVdQrU0B0sD9Do62tPr/a5mDpR1vZmVkAQFiYiVGHtzF+0mmYzGZ+ecYDJMcOISlmSGeEL4QQfZrWek53x9AbdXV3ze3AQq31hwBKqXlAtlIqXWud2aDueKBca/2k93GOUupdQPZNFaKNmlsFQgMZm/fz9837Wz1HSFgAleV2NB48/X9g3cHFxL/tR1ZUAEPvuYVpo87q4KiFEEKIztVlCbBSKgAYC/y+tkxrvVsptQeYCDRMgNcBoUqpCzD2vx4InAG80CUBC9GHaTTl5izCXIOpLLcTHBrA8NACXjn8GfYIyJ4TxaxrL+juMIUQotdTSrX5W2+t9UOdGUtv0pU9wP0wdp5rON63EIhtWNmbHJ8HvAMEY8T6vNb6H81dICoqqt7j6667jrlz5xIWFkZKSgobN24EwGQyMWbMGHbu3InNZgNg2LBhlJSUcOiQEV5CQgIWi4WcnBwAIiIiSExMZPPmzQCYzWbS09PZvn07NTU1AIwYMYLCwkKKiooASExMxGQysXfvXl988fHxbNmyBQCLxcLIkSPZunUrDocxrHnUqFHk5+dTXFwMQHJyMh6Ph9xcYxZ/dHQ0MTExbNu2DYDAwECGDx9OZmYmLpcLgNGjR5Obm0tpaSkAKSkpOBwO8vLyAIiNjSUyMpIdO3YAYLVaGTp0KJs2bcLj8QAwduxYcnJyKC8vByA1NRWbzUZ+fj4AcXFxhIaGsmvXLgBCQkJIS0tjw4YNvvd/3LhxZGVlUVlZCcCQIUOoqKigoMD4Kj0+Ph6r1Up2trGRjfycjJ9TZGQk7dFSu//yxnHNv58T4nzvZ/6Bg/ztq5tavM4qG0xfbsYzfiDTb7mHHUUFUFRw3L+f0u57RrvPy8tjxowZzTW/JsnvfGn7veXn1Erbv7qlg3UojHlTog2U1k3NDe+ECymVAOwHRmqtt9UpXwN8qLV+rEH9AcA3wH+Az4Fk4GngGa31wobnX758uR4/fnwnvgIhukZkZGSb5611VLtf++0envzu4lbr3V90OSMW3CGT3USn6I62L8TxoD1tX3QMUxdeqwjw0Li3N4bGvcIAvwaytdZ/1Vpv0lp/CvwZ+GPnhilE3+J0uPlx1W4mlM4nzDm0yTr9DioeC/0DIx+/S5JfIYQQPV6X/SXTWtuVUhuBGcAqAKVUCjAI+LGJp1gBd4MyD12btAvRqyyOm9yorGjURKonng5Aiu0Stoe8gN3vsO94kNuf26b9iZQLZMyvEEJ0B6XUmcA9wChv0Rbgca31Z90XVc/W1cnkM8AdSqnzlVJjgReBFVrrTKXUSUqp7d6hEmAMe5ijlLpNKTVYKTUTeAT4tItjFqLX8viZKRwzFbRmbcR9bAxfUC/5Baj2c/LQzke44glZgEUIIbqaUupa4BPgAMY34fcDecDHSqnruzO2nqxLv8vUWr+klOoP/AsIB5YCN3sPWzE2vPD31l3mXSbtTuAJjI0wPsb4BCSEOApnFHznu784bjKlaWNwBwV3Y0RCCCFa8Sfgz1rrx+uUPaeUWg/cjbFHgminLh/M553s9lgT5StpsGmV1vq/yA9WiE6ROe+Beo8nlM4HwIMThQmFHxoPv3loBgH+Qd0RohBCCEgFPmii/APg4S6OpdeQ8bRCiHpM+KPwA0BhkuRXCCG6VyGQ0UR5hveYOAoynVuIPir9JaPjIHz8KMp+Nta/HHb/rQz69VUoJSvyCCHEceJl4F9KqXiMRQQ0MB14EHi2G+Pq0SQBFqKPK/t5C6ZAC2Oe+Qtx57RvIwIhhBCd7kGMVbDmA7VfydUATyIbXxw1SYCF6INWzzoycVj5+RE4oL8kv0IIcRzSWnuAB5VSjwKDMeZLZWutXd0bWc8mCbAQfZw1NRGTxb+7wxBCCNECb8K7s/axUioQmKK1Xt59UfVcLU6CU0oNUEo9qZQKb+JYhPdY/84LTwjRGaYsO7K4yrSv36z3WAghxPFHKWVWSk1RSt2vlFqBsTysbIRxlFpbBeK3QLTWuqzhAa11KRDlrSOEEEIIITqYUupOpdQXQAmwEjgXYwfd84GIbgytR2ttCMSZwG9aOP4Kxu5u93ZUQEIIIYQQwudxwI2xL8LDWuvcbo6nV2gtAR4MZLdwPAdI6bhwhBBCCCFEHRcBM723LKXUOuAr72211trencH1VK0lwC4gAWju00YCxqcSIYQQQgjRwbTWHwMfAyilYjES4dOAt4EwILD7ouu5WkuAN2IMg/ihmeNnAZs6NCIhRKdZHDe51bIzCr7rqnCEEEK0kVIqEpjqvZ2Mkfyu6dagerDWJsH9B7hbKXVpwwNKqcuBu7x1hBBCCCFEB/OuuPUzcAj4M2AD7gSitNandGtwPViLPcBa69eVUjOAd7wLMG/D2IJvJJAGvKa1fq3zwxRCdATp3RWiezncHtbkllNiczKyfzCp/azdHZI4/v0eY7jpq8B7wDda66ruDanna3UjDK31jUqpz4FrgKEYO5BsBe7VWv+vk+MTQggherw5i9a3WmfJTRldEEljTQ2Nakg+PHeraRyZBPcB4KeU+gljEtwKrfWK7gyup2rTTnDeRFeSXSGEEEKILqS1/g74DnhUKRUATMFIhmcB9wCyledRaDEBVkolNXOoRmt9qBPiEUIIIXqdFy8ZwY3vb2tUroBRccEsPGdo1wfl1bB3t7ZHWHp9jz/eJc9ql0BDKRXSvRH1XK31AO/BGPPbiFKqBHhKa/1oRwclhBBC9CZOd5N/StEtHOtq3552He6KI0NLV8+6HuC42iq9uKiKb77cyWnnjiAkTFb/0lpXdncMPVVrCfC0ZsojgIkYK0Ts11q/0qFRCSGEEL3ILR9ub/bYjkIbcxat77YxwNrj4eBnK7Fl78NT4+iWGFry5L2LG5Xt2nKw3uM7F5zRVeGIXqK1VSBWt3D4M6XUfuA2jC2RhRBCCNFDeFwuCj5aRvbTr1K1aw8Ays8P7Tb2tzqeen6F6GhtmgTXghXAEx0RiBBCCNFbvXNVOvPe30aVw83ouGCSI4IY2T+YUwZHYPFrbUn+zmHbk8em2x8BfWQIRm3yC/VXh+jO8cB3LjiDqgo7/3lyFS6nx1c+9qREZl8wqtviEj3bsSbAgUBNRwQihBBC9FaLfjpAlcNNXKiFBWekEWDu+qTXXWOncls24RkjAQhJS2bApWdy4N3PuzyW5pSVVJObU0zu7mJi4kKYMDWlySEQABvX5LJxTS5w/AyB2LJvLS63g7EprS8tJ7rXsSbA1wKbOyIQIYQQojfKLKhk6a5iAH598sAuT35dVdXkvvYRe557E4/DwfSfPsAcGgzA6KfvY8w//tyl8dRVXlpN7u5i9u0uJjenmPKSat+x+MRwJkxN6bbY2uKKJ05oU7237153TNdRSo3H2BBjFMbcya3AQq116wtMiya1tgzavc0cCgdOwtiP+tQOjkkIIYToFdwezT9XG72Uk5LCmJQU3mXXdpZXsu/l/7HnhbdxFpcBYA4PpWJrFpETxwKglOqyeOBIwlvby1tWJ+GtFdHPSmJKFMlp/QCjd/fpB5fidLgb142yctOdvXs3YKXUZcCbwPfAEozV86YAa5VSV2qt3+3O+Hqq1nqAf9FMuR3YDsxpZaKcEEII0Wd9vLWQnJIaLH6KX508sEuu6SguY+9/3mXvi+/hKjdWyfKPiiDlV1eQNPdiX+9vV1r+6VZ27yikrLj5hDdxcBSJKVGEhjde3uz630yhrNjWqDwqpmuXwS0qz+dgaR4xYfHERiTw9t3ryMrP5M+vXd9k/YevfpmhCWOO9bLzgb9qret11SulHvUekwT4KLS2CkSL3z0opZKUUg9rrR/o2LCEEEKInu1wlZNX1+UDcOW4OOJDA7rkunnvfk72318GIKB/NCm3Xs3Aq8/DHBzU6deutjnI2VGErcrBhKmDfOXFhVW+5DciyupLdgemRBIW0XpcEVFWIqKsjcoLSnIpLXKQGJ16THF7tAeTOjI0JSs/k9VbvyQ8OJILJs3zlf/nywVszPmOK6ffzvkT5wKQGjcKizkQh6v+lKi/XLmoI5JfgIFAU0ty/Bf4Q0dcoC9q9xhgpZQJOA+4GZgDHAIkARZCCCHq+PeaPGxODwPCArh0dGynXafmwCE8TifW5AQAEq89n/wPlzLwqnNJuPws/ALbl3g3N+msrtpJZxVlNZj9TQRZLQAcOlDB5+9twt/iR8bJSfh5V7g4YcogRmYMIDElqk0Jb3OOZcztgcN7OFi6n4HRqcSExwNQWnWYB16/gcMVB/nP7cuxBhg9yvnF+/hi3ZskxQyplwBHh8URGhSO1p5W43norZtajKcdNgDpwK4G5aOAYxtc3Ie1OQFWSg0CbgLmAf2BN4DZwKrOCEwIIYToqTYcqGBFdgkAt548EEsnTHyz7c1j9zOvk/f2Z8TOnkLGS48BYA62MvnLlzr8egBl5h04lY0vPxhIbk4xpYdtzDxnBOMnJwMwICmCyGgrCcmROOwuX2I8eFhMp8TTnEVfLqB/xEDOnXidr+xfix9mZ95G5s3+E3MyLgUgJDCMwvJ8tPZwuOKgLwFOihnCqaPPIyGq/hfhN87+E784/b6ueyGGBcBTSqkBwLfesqkYvb+/VUol11bUWu/t6uB6qtYmwfkB5wO/xJjsthT4HUby+1et9dbODlAIIYToSZxuD898tx+AqYPCOTExrEPPX7lrD7v/8Rr5HyzxrdtbtTsXt60GP+uxbw9c27t7+FAlt74yvck6L2e9b9yJgLXfwtuTjY5If4sfN97R+qQ0l9tJua0Ul8dJbPgAX3l2/lb2HtpB/4iBjEo+0Vf++oqnKCjZx0NXv4TFz8I9r17T5HnvvvgpisrzeWnp4wwbOK5eAhwbPoCi8oJ69c1+/tx98VNEWKPoH3FkjHZy7BBuOfMvjc5vMvnVe3ysqzu00Ufef/+BMQEOjJUgAD6u81gB3bOodA/UWg9wLnAYeBW4XmtdAKCUeqOzAxNCCCF6og8zC9lXWkOA2cQtkzpu4lvF1iyyn/ovBZ9+5du8ImzMMFJ/N5fYM6ahTMee+zgdbvbvKWZP1mEy1+43Vvtvo1WZn7Ln4E7Gp01jdPJJAGituffVa6i2V3H3JU8zIMrorNyyby2PvXcbUSGxPPfrL3zn+GHHUj5d8yqnpJ9TLwHevPdH9h7ayaThs5k68kxuPfsRnv3s/nrXv3bG78kYPJXsgi3MybiUxOi0esdvPfuRJle9yBg8pe0vsntM6+4AeqPWEuAoYDWwDWOsrxBCCCGacajSwevrjV7GazLiiA2xdNi5t93/FMWrfwYgYkI6qb+/geiZkzpsKbOaaifPP7YCt8sY3+pSNhL0HGx++ZRYml7y/6GrXmTYwHEArN21kp92rSTMGuFLgJVSHCjeg91Zg81e4XtekMVYiaLaUVXvfP0jBjJkwJh6vbEAs8ddQkV1GckxQwCanFw2OG4kSinS4tNJi09vdLyrl3zrKFrr7tuGrxdrLQFOxhjz+w9gkVLqdYzeYN3is4QQQog+6IUf86hxeUgMD+Ci9PaPe21xktdE7w14664Xjimh25d9mA0/7iM80sr0M4fxxbq32LF/IzpqOJayBCwBZkoqKskLWtLief7y5o2AMRQgPXkioUERJHmT1Fq/OushzCYzcRGJvrLBcSNY9JsVBPrXnxA3a9zFzBp3caPr1Ja1POnsyMqtXTQ0ocsopWKB24AJgAdYCzyntZbOyaPU2jJoB4HHlFJ/BU7HWPlhLeAHXKGU+rfWen/nhymEEEIc39buL+ebnFIAbpuSiL9f00MSFse1sE3uHW27VnuS35pqJ/uyD5OU2o8dBT+xdP37+DkicGeeRFhEIKecMZSfs79h854fueikVPYtceOwuzHTvvWCTx9/WZPlk4bNalRm9vMnxM+/Xefvq5RSiRibYLiBLRgrcEUBv1RKTdVaZ3dnfD1Vm1aB0FprYDGwWCkVh7EaxI3AvUqpH7TWU9t6QaXUPcDtQATGjiY3N/UJRik1F3i5iVN8obU+q63XE0IIITqbw+3hWe/Et1MHR5AxIPSozjN3Yf0ly165ww60rUdTa41SCpfLw85dObyycj5FlfsZXnobJm3hvKvGUaZKWJu1igGRKZx98iUkp0WDhpOHzSal/3DGpE5g35KDACgUE0rnA1BjOsxu69tEO07A4onAPug75s2+hxGJGUf1Oo9Wb+vZbaMFwGbgAmAAsElrPVkp9QzwOHBJdwbXU7V7HWDvRLhHlVLzgTMxeoXbRCl1A3AvcB2QAzwFvAWc1kT1dzCS7lr+QCZHZkMKIYQQx4X3Nx0ir9xOkL+JmycmtFj3jIL6Qzob9QgrRdz5p5Hym2t55f+uAKCovIDosDi01tid1QRajmwKsejLBfy44ytOTric8IoMcnNKcDjt5IZvRisPNaYiogMHYa9xMTR1DBdP/gVJMUOYOGyk7xwzx17ouz98QXORX13n/u9afI2iQ80BLtZa21X9rv/nMOZpiaPQ7gS4lrdX+HPvra1uBxZqrT8EUErNA7KVUula68wG568GfHsmKqUuAAKQLf+EEEIcRwoq7Ly1wZj4du34eKKD2zbxbfWs63FX2+uVmSNCGfzWIzzw1W9x/d9nvvLb/nU2AIEWKymxw7nj7H+yN/sw+7IOs2l3DhWmEjZu2UxijTHO1uJvYVzoFSQmDGTyuGkkJ8ajTEbudOnUW475NYsuFYaxKldDTmRO1lE76gS4vZRSAcBY4Pe1ZVrr3UqpPRjD+jObeWqta4FPtdalzVWIioqq9/i6665j7ty5hIWFkZKSwsaNGwEwmUyMGTOGnTt3YrMZe4sPGzaMkpISDh0yRmMkJCRgsVjIyckBICIigsTERDZvNmbCms1m0tPT2b59OzU1xvaHI0aMoLCwkKKiIgASExMxmUzs3bvXF198fDxbtmwBwGKxMHLkSLZu3YrD4QBg1KhR5OfnU1xcDEBycjIej4fcXKPtR0dHExMTw7Zt2wAIDAxk+PDhZGZm4nK5ABg9ejS5ubmUlhpvVUpKCg6Hg7y8PABiY2OJjIxkx44dAFitVoYOHcqmTZvweIzZv2PHjiUnJ4fy8nIAUlNTsdls5Ocb23rGxcURGhrKrl3GxjQhISGkpaWxYcMG3/s/btw4srKyqKw09qIfMmQIFRUVFBQYfyji4+OxWq1kZxvDl+TnZPycIiMjaQ9p99Lue8vPacaMGbTH8dL2N+3O49qBbrbbgzk1wexrD629p9XV1QQGBpI5r/5mqmvfz8MV7mjyNdc4bOQWZvPC4yuPvA9+JxGu0okJSWTAoGBGjksmKiaAgoPG7nMWf6ix10jb77ltvwBIBHybXHh7gm8DfmrpiaJ5Suuu+fDg3cEkDxiptd5Wp3wN8KHW+rEWnhsJ5AOXaa0/aarO8uXL9fjx4zs4aiG6XmRkZJtnt0i7F71JT2z7P+4r4/4luwF48uwhjIkPafU5DYc8NEyAAVzY2RDxcL2yB696EZfbwYDIFN7+52bMFj8GpfUjOS2apNQo365roudpqe0rpV4F9mmt/6yUGgzswEiGw4EZDb9BF23TZT3AHNm95GhcDlQAX7RWUQghhOgKdpeHZ783Jr7NSotsU/LblPSXjES3YuAQ9s65EoBiy4ZG9XILs5idYcx3mvvbqQQF+/fYtW1Fu9wPxHvvlwHPA1nAG1rrw90WVQ/XlQlwEcbadbEYG2vUiqH1TTauBd7WWjs7KTYhhBCiXd7ZeJCCCsf/Z+++46uu7sePv943yU1ysycJJEBIIAHCRkGcgEUU6/i2KtqKOOvC/rTWurV10LpbZ617lNqhtdWKA7cIArLCCAmEESCQvZOb5J7fH5+bm9wMlskNSd7PxyMP7ud8zudz3jf5EN6cewaOABtXHnvgiW+tpd18ObmPvEjE+JFM+e+fsQX4Y4zhtaeWsrL2hk6ve/Hjhbz4sfVhaT9dDaFfMsbswD38wZ3wdv6QqEPmsz2jjTH1wFrAM9BFRFKAocDyzq4TkVRgGtYGHEoppVSP21NRz1vrrOXC5k8eSJTj0Na03f/RN+Q+8iIAA+acjC3A6ofaunk/hXsrD3Sp6sdEJFNEXhORDe6v10VkdE/H1Zv5sgcY4CngCRFZDWwHHgc+M8ZkicixWEnuTGPM7lbXXAxsNsboQG+llFI9zhjD00vzAPaQ3QAAIABJREFUaWgypMYE8+ORsYd0XfW2Xay7/rcADJhzCinXXwzAI7e3rPg5rvxW/E0o0mbU4M0Pzu6i6FVvIyKTgc+BHKyVtwRr+djlInKyMUY/DjgCPk2AjTEvicgA4Dmswdsf07KOsANIx1rvt7WfAy/5LEillFLqAJbuKGdFvrVawoJpyfjZDj4Ot7G6htWX3UZjRRUhw4cw5o93tBu/20gdG8OeJqQxiSG15xBgjmxMsepzHgT+Y4y5qHWhiLwB3I+1J4M6TL7uAca92kO7FR+MMZ/TwUQ5Y0yaD8JSSimlDqqu0cWzy6yJb6eNiGbUgINvF2yMIevGhVRt3oZfqIMJLy3EP9S6rr6ukagYB6XFNUjCThrqKjGR+7j+V6cSFhzZre9F9RrHAad0UP4oVs+wOgI+T4CVUkqp3mrR6gL2VzUQFujH5ccMPKRrij5bTsF/lgAw9sm7CB0+FLAS44/eyaK0uIag4AAuvvhK8iun4Wyo0+RXteYCSjsor8CHc7n6Gk2AlVJKqUOwq6yOf6y3Fi26dPJAIoMPbeJb7PQpjPrDr3EWljDg9JM95Wu/20X2emuTiNN/OoaIqGAioiZ3feCqt9sITAS2tSmfDGzwfTh9gybASiml1EEYY3j623waXYYRsQ5OT4855GtFhMGXnOtVtm9PBZ+9vxmAxPE1DE2P7uhSpQAWAH4dlG93n1NHQLvOlVJKqYP4Kq+M73dXIsCC45MOOvGtqa6evGf/iquhsd25+rpG/rtoDU2NLoIGlvLejoXc9fp8KmvLuid41asZY1YaY9otF2uMWa4rZB05TYCVUkqpA6hxNvHcMmt1zjMyYkiPO/DEN2MMG297lOzfPsX3l/wGY4zXuY/eyaLMPe437Rg7/jZ/HEFhhAZFdOv7UL2XiJwuIl+KSLH760sRmdPTcfVmOgRCKaWUOoA3VxdQVNNARJA/l04++MS3Xa+/y+5F7wEw8CezvJY7W7u81bjf88aQmhHP2LRJ+PvbdVtj1SERuRhrOdh/AYuwVsw6EXhXRC43xrzak/H1VpoAK6WUUp3YXlrL21nWxLfLjxlIeNCB/9ksW5XFpjseA2DIlecz8CeneZ0PCQ8kMMifscckk5oRD8DAmKFdH7jqS24F7jTG/KFV2TPuTcVuATQBPgI6BEIppZTqgDGGp77Jp8nAqPgQZo048ES1+sISVl9+O6ahkaip40m/+/p2dYaPGsDF10+lNPJbauuruyt01bekAm93UP62+5w6ApoAK6WUUh34bGsp6wqqsIk18c12gCEKroZG1lx5B/UFRQQmxDL+L/djC7B6i40xNDY0eep+s/Vd/vbVk9z26s9obGro9veher1CYEIH5RPc59QR0CEQSimlVBvVziaeX25NfPvxyDhSYxwHrL/nn4spXbYWCfBnwosPEhjX0lu8ZtlO1izfxVkXjScmPpSYsHjCgiM5MXMO/n6Htpaw6tdeBp4TkUTgC8AAJwP3Ak/3YFy9mibASimlVBuvrdpLSW0jUcH+XDIp4aD1B82dg7OolICocCInZXrKnfWNLF2SS21NAxvX7OHEWSOYmvEjRg2ejCMwtDvfguo77sXaDe4BINhdVgc8Avy2h2Lq9TQBVkoppVrZWlzDuxutT5avPHYQoYEH/6dSRBi24OJ25fZAfy66eiorvspj2sw0T3m4I6rrAlZ9mjHGBdwrIvcDw7BWgdhqjGm/yLQ6ZDoGWCmllHJzGcNTS/NxGchMCGFmWueJqrO0grznFmFcrgPeMyo2hMmnDuDp9++kqKKgq0NW/YcdCHL/ae/hWHo9TYCVUkopt09yStiwr9qa+DYtudO1eU1TE+uuvYfse59k/f97sN35zev2UlLUssrDy5/8nqWbP+Sxd2722hhDqYMRkSAReQIoAda4v4pF5HER0UT4COkQCKWUUgqorG/kL9/tAeDc0XGkRAd3Wjfn4Rco+mw52GwMOv90r3MF+eV88I912PxszL1qCgMGhjPnmJ+zu3g7F8+4STe8UIfrceAc4DrgG6whEMcBD2L1CF/Tc6H1XpoAK6WUUsArK/dSXtdItMOfn09M7LTevg++YNsT1t4D6XddS8wJkzzn6mob+O+iNTQ1GRKSwogbYE10y0iawCOX/R2bza9734Tqi+YC84wx/21VtklE9gNvoAnwEdEhEEoppfq9LUU1vLepCIBfTEkixN5xolqVs511C+4DIOHsmQy9+kLPOWMMH76dRXlpLcGOAM6cOx6kZbiDJr/qB8juoGwL0NRBuToEmgArpZTq11zG8NQ3uzDA+IGhnDIsssN6jVXVrL7sNpqqagjNGEbmY7d7DWdY/e0OcjbsA+CM88eSW7SS21+7mLx9m33xNlTf9RZweQflV7rPqSOgCbBSSql+bXF2MZsLa/C3Cdcf1/nEtx0v/IPqnB34h4cy4eXf4x/SMkZ4b345n39gddJNOXkYQ4bH8Ppnj7F9fzb/W/lXn7wP1WcVA1eLyHL3xLfHRWQFcBVQJiL3NH/1cJy9io4BVkop1W9V1DXy4gpr4ttPMuMYHBXUad1hCy6msbqWqGPGEpKS5ClvHvfrajIkDY3i+FPTsImNW37yR/76xZNcPP3Gbn8fqk87D9gHRAFzWpXvA37a6ljQjTEOmSbASiml+q0XV+yhsr6JuJAALppw4B3fxM+P9Du85xsZY/jwX1lUuMf9zrlgHDY/68PVhKhkbjrnoW6LXfUPxpgRPR1DX6RDIJRSSvVLm/ZXszi7GICrpyYRHNB+klrNjj3seOEfna7d+/3SHeRs3AdijfsNdEBNfWW3xq36LxGJF5HYno6jL9AEWCmlVL/T5DI86Z74NjkpjBOGRrSvU1PH6stvY9Odj7Pl/mfand+7q4wvFlvjfqeePIyUEXH845vn+dWL57F669fd/RZUPyIiPxeRHUABsF9E8kRkfg+H1atpAqyUUqrfeX9zEbnFtQTYhOuOS2o38c0Yw4ZbHqIyKwc/RzADfzrb63zbcb/TZqZR56zh643/o7SqkNKqQl++HdWHichZwAtYKz5cAdQAC4FHRWRuT8bWm+kYYKWUUv1KaW0Dr6zcC8B5Y+MZFNF+4tvOl/7Fnn8uBiDz8dsJG5nqdX73jlKqKusJDrFz5lxr3G+Qn4OHL32LJeveYfrYc7r/jaj+4jfAfcaYB0RkGGCMMc+LSJX73N96NrzeSRNgpZRS/cqL3+2hytnEgFA7c8e3n/hWunwtm+/5IwBDr7mIxLNntquTmhHPhVdNocHZRGh4SwIdGhzB2VPmd1vsql8ah7XkWVvfAC/6OJY+QxNgpZRS/caGgio+yikB4Nrjkgjy9x4JWFdQyJor78Q0NhF9wiRG3HF1p/dKTLY2zCgo3YXN5kd8xMDuC1z1Z41AQwflyVhjgtUR0ARYKaVUnzPrhdUHrXPckPYT37b96XXq9xcTNGgA45/7HTb/ln8ma2ucfPb+Zk6enU5IWCAALlcTT79/NzsLc7jmjHuZmn5q170JpSzbgFFYWx8DiIicCDwJvN1jUfVymgArpZRSbhn3LgCBQeedjj02yuvcR+9sIGfDPgoLKpl33TTEJpRVl1BbX0VjUwODoof2TNCqr3sbmA38230cDHwBvA7c1VNB9XaaACullOpzPrpiAgBfbivl/k+3A+An0GRg3sQEfj4xscPrbPYARj1wU4fnJp8wlH27yzl5djpis1aNiA6LY+Elb7JlzzqS49K6/o2ofs8Yc3+rw3zgWCDXGFPeQyH1CZoAK6WU6pPeztrPc8t2e46bjLVX7LQ2Qx/K126mckMuSRedecD7DRoSxWU3nYR/m3HDAf52Rg+e3GVxK9UZY4wTWNXTcfQFPk+AReQ2YAEQCXwEXGWM2d9JXX+s7v1LgQHADuA6Y8zHPgpXKaVUL1Tf6OK1VXvblRvg7axCbj55CADOolJWX3Ybdbv30VBRScrVF3rVr61x4nIZQkKtMb/Nye+KnM+ICo0jLTGze9+I6vdE5FOs/7t1yBgzvRvbPgErDxsOvIz1VygWmA9MMsZs7cn7/RA+TYBF5FLgdmAekAc8ASwC2q8xY/kzMAm4HMgBBgMl3R+pUkqp3mxPRT01Da4Oz20urAHA1djI2mvuoW73Puxx0SSe7T2BzRjD4n+uZ9+eCs6cO56kodaY4JLKQp79373UOmu4+dxHmZR2Uve+GdXf5bY5DsHKjRKBf3Rnw8aYr0VkM7DcGHNfc7l7V7oOOy99eb8fwtc9wAuAx4wx7wCIyGXAVhHJNMZkta4oImOwEuURxpg8d/F2XwarlFKqd4oK9scm4DJw053XtTu/+HrvY2dhCUGJcV5lK7/eztbNhSDQ1NiSTLtME6kJo9lfvpvMIcd0S/xKNTPGdLQGMCLyDFDkgxBOAG5ztxlrjCkCCo0xlUfJ/Y6Iz7ZCFpFArMWcP20uM8Zsw0pqp3RwyRys//XMFZFdIrJZRO4UET9fxKuUUqr3igwOYHpq1MErdmLPzlK++tBadeq46akMSYvxnIsNT+D285/m3oteIDAg+AfHqtQR+hPW1sjdRkRCgdHAt+6ieQDGmDeOhvv9EL7sAY7BSrjbdnEXAvEd1B8KDANmAT8FBmINiXACD3XUQHR0tNfxvHnzmD9/PuHh4aSkpLB27VoAbDYbY8eOZcuWLdTUWB+FpaenU1payv79VniDBg3CbreTl2d1PkdGRpKcnMz69esB8Pf3JzMzk82bN1NXVwfAyJEjKSwspKjI+g9ZcnIyNpuNHTt2eOJLTExkw4YNANjtdkaNGsXGjRtxOp0AjB49mr1791JSYo30GDJkCC6Xi127dgEQGxtLXFwcmzZtAiAoKIiMjAyysrJobGwEYMyYMezatYuysjIAUlJScDqd7N5tTQaJj48nKiqK7OxsABwOByNGjGDdunW4XFYvx7hx48jLy6OiogKA1NRUampq2LvXGlOXkJBAWFgYOTk5AISGhpKWlsaaNWs83//x48eTm5tLVVUVAMOHD6eyspKCAmvd7sTERBwOB1u3WkN+9Odk/Zyiog7vH2197vW57ys/p+nTD28o48Ge/R9FlDIu3Unxa4/w6s5gfprkJD3Sj9pzbvBcEzTjWCJ+fQlJSUmUl5eTl5eHs97Fik9KcLkMUfF2HNFVZGVldfg9zc/PP6q/p6DPfl989t38AD8RCTDGdLRRRleYijX09HoRmQqsOUh9X9/viIkxxjcNiQzCWr5jlDFmU6vy74B3jDEL29R/HrgSGGqM2eEu+yVwrTEmve39lyxZYiZOnNidb0Epn4iKiup0skNb+tyrvqQrn/2ONsL4+dPWPzPxe/MBsAUF4hiWxAmfvu6pY1yGd17/nm3ZhThC7Vyy4HjPphevf/Y46YPGceyIGYcaplKH5HCefV8SkXuAAcaYa0VkBDCk7UIEIvJ3Y8z5P/R+IhIN/B6rU/Q84B6sSXJPdrZYwg/hyx7gIsCF9cY2tSqPo+OBz/uA+ubk1y0ba+s/pZRS6ohkXXa31/Gy2xe3ryRw5gXjPMnv2rxveX/FG7y/4g3uv/hVXf1B9RfHA6+4X+/BWo3LQ0RGAdEi4jDG1PyQ+xljSkTkN8B7QBLwvjHm23Z36CI+S4CNMfUishaYjrWDCSKSgjXUYXkHlywDAkUkyRiT7y5LA3b6IFyllFK9WPNGGF6u+DsAj3SU8LYxbUYag1Nbxv2mJWYyfczZ1DfWafKr+gX3nKupuMcZG2Oq2py3Yw1jzQUSsLZsbj73Y2B1q/ztoPdzl5WKSA4w0xjzQle/p9Z8vQrEU8ATIrIaa/Lb48BnxpgsETkWeA3rTe8GPsTqKf6LiNyMtdzHbcCjPo5ZKaVUH5L50u8AmF2wFGhJiMMigqgsr2NwagxTp6d6XRMSFMYvTr8bl6vJt8Eq1QNEZBrWErQhwFUissgYs6FNtYlYiW8YVo62rdW5G4GPgYWHcT9EJALYAhwH9J0E2BjzkogMAJ4DIrC+Oc3LeziAdCDAXbdRROYAzwIrsIZEPAP80ZcxK6WU6t0WJ0zrtLxicDqcegEAleV1hIQFMuf8sdjcWx27XE3YbC2LD7V+rVRfZYxZCizFSlrbEZEhQJYxZpmIJGIlwq2vnyEiV7U6PuD93PcMAmYbYx4UkaUiEmmMKeuCt9Mhny2D1swYs9AYk2iMcRhjzjbG7HOXf26MEWPM9lZ184wxs911U4wxDxhj9L/fSimlfjAD7JvUMvteBOacP9Yz7tfZWM/tr13M+yve1J5fpdxE5CTgEawVKIKxNuU4w73EWXOdTGDtYdzzNOC/wJciEoDV6fkH98S4buHzrZCVUkopX2oe6tBW9voCNixaw8rIOzxlK/7Vvt72/dkclzGL6LC49ieV6meMMV8CX7Yq6mgt4lBjzLLDuOeHWENfm517hOEdMp/3ACullFI9zbgMS5e03WG2c5r8KnXoDif57SnaA6yUUqrf2bJhH8X7rUnok8se8JQ39wb/7ZZVPRKXUso3tAdYKaVUv7P8860HPF/nrPVRJEqpnqA9wEoppfqVtusAu2ikIPAr6vxa9mS65ZW5jEyayHkn/ILY8IS2t1BK9XKaACullOrXGmwV7An+xKtsf1k++8vyGT1kMieNntNDkSmluosmwEoppfqVmx+c3a5sVW4SD799o1fZT6ZdyYmjzvBVWEopH9IxwEoppfq94QPHtCsbHDccEemBaJRS3U0TYKWUUv1eZW37Dadq6qt6IBKllC9oAqyUUqrfGxSTwms3tWyY8dpNSzllzFk9GJFSqjvpGGCllFL92tyHJrUrm/fYNK9jXRdYqe4nIpHAo8AcIBRYB9zq3n2uS2kPsFJKKaWUOho8BkwCzgbGAd8B74lIRFc3pD3ASiml+jXt3VWqc8c8/GkGMB7YDixf8esZphubmwI8a4xZDiAidwG/BIYDK7uyIe0BVkoppZRSXo55+NOAYx7+9A1gE7AI+Bb45piHP43txma/Bc4VkRgR8QMuA/KBjV3dkCbAbfz+97/v6RC8aDydO5pigaMvnsNxtMWu8RyYxtN1jrbYNZ4D03h86mbgZ23KjgOe6cY2FwDlQBFQD9wKzDHG1HR1Q2JMd/Zk+86SJUvMxIkTf/B9oqOjKSkp6YKIuobG07mjKRbouniioqIOeeFRfe59Q+M5MH32u47Gc2B9NZ7DefZ95ZiHP83GGnrQNrYmIGrFr2dUdnWbInIbcB7wa6AEmAecC0wwxpR2ZVvaA6yUUkoppdoKp33yC+AHBHd1YyISDPwWuN4Ys8QYs9oYcyPgBOZ2dXuaACullFJKqbYWd1BmgDVAYTe0F+D+ampT7qIb8lVNgJVSSimlVFv3ALvblNUBN3THShDGmArgG+AJETlWRNJE5EFgKPBxV7fXp8YA93QMSnWVmTNnHtJ4MH3uVV+jz77qrw712fcl94oPVwATgTzg+RW/nrG1u9oTkUHAI8AMIARr9Ye7jTEd9Ub/sLb6SgKslFJKKaXUodAhEEoppZRSql/RBFgppZRSSvUrmgArpZRSSql+RRNgpZRSSinVr2gCrJRSSiml+hVNgJVSSimlVL+iCbBSSimllOpXNAFWSimllFL9iibASimllFKqX/Hv6QC6ypIlS8zEiRN7OgylfrCoqKhD3g5Tn3vVl+izr/qrw3n2VdfQHmCllFJKKdXjROT/RGSJiJSLiOngfKiI/ElECkSkVkTWi8jYI2mrz/QAK6WUUkqpXs0BfAp8AjzY+oSICPAO4Af8FNgNpAEVR9KQJsBKKaWUUqrHGWPeABCRUzo4fSYwCRhqjGlOevOOtC0dAqGUUkoppTq1KHDk6kWBI1f3cBhzgFXAb91DINaJyNVHejPtAVZKKaWUUke7ocBJQAlWMpwJPCMiJcaYvx/uzTQBVkoppZRS7bTq9R3ffHxh/aYJPRSODWgALjPGVAOrRGQ8cDlw2AmwDoFQSimllFJHu31Avjv5bZYNJB/JzbQHWCmllFJKtdPc29vcE9yDvb8Ay4BzRCTYGFPrLksDdh7JzTQBVkoppZRSnfJV4isi0cBgrMQW9xAHgI3Am8A9wLMishBrDPBVwPwjaUsTYKWUUkopdTQ4C3i51XHzGOQUY8x2ETkNeBpYg9Xze7Mx5u0jaUgTYKWUUkop1eOMMa8Arxzg/GpgWle0pZPglFJKKaVUv6IJsFJKKaWU6lc0AVZKKaWUUv2KJsBKKaWUUqpf8XkCLCK3icgeEakRkX+LSPwB6p4pIqvddbeIyIW+jFUppZRSSvU9Pk2AReRS4HbgOqxZfJHAok7qTgTeBv4CjAHuB14WkRN8E61SSimllOqLfL0M2gLgMWPMOwAichmwVUQyjTFZber+FPjcGPOM+3iriJwO3AB87bOIlVJKKaVUn+KzHmARCQTGAZ82lxljtgHbgSkdXBIE1LUpqwWmdlOISimllFKqH/BlD3AMVsK9v015IdDROOAlwHUi8iP36ylYvcKBnTUQHR3tdTxv3jzmz59PeHg4KSkprF27FgCbzcbYsWPZsmULNTU1AKSnp1NaWsr+/VZ4gwYNwm63k5eXB0BkZCTJycmsX78eAH9/fzIzM9m8eTN1dVaePnLkSAoLCykqKgIgOTkZm83Gjh07PPElJiayYcMGAOx2O6NGjWLjxo04nU4ARo8ezd69eykpKQFgyJAhuFwudu3aBUBsbCxxcXFs2rQJgKCgIDIyMsjKyqKxsRGAMWPGsGvXLsrKygBISUnB6XSye/duAOLj44mKiiI7OxsAh8PBiBEjWLduHS6XC4Bx48aRl5dHRUUFAKmpqdTU1LB3714AEhISCAsLIycnB4DQ0FDS0tJYs2aN5/s/fvx4cnNzqaqqAmD48OFUVlZSUFAAQGJiIg6Hg61btwIc0c8pPDSWffnVBEXUICJ94ucUFRXF4dDnvv8993315zR9+nQOhz77+uz3lZ/T4T776ocTY4xvGhIZBOQDo4wxm1qVfwe8Y4xZ2ME1dwO3AQHALuBD4BJjTHDbukuWLDETJ07srvC73KwXVh+0zkdX+GTr7XYWJxx8k5XZBUt9EEnHHrl98UHr3PzgbB9E0j2ioqLkUOv2tudeqQPRZ1/1V4fz7Kuu4ctJcEWAi/a9vXG07xUGwBjzOyAUGAKkASVYQyaUUkoppVQfISJ3iMgaEakWkXwR+ZOIhHZSd5KINIjI50fans8SYGNMPbAW8PTzi0gKMBRYfoDrmowxu92H5wDvd2OYPvPMOemdnrt0cqLPen9dzgZq8wu8yhLOnon4+7WrG5Y5nNkFS3u09xes3t2bH5zN4NQYr/Kzfz7Bc04ppZRSXeOOaxbFHLzWDzYNeAiYCFwEzAKebFvJPafsFeCLH9KYr1eBeAp4QkRWY/XkPg58ZozJEpFjgdeAmcaY3SISAFwNfAyEYS2fFgX8wccxd4lqZxM5RTXkFtWQU1zL2j2VndbdXtp27t8P56p3Ur1tF1XZedbXFuurZls+gYlxnLLybU/dgneXdHiPyqwcz/AIXyfBZSU1bNu8n/ztZfx47jh27yxj59ZiVkbe4amz8j3gvfbX/u2WVb4LVCmllOpD7rhm0TTgyzuuWXTdA89e+OfuascYM6fVYbaI3AV01N79WAsqlAKnHGl7Pk2AjTEvicgA4DkgAiu5vcp92gGkY433BTDA+cCD7uPPgBONMYW+i/jIVNQ1srW4lpyiGuuruJY9FfWHfP2g8E7n+R2Uq95J9dad2ALthKQOBqCxqpol6bMxTU0dXlO/t5Cmmjr8HEFH3G5XczW52LOzjK3ZhWzbXEjx/irPuUfvLDjAlUoppZTqQr8D/IB777hm0asPPHth1/fSdSwWKGtdICLHA2cBE4BbfsjNfd0DjHuyW7sJb8aYzwFpddwInNhV7XbXpLPyukZPopvrTnoLKp0d1g0OsJEaE8zwWAdp0cH8e2MhOUW13HTnde3qtp3m1bbHtamunurcHVRt2W715mbnUbVlOzV5+eBykfTzs8h85FYA/ENDsMdFUb+/BEdKEqEjhlpf6cMIHTGUkNQh+AUHdtqWr9TVNrB9SxFbs/eTl11EXW2D1/mY+FBSM+L47ss8T9nksgc8rw0uVkXeBfRcr+/chyYdtI72SCullOoN7rhm0YnATPdhAnAlHQxL6GoiEgHcDLzUqswBvAxcaYypEflh8wZ9ngD3ZqW1De5kt9Y9lKGG/VUNHdZ1BNgYHuuwkl130jsoIhCb+wd2oIQ867K725e1WfngZ1MCWPuLuzq8Xvz8aKyq8Sqb8u6zBA6IxS/oyHuXu0NJUTVbN+1n2+ZC8neUYlwtq5L4+QnJw6IZlhHPsPQ4IqMdAJzwo+GsX7Wb6kqrV73R5WRH+RrKnfusdUaApZs+JMIRzcjBk7CJz3f8VkoppfqCe7A+kRf3n7ffcc2iv3RnL7B7jO+/gG3A71ud+j3woTHmB439bdZvEuCPrpiAyxje31TEk0utLOnc0XHMHTeAKEdAu/rFNQ0tY3aLrJ7dopqOk91Qux/DY4NJi3F4kt7EcLsn2T2Yx+5/GoCw0mISdu8g5RCuCU1PQfz8cAxLInREivWVbvXqhgxLxhZo96rvGDLokGLxpa2b9/POa997lTlC7AzLiCM1I54haTHYA9s/ojY/G+OOTfYcf7ru37y/+lGvOn/67+0APHLZP7D7B/Lqp48S4Gfn/53d8nfp+61fsSz7E1IGZHD6pAs95Yu/f4t9pflMSZ9BRpL1qYDL1cS/lv4FERuzJ15AaHAEAPvK8lmZ8zkhQeGcMuYs/nbLKlblfsnDb9/YLu6QwDAevuwfh/ttUkoppXyuTe8vWElwt/YCi4g/8DesuV8z3aMBmp0EZIrINe5jm3WJNAKpxpgdh9NWv0mAAZ76Jp/3Nhd5jt/ZUMjSHWXcNyuVPZX15Ba1jNstqW3s8B7iNbzVAAAgAElEQVThgX5Wr26sg+GxVs9uQqidw+mKN01NvH1SFFU520mYc4qn/JOM02gs854c98pNHY8dXvkf4JcAW4At3fqxeut1d1tPOjuQtvHkbtzHprV7GZGZQPqYBACShkZj8xNi40MZlhFPakYcCYMiENvBv5ert37NipzPyUiewLSM0/jfyr+SX7TVq87Mcf/HoJgUtu/bzKrcLwjw9+793lmYw5dZ71FdV+mVAC/PXsKmXatIjE72JMBN7gQY4IRRp3sS4Pyibbz+2ePERw7ilDFnARAVGtdhzNX1lTgCQw763pRSSqmjwG2dlN9+xzWLnn7g2QtdXdmYiNiwFkNIA042xlS1qfIToPU+ENcCxwCXAnsOt71+kwDvrajnfXfy23bM7Wb3n/Hur+OxemUjg/zdya6V6I6IdRAXEnBYya7L2UDVljwq1m2hYn02FVlbqMzKoanW+vRgZvaHBESEAeAXHERTdS2mwUq+A5MT6a3LHpcWVxMV05LsbcsuJHu9NXmtOQEODPLn6lun4wixd3gPgDpnDRt2rqSwfA+zJ831lG/YuZJP171DdX0FJ42ew6Wn3sJ9f/uF17UXT78JESEqNI65J12HTbyXdhueOIYfHzuPQTHefe6TUk8kMWowg2KGecpEhOMyZuEyTQTbW95XuCOKcSnHERHSskLMsISRzJpwPh+t/rvXfV+7aSl2/6NrCIpSSinViW14BhZ6ycUaDtHVnsda1eEMwC4iCe7yQveSuF69XCKyH6g2xmQdSWP9JgHeUlTT6U+rozG3s7bt87wuBi49hLVlm2rrcRaVEJyc6Cn76oQLqd3ZwX9MRAhJTaa+oIgl6ad5nXL5+dPgCKMgLp3JZVcC4B9g45Ibp3LN89Yyyk9f+gWhYUEEBnX/j7D1urqPWCMLuOGeU7EH+nsmfb1x0wry80rYutkaz/vio19x9a2nEBpurSyRMdb6nozITPC6d+vkt7GpgR37txAXMZBwh7Ud8L6yfB5++0ZEbJwy5iyC7NY44HEpx1FdV8HYlKmA1ZvbVn7xVtISM4kMjeWcqZe1Oz96yDGMHnJMu/Izj724XZm/XwC/PKvd3E2GDxzDbec95Tk+0CS4eY9ZS8jpJDillFJHuweevfB64HofNnm5+8+2k6RS6IbewH6TAMeGtIzzbR5z26x1snuoGquqqcjKsXp13b271Tk7CB+fwXHv/8VTLzQ9hbrd+wgZMZTwMekEZ47AL2UYrgEJ1DphXX4du4+fQ4MjnMaQMBoc4TQFObzaqrMVkxf4T37zyuOeshtfPJtBUancdvEfCHdE0dDQxCt//JrAQH/sQf4EBgW0em192QObXwd4Xgc7AjxJ6sG4Wk1QW/3tDjInJXmOn75/CQ1O72XW9uws8yS8g1NjvDauMMZQ56whuNWQgLvfuJRt+zZx1ey7mDH2HACSYocRFzGQ5NhUqurKPQnwmKFTGDN0CnMfmsQf/9PxpzR3vn4JoAmnUkopdbQzxhzWsg7GmHt/SHv9JgEeFR9CWkwwucW1njIB/GxC5ku/A6zlv5rHu17565OIiLKSLeNqGeZSt7eQ7366gJptu8C0JITNUySrc3diXC7yd5SxPaeI0Msu59Tn7/csM/bk7z6hfnsR1s7QbukHXjrLaSun2n8nOFuXlZFXvor/fvcaOwtzmTj0FMpLWpLJKr+d2IydQFc0fnQ+xCBpaBRzr5riOX7ntVWUldRy0uwRpGZYu1ZXVdSx8uvtVJS1fO++/jiHrz7KgUjruMHZRIDdjyFpMaS6V20ICev44/7vtnzKyx//gcToIdx94fOe8qED0tlRmENpVctSz342f578xX8P+P05mmiyrZRSSh39+k0CLCLcNyuVR77cward1kSz+FA7C45PosT9sX5Tk8szyWvlXzq7E3A2nPbVmTSFR+KKjachJIx6CeCS84YRNToVsdnYvaOU5Z9vIzUjjgnTWxLB0PAg6uurCA0LJDQ8iLDwIEIj3K8jgrA7DG+uuJ+tuzcysnwBASaU8MZhDKw9lT3Bn3iFsfDiRbz73UuszVvKkLh0zr34fOrrGqmva+DJbx+iprGc05N+Q6zfEOrrGimp3svqmjfxd4WSWnc+DfVN2IP8KSzfS0VNKTFh8ZQW1VBSVE1TY0vSX1luJcCtGQMuWiYK/mT+JJJTovEPaBln29jUwCufPEzO3vXc8pMniAkbYH0PgiIorS6ixlmNy9WEzWZdM/ek65l/6i2HNU5WE06llFJKHa5+kwADxIQEsPD0NM8avK9eMAqbiGfTibfPuhVOPrR7FY85zrvAgAwahC3A+pYOGBhO+pgEBg6O9Kp2wZXHEhjkj5+fjcXfv8W3mz/i+KTZTJlwnnUbY9i1OBsnVdT47SGicQQA9ibv+wAEBPgzfezZpCaMYvigMaQmWT22LuMiaHUgddV+zPjRRJLj0gDYsGMFn7y1hbDgSG645UcYY2hqMrz97Z95+9sXmJp+Kj855zfUVDtJTI7k5U8eorSqiBNSzyYpJYr8vFIMTZT751IWsBnxaxny8O6mh6leXcVJmWdy4ugzAGvc7Pfbvqakch+5e7KISbcS4NTEUfzq3EdIS8z0JL+AZ9yvUkoppVR36jcJcEcbT7wx8QLAWvnBiI09wyYyuWyGV53mHuHJZQ8QYPdz99gGEZoSSFiE1YMbFhFEaHgg4ZEtq3OkjIgjZYS1HFZ+0Tb++91rOBvrvSZS7SvNJzt/DXHhicxyJ8AiQlzxLBJMECFNLWvd2gnDzxVMk80ahhDpXnVgXMpxjEvxTsZtYuOZaz/AZbxXKImPTGLejF95jkUEf3+hydVIgJ+dcEc0ycOiPefX5S1jb+kOpmWcRnWlNYyiQarJDX2t3fdyWfYSAFymyZMAA5wzdT428Sc1cbSnLDAgmGOGT293D6WUUkopX+g3CfDBlKWNpSGsTS9rq+HYC+6eiT3Q/6BLoP1n+atsK9jIeSdc7Vleq6Gxni+y/oufzY+GRicB/lYyOSV9BnERiaQPGud1j5iG8e3uG96YxoSKOz0J+XPXfXTQ99R2B7S4iETOmHxRu3oXnryAuSddT5PLe+3js6fOp7B8L/FhQ/mm2FploUlqsZlAXDhBvNfVSI5La5fYzppw/kHjVEoppZTypX6TAH90xYT2hVdY67R+kHg8+8ef1O50k2nZhMLfLl7Jb86e9azM/YKEyGSmjz3bU/5l1nvkF29jQuoJngQ4KTaVWRPOY2h8Oi7TMmwgI2mCZ6OF1lovO9bZslpty3/oWFgRwd/Pe0e85o0dAC7/VSK11U7efHYZE8vvZtyPDS9+dadX/TvOf8bTM62UUkopdbTqNwnwgRibHy7/luSvxlbA5rDncUlLAvyzR6YQEzaAey78C/GRg9iwcwXvLnuZzCHHeiXAJ2WeSWVtOYNj0zxlAf52LvvRrb55M92g9U5wzZYsXg1tNjUrrtinCbBSSinVhUTk5UOpZ4y5tLtj6Us0AQY2XnJ7u7LWyW+z4sp94O4FTh80gWOGT2dk8kSvOmdNuaRLYztaVzmIaZhAZPlI1kTcD8ALCz71bA+slFJKqS4zD/gKr8VQvdiBk7C2BFaHqF8mwIsTpnkXtNkJzuFKYHTFDWwI/5NX+e9+9jLxEQMBGJk8gZHJHQyr6INuPsAueHMfshJgTX6VUkqpbnOBMabDXbtEJA4o8HE8vV6/TIDbat4Io7XoL+9nw797IJijnK/GJCullFIKgCa8puW34we4DnC+1xCR3wIXAslABfAJ8CtjTIGI/ARra+bxWO/3a+AmY8zWI2mrXybAswuWHrRO3r7NjB58DBt2rgAgc8ixuk6tUkoppXytEoii817eKKxksS/YDPwCyMNapfZR4FXgNOAE4F3gRqABeBD4QERGG2MaDrehfpkAH4qUARncNfc5T8/mnRc828MRHR20Z1cppZTyqWzgOGBTJ+enuOt0i9NuGxYA3AC88uHCbcXd1Q6AMWZRq8PtIvIQsMh97sbWdUXkCmA/MBJYd7ht2Q5eRSmllFJK9ZD3gV+LSHjbEyISCvwGaL9cU9eZBzwC/Lkb22hHRCKAi4BvOqkS6/6z7Ejurz3AbegYV6WUUkodRZ7CGhawWkSeA9YDBsgErgEcwJNd3ehptw27CHgCqHMXnXPabcNKgEc/XLjtga5ur5mI/Awr2Q4BlgNndFL1PmCJMWbnkbSjPcBKKaWUUkcpY0w5cAqQAyzE6hH+H/AHYDtwkjGmtBuangbEYU1IA2uyXRTQ3Vu8/geYAMzEGuvbrudZRO4DpgLzj7QR7QFuQ3t2lVJKKXU0McZsA2aLSBQwDGtViDxjTHeOyf0lEABc1arsK+D0bmwTY0wl1sS/HBHJBvJFZJQxZiOAiPwKuBor8c8/0na0B1gppZRSqncIAHYYY1Z2c/LLhwu3NQGT2xSf+OHCbdXd2W4bzcu/NQGIyDXAXcBsY0xnkwIPiSbASimllFJHMRH5uYjswFoKbb+I5InIfB80/TXWMIvxwFLg0+5qSEQCROQBETlGRIaIyAnA68D3WL3BF2ONSb4S2C0iCe6v4CNpT4dAKKWUUkodpUTkLOAF4E9Y6+T+CWss8KMiUmeM+Vt3tf3hwm2/xBoKAXB8d7XjZrCWNLsMiMZK9j8C7jbGuETkcqxtn//e5rpLgVcOtzFNgJVSSimljl6/Ae4zxjwgIsMAY4x5XkSq3Oe6LQH2JWNMI/B/Bzh/Sle2p0MglFJKKaWOXuOAf3dQ/g2Q4eNY+gztAVZK+cysF1YftM5HV0zwQSQdW5ww7aB1DmUr9e7wyO0HX+f+5gdn+yASpZSPNWItB9ZWMp1vj6wOQnuAlVJKKaWOXtuAUa2ORUROxNog4+2eCan30x5gpZTPfHTFBN5YXcBrq/Z6lQsQHuTHmxdm9kxgbq17d5t7g3uqx7ettr27zT3C2uurVJ/3NjCblmEQQcAXWCsk3NVTQfV2mgArpXxq+c7ydmUGKK9rYmtxLSPjQ3wflPrBOttGvjXdaEipw2eMub/VYT4wBch17xCnjpAmwEqpbucyhjV7Kvkgu5gthTWe8pvuvM6r3o47YUeba7urB9bV2AgGbAHWr8G6Pfsp+N/nNBSXsfOVt8m67G4Asg4w9lZ7X5VSviIiIcBowAU4ezicXs/nCbCI3AYsACKx1ne7yhizv5O6ZwG/BdKBEuCfwC3GGP3BK9ULFFY7+XBLCR9mF7Ovqnv/2roaG2msqMYeHeEp27f4S8rXbMJZXEZDcRnO4jKcxaU4i0ppKKtk4qt/IP60EwGo3b2PzXc+0a0xdpVd20o8r+vrGggMCujBaCyte3ebe4MXznuDlISRPRWSUn2GiNwJ3I41/AGgVkQeNsbc23NR9W4+TYBF5FKsH+A8IA9rR49FwMwO6qZiJby3A/8CUoBXgXLgHh+FrJQ6TI0uw7Kd5SzOLmZlfgUuY5X724TG5gO3x+5/2vN61rZ9Hd6vbQ/s2RE7rUS2qLRdQhs4IJbpa//jqbvvvc/Z88/Oe3CdxWWe10EJsUQfPxF7bBT2mCh46XeA1QO9flU+Dyw5u931cx+6w+v4cD/iN8bgajI0uVy4mqzXLpcLl8td3tT82vozPDKYkLBAln6a67nH90t3cNyMtMNqt7tU1JRSULrLc/yvpX/hrCnzSYpNwREY1oORKdV7uXOnm91fW7Fyo58AfxaRYmPMkz0ZX2/l6x7gBcBjxph3AETkMmCriGQaY7La1J0IVBhjHnEf54nI34GDDzRTSvlcfnkdi7OL+WhLCWV1jZ7yIZFBzE6P4dTh0UQEtfzK2VtZz8Z91UQ4a6m65AZW/uhKr/utjPROLj3lALHW1/zHAr3OOYtLMcYgYm0fH3nMGFzOBuwxke7ENrLV6yiCBsV7rg1OTuTYfz3lOd721/9RE5fE6mU7+fqjLS39Lgfw5rPfMmr8QCYcNwQAV5OLFx79EpfLMPeqKURGOwBYt2IXH7+7EdPmPwQHM+PMkcQlhHn1AK/4ajsTpw3pkV5gl6sJm83Pc3zrqxdRUtnygd7K3C9YmfsFY4dO5fbzn+7oFkqpg1sA3GGMeca9EQbGmI9E5JfAHwBNgI+AzxJgEQnEWsz5xuYyY8w2EdmONaC7bQK8CggTkXOAd4EkrFmQf+6sjejoaK/jefPmMX/+fMLDw0lJSWHt2rUA2Gw2xo4dy5YtW6ipscYjpqenU1payv791i/vQYMGYbfbycvLAyAyMpLk5GTWr18PgL+/P5mZmWzevJm6ujoARo4cSWFhIUVFRQAkJydjs9nYsWOHJ77ExEQ2bNgAgN1uZ9SoUWzcuBGn0/p4ePTo0ezdu5eSEusfuCFDhuByudi1y+pViY2NJS4ujk2bNgEQFBRERkYGWVlZNDZaSceYMWPYtWsXZWVW71ZKSgpOp5Pdu3cDEB8fT1RUFNnZ2QA4HA5GjBjBunXrcLlcAIwbN468vDwqKioASE1Npaamhr17rdn7CQkJhIWFkZOTA0BoaChpaWmsWbPG8/0fP348ubm5VFVVATB8+HAqKyspKLCWLUxMTMThcLB161YA/Tm5f05RUVEcjp587l3GUBI8kNxde4mmhnAg3j+AAWE25gxsJCLIn4HxDgYOjGLDBuuvuH99A6MnT6R011ZinE6q3vwfdbv2kunucW228qaDv/fIX/4MwhzYIkLJOHYShXXVrFmzBhEhJSWF4DNOgHEp1LkMgWHR4BdMVnYe/tUNDIxxMiLEwbp16/j+y2JqKhtJ+OvzOAqtvyc1ySPY+aO57PzPRgAm1z3QEps7OY+vn8bg2jme8r1l5QwaGuV57o0xVJRZz92GrI2EhPuTmJhIfX39oSe/An42QWzC7t35rF5e5xUDwNI/dXzpvWe9edjPfVZWFiKC3W4nOWUg//78DarrKpmacrrnuf9o9d/5auu/GZU8mStm3OV57gMksMM4xifM9PxuONDvp+nTpx/a98RNf+fr7/y+8nM6yLOfAXzcQflaYOiBLlSdE2MOrwfiiBsSGQjsBkYZYza1Kv8OeMcYs7CDa04D3gJCsJL1Z40x13Z0/yVLlpiJEyd2S+xK+VJUVJQcat2eeu5zimr4ILuYT3NLqGlwecrT4xycnh7DycOiCLFbPYMNFVWULltLydLvKVn6PRXrt3Dc4heJGGdtYFTy7WrWXHGHZzjC+BceoNI/hHe/LMHg4pKbJvPXbx5lWfYnALxww2c47CHYbH40NbkoLaqhpqqe6sp6qqvqqa50Ul1V7y5zUl1ZT02N01pqwi1tVDzn/Lzl+/biY19SWlRD0pK3CNu1GTFQH53Izhnn0eAIpd6/EiMuiuzfUxD0hec6G364aOL4wRdwUspcbH42wmL8iU10YPcPxO4fyLbsQmw2YeDgSOyBVp9DbY2Tqop6bDbBz8+GzU+w2QSbzf3az3rdnPg227WthLde+A7ovIe8tY6GZGzdu4FtBZtIiB7MmCHHesrveuNSdhXmctO5DzN26FQAdhfn8asXfwrAG79ahr+f1cv80ep/8NLHvyd90Dh++7OXPPd466tn+PD7t6ipr/KUHT9yNgt+3PKfhwPpDc++Ut3hQM++iBQDJxpjNrp7gNcaY8JEZDbwR2NMus8C7UN8OQTikH+xgSdhfgb4PfA/YAjwRxG5yRjzWDfEp5Q6gKr6Rj7dWsri7GJyi2s95WGBfpyaFs3s9BhSooMBKF25nvwPvqTkm+8pX5cNLpfXvUqXr/UkwFFTxjE9630+TDwegIQzp/Pta1bilhvyOje85L3M5RV/mk50WDyXnfob0uOn8sofvwZge/A7NEo1A+tOxeFKAKDOVkye4x+YEBejqq7FZhMcoXa2O7/iF0/fyujBk7nhxw9y4qwRGAN/G/0Om3Y7uWTmzZw76UKyvt/NB/9cy/qIRwGIdHpP6HLRBIA9oo5xUwYD8MZnT/DeP17nlDFncfXp9zAsPQ6Au96Yz56SHfxi9l0cO2IGwQ47FTWl3P/WNfj7BXDnBc/iCAwFIGvHd3z4/d8ZGDOUC0+63tPeB8vfZlfQesIb05hc9gA5IW9QHrCJtk4aPYfpY8/lhj+fRZA9mIcufctz7uuNi/lg1V85ZczZXgmws7GOuoYayqtbhldEhcYyfOBYIkNicDbWeRLgyWmnMCRuOFFhLUNIAC448Vr+/e1LXmV5+9rHp5Q6LFuAMcBG97GfiFwM3Ac832NR9XK+TICLsJbuiAda/0aMAzpaBeJaYKsx5vfu43UiEgY8DmgCrJQPGGNYX1DN4uwivswrw9nU0o06YWAos9NjmRpnp2bdJqKjBnnO7Xv/C7Y/+1fPcUBkGFHHTSD6+InEHD+J0PQUwNpswohQHxlHzfDx1MUO5MlrXqc+Kg6nlCOm419RJZX72ZS/mgkpJyECwQ47lQE51FPO5OQzGB6fQkiYnWoKyFpqfUR57R3TCQ62Izbh/RV7WPZZMVW11jKaIzKthNm+2Q5AU1OjZ6MJwQZGQAwD62Ziw06Jfa0nliC7g6tmtyTpjS5rx1J/m/eY3Oq6SqrrKrzKnI117Cy0PlK2ScvGnPvLdrMi5zOGV4/1ql8VtIV9QV8zesRQKr6DkMbEDhPglISR+Pv5s798N4EBwV7nkmJTSB80joSoJK/yy350K4IwMGaop8wRGMZ9P3+53f2jw+KIDotrVw5wz0V/4d6/XgHAwkvexFefMirVh70CTMD6RBzADvzJ/fWHHoqp1/NZAmyMqReRtcB0rB1MEJEUrPEryzu4xAHu7pUWLnT7ZqWOWPPuZgcyu2AppTUNfJxTwuItxeSX13vOxTgCmDUkhOMr9yJrV1D83Pd8uXojpqGRE7/5GyGpVi9o3IypVG/dSczxE4k+fiJho9IQmw1jDGXFNWxeV0DB7nK2zZlPbXQCJsDeLo46v2LK7Bs9yWezwdEZpCWNZHhiJn7+Nm783SxsfjaGriygvqGW4zJOJCEqGYDqulh+EX43fn7+BDkCPJPjpqTPYEj8cMKCvcdbX3naHTQ2NRDuiGTzv7/xlE8ovxsbfoDNK/kFaGh0eu4LMPfE6zh7ynwC/L3Hw/7yrIXUOWtIjB7iKQsNiuCGHz9IY1MDAf4t34OUhJFccOK1RIbEet0jc+gxOIJCmJg2kc+/q2Vg/UxSJtr5ZlPLShezJ17A6ZMupKa+kpvPfYyIkGiviYEzx/0fM8f9X7vvd/qgce3KDkdHG2Hc9urPvI51IwylDp8xpvXcpzxggDGmuKfi6St8vQrEU8ATIrIa2I7Vm/uZMSZLRI4FXgNmGmN2Yw17+KWIXO9+PRSru/+/Po5ZqV5r1gurvY5bzytr3uihrdbLjo0C9qQOYMrgCGas/5bA976h/PsNbHM2eF3jF+qgJi/fkwDHnDiZmBMne86v/Ho7eVsKKcgvp77VChEMsOqXBWygLGw16RGnUJ9n9UyGNQ4lomEEFf65mFYDeHeWbOahK970HNv8rP8TnzH5onbvJSQojOlj2y9fFhueSGx4YgflCZ7XnW1y8con61n8vdURMzX9R0SFeiepQXYHQXZHu+uGxI9oVxZkdzBt5GntylMGZJAyIKNd+awJ53lef471c2qd/AJ8tv4/zD/1FhyBYUwefnKH70Ep1TsZ6yMVTX67gE8TYGPMSyIyAHgOiMCa1XiV+7QDa8OLAHfdT9zLpN0MPIS1Eca7wG2+jFmpvuRQ1t1t680LM4lxBLDh43+ya5k149vPEUzUlLFET5tI9PGTCB87Apu/PxVltWSt2k1ttZOZZ43y3GPvrjJ25Lb8zo6IDiYxKZKEpAgSBoXznw3LyN24iQgTShRWAizYGF59CSUB6xFsbA2xhlQsOPPQJlR1tY56OJdlWxOzP1i1CPBtD2dnk+DqG/5/e3ceH1dV/nH880z2pdmapkn3je57K/tWdkUWEYSfsgsoIIKIC4sCgoiIgizKpiKCFLWCiEALZS/70n0vpaRt0nRJmqbZk/P7404mk2SyNCQzSeb7fr3uKzPnnsx9ZvJ0+syZc8+tCMQazng0uivSdczsUzp47pRzbmQ3h9Mnhf1KcP7VHlqs+OCce41mf2zn3F/xLn4hIp2w4KIZVNXW89MX1rNi295Auw8Cy47dffM9DNyyiSm1KQBMfPx2fP6lf45c/B8Sk725rHmnHkvi4IFkHTKTxHH7sb1oLwWbd5MysD++WP/lhMtreHvhesxnHH7COOL8K0FMmD6IAXn96JdtvLP5H6zIf5/zTn+SeP80gaPiTmHVJ9uIy58RiLG1Au/e567n3ue8fSq6RKSPeiTodhLeWsCLgXf9bQfhLS17H9IpYS+ARSS8/rtqR5PiF+Cb9zd+Bv3+TVdCTCwrz/W+XLHqanyJ8WTMnkJNcSkx/bMo2lpKoctkW94MCt8oYde/Xwv8fl3tGAYO9i4/3H9gKqPGDyAnL426unriiKGuvpYxE3IYMyGH6ppK7nz5eSqq97L400XsP/YoAMYPmcHwipZTFXqSSBfbdza7It5sWo6EtzZtQ0R6F+fcbQ23zexPeBcRa7JYupndBAxGOkUFsEgf937+bowmy+A24XOOHeMb5+sm3nEHGaMHUbStnH+/XMiOJ9aHvGhDfEIMAwelk5bReIm0mBgfp53rff3+0fo3+PfbjzBi4DguPt4bsY2PS+T0Q75DalIak4OW4IJQxZuKORER4HRgdoj2J/AujnlxiH3SDhXAIn1cfEzLhVMev/xarr7hcgCmz/09894qhXLvxLaPVpfB6rVN+sfE+sjJ6+efs5tO7pB0srJTmlykobK6nPi4xMByXlU1lWwoXEFh8edccMyPA2vInvilpisDSMdodFckatUAXwLWNWvfH6gOfzh9gwpgkT5uzuhM3s9vuv5s8GT7/JhsKsp3tn9lsT0w96SW0wCcc/zxhZt4b83LXHvGfYwf4k9dK/kAACAASURBVM3jnTXmML5+8CUcMuH4QPErIiL77BHgQTObBLyN94XeIcCVaA5wp6kAFunjjhqdyaqivTy7ckegLTPJ+6dfHxvH+69/uk+P55yjuGxH4EIIZsae8hKqaip5b80rgQI4IS6JMw79Thc9CxGRqHUtsA1vJcuf+tu2ADc45+6OWFS9XJsFsP9yxFcDtzjndjfblwHcAPzGOdex9ZREJKyarwPcYFeFtxZvyegpVPinPswuaTypqizmc1b389ZeDz75a93WZdz33A045/j9Jf8JXFzh1IMu5NgZpzN1xIHd8jxERKKVf+3fu4C7zCzV31YW2ah6v/ZGgK8EspsXvwDOuRIzy/L3ua47ghORrtUw77dBQvF2UrZuxJlRnjeCWisndXA5+VVverPOgA/Xvc6YQZPJSOlPTvpgtu8uwOHYvPNThmaPBr74VcRERKR9Kny7TnsF8JeB77ex/1G8+ScqgEV6oAUXzWhy/8Ubmu5PKcpn5It/A7wrw21IfpI9ZU2nRNz59NUMzR7Dby58ivSULK465XbGDppKRrMroImIiPQW7RXAo4ANbezfCOgKJCK9xAmFbwduN19XFmBQ5TGsiXuoRftZhzeOHDes3SsiItJbtVwfqala2l5keTBQ13XhiEgk9asbTkb1pCZtIwdOYNaYwyMUkYiISNdrbwR4Cd40iHdb2f8VYGmXRiQiYdHaurJXPfQAlDTe37Jz31aJEBER6enaK4AfBh42s+XOuX8G7zCzM4EfAZd0V3AiEn5XnnI7Mb4YfvyXswD42VkPRjgiEZHo5l+V61JgEt46wKuA+51zBRENrBdrswB2zj1uZnOAp8zsVrwX3AETgTHA35xzf+v+MEWku511x6yQ7T97/PzA7eAl0UREpPv567D/AtuB9/CuZfQt4CozO8k592ok4+ut2r0QhnPu22b2PHA2MBbvhV8JXOecm9fN8YmIiIhEs7uBucDF/jWBMTMf8JB/n9ah7IQOXQnOX+iq2BXpwzS6KyLSI40FzmwofgGcc/VmdicQ+mpH0q72rgQ3rJVdlc65om6IR0REREQarcNbdWt1s/bBwJrwh9M3tDcC/BnenN8WzKwYuNs5d2tXByUiIiIigHdBsrvM7AbgTbypqIcCt+FdjVc6ob0C+LBW2jOAA4Afm9lm59yjXRqViIiIiAAs9P/8b7N2B7xiZo0NzrV3fQfxa28ViEVt7P6fmW0Gvod3SWQRERER6VrnRDqAvqhDJ8G14VXgjq4IRERERESacs79PdIx9EVftABOBCq7IhARERERacnMEvDW/p0N1AMfAnOdc6rBOumLFsDnAMu6IhARERERacrMMoHXgZHAp3gXIzsZ+JGZzdGqXJ3T3jJo17WyKx3YH+8sxCO7OCYRERER8dwKVOAVwP2ApcAIvItj3AGcH6nAerP2RoAvbqW9Cm89uuPaOVFORERERDrvZOBC59wOM0uDwIUwfgXMj2xovVd7q0CMbGu/mQ0zs184537etWGJiIiICDAAWBuifTfeuVjSCfu8XpyZ+czsVDN7Hm8uykVdH5aIiIiIANuBgSHazwSWhDmWPqPDBbCZjTCzW4HNwDxgB3AsMKSbYhMRERGJdu8DRwXdjzezhcDPgdbO1ZJ2tFkAm1mMmZ1mZvPxrjc9HbgKbwmO251zrzrn6sMQp4iIiEg0+gWw0n+7HG/e7xJgunPuzYhF1cu1dxJcPrATeAw4zzlXCGBmT3R3YCIiIiLRzjm3BP9UB38ddnJkI+ob2iuAs4BFwCpA68yJiIiIhJmZ5QKXAbP8TR8D9znntkUuqt6tvTnAw/Fe5HuArWZ2p5lNBVy3RyYiIiIS5cxsDLAYb9GBcrw1gb8NLDGzUZGMrTdrswB2zm1zzv0KGI230PIovMvvxQBnmdk+nwBnZtea2VYzKzezZ8wsp5V+55uZC7E9v6/HFBEREemlfo138YvRzrkznHOn49VjS/37pBM6tAqE87zonDsNGAbciHcZ5M/M7K2OHszMLsA7Y/Fy4GAgA3iyle5PAXlB2zCgFHimo8cTERER6eWOAm5yzlU0NDjnKvFqsaNa/S1p0z6vA+ycK3TO3Yr36eNkvOXQOuoK4HfOuaedc4uBC4GjzGxyiONU+I9V6J/0PQtIAP6xrzGLiIiI9FJxwNYQ7YXoQhidts8FcAP/qPDzzrlTO9LfzBKAacArQY/xKfAZcEAHHuIc4L/OuZJOhCsiIiLSG60DJoVon+zfJ53Q3ioQXak/XsHdfDWJ7UDIecANzCwTOBH4Rlv9srKymtw/99xzOf/880lLS2PkyJEsWeJdMMXn8zF16lTWrl1LeXk5AOPGjaO4uJiiIi+8wYMHEx8fz8aNGwHIyMhg6NChLFu2DIDY2FgmT57M6tWrqaysBGDChAls376dHTu8QfGhQ4fi8/nYtGlTIL68vDxWrFgBQHx8PBMnTmTlypVUV1cDMGnSJAoKCti1axcAw4cPp76+nvz8fACys7MZMGAAq1atAiAxMZHx48ezfPlyamtrAZgyZQr5+fmUlHifFUaOHEl1dTVbtmwBICcnh8zMTNasWQNAcnIyY8eOZenSpdTXe8s6T5s2jY0bN1JaWgrA6NGjKS8vp6CgAIDc3Fz69evHunXev73U1FTGjBnD4sWLA6//9OnTWb9+PWVlZQDst99+7Nmzh8LCQgDy8vJITk5mw4YNAPo7+f9OmZmZ7AvlvfK+r/yd5syZw75Q7iv3+8rfqZ3cv7aV9hp0IYxOM+fCs6CDmQ3Gu4rcROfcqqD294Gn/Sfbtfa73wVuAQY552pC9Vm4cKGbOXNmF0ctEn6ZmZnW0b7Ke+lLlPsSrfYl96VrdHoKRCfswLuCXPPR3gG0v8bwOcDc1opfERERkb7KzKaY2WNm9pF/e8y/LK10UtgKYOdcFd6VTALj/GY2EhgBvNfa75nZaLwVIx7r5hBFREREehQzOwH4CBgLvAws9N/+yMy+EsnYerNwzgEGuA+428w+wTv57S7gVefccjPbH6/IPdo5tyXod84BVjvnPghzrCIiIiKRdgtwr3Puh8GNZnYn8AtA10fohLAWwM65P5vZQOABIB14CbjEvzsZGIe33Eews4E/hy1IERERkZ5jMl4t1NzDwPfCHEufEe4RYPwnu7U44c059xrQYhK4c25MGMISERER6YlKgZHAmmbtI4DdYY+mjwjnSXAiIiIism/+CTxoZqeYWbp/Oxl4CPhXhGPrtcI+AiwiIiIiHfYjIBWYR+PApQMe9++TTlABLCIiItJDOecqgPPN7Hq8K8IZsNI5lx/ZyHo3FcAiIiIiPZxzbouZ7fFuuj2Rjqe30xxgERERkR7KPFeZWT5QAuw2s3wzuzLSsfVmGgEWERER6bluAb4P/B5YhDcF4iDgVjPLds79LJLB9VYqgEVERER6rkuAy5xzjwe1vWBma4HfAiqAO0FTIERERER6riTg3RDt7/r3SSeoABYRERHpuV4ATgnRfirwXJhj6TM0BUJERESk51oE3GhmBwJv+dsOBY4Bbjaz8/xt5px7NALx9UoqgEVERER6rt/4f55Cy5HgO4JuG/BoOALqC1QAi4iIiPRQzrn4SMfQF2kOsIiIiIhEFY0Ai4iIdLPjHvmk3T4LLpoRhkikNzKzI4FfALOBeuAD4Bbn3CuRjKs3UwEsIiIiAXde92K7fa657YQwRNLznXXHrA71m/vjjzp9DDM7BJgP/Af4NfAT4B3gv2Z2qnPupU4/eBRTASwiItLN5n97Opc/s4YNOytwzfZ9/5ChfHVCdkTiAngx9+CmDRf+PDKBtEIFOTcC9zvnrjazUcA1zrnrzGyzf58K4E5QASwiItLNNu+uYv3OihbtBryyYVdEC+DmJv/5FwDUxiey+uwfA5CYFMclPz6C+ASVDcHm/vgjSvbu5E8LbqOgOJ/NOzYAMDR7NFn9BnLx8deTnZb7RQ9zAPCjEO0vAnd+0QePVspkERGRbrZxV8viF8ABNXXNx4TD64TCtwO362rreXbaGZTnDKHm1DP4sOrKwL63ft/6Y3yRr/jbEzy629qUg7PuuL7b46mrr6W4bDtlFaWMGDgu0P7Ch3/ng3WvNembv2MD+Ts2sKO0oCsKYB+wJ0R7JrDriz54tFIBLCIi0k0+L67kbx8X8PrGklb7HDA0LYwRtbRuxTa2bCqmIL+EbVtKqT3lYm/HtjLI6NhjvPyflWzNL2HmwcOZPHMwAK7esWNbGWmZiSQkxnVT9N3jxY+fYsfuAr48+//o328gAKvyP+bWpy6lX1IGD1+xMNA3LjYh5GNcf+YfGT+kS05s/BwYC3za0GBmw/DWAF7QFQeIRiqARUREutiW3VU8/kkBr24opr7ZAO/VN1zeon/zWa7Bo7Jdpaa6jsItu6mqrGXMhJxA+zuvrKeoIGiAsb6O2Iq91KakMbvklzjqKYvZRK1vLxtSngTg0NwLOPTQmUwe/iViY+J48sH3KNpaSk11XeBh9pZV8dd7FwGQkBhLemYSaZlJ3s+MpMD9tIwkEpM6ViDPLvklAOd872AGDkoLjAg/cc17xPhaL2mqayop2r2VyppyxuRNDrTPW/QQb654niOmnMTXDvp2oP2Zd/5Eyd6dTBlxQKAAzk7LA6C2roaa2mriYr3leWePOQJw/GvRQ02OaR16Rh0yHzidxjRJBj4D3gSu6brDRBcVwCIiIl2kcE8VT3xSyEvrdgUK34k5Kaws2hvWOFy9o3jnXpKTY4mpqaZmdxlrlhewcNF20jISAwXwlqeeJ71wF1brI2b5UpJ3bGH9Md+iNqVxVLo8Zitr+j3S5PHfKvwLb/3rL1zx1V9yyMQTmHhoKvmpz/JJyUpmcDUAZaVV7InbSJkvn6TagVQVjAsU2rtj11FnlaTUDiHBZZKQGEtqRjy1KYUMGZ7NsXMOIzbGK4r3lJVR4yoCBWcdVTzw9G/oP7wxnvuf+znpKVmctP95vL78v+wsLeQbh11KWnImAEs+e4ffPn0NOemDuec7zzY+t6oyCkvyKSj+vMnzm73fkVTVVJKamB5oy0kfxJ+vfI3khH6BtrZWgbj1qUsDt7/glIxrgIZPCIXAN4B1zrmlX+RBo50KYBERkS9o+95qnvxkGy+u3Umtv/Idm53MebPymD2kH2ZB44EXNR3dDbXKwfJmbZd9Zwo1u8uoLd3j/dxdRk3pHmp3lzHgmINImDCWws27+Xz5Zta+/AllKVnUxSUy5NV5ZGxcAUB1Sjq+0y8jLSOTmpo64uJi2PbC6yS8+CYDQjynbfFvUxy/nP7VM8isnkxx/PIm+3MyhjB7vyMAiE0t5+MtL5JenMWF/gI4d0g64+bU8Oz785k57Gi+PPZ0dhdXUFpSwTOfPUBJXT6jKs4goSqTqspayrbtZkn6r2EnHHzQS6SnZAHwm7v/yNr4uQxIHsFwLqYyZger9j4PKxtjeXv1fAAmD9+fp995hOraKo6YclKgAO7fLxfDcDicc4G/x6GTvsK4IdMZ3H9kk+d20XHXtXg9fL6YJsVvuDjn6oEq/+1yYF7Yg+iDVACLiIh00q7yGuYu2cb/Vu8InMw2KiuJ82blceCwtKaFbzOLjjmPusoqOPz8do/zxgFnBG47MyozB1KeM5iKAYOp27uJPfM2N3bOGBS4WZ2WFbgdX72X2W/P5fBfPxFo63/4/lQMiGdlxjZqEhwnZp0A13mrQGQ+dhIvLd7EzGmTOe/o+/j2PUc2ieni464jIS7J65s6gONnnklCXGKTPoP6j2DGqEOZNHwqk/xzgwFW/2ccm3fG8/XDD2G/7NmUFlewZdtWVi9KoZ7awOhvZUUN1bU1EA9VFfUApNQNZuTeM9iY8s8mxzpnzg+YOfowDpt0IjG+GJITUgP7RuSM5W8/fCfwuA1GDhzPyIHjW3nV29edJ/81MLO/tLXfOXdBtwfRB5lzkT37tKssXLjQzZw5M9JhiHxhmZmZHZ46pryXvqQ35X5JRQ3/WFrEf1dup8pf+A7PSOScWbkcOiIDXxuFb31NLZse+Qfrfv0w9ZVVTfY9enVVK7/VVMNc2GCJSXHkDk6jX/kuBuYkkTskndTsdGLTU4lL64cvMZ78HetZt3UZM0cfRmaqN+67ZssSbnziQuJi4vnLVW/w8mBvVHfY+/eycdsqJg6dRXn1Xm6Z+50mx7vouOs5ZvppHYq3s1y9o6RkL0s/2cg7r6wn1nkFd5VvF8vSftuk743/9zAThvbO98O2ct/Mmp/olgJMAGKA951zx3ZnbH2VRoBFREQ6qLSylnnLinhm5XYqarwRycFpCZwzM5cjRmUS4wtdx7j6esznA8BiY9j8xLMtit+hP70cqn/XoTjMZwzI7Ufe0HQGDc0gb1gGmf2Tm4w479qzndLqvQzq37jG8J1P/5Ciki2BubvgjYJOHr4/o/MmUV1bGeg7cdgsfjH3klZjeGTBL3lkgVeId9dIqPmMzKxUPl+9J1D8AtRYWYu+eypaX2mjN3POHde8zcySgMeBV8MfUd+gAlhERKQde6vr+PfyIuYtK6LcX/jm9ovn7Bm5HD0mK2ThW19dw45X32XrvAXs/fRzDn7pUcwMM2PEpd+kattOBp12LG8c+A0ACkfNYPa7jSO7Awel8b/yKwB48poPef5fSxmQm8agoekMHJxOXHxMoG91bVWT4vfZ9/7K31+/hxmjDuEnp98TaB87aBqJcUmY+QJtrwyZw2wAlvAGfw+0v5h7MP7pvBFXXVnb5H5q3TBmltzExxk3AfDYDxYR32z6RV/mnKsws5vxLo98X6Tj6Y1UAIuIiLSioqaOZ1Zs51/LithT5S3xlZ0Sx7dm5HLcflnExfia9HfOUfLBMrbOm0/hswupKS4N7Ctdspr06ROaXHp43R0PUzZkPxKKt7F80UaIaSxqiwpKwb8IQU19NSd+Y1qL+PZUlPDLpy4jf8d6Hrh8Af2SvIV7h2aPBmBHaWGT/pedeDM+87V4nNac/ztvjdvuWJZtX1zwg8Oor6vn7Lv2D7n/3LsOaXI/HHNze4A6YKiZxTrnatvtLU2oABYREWmmqrae/67czlNLi9jtH33MSorlrOm5fGVcf+JjWxaRGx94ks//PI+Kz7cG2mKSkxj4lSMYdPrx9Ju8X6DdAXuGj6NoxhFUZuWSsnl9oPitp4bChDeojNkR6H/fczewp7wEBxw++USOmnoqAKmJ6ewoLaSuvo71BSuYMcorBCcOm8V93/1fYA3bBqGK30gXtx3h8xk+X0z7HaPLKiBNxW/nqAAWERHxq66r54XVO3lycSG7Kry6Ij0xljOn5vDViQNIDCp8q3ftJj6rcZ3YivwCKj7fisXEkH3k/uSdfjw5xx1GbErj3FXnHKNfeZp3FjZefMIXY1SNHAc13ghzla+YrUmvNInr/bWN9/v3ywkUwGbGZSfeTGbqgMCoL0BCXFJghYbeLniZuNm0PPkPml4uOVr4l0crj3QcvZUKYBERiXq19Y75a3fy908K2b63BoB+CTGcPiWHUycNICnOG32sLdvLtuffYOu8F9n11scc9s4/SB7mXSFs6NmnkDJqGLknH0XCgKwmj++cY8Pq7by9cD1FW71pET6fMXnWYJZ+sJn6usYrqNVa6ItmzJlyCtnpeUwe9qUm7TNHH9Y1L4JIFFEBLCIifc5xj3zSbp8FF82grt6xcP0uHv+kkMI91QAkx/n4+pQcTpucQ0p8DPU1tRQtWMTWf8+naP6b1Fc0rt5QtOBNRlzkncTWb8Jo+k0Y3eQYzjk+9Re+24IK30kzB3PgnFGs2f4uG1b8nf7VM8ionQB4J3jF1qdQ62taCM/e70hmjTm88y9KLxWNo7vS/cJeAJvZtcAVQAawALjEOVfUSt9Y4GfABcBAYBNwuXPupTCFKyIivdzVN1wesv3FGxpvfxP4w+1/5GuTBvD1KTmkJXr/PW6e+z/W/OJ+anY1LrEV3z+DvK8dS95px5M+Y0LIx3bO8ekaf+G7xSt8zWeMmZbOEUdPJSMrGYAP33md4vgVTJo+jO99tbHQW791BDc8fm6Txyyvarn0l4h0TlgLYDO7ALgOOBfYCNwNPAkc3cqvPAjMAr4NrAOGAbu6P1IREenNGkZ3/7Us5PhKSI+dOZHYLVtJrKkCfwEcn5VOza4SYpISyfnK4Qw67Xj6H/4lfHGt//e5bWspLz2zgsLNuwGv8B0yycf7ZQ+xYmsRJ6a/HOh7yIQTiI9N4KBxTa9lMGbQJB67+m3O/Z23YsRjV79NfGxCh5+LiLQt3CPAVwC/c849DWBmFwIbzGyyc67JRcbNbApeoTzWObfR3/xZOIMVEZHe69EPt/LU0iK49f4m7Q0jwvfe9gdOnJDNaYPiqFzwGitP/Q6lS1Yz6bc/Zei3TgYg+8gDmHr/jeSccBixKckdOm5MrGPtto+Ii+nH7GkzOHDOaJLTfPzv3huprq1ifcFyxg+ZAcC0kQcxbeRBgd89645ZIR+zoRBuECXLfIl0m7AVwGaWAEwDftDQ5pz71Mw+Aw4Aljf7lROB9cBZZnYZsBfvqie/cs7VISIi0oq91XU8vWJ7m33ujN/M3nv+ylUz3vAajvZvW26GO25u0nduSuiC0znHpvU72bO7kimzhwDw9/d+zdqU+Rw+/lS+fPJ5gb7fP+k2hmSPJjdzaKefl4h0jXCOAPcHfEDz76O2Azkh+o8ARgHHAacDg/CmRFQDd4Q6QFZW07Nuzz33XM4//3zS0tIYOXIkS5YsAcDn8zF16lTWrl1Lebm3gsi4ceMoLi6mqMgLb/DgwcTHx7Nxozf4nJGRwdChQ1m2bBkAsbGxTJ48mdWrV1NZ6V06csKECWzfvp0dO7y1G4cOHYrP52PTpk2B+PLy8lixYgUA8fHxTJw4kZUrV1Jd7Z18MWnSJAoKCti1y5vpMXz4cOrr68nPzwcgOzubAQMGsGrVKgASExMZP348y5cvp7bWW7JnypQp5OfnU1LizVkbOXIk1dXVbNmyBYCcnBwyMzNZs2YNAMnJyYwdO5alS5dSX+9d4WjatGls3LiR0lJv7tro0aMpLy+noKAAgNzcXPr168e6desASE1NZcyYMSxevDjw+k+fPp3169dTVubNW9tvv/3Ys2cPhYXewux5eXkkJyezYcMGAP2d/H+nzMxM9oXyXnnfV/5Oc+bMYV+0lfuk53LuEO/1q3Hw18+TuPzB24j1uUD/Tdfc5t2Y0f6xli9f3uI1HTFqGHNfeIwl6xazX/WZZOXGkZwST6ZvMHG+eGpqK6mpqQm8psnxOeRmDm3zNf3jxS8r95X7EgbmnGu/V1ccyGwwsBmY6JxbFdT+PvC0c+5Xzfo/BFwMjHDObfK3XQlc5pwb1/zxFy5c6GbOnNmdT0EkLDIzM1teU7UVynvpS7oy9/dW1/GNx5dRU9/4f9zZ93v/zeQUbAbAYnzEpvdj5mN3kDFrMmYWmIIQaoqBc47q2iqoiyUhMZayit1cct+x1Ls6vpx3A18/5cukpiVSXeMVXtF0aV75YvYl96VrhHMEeAdQjzfauyqofQAtR4UBtgFVDcWv3xpA3x2JiEibUuJjOHliNvOWN06DeOLyazGDq6735gAf+9lrrZ7MVlNbTVxsfOD+go//ydNv/4X+dVOZknIaZ160P6lJ6Rw55SSS49M4bub+pKZ5Ba8KX5GeL2wFsHOuysyWAHOA1wHMbCTeVIf3QvzKu0CCmQ1xzm32t40BPg9DuCIi0ouFWgfYAcFfejYUv3X1tSxaNZ8duwsC++76z0+YMGQGR045meKCOj5YtIHiim1U1C0ho+hIdhaV0T8nlUtO+Fl3PxUR6QbhXgXiPuBuM/sEb0WHu4BXnXPLzWx/4DHgaOfcFmA+3kjxw2Z2DZAHXAv8Nswxi4hIL9Z8HeDlF/7c++m/xG6lbwfL0+5q0ufjDW/w8YY3WPn+TmIKJmA2iuFxX2PWmMM46thZ9M9JDU/wItItwloAO+f+bGYDgQeAdOAl4BL/7mRgHBDn71trZicCfwQ+wJsS8Qfg9+GMWUREep8FFzWe2RZ8wYtQEuuzGVLxFTYnPd+kPaVmGFYyFoApk8dy0FFfJntgvy6PVUTCL+xXgvOf7ParEO2vAdasbSOgayCKiEinnVD4dtP7QbcXvbyOd17ZQHbVrBYFcF7VkYyfPIiDjhrDgFwVviJ9SdgLYBERkZ6gsqKGD9/6DIBqX3GL/dPnZHDynA6skSYivY4KYBERiUofLfqMmmrvukrJ9XlM2X0Ny9LvBOC+7/6PrNQBkQxPRLqRCmAREYk6waO/H2Zc32L/9x44scl9XXpYpG/xRToAERGRcAse/RWR6KMRYBERiSp3+pc/azC75Jct+lxzm86/FunLNAIsIiIiIlFFI8AiIhJVNLorIhoBFhEREZGoogJYRERERKKKCmARERERiSoqgEVEREQkqqgAFhEREZGoogJYRERERKKKCmARERERiSoqgJu5/fbbIx1CE4qndT0pFuh58eyLnha74mmb4uk6PS12xdM2xSNdxZxzkY6hSyxcuNDNnDnzCz9OVlYWu3bt6oKIuobiaV1PigW6Lp7MzEzraF/lfXgonrYp97uO4mlbX41nX3JfuoZGgEVEREQkqqgAFhEREZGoogJYRERERKJKn5oDHOkYRLrK0Ucf3aH5YMp76WuU+xKtOpr70jX6TAEsIiIiItIRmgIhIiIiIlFFBbCIiIiIRBUVwCIiIiISVVQAi4iIiEhUUQHsZ2bXmtlWMys3s2fMLCeCsWSY2Z/MrNDMyszsbTM7PIzHP83MFprZbjNrcZakmaWa2T3++CrMbJmZTe2mWK43s8VmttfMNvuPm9pK31lmVmNmr3VHLEHHudnM1vqf+zYze8LMcv37vm5mr5pZsZntNLP/mNno7ozni1LuB47dY/LefzzlfjdSJo56VgAACn1JREFU3jc5fo/JfeW9hIsKYMDMLgCuAy4HDgYygCcjGNLvgFnAKcA04H3gOTNLD9Pxk4FXgBYXOTczA54GJgOnAxOBq4HSborlYOAOYCbwTeA44N4QcSUAjwKvd1McwVYD3wEmACcBw4C/+vcdCvwHmAM0/Af2gpnFhSGufabcb6In5T0o97uN8r6FnpT7ynsJD+dc1G/Ax8DNQfdHAQ6YHKF4VgDfC7rfzx/P7DDHcaSXIk3aTgJ2AWkRem3OAHaFaP8N8HvgJuC1MMd0ElDWyr4B/r/d1Ei8Xh2IXbnfMoYel/f+GJT7XRe38j50HD0u95X32rpri/oRYP+nyGl4n34BcM59CnwGHBChsN4BvmZm/c0sBrgQ2AysjFA8wU4EPgJu9n8dttTMvhvG42cDJcENZnYIcDJwbRjjaDh2Ot4oxaJWumT7f5a0sj9ilPv7JNJ5D8r9LqG832eRzn3lvXSL2EgH0AP0x5sKUtSsfTsQqTlhVwBPADuAOn8sxzvnyiMUT7AReF/z7MJ7Y5wM/MHMdjnn/tGdB/a/8VwD/DmoLRn4C3Cxc67c+7au+5nZt4AHgRTgPeArrXS9BVjonPs8LIHtG+V+x40gQnkPyv0uprzfNyPQe35fyHtpJupHgIGeeOnBq/DedI4BvgTMBZ41s8xIBuXnA2qAC51zHznn/go8BHy7Ow/qH7WZB3xK03lqtwPznXPhmAcW7FlgBnA03uvxYPMOZnYLcCBwflgj6zjlfsdFJO9Bud8NlPf7Ru/5nt6e99JcpOdgRHoDEvA+cR/RrH0j8O0IxJMEVAMHN2tfC1wa5liOpOV8sL8Bq5u1fRdY2Y1xxOKdhPEekNps32KgNmirx5t/VQsMD9PrNNh/zIlBbT/EG8WZEO4c2oe4lfuh4+gRee8/hnK/62NW3rceS4/IfeW9tnBsUT8C7JyrApbgncEJgJmNxPs0/l4EQorzb3XN2uvpGSP27wKDzSwpqG0M0C1f95iZD3jMf4wvO+fKmnX5OjA9aHsA+NB/e2t3xBQqTP/POgAzuxT4GXCCc25VmGLYZ8r9fRLWvAflfndR3u8zveeHCNP/s9fkvYQQ6Qq8J2x4JxyU0rgEzSvAKxGM5y28kyL2x3sTuA2oBMaG6fhZeG8mF+F9ym14o4nHWy6oCG/5mXF4b0alwGndFMsjeG9q04HcoC2mlf430Y1nBOP9R/VLvK8ph+MtgfMq3kkiPuAcoArvzOXgeJMilU/tPB/lfuOxe0ze++NR7nffc1HeNz1+j8l95b22cG0RD6CnbHhnkxYA5Xhr+g2MYCyD8dak3AaU4a0JeUIYj3++/02w+TbCv38G8DZQAawBLunGWELFEYglRP/ufjOMBf7tz5UqYBPwMJDn3/9aK/GeH6l86sBzUu67npX3/uMp97v39VXeNx6/x+S+8l5buDbz/wFFRERERKJCT5hfJCIiIiISNiqARURERCSqqAAWERERkaiiAlhEREREoooKYBERERGJKiqARURERCSqqAAWERERkaiiAlhEREREoooK4ChjZqlmtsXMvhTpWBqY2aNm9nI3PO6DZnZnVz+u9E7KfYlGynuR0FQAR5+fAB865z6IdCBh8AvgUjMbFelApEdQ7ks0Ut6LhBAb6QCilZllAFcBP8S77vur/l1JwFeBz5xzp3TxMROBS4Fzu/JxO8vM4p1z1d31+M65LWa2ELgMuKa7jiP7Rrmv3I9GynvlvfQwzjltEdqAdKAWOKBZexJwVzcc71RgLxDbrD0OuB3YAlQDK4FvBu2/GNgNJDX7vZ/4f8fnv38FsBqoBNYB1wcfC3gN+BNwC1AAbPe3Pwq8HNTvWH/fXf7jvg7s3+zYrwF/9se9AygFHgkR4wVAYaT/1tpa5KJy3yn3o21T3ivvtfWcTVMgIutovH/sHwCY2UB/eyXwWTcc7wjgE+dcbbP22/De8K4CJgOPA4+b2dH+/f8A4vHeTIOdAzzunKs3s5vwPnFfC0wArgS+A9zY7He+AQzAe+5HtRJnKnA/cCBwMN4b64tm1r9Zv9OB/sBhwLeAk4FfN+vzHjDQzCa0ciyJDOV+aMr9vk15H5ryXsIv0hV4NG/AA8BTQfdvb6VfXHA/f9sVeG+al/rv/wFYABzRxvGeCfE4yUAVcFmz9qeBV4LuzwVeCLo/E3DAJP9jlAMnNHuMc4GSoPuvAWvxjx4EtT9K0GhAiLh9QDHwrWaP9RkQE9R2if+5pAS1pfnjPDHSf29tTf6myn2n3I+2TXmvvNfWczaNAEfWsUCcmd3gPyM2qZV+ZwCHBDc45+4Fngc2m1kc8DFwvHPu9TaOl4T3BhpsDN4n/Teatb+O90bX4DHgWDPL9d8/B/jIObfC3y8JmGdmZQ0b8CCQbmYDgh7nI+dcfRsxYmYjzexvZrbezErxvupKB4Y36/q+c64u6P4i/3MZHdTW8Hxbe20lMpT7ISj3+zzlfQjKe4kEnQQXIWY2BhgFHOOc22hmLwC5IfqlAIl4IwLNPQ6cDQwE/uacc+0cdjuQ1cq+5r9rzdrm+3//W2b2e+D/8L5Gg8bVRM7A+7Tf3K6g23vbiRHgObw5XpcD+Xhz1N7Ce6Nri4Voa3i+2ztwXAkD5X6blPt9lPK+Tcp7CTuNAEfOccB659xG//0NwEsh+p2DNx9rt5llNtv3P7x5VYucc1UdOObHNP2ED7Ae7yukI5q1Hw6saLjj/9T9d7yvuI7De5N50r97Bd6n7lHOufUhtjo6yD/nayLeV4PznXMr/Y+dE6L7l8wsJuj+QXhvnBuC2qYAdcAnHY1Bup1yPwTlfp+nvA9BeS+RohHgyDkO7xM2AM65kuYdzCwbqHPOlZnZdrwTCYqDuozHeyOaDazqwDFfAH5rZkOdc/n+45ab2T3ALf5jLMb7VH8K3td1wf4KXA38Em9u2Hb/Y5SZ2W3AbWYG3pt6LN4b0Qzn3E86EFuDYrxP7heb2Qa8Ex7uACpC9O0P3O8fnRiFd6bxw8654BGHI4G3nHOl+xCDdC/lfmjK/b5NeR+a8l4iQiPAYWZmB5vZ7cAJwDgz+5mZtfZB5FIg1cy+C6QQ9InYP8dqHHAT3ldi7XLOrcI7keCcZruuBx4G7sZ7cz0bONs5t7DZ7y/Fe7Ocjjc/LHjfLcAPgIuAJXhfX/2AfTyz2T9X7Ay8OV1L8U6WuBtvCZ3m/gXs8R9rLt78uB837DTvnfmbePPSJMKU++3GqNzvg5T37caovJeIsPanEEkkmNkIYJZzbp7//oPAi865p80sAbjQOfdHM/MBnwIHOucKO/C4h+G9ceznnCvvtifQzczsNbyvEy9qo883gJ8B0/flKzmJLOV+25T7fZPyvm3Ke+lqGgHugcxbi/E5/F99mdkUvDlSZ5rZmXiffhtOkBiDtxzNPWY2sr3Hds69CdwMtNu3D0gALtAbYe+h3O8yyv1eRHnfZZT30mEaAZZeqSOjASJ9kXJfopHyXrqaCmARERERiSqaAiEiIiIiUUUFsIiIiIhEFRXAIiIiIhJVVACLiIiISFRRASwiIiIiUUUFsIiIiIhEFRXAIiIiIhJV/h+AmDk9q9wZPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'edges'\n",
    "metric = 'AUC'\n",
    "\n",
    "datasets = ['Cora', 'CiteSeer']#, 'pubmed']\n",
    "for dataset in datasets:\n",
    "    g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results.dataset == dataset) & (results.overlap != 4)],\n",
    "                     col='test size', col_order=[10, 50, 90],\n",
    "                     row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                     sharey=True, margin_titles=True)\n",
    "    g.map_dataframe(sb.pointplot, 'overlap', metric, hue='dimξeach',\n",
    "                    linestyles=['-', '--', '-.', ':'],\n",
    "                    markers=['o', '+', '^', '*'],\n",
    "                    palette=sb.color_palette(),\n",
    "                    dodge=.3,\n",
    "                    scale=1, errwidth=2, capsize=.2)\n",
    "    g.add_legend(title='$F_A,F_X$')\n",
    "    for row in g.axes:\n",
    "        row[-1].texts = []\n",
    "    for ax in g.axes[-1]:\n",
    "        ax.set_xlabel('$F_{AX}$ (overlap)')\n",
    "    g.set_titles(col_template='{col_var} = {col_name}%', row_template='{row_name} decoder')\n",
    "    #g.fig.text(0, 1, 'dataset = {}'.format(dataset),\n",
    "    #           color='darkred', ha='left', va='center',\n",
    "    #           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"})\n",
    "    g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset={dataset}-dimxieach=all-metric={metric}.pdf'\n",
    "                  .format(testtype=testtype, dataset=dataset, metric=metric),\n",
    "                  bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 740.986x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'edges'\n",
    "metric = 'AP'\n",
    "dimξeach = 16\n",
    "ylims['an2vec-{}-{}'.format(testtype, metric)] = [.4, 1]\n",
    "\n",
    "g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results['dimξeach'] == dimξeach)],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                 sharey=True, margin_titles=True)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='overlap', style='overlap',\n",
    "                    palette=sb.color_palette()[:3])\n",
    "g._legend_data.pop('overlap')\n",
    "g.add_legend(title='$F_{AX}$ (overlap)')\n",
    "for row in g.axes:\n",
    "    row[-1].texts = []\n",
    "g.set_titles(col_template='{col_name}', row_template='{row_name} decoder')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.set(ylim=ylims['an2vec-{}-{}'.format(testtype, metric)])\n",
    "#g.fig.text(0, 1, 'dimξeach = {}'.format(dimξeach),\n",
    "#           color='darkred', ha='left', va='center',\n",
    "#           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"});\n",
    "g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset=all-dimxieach={dimxieach}-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, dimxieach=dimξeach, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JJCUlUV+vDS8YPXo0ubm5FBcXA/C3Ndd19L4C8Jez3sNsNmt1rzRz8O9vULW1Ma2aS2w4Tuedhuu8qVR4u2KoqSElJQUANzc3RowYwd69e7FaG2fn0Nd3f4zt7t27mTBhAqmpqVRWVgIQHx9PRUUFeXl5AISEhODm5kZaWhpAp/9O//rrj516fWj/71RYqPUgR0REoNPpyMjQblL082v5d8ozpfDbwV8ZHzqXQM9wRo8eTcqRJN5e+zdAMDfhfAw6I1lZWRjrPQn0DKWg4phDnS6ZdQP79++3/53Gjh1LVlYWpaVaTuiYmBjq6+vx9fXt0ns9UNp9Z9/PM/0tJOfrWBJWi5dBO2tZke3CDD8ztTmH2J0riIqKwmq1kpWVBUBAQACBgYEkJycD4OLiwsiRIzv1fubkaDdvDhs2DF9f33bb/fjx40lPT6e8vByAuLg4qquryc3NBSA4OBhPT08OH9bGv3t4eDB8+HB7ewNOWLvv679TZz6fevvvNG/ePLpisLX9/nhPQbX9wfB36mrbV3pOyD7qNhNChKHdyJYopUxuUr4N+FJK+VQr+zwE3A8YgSy0scDLpJSuzbddv369nDRp0omqfpf8e2sOn+3T/lnvnxfFvLjuT23cmawC4NjjeviZN0l7/m0A/GZNIubmywmYP6PFjW3NSSkxm6wYnfTaslWSdjCfuFHDEG3ctNdQv74cc9teGrSGHuru1mdfxja2HlxHiF8UZ0+9wl7+p3cv52h+CjcsepD5484HwGwx8ejKGwjzj+byU2/Hy60xcP1m23/4YOOLDsf+27IVRAcldFgHX1/fTt8hOZDafWeom+C6byik/zuZ276itKcrbV/pHX3ZA1wIWNF6e5OblAfSslcYACnlY0KIJ4BgIA8tI8TRE1vNnvlif749+L1+Wmingt+GIQetWW7r8F6U9wt1phqWvTAbgJX37kAIgam8kuz/fEXloaN4jIgGIPKaC6nJzCHq90vxHj+yU/Wuqa5nzZcHMJksXHT1ZIROIHSC4YlBndq/L7X1JW+2mLjyudbTojVXXFHAZz+/Rn7ZMf685BV7gJ+Zf5h1ez5nVMRkhwB46oh5xAaPItincQiDQW/kr1e+43Dc9k5Y/vTe5YBKg6YoiqIo/a3PAmApZZ0QYg8wD/gRQAgRA0QDW9vZzwLkCCH0wPnAqhNf2+7ZdKSE17dol5zOHx3IJWNbG9nRdeXekkdX/J6y6iJ72R2vnotfqYHJH5ZhLKqlMjWDsS88AIBzoB/jXn6408fPPFLEt5/spbK8DoDsjBIiYjoO3K3WjrM09IWq2go2H1hFUUXjedT/tr6Hv2cQM0Yu5JPNr5KUtZOLTrmBCbHayYbRYOSHvf8FoKjiOAFewQAkhI9n4fiLiAtxzIhx0Sm/76Pf5uT20MIYHlunXbp8alEck8O9+rlGjto7GW2wKO+XPqhJS01P/PbtzOb7z7Vx8NfdPQdf/86Nn1cURVE0fZ2S4GXgRSHELrSe3BeADVLK/UKIacD7wAIpZY4QwgjcBKwFPNHSp/kCT/dxnTtlb24lT2/MQAKzo324cXpYm8MGmmv+hdrwJdxQvi9jG198fLPDNvmVx8g3wKEr4ZJvh9lvakvJ2cP7658j0DuEP57X+FZtObiWg9m7GBkxiRkJ2n2EFouV/3y2gpTkbDxNMfh4BHLWJeMIifQkqzANJ4Mzgd6h6ITj0Ina+hq2H95AUUWevWzd7i/wcfdnUtxsdDq9vdxqtSCEzv5e1NbXUFSRh5SS8IBY+3aZBYc5VnSUAO8QhoeMsZev3fUZJZUFzBx1BhEB2u9YXl3Cu+v+jslSx22/e5Lthzfw7vq/O9RxxY//BCA6KIGMgsMcPraP9OMH7QGwp6sPZ0+9kkDvUJyNLvb9hoeMcXj9rlK9u20rrzXz8s/aeLkzR/gNuOB3sLBYrPz6Q5p9ecuGIyy+eGw/1khRFGXw6dMAWEr5thAiCHgNLWHVWuAG22o3tAkvGpLGSmAJ8KRteQMwR0pZ0Hc17pyjJTU8svYIJqtkTJA7fzotCn0XZzRrz9ioady7+Gn+/t3/tVhn1cMpX75OUIA2oUR5dTFpeQeorqt02O5A5g7W7v4Mq5TMSFhISVEVqz7ey4ay96hzK2aW9x9YdsX5uHs4k1+aw71vLwHg/bt+wcmgDcNYv+cL3v/heUJ8Izman+Jw/DfXaPl4G8a5Sim58rnpWKwWnr32U3uwm5Kzm6c+vRU/j2G88ofv7Pv/uP8bVm3/gNPGnucQgK7Z9QlZhWmEB8TZA2Cr1cIvB78HoN5Uy+zExWw/tIGdaZsc6rR0zi2E+ccwf9z5TIqbQ2KE4/CEq+bdidJ3Xt+aQ3GNGT83AzdOD+vv6rSq6clo8xPR/mQ2WUg7WEBmWhFB4V6Ul9TY1yXtymHGvFjVC6woitIFfZ6U1nazW4sb3qSUGwHRZNkMtEw+O8AUVmkTXVTWW4j0ceGR02NPyEQXKUVJLcruu/BFfD0D8fcNsZfFBI3kpsUPO/RqAowMn4iUkoSw8Rz4LYd1/0vCVG/B1SMIb3cvzjh7Mu4eWqBrstQjbH8Ko74xdVttfQ11pho8XL0ZHTmFA5k7HF5jRNh4ooZpOYGFEAihAyyYLI0TaDQcT0qrw75+HsMID4jD1yPAoXxczEzCA+Lw8wy0l7k6u3PBzOtwMjhj0Dth0Bs5Y9IlLQLgMyddAsC0EfNbvHdK39qeVc7aw9rd03fMisSjH/JhDyZSSkz1Fpxs75PVKln1yR6sFolbslOzbVUvsKIoSlepb6EeqKq38Jfv0yioMuHnZuCJM+Pwcum9t3TrBbcw7fOXEDodB7Md7573cPUm0CfU3ivaIMArhNPGntviWLMSFzEldgFr/5vEr3u1dDEBQR4sW/oqgcGeDtuG+cew4t7tmC0mh2EcsxIXMSJsHC5GV6rrKnl4hWOKtmXz73HY/qmrP0CvMxDg3Rigj4yYyIp7t7cYVnH21Cscbjpr0FovrbPRlaVz/uBQlleS3WK7vJJsYoNHtShX+lZVvYUXf8oEYF6cLzOjBsBsJQOQqd5C5pEijqQUkJ5SQFCYN+ddoWXEcHI2YLVoGXuqm83ICHDgtxwO/JbTr1kgOpOxRg0RUpSuE0LcB5wlpTytSdkpwJtACPAVcJOUsvu5S4cgFQB3k8li5dF1RzhSbJvo4sw4gjx7NtHFzwuXYa6sti+X/LqL/O83E7T4VB65/E3W7fmct9dq43rfvO2HLh07J6OEVR/vobxU+/+YOCOSuYsTMBr1rW4vhMBocPx9fNz98XH3B2Dd7s9b7GO2Ok5wEBE4vMU2zQPf3rJwwoVMiD2FO/59HqBmXBtI3tp+jIIqE94uBm6eMTCHPnTGiQjwSourOZJSwJGUArKOFGMxN14Zqas1Y7VY0en7Z+p0RVEGjLOBFQ0LQru8+iGwD+3eqnuBPwMP9kvtBikVAHeDVUqe3ZTJ7mOV6IV2Z3ucv1uPj2uurKYmo3HyBOfgAO7Yd5fWxJtp/mXc1hevlJItG9L4ZX0qUoKrm5FFF48lbmTPMlScNvZc4kPH8n/vXgbAU8s+JHpYxzluTxS9zkCQT7h9WQW/A8OeYxV8k6wln//DzHB8XI0d7HFys5it5GSUkGbr5S0uqHJY7+RsIDo+gNiRgcTEBzgEvw29uyaTRbtDogmhExhOwNCrrmj6GdTw+fTKzd/h59k72XAUZQhLAJqOOZwGRACTpJQlQogs4DlUANwlKgDuhre3H2NDWgkAd8+NYlJYz+9mL/5lF/XHixzm8521/RNef2FWj44rhKC2xoSUEB3vz6KLxuLh5dLxjh0w6I328b6gjT1WlKZqzVZesA19mBnlzWmxPv1co5756L6dWKWVuvoarvnHXACmJyzgpkUP4+zk2u7VjcMHjpO0+xgZqYXU1zmmD/Qf5kFsQiCxCYGERvmg76DHt62rNgPRqh0fqptNFaXnvNBmzW0wEzggpSyxLe8FwlvspbRLBcBd9NWBAj7Zq+WbvXZqCAvjuz/LW4PiLbvZeeU9WGpq8Ro/kvI9BwH4/Jc3AFg8+XKWLbi7S8dseul0zpkJBAR7MmZiGKIXs1MoSnve35nLsfJ63J303H5KRKfTAjbozzGlP06/mP3XPgTA/gdWY8WEWVRz1O0Lyo2p9u22pqxna8p6JsbO4v8u1lLvWa2SgtxygsIaxzpnpRdz+MBxAAxGHZGx/sQmBBKTEIC3b8+vHg0UT35yK3uP/mpfXrX9A1t2l3O5aXHnc5MriuIgH4gHMm3Lc4EtTdZ7AdXNd1LapwLgLvgpvZRXftVutvrdqACWjuudWdJKt+/FUl2D17iRTP34RdaPXIREUlCmzcEe5h/T6WPV15lZ/3UyIFl88TgADAYdYyf3zslhW0FJZ4dkKENDcn4VX+zXThRvmhGGv/vAGvogpaT6eD6lyYcxHcpGGI1EXXsRq7Z/SEH5MdxrGydVqdLnkOz5CkIaCK9Z7BAAN5gaPw+A2hoTbz73I7XVZq6/Zy4+flpwO2JMMNIqiUkIJCLWb1D14nbEKq2k5x0kKWsHMUEJDgFwg+EhKkOFovTAJuAJIUQpMBI4B7ioyfqJwJH+qNhgpgLgTtqfV8lTG48igVOivPnDzPAu92i1Jfa2qzH6+RB01mkYfbThFALB7ec+yYLxFzAqsuOesAZZ6cUc+E2bjW7C9EhCIgb3ZWdl8Km3WHl+UyZWCZPDPDmjnasknZ0G/KNN/+K/W94G2j+5strS6zUMR8gvzWFrynqs9SYmpvtTmZxGxcEjrPXew/7EGkb9pmf6RgNusRFEXXsRa3Z9wvHSbJZeeBpjXn0MgKmHv+SWV19BCjP+pvFEjbLwU/K39tf0d41g/vgLAHBxNZLs/DYmnZkdB5xZOEcLjMOjfQmP9u3wveuK/uohbxgG4uqs5R02W0w8suI6TJZ6Hr38LXJLMtl2qPEm3XOmXsXCCRf2ej0UZQh5EvgZ2G5b/lpK+b8m6yPRJhJTukAFwJ2QWVLLw2uPYLJIEoe5c/+86B5PdFGVno1bVChCp31RR1zRmLqs6aVXgO9Y02L/ttIdxY0cxtQ5MYREeJ+Q4Ff17CodWbErj4zSWlyNOv44O7JHJ4pJE828//dpuDl72MsufWYKk+PmcP7Ma4kP1XoWrVYLt7x6NmXVRdwTcgtuaZX4z5rE8XgDH/74D7xdfXF+ovEKoe4UMwB1Pnp8Z0zAM3E4UkqmjZhPVW05Y8dfQOqrWk+mr3sAF0b8jfR91ehwcgh+AYpqcpBSauPt62soIRWrwUL08Mbc1SWVBWw6sIoxkVOJDU7stZPnvrZq+wd88etbzBq1iGtP1ybmcTI4MzJ8IrWmGswWk0PwC7DpwDdcOe+P/VFdRTkpSCkPCiHigXlAvpRyc7P1j/dPzQY3FQB3oKjaxJ+/T6OizkK4tzOPnRGLcw/vti7bncz2JXcQtHguY56/n+/DGuf7KPeWFF52Nv71k+2TUbSnoqyWX39IZd45o+yXVU9d3H/ZGJShLa2omo/3aGNdr5sa2mFqwKazrD1rO+Fr6ojbJ1jlHipry5qUSnambSJEFwiHtlCZcoSKg0eoPqMAqxvsefE1QrJ1WGvrCJy8hPExp+DrEYjfqYW4hgThMTKW4XH+XBoZQFBUPO4ujXmwrzjtDvvzw0CtXxCbv08lc58Fva1HOqbqEtLdPwVgsst1BIa4Y7VK9HqB0WDkwUtfIylrp8ONofuObmXljy8xzCeMf97Q2HFTUVOKu4tXt9IDtpZ1obdOUKvrKth04FvScg9w81mP2OvnbHSjqrac5CzH17l/ycv2ba6efzfv//AcAMsX3oeL0bVX6qQoQ5mUshhomX9U6TYVALejYaKL45X1+LoaeGJRzye6KNubwvalf8RcXknZrmTMFY1pkCSSXxeayHX7EpdDXzHjB6O9N7i1Ht/DB47z/Rf7qa0xodPrWHhuYo/qpig9YbZKntuUiUXCmGB3zhkV0PFOHYipvgiJlRKnxlyA4f6xeLv74VZiJe2Fd+zl8/9nxMmiJ9g/Cr8L4vGZMoZg3wjuv+QlbYPFHb9edVU9GamFHD1cSMqld2J28yRtczoAO3z+3Fy0qqMAACAASURBVGL7nbVvQTqsfk67Ae6j+3YyKmISoyImOWzn4uTGiLDxRDbLjf3yN38hLTeJ5QvvZXZiJyp4AkgpOVZ8FGejCwFe2qQ1Vil5b93fkUjOmXoVUcPiAZgyfC5+noGMDJ/ocIymAfxZUy63B8CLJi3to99CUU5eQoh3Ot5KI6W85kTW5WSiAuA2mCxWHluXTlpRDa5GHY+fGUeIp3OPjlm+/xA7ltyOuawC9/gopn7+EkYfL3svmNlionDTy6ze+RFXPfc2cSGj7cMgHOpWb2HjtwfZsy0LAG8/V0ZPDO1R3RSlpz7de5zUohqc9IK750Si6+Jl/jFva2Nuw6/4HRUHj/Dz+IsQ6CnVOybCzi46wrPXfUplSjqHFlXgOSoOj4RYPEbG4h4bgc6p8zfcSat0yIyy/n9JpOzL0xbcPLW0hL0wXGHaiPlMGzEf2STNodVq4VDOXmrqq/C2TTADWq/wW2v+xpioqZw29lwM+hN7A+G/Vj3IT0nfce70ZVx+6u0AeLh4MStxEZ6uvg7Tqvt4BDDJo/UZ6lsbk6xujlWUXtF8BiEnYBTgDGzr++qcHFQA3AopJS9szmTXsQr0Ah5cEEN8QM9SFVUkpbJ9yR2YSitwi4tk6mcv4RzoeHOQQW/kqnl3cvaUK/HzDGz1OPnHyvnm4z32BPqJE0NZ8LtEnHtxCmZF6arMklo++E0LHJdNDiHMu2u5pn9euMz+PPvDr7Un4y+iVleEbDY6oKGn1CMhhknvPt2t+tZU17PmiwNkHy3m+nvm4uyiBZnRIwLIySghOj6Asmf/QbV/CEXjtFzcU0qfcDjGhcsmE5vQ+v9pW5qO/dXp9Pzr5lUkZ+0iIXScvTw56ze2pKwlOfs3FoxvvHkspygdo96JYT5tz6ZXWlVkn62xubySLD77+d/kl+Xw2BVv28ujhyXwU9J3FFfkO2x/6zlqWKGiDARSyjOalwkhDMB7wEYp5Rt9X6vBb8hETWe8uavDbdZcr13We2dHLutStfzSd86JZEp4zya6qEhOY9vFt2MqLsMtNoJpn7+ES1Dbl4dbC36LCys5crCQzd+nYLFInJwNnH5+IqPGq55fpX9ZrJLnN2diskoSAt24cEzPZv4y+nmjc3ZqdcgBwE9J3/FT0ndA53oUTfUWstKLEQJiRmj/W84uRrKPFlNTbSIzrZj40VpKw9ETQhkzKQwhBKtvScKlMJf4O64GKdmyUcsyNOO0WIxOekIje36TqZuzJ5OHz3UoG+YdxqJJS3EyujgEzJ/89CpbU9Zz4czrWTLn5laP99WWd1m24G4Ky3PZn7GdEaHjCPWPBsDJ4MJPSdoNfPmlOfZA+rSx5zJ3zDl4ufUsS4Xq3VWUviOlNAshngC+BVQA3A1DJgDurK+TCvjIdhPP8skhnDGi9d6Ursh85wtMxaW4RYcx7fOXcQl2DHB3pm7iSF4S58+4FqOh8aah+nqz/fknb26nsrwOgNBIH85eOu6kSqDfXZ3JS6y+mE+s/yUVkJRfhUEnuGtOZLcypMxa9549JdoCW3D7eifSfLVGSknh8UqOHtbG8manF2OxSMKifOwBsE4nOPWskbi5OxEe0xj4NZ16uGH8/eENaQ7HbwiEN6853GY2lp6IDkpgedB9LcpLK7UppWODR9nLXvn2YTbt/8a+/N3OFXy3cwV+HsMorsxn6ZxbuGDmtYB2Yn3BzOuICBiOp2tj8O7h2jhhh6Iog4oX0Lv5FYeQIRMAN/TuQmNvcNMygF8ySvmXbaKLs0f6c9mE3pnoYtSTd6J3dSbqhqW4hDgGv9V1lby15imKK/MxW0xcdupt9nV7tmbZn1eW1yEEzJgXx8x5cQ5f1IrSX3LL63h7hzZhy+UTgojx69od/63lAV4dfAoWnWTy8r8i0HUqyKypricjtcge9DacLDZwcjbg7uniMOZ3zKS2hxIMRI9e8TbFFfkOWSuqaita3TbIJxwng7PD+F2ApXP+cELrqChK7xNCXNG8CG1c8M3Ahr6v0clhyATAHUk6XsWTPxzFKmFGpBe3dmPq1qZM5ZUYvbTcpTqDgZGP3t7qdi5GV86dsZxvd3zIOdOuspfX15v5Zb3jjFNR8f7MWhjf7TqdjFTvbv+RUhv6UGe2EuPrwtLxvXPCCLB/qoUUj1eJqDmn1fVWi5Xc7DJ7wJubXQayyQYCgkK9iIkPIDo+gJBIH/RdPGlsuCmvaaq2/ubn6Ti85MZFD/LM50Wk5u63l50xcQnLF9yDTnfyzDanKENc80kuJHAcWAPc0/fVOTmoABjIKq3lwTVp1FskIwPdeGB+TI8muqg6ksW2i24l5qbLiL7x0na31en0LJq0lIXjL3S42/vH71Iw1Vscts04XERJURW+/u7drpui9JZvU4rYk1uJTsDdp0Zh7GKAaamuxSU8mNrsPEIvWcy4lx4EoM5UwyevLKa67hjV+hzMJguGZlMHf/nBLtJTChzK3DyciI4PICY+gKjhAbh5tJ+DuDVt9Ug3NZACYi83X4fgF+DH/V/bJ6lQFGXwk1Kqs9kTYMgHwMXVJh5YrU10EeqlTXTh0oOJLqqPZrPtolupyy3g6OsfEX757zB4tgxYG2aOatA0+DWbLKTszW1lH9i68QiLLhrb7fopSm/Ir6znja3alNuXjB3GiG5kSUl94R1qs/Mw+niS8NAt9nJnoytnhz7ExoOfEVg/nc/f24nFbOXSG6ajs52Yhkf5kJFaSFiUrxb0jgggMNhz0M6w1hMXzryeL359E4DfTbsaD5ee3bSrKIoyFAzpALiqzmyf6MLHxcCTi+Lwce1+zs3qjGNsu+g26nILcA4JZOrnL7ca/AJ89vPrFJQd46r5d9lvSLFaJUJoSehdXJ2or7dgtWjXdfW2oNxgUCeCSv+SUvLPn7OoNlkJ93bmykkhXT5GxcEjHH11BQAj/nyzQ0rA8tIaMvaYiLJq04NnHSkGIC+7zJ55Yfz0SCbOjMLJuXc/wgZS725nLZlzsz0AbjqTnaIoJwchRDjwApAAbAbukVLWCCHGAJVSyqP9Wb/BakgFwMXVJl7YnGlfvnTFfuosEheDNtFFqFf3J7qozsxl20W3UptzHOegAKZ99hLuMeGtbltYnsd/t7yDxWomPnQcp0+8GFO9hW8+2k1giBezT4/n+nu01EgN08Pe+ViLNICK0i/Wp5awLascAdw9J7LLU4NLKUn609+RZgvek0cTfsW59vJ6cy1bfzyC1Sod9hkxNhjvJjfYufTgRFVRFGWQeQOIAr4CrgAqgD8Bc4CFwEX9V7XBa8ikEpBS8tCaI2zNKreX1dl6V2+aHsaIwO6nFKvJzmP7RbdSm52HU6AfUz/7J+5xkW1uH+AVzF3n/50ZCQtZMEFLdJ+85xhpBwvYujGNwuOV3a6LopxIJdUmXt2iZUo5b3Qgo4M9unyM419voGTLHoRez+hn7kPotI+hLSlr+eO/L2TDrm9a7JNztBjnXu7tVRRFGSRmA8uklPcDdwENdwdvAmb0W60GuSHzjZKcX82hwupW12WW1fbo2Acf/ic1Wbk4Bfgy7fOX8YiP7nCfycPnOiTAHzslnMK8SiJi/QgI6npQoSh94eVfs6mosxDk4cQ1U7o+9AFg2OK5JDx4C+bKKrxGa1lNpJT8b+t7lFTlY9Bn4Md4h32qKupJP1xIfGLvZZpQFEUZJMqBKtvzFKDhw7ca6PmMPEPUkAmAC6rq21yXX2nq0bFHP/snLDV1JDx0Cx4jotvcrrquEhcnN3RC6/GqKKvFw9MZoRMIIZj/Oy3BfcOwh6aal52IBPyK0p7N6aVsTi8F4K45kbgauzceXWc0EHOLY1pLIQT3nf8ST73+BL61p+Dp7UKF7cR02qkxGI16wqNVvndFUYakfwN3CiFuQAuEG1LcnAWktbmX0q4hEwAP9297iENCN4Y/SKvVfunWydeLKSuea397Kfnn1w9QZ6rlhjP/AtXefPHuDhInhnLaWSOH5N3ryuBRXmvm5V+0iVkWJ/gzMcyzgz1aqi8px+jTdqaGretyGFZ6Oi6uRi6/aQavP70RgLlnJnS73oqiKCeBcOASYBZwCHASQvwXLQC+tj8rNpgNmQA4zNuZRSP8WX2oyKF8mIeRxQldm+64Lr+IHZffxYgHbiZwfueG32TkH2Jv+haktHLo0FF2r67DVG8hLbmAmfOHO9zUo3p3lYHmta05lNSYCXAzcsP0rs+gZjWZ2XbhLbgEBzL6mXtxjWgcPlFTV0XmoQr279TSqp1xwWg8vV3aOpRi09o04M3L1EQxA0fDDKTtaT47qaLYxAG/2Z57oc3+dhw4XUr5Y7/VapAbMgEwwB2zI4jxc8F14fkO5b/8seW2baVDqisoZvvFt1N5KJ39dz7J3C2fonftOHtEdFACT1z9Phu2/MDOb2qwWiVBoV5cuGyyuqNdGdC2ZZWx7rCWiuz22RG4O3V96EPGG59QmZxG9dFsZJMMD0fyknls5Y0Mq55NILMZOzmCEWOCe63uiqIog52Ucn5/1+FkNKQCYL1OcMGYYbQcYds59YUlbL9EC34N3p5Mev+ZTgW/DUrSXCjeGgtIImP9OO/KSTi7DKk/gTLIVNVbePEnbejDvDhfZkR6d/kYNdl5pD77FgBxd16DW1Sofd23Oz6k1lRFKWmM8DuT+eeM6p2KDwGqd3dwWXP9ROotVt7adowvD2izGIZ5OfP76aGcEqXuY1KUvjYko6/nH/8X0Hi5qWGq0/aS4NcXlbJ9yR1UHjyCwdOdqR+9gPf4kR2+Vk5ROgFeIWzbkMnWjUcAGDEmmLOWjMPQgxnnFKUvvLkth8IqE94uBv4ws/W81h1JfvBFLNU1uMdHE3PTZQ7rJrldxdEagY9lOGcvm9DrE1soykDy0s9ZfH+o2L58rLyOR9em89w58YzpRkpBZWgQQrzT2W2llNecyLqcTNS3TSfUl5SzfekdVCSlovdwY8rHL+I9MbHD/Wrrq3nq09uor5GEF12CG8FMmB7J/N+Nsk/pqigD1e5jFaw6qI2Zv/WUcLy7cbUif81P5H+3CYDRz9yLzqlxuE9udhlbfjhKsHUWc84cQUh413uXFWWwKKkxsfZwsUNZw2CgL/YXqABYaU/Xb7xQOqQC4E7Yd+ujVOw/jN7djSkrX8Bn0uhO7Zd6LJnSihKkRWCUHpyyYDgz58epjA/KgFdjsthnTZwV5c3cmK5fojVX1ZD0wPMAhC45C7+ZjTf4lJQVs+rj/VitkvAYX6bOiemdiivKAFVQZaLZBId2uRV1fVsZZVCRUqqpYE8AFQB3QsIjt1GVns3YFx7Ad+rYTu1TW2Ni/xoziaW3U6svZPG505gwve3Z4RRlIHlvZy65FfV4OOm5dVZEt07ain7cRm3OcYw+nox86BZ7eUllAbe/cQHeNaMZ7nouZ10yDp1OtJr/GlQObOXkEObljJNeUG9pGQXHNpnmW1GUvtHnAbAQ4n7gNrTZS9YAN0gp89vY9lzgUSABKAY+A+6TUrY9q0UbWktB01B2Vwf7esRHM3vTh+gMnXu7Kstr+ezdHRTmVeKq9+HiJaeqO9uVQSPpeBVf7tdu0rlpRhj+bt3LUhJ01qnM+OZ16vKLcAponMRi7Y7/YrLWUGFI5/SzxuHlo778lZOfu5Oe80cH8slex687J73gknHD+qlWymAghHi4s9tKKR89kXU5mfRpACyEuAZ4ALgaSAdeBFYCC1rZNg4t4H0A+ByIAd4DyoBON4buMFdUse+Ox4m//0b7tMadDX4Bdh/dTHWdCSdnI+dfOYnIuK7lGVaU/lJvsfL85kwkMCXck9Pj/Xp0PJ/JY1qUXXLq9QR6hFNwrI7R4yPs5apnVznZBXs6OSxPj/DiqskhRPuqk0ClXVd0vAkAAq3TUOmEvu4Bvg14Xkr5JYAQ4logTQgxRkq5v9m2k4ByKeWztuV0IcQnQMvs753QXoLx1X9pfG6urGLHFXdTum0v5fsOMefnjxxu3OlITlE6r619EGcnN24/5x8q+FUGlQ935ZFZWourUccfZ0d2a+hDyfZ9eIyIxujd+mxxQgjmTVnc06oqyqBitko+3uPY+/vXM+P6qTbKYCKlHNHfdTgZ9VkALIRwBsYDdzaUSSmPCCGOAtOB5gHwTsBTCHE+8BXaVICLgNfbeg0/P8feqquvvprly5fj5eVFTEwMe/bsAUCn0zFu3DgOHTpEdXW1ffus1DQO3fQopv2pCCcj0Y/cwt6kAwD4+PgQERHBvn37ADAYDIwZM4aDBw9SW1tLUV4dMbHR5FSl4mb0xN3Jm9CAIEpKSsjIyLDXLyQkhAMHtGM6OTmRmJhIUlIS9fXaqI7Ro0eTm5tLcbF2t3BUVBRWq5WsLC0Xa0BAAIGBgSQnJwPg4uLCyJEj2b9/P2azGYCxY8eSlZVFaWkpADExMdTX15OTo820NWzYMHx9fUlJSQHAzc2NESNGsHfvXqxWKwDjx48nPT2d8vJyAOLi4qiuriY3NxeA4OBgPD09OXz4MAAeHh4MHz6c3bt329/PCRMmkJqaSmVlJQDx8fFUVFSQl5cHQEhICG5ubqSlaVOZd+bvlJCQQElJCfn52hdJWFgYTk5OpKend+rvBDBq1CgKCgooLCwEICIiAp1ON2D+Tr6+jcMFOqMn7b7p+1lrtrLviIVIV8GVsWaOpSZR3cX301pWSfGNf0UY9Hg9fBPG+Ej7+/n1/zYQFOiLb4C7aveq3bf6d5o3bx5d0Vttvy/e00MF1ZzqLfik0oUlYbV4GSSfrP2FFdkuTPExMcLDwohAN9X2VdtX+oiQso3bUnv7hYQIBXKARCllcpPybcCXUsqnWtnnTOBjwB0tWH9VSvmH1o6/fv16OWnSpG7Vra2bb5pq7/Js+qECvvzPbxiNei67cTruPjoqassY5h3a5j6K0hZfX99Od7v2pN03ZbZKbvsqhbSiGsYFe/DM2cPRdaP3d9+dT5Kz8htcwoKYvelDDO5uAGRmFPCXlZfhKgO56+LHSIiP73GdlZNPf7T9vmCxSha/vbvD7dRUyENXR21fCLEYuB9oSEN1AHhaSrnqRNftZNWXQyC69G1qC5hfAf4GfAtEAf8QQtwlpXz+BNSv24LDvfH1d8fNwwlPb1ecnQ24Orv3d7UUpdM+2XOctKIanPWCO+dEdiv4Ldm6h5yV3wAw6vE/2oNfgLSC36jXlWAVtQSFqGFBytCy8UgJoN3w9v7S0fi1c2Pppc90bpSfmglw6BBCXAW8jXY/1Eq0eGoO8JUQ4jop5Xv9Wb/Bqi8D4ELACgwDkpuUBwKtZYH4A5AmpfybbXmvEMITeAHotQBYSsmYtx8DQBgN7LvqAaBrN+S4uBpxGrubmWMWq6mNlUEno6SGD3dplyiXTQ4hzLvz03s3sJrMHLjvGQACz5jNsEVzHdbPm3ImoUGh5BZl4+PRsxvrFGUwsUrJyt3HAThrZEC7wa+itOFPwF+klE83KXtFCLELuA8tQYDSRX0WrUkp64QQe4B5wI8AQogYIBrY2souboClWZkV6LX5g39euMxh2TkksFP7WS1WfvjmIMMThxEdH8DWlHV8vfMdVu9ZwT9+/xV+np07jqL0N4tV8tymTExWSUKgGxeM6V46pqOvf0RlSjp6VxcSn7jTfvOc1WJFp9f+ZRMixpIQ0bk82opysvgpvZTM0lqMOsGSTqQ7a96z29AjfCJ7fFcHn9LhNovyfjlhr9+Rng5TPAnEAV+0Uv4F8Fgf1+Wk0dfdlS8DL9rOWo6i9eZukFLuF0JMA94HFkgpc9CGPdwhhLjV9jwa+Cvw9YmqnNGr46kozSYL33y8h9SkfA7syuG6u+YQ4hdNbHAisUGjVPCrDCit5b9ujUEnuHtuJPpuTNFdk5VL2nNvAxB31zW4RoQAUF5aw/tvrGf+GRNJHK9m8lSGHquUrNitXV05c4Q/Ae5OHeyhKK0qACYCh5uVT7StU7qhTwNgKeXbQogg4DXAG1gL3GBb7YY24YXRtu06W5q0e4Bn0CbC+AptEHivmLVOu2rQcPY7a917vGQ72770mT+3u+8U8QSnLkrAw8sFD694Hr/yXUyWLs/PoSgDwhUTg7udi7QmOw+DpzuukSFE33QZAFarZNUne9hteodd37/CvX5/Y2TEuN6ssqIMeFsyyzhSXItewNLxQT06Vr25DidD14cndUbz3t2G78T+7PVtqmnvbkNv8Ene49vcO8BrQogQtCvoEjgVeAT4Vz/Wa1Dr8wGrtmwPLTI+SCk30uxGOdvA7gE5tuV3l04gYWzj7G46nR5nnUpmrgwsze8qb+gRXn3dBP7v21T25FYS6+faoy9nv5kTmf3TSuqOF6Izah8p2zenk5p5iCrPbBBW3FzU/4YytEgp7WPrT4/3J8iz872/9eY6Vm3/gNySTHvZq98+gqerDxfMvBZfj9690lhXUExFchrJD73oMOlTwzDBhs4ipd88gjYE9Amg4cO0FngWNfFFt6k7tpqZUvoE0Hh22TD+aoF4nrKSGpyc9Zx/5SSCIt146tNbOXfaMkZHTe23+ipKd3x7sIg9uZXoBNw9NxJDN4Y+NGX08rAPIcrNLuPntYdxtQ7j2gn/xBh6nMhAlfZMGVq2Z5dzuLAGnYBLJzieYHY05rbM18qX15gcyn49uAaAkeETOGXUmd2qk6W2jqrDR6lISqMiKZWKZO1nfaGWpcIlPAidj1e3jt3XzGYrBkOv3RI0oEkprcAjQojHgVi0zsI0KaW5f2s2uKkAuJPKSmpwc3fiouWTCQrz5qNN/2JP+q+k5h7g5Ru/UWnPlAGv3my1P39zm5Ygf8m4IOID3NrapV0Zb3+O17gR+E5pvLGtvs7Mtx/vwWqVhMf4suD0aeh6GFwrymAjpWTFLi3zw/w4X0K9ujZ0wbtExx/P/Rsv/u9PDuXzx53PzJFnAFBSWcDeo1sYHTmFAK+QFq9fm3OcykNHCZw/w15+8OF/kvXel62+ptHXi9jbriZy2QUOwwIHqt9+Ocq0ubH9XY0+ZQt4DzUsCyFcgFlSyvX9V6vBSwXA7chILbI/9/Zz5eJrpuDrrwW6Z0xcQk5ROhNjZ6ngVxnwVqcU8YYt6AWoNlkJ9XLmyonB7ezVtorkNA4+9CLSbGH6V6/iO308ABtWHaSguBBnFyfOumScCn6VIWn3sUqS8qsQwKUTWv6PNR9b21qWA9N/SrU7ZZqYGDfHnmFlT/qvvPbdowR7h/Pw5MepSEqjMjmNkoOHqDmQjrlcm41t3r5vcA7UUg96Jg5HGPS4x0fjmRiH58g4PBOH45k4HOfggG5Nfd6Xqirq7M+3/ZjOhOmRODkPnTBGCGFAmzl3vu0xHS0zlkt/1muwGjotp4s2f5/Cjp+Ogqe2fPmNM3D3bDyL9/MM5O4LnqWvZtJTlO7afayC5zdntih3M+pw6sYlRGm1cuD//o40W/CZNg6fqVoP8KH9eezbkU2262pqPNNIOu7CDJ+FPa6/ogw2DWN/58b6EOnTvdikTpS1KCvNzqSsMgnviYlIKRnmE4bfrnK2PnyjfZvvL6qnaiRM/VHP8KoganML7AFw2CWLCb/sHHROjrmI2xqS0bS8P2+Iq6mup7bGxO6tWfYybTlzSPQCCyHuARYAs9GC3V3AD8CTwOZ+rNqgpgLgJirLa+3Pt/6Y7rCuIfg1W0wY9I0fHgP9jFlRViUXtlqeWlRDVmktEV38gs756FtKt+1FGPSMfvpehE5HeWkNa748gIU6qt3SqK4vxaBTCf+VoWdvbiV787Te18tb6f1tTcNkTIvyfuHZB1YjkVSHfsvYugT2mVIAuPoNTyzPv8b+0fHMWv8e88adx7xx57Hjuj9R7LIFj4RY3BJjKQz5GhNmpr/+NOPGngZAeXUJn/70GomRk5k+YkGXfp9379J6Xd/tYIa63sxTbDZZOJZZSkZqEUdTCzl+rJzIWD9yMkrZ4dOYoWnHFmDLia/PAPA02rwI7wGPSSmzOthe6QQVADexbZNj0Bsa5QNNTsLzSrJ4bOUNLJ37B+aOPkcFv8qgUFxjRqDlzWmupMbUpQC4vqiUlL++DED0DZfiOSoOq1Xy3af7qK0x4e/nyws3fMH2tPVMHj63g6Mpysmnofd3VpQ3MX7dy35SYUgnszIDYQH0WpmuQkuzaa2rQ1qtCJ129Wb8cw9g8HRH6LUNnyu7lqTMHYwcNdN+vKTMHazd/Rk7Dm9kRsLp9vK8kizcnD3a7d3tKPDtDdIqKcir4GhqEZlphWQfLcFssjpsk5dTjsVsbeMIJ70LaRz2kCqE2InWA/wD8LOUsq69nZXWqQDYxuTqQfJWx5Oq5v9sn//yBsWV+Xy3YyWzExejF+rtUwa+xCB39tl6pJpy0gtiu/gFnfL4K5hKynEJCyLu7msBLeVZVnoxOp3g7KXj8Pb0ZuGEC3ul7ooymCTnV7HrWAUAl3difP3PC5dhqa1zWGbaZXiaY5h45HQ8RDKbY7IBmP7163iOjMXg6XjPibFZ1oZh3qEMG3uuQ5mvRyCzExfj6err0HHz4cZ/sP3wBi4/9XbOne44M2qDEzUzXXlpDRmpRWSkFpKRVkxNlWMefYNRT0SML1HD/YkaHsCK17Su3oZMTQ0aeoRPsh5fB1LKr9DmQUAIMQwtEF4AfAR4ocYAd4uK4GwKx52CxeIY8B7PKQefxuXrTr8fL1cfZiUuRq9Tb50yOFwwOpD1h4sprHZMq3TlpGA8unADScnWPeSs/AaAxCfvwuDuSp4t5ZkVE+PmBBIS4dPBURTl5NXQ+zs9wqtT2VWklNQdy7cvV7n6NF7ib/avdPOG5bChcbkrAV9C+AQSwie0KM8tzgAgzD/GXlZTV8Utz12Gpzma0NoF6GmWwcJWL6vVgk6n73Qdmvrqg10cTjruUCYEBId7ExWnBbwhkT4Oac4WnpdIcX4VW388AkDicHJbSwAAIABJREFUTC9qzOXssM2Ntj9jG4HeoQT5hHerTt11aSd7yHsjQBdC+KKNA54NzEQLfrf1+MBDVLvffkIIV7RZ2C5Em6FtLXCblLK4D+rWZ6x6A8UJUzrczsXJlavm39UHNVKU3uPnZuSl8xL4dN9xvtivzZr50IIYZsd0LVh1Dg4kYP5MdE4Ghp05BwCLxYq7pzPHXbfynwOrqfH+PefNuKbXfwdFGegOFVazLasc6FzvL0DC/Tex88p77MvVS5fBsZ9OSP1a8/drP+FY8VH8PRvrezBnN9WGHOr0hYTXavnwrZg55rKBelFi327lppfxcQ9g3rhzcXP2dDiu1WqhzlRLZUUNKb8VU5BXwflXTaKsupjy6mIMXjUA+Pq7ETU8AOmXi4e/YGTkcPskHzV1VWzcvxqz1czpEy5i9ERtOvUfftrEcact7Eh2nOb98Y9vBuCOc5+yp4o7WQghnkXr9R0L7APWoc2Su0lKWd2fdRvMOur+eRC4DvgAbdaRK4BXgEtPcL1OqOZ3vAoh8D30GyZ3byqiEgCIGzUMq7SwQzuhR0qpxvwqg5a/u5GbZoTbA+CuBr8AblGh/8/enYdHVV4PHP++k2Sy7zsQQoCELWwBAQEVxQXcqtYFXHDfbav+tFVc24pWq1atVavWrSrWWpdaFRdcWRVkCxAIIYQAWcm+Z2be3x93MslkD2RmspzP8+RJ7nvvzD2ZGcKZM+89L9PeehxbbfNHtkMTw1nyq9kse+91GvPrj7giJER/97a9+ps2NJhxMV23xtQ2G7sf+btjuzYilg2Z3xDkm8TQ2vkEW42q7OW/mkN0fDCWRitPPfglaLjy1rmO22XuKOCn77MJiwggLDLA/t2f0IgAAgLNnf6/pZRyqv4CJEYnc8X8O6lrrOGcWafz+NIV1HkVku/3rdNxH//4BgDvrnoeheKRJW/h3RCOyUuxv3Izj/7nN0QFxzMi9xYASoqq+XjbK6zY+A7Hj/sF1955J6H25ddvf/k+DpXs4/Zz/syMlJMAqK6v5OUvHgZgXupZeJmNdKXGK48S3014e/lgsTp/qgWwM3eTUwK8JXsN0aFDiQsb5pK/T66aItLKbRgXwb0B/Bv4QWtd3ZsnGIy6SoAvBK7VWr8FoJRaDnynlDLZVyYZEJTWDFln9GFMv+p+GlUVhVE/Ulbd3Af49pd/yaSkWVw490YC/YI7uish+rTb770ZgBX3dnxM6wtiWr75U0rhFeDnNOYfYOb3l77Eqh2fMXvska1QJUR/tvdwLWtyjCumL+lm9Tf/vyup3J6J8vFGN1oonHIch3y/ptY7j8PmLQTXGonpmq/38ItLpmKx2Jg8I4HykhpH4ghQlFfJof1lHNpf1uYcZl8vwiICCG2ZHNt/Dg71a7dPd0RwDAumOde4/K3xJEaNJac4w2l81ujTWLfncwDefGEVqjqCidOHEZ9mpBY2bWXyjATCIgPw8/fBy+SNUia8fUxOv0NUSBwWm3OHJV8fP8YMm4K3yZunH/zSMRXDzyuKiIYp+FrDyPP/1ikekzIxKn68Y7vR0sCj792KTVt59Ip3SIwxVqQsrSpif1EmCVHJRAT37rLSLnIczRfBvQ94KaV+wrgI7hut9Ted3Vi0r6sEOAH4rmlDa71WKWUDhgAHXBmYK3V2xWv60hXUeOWxZdtHTuN5pTnkleYwL/UskuLGuTpEIfqMLTfcT0hqMiOuX4zJ7ENleR0fvLGRE88YR8JIo7+ol8mbE1LP8nCkQnjG8s1G9XdSXBAT44K6PN7WaCHzTy8CkHDZOex/5T1qoxMYWXMBh/y+Ib7uBMex+QeMxNrP34dTfjGhzX0lT4glINBMaUkN5YdrKCsxviyNNhrqrRTmVVKYV9nmdmctnsKYiUayXlFWS+b2AsKjAhk5pm1CqFBM9b6WHP7Pabx003DGcC0KL2zWILwU1NU0MnboFJ694RN8vMyEBkY4jr903q1cduJtbe5/6YV/azMW7B/G7y/+BwCPb21eKCTYmkRwTRIV3nvI41un21x9yt1O1d/SqiIigmMorSpkSESiY7xpEZHh0ck8duU7jvFdBzaj0QyPTibAt+vn0V201muANcBDSilfYA5GMnwycDfGFFXRQ10lwD5A6/YajQzwBzvUkswNCx/ghc9+7zR+x7lPSPIr+rUnHzL+o/nimqmOqUCdvSEsWPE9+R+tJP+jlUTMmUZY2gS+/TSDwrxKPn9/G6dcFk9ibIpbYheiL9pfWsf32Ub1tbvV3y8SmlsE7n/lPQAC8nOwBKYyqsaovi65xfj3GdxFm8LouGCi45w/ldRaU11ZT5kjIa5t/vlwDXW1jYRFNl+kl3+gnG8+ySAsIsApAf78/XTHzzszdzkWhmpS71XC6OC59gvXIkkYGYF/gBmAKJ+2j8WRTiO84+EFbcbqGmpZm5HA31cYPZRvWPgA00efgNm7+aK9mLChPHvD/6hrqMXH2+wYb7DUEewfxvDo0U73+e6q59m+fwOXzPsNZ81YAhiP5eqdKxgamURC1CinKrUn2FueNbVAQynVdzL1fqY7l4A/qZSqbbHtCzyilKpoGtBaX9frkXlYTOjQNmNDIka4PxAhPMRSXcPOe/4CwLCLzyIszag+nXTWOKwWG/6jDvK712/n+NQzuWHhA5hUz1eVE6K/W74lHw2MjwlkypAjy0XSr7q/zdgbzzq/MW0vCeyIUoqgED+CQvwYlhTRZn9dbSNmc/N8WB+zFwlJEW2S7V3b8hw/B1sTmVhxB9tCHgfg5mNfInVCCuER7s2/Ouq60Lpg1XIOrp/Zud3jqVMv5JQpF9BodW69Zvb2xdfHn4So5sS4tKqIZ/9nzBl74eYvCAuMBODQ4X0cOLyX4dHJxIUnANBgaa4X1tRXtrk40BW01m17XIpu6SoB/h5o3VNkNRBr/4L2++v3e3WNbS+srK5v+zGSEH3ZqS9v6nC8q34mex5/hbqDBfhEhJJy702O8cAgX865LI2XvzA+lvTxMkvyKwalg+X1fJNldEa4ZGpctyucp+Wtpvib9YRNm4BXSCAfLruC8MbxRDROQuH6f0t+/s5VzKSUaJJSnKc+HMwppaHe6jTmawt3/HzccWmuC9ANlFJO1WKA353/DDZtA92c1lTWljEsahTVteWEBjS/mfgp8xuWf/8sE0fMZMlJ/8edr1zodF9XPT0PgIcue53R8amu+0XEEes0AdZaz+tsv1IqEaNLxICTNuo43rpjPZc8PhOAt+5YL71/xYDWprLiD0aWXMhLLxtXZresqlxz6lKmjT6BkbEyLUgMTu9sycemISUqgOnDul/tU0oRfdIsAL7a8D/KzNsp98nggtPOJm3K+C5u7R5rVu7xdAjtcvWCFyZlghbvYxJjUnj8qnex2axOb3C8TN5Ehw5heHQygZ1UeoP8Ql0ZrjgKPc7olFIm4GzgOuAUoAho+/lNP/L40hUdj9m7RUnyK/qjL66Z2uG+zjpBdGTj6n1MmzPCsT115JwjiEqI/i+/sp6vMo2W+N2t/pZv2kFwagomn+b/T8r3BBNTP5vAIF+mTu47byZLiqTLVkutW6idOeMyzpxxGTZtw6RMvHjLV1z37MlOxzxz/cfEhA5xZ5iiB7qd1SmlRgDXAFdhTH94CziVFl0ihBD9V1NlJe/DL9lywwO8drsxn+2PZ3zKR28ZUykCg33Zm7+TpNix0hdbDGrvbinEqmFkhD+zhod0eXx94WF+PO8WfOOjmf72EwSMGEbp4Wr2pdcx3HYG5104rU/9m7ry1rnUVDdww8vHtbu/9SdGA3kp4s40Tf/aX5TZZt++ggxJgPuwrlaC8wJ+AVwPzMNYCe5WjOT3T1rrHa4O0B06u7hg0WP3uDESITwv9owTGXNfIVQ/CTRfCT4hbQh+sRXc/fpljBk2hTvP+4v0xBaDUnF1A5/vNvrEXzw1tluJa9ZTr2OtrQOt8RtqdEjYsekQ2qaJGxZKUkqUS2PuKbOvN+YeLJU+2MWGJTB3/Oms2vEpAHPHn86wyJG9dv9KqTSMBTEmYFx7tQN4Umvd/oUeoktdvbpzgcMYq49crrXOB1BKveXqwIQQrtV05Xl6O1OAINIx/aeutpGwiADmnzWer9PfA6UwKVOf6pMphDu9u7WQRpsmMcyPuSO6XlWxJucQuf/8EIDk312LycebDZnfURKcwxkXzyM4KLhPVX9bml62DOhZF4rBKDo0nlvO/KMjAb7lzD/22n0rpS4E3gbWAl9gzFKeA2xQSi3WWr/baycbRLpKgCMwuj7sBApdH44Qoq9RJsUZF03C7OvNgmmLGD98mn1Fp775H7YQrlRS08inGcUALJ4Si6kb/w72PP4PdKOF4NRk4s6ej81m5Z3vn+XA4b2ceUwJl6be6uqwRf+2DONTd6crN5RSD9n3SQJ8BLpKgBMx5vw+A7yslHoToxo8IFufCTGYpL5iNJBfkL8GW0MjTz64EoCbb5xMuSmADfbPeebMH018QnOVa3h0sttjFaKveG9bIQ1WzdAQX04YGd7l8ZU7szj0nvEpS8rdN6BMJmqqazluwhl8vuldTp9+satD7rFOLwy3k4qwWw0DXm9n/HVotTyf6Lau2qAVYCx68SfgNIzODxsAL2CRUupFrXW/XRJZCGHY9/flQAwAjRYbn3ywxbFvxgkjycrbTmJMisdXQRLCk8pqG/l4Z3P118vUdfU389EXQWvCZ00myt767LtPMzl8YBT/d/qrRATHuDRm4VodLczRyxcJbgZSgdZX2k0ABufVh72gWzPctdYaWAGsUErFYXSDuBpYqpRap7We68IYhRAuVJNziD1PvgqLfwfAus2llBbXOOYAV9SW8NC/biQ0IILfnv80QyISPRitEJ7zfnoR9RYbsUFmThrddoW11uryizj83U8ApCy9EaUUtTUN7E4vwNJodcuiF0dCqrt9zsPAU0qpIcAq+9hcjOrvb+xrMgCgtc7xQHz9Uo8v8bRfCPeQUmoZsBCjKiyE6Kd23vMk1rrmJUG3/uT8oU5O4S601tiwER0S7+7whOgTKuos/HdHEQCLpsTi3Y3qr19cNMete5eCT74jfMYkbDYrn21+g/NvWMihzPo+1/lB9Jyb2r99aP/+DM3LdDRNRf2oxbaCPvquqg864h4n9qrwp/YvIUQ/VfTVGspGT3Iam5A2hA17jZ8nJ83mqWs/4HBlIT7eZg9EKITnfbi9iJpGG1GBPpyS3HX1t4lfbBSJV/0SgDUZX/Duquf5ZMNbPHfjp3Ihqeiu9psxi6MiTf5acdN8HiH6DK0UJXMXOra9vE0ct3Akr/+t+ZiwoCjCgqRaJQan6gYrH243qr8XTYrF7NV5kU1rTX1eEX5DnOf3euNHXFgCU0bNwdfH32XxioFFa73G0zEMRFIqF2IQWn3y5Y6fy0dPptbk69i2Wmz8+9tXPRGWEH3Sf3cUUdVgJcLfmwVjIrs8vuB/3/DdrAvI+P2zGB+WQmlxNevftXBm3EOcP+sGV4csBhilVIxS6g9KqU+VUv9TSj2olJIrKI+CVIBbkcquGEy0UhRNmwdag1IUmX8k1/8zvLc3T3W49PFZXHjcjZw98/KO70iIAaq20cp/thlt8M+fFIuvd+d1I5vFQuajL6IbGrFW1zqmOaz9JovGBiv5ByoJDJBFZET3KaUSMBbBsALbgVMx1mm4Xik1V2ud5cn4+iupAAsxCM35ymgpWZ40gfqAELD/J13lvR+baqCBKsexFlsj6Tk/eiROITztfzuLqai3EurnzRlju67+Hnr3M6r37Mfk78uo268A4Mf01fy8dTMAs+ePlrm/oqceBrYBKcDNQL3WejbwH+BRTwbWn7k9AVZK3a2UOqSUqlFKfdhRCV8pdYVSSrfzJRfdCdFLTJYG/APN+Pkb/X1H1JxHtDXN6ZipI+dw53l/8UR4QnhUvcXGe03V34kx+Pt4dXq8ta6ePY//A4DEqy/ALy4aq83CS18sIz3oGSyxGdL5QRyJU4FlWut6mrtAADwHzPdMSP2fWxNgpdSVwFKMdzCzMTqNLu/g8H8B8S2+hgMVNLcDEUIcpZD9u7n5npO45T7jb6jChCVkv9Mxm/aulu4PYlD6NKOY0loLwb5enDWu68Q19/UPqDtUiHdIECNvudQYO3AQXeeHCW8Wzlso1V9xJEKA3HbGG5GVeY+Yu+cA/wp4Umv9AYBS6iogSymVqrVOb3mg1roWqG3aVkqdA/gia14L4VJTRx1HVv52cgp3AzAj5SQPRySE+zVYbfx7q1H9PTc1hgBz59VfS2U1WU8bU4uSbrkUn7AQAHasL2dM1bWEDGlk0qQU1wYtBqp8IAFwLHKhjHdStwA/eSqo/s5tCbBSyheYDNzWNKa13quU2gfMBNI7uGmTy4CPtdZlLgtSiEEk/ar7je9LVziNV3w/nWimkxN2DwC3n/Nnt8cmhKd9sbuE4ppGAnxMnDO+6+rvgXf+R2NJOeboCBKvvgAwOj/s3HwIheKUU46V6q84Uj8AC2heBc4PY1nkUOBETwXV37mzAhyJMeWisNV4EdBpKw+lVDhwBnBhZ8dFRDg3J1+yZAlXXHEFISEhJCUlsWXLFgBMJhOTJk1i9+7d1NTUADBmzBhKS0spLDTCGzp0KGazmezsbADCwsJISEhg27ZtAHh7e5OamkpGRgZ1dXUAjBs3jqKiIoqLjbXiExISMJlM5OTkOOKLj49n+/btAJjNZsaPH8+OHTtoaDBW4powYQJ5eXmUlJQAkJiYiM1mIzfX+PQjKiqK6Ohodu7cCYCfnx9jx44lPT0di8UCwMSJE8nNzaWszHivkJSURENDAwcPHgQgJiaG8PBwdu3aBUBAQAApKSls3boVm80GwOTJk8nOzqaiogKAUaNGUVNTQ15eHgBxcXEEBweTmWksTR4UFMTo0aPZvHmz4/GfMmUKe/bsoarKuKAqOTmZyspK8vPzAYiPjycgIICsLOMCVnmejOcpPDycnjia1313WK3Wfv14yuu+/zxPJ57Ys//LXfU3X2tNdp4VH2XiltH17NmZ3uVjqtOSSXr4Nkw+3qRn7sJms7Juww5sOorQCDPlNQfYsaNIXvvy2j+S1/59GFNBAcqB54E9wFta68Od3VB0TDX1KHT5iZQaChwAxmutd7YY/xH4QGv9SCe3vQH4IzBEa93Y3jErV67UaWlp7e0Sol8JDw/vdpnoaF73K+JmA7Agv/0e602Lv0hrQOEu7nrtd2XFrsM8+cN+/H1M/POiCYT49bxW9Ona93jjh0cIaUzhd798mlFjpWWr6FhPXvuid7jzIrhiwEbbam80bavCrV0GvNNR8iuEEEL0BqtN884Wo2J51rioLpNfa00d7RWSNmz5GYCogARGjonu/UDFoKKUSlVKvaGU2m7/+qdSaoKn4+rP3JYA29t3bKHFfBWlVBIwAljf0e2UUqMwOka84eIQhRBCDHLfZJVyqKIBXy/FLyd2XbXdcc+TrDv9Wko3bHOMlRZXE5h7POMrfsWi+dfK3F9xVJRS04F1wETgU+AzIBVYr5Sa5snY+jN3d4F4FnhKKbUJ2Af8BfhGa52ulJqBkeTO11ofbHGby4AMrbVc6SiEEMJlrDbN8s1G9ff0cVGE2/tjd6Qqcx8H//Up2Gw0Hm6+PnvtN1loDSOHjmHixNEujVkMCg8D/9VaX9xyUCn1JvAQsNAjUfVzbk2AtdavKKVigRcwrl78ErjOvjsAGAO0/otzKfCK24IUQggxKK3aV0ZueT0+XooLJ8Z2eXzmoy+BzUbY9FSiT50LQEHZAYYmhXIgu0RWfRO95VhgXjvjTwDfujWSAcTdFWDsF7u1ueBNa/0tziucNI3L22chhBAuZdOatzYZ1d8FKZFEBnZe/S3fvJOC/30DQMrSG1FKYbE2suxfN+Ht5c1Nlz5EUrys+iZ6hQ0obWe8Ag+s6DtQuD0BFkIIIfqaNTnl7Cutw9ukuGhy19Xf3Y+8AEDUiTOJmD0VgOyCDEqrizEpEzFh8VL9Fb1lB5AG7G01Ph3Y7v5wBgZJgIUQQgxqWmvetld/T0mOICao86W/D6/awOHvjMtSku++wTFelhXEXae9Tp1vHiEBPevnLUQnfgW0txThPvs+cQQkARZCCDGo/ZhbwZ7DtZgULOpG9Tfz0ZcAiDvrJEInjQGgpLia71fsQmtYfP1Ml8YrBhet9YYOxjvsoCW6JnNHhBBCDFq6xdzfk0ZHEB/i2+VtUp+4m7izTmL0764FwGJtpNFSR/KEWOITQhkyPMylMYvBRym1UCn1vVLqsP3re6XUGZ6Oqz+TBFgIIcSg9fPBSjKKajApWNyN6i9AUMoIprz0EEGjEwH4Lv1j7nvvIvzGZXLRNTNk7q/oVUqpy4D/AoeAezGWRj4IfKSUutyTsfVnMgVCCCHEoPWWve/vCSPDSQjz6/RYbbOhTG3rRiu3fEBFTSkllUV4+7Q3VVOIo3IXcK/W+tEWY8/Z11T4LfC6Z8Lq3yQBFmIQWRE3u8uxBflr3BWOEB61Na+S9PxqABZP6bz6a6tvYO3p1xJ35jwSr1uEd6A/YKz6tnDYXRSP/pGTp57r8pjFoDQKeL+d8feBP7g5lgFDEmAhBACv3V5vfH/MeWXNRS223/ntRrfGJIQrNc39nTsijBHh/p0em/vPj6jcnklNzkESlpwL9gR47TdZ7Nh0iKSUiQTPlrm/wiWKgKlAZqvxqfZ94ghIAizEINJZdbd14ivEQLajoJpNh6oAuGRq59VfS3UNWU+9BkDSjRdjjjQS3eLCcnZuPgRA2uxE1wUrBrtXgReUUvHAd4AGTgAeBP7mwbj6NUmAhRCAVHfF4NJU/Z01PIRRkQGdHpvz0rs0FJdijgxjxPUXAdBoaWDpWxfj7zuKKVFnMyJZVn0TLvMgxmpwy4CmjyrqgMeB33sopn5PEmAhhBCDyu6iGn46UAHAJVPjOj22oaSc7L+9BcDIWy/HOygQgC9/+i8VjflU+5Yy4/hbpfODcBmttQ14UCn1EDASUECW1tri2cj6N0mAhRBCDCpNnR+mDwtmTHRgp8dmP/smlspq/IbGMnxJ80VuttxRJFVfQFCEifETklwarxB2ZsAPYwqEGZAE+ChIH2AhhBCDxt7DtazNKQfgkimdV3/r8orIeeXfAIy+42pMvsYSyaXF1ezaUkBk4xQuXnilVH+FSyml/JRSTwElwGb712Gl1F+UUp2v2y06JBVgIYQQg8bb9urv5PggJsQFdXqsT3gIyXddT+GK7xlywQLH+NpvstAa4hNCZe6vcIe/AOcANwOrMaZAHAs8jFERvtFzofVfkgALIYQYFPaX1vFDdhnQ9dxfAC8/X5JuWMyI6xc5qrwf/vAWn+/6kiGmk5g9f5pUf4U7LAKWaK0/bjG2UylVCLyJJMBHRBJgIYQQA86pL2/qdP9vP93DF9dM7dZ9NSW5jZYG/vvjq9SYS4kOGsaI5MuOOk4humlXO2O7Aau7AxkoZA6wEEII0UJF+m42XnYnFdud1x2oLG0gofxcQhpTWHTy1VL9Fe7yL+Dqdsavte8TR0AqwEIIIQacL66ZSm5ZHXd9toei6kbHeLDZi3cuScXHq+P6T+Yjf6do5Vps9Q0c8+7TjvF13+4l2DKKlPg0xk0Y4crwhWjpMHCLUmoe0LSa0VwgBfibUuqBpgO11tIXuJskARZCCDEgPfZtDsUtkl+AygYrH+8s5rzUmHZvU7JuM0Ur1wKQfNf1jvGGegvZu4xVZ2fPHy3VX+FOFwAFQDhwRovxAuD8FtsKWRij2yQBFkIIMeDkVdSzq7im3X3fZJU6JcCLWi8Dfrvx7bWvLoOvjJ9npJzEiRedhyoZKp0fhFtprVM8HcNAJHOAhRBCDDiNNt3xPmvH+zry4+6vefbTuxk7NUqqv8JjlFIxSil5B9YLpAIshBBiwBkW6suQEDN5FQ20TnePTQx12n7ntxvRNhtrTr6Cvy7Y7hhrkpmTwSebXyMxJgU/c4CrQxeiDaXUpcAyIMG+nQP8Xmv9mifj6s8kARZCCDHgmJTi9uMSuefzPdx8101t9q/o6IYLnDdLiqv5+OUcUiYs5pS08b0epxBdUUqdDbwMPANk2L8/AjyhlKrTWr/jyfj6K0mAhRBCDDhd9QFuT/isKcB6p7GMLXnYrJry0hrMZvkvU3jE74A/aq2XKaVGAlpr/aJSqsq+TxLgIyD/moUQQgxoTz70N6ft2++9GYAF+WucxrXW8Ofpju0ftn+KjtWcd8V0fH3NMvdXeMpk4Lp2xlcD/3BzLAOGJMBCCCEGnM5WeVtxb/vjLRPc+sZa3vz2KcqrD3PF/DtZkLKot0MUorssQGM74wlAvptjGTCkC4QQQohBK/efH5L75kfYLBan8arqWmaPOZWIoBiOTz3TQ9EJAcBeoOUEdKWUOg54FnjfMyH1f1IBFkIIMSg1llWw66HnsZRXoq02hl9+rmPf+i8P0Lh/BrcuXEyAb5AHoxSC9zEuz/zQvu0PfAf8E7jPU0H1d5IACyGEGJSyn3sbS3klvvHRDL3wdKd9OzcfQmvw8TZ7KDohDFrrh1psHgBmAHu01uUeCmlAkARYCCHEoJJ+1f3G9yrA/vPGP36DRkOYcUwNhYxMSJZV30SforVuADZ2eaDoktsTYKXU3cCvMP7MfAFcp7Uu7OBYb4zy/pVALJAD3Ky1/tJN4QohhBjgGlQFO4NfoNHUXFDbHvo02yth0v7nmZg4w4PRicFOKfU10GELEq31iS4891yMPCwZeBXQQBRwBTBNa53lyfs7Gm5NgJVSVwJLgSVANvAUsByY38FN/g5MA64GMoHhQInrIxVCCDFQpb7yB8fPk//+R17/0ccp+W3Jz8ffXWEJ0ZE9rbYDMXKjeODfrjyx1nqVUioDWK+1/mPTuH0lunaLl+68v6Ph7grwr4AntdYfACjc+M0hAAAgAElEQVSlrgKylFKpWuv0lgcqpSZiJMopWuts+/A+dwYrhBBi4AqZmELcWSfivf4Lppbdz6awPzjt/8Mlr5I8ZKKHohPCoLVurwcwSqnngGI3hDAXuNt+ziitdTFQpLWu7CP3d0Tc1gZNKeWL0cz566YxrfVejKR2Zjs3OQPjXc8ipVSuUipDKXWvUsrLHfEKIYQYWFaffDmr5i9xbDdWVLHm1CsBaGinApxdkOG22IQ4As8A17jyBEqpIGACsNY+tARAa/1mX7i/o+HOCnAkRsLdusRdBMS0c/wIYCRwKnA+MARjSkQD8Fh7J4iIiHDaXrJkCVdccQUhISEkJSWxZcsWAEwmE5MmTWL37t3U1NQAMGbMGEpLSyksNMIbOnQoZrOZ7Gyj+BwWFkZCQgLbtm0DwNvbm9TUVDIyMqirqwNg3LhxFBUVUVxsvCFLSEjAZDKRk5PjiC8+Pp7t27cDYDabGT9+PDt27KChoQGACRMmkJeXR0mJMdMjMTERm81Gbm4uAFFRUURHR7Nz504A/Pz8GDt2LOnp6VjsfSwnTpxIbm4uZWVlACQlJdHQ0MDBgwcBiImJITw8nF27dgEQEBBASkoKW7duxWazATB58mSys7OpqKgAYNSoUdTU1JCXlwdAXFwcwcHBZGZmAhAUFMTo0aPZvHmz4/GfMmUKe/bsoaqqCoDk5GQqKyvJzzf6dsfHxxMQEEBWljHlR54n43kKDw+nJ+R1L6/7gfI8nXhiz6Yy9vS1X19f73iuAWy+PtTW1hqPmQ4kvCGVUrPxYWTqsFkkRic7ntv++piCvPb7w/PU09e+nRfgpZTy0Vq3t1BGb5iFMfX0FqXULGBzF8e7+/6OmNJau+dESg3FaN8xXmu9s8X4j8AHWutHWh3/InAtMEJrnWMf+w1wk9Z6TOv7X7lypU5LS3PlryCEW4SHh3d7vVV53YuBxF2v/RVxs4HmpZAfX7rCsW9D2D0AvPNbudBeuE9PXvvupJR6AIjVWt+klEoBEls3IlBKvau1vvBo708pFQH8CaMoegHwAMZFcn/tqFnC0XDnSnDFgI221d5o2p/4XADUNyW/drswlv4TQgghjlpRvlunHQrR38wBVtl/PgR833KnUmo8EKGUCjja+9NalwC/w8gLhwGfaK3vc0XyC25MgLXW9cAWwFHnV0olYUx1WN/OTdYBvkqpYS3GRgP7XRimEEKIQWT1l5mOn+MTQj0YiRB9i/2aq1nYE1atdZU9l2vab8aYxroHiGt127Na5W9d3p99rBSj69d8rfVaXMidFWAw1q2+XSn1C6XUZOAfwDda63Sl1Az7hW5D7cd+DuwEXlJKTVBKnYxx1eCLbo5ZCCHEAFRwqII9O5uLSympcZ0cLcTgoZSajZFvBQLXKaUmtHNYGkZFNxijJVtLtwGX9fD+UEqFAruBY4/2d+iKW9ugaa1fUUrFAi8AocCXQFN7jwBgDOBjP9ailDoDeB74CWNKxHPA0+6MWQghxMC0dqVze9W9u4o8FIkQfYvWeg2wBmMdhjaUUolAutZ6nVIqnlYVYK31SUqp61psd3p/9vv0AxZorR9WSq1RSoVprct64ddpl7srwGitH9Fax2utA7TWv9BaF9jHv9VaK631vhbHZmutF9iPTdJaL9NaW90dsxBCiIGlNiLOqfoLkLtX1lkSoitKqeOBxzE6UPhjLMpxur3FWdMxqRjTXrt7n6cBHwPfK6V8MIqej9ovjHMJty+FLIQQQnha4dTjPR2CEP2S1vp7nC+Ga68XcZDWel0P7vNzjKmvTc49wvC6ze0VYCGEEMLTGkJcVlgSYtDrSfLrKZIACyGEGHRG/fdlrvvtCVz32xMcYy1/FkIMbDIFQgghxIDWtPBFSyarhTVj5wOw4XajE9OGFj2GFj02zel4WRhDiIFFKsBCCCGEEGJQkQqwEEKIAa1pyeOOpNuXQr7j4QXuCEcI0QdIBVgIIYQQQgwqkgALIYQQQohBRRJgIYQQQggxqMgcYCGEEIPK4/Y5v52Ny3xgIQY2qQALIYQQQgiPU0qFKaX+oZTKV0pVKaXW2Jde7nVSARZCCDGoSHVXiD7rSSAN+AVQDPwK+J9SKkFrXd6bJ5IEWAghhBBCtOuYP389FpgC7APW/3TnSdqFp5sJPK+1Xg+glLoP+A2QDGzozRPJFAghhBBCCOHkmD9/7XPMn79+E9gJLAfWAquP+fPXUS487VrgXKVUpFLKC7gKOADs6O0TSQLcyp/+9CdPh+BE4ulYX4oF+l48PdHXYpd4Oifx9J6+FrvE0zmJx63uAC5pNXYs8JwLz/kroBxj+kM9cBdwhta6prdPpLR2ZSXbfVauXKnT0tKO+n4iIiIoKSnphYh6h8TTsb4UC/RePOHh4aq7x8rr3j0kns7Ja7/3SDydG6jx9OS17y7H/PnrXRhTD1rHZgXCf7rzpMrePqdS6m7gAuBOoARYApwLTNVal/bmuaQCLIQQQgghWguhbfIL4AX49/bJlFL+wO+BW7TWK7XWm7TWtwENwKLePp8kwEIIIYQQorX2GmZrYDNQ5ILz+di/rK3GbbggX5UEWAghhBBCtPYAcLDVWB3wa1d0gtBaVwCrgaeUUjOUUqOVUg8DI4Ave/t8A2oOsKdjEKK3zJ8/v1vzweR1LwYaee2Lwaq7r313snd8uAajN2828OJPd56U5arzKaWGAo8DJwGBGN0f7tdat79849Gca6AkwEIIIYQQQnSHTIEQQgghhBCDiiTAQgghhBBiUJEEWAghhBBCDCqSAAshhBBCiEFFEmAhhBBCCDGoSAIshBBCCCEGFUmAhRBCCCHEoCIJsBBCCCGEGFQkARZCCCGEEIOKt6cD6C0rV67UaWlpng5DiKMWHh7e7eUw5XUvBhJ57YvBqievfdE7pAIshBBCCCE8Til1nlJqpVKqXCml29kfpJR6RimVr5SqVUptU0pNOpJzDZgKsBBCCCGE6NcCgK+Br4CHW+5QSingA8ALOB84CIwGKo7kRJIACyGEEEIIj9NavwmglJrXzu4zgWnACK11U9KbfaTnkikQQgghhBCiQ8t9x21a7jtuk4fDOAPYCPzePgViq1LqhiO9M6kACyGEEEKIvm4EcDxQgpEMpwLPKaVKtNbv9vTOJAEWQgghhBBttKj6TmnaXly/c6qHwjEBjcBVWutqYKNSagpwNdDjBFimQAghhBBCiL6uADhgT36b7AISjuTOpAIshBBCCCHaaKr2NlWCPVj9BVgHnKOU8tda19rHRgP7j+TOJAEWQgghhBAdclfiq5SKAIZjJLbYpzgA7ADeAh4AnldKPYIxB/g64IojOZckwEIIIYQQoi84G3i1xXbTHOQkrfU+pdRpwN+AzRiV3zu01u8fyYkkARZCCCGEEB6ntX4NeK2T/ZuA2b1xLrkITgghhBBCDCqSAAshhBBCiEFFEmAhhBBCCDGoyBxgDzn15a5XFPziGk92GxFCCCGEGJikAiyEEEIIIQYVSYA95ItrpnLSqPA247FBZt6/bKJUf4UQQgghXEQSYA/JKa3l66zSNuMFVQ2s2F3igYiEEEIIIQYHmQPsIZnFtZ3sq3FjJG2tiOu6xd6C/DVuiEQIIYQQove5vQKslLpbKXVIKVWjlPpQKRXTybFnKqU22Y/drZRa7M5YXWV3UQ0f7SjqcH9MkNmN0QghhBBCDC5urQArpa4ElgJLgGzgKWA5ML+dY9OA94Fbgc+BOcCrSqlcrfUqtwXdi7JLanljYx6rc8o7Pe5fWwr415YCj80Dbl3dbaoIS9VXCCGEEAOBu6dA/Ap4Umv9AYBS6iogSymVqrVOb3Xs+cC3Wuvn7NtZSqmFwK+BfpUAHyyv442f8/k2qxTt6WCESy16bFqXx7zz241uiEQIIYToP5RS9wAXAMlAKUYRdKnWuqqdY6cB64DVWut5R3I+tyXASilfYDJwW9OY1nqvUmofMBNonQD7AXWtxmqBk10YZq8qqGzgrU35fJF5GJs9850YF8QV0+OZGBfkOK6izkK91UZUgA9KKQ9F29YP8y7BWtU8V3n1yZcz56vXPRiREEIIIdztnhuXRy57fvFhF59mNvAYsBGIBV4EgoErWx5kzydfA77jKPJYd1aAIzHmHBe2Gi8C2psHvBK4WSl1iv3nmRhVYd+OThAREeG0vWTJEq644gpCQkJISkpiy5YtAJhMJiZNmsTu3bupqTEuOBszZgylpaUUFhrhDR06FLPZTHZ2NgBhYWEkJCSwbds2ALy9vUlNTSUjI4O6OiNPHzduHEVFReQXFlFS08gnB03UWzVXDW/Ez8dETFQkaSmJ7Nixg835YDabGT9+PGtGHN/lgxe3wiiER0VFER0dzc6dOwHw8/Nj7NixpKenY7FYAJg4cSK5ubmUlZUBkJSURENDAwcPHgQgJiaG8PBwdu3aBUBAQAApKSlsXrUW7W9GeXkxefJk6opLsRaXOWKwNFrYvHmzEU9cHMHBwWRmZgIQFBTE6NGjHfsBpkyZwp49e6iqMt68JScnU1lZSX5+PgDx8fEEBASQlZUF4Pbnqbi4GICEhARMJhM5OTmA8TqKj49n+/btQPPztGPHDhoaGgCYMGECeXl5lJQYHTsSExOx2Wzcdeo/nJ6ny582po88ePZbjuep6THq6HkKD2/bHq8zfeV174rHMzc31+nxdMXrfuvWrdhsNgAmT55MdnY2FRUVAIwaNYqamhry8vIAed27+nk68cQT6Ql57ctrf6A8Tz197bvTPTcunw18f8+Ny29e9vziv7vqPFrrM1ps7lJK3Qe0d76HgK8xqsTzjvR8Smv3fCivlBoKHADGa613thj/EfhAa/1IO7e5H7gb8AFyMeYCX6619m997MqVK3VaWpqrwu+W8joL724p4L87iqi3Go/ryAg/Lp82hFnDQzqs7nqq64KlqprS9Vs5vGojJas3UrFtNzM/ep7wGZMAKN+8k01X3U3doUKXxTDQNU2J6Mm0h/Dw8G5/DNAXXvdC9BZ57YvBqievfXe758blX2Fcq5UPJC17fnHrT+ddQil1I3Cn1npki7E5wCvAVOC3wLw+PwUCKAZsGNXenS3Go2lbFQZAa/0HpdQyIA7jgf8jsM+1YfZcdYOV/2wr5P30QmoajXfTw0J9WZIWz/EjwzB1Ma3BnRedlW/JoHDF9xxetZHyTTvQFqvT/tL1mx0JcMjksZyw8QM+j5/T63EMBhU1bfs8CyGEEP3FPTcuP47mRgVxwLXAX119XqVUKHAHRrLbNBYAvApcq7WuOdopo25LgLXW9UqpLcCJGPM2UEolASOA9Z3czgocVEp5AecAn7g+2u6pbbTy4fYi3ttWSGW9kUjGBpm5LC2O+aMj8DJ59g2drdFCxdYMQqeOR5mMjneFK34g6y+vOY7xDgkiYvZUIuZOI3LONILGjuywIt1yXKrBHdtflMlznzxAXWPz/Ombnj+d8QnTuObUu/EzB3gwOiGEEKLbHgA0oOzfl95z4/KXXFkFts/x/Q+wF/hTi11/Aj7XWn/XG+dxdxeIZ4GnlFKbMCq5fwG+0VqnK6VmAG8A87XWB5VSPsANwJcYk6CXAuHAo26OuY0Gi41PMopZvrmAsjpjbk9kgA8XT4llwZhIfLw8s8Cettmo3J5pTGlYtZGSdVuwVtcw5+s3CB4/GoCoeTMo37yDiDnTiJw7jZCJKSgvL4/EO1Dll+ayr3CX01hJZQGrdnzKxSf8WhJgIYQQfV6r6i8YSbBLq8BKKW/gHYy8b77W2tJi9/FAqn1qBBjXlSmllAUYpbXO6cm53JoAa61fUUrFAi8AoRjJ7XX23QHAGIz5vmC807gQeNi+/Q1wnNa64xUkXMxi06zYdZi3N+VTXNMIQKifNxdNjuWscVH4ensm8c37aCX5H31FyZqfaSyrdNqnzD5U7d7nSIDDZ05m+vK/dHp//am62xfajhVX5LNm5+fUNlRz0XE3MSPlJH591sM88/FSxzFmbz8evWI5EcHRLo1FCCGE6CV3dzC+9J4bl/9t2fOLbb15MqWUCaMQOho4oZ32Z78EWl4DdhNwDEaXiEM9PZ/bl0K2X+zW5oI3rfW3GO8umrYtwHG9dd5TX97U5TEdLTxhtWm+zirhzZ/zyas0rggNNHtxwcQYzpkQTYDZfRXUmpxDlP20lSHnL3CMlW1Mp+BT+ycCJhOhU8YROXcaEXOnET59Il4Bfkd1zseXrnD8vCHsnm7dZqD2utVaU1B2gLDASEclt6A0l7e/ewZfHz/OO/YafLzN1DU4L2fdYKnD1+fongchhBDCjfZiNC9obQ+4ZFmDFzG6OpwOmJVScfbxIq21VWud1fJgpVQhUN3OOhLd4vYEuD+xac2q7DJe35hHbnk9AH7eJs5Njeb8iTEE+7r+4avLL6Jk1UYO27/qDhjtZMKOmURA4hAAYhceDwoi50wnfNZkfEKCOrvLfq9lQj6dZU77mhJ0VyXg9791JZmHtnHbLx5j5hjjk6HkoZMYlzCNccOm0mitx8fbTKBfCH4+AdQ1GolwZHAsNm3t7K6FEEKIPmPZ84tvAW5x4ymvtn9vXbFMwgUNEAZNAtyyuttUDe6o4qu1Zn1uBa9vzCPrsHEhk4+X4uxxUVw0OZYwf592b9fbfjhuMX87a7exMQRjQojda/86y+nYd37vuorrHQ83V5sfX+o8diRtvvqD3OIsvt32X7xMXlx8wq8d4zGhQ8k8tI2cwt2OBNjs7csDi190uv3MMfOZOWa+4/H5242fui94IYQQop/RWveoc4DW+sGjOd+gSYC7a9PBSl7beIidhUblztukWDAmkounxBIVaHbpuVeffLnTdnVmj+ZzDxrOCblRDf6/ZaehlGLRY92botGS1WZhb/5OhkePxtfHmF5UUHqAT356kyC/UBYddzMmkzHN5YK5N3DJvN8QEdze2i1CCCGE6A8GXQLccuGP2kYr/j5GYrO9oIrXNuSxJc+Yc21ScEpyBBdPjSM+uMPF53pNxbZdaJvN0a4MwHdIDK9c9Df8hw9xLKIxUCuuRyt7dzEjx/T8AjOtNb/++9kcrizg7gv+yuQko9Xb+OFpTB99AqmJM7DYLJjtCXBceEKvxi2EEEII9xtUCfD+sjr+8FW2Y3vR2+n8MjWG3cU1/Jhb4Rg/YWQYS9LiSQhz/UVLWmv2v/IfMh58hiHnL2DiX5Y6+u2e+POHTsfadK9ecHlU9mUWMyI5yqMxHMptXqZ5zcpMRiRHdnr8roNbWLn5P4QGRnHJPGNag1KKEbFjKas+TEFZ81z/AN9g7jjvSdcELoQQQgiPGjQJsNWmue/zLPLtXRwAahttvLkp37F97PBQLp8Wz8jINistu0RjRRXb/+9P5H/8NQA1e3Ox1rTtLV3XUMuajM8prWruAPfphrcJC4xkRspJeHu5Z07y4cLmjiSrv8okPiHUsV1WUoOl0YbVYsVqtRk/W21YLEbSnjw+1nFsVkYhBQcriE8IJSnFqNpqm+bTf2/FYrFhtdgc92Gx35+10Yal6bt9v9XS/IYg52AOn69qToiz8rZz4HA2c8ad5nh8isoP8f32T4gMjuXiE37lqKpfefKdBPktw8989M97R23ZWo5L9b5ZbaMVs5fJ44vGNPHUsuRCCCHca9AkwFvzqxwtzFqLDvThvvlJjI0JdFs8Fem72XztvdRkG1XHpFsuJfmu6zB5e5N+1f0ApNvnt5b4bGNv4DtOt3/j6ycAWHbZG8SGJ7Bt3zpCAiIYnzCNo10esCWrxYaXvb/x2q/3OMbzcsv56x9WQpix/fLj33d4H75+3iTf35wA79lRyLYNB5g2J9GRAKMgY2seuoeNVepMhyk0r6PQbw3b1jWP3/PPJQB4mbyYO34hAKmJMzhp0jmkJs5EaxvG4oIQFRLfs5OKI3Y07QiFEEKI3jJoEuDKekuH+8bFBLot+dVac+DNj9h571PY6hvwCQtm4jP3E3PqnA5vE9Y4nrCG8ZSZdziNnz79EkbGjWf3oa08/d+78TcH8uqtzYnoio3v8PXWDzkmeR4XzL3BMb5p72psNisj48YRHhTtiAtwJM/bNh5g9ZeZDE0M56zFUzhcWEXG1nxa0u20AfTyNuHtbcLL/uXtbcLcql1c3NAQ6utiiY4LdpxbKcWsE0ehlCKrfC11tkomxB1HSEAE3t4mCqqyeH/Lk5hMXty58CW++yyDgzllFJs3UujXfkXOpEyo5tbShAVGct2C+zp8nHuDVHf7t5bV3aZqsFR8hRBi4Bk0CfCEmCBMCmztVBgnxTf3ze3OymJw5IlOyeqf2X7nYwCEpk1gyt//gH+CcwUy9ZU/ADAn+1MefeRVwizjuOPq33HvP527RJwz60qUUmhtY1jkSEcHgyb5ZbnsL8pkdHyq0/hb3z7NgeIszk39P2L0VAoPVXIwL4+90S8THhzJ3Rf8FW9vE1UV9WQfzGLNzgJ2/1SNsVgfaKxUee2n3uuw4z7nXRFIWFA4SXHjqK2vIsAvGJMyKscHD2fz0frX8DcHcOrUC5k8cziTZw7nH188whNPfcYZx1zK+XOuY87JyQD845lrqa6rYO7MYxmXMBQAv4IKClbl4GXyIjjUl4M5xnQHsy0UX2sEgdZhlJi3Ov2er922CrO36y9gFN33xTVTefTbfazcU9pmnwLevji17Y3cyFpXT21uHltufMAx1tSdZc5Xr3sqLCHEIKaUerU7x2mtr3R1LAPJoEmAIwN9uHhKnNOcX4DkKH9OTen84qneFDEnjSEXLMQnPIQx996Eydz+/N3SSBu/efEX1AbWklpxGweK207fOFC8l/HDpzF22FQev/rfbfafNOkcRkSPx8cSyqZ1+yk8VEFhXgWV5V6YTWHsWFtOrtVotVZrKqe48hCHK/Pw9fFn+Egz51w6lfSSL3nm44cJsiQxlmsAKPHZSnbge07nevzDWwGj6mrTNl64+QvCAo3HdX9RJsu/+yvDIkdy6tTmZsZaa2obqqmocU6GxgydTH1jLT7ezY9NbNgwfn3WIwQHhOEX4MMJC8dQXVnPhlUQ0zATn7E7WZvvnADnFu1hVPyE9p8I4TG5ZW3nuYOxrFB+ZT2RAe6Z0w5gqaym9KdtlK7fTOn6LZRv2ol3SBDmmAi3xSCEEF1YAvwAtD+PE8zA8RhLAotuGjQJMMBlaXEkRwXwwJd7Abh2xhDOHBeFn3dz67HWld3eaDtW+PkPRJ04C5PZB6UUE5++x6ndWXtCSxRRIXHk1xbTYCpn7rgLSB4ykf/7x/kA/PmqdxkWObLd2+7POszWn3IpPFRJyWEv0FVA8/SJZC5HKQiPCiR2SAgxQ0IIjhrHyXooDbYavEzeBAZ7M3p8LAe2hTAschQhJDIhZSjbfz5IWON4THhjw3laSdrI49iUvRqAyppSRwIcG5bA1JFz27QQWzh9Mcennkl0qHMF/Le/fKrN7+TvG8jscacCzivBNaneNZREn3PICTA6Z1xz6j0kRI/u8PEV7qe1Zt3+Cseqiq15KRga4vqKvbbZyHjgGUrXbaZi+x6wOXdXsVRWMfvzV/g27RxAKr9CiD7hIq11QXs7lFLRQH57+0THBlUCrJTi2MTmzgUXTIrt5OijZ62pY8fSJzj4zieMuH4RY39vb73VKvn9LO5YDiTZKBqiSVttPCUmrZj+p/3s++VSTPiwa2sBE9KSHLdJiBqFzaZZ/VUmhXkVnPKLCQSHGm3bKsvrnObrenubiIoLJiY+mJghIcQOCSEqNhgfs1eriBPb/A7zJp7NvIlnO7a3/3wQL3y5buG9vPDZg07H/vrsRygqP0igXyhhgc0VtJFx4/jd+U+3ue+hkUltxo6UWYcQ3XCMIwE+ecp5vXbf4ugdLK/jubUH+elARYfHWDVc+FZ6r10Ep7Wmdv8hStdtQWvNsEVnAMa/v+Jvf6Q6cx8A3iFBhM+YRPjMyYTPmkLopDGYfF276I0QQvSAFejs6nYvoO/0ST0KSqnfA4uBBKAC+Ar4P611vlLqlxhLM0/B+H1XAbdrrbOO5FyDKgF2p6o9OWy+5h6qMoxqs62h0XGxV2uHYzUrzzWqqcP3mIgqMBJkH+94TBgfB3/7WQYFh5yTB5NJkb7xAFUV9RRML3ckwEMTw5k2dwSx8SHEDAkmIioQk1fnFeeearC0/Rh7X2EGY4e5/gr+livBtXYkK8EJ16lttPL25gLe31ZIYzsT8G+/9+Y2Yyvudd7u7kVo2majalc2pes2U7J+C6XrNlOfXwxAwMgERwIMMOKGRdjqGgifNZngsSNRXsabwfbaoLUek4vihBBuVgmE03GVNxwjWRwIMoDrgWwgBngCeB04DZgLfATcBjQCDwOfKaUmaK0be3oiSYBd4ND7X7D9jkex1tTiFRhA6hN3EX/OyU7H2GxWx/K6l25Zx8H3fkNwQBgLV91EZLBRmX7/jY1syL/OcZsfWjSBcFysZwLC4Mqo7xz7wiIDOPH0sa755eyOn3AGsWHDeOTftwBw1/l/JWXIJJeeU/QfWmu+21vGi+sPUlxj/F1KjvLnltkJjGvRcaV1snukGopL+WHuIhrLKtvsC0gaRvjMydgaLZh8jD95CZec3eY4IYToo3YBxwI7O9g/036MS5x290gf4NfAa58/svdwV8cfDa318hab+5RSjwHL7ftua3msUuoaoBAYBzhfBNQNkgD3ImtdPRn3P03uG8bH8MHjRzPlpYcIHDXccUxFTSn/WfMS+wszuX/xi46K8B3nPYGXqfnpKDhYzt6MIkef3a5ExgR1fVAv8jMHMDnpWMf2lJFdLyAgBofsklqeW3vAsax4iK8XVx0zhNNSItsseNGTtmOW6lrKNqZTum4Lpes3EzYtlZSlRns/n8gwTP5+UF5F8ITRhM+cTMTMKYTNnIRfbPdXLOzL1d325r631tmnI0KIfusT4E6l1G+lwnoAACAASURBVHtaa6dKr1IqCPgd9iTRRZYAj2Mk4ee78DxOlFKhwMXA6g4OafrjXtbB/k4NmgS4vQb8rceOdu5h/kcrHcnvsEvOYtxDt+Pl73xRT2VtGV9ueg+btrJ131omJxn/6bdMfgE+/2A7ANPLljmNLzx/IhPShh5VnD3V3n+8jrFuJuhi4Kuqt/DPn/P5aEcRNg0mBWeOi2JJWjwhfl3/qWm9AExHUl95BTA6ODQlwEoppv3zz/gPH4JPiGveDHanRaI7+0BvCGs73af1FCB3xtPXHh8hBpBnMaYFbFJKvQBsw2ickwrciNGj9K+9fdLT7h55MfAU0DTn8ZzT7h5ZAjzx+SN7l3V8y6OjlLoE+DsQCKwHTu/g0D8CK7XW+4/kPIMmAW6pvXmH4Pxx7JFUgoZcuJDi738kat5Mhl5grD5mtVkoKs9zdEAYGpnEL2dfQ3xEIhNHzGr3frIziyk81P50nu0//z979x0fVZU+fvxzZia9V1IJoQWSQGiCgEoVO6i7Kvbeu+u6X3vvZdW1LWtb174/lVV3raCoFOk9lJAEUklI78nMnN8fNxkyKZCEZEKS5+0rL2bOvXPvk5nr5Jkz5zwnx+UJsBCHYteaH3YX8+bqXMpqjbHsSYN8uGlaDMNCvLv9fCEzJxM8JYWgqc4fWP2TR3b7uY4mLXt3Zby7EAOD1rpMKTUTeA14koMT4jTwM3Cd1rp1cfUjNw0Ia3bfjDHe+FygxxJg4EtgNcZEuIcxkuFzmu+glHoUOLbxp0sGTALcvHe3u8Yd2uvqyfrgKwZfeibKbEYpRcqrDzm2Z+7fyctf3UODrZ4XrvwMN4sxs/wP069p54hQVlLDN58aQ1n8Az0pb6yZetw8Y5GIwUNdV7O4ydE86ay9Xqfm7dLr1HN2FVbzyoosdhRWAxDsbeHqydHMHhbU4SW5tdYsO+ZskrONCj9+yca1vnLy+QDM2f+LUaFhSgp+ScMxWXrna/7m11F3lEc8Uk3fDt35xMmOeM6aeiXnHX9Dr8Tz8V3rKK8uIb8kiwc+MMqRThw+gwVTLiM6JB4fT79eiUuI/kBrnQ6crJQKAoZiJMEZWuueHJN7K+AGNE9afgVO6cFzorWuwJj4t1sptRPIVkolaq23Ayil/gRcB5ygtc7u6nkGTALcXMve3a4seVq9L49N19xH2cZUGkrKGP6nK1rtE+wXTkllITa7lfT9qSREpxzymPV1Vhb/az3VVfX4B3lx0fVTee2JpQAcO3NYh2MToqeV1Vp5e00u3+4sQmPU8D07OZwLx0fg3aq8XvsqdqSz/e7nqc1us7wlAOPfeqIbIu5f8rPLAMj1WOL0IfTbdR/zxcq3mDf+XKaOOpFRMeMdH0QKSnPYV7gbX68Ap2otW/auprAsl2ERicSFH+xF/9/aD2mw1TMj+QxHTe+C0hyWbPocd4uH0wf5Nbt/YsOe39iQ/hsllQcc7evSlrEubRljhxzLPee+2jNPhhADixuwV2t94LB7HqHvnky3nXT30Ektmo//7sn0qp4+dzNNPSk2AKXU9cD9wBytdXuTAjtkQCbAR6rgu1/ZfMtjWMsqMHm64xkVDkBuUSY5xRkcM2IWAP7eQdxyxhPEhY8k2C/8kMfUds3/Pt1MYX4Fbu5mzrp4At6+Uov0cKR317Vsds1/dxzg3bV5VNbbAJgQ7ccNU2MYHOjZ4eNYq6rZ8/w7ZC76GG21gcnkWJBi+o//pKqyjpVP/GSc02bH3M1l/PoarTUVNaXY7FaCfMNYvmQ3AAUevzvtV1Nv/F36fsOnfL/hU97/0yosZqOU4saM5bz9w9OMjp3Ig+cvcjzmu3UfszZtGQtPuNEpAf7ol1dosNYxJm6KIwEuqtjPf35/Fz+vAKcEOD0/laWbF5MQPc4pAW5y9rSruumZEGJgUkpdhDHsILbx/l7gYa31uz186t+AYOBMjCEYbS/l2Q2UUm7AQ8BijOoOsRjjfNdj9AZfjDEm+SIgRykV0fjQMq11TWfPJwlwJ9gbrOx64g0yX/8QAO9hgxn/j8fwSxzO5sxVPPXvW/B092LUNePx8zJmh40fdlyHjv3rD7tISy0ABacvTCEsQr4uFEeXLfmVvLoii/Ri4/1vkK871x4bzfS4gA4PdwDY/80yUu/9K7W5BQAETkom8ak7WTH3Msc+a37NcEzyuvD59ofZ9OQHoENWXeihyZ+19TXsLdhJeU2J44M0wHtLn+ebdR8xLnIew61nk7nb+NbTze6P1eTcGTN55Gy27VtrLEtut0FjAuzj4U9EYCzBvmFO+0eFDGFEdTFBLdrHxU/DZrfi5X6wbF2ATwjHJZ6Kt4eP074jo8ZyysQLGBoxmnprLRn7dzi2TRt9kkvqgwvRXyml5gNvAi9j1Ml9GWMs8PNKqVqt9cc9de7vnky/FWMoBMD0njpPI41R0uwKjKQ7H/geeEBrbVdKXYmx7POnLR53OfBuZ08mCXAH1eTsZ9N1D1C6ZgsAEWfOJfm5v2DxNf4QjIoZT7BfGIE+oVTUlDkS4I6w2ezszzEmvc04OYEv3lvfap+Wf4yl3JFwlaKqBv6xOoele4w5Fm5mxXljB3FuyiCnZcQ7qmL7HmpzC3ALDiDhvhuJXniq0+qIVZV1bFi5D1xb2a9L6hpq8HDz6tJjl239ityiTOaknE14oDGxdV/hbh788ErcLR4sun4Znl5G8hrsa9QGT9+XgaXq4JC/mNqT2e37jtNxt+1by1u3/NTqfNMTT2Z6Yuv3jQtm3NJmfH8667lWbVHBcdx0+qOt2scPO87xYf+1/z7gtC2zWTIshOiSvwCPaq0fV0oNBbTWepFSqrJxW48lwK6ktbYC7S7jqrWe2Z3nkwS4g3L/37eUrtmCcndj5CM3s2uMjV0b3uPc468HwN3iwUMXvEWI36BO9YYBmM0m/nDpRHZuyWdUSiTLvumxetZHrCOTzkCGJvQHDTY7X2wr5IMN+dQ0GMMTpsYFcN2UaCL9PQ7z6INsNXXYqqpxDw0CIP7GC7HX1zPk2vNZmngKW+9wHuP77/MfxzZmmlMJQDs21gcaidWpXi8TGRtIZGwARQWVBIf6oEyd+3+uI1p+yGz6EGpMOjN6pReveqfVpLOWKz4u3/4tq3b+yOjYCZw66QJH+2cr/kFBaQ7DIpMcCXBEUCzuZi/cG4L47IMVXHjVDABmjj2Dsq2RVBdbKK86+A1kgHU4IXUTKPIwPjSPHXIsUcGtlzR3hfbeG3KL9x4VkwaF6MNScJ6I1mQ58JaLY+k3JAHuoKE3XUR1Zg6DL/8Du7xyeeeLOzGbzByfdBqRwcZCF6H+EYc5irPmYxtNZhOjx0UB0rsruk9b9a9baqv+9drscl5bmU12WR0A0f4e3DA1hmNi/Tt1/sIfV7D93hfwSxzOhHeeAsDs6cHIu69rta/d4kbOtFMpG5IIWkOzJLLQ6+AE1YK8CgryKti0OgsAD08LETEBjqQ4MjYQb5+eGT9f4L6Ka1953nH/x42fs3TTF/xx+rUMi0zitf8+QL21jpev/dKxT25xJmt2Gz2yTQmw1prEyCmEuBewdeUB4v0rCIvww88rkEcXLObfb6/lQE09dpsdk9mEn1cg5186m99+3M2aXzKAtusAb85cxebMVXy7/hNAEk4h+gkrxtK/LcXS/vLI4jAkAW5HbX4he97/7OB9Wy1j/noPABP1CJIGT2JUzATH5JDOqq+z8vE/VpM8IZrxUwd3ute4t8gf1P4tv6KOv6/KYfleo8qAp8XEheMjOCs5DPdOTESryc4n9f4XKfjmFwAaSsqpzS1wTBht0rzyytcfb6Rss/N7ebHbFvZ7rKBBHVziODvmbUZ4zcGrNJHiwioq6oo4kLGb1AwPvG1RePm4c8M9s1i/51cKy3IZHJREwuAkzBYTVlsD7y19AautnoUn3IS/t9ErvTNnEx8t+xsBPsHcvuAZx7k+XPYyP278jJljFgCJlLntpqy62LG9osYYFrI5cxXJcZPJLkoHjLG8nu7G0IgxQ6agNUT4Dmfzmiyy0ovJyiimsnwiPkAxsG94EWERfiiliI4L4ozzxxEzJAhTs+fcbDFxzHHxBIf6oLVmbetRDr1K3huE6DHpQCKwq/G+Ukodj7H4xee9FlUfJwlwGzZ98wXPrXucBnftaLv8xRMI9Y/ggYWLCA+M5r7z3jiipHX9ir0U5JbzW1EVI5MH4evf8Rn0QnRUy97dph7hlu11Vjufbt7PJ5v2U28zrvtZw4K4enIUoZ3oTbXXN5D594/Y88K72GqMr+qj/ngyCQ/ehEdY8CEfO/3EEWSlFxM6yA//IC+2rM2myH0DVRbnRX7yK/cQEhzE/ZdfS21NAx8vXcS3294m0n0MIZUXExljTMr7Zt1HbN27mjGe5+BdmMtJZ49hVMogvt9gzJ847ZiLHAlwTV0VO7I3tPoWx2qzUl1XSW1jdYVhVeejJi1lXdoyxz7HjJjFrfOfBODm0x8nIigWi9lCSVFVY7Jrojg9gX3ldcA2p+MHh/kQOzSYQdEBjjaLm5mEMW1/m+Tt686YSTEATPriYB1gIUS/9jlwMkZ1BABPYBnwL4ySYKILJAFuRttspL3wDtvee4uGi3Wr7QfKD/ZOHWmP7eQZQ6mtaSB2aLAkv6LXaK1Zua+M11fmsL+yHoD4IE9unBbD2MjOVSIpWbuFrbc/QdXuvQD4JsST+NSdBE9tuwKAzWbnwP5KBkUZwyqCQny45q6ZmBsn1m1Zm83QqvOwjvuOLZnO5b5uP/NZADy93IiKCsc/I4j4uChuOH02DY3l2eIHjUJrqE/zwMOmCQj2wmQyM2/8udRW2fj0jU0MiS0mMjYQr5AgLp31FwJ8nSevzht/DlMS5hDkE8p7v2zBhIUN6c7L0m/J/N1Raiw5cga//bCLH9J/o7K8rtXv3JTwxsYbPz5+HR9L3V5ViubtkgwL0f9orR9rdjcbmAKkaa3LeimkfkES4GbWLrydol/XEozisl2TeXfkaqftr17/P0L8BnXLuUwmxcxTR3XLsYQ4nPJaK19uL3Tc35BTQaiPG6+vymZttjG8wNfdzCUTIzljdCjmLkwq0w1WqnbvxeztxfA7ryTu6nMxubX9FlNRVsvXH2+kIK+Ci2+cSnCYUfLB3KyqRIU5k0rLPioLdjs91myy4ONxMDmfN/4c5o0/uEqmu4dxzgtnGpV7rA02CvIqCG9M6K848S+s+TWDZVU72bOjkD07Gp8X5U9ImDfl27cQNTiQyJhAwgfFEBEUS2HewSEYE4bOYE3aEgBCvGOICRne7NxmUjflGcV8OLKEVwghmlNK+QBJgB2o7+Vw+jxJgJsp+nUtymxm5D3XUTg3Av7jnAAXle8/ogQ4O7OEvKxSJh03pM+M+RV9X3mtlVu+3Elu+cH3y798k4ZJgV0by+ycNDKEy4+JJKix7FZH2K1Wavbl4TM0FoDgqeNJfPJPhJ90fKuxvs3t21PE1x9vorqqHrNZUZhf6UiAm2Tu38lO37dA2Yn3G0VlbTk2uxWAUTHjOvX/j8XNTNRg557d5InRBIf6kJtVSl5WGfnZpdTX2SgqqKSooJKt63IAcHM3ExEdQGXFwcoLx4Vc50iA43OvJykiyrHNy9ud6XOGExTq0+0Jr/TuCjFwKaXuA+7BGP4AUKOUelZr/VDvRdW3DegEePncSwHYeoVz3cotOVD9/l78PIdS4WZMakkafIxjvGBXlJVU85/311NTbUzkPOb4+C4fS4jOWLyt0Cn5bWLXMCLEi5unxzIq3KeNR7avZM0Wtv/fczSUlHHcrx9i8fEGYPDlf2j3MdquWf1LOr/9sButwT/Qk/kXjCcixhj/2vyrfI2GQKP0WkaLOrLb9q094rJaXt7uDBsdzrDRRqJut2uKCyvJyyojrzEpPrC/goZ6G1kZxU6PXfNLBjTmtcFhPvgHOtcBnjp7OEII0V2UUpcDdzb+7AH+H/AH4O9KqSKt9d96M76+yuUJsFLqbuBmjLWUvgeu0VoXtLPvfOBhIAFjsvT/A+7SWvd417+3LYqEqisdpYbuX/hGl49VX2fli/eM5Dcg2IukCdHdFaYQh7U5rxKF41t5J1dPie5U8lt/oISdj79OzkdfA2DydKd03TZCTzjmkI+rrWngf//eTHrjcIP4kaGceu5YvLwPTrCrV2W4aX9U43+uZDIpQgf5ETrIzzHJrL7OSn5OGUu+TKWooNLpd2lKgK+4/XiXximEGJBuBu7VWr/WuBAGWuvvlVK3Ak9jVIMQneTSBLjxU8w9wCVABsaazh8Bc9rYdxhGwnsP8BkQD/wTKAMe7I54pv/4TwAqIqYBRkmm5sXuAUfB+66y2zVff7KJA/srcfewcNbFE3usRqkQbfH3NDuS3zvuu9FpW/590HJqVfPSZE203U7W+1+y+4nXaSg1xsOGzZ3G6MfvwDsuqtX+ze3PKePLDzdSVlIDCqbPGcGxM4c6LV7x2/Zv2Bn6MpfOvpPZKWc1RdKZX7PbuXtY8PJyd0p+hRCiF4wCfmijfRMwxLWh9B+u7gG+GXhBa/0FgFLqCmCPUipZa721xb4TgHKtddN6nBlKqU+BtpcbOkr98t1O0ncUohScvjCF0EF9YH1X0a+cnBDCb5ldnyxclZHN5hseomzDdgA8YyIY/dhthJ90/CHH4mqt2bI2myVfpWKz2vHyduP0hSnEDQ9ttW9a7hbqGmr5acuXzBy7AJPq/BLLPWHnVqkxL4TodTW0na+NBva10S46wGUJsFLKA2M5v9ub2rTW6UqpTIySHi0T4HWAn1LqTOA/QAxGl9DfXRJwN9iyLpu1v2YCMPPUUQxNCOvdgMSANDk2gGunRPPO2lxeeOxVABLCvDnt2suBtnt8m3ML8KN6bw7KzUL8DRcw7NbLMHsfunRfQ72NH7/czrb1xmSyqMGBnHH+OPwC2n7cRbNuJ9A3lFMnXnDUJL8AE6bF4R/oidbww2Kjhu+JZyax9ufejUsIMaDsAsYA2xvvm5VSFwOPAot6Lao+zpU9wCGACWg53rcQaDVlvDE5ng98AvhgxPq61vrl9k4QHOxcaP+SSy7hsssuw9/fn/j4eDZt2gSAyWRi7Nix7Nq1i+rqasf+ubm5B4MqLMTd/eBQhczMTGJjY9myZQsAFouF5ORkduzYQW2tMUN89OjRFBYWcuDAAUoK69mwzFglKnqoFybvEvbtMxEZGcm2bcYfUnd3dxITE9m+fTv19caw5qSkJPLy8iguNibexMXFYbfbycoyln0NDQ0lLCyM1NRUADw9PRk1ahRbt27FajVmyY8ZM4asrCxKS0sBiI+Pp76+npwcIxkJDw8nKCiInTt3AuDt7c3IkSPZvHkzdrsx8SglJYWMjAzKy8sBGDZsGNXV1eTl5QEQERGBn58fu3cbJap8fX0ZPnw4GzdudDxn48aNIy0tjcpK4yvkESNGUFFRQX6+0asWGRmJt7c3e/bsAejQ65SQkEBJSQkFBcZlFB0djbu7OxkZxvKwgYGBnXqdAGJjYzGZTOzdu9dxHfXm6xQU1LnJlh257ocBj01Q3LVGMz+yjulRsL9x/9zcXKfn083NjV3f/Yx7whDH8+l7x0WYB4VQHx+D2dvzkM9ngG8YP321h+JC4zUbkRzMSWelsGNnquP5tHlXsG7bSsZFz3Q8nxOi5rJ9245ufz6P9LofNNjdcd0DDE8Khp+N22lpaXLdd+PrNGvWLDrjSN7zB8pzCvKe3xdep8Nc++8C4zHyIQB34OXGn6cP9UDRPqV1W1NjeuBESkVjFHBO1FqnNmtfDXyhtX6yxf5RwK/AP4D/AXHAS8ArWusXWh5/yZIlesKECV2K7dtDjgHu/Gzz0uJqPnhtJTXVDcTGB/PHyyc51TcV4lCCgoI6PAOss9d985Xg2ltYoaXOlt/Kyyrlo0W/YzabOOnsZEaNjXTaviN7Aw9/eDUoxX3nvU7S4EmdOn5vaf7ecKRVKETbevLaF+Jo1tFrXxnjzoK11kU9HFK/58oe4AMYxZvDgdRm7WG07hUGuAHYo7V+qvH+ZqWUH/BXoFUCfLSoqz1Y8SEw2Jv5F46T5FcMKJGxgZzyxzGER/oTEt56zPvI6BTGDZ2GSZmJCx/ZCxF2TVNFmOYTY5sS4SaSEAshepI2ei0l+e0GLkuAtdZ1SqlNwCyMNaxRSsVjzGD8vY2HeAO2Fm12jGEUR6Wmig9FBY0VHy6Z4FTmSYijSfLbjwAwbtFjpD74EutOuR6A47YuJumpO/FL7Fg928ryWn767w5mnz7asfDD6BTnyhDFFQUE+xkjnUzKxK3zn8bdzeOoGu8rhBBHC6VUOnSsHqTWWhYW6AJXV4F4BXhRKbUByMTozf1Ja71VKTUZeA+Yo7XOwRj2cKtS6qbG20MwBnx/5eKYO2zFkjQydhoVH844P6XN3i8hjjYbr7nP6f6Uxa+hTB1LTLXWLH5/A/nZZdTWNHDOFce02v7T5sW88+Mz3HjaIxw76kQAPN292jrcUW1S6eOArMgmhHCJN5vd9sKoorURWNXYNhWjsMArLo6r33BpAqy1flspNQh4AwjAqGt3TeNmb4wFL9wa9/2xsUzancAzGAth/Ae425Uxd0byxGh2b9tPyuQY4kdKxQfR+5rG/Lb03vhznWaeugUHOG53NPkFUEox+/RR/PfTzUyfO6LNfXZkb6DBVs+SzV8wJWGuLAMuhBCHobV+oum2UuotjBKyjzTfRyn1ECAra3WRy1eCa5zs9mQb7T/Tortfa/1PjMUvulXTpLc221ssi9wZgcHeXHTjVCwy5lf0Id5DYw9b1qy5utoGyktrCYvwAyBqcBBX3H48ZnPr614pxZXz7iY6JJ7TjrmoTyW/7U0SbN4uvcFCCBf4I9DWbOEPgLXA1a4Np39weQLc35QWVdPQYHMkA25u5l6OSIiDvr9qfNsbrvrU8UHwhBVGZZ2VHagKUZBXzpcfbsTaYOPim6bh42uM+W2e/K5L+4Xy6hJmjV0AgIebFwuOvfxIfg0hhBjIGoBjgN0t2icD9a4Pp38YkAnwoQr/b+1gaSgwesI+f28dFWW1LLhwPENGtF7hSoi+oq0qBy0dW/kkVqsdTy83SouqHQlwkw3py3n289sxmywMDhvBsMjEHo25J0nvrhDiKPEm8HelVBKwAtDAdOBWZAxwlw3IBLi71NfZMFtMmEyq3RWuhOhPrFY7g6L9mX/BeAKCWk9kGztkCqNjJhDgE0JUcFwvRCiEEP3O3RhrF90B/F9jWw5wn9b6xV6Lqo+TBPgI+AV4cv41UygurJKKD6LPa1nloKnG7Wnef2N/rrE6VMqUWGadNtppnHtxRSHBfsakT7PJwl/++BIebl59aryvEEIcrRpr//4V+KtSyrexrbJ3o+r7ZLZWF9TVNjhuu3tYiIgJOMTeQvRt+3PLsbiZOPWcsZy4IMmR/Gqt+WbdR9yy6Aw2ph8cVuTp7i3JrxBC9ACtdaUkv91DEuBO2pdexKJnlrFra35vhyJEj7DbNb9+v8txPyjUmwuvn0ri+KhW+27ftw6rrYGftix2ZYhCCCHEEZEhEC20NxHIaclTT4hY/QYjkgZJT5foFw7sr3Dc/uTN1eRklkCgcf+iG6bh4dn6rUIpxfWnPsiIjWM47ZgLXRWqEEIIccQkAe6i0xemSPIr+py2amB/GzGNrJlnw9BkAHIySzCZDl7bzZPfFanfo7Wd6YnGOGFvDz/mT7m0h6MWQgghupckwC20tdyp3Wbn8/fWkbm7CA9PCxdefyxe3u69FaIQ3ao2MIyy+CSntvkXjmN1i0XHV+74npe/uht3iwdx4SOJCR3qwiiFEEKI7nPIBFgp5YWxDPHZGEsU/wDcrLUudkFsR42f/7eTzN1FKJPijPPHERwmFR9E39RWDeyvPtoIW5zHtGfsyW2138ThM4gfNIrYsOGEBUT2WIxCCCGcKaWigOuBJIw6wKnAq1rrvF4NrA87XA/w/cCVwPtALXAh8BqwsIfjOmps/H0f61fuBWD26aNlsQvRrxzYX8HOLa0ndH678UNo8SWHu8WDBxYukioPQgjhQkqpWcBXQCHwO6Aw8rHblFJnaK1/6s34+qrDJcDnAldrrT8AUEp9BCxTSpm01vYej66X7dtTxJKvUgEYN2Uw448d3MsRCdG99uwodLqf5/ELOV7fobSbo23hMxNZcOzlnH/CTXh5+Lg6RCGEGOheBD7GyMc0gFLKBCxq3JbSi7H1WYdLgGOBZU13tNYrlVJ2IArI7snAeltxYSVffrgRbdfEDQ9h1umjejskIbrdhKlxBAZ7o7Xm64830WAqA0CrBqf98or39kZ4QgghYCRwXlPyC6C1tiulngM29F5Yfdvh6gC7AXUt2hoa2/u1T95cQ21NA0Gh3pxx/jjMZimZLPofN3czCWMiGDXWGNMbW3M6s8ee6bTPpOEzuW3+U70RnhBCCNgNRLfRHg3sdHEs/UZHqkC8oJSqaXbfA3hSKVXe1KC1vqbbI+sFpcXVjttVFXV4eFo465KJeHr1+3xfCAAUijW7f3ZqW5v2MyaTuXcCEkIIcQvGMsj3Ab9ijAE+DngCuLU3A+vLDpcA/wLEtGhbDgxq/AFjNmK/sOqnPU73xx87mOBQGfMoBpYZyWeQV7KPdWnG6KeWPcJCCCFcaknjvy2KU6KBpc0nJWut5evqDjpkAqy1nnmo7UqpOIwqEX1eaXE129bnOLXt2raf6XNHoEwy410MHBfNug04uPrhNSff35vhCCHEQHdxbwfQH3V6IYzGmYfzgWuAEzHKcjzQzXG53Kqf9qBb9GUXF1axc2u+Y3ykEEIIIYQraa0/7O0Y+qMOd5UrpYYopR7DqP7wGXAAmEfrIRJ9Tn29tVXvb5NNq7NcHI0QQgghxEFKKQ+l1BVKqdeUUq8opS5TSnn2dlx92eFWgjMDX5uafwAAIABJREFUC4BrgZkYK8HdBnwAPKW13t7TAbqCxWLmuHkjKS+tYdPvRsKbMiUWQBa+EEIIccTmvXn4alXfXzXeBZGIvkYpFYRRkjYeSAcSMb6J/7NSapbWuqA34+urDjcEIgsoAt4DLtVa5wMopT7o6cBcyWRSTJkxFMCRAJ+4IKk3QxJCCCFc4tuIaYfdp61l1IXLPAbUYCTAfsBmYAjG4hjPAJf1VmB92eES4GCMqg+pgHzCEEIIIbqgee9uU2+w9PiKDpoPXKG1PqCU8gfHQhhPAt/1bmh91+ES4DjgCuBl4E2l1PsYvcH9pvSZEEII4SpFVQdXWfwlvYRpQwKx9HKloZa9u009wtLre9QIA3a10V4GyDjgLjrkJDit9X6t9ZPAMIwu9qHAWsAMLFRK9fkJcEIIIYQrbM6r4LJ/b3Pcf2xpJnd+vZuaBlsvRiX6gEIOrr3Q3HnAJhfH0m90qAxa4/rT3wLfKqUigKsw6v/eo5RapbU+rgdjFEK4wNrAewFY+My9Tu1N9YABPr5rnUtjEqK/sGvNc8v2UW91/gJ1e0EVi7cVcv64iF6KTPQBq4HZjf8CuCullgDTMKpxiS7o9IohWut8rfVjGL3B8zHKoQkhhBCiHXtLasmvrG9z/OCKvWUuj6eJ1pqq9CxyPv2GJYmn8P2QWY5ty+deyvK5l/ZabMLhEaCp6lY1xrjfTcA4rfWvvRZVH9fphTCaNPYK/6/xRwjRx00qfRyAO584uZcjEaL/MbczzldBr4wBLt+2m91PvEHp+m00lJS7/Pyi47TWm2gc6tBYjWt+70bUP3Q5ARZCCCHE4dm15pf0Esf9O+67sdU+37a43x0T0LTdTuWuTMrWb6N03VYiz5pHyHHGkCaTuxuFS1Y69vUeNpjAickETkxi+1+eBWD6j/884hhE92gcfnoD0DQmbT3witZ6f+9F1bdJAizEAPXcPS3/5LbdLj3CQnRdea2Vp3/ey5pso5fVrQd7extKyyldu5XSdUbCW7ZhO9aKKsd2t+BARwLsM2www++6moCUUQSMT8Q9OMCx36c7vQDY2s57BLj2faG996rm+vP7lFJqOPAbYMcoTasw5mFdrZSaprVO7834+ipJgIUQQogesKuwmkeXZLC/sh6TgssmRTI/MYwz7a8C8NL8kYwK8+a7yOlA53p97VYrlal78Bk+BLOXBwA5//6GHfe/5LyjUvgmxBM4MYngKSkHm00mht9x+RH+hqL5JOFDOcIJxE9jLH6xQGtdA9C4DPKXjdvOOZKDD1QuT4CVUncDNwOBwPfANW0t46eUugx4p41DfKO1PrVHgxRiAOjPPSZC9CatNf/dUcTrK7NpsGsCPC2U1Vp5e00eb6/Jc+x365dGadc7OnDMuoIiStc19e5uo3xjKraaWiZ//irB04wFNQInJOEWHEDghCQCJyYROGkMAeNGY/HzOeSxW64El9zs9tYrHjBifHQeJnOn5813i+bvVe0lnC2r1/SzijWzgdOakl8ArXWtUupB4OveC6tvc2kCrJS6HLgHuATIAF4EPgLmtLH7JzgPi3IDtgKLezhMIYQQoktqrXZeXp7Fj7uLAUgM9+G+OUO44KNth3lk29L/9i+y3ltMTVZeq23KbKY6M9uRAAeMT2T2tv+hVPcNs2gqj3jB8/cecr9+lnB2WMvfuylB7+bnww3IbaM9H1kIo8tc3QN8M/CC1voLAKXUFcAepVSy1npr8x0bP+k4Pu0opc4EPIBPXRivEEII0SE5ZbU8uiSD9OJaAM5KDuPqydFYTOqQyx5/e5/xb+qDL1GxdTeTPnkRk8X482yrrXMkvx7hIQROSiagsYfXf+woLD5ejuMoU9d6aNsbelFXa+Xdl6d06Zg9palazazTRjFx+pCeSjiPNruBJCCzRXty4zbRBS5LgJVSHkAKcHtTm9Y6XSmVCUzB6N09lIuBr7TWpT0WpBBCCNEFyzNLeXbZXqob7Hi5mbjj+MHMGBp06MfMvRRrZbXj/t6/fwJA5c4M/JNGABA5fw6+I4YQODEJz5iIbu3dbU9DvY3cfaWs+mmPI+EEcHMzs9Ln/4CDCedHf/8d0BQfqCI41BhqkbO3hE2rszCbTcaPRWG2GLctFhMmswmzxbhtbrxtNpsIjfAlKMQ4ht1m50BBJWaziaAQb0xmE9VV9Y5Yfl+WztjJsT3+XBwl7m6nvQHjW3XRBa7sAQ7BWHij5XjfQiD8UA9USgUBpwHnHmq/4OBgp/uXXHIJl112Gf7+/sTHx7Npk7FioMlkYuzYsezatYvqauPNJyEhgZKSg2VqCgsLcXd3JyMjA4DAwEBiY2PZsmULABaLheTkZHbs2EFtrfFpf/To0RQWFnLggLE2SGxsLCaTib179zrii4yMZNs246swd3d3EhMT2b59O/X1xv/YSUlJ5OXlUVxsfH0WFxeH3W4nKysLgNDQUMLCwkhNTQXA09OTUaNGsXXrVqxWKwBjxowhKyuL0lLjs0J8fDz19fXk5OQAEB4eTlBQEDt37gTA29ubkSNHsnnzZux2OwApKSlkZGRQXm7MXB42bBjV1dXk5Rk9EREREfj5+bF7t/Hh09fXl+HDh7Nx40bHczhu3DjS0tKorKwEYMSIEVRUVJCfnw9AZGQk3t7e7NmzB6BTr1NBgXEZRUdH97vXKSjo0H80W+qO674/P59y3fed12nWrIOLMHTE0XDt7y8oYOe+PEqqrcR4uBES5M5pUTbcy/eyb1/FIZ/TqqIS7PlFjviVjxcWHy+qzJDeeE2FhoYSdsrxxnNatL9Hrn2bVRMaGMuWDenkZ1VQVtyAtrd+vhuaLdmclpbG8OHDydlXAhq2b9vOcTOOIS0tjV1bC9m+ofOLe4xI8WPBedPZtWsXpcUV/PJlIQBnX5lIeUUxaZsrHPtWV9bzzRerHPeb/h/szWs/NDTUEc/21O0kjk7slmtfa91mGYz22kXHKGM9CxecSKloIBtI1FqnNmtfDXyhtX7yEI+9DngUiNJaN7S1z5IlS/SECROOOM6mcisyQUj0lqCgoA538XTXdS/E0aCvXfvF1Q08vjSTLfnGh51Zw4K47bhYvNzMh31s4Y8rWH/F3ej6g3/SuqP2b0fV1Taw9rdMstKLycsqxWZzzgVMZoW9WZvGjh0rGwIfBuDla74kxG8QqZv2Y7PaSRgTgaeXGwD5OWXs2pKPzWYk18a/dqxWO3abHWvjfbvNaGvaPnnGUMZMjAGgoqyWfzy7DLtdc8uDc7Fa7Sx65mesDQczc09fE79ZjM7RRTf9iL935zoPuktlTRkf//IqheV5bMowXsOU+KkE+oRy/oybCfQJOewxDnftK6XGAH/GGAoBsA14Tmu9+ciiH7hc2QN8AKOGXTiQ2qw9jNa9wi1dDHzcXvIrhBBCuNKW/EoeX5JBcY0Vi0lx7ZRo5ieGdmiIgrWqhi23PY6ubyDo2BRKVm1ybOuJslpWq528faWYLYqowUaSaDabWP1LBjarkVBa3MzEDAkkNj6Y2KEhLP7XOqqrjD+5NaYCtvk7l1e7ZZGxGNnCE27CzeyOuWAEyXGTAYiIDmBXya/U1lUwYdjxDAo0ktrqukp+224sHjsn5WzMJiMFyT6Qzo7sDdT5aMDY1y/Ak7lXBVBYmkdOSRpZm5Qj+c3zWEaO1/dO8VzzylwAzph8CRfOvNXRvjlzFdv2rSUubCTTRs9ztH+2fBH7S7OZk3I2CTHjGuOr4KUv78Zmt3H7gmfw8fQDYMOe3/hg2ctEBcdxx5nPOo7x9g9Ps3z7N0xOmMNPm53n52/KMBYZOT7p1A4lwIeilDoZo+TZeuBHjDrAJwDrlFILtNayIm8XuCwB1lrXKaU2AbOAZQBKqXhgCPB7e49TSg0DpgG3uSBMIYQQol1aaz7bUsCba3Kxawj1ceP+OfGMDj90qbHmLD5eTHjvGdJf+idjX3uIH4fN7dYYrVY7ZrNyJOMrluxm9bIMho0K46xLjATb4mZmwtQ4PLwsxMYHExEdgNliTKKrrCkjYlw17tXR7NhQgLs9oN1z5RRl8Ou2/zJv/DmOBBjg8xVvkl+aRZh/lCMBrqgp5e0fngZg1pgzaaqqlpq1nrd+eJLRMROYNGKG4xg/bPg3a3b/zHnH30j274Md7bmeS9uNZ+mmL5wS4NSs9fxn1TtMG32SUwK8bs+vpOdvJynuGEcCbNfakbjWW2vxwUiAa+qryT6wB1OLDzf11jqq6irw9vDlz2f/lWc/v91p+y1nPOH0nByBR4G/aa3/1LxRKfUc8AggCXAXuLoKxCvAi0qpDRizGf8K/KS13qqUmgy8B8zRWuc0e8zFwA6t9RoXxyqEEEI4VNXbeP6XvfyWaYxvHR/lx92z4ghs/Or/cOz1DZjcjX0DJyQx4Z/PtNqnK2W1bFY7+Tll7NtTTFZGMbn7Srj4xmmEhPsCEBsfzPoVe1vV8T3+5BEUlOZgNtVithg9w1ZbA1e/fCJa2UisuBFvojDjwajy69jh/4bT41+46nO2ZP5OeXUx0SFDnbaNjEkhNCASP+9AR5ub2YPEWOP3ad5THuQbyqiY8cSFj3A6RlTwEEZGpxDsF0b8vJEUFVSyYdU+fGwxePrAgbpMp/2HRSYR5BPq1BYXPpLjEk9hRNRYp/YTkk4jOe4YYkKGOdo8LJ5cPOsOzCYzXu4HP9CMjB7DrfOfxNfT+YPA/CmXMmvMfIL9BlFbX0VLwX6HnN7UGcnARW20/wO4qbtOMtC4NAHWWr+tlBoEvAEEAD8A1zRu9gYSMOrdNXcR8LbLghRCCCFayCiu4ZEfM8gprwPggnGDuHhCJOYOLm2ct/hH0p57k2M+fZmfJ5zptK1psYk2lx4ObN1ks9nJzy4jK6OYrPRicvaWOI2NBchKL3YkwIOHhXD1/x1HafV+p33+/s0jLNv6FadMvIBL5xidixazG572MOpMJdSrcryJAsCurK3i2JG1npMmnMtJE1rPT7/h1IdbtQX7hfHA+YtatU8aMZNJI2a2aj9/xs2t2jas2seoyqs5/ZJBPPThVU7bTp14AdMTnefvHJswl2MTWvewnzxxYas2N4s7px1zYav2UP9IQv0jW7VHBcdBcBwAO3M2tdpe11Dbqq2LyoF4YGeL9iFA52cbCqAXVoJrnOzWasKb1vpnjHEtLduHuyAsIYQQok0/7i7mpd/2UWfT+HmYuWtGHFMGtz8soKXcz79n802PgN3Onhf/2aUYcveVkpVeRFZGMdmZpVibVWQAMFtMRMUGEhMfRECUJn7IwXGnu3I38shH1+Dr5c+im5Y4el9jGntty6qKnI718m0f4OPpj0kd7DGurCnjq9VW/vP7uwAsOPZyEgdP6tLv0h3CA2KYOWYBP2/5DwCzxixgyKCEXosnITqFD+9czQXPGUMePrxzNSbT4SdDdtC/gb8rpW4Bfm5smwH8Dfh/3XWSgcblCbAQQgjRF9Tb7LyxMoevdxjls4aHeHH/3Hgi/Tw6fIycT79hy22Pg91O2NxpjH70VpKe+bPTPk19lg0NNl568AcAvH3dufrPM7j4r8YKbB+8sQLFwYTUbFYMivVj0GAvRo6MIzI2AIubmTvfOofs9en85Y8vM37odAAigwaj0dTW11BeXUKAj1E+bnbKWcxOOcsx2auJn1frbmdfrwDOn3GzIwE+/wTXffP+XBs9428/uQ6YDIFGAnztKQ+4LJ72NE94uzH5BaP6gy/wGTguAg2837hNdIEkwEIIIUQL+yvqeWxpBjsLjbrBp44K4YZjY3C3dHy1teyPvmbrHU+C1oSffDzj/v4oJg/3dvffsNKoS6uxk1u7mfe/Sndsy/P6icigwRwzYiZDh0exofC//Hv5g0xumM2coU849gvyDSO7KJ2cA+mOBDjQN5Tnrvg3kcGDHZUXgFaJb1vaq0rRst1VK7E1Lc3cUm/F44rnp3Fl3MuUUvdilEFTwHatdVaXDyokARZCCCGaW5NVzlM/Z1JRZ8PdrLhleizzRnaulFXW+/9h251GxYNBp80k5fWHHRPg2tLQYGP5D8YCKzWmAtJ8/0Va2sHtuR5Lya2GydFDGDxsDJm1IVhtDewrTHM6zuVz78Lbw5dAX+fJYDGhzpPU+pLmdfkXPtN2AjwQaK1zlFIVxk1dcdgHiEOSBJi2v15p2SYLYwghRP9ms2s+2JDPBxvy0UCUvzv3z4lnWIh3p45TvTeH7f/3HAARZ8xm7GsPYXI79J/bzauzHItReNkHEV43jQIP54UxhoQnMHWUUcprXPw0Hr/4vVaJbVTIkE7Fejiu6kntqIEYjzIGbd8K/AmIbmzLwVgI46VDPVa0TxJgIYQQA15ZrZWnf85kbbbRsTY1LoA/nzAYX4/O/5n0jotmzEv3Ubh0JWNeug+TpfUxtF2zeU0Wnt7uJIyJYN3yvY5tCkVUzZxWCfAls+/A3WKMP/b3Duq1lc+Eyz0K3AK8BCzHGAIxFXhMKRWqtb6/N4PrqyQBRnp3hRBiINtZWMWjSzIoqGzApOCKSVGcMza8Q6u6NWe3Wh3JbtQfTiLy7HltHqMwr4LvF28lL6sMbx93vvpoo2ObRpPn8RMe9tZDLrKL0nu18oLoNdcAN2it32/W9o1SahfwPCAJcBdIAiyEEGJA0lrzdeoB3liVQ4NdE+Rl4Z5ZQ0iJOvzksJYyXv+QwiUrmfjes5i9PQFaJb/19VZWLElj3fK9aLvGZFKMmRTD78sOTnbb7/EbuV5LsNh9GFF5Gbt93wXgqUs/7NPjeMUR8QJWtdG+qnGb6AJJgIUQQvQ7897ccNh95gwPYklaCQDJg3y4d3Y8IT4dW9WtufS//Ytdj78OGJPfhlxzXqt90lILWPLVdipKjcURouOCOPHMREIH+XH8SSMd+xWWpfDoJ1uYNuokzjv+Bs5/9l2AXq1xK3rdN8ACjN7e5s4EvnZ9OP2DJMBCCCEGpKbk9w/JYVw5ORpLB1d1a27Pi++y+yljdbOYixcQd9U5TtvLS2tY+nUqadsLAPD0cmPGKQkkT4hGtXG+sIBInrzkA7w9fDs9BEP0W8uBB5VSxwK/NbYdB8wFHlZKXdrYprTW7/ZCfH2SJMBCCCH6ne+vGg/AxtwK7vqfUSrs7OQwYgM9+cfvOVQ32PF2M3HHCYM5Ib5rk8nSnnuLtOfeAmDwZWcz+ok7UCajTrDdZmf9yr0s/zGNhnpj1bakCdHMOCUBbx/nWsA/b/mS5LjJhPpHAB2rzysGlGcb/13Q+NPcM81uK+BdVwTUH0gCLIQQol/6flcRz/2yz3H/862FjttxQZ48MCee2EDPTh9Xa03aM2+y56/vGMe66hxGPXqbo8c2L6uUHxZvoyDPqCgRHObDiQuSiB0a3OpYSzcvZtG3jxIWEMWjF73Lda/Oa/OcvbXQg+h9Wuv2V08RXSYJsBBCiH6nwWZn0e85bW6L9vfg5fkj8XLr2nK1RctWH0x+rz2PUQ/d4kh+d27J56uPN4IGi8XEsbOGMen4eCztrCA3IjKZAJ8QRseMl7JmQriQJMBCCCH6neyyOsrrbG1uMyu6nPwChMyYTPxNF4FdM/L+G5zG6g4ZEYKPrwdhEb7MnZ9E4GEW0YgNG87jF/+TYN9wTMokPbuiTUqpmcAjwCTADqwBHtVaL+3NuPoySYCFEEL0O/6eFhSgW7QrIMi785UetNagNcpkQinFyHuvB6C0uJqMXQeYMDUOAA9PNy66YSq+/h7tTmLbmL6C4ZFJ+HoFABDqH9npeMTAoZSaDnwH/Ad4GvgLsBL4Sil1ptb6h96Mr69q+zsZIYQQog8L8XZjalxAq3YNnD46tFPH0lqTet9f2X7380YijFHjt6SomndfWs7Sr1LJzixx7O8X4Nlu8rt29888+/ltPPLxtZRXl7S5jxAtPAi8qrU+F/gXYNNa3wP8uXGb6ALpARZCCNEv/emEwVh/3stxl17s1F4DfNvG/ifnr2jVpu12tt/9PFn//AKA8HnHETZnKgBBId7EDQ+hsqwWN/eODanw8wrE3eJJgE8wnu6HHh4hRKMpGMluS98Cz7k4ln5DEmAhhBD9TvOFMI7r4jG03c62vzxL9r/+A8Dgu64l1RpMsNWO2WIMhTj1nLG4u5sxmTv2hWpCzDgeuuAtIoJicLd4dDEyMcCYgIo22oOAYhfH0m9IAiyEEKJfe+GxV53u33HfjUDbPb5NtN3O1j89Rc5HX6MBj9tvZ2lVMLXLMnB3t3DsrGGAsbDF4aTnpxIdMgQPN2PV2rjwEV38TcQAtQ8YCTjWzFZKDcaoAfx9bwXV10kCLIQQot9pWgijLd/ed+jHapuNLbc/Se6n/6M2MIyShVdRVOYGNOAX6ElYZMcXqtiZs4knPr2RoYNGc9cfXsTLw6fDjxWi0XfAHzk4cscbyAR+Be7spZj6PEmAhRBCDChbr3jA+PeetkYCGxI/+56CibMpSpmOrlcok2LScUOYOnsY7u4d/9NZWVOGzW6lpr4Km267LJsQh3En0PRVQz5wLrBba72590Lq+yQBFkIIIVpIv/B2ai3GkIWowYGceGYSYRGdX6J44vATuPucV4gNHYavp393hykGAK21HahrvF0NfNa7EfUPkgALIYQYUJLffgQwxgBnZRTzyT9WA3DtX2by039T2bV1P7UWLzw8Lcw4JYExE2NQprbLmrWloDSHYL9wLGaj0y5p8KTu/yXEgKGUeudQ27XWl7sqlv5EEmAhhBADktaa377f5bj/1rM/YbUbiW7iuChmnJqAj2/nKjXkFmXy8MfXMDJqLLfOf9KRBAtxBKJb3PcBRgNmYLXrw+kfJAEWQggxIO3bU0zO3lLHfatdEeDvzrw/phA3PKRLx8zYv4PyqmIyC3ZSXl1KsF9Yd4UrBiit9byWbUopL+B94CfXR9Q/SAIshBBiwNHA8h92gdbQuGqbp0Vz2R0n4NaJSW4tTU88GbPZwtBBoyX5FT1Ga12jlHoYY3nkV3o7nr5IlkIWQggx4FRFxpObVeZIfgFqrYq9ezq/rkBlTRl2bXfcPzZhLuGBLb+1FqLb2YBYpZR0ZnaBJMBCCCEGnIJxJ7TZvmJJWqeOU1p5gPvfv5w3v3vCKQkWwgVSAX+ttbW3A+mL5FODEEKIAWH53Esdt5XdhrJZQSm0yQyA2aywWDrXL7R+z6/kleyloqaUM6deQXhAVLfGLER7GsujVfd2HH2VJMBCCCEGlKaFMFqy2TS5+0p57p5vufOJkzt0rNkpZ1Fvqychaqwkv0L0IZIACyGEGBCm//hPAFa2WAFubeC9rfZd+Ixz28d3rXPcbrDW42Zxd9w/ecJ53RmmEMIFXD4GWCl1t1IqVylVrZRarJQKP8S+FqXUw0qpfUqpOqXULqXUia6MVwghRP+S/PYjJL/9CHc+cXKHe3qb1NRV8cjH1/LJr6+hte6hCIUQPc2lPcBKqcuBe4BLgAzgReAjYE47D/k7MBG4EtgNDAY6P0VXCCGEaEfz3t2Fz0xs1dbcL9v+y+7czWQW7GRG8hlEBMW6JEYhRPdy9RCIm4EXtNZfACilrgD2KKWStdZbm++olBqDkSiP1FpnNDZnujJYIYQQorl548+htOoAo2LGSfIrRB/msiEQSikPIAVY2tSmtU7HSGqntPGQ04A0YKFSKksptUMpdZ9SyuyKeIUQQgjAaaiDUorzjr+BlPhpvRiREOJIubIHOAQj4S5o0V4ItDUOeAgwFJgH/BGIwhgSUQ8809YJgoODne5fcsklXHbZZfj7+xMfH8+mTZsAMJlMjB07ll27dlFdbVQQSUhIoKSkhIICI7zo6Gjc3d3JyDA6nwMDA4mNjWXLli0AWCwWkpOT2bFjB7W1tQCMHj2awsJCDhw4AEBsbCwmk4m9e/c64ouMjGTbtm0AuLu7k5iYyPbt26mvrwcgKSmJvLw8iouNkR5xcXHY7XaysrIACA0NJSwsjNTUVAA8PT0ZNWoUW7duxWo1SgGOGTOGrKwsSkuNJT7j4+Opr68nJycHgPDwcIKCgti5cycA3t7ejBw5ks2bN2O3G3UsU1JSyMjIoLy8HIBhw4ZRXV1NXl4eABEREfj5+bF7924AfH19GT58OBs3bnQ8/+PGjSMtLY3KykoARowYQUVFBfn5+QBERkbi7e3Nnj17AOR1anydgoKC6Ay57uW67y+v06xZs+iMI7n2AXJzc1s9p00yMzOJjY1l46YNLN78BsNCk7ns9Nv63HMKcu33hdeps9e+OHLKVYP4lVLRQDaQqLVObda+GvhCa/1ki/0XAVcDQ7TWexvbbgVu0FontDz+kiVL9IQJE3ryVxDCJYKCgtTh9zLIdS/6E1dd+99GGL23J+evaLWt5Rjg79Z/yjs/Po1SJp6/4t9EhQzp0jmFOJTOXPuie7iyB/gAYMfo7U1t1h5G615hgP1AXVPy22gnIIOuhBBCuMSJ4/5Axv4djI4dL8mvEP2IyxJgrXWdUmoTMAtYBqCUiscY6vB7Gw9ZBXgopWK01tmNbcOBfS4IVwghxABmt9swmcyYTGauO6XthTOEEH2Xq+sAvwLcoZRaoJRKAd4CftJab1VKTW6c6BbduO93GD3F/1BKJSml5gJ3A4tcHLMQQoh+TGvNzuyNrN7lmKPNG98+wvo9v1JvrevFyIQQPcWlZdC01m8rpQYBbwABwA/ANY2bvYEEwK1xX6tS6jTgdWANxpCI14CXXBmzEEKI/i23OJMHP7zSqe2XrV/zy9avuWrevcwdd3YvRSaE6CkuXwq5cbLbk220/wyoFm0ZQOeW6RFCCCGaaZr01l67RjNinondyXan7eEB0UwffVKPxyeEcD2XL4UshBBCHE0UiilLW/cHXXfKg3h5+PRCREKInubyHmAhhBDCldoqd9bSnrzt8K+Lndoy9u8gcfDEngpLCNGLpAdYCCHEgDc0YjQPLDw4x/qhC97JJPsuAAAMlElEQVRkToqM/RWiv5IeYCGEEAOeUsqpt3dUzPhejEYI0dOkB1gIIYQQQgwokgALIYQQQogBRRJgIYQQQggxoEgCLIQQQgghBhRJgIUQQgghxIAiCbAQQgghhBhQpAyaEEKIAW3hM60Xu2jZ9vFd61wVjhDCBaQHWAghhBBCDCjSAyyEEGJAk95dIQYe6QEWQgghhBADiiTALTz11FO9HYITiad9R1MscPTF0xlHW+wSz6FJPN3naItd4jk0iUd0F6W17u0YusWSJUv0hAkTjvg4wcHBFBcXd0NE3UPiad/RFAt0XzxBQUGqo/vKde8aEs+hybXffSSeQ+uv8XTm2hfdQ3qAhRBCCCHEgCIJsBBCCCGEGFAkARZCCCGEEANKvxoD3NsxCNFd5syZ06HxYHLdi/5Grn0xUHX02hfdo98kwEIIIYQQQnSEDIEQQgghhBADiiTAQgghhBBiQJEEWAghhBBCDCiSAAshhBBCiAFFEuBGSqm7lVK5SqlqpdRipVR4L8YSqJR6SymVr5SqVEqtUEqd4MLzn62UWqKUKlNKtZolqZTyVUq93BhfjVJqi1JqbA/Fcq9SaqNSqkopld14Xt929p2olGpQSv3cE7E0O8/DSqldjb/7fqXUB0qpiMZtf1BK/aSUKlFK/f/27j3YqrKM4/j34SIeIVHRsHFKQMogTLwbZlgqUoZ0EZ1EHO+K5uRtcsycMEYG7eZlNEkzUEpzMtKx0FKE0goVbzNcMlRKTRNDJEQhDk9/vO+RdRZrn7N3nbXW5qzfZ+YdWO9aZ7/PPufHy7ru8y8zu8fM9siznv+Xsv/e2E2T+ziesp8j5b7d+E2TfeVeiqIdYMDMTgG+AZwLjAJ2AO4osaTvA/sB44G9gceA+8ysf0HjbwfMA7b4JedmZsAcYARwLDAcuBBYk1Mto4CrgX2BE4AxwPUZdfUBZgILcqojaRlwFjAMGAd8CJgV130SuAf4NND2H9hcM+tdQF0NU/bbaabcg7KfG+V+C82UfeVeiuHulW/Ak8AVieUhgAMjSqpnMfDVxPL7Yj37F1zHYSEi7frGAauA7Uv63kwAVmX0fwe4FpgCzC+4pnHA2hrrdok/u4+X8f2qo3Zlf8sami73sQZlv+vqVu6z62i67Cv3anm1yp8BjkeRexOOfgFw9xeAFcBBJZX1J+CLZjbAzHoCpwIvA0tKqifpaGARcEW8HPasmZ1d4Pg7A6uTHWZ2CHAMcGmBdbSN3Z9wluLRGpvsHP9cXWN9aZT9hpSde1D2u4Ry37Cys6/cSy56lV1AExhAuBXk9VT/SqCse8LOA34KvAG0xlqOcvd1JdWTNIhwmWcVYWIcAdxoZqvc/a48B44Tz8XArYm+7YCfAGe4+7pwtS5/ZjYRmAH0BRYCn6ux6VTgIXf/eyGFNUbZr98gSso9KPtdTLlvzCA053eH3EtK5c8AA834qwfPJ0w6RwAHAHcC95rZjmUWFfUA/gOc6u6L3H0W8CPgtDwHjWdt7gZeoP19atOBB9y9iPvAku4F9gEOJ3w/ZqQ3MLOpwMHAyYVWVj9lv36l5B6U/Rwo943RnB9s7bmXtLLvwSi7AX0IR9yjU/0vAqeVUE8LsAEYlep/DphccC2HseX9YLcDy1J9ZwNLcqyjF+EhjIVAv9S6p4GNibaJcP/VRmD3gr5Pu8Uxhyf6LiKcxRlWdIYaqFvZz66jKXIfx1D2u75m5b52LU2RfeVerYhW+TPA7r4eeIbwBCcAZjaYcDS+sISSesfWmurfRHOcsf8zsJuZtST6hgK5XO4xsx7AbXGMz7r72tQmXwZGJtpNwBPx7//Io6asMuOfrQBmNhm4HBjr7ksLqqFhyn5DCs09KPt5Ue4bpjk/o8z451aTe8lQ9h54MzTCAwdr2PwRNPOAeSXW8wjhoYgDCZPANOBd4CMFjb8TYTI5nXCU2zbRbEP4uKDXCR8/sydhMloDfCmnWm4hTGojgV0TrWeN7aeQ4xPBhP+oriRcptyd8BE4DxMeEukBTALWE55cTtbbUlaeOnk/yv7msZsm97EeZT+/96Lctx+/abKv3KsV1UovoFka4WnSV4F1hM/0G1hiLbsRPpPyn8BawmdCji1w/JPjJJhug+L6fYA/Au8AfwHOzLGWrDreqyVj+7wnw17AL2NW1gN/A24GPhDXz69R78ll5amO96Tse3PlPo6n7Of7/VXuN4/fNNlX7tWKahZ/gCIiIiIildAM9xeJiIiIiBRGO8AiIiIiUinaARYRERGRStEOsIiIiIhUinaARURERKRStAMsIiIiIpWiHWARERERqRTtAIuIiIhIpWgHuGLMrJ+ZvWJmB5RdSxszm2lmD+bwujPM7Ltd/bqydVL2pYqUe5Fs2gGunkuAJ9z98bILKcC3gclmNqTsQqQpKPtSRcq9SIZeZRdQVWa2A3A+cBHh974/HFe1AJ8HVrj7+C4ec1tgMnBSV77u/8rMtnH3DXm9vru/YmYPAecAF+c1jjRG2Vf2q0i5V+6lybi7WkkN6A9sBA5K9bcAP8hhvC8AbwO9Uv29genAK8AGYAlwQmL9GcBbQEvq6y6JX9MjLp8HLAPeBf4KXJYcC5gP/BiYCrwKrIz9M4EHE9sdGbddFcddAByYGns+cGus+w1gDXBLRo2nAK+V/bNW2yKLyr4r+1Vryr1yr9Y8TbdAlOtwwj/2xwHMbGDsfxdYkcN4o4Gn3H1jqn8aYcI7HxgBzAZmm9nhcf1dwDaEyTRpEjDb3TeZ2RTCEfelwDDga8BZwLdSX3McsAvhvX+mRp39gBuAg4FRhIn1fjMbkNruWGAAcCgwETgGuCq1zUJgoJkNqzGWlEPZz6bsd2/KfTblXopX9h54lRtwE/DzxPL0Gtv1Tm4X+84jTJqT4/KNwG+B0R2M96uM19kOWA+ck+qfA8xLLN8JzE0s7ws48LH4GuuAsanXOAlYnVieDzxHPHuQ6J9J4mxARt09gDeBianXWgH0TPSdGd9L30Tf9rHOo8v+eau1+5kq+67sV60p98q9WvM0nQEu15FAbzP7ZnwitqXGdhOAQ5Id7n498BvgZTPrDTwJHOXuCzoYr4UwgSYNJRzp/z7Vv4Aw0bW5DTjSzHaNy5OARe6+OG7XAtxtZmvbGjAD6G9muyReZ5G7b+qgRsxssJndbmbLzWwN4VJXf2D31KaPuXtrYvnR+F72SPS1vd9a31sph7KfQdnv9pT7DMq9lEEPwZXEzIYCQ4Aj3P1FM5sL7JqxXV9gW8IZgbTZwInAQOB2d/dOhl0J7FRjXfprLdX3QPz6iWZ2LfAVwmU02PxpIhMIR/tpqxJ/f7uTGgHuI9zjdS7wEuEetUcIE11HLKOv7f2urGNcKYCy3yFlv5tS7juk3EvhdAa4PGOA5e7+Ylx+HvhdxnaTCPdjvWVmO6bW/ZpwX9Wj7r6+jjGfpP0RPsBywiWk0an+TwGL2xbiUffPCJe4xhAmmTvi6sWEo+4h7r48o7VSp3jP13DCpcEH3H1JfO33Z2x+gJn1TCx/gjBxPp/o2wtoBZ6qtwbJnbKfQdnv9pT7DMq9lEVngMszhnCEDYC7r05vYGY7A63uvtbMVhIeJHgzsclHCRPR/sDSOsacC3zPzD7o7i/FcdeZ2XXA1DjG04Sj+vGEy3VJs4ALgSsJ94atjK+x1symAdPMDMKk3oswEe3j7pfUUVubNwlH7meY2fOEBx6uBt7J2HYAcEM8OzGE8KTxze6ePONwGPCIu69poAbJl7KfTdnv3pT7bMq9lEJngAtmZqPMbDowFtjTzC43s1oHIpOBfmZ2NtCXxBFxvMdqT2AK4ZJYp9x9KeFBgkmpVZcBNwPXECbXE4ET3f2h1Nc/S5gsRxLuD0uumwpcAJwOPEO4fHUBDT7ZHO8Vm0C4p+tZwsMS1xA+QiftF8C/41h3Eu6P+3rbSgsz8wmE+9KkZMp+pzUq+92Qct9pjcq9lMI6v4VIymBmg4D93P3uuDwDuN/d55hZH+BUd/+hmfUAXgAOdvfX6njdQwkTx4fdfV1ubyBnZjafcDnx9A62OQ64HBjZyCU5KZey3zFlv3tS7jum3EtX0xngJmThsxjvI176MrO9CPdIHW9mxxOOftsekBhK+Dia68xscGev7e5/AK4AOt22G+gDnKKJcOuh7HcZZX8rotx3GeVe6qYzwLJVqudsgEh3pOxLFSn30tW0AywiIiIilaJbIERERESkUrQDLCIiIiKVoh1gEREREakU7QCLiIiISKVoB1hEREREKkU7wCIiIiJSKdoBFhEREZFK+S8Tu6xU5PgNOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'edges'\n",
    "metric = 'AP'\n",
    "\n",
    "datasets = ['Cora', 'CiteSeer']#, 'pubmed']\n",
    "for dataset in datasets:\n",
    "    g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results.dataset == dataset) & (results.overlap != 4)],\n",
    "                     col='test size', col_order=[10, 50, 90],\n",
    "                     row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                     sharey=True, margin_titles=True)\n",
    "    g.map_dataframe(sb.pointplot, 'overlap', metric, hue='dimξeach',\n",
    "                    linestyles=['-', '--', '-.', ':'],\n",
    "                    markers=['o', '+', '^', '*'],\n",
    "                    palette=sb.color_palette(),\n",
    "                    dodge=.3,\n",
    "                    scale=1, errwidth=2, capsize=.2)\n",
    "    g.add_legend(title='$F_A,F_X$')\n",
    "    for row in g.axes:\n",
    "        row[-1].texts = []\n",
    "    for ax in g.axes[-1]:\n",
    "        ax.set_xlabel('$F_{AX}$ (overlap)')\n",
    "    g.set_titles(col_template='{col_var} = {col_name}%', row_template='{row_name} decoder')\n",
    "    #g.fig.text(0, 1, 'dataset = {}'.format(dataset),\n",
    "    #           color='darkred', ha='left', va='center',\n",
    "    #           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"})\n",
    "    g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset={dataset}-dimxieach=all-metric={metric}.pdf'\n",
    "                  .format(testtype=testtype, dataset=dataset, metric=metric),\n",
    "                  bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Node classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### F1 macro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 740.986x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'nodes'\n",
    "metric = 'F1-macro'\n",
    "dimξeach = 16\n",
    "ylims['an2vec-{}-{}'.format(testtype, metric)] = [.15, .85]\n",
    "\n",
    "g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results['dimξeach'] == dimξeach)],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                 sharey=True, margin_titles=True)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='overlap', style='overlap',\n",
    "                    palette=sb.color_palette()[:3])\n",
    "g._legend_data.pop('overlap')\n",
    "g.add_legend(title='$F_{AX}$ (overlap)')\n",
    "for row in g.axes:\n",
    "    row[-1].texts = []\n",
    "g.set_titles(col_template='{col_name}', row_template='{row_name} decoder')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.set(ylim=ylims['an2vec-{}-{}'.format(testtype, metric)])\n",
    "#g.fig.text(0, 1, 'dimξeach = {}'.format(dimξeach),\n",
    "#           color='darkred', ha='left', va='center',\n",
    "#           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"});\n",
    "g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset=all-dimxieach={dimxieach}-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, dimxieach=dimξeach, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'nodes'\n",
    "metric = 'F1-macro'\n",
    "\n",
    "datasets = ['Cora', 'CiteSeer']#, 'pubmed']\n",
    "for dataset in datasets:\n",
    "    g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results.dataset == dataset) & (results.overlap != 4)],\n",
    "                     col='test size', col_order=[10, 50, 90],\n",
    "                     row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                     sharey=True, margin_titles=True)\n",
    "    g.map_dataframe(sb.pointplot, 'overlap', metric, hue='dimξeach',\n",
    "                    linestyles=['-', '--', '-.', ':'],\n",
    "                    markers=['o', '+', '^', '*'],\n",
    "                    palette=sb.color_palette(),\n",
    "                    dodge=.3,\n",
    "                    scale=1, errwidth=2, capsize=.2)\n",
    "    g.add_legend(title='$F_A,F_X$')\n",
    "    for row in g.axes:\n",
    "        row[-1].texts = []\n",
    "    for ax in g.axes[-1]:\n",
    "        ax.set_xlabel('$F_{AX}$ (overlap)')\n",
    "    g.set_titles(col_template='{col_var} = {col_name}%', row_template='{row_name} decoder')\n",
    "    #g.fig.text(0, 1, 'dataset = {}'.format(dataset),\n",
    "    #           color='darkred', ha='left', va='center',\n",
    "    #           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"})\n",
    "    g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset={dataset}-dimxieach=all-metric={metric}.pdf'\n",
    "                  .format(testtype=testtype, dataset=dataset, metric=metric),\n",
    "                  bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### F1 micro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 740.986x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'nodes'\n",
    "metric = 'F1-micro'\n",
    "dimξeach = 16\n",
    "ylims['an2vec-{}-{}'.format(testtype, metric)] = [.25, .85]\n",
    "\n",
    "g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results['dimξeach'] == dimξeach)],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                 sharey=True, margin_titles=True)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='overlap', style='overlap',\n",
    "                    palette=sb.color_palette()[:3])\n",
    "g._legend_data.pop('overlap')\n",
    "g.add_legend(title='$F_{AX}$ (overlap)')\n",
    "for row in g.axes:\n",
    "    row[-1].texts = []\n",
    "g.set_titles(col_template='{col_name}', row_template='{row_name} decoder')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.set(ylim=ylims['an2vec-{}-{}'.format(testtype, metric)])\n",
    "#g.fig.text(0, 1, 'dimξeach = {}'.format(dimξeach),\n",
    "#           color='darkred', ha='left', va='center',\n",
    "#           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"});\n",
    "g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset=all-dimxieach={dimxieach}-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, dimxieach=dimξeach, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.395x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "testtype = 'nodes'\n",
    "metric = 'F1-micro'\n",
    "\n",
    "datasets = ['Cora', 'CiteSeer']#, 'pubmed']\n",
    "for dataset in datasets:\n",
    "    g = sb.FacetGrid(data=results[(results.testtype == testtype) & (results.dataset == dataset) & (results.overlap != 4)],\n",
    "                     col='test size', col_order=[10, 50, 90],\n",
    "                     row='decadjdeep', row_order=['Shallow', 'Deep'],\n",
    "                     sharey=True, margin_titles=True)\n",
    "    g.map_dataframe(sb.pointplot, 'overlap', metric, hue='dimξeach',\n",
    "                    linestyles=['-', '--', '-.', ':'],\n",
    "                    markers=['o', '+', '^', '*'],\n",
    "                    palette=sb.color_palette(),\n",
    "                    dodge=.3,\n",
    "                    scale=1, errwidth=2, capsize=.2)\n",
    "    g.add_legend(title='$F_A,F_X$')\n",
    "    for row in g.axes:\n",
    "        row[-1].texts = []\n",
    "    for ax in g.axes[-1]:\n",
    "        ax.set_xlabel('$F_{AX}$ (overlap)')\n",
    "    g.set_titles(col_template='{col_var} = {col_name}%', row_template='{row_name} decoder')\n",
    "    #g.fig.text(0, 1, 'dataset = {}'.format(dataset),\n",
    "    #           color='darkred', ha='left', va='center',\n",
    "    #           bbox={'edgecolor': 'darkred', 'facecolor': \"#00000000\"})\n",
    "    g.fig.savefig('../data/ans-mlg/an2vec-{testtype}-dataset={dataset}-dimxieach=all-metric={metric}.pdf'\n",
    "                  .format(testtype=testtype, dataset=dataset, metric=metric),\n",
    "                  bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GraphSAGE results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading dimxiadj = 16\n",
      "\n",
      "Loading dimxiadj = 32\n",
      "\n",
      "Post-processing\n"
     ]
    }
   ],
   "source": [
    "gs_filepaths = {\n",
    "    16: '../data/behaviour/gae-benchmarks/graphsage-git=ff73595c98-dataset=cora,citeseer-clean,pubmed-testtype=nodes,edges-testprop=0.15,0.1:0.1:0.9-diml1enc=32-dimxiadj=16-bias=false-nepochs=4-nsamples=10.csv',\n",
    "    32: '../data/behaviour/gae-benchmarks/graphsage-git=ff73595c98-dataset=cora,citeseer-clean,pubmed-testtype=nodes,edges-testprop=0.15,0.1:0.1:0.9-diml1enc=64-dimxiadj=32-bias=false-nepochs=4-nsamples=10.csv',\n",
    "}\n",
    "\n",
    "gs_results = {}\n",
    "for dimξadj, filepath in gs_filepaths.items():\n",
    "    print(\"Loading dimxiadj = {}\".format(dimξadj))\n",
    "    _results = pd.read_csv(filepath)\n",
    "    _results['dimξadj'] = dimξadj\n",
    "\n",
    "    gs_results[dimξadj] = _results\n",
    "    print()\n",
    "\n",
    "gs_results = pd.concat(gs_results, ignore_index=True)\n",
    "\n",
    "print('Post-processing')\n",
    "def make_score_matcher(pattern):\n",
    "    def _matcher(s):\n",
    "        m = re.search(pattern, s)\n",
    "        if m is None:\n",
    "            return np.nan\n",
    "        else:\n",
    "            return float(m.groups()[0])\n",
    "    return _matcher\n",
    "# F scores\n",
    "fscore_error_msg = 'F-score is ill-defined and being set to 0.0 in labels with no predicted samples'\n",
    "gs_results['f1score_warning'] = gs_results.Stderr.map(lambda s: s.find(fscore_error_msg) != -1)\n",
    "for f1score in ['f1macro', 'f1micro']:\n",
    "    pattern = re.compile(r'{}=(0\\.[0-9]+)'.format(f1score))\n",
    "    gs_results[f1score] = gs_results.Stdout.map(make_score_matcher(pattern))\n",
    "# AUC/AP\n",
    "for edgescore in ['roc_auc', 'ap']:\n",
    "    pattern = re.compile(r'{}=(0\\.[0-9]+)'.format(edgescore))\n",
    "    gs_results[edgescore] = gs_results.Stdout.map(make_score_matcher(pattern))\n",
    "gs_results.tp = pd.to_numeric(gs_results.tp * 100, downcast='integer')\n",
    "gs_results = gs_results[['dataset', 'dimξadj', 'tt', 'tp', 'sample', 'f1score_warning', 'f1macro', 'f1micro', 'roc_auc', 'ap']]\n",
    "gs_results.rename(columns={'tt': 'testtype', 'tp': 'test size', 'roc_auc': 'AUC', 'ap': 'AP', 'f1micro': 'F1-micro', 'f1macro': 'F1-macro'}, inplace=True)\n",
    "gs_results.dataset = gs_results.dataset.map({'cora': 'Cora', 'citeseer-clean': 'CiteSeer', 'pubmed': 'PubMed'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Edge reconstruction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AUC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.27x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = 'AUC'\n",
    "testtype = 'edges'\n",
    "\n",
    "g = sb.FacetGrid(data=gs_results[gs_results.testtype == testtype],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 ylim=ylims['an2vec-{}-{}'.format(testtype, metric)],\n",
    "                 sharey=True, margin_titles=True, dropna=False)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='dimξadj', style='dimξadj',\n",
    "                    dashes=[(1 ,1), ''],\n",
    "                    palette=[palette[2], palette[0]])\n",
    "g._legend_data.pop('dimξadj')\n",
    "g.add_legend(title='$dim(ξ_A)$')\n",
    "g.set_titles(col_template='{col_name}')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.fig.savefig('../data/ans-mlg/graphsage-{testtype}-dataset=all-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.27x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = 'AP'\n",
    "testtype = 'edges'\n",
    "\n",
    "g = sb.FacetGrid(data=gs_results[gs_results.testtype == testtype],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 ylim=ylims['an2vec-{}-{}'.format(testtype, metric)],\n",
    "                 sharey=True, margin_titles=True, dropna=False)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='dimξadj', style='dimξadj',\n",
    "                    dashes=[(1 ,1), ''],\n",
    "                    palette=[palette[2], palette[0]])\n",
    "g._legend_data.pop('dimξadj')\n",
    "g.add_legend(title='$dim(ξ_A)$')\n",
    "g.set_titles(col_template='{col_name}')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.fig.savefig('../data/ans-mlg/graphsage-{testtype}-dataset=all-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Node classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### F1 macro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.27x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = 'F1-macro'\n",
    "testtype = 'nodes'\n",
    "\n",
    "g = sb.FacetGrid(data=gs_results[gs_results.testtype == testtype],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 ylim=ylims['an2vec-{}-{}'.format(testtype, metric)],\n",
    "                 sharey=True, margin_titles=True, dropna=False)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='dimξadj', style='dimξadj',\n",
    "                    dashes=[(1 ,1), ''],\n",
    "                    palette=[palette[2], palette[0]])\n",
    "g._legend_data.pop('dimξadj')\n",
    "g.add_legend(title='$dim(ξ_A)$')\n",
    "g.set_titles(col_template='{col_name}')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.fig.savefig('../data/ans-mlg/graphsage-{testtype}-dataset=all-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### F1 micro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.27x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metric = 'F1-micro'\n",
    "testtype = 'nodes'\n",
    "\n",
    "g = sb.FacetGrid(data=gs_results[gs_results.testtype == testtype],\n",
    "                 col='dataset', col_order=['Cora', 'CiteSeer', 'PubMed'],\n",
    "                 ylim=ylims['an2vec-{}-{}'.format(testtype, metric)],\n",
    "                 sharey=True, margin_titles=True, dropna=False)\n",
    "g = g.map_dataframe(sb.lineplot, 'test size', metric, hue='dimξadj', style='dimξadj',\n",
    "                    dashes=[(1 ,1), ''],\n",
    "                    palette=[palette[2], palette[0]])\n",
    "g._legend_data.pop('dimξadj')\n",
    "g.add_legend(title='$dim(ξ_A)$')\n",
    "g.set_titles(col_template='{col_name}')\n",
    "g.set(xticklabels=list(map(lambda t: t.get_text() + '%', g.axes[-1, 0].get_xticklabels())))\n",
    "g.fig.savefig('../data/ans-mlg/graphsage-{testtype}-dataset=all-metric={metric}.pdf'\n",
    "              .format(testtype=testtype, metric=metric),\n",
    "              bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}