model_complexity.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "#import matplotlib\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')  # Or any other X11 back-end\n",
    "import matplotlib.pyplot as plt\n",
    "#from matplotlib.backends.backend_pdf import PdfPages\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "from scripts.parse_results import *\n",
    "from utils.utils import *\n",
    "RES_DIR = \"./new_results_noval\"\n",
    "RES_DIR_FIXED = \"./fixed_results\"\n",
    "#RES_DIR = \"./prev_new_results\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get summary df!\n",
      "only plotting mscn results\n"
     ]
    }
   ],
   "source": [
    "df = get_summary_df(RES_DIR)\n",
    "df = df[df[\"summary_type\"] == \"mean\"]\n",
    "#df = df[df[\"samples_type\"] == \"test\"]\n",
    "df = df[df[\"heuristic_features\"] == 1]\n",
    "#df = df[df[\"hidden_layer_size\"] <= 256]\n",
    "#df = df[df[\"max_discrete_featurizing_buckets\"] > 1]\n",
    "df = df[df[\"max_discrete_featurizing_buckets\"] < 100]\n",
    "\n",
    "template_df = df[df[\"template\"] != \"all\"]\n",
    "df = df[df[\"template\"] == \"all\"]\n",
    "\n",
    "print(\"only plotting mscn results\")\n",
    "df = df[df[\"nn_type\"] == \"mscn\"]\n",
    "\n",
    "#jcosts_mscn = df_mscn[df_mscn[\"loss_type\"] == \"jcost\"]\n",
    "#qerrs_mscn = df_mscn[df_mscn[\"loss_type\"] == \"qerr\"]\n",
    "#print(len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get summary df!\n"
     ]
    }
   ],
   "source": [
    "true_df = get_summary_df(RES_DIR_FIXED)\n",
    "true_df = true_df[true_df[\"summary_type\"] == \"mean\"]\n",
    "true_df = true_df[true_df[\"template\"] == \"all\"]\n",
    "true_df = true_df[true_df[\"loss_type\"] == \"jcost\"]\n",
    "train_jcost = true_df[true_df[\"samples_type\"] == \"train\"][\"loss\"].values[0]\n",
    "test_jcost = true_df[true_df[\"samples_type\"] == \"test\"][\"loss\"].values[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1493.25x1440 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cur_df = df[df[\"samples_type\"] == \"test\"]\n",
    "cur_df = cur_df[cur_df[\"loss_type\"] == \"jcost\"]\n",
    "cur_df[\"loss\"] = cur_df[\"loss\"].apply(lambda x : x - test_jcost)\n",
    "\n",
    "print(len(cur_df))\n",
    "fg = sns.catplot(x=\"alg\", y=\"loss\",\n",
    "            data=cur_df, row=\"max_discrete_featurizing_buckets\",\n",
    "            col = \"hidden_layer_size\", hue=\"priority\", kind=\"bar\",\n",
    "            hue_order=[\"no\", \"yes\"], ci=75)\n",
    "#fg.add_legend()\n",
    "fg.fig.suptitle(\"Plan Error Performance wrt Feature Buckets x Hidden Layer Size \",\n",
    "            x=0.5, y=.99, horizontalalignment='center',\n",
    "            verticalalignment='top', fontsize = 40)\n",
    "fg.despine(left=True)\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1493.25x1440 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cur_df = df[df[\"samples_type\"] == \"train\"]\n",
    "cur_df = cur_df[cur_df[\"loss_type\"] == \"jcost\"]\n",
    "cur_df[\"loss\"] = cur_df[\"loss\"].apply(lambda x : x - train_jcost)\n",
    "\n",
    "fg = sns.catplot(x=\"alg\", y=\"loss\",\n",
    "            data=cur_df, row=\"max_discrete_featurizing_buckets\",\n",
    "            col = \"hidden_layer_size\", hue=\"priority\", kind=\"bar\",\n",
    "            hue_order=[\"no\", \"yes\"], ci=75)\n",
    "#fg.add_legend()\n",
    "fg.fig.suptitle(\"Plan Error Performance wrt Feature Buckets x Hidden Layer Size \",\n",
    "            x=0.5, y=.99, horizontalalignment='center',\n",
    "            verticalalignment='top', fontsize = 40)\n",
    "fg.despine(left=True)\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xcPfHU1nuQobL2oeb2SXuflODeNd+42vX2ULgve5+f6fjN+jM7NNES+GshcTxvJ0o67yKGKZiEaJcmS/Hlu1jZeL+8sW5j+YTD1UfI9LvZkR577XACcTD31b2swFwBvXlU4gHJVcSv0fLEtfJKpnPP0v02tq3hd1NBk4E3pDeP0kcs7uIFvibEHl1zcuIXhSvb2Ef/ZYvez9J/I7dSdxLLE78lm1EfV76GeJ37vNFG3X3eWZ2BsPH7i1m9gJ3v6dKpMxsM+rn4DjOGwxNZ2arEy3mX5b76F6iDHgfce5fSaTBmncDy5rZm736sFmjrWeo4iKi10XNe81sjrvP6sC2B844KxPJWNDv2ny9evMiWhFkn8KNusVx2u6rc9t9ijaGMKi4r7oniT3Yx6Pp73PADyjockemNTEjn8rWwj9MFLgWzYWdDKyZeb8yI1sBXkLqJpkL+0riBzK77v00acXAyFYStfg9ndLHkgVh1u7AMZ2V2+9QxXAfyoW7qWCdDxZ8p/0o6K5M3OT+Krf+5cDUFuJeO2YXApsVrL8icSPxwnS8pzGypeHrMp9lX1Ny23p/LtxzaVvL5dabQtyo5J/CH19yfGc2+G7XA68vWH8pMl3hqG/Z8hjDLeZmAavkwhrwCepbljwBbMxwS/g/AusW7Hc36lvXPUdJrwKi0uEWosJ+Ixq0IEpp4iDqe+08CaxVsv2h3LGr9ST5D/AOYFJu/SWAH+fCPElJD4IU9ydy4a4A3khBPkvkKdsR6fyeJtt9BfVDdD1HVGCvWbDuYkRvjGx3/EeBF482b8jsI9vD6YH88culo0ZDX63XZPvZFka3NFlvXsH14KQHJQXrT0t/a9f7u3Nx2p/ia30asGqHjt2s3D4r5a8l2+xq+iDyrGeJHhq70WD4BuLG/A3EMA/Z7/jzBusvlTm+2WFS7mhyHqYBi5Vc3zPaPR8l687NrPskw611/0LBcEfEDeCUzPsdqW8d+gwxHMaILstEhdDBjGxZ29GhBGizZTrwVupbXT9NSe/JVo51Qdh5mbBzS9btVj6c3d6sButMBg7LrXsjBb+VmTAdLxcR12zteqlappnGyPJKfgi479OkdTcxzu3niAfsHWmZntl2vpfTJRS0LCXyoTNy636lk3EpSs8MYMt04rchPyzXceR+z9Ix24146FP7Xa+cLxAV49n17wbexciy1epEBbUX7adkH0sxcrimMygu2xtRtsv3TGk4ZAYj77lq5cQnibLB4gX72IuRQx+1PKRJhTQyN7ePGR3a7j7Ew4HvEuPBNyrLLZeu62xP2OeAzZts+x25OO/fQrwOz4V9VYP1JjNySNxLgB0arD+Dkb1cPlcSl3zeXPvupfUMbZ6TNSjuoXQ28D90aIgTqrdMX4nm5bH8azpRVslu+0MNtj1wZSK9xv+r7xHQq0cnOm6EsxnRdzq03akFGXThUBwd2Fd+P61kxrVX0y5zBftw4MMV45f/IXGiknFEZXiD8Efmwp4PLNFk/cWBc3Jhjm2y/rSC+C2kSTfhDp23Wbl9DlUIsxgjCyiH59ZZi/ob3LspGW85hftmbrsfaSHuTrSWazp2b24bM/PptkKYpRg5xul+JWE2Z+QQLSMqxZvEy4nW25W6LTOyMO7AQSVhDs6tX/uOv6ZBoTuF+3gu3MEl+3lhs+0VrP+uFrc/VPDdbwJWKwl3XC7MR5usa0RLiuz6p9Dk4U8u/CpNtputnFxItaE5dqS+a/6JVY9vhW3nK382abDe9Mw6j1Of/+3bIMyiueviyCbxmNdqms6Fn5ELO9SpY9Rkn7MK4lz1Na8f6SPto+kDq9z6SwIXZLb9BCU3PLQ5DnAKm7++Z7R7PlqIY+11LBXyLuI3Ivvw/XHgdRXCfSC3v6Z5XRvpcWZu+z+iuCy2LtEYY0/g1ILj0DBvbOdYF4Sdlwk7tyStdjwfTp9ltzmr4PMliIfM2fUupEkZm96Ui/LneFrVY5EL1zAvLgg7iQpDKLSRXk/MxenHBet8KbfOP6pco23EZVZuP80exjZ77V+WtnL7nZtZd17Jumfmtl34YDOz/oaMrEh3mlSmE70rs+veV5aGGfnAqUr+m78v/hHlQ7esSfQKrYW5A1ikwbrTCuL0FCX5NCMbEv22C2ltbm4fMzq03VWpmDem9begvqK3WblhSu7YX1dxH0tSP8/EJU3WPSB3XE6iJN8hHgxky0yP0/wB4Yh0SsV6hlGcl4Ma7Lf2up7Ifz5CkwZIJfuYkdvmUAfiPZWRec4xRfFjQMtEeo3/V98joFePTvTISpwDOrjt/CSkox6LvcF+mv0QVH01HXusYP0/tBC//A+JA5+pGHbF3HF8gmqVrmtSX1H0DA0q9Cgu2P2kB2lvVis/sERF+uyCuG6cW++Huc8bVhznwhn1raOubyHuj1PQOrNkfzNz26hyXj+WC/OXivv6bC7caS3E67n8MS7Z19xc+H9R0iuF6Pabn8jnDgp6ReTCLUp9y/sLu5BOT85sf17JukMF6XOLCvvIT57Z7Mbhbbl1r6OFhzgtbPdbLYT9fibcglavhSbbfVEuToUte3Lp+6/U97ia3SDMNrltv6dJPOa1mqZz4Wfkwg91Op0W7HNWQVqs+hqRzgcxfaRtv6KVY8vYrEyfDyxdcT/5iXv3aSGO2bzuQZo8tG/jPM0cRXp0osV3pQf8rRzrgrDZa31uk/W6kg+nbWe3Oyv32cqMnNzxj2Xnit6Ui/LneFrFfWyaC7dzp9LdKM7BMoyc6+Rtmc9fR/1DwnsoeWg+irjMysWjU69ZJfudm1l3XpP1Nsht93qqjRG9T0GcZjZZP1/+f3+FfUwtOI/eZP1VqK/EPYeKFYjEBNHZ/RSWKSi+5/p8he1Por4l7t1dSGtzc/Ga0Y00XTEu2XLD0zTvLfytXLxLJ4Nl5DjujRpeTCWGo6mtdxO5XmtN9rER9S2cv9Bk3XyaqFzPMIpjXBtiqGqecR9Rab1dC/uYkdvG0CjjbIzsofJ3Gj+8GsgykV7j/5Uf20rGr+Vz7x/p4LYfzr3v+BiHffS9UYR9jGgtUcW7qB8nfZa7zysL5O63E93XahYBdq+4Tye6lfXaSmY2Lfd6sZm91swOJMbk3SUX5lh3v7T2xswWpX4MxrPd/YwqO3d3Z3iMboD1zSw/LmMjJ6Zj3m35sWO/VjHcT4hhMGreZGZVr8e52WPchh+5+8JmK7j7ncTY/1mHufvjJeGeISaYqnmFmVmj9dv0+8z/a5vZKg3XHOkcd7+gbCWPeSpuzix6ZZPVP5h7/zlvMMZjiz6a+f9xosVKVT/O/D+Z4fErR8XdbyEqt2oajYG+Xeb/OelVs22DNLFd7n3V8dIBfliWpsehgUsfAO5+FTGues3mndr2ADnMq48Fnz1PtwJHtbCf7HlajhhveBCcBXyBGOZmUHQrH24olUcuoH4OliOICcCfaBKuX+Widq3c5e2XcvdHiOG5nsks/pWZrZXKTsczPKa8A/+TyjET0R6594ekslmZo4jK4VJmtiTxAKvmNqLnYlPu/jT18xmV2ZuoPK35aroGSrn7H4lhBGt2rrjPx2k+H0xt+88RjQVqXpDG7B+vsmXvRYkeiI0cQVRa1+xTYfvZPPEJonFhkXcSLetrvu3uT1XYPu5+JfGAoqZqmoDR1TNU4u4L3X13oqHWvWXrEw389gDmmNn5Zvbqrkaw2KHU12dcCbzT3Z9tsP54LBPJGKDK9ImrUqGhzW11ctv99DDRWqFd/yirJMzIZ9zHt7CffMGg6o/AVVUq7LvgUOKHLvu6kagsPZiRk/qdx8gb2k2pn9Dx5BbjcHbufdWJc//Y4n5aZmZTie7vNbe4+0VVwqZCxuzs5oDXVNz1aL/b6RXXuzn3vtLNPtFKpGZxoktfS8xskpkta2YvzD/QIVrMZ720hU3/tXyV52UfJhRWJpjZZGCrzKK7gVYmFy5kZosQLe1qTnf3x6qGd/fbiHHhazo54XS2kvt1qWLoeWY2Bdg6s2gOMZZl7WHuihQ/nMhWzF/j7q1MUHZaC+sOigOIPLTKK5sWBiJ9mNliZvYCM1u74BrNTvbXyvU5VlTKg81sDaKXS82pXn3CM4jx5LM3pIMycfw2RD53mZmNmKC917qVD5fsczNiiL91M4tnuvuHKjzY61e5qKqbqK8I+7yZrdjhfbTM3S8hxm+uWZ4ogx/N8KTiAIe6eyu/9ePNFpn/n6Ni+kp500kV97EJ0Sio5qSqldxE2bdqPph9yH4/8SCvFdl7w6rXyfktPCzNNzrp+4On0bCwtJmtXvC7nm8E0fC33d3/Q/29xq5mtnSj9c3sZdTfE/82PUArkk0TTgzn1Yps/rlJupcrM9p6hpa4+y+Ist8HiDL30xWCbQGcb2bv7mbcsszsk0RP1JrbiR5rheduHJeJZAyY0u8ISM88mHu/bAe3vVzu/YjCgpktRUw6UcUd7r6gbCV373TL1LwrWijEFbm8hXU3zvy/kKgkqupfpK5xBdtqppX49cOTxNPirxY8ic7/0N2bCmVV5Qs5L6oYrhfH7OXUx+/CFsP/k/on9BsDf64QbjTf7ZEWWmvlC0PXtxluGQrymqxUmN2Z6PnxKqKwNblZmIx8b55mrmth3WxPnmUarPOy3GfndaiF9KuIcXhrbm/xuoH4LVk7/V/1uqniH0RrMYiHJVtQf4O7GcMPUO4nhux6zszOJrpdQ1ScP5+OUyu3bOvOVlql3+buD7Sw/qC4bxQPSXuePsxsPeC9wLbEUC5Ve9K0cn2OBQuJOSuqyP/+3dnGeXqY4TJZJ6/jvK+7+8yiD9L1uQpxjX4A2CF9NJ24ed/B3Vv9/eukbuXDhczsLUS39to1uIAYS7dqC7t+lYsqcfcHzexvxMStAC8B/m1mRxKVrZeNssw9mrj9yMxmMNwqOt8o5Z/E2Om9tJe7z2o1kJkNEZPKdlq2kceN7v5QC2EvbmMfrYSrpa+bgfWarZd6sGUfDNwMrNViZ8ds75S1zWxShcq7dsuJ0LisOJDSg8gdgF2Jh3wvJVqdV1H2234YsFP6f0ngPdT30M7Kt1w/ssl2s/nnncDyZtZKOSN7nzqVmBz31gbr1oy2nqFlqZHfUcBRZrYYcS1sRtwrvpaYsDRvKvBrM7vN3c/vZvzM7J3EcGU1DxGT8M5vEmwslYlknFFl+sSRr0zvyI1oqqxaLLe4qAJiF6oX7tahvst/v1TpCtWp8NlWB/Nb6Ubs7gvM7Bbixi+/rWZG+/06aSHxQ3Y/8XDgHOC4JpVZL8y9b9Rtr6qqFTi9OGb583dji+HzldO9SA/5gn8z+QdlVcPmwy1SuFZiZjsDPyPGrWxHKzcvrXz/bIG70W9wvktvKzdhzeSvm0+mV7s6OaTXnNz77amvTM+2MD8zc+M6h/rK9O9n1tua+nSS30czg5Q/9krP0oeZLUd0b96bkS3TqhhTlQsVPNSk+3Je/jwdQmtDHOT1ZWi+dFN/S3qdYGYfZXgYhKWA2Wb28iYtCbutW/lwkW2JbvW1h72PExP/tjLkTb/KRa34NFF5U2uEsxLw+fR6wMzOA84lhky4tMfDbO1FPIxdK7f8IWJc7NJGPuNVutfL5rn5HoZlbipfBYiHa1nt7KdpZTpx/7tk5v1mlFd6NmNpm/eXrNduORFKyruDxMy2ICq82+1dVPbbfhoxEenq6f0+FFSmp96Ne2YWXefu5+XXy8jmn1UqwsusUGEbfS1npmFszkwv4PnW/HsSQ8Jkz8UiwC/NbHq3HgCY2ZakSdjTomeAd7j7NSVBx0WZSMYmDfMyceSf6L2scK3WbZB7/7C739Whbfdb5e7tHQifbd3fzo1jtpC2dBoSocxov1+79nJ3y72muPuK7r6+u+/u7j8raRXa6R+6SkOGtDLkwSjke3q0mh7yBfaqD85G891a6U5Xp8WueJWY2d7EkAnTRrGZVn4fO/0d8l3fW2kB1kxfrpsq0u9GtrIqP2569v2cBv9vnYYqKQqzkNa6cvcrf+ynnqSP1NrrH0Rr5HZ7mI238msr6W1gr+PRSF3Qs0PcrQl8pE/Rge7lw0XWor7X1O9brEiHMZAu0rwhWwBFQ9etQDwYPZjokTffzH6QuvB3nbs/CHyn4NVYwcgAACAASURBVKPP9mlIxEEy2nm3qlYkd7r8W6QbFWVVrpWOl3UHjZntRFTMjmaYrqa/7emhVra3zqYNhgV7G/WNiRq2Sk/3zA2Hi2lTlTQxcOVMd7/O3b9I9CbI59MbEcOxdZyZvQT4A8MNNGuTD8+tEHzgf/tk/BpvNyPS2D9z7zs1mUR+O2VPD6VcO0988xUS42Xc+kY63Uqj20MGjUar53KQv0vXpWEjfkn9cbgG+CJRufpiorXF1OwDHaJl4KDq1PU86NdNtmJ8s9pYmGa2OPVj/z+/nrtfTYxlDNHaLDsxZXYMzMta7JY+EfUqffyAGFKm5ilikrk90/JViHM5OXeNtjqu7Xg16NfxaOQrPN7Tl1gU62a56iLqW7a+18x+1uJE22MiXbj7v919c2BH4BhiSIUiqwD7ATeaWZWJBkcljd/+lYKP9jAz3S/X61W5tBv76UYr70HKQ/siTdj7G+qHi5oHfJMY2uklxMOSxXK/6/l5sqqoMhFpdtkzNJ/IVmkiJw3d+RZGDqe5Q8Hqo2JmqxATj2crxQ909xMqbmJM/PbJ+KRhXiaOC4lhEmrnfC0zWz+1EhmNfOvBwm70ady/WaPc13j2EMPdG9sZzz7bFevRHneN7Yd8q/V1xlHLoXyFX6vpId9FMj/E03j3OerHZvweUSgruynrdKuU0cin73xrrU5tt60xWbtoDvDx9H9twtE/EZNi1m7Qbnf3/NBH/2C40m174NxUMTI9t21pruvpw8zWBN6fWfRfYDt3rzJ3wiBdo430otItf562rdh6ayzIz93xCjNb1N2f6fB+qpynbuXDRa4jemrMAV6Qln0MmGpmH67Yg2tMlYvc/QzSBOTpIfiWRJ7/BoaHcICYQ+MIM3vc3Y8fsaEOSA8tjqZ4vOBtgS8D3+jGvseI0c67VXVYrk6Xf4vkr5Oj3X2oxf3ISB+lvjfPCUTL4rK8u+XfdXe/zcz+CrwpLdrDzA5096cBzGwt6it9f+/u9zXZ3pNm9iSR1wCc5e4zWo3XeOPu95jZidQ/mCgbRqklaU69P1P/UOWn7v69FjYznstEMuD0pH2CSGNT5ieNeH/RulWZ2bLAO3KL/ziabU5g2XHT1kgtMStJ3dOyP0ITYazfu3PvO/rj3mf58/fiFsOvn3s/EdJD1s6Z/28APldxfL/8+Lj9lB8qq1PDcg36dTOX+tZG2+f+Avy9IFx2YtHauttS37qklclHJ6pepI83UX9eDqxYkQ69u0bzYyO30vCkmxWuNYN+HY9GvhXcJBp34a47TxWHt6upcp66lQ8XSr1stiEeMNXsA8xKE/qVGbPpwt1vdPdZ7r43Mf7tdkB+fOPvVTwO7diP+rLDRcA9mfdfNbOturTvgZcqKbNDrqzb4iaqlmPzabgb+7mfGPatZsxcJwMue/08DOxT8SFou7/r2XHSV6C+PmJv6uu4mk08WpO93pUmhl2Re9+xyd/Tb/Zs6kc5OIWYW6MVY/a3T8Y+VaZPLD/Pvf+AmY1mEq+PUD/56GXuXnnmdalzaeb/ycSs2lVNp/48XNpoxXEkP2xRvofEWHY10SWxZvNGKzbwmtz7iZAeADCzJagvmJ/Rwpjs+ePWT9dSf+O6ZYe6mV9CfQXUQF03aRiWyzKLtsv9heIW5tllm6d0kA3zNDGpXbeN9eG1epE+8pUdf6sSKLVoX710xWGjORf5cXpbqSDPzyPTDeP596+o4rzRhOxtnac0BneV1pDdyocbcvd/E62zb8ss3hM4rsLDgl6li67mcx7OBF4PXJX5aHVaKxtXYmabAAdlFj0I7Ar8D8PfdTJxDvLj6E8k2d/m9dIk0lVt2sY+WglXm4ujtPI9jbl9SWbRJqO8F5aQ/W0/NzXiq6Ldsvdp1M8Htw9AyqP3yiyfR3EjjLxs/rm6mb20zXiNN/l7qE5OCH4YsFPm/fnA+9qYS2s8l4lkwKkyfWI5Bbg9834VYiyzlqUb2y/nFo9m5uSJLt9rYPcWwr439/6CUcZlLDiH+grn96SZ28e81AIoWwG+rplVuoFMN9u7ZjdHDPE0UbQ1eVWqfH1756PTnjRM09mZRatS3+qn3e0+Rn162MzMelH514psC/KNUvf/Vzf4HAB3vxW4Nb1dFNiK+sL0P929UYVcJz2dez+m8qQepY98t/2qN2bva3E/2XPR6nnI9+apdFNtZi+m9ZaULUsVrndkFu1sZit1e789slnu/RPu3mhSwbbOE/U37w11Kx+usN+biQr1mzOLdwNml5RzelUu6kk+l/Ls3+YWT+vkPlIl6onUj7m7t7vf5u5/Aw7NLH8h8KtO7n+Myd5bTALeVSVQqtzctXTFcAnwbOb9Li3MG7Ar1es1spWrizLyPkpal/1tr1r2NtqcFyPlz9mJSLczs3WIuRjWyiw/qmLlbL7CfaideI1DL8m9bzTHRUvM7OtED4Ka64G3uvtTrW5rnJeJZMCpMn0CSU/jP5tb/HEze3cr20njW80mJgir+QcjC71S3SnEJGw1e6UHFk2lFlYfzCxaQNwYjGupxcMxmUVrAQf0KTrdcFzu/Vcrhvs4w+OtAvzF3e9vtPI4lB9vMz/kTSP70/nZ4Efr8Nz775rZYoVrtuZ/M/8b8IMBm1wt28rcgK8TrQIBrk2TIpWFez/1575X46XnK/0GaeigqrqdPlq+RtNN0X4t7id7LlZqcXiIq6hvjVWp8pWYr6FXDsv8vxTw3R7uu5s+mXvfbHimfPfz0vOUKpc/00J8upUPN+Xu/yGGfMkOgfR24HeN9t/DclEv87l8pVynx84/HHhR5v1P3f3UzPsvUd/q8S1m9qkOx2GsODb3/kAzqzLx394Uj0U/QkrDv88sWovoIdCUmU0FDqyyj+T/qO+F9VVVvo1a9re9atl7T0Y3fNaRDP9WG5HWsuN7L6T6A7DfUj83wCdSY44xzcxe3u7wWKm+J/8gbG4H4rQ39fe1dwNvHOX96ngtE8mAG6QbaOkBd59NTLJTMwk4xsyGqoRPMy6fRv3QE/cTY6ON9S7ufZMmRslOrLQk8JtmN23ps2OJH42ak9z9vw2CjDffpv7G6htmVlrozjKz5cysUuuaHjua+hvWt5rZR5sFMLNNGdnT5Cedjtggc/cngFsyi95cVhg2szcDX+lqxNpzGnBl5v2GRF49tcH6dVJeXeR44N+Z928Aft7KeMNmNsXM3tviGMVVnUv9dZ192NusUjxb6ZZ/QNyr8dJvob5V3XaNVhxg3U4fV+XeN63YTL1GTqT+IWEV2UrIRYhJbCtJLfSzwwBsaWZNuw2b2Xuov4nvtp8QZa+afczsi61swMyWMLOBaJGZ0sz3qZ80DppPXH8B9a2kP2JmKzfZhwE/prWheLqVD5dy9/lEhfrVmcVvAv6YrosivSgX5ec42Lbidl9jZju2EI9JjMzLq86vUGX7H6K+F+i/yD18SI2Q3kN9ReEhZpbtLTUhuPs1wFmZResDP2wWJvVsarXXcn5I0u+bWb51bN6PaaFXUOrNNiuzaDXgD61WqJvZ1mZWteJ4vMv+tm9sZts0W9nMNgN+OpoduvttwF8yiz4IvDXz/q/ufgcVuPsjwPczi5YA/pRau1dmZtPT0FGDYn/gajN7d6vlOOJBxGqZxQ8Bp48mMma2E/UV348BO6drcjTGVZlIxg5Vpk9Mn6B+XLopwK/M7M9mtk1RKzQzW9nMPglcRxTuax4H3tSBTLBlZjatzVcr46720heo77a8NTDXzKbnVzSzjYinw9lz8SDxozkhpDT38cyiScDRZnaCmb2qUTgzW9LM3mxmRxHDHg1ci3Z3f5SRlUw/NbNDLSb+fV6qhNgLOIP6Byu/Td2UJ5qTMv9PBU43sxEVaWa2rJl9E/gdkQfe16P4VZIeTu5B/XjBuwAXmNkbGuTTk81sWzP7FfUVQNntLiQqB57ILN4XON/Mdm7UgiWls9eY2cHEkCrH0trEjJWkByLZloDZLt7Nxr3MVphnwzxGTCbXdWmIpuy+tjGzI81sezNbL/c7NJCt1nuQPv6S2/ZeZvYDMxsxhrXFhH/nEQ8lnPobpTJn594fbWYfSDe66+TORdFD66Ny72eb2RsL4ri8mR0E/CYtyre874p0478H9S3ov21mp6cKnsKhEcxsqpltZ2Y/Jcbl/kGXo7pck7LYy1J+9Xmiwjj/m3e6u5/caMPu/iCRf9esQOT3I4Z7sXioeiqRlp+lPg021K18uCp3vxuYQVT01uwA/MWi1WB+/V6Uiy6m/nh8zsy+lK7/dXPnODv02kuBv5nZ1Wb2xXT+G6XTFxE9NrfILL7M3a9rEq/KzOzlwI8yix4Ddk95eB13n0d9D9BFgROL8qwJ4BPUPzD+mJkdm/89M7NJZrYrcZ+yPC3ki+4+l/oetisCZ5nZu/LXm5mtZmYnAB9Oi1rJfz9L/YPjLYArzGxfM1uyQRjMbH0zO8DMLiUeLryo0bpjyKpt3EtPy+VBJ+W2ebKZvTW3DDNb3Mz2IxpHLMPoy97Z3kOrUD9kU5WJR7MOpv6B0XrAv8zsc2bWsPeqma1lZh8zs7OIvHqQKtMh8t7jgdvN7BAz28IaDAGWynJvIfL5XXIfz0z3p22xmHNiNvVlwwOA+1tMdyPmaxhDZSIZb9xdrwn4IgonZxM3qPnXXUQB6Hjgj0TF+7MF690MTO9hnIvi2s7r8or7mNVi/Gbkwg+18R13IoZ7ycf5auBkorByZcHnzxBjjTXb9rRcmJk9Om+zRntcSrb/nQbn+U5icrvjgBOAvxKtmhbm1vtn1bi3Gb+Zuf1NG8Wx85Q+zkzf68/EA5j8OtcCK3QrXin83EzYee1+p04fR2BlonCePybXEYW4ExgeW7b22b3E0CCV0ikxlmJ23Rnd+v7EWLlPF3yf+4kHKMcR+cJ5RIVA7fOHSrb7NqJCKb/dR4mbidlEhehpxG9AUb60WCev5UzcvlawrwXAsiXhrioI9+cW9jsvE25um3HfvSAORa+2tl+Wnpql2xa327X0AXyjwXbPICql/wD8J/f5obSQ5xAPVK6peC5GXL9EhVlRerohXW8nMNyLovbZSfnzURLHyt+nyTY+kq6NovxhDlEpVfutuIqRZbm7Onztzqx4zMteFwDLVNjfugXpdCEx9v/xRLkpX2b6OC1e63QhH85tZ1bJ/pdL3yl/jArzRLpYLkrb/2XF8zgzE2ao4POHiN/jU4ghan5H8XX7NLBph9LoEgX7eF+FcPnv/JsOXzuzctsfanM7+eNclrbmZtadV2H7+xWcnwVEfli7b/xv5rNnC+I0s2QfKwM3FeznjrT944lrLZv3nU706qyU/6b9rEd9XpCN88UpPR5DPIg7N6XX/Lo7Ndj2tFa+c8k5nNHhtDa34Hu08xrKbHMq8fuYX2cecX0fRzR6eDzz2RNEhW1bxyntdzLxALAor5vSxrFZGbi8YHsLiaHFfk+UU05Jx/GegnX3bbL9ytdmh871rAbn7qmUxv+Uvk/t9+uRBusfA0xqsp8ZjdJGk2ui3VfDNMKAlYn0Gv+vbnTRljHA3e+36Lb8FWKcz+wTylXSq5FniELlTHfvSSusicLd/5pav51E/RjOG6ZXkYeIFjWj6no1Vrn7F83sGuAXRCuHmlWpNpbng+Wr9M1ewAPApxlubTuVKLQ0ci7wNnd/oLtRG0zufq+ZvYOo5Mumh5dSPEHd3cSkcgPZyszdf2tmdxMFwGy+vAIjh0RoZbu/N7MtiXEiX5z5aCmiV0yZR6hvAdJJc4hKuaxLvPFEhNlwLy9Y1jPufqKZbU7rY3wPlC6nj68T46RmWz0tReP0fDhRTqk8XI+7u5ntTtworlW2fkH4Z1LLyjlAtjfbeumV93uiVdT/FnzWNe7+SzO7kbgZzucPVYYZGrTfv8eIBycHuXvp+NjufrOZ7UlUrtVaJE4iJjLNT2bqwJfd/Wdm1lIvvm7lwy3s/yEz24GoAKj1tHoNMMfMdsz/3vegXHQAMVxOlbygmWUpH4LpAWA3d794lPuq+Sn1Q/38yt3z44EX2Q/YEnhFev8+M5vj7r/qULzGBHf/ocUwQ99kuFw6mTg2eQuADzCyp1DZPu41s+2I3mjZ/HYNisdfv4h4kN102JmC/dxoMSTHb4ghzWqmEK2Ly1oYLyDyrAnP3Z9OLdH/Qf3QIGunV95jxHjc/y74rJX9Lkw9avJzSx3tMUxTq9u718xeSwxFskfmo0nARunVdBOMnFein24h0mm+zm8q1VrQPw0cBHzTq03k2lfjsEwkA07DvExg7v6su3+VaNlzKDC/YtCT3P3TqkjvDnc/kyg8/oDm3dofIMYIW2+iVqTXpBuhaUQlzbwKQf5DdP97PVGROpA8fIa4aT6d+gmT8q4hWldvPVEr0mvc/RyikHgaUbAt8gAxNucr3P3SXsWtHe5+FpFPf5lIu808RLQYfkuF7f6LqNTcm2hd3OhYZbd9CjFp1KpVKrvadCHReimrSqV40Tq9Gi/9eema3ZxIXxcT+Xi3jlXXdCt9eAwlsxvwKaInXCMXAO9y9w+3cxPn7lcTFV8fI/KCeQy3Gq4S/t/EeTyOaJVW5AaiJdQ73P2pBut0lbv/nRhq4DNUq5i4m8gj3kF5xUA3PU206ruCaD03BKzm7t9oJW/xGApmayK9NHIOsIO7f6fdyHYrH25h/48SvRezedrGwJlWMFZ8N8tFHvMKbAu8k7g+riUqkJqVUU4G3pvWrzK3z53Evcl67t6Rh6IWcxvsnVn0b2LoklLp+t6d+iGCflo0rNB45+7fJq65RkOoPUeUWbd091+3uY/bgOlEGshPRFtzJ/HgfWuPYZ/a2c997r4TsD3RU2PEUD85TxMtkvcH1nT3c9vZ73iUfjNfTVRkNsoLHgN+DWzk7n/t0K6PpP432ml9iJfhwO5PuPueRP46m/IHJguJ4Qm/Bqzr7seXrN8z7v4NolJ5LyLvvb1i0DuIa29Dd5+Zym1jwhguE8kYZO6V7ilkgrCYSOWVwAuJSTCnEC2i8+NmfcXdv9Xj6E04aXzAzYGXEF3PIIakuAG4cCz9uPVSGm9zY2AlYrzGZ4nC+K3AtV5xQppBYzFe+tZEy5wViALe3URamNfHqA0sizkStiLytClE5d1twHldrAzuqnTzPp3IE5Ylbu7vIio0rmo3X0jjGW5BtFxckXjg/gjxoPU64Max0DJFuqMb6cPMFiFaEG9E5NWPEBUkl3kf5mJpJI2XOgNYE1icqAy83t0v7Ge8iqQ8b3Ni0tYViIqtR4h87zrgVh+nhf/0278lUXlQGxbiUne/qQv76ko+3C2DVi4ys7WI3mLTiGFsFmW4THNVipN+bwacxXwEryFaIz9F/B5c5O5VK+2q7GMx4uHNOkRPi7uIdHtup6+ztK/XEOlyRWAxIl3eQ1TMXdevB6djSSovbE0cx8WI63o+cI7H3Did3NcKxG9ybWLoue5eaWLkitufQpRT1iXSxJJEg4/7iWGyrk0PGMcEi4mxX0pUOC9HfJ+nGC7PXTFW75OLTOQykXSfKtOlVJq04Qiiq17WB9w9P0mXiIiIiIiIiEjXmNnHieGbavaoOHSTiMioqDJdKkktpI8humjWLCDGZv5zf2IlIiIiIiIiIhONmV3B8PAcDwBrqPeAiPSCxkyXSlJXy/cT46HWTAFmm1l+kicRERERERERkY5LE9Vmx7mepYp0EekVtUyXlpjZosDvgDdlFt8HvNbdb+xPrERERERERERkvEt1EhcQk55CTAT6Ene/uX+xEpGJRJXpIiIiIiIiIiIycMxsVWIy06nA+sDniAmna45296E+RE1EJihVpouIiIiIiIiIyMAxs7nANg0+fgjYwN3v7F2MRGSi05jpIiIiIiIiIiIyljwJ7KaKdBHptSn9joCIiIiIiIiIiEiJZ4D5wN+BQzVvm4j0g4Z5EREREREREREREREpoWFeRERERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyXURERERERERERESkhCrTRURERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyXURERERERERERESkhCrTRURERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyXURERERERERERESkhCrTRURERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyXURERERERERERESkhCrTRURERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyvY/MbJ6ZrZT+P7+L+5lhZq9tM+xUM/u7mV1uZru3Ef7tZrZBG+FWN7OT2v28HWY2y8x26cB2ZprZ/i2s/8XR7rNk+381s4fM7LQm6wyZ2cyC5TMahTOzI4vObdrWzxqEeayFqJfq1DnrBDPbxMx+0of97mZm15rZNWZ2XO6zZcxsfqPzIfWUJzcNpzy5Q5Qn90Y/8mQz29rMLjOzBdnjYGbTzeyClE9fmb12zWz7FOZyMzvXzF7cyziPJcqjm4ZTHt0hyqN7o0959GdSmflKM5tjZmtnPluYrtvLzewPmeVmZt82sxvM7Doz+2Qv4zyWKI9uGk55dIcoj+6NPuXRQ2Z2byYv3ifzWeF5N7Njzex6M7vazI4ys0V6FV9Vpg8Id2/rB6HGzKY0+XgG0O72XwUs4u7T3f3ENsK/HWjpB8fMprj7f929YUZS9vkY09UfHOBQYM9Ob9Td93H3azu93UFScl3VcfdL3L2nBWwzWw/4ArClu28IfDq3yjeBs3oZp/FCefIw5ckdpzy5TYOeJwO3AUPAcbnlTwD/k/LpnYAfmdly6bNfAu9z9+kp3Jd7FNcxTXn0MOXRHac8uk1jII/+F7CJu28EnAQckvnsyXTdTnf3t2aWDwFrAi9195cBJ/QstmOY8uhhyqM7Tnl0m8ZAHg1wYiYvPjKzvNF5PxZ4KfAKYHFgn4J1umLCV6ab2TQz+3d6EnV1erKxg5mdZ2Y3mtlmab3NzOx8M/tX+vuStPwzZnZU+v8VaRtLNNjXimZ2etrGYYBlPnss/V3NzM5OT2KuNrOt0vKdLFouXWFmc9KymWZ2uJmdDvzazFY2s5PN7OL02tLMpgH7AvulbW5VtF6D+L4A+A0wPYVd18w2NrOzzOxSM/ubma2W1v1g2tYVadtLpCfGbwUOzYSfa2abpDArmdm89P+Qmc02sz8Cp6fzcnX67MjM06l7zexruc+HzOyU9LTqRjM7JPMdPmDRkmCumR3R6Klixg5mdk4K8+bM9p8PZ2anmdmMRucldww/aGZ/MbPFzWwPM7sofY/DzGyymR0ELJ6WHWtmS5rZn9L2rrY2npjnufsc4NFRbGIpMzspXSfHmpml75Y9l3ulY3YW8Hx6MrN1LFrjXWxm38xu1MwOSMuvNLOvp2XTLFp9HGHRgu90M1u8SiTN7Ktpe1en68JSmrsss856ZnZp+r9RWp5rZt9J3+VTDfa1a9rPFWZ2dlr2/JNuM/tzJs0+bGbvT+f70Mx3/nDVE9DEB4Gfu/uDAO5+TyaOGwOrAKd3YD89Y8qTlSfXU548kvLkkfsaiDzZ3ee5+5XAc7nlN7j7jen//wL3ACvXPgaWSf8vC/x3tPHoJlMerTy6nvLokZRHj9zXoOTRZ7r7E+ntP4EXVgj2EeAb7v5c2sY9Jev3lSmPVh5dT3n0SMqjR+5rIPLoZhqdd3f/syfARVTL1zsWqQn9AqYBC4gnGZOAS4GjiB+DtwGnpvWWAaak/3cATk7/TwLOBt4BXEK0EG20r58AX03/70zcQK2U3j+W/n4W+FL6fzKwNHHDdTuwTlq+Qvo7M8V38fT+OOB16f+1gOsy6+2fiUfheg3iPAM4Lf2/CHA+sHJ6vztwVPp/xUyYbwGfSP/PAnbJfDaXaBEAsBIwL/0/BNyR+W7TgKtzcVkb+Hf6+/znKewtxE3oYsB/iBYEqwPzgBVS3M8Bftbku84C/prO6XopPoul7f8ss95p6bg0Oy/7Ax8H/gBMBV4G/JF4Eg7wC6KV2vPnPv3/LuCIzPtlC+J5AHB5wesnVc5jg8+HgJkNwj1MZEqTgAsyaWcusAmwGtEab2VgUeC82vFK37/2PT/GcDrfETicuM4mpWO6NcPX4/S03m+BPUrO2S7Z45/+PwZ4S/r/zMz2vgN8guZpeS7wi5J84ypgjfT/co2OMbAxcCWRNj8EfDktn0rkF+sUbPucBud3h4J1TyVa1ZxH3BTslMmX5hLXwRBN0v2gvVCerDy5/vpWnjwynPLkkfsdiDy56DgUfLYZcB0wKb3fCrifSN/XAss0+679fqE8Wnl0fTpXHj0ynPLokfsdqDw6hftZbfvp/YK0j38Cb88svx/4UvrsL8B6zbbb7xfKo5VH11/vyqNHhlMePXK/A5FHp/N2Z9rHScCaVc97OgaXAVs1+66dfFVu5j/O3eruVwGY2TXAHHd3M7uKuAAgEszRFsMqOHGycPfnzGyIOOGHuft5TfazNfDOFO5PZvZgwToXA7Wxfk5198vTk8Kz3f3WFPaBzPp/cPcn0/87ABukh2sAy5jZ0gX7KFzP3cue8L0EeDlwRgo7mUjsAC83s28BywFLAX8r2VaRM3Lf7XlmthgwG/i4u//H4ql01hx3fzitey3xo7QScFZtm2Y2G1i/JA6/9Wh5cKOZ3UJ0GWnkNTQ+L3sS81olkAAAIABJREFUP1hvd/dnzWx7IvO5OB27xYmWaXlXAd8zs4OJjOKc/ArufijRzaVXLnL3OwDM7HLimjg38/nmwFx3vzetcyLDx3lL4kcU4kfg4PT/jun1r/R+KeJH/jbierw8Lb+U4WuwzLZmdiCwBFHIuIb4kT8S2MvMPkP8sGxG87QMUNbt7zxglpn9FjilaAWLMQOPAXZz94fNbEdgIxseB23Z9J1vzYZz962qfV0ApqRtzCAKBeeY2cuBPYA/u/vtmet8LFGerDy5RnnySMqTRxqUPLmp1EroGOD9KV0D7Ae8yd0vNLMDgB/Qwy6qbVIerTy6Rnn0SMqjRxqoPNrM9iAqzbbJLF7L3f9rZi8C/mFmV7n7zUQl0VPuvomZvZOomO7Y70KXKI9WHl2jPHok5dEjDUoe/UfgeHd/2sz2BY4GtqsY9hdE+h2RxrpFlenh6cz/z2XeP8fwMfomcKa7vyNldnMzYdYDHiOeFpbxph+6n21mWxNPd48xs0OBh5qEezzz/yRgi8wPEAAFlWmF61VgwDXuvkXBZ7OIzPWK9AM8o8E2FjA8vNBiuc8ep7H/BU5x9783+Dx7DhcS562dWsT8cXbq4wzD8baC9WuuBqYTFZy3pnWPdvcvNN25+w0Ww3O8CfiumZ3u7t/IrpNutt9XEPxs7864VkXHNq9Zui76zIDvuvthdQvj2srvr7QrVCqQ/IJoGXC7xYQjtfN0MvA14B/Ape5+v5mtTuO0DM3TIu6+r5ltTlynl5vZ9Fx8JhNjKn7D3a+uLSZaNTQtjJnZOUSrjbz9C9L/HcA/3f1Z4FYzu57Ij7YAtjKzjxI/5oua2WPu/vlm+x4gypOrUZ4clCePpDy5Pj69ypObbWcZ4E9EK55/pmUrA6909wvTaicSrcgGnfLoapRHB+XRIymPro9Pz/JoM9uBaGm+jbs/f+w8huDC3W8xs7nE2No3E2Xtk9NqvwN+1Sw+A0J5dDXKo4Py6JGUR9fHpyd5tLvfn3l7BMMPK5oys68RPQm6OtRM3oQfM70FywLz0/9DtYVmtizwY+LJ7IrWfPbds0kZhZm9EVg+v4LFrOL3uPsRwP8Brya6n2xjZuukdVZosP3Tie43tW3VLoJHqU/AjdYrcz2wspltkcItYmYbps+WBu5MT52zmWF+3/OIp5gAlSbZMLOPAUu7+0EV41lzEXHclreYbOFdZQGAXc1skpmtC7yI+M7ziLHVJpnZmsTTP2h+Xv5FXMx/SJnbHGAXi7HaMLMVbHgG+WfTcSOt+4S7/wb4HnH+67j7oT48KUP21a/Z5S8EZliMm7cIsGvms/OAd6f/s+nib8DeZrYUgJmtUTs2bar9uNyXtvl82nL3p9L+fslwAbhZWi5lZuu6+4Xu/lXgPqLrXdZBwJXunp2k6G/ARzLnen0zWzK/bXffqsH5LSpsnQpsm7a3EvHU/BZ3f5+7r+Xu04hueb8eQxXpVSlPVp6sPLmY8uT+5cmN4rcoUQnza3efnfnoQWBZM6u1eHo9MQTMeKA8Wnm08uhiyqP7lEeb2auAw4C3ev08Q8ub2dT0/0pE69PaRISnMtwychvghqrfe8Apj1YerTy6mPLo/uXRq2XevpUKZWIz2wd4A/AeH+712ROqTK/uEOJp2nlEt4maHxJjEN0AfAA4qMmF83Vga4tJA3Ykun3kzSCeBv2LyCB/7NHF5EPAKWZ2BY27aXwS2MRiAoBrick5ILpLvMPSJB1N1mvK3Z8hLuSDUzwuZ3gm7a8QGc8ZxNhfNScAB1hMTLIukYl+xMzOJ7oqVbE/8AobnvSganznE+NIXQj8nSgUPVwS7HrgLGJMvH1TZnUe8QT2qhT/y9L2m54Xdz83xf1PRLenLxMTkFxJHKdaZnE4cKWZHUuMb3eRRZejLxFjtI2KxdPA2cD2ZnaHmb1htNvMcvc7ibHULiCO82WZjz8FfMzMLiYKbbUwpxPj211g0eXwJIqfWFaNw0PE08uriELvxblVjiWeIp+e1m+Wlqs41Myuspgo5mzgitzn+wM7ZtLsW4kuWdcCl6VwhzH63kF/A+5P1/GZwAG5J7rjmfJk5cnKkwsoT+5fnmxmm5rZHcSN12EW3esBdiMqJoYycZju7guIiaRPTt97T2Ls0PFAebTyaOXRBZRH97XcfCjRY3N22s8f0vKXAZek73YmcJC71yrTDwLelY77dxn8YbiqUh6tPFp5dAHl0X3Noz9pMVHrFcR1PVT7oMl5/19gFeLYX25mXx1lHCoz96Y9c0TGNDNbyt0fs3h6+ztiIobf9Tteg8ai+9o0d5/Z56h0hZntT0x48pV+x0VkIlOeXI3yZBHpB+XR1SiPFpF+UB5djfJo6QWNmS7j3UyLsfEWI57cndrn+EiPmdnvgHWpPnmFiHSP8uQJTnmyyEBTHj3BKY8WGWjKoyc45dGDQy3Tu8DM9iK6gGSd5+4f60d8qhiLcW6XmX2J+rGvAGa7+7f7EZ9BYDG23HLuPrffcSliZj8nxi/M+rG7d3USIKWV8WEs5m9jMc7t0nU2kvLkhvtVWhmHxmJ+Nxbj3C5ddyMpj264X6WVcWgs5ndjMc7t0nU3kvLohvtVWukgVaaLiIiIiIiIiIiIiJQY68O86EmAiEhvWQvrKo8WEemtqnm08mcRkd5SGVpEZHC1kkczqVuxEBEREREREREREREZL1SZLiIiIiIiIiIiIiJSQpXpIiIiIiIiIiIiIiIlVJkuIiIiIiIiIiIiIlJClekiIiIiIiIiIiIiIiVUmS4iIiIiIiIiIiIiUkKV6SIiIiIiIiIiIiIiJVSZLiIiIiIiIiIiIiJSQpXpIiIiIiIiIiIiIiIlVJkuIiIiIiIiIiIiIlJClekiIiIiIiIiIiIiIiVUmS4iIiIiIiIiIiIiUkKV6SIiIiIiIiIiIiIiJab0OwIiIiIiIiIi0j0HHnggd911F6uuuiqHHHJIv6MjIiIyZqkyXURERERERGQcu+uuu5g/f36/oyEiIjLmaZgXEREREREREREREZESqkwXERERERERERERESmhynQRERERERERERERkRKqTBcRERERERERERERKaHKdBERERERERERERGREqpMFxEREREREREREREpocp0EREREREREREREZESqkwXERERERERERERESmhynQRERERERERERERkRKqTBcRERERERERERERKaHKdBERERERERERERGREqpMFxEREREREREREREpocp0EREREREREREREZESqkwXERERERERERERESmhynQRERERERERERERkRKqTBcRERERERERERERKTGl3xEQEWnFgQceyF133cWqq67KIYcc0u/oiIiIiIiIiIjIBKHKdBEZU+666y7mz5/f72iIiIiIiIiIiMgEo2FeRERERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyXURERERERERERESkhCrTRURERERERERERERKqDJdRERERERERERERKSEKtNFREREREREREREREqoMl1EREREREREREREpIQq00VERERERERERERESqgyXURERERERERERESkRNcq081sTTM708yuM7NrzOxTaflMM5tvZpen15syYb5gZjeZ2fVm9oZuxU1EREREREREREREpBVTurjtBcBn3f0yM1sauNTMzkif/dDdv5dd2cw2AN4NbAisDvzdzNZ394VdjKOIiIiIiIiIiIiISKmutUx39zvd/bL0/6PAdcAaTYK8DTjB3Z9291uBm4DNuhU/EREREREREREREZGqejJmuplNA14FXJgWfdzMrjSzo8xs+bRsDeD2TLA7aF75LiIiIiIiIiIiIiLSE12vTDezpYCTgU+7+yPAL4F1genAncD3a6sWBPeC7X3IzC4xs0sOP/zw/2fv3sNsLev74H9/sgkYRQNBBRULNdgEo2K1pJZoScwlxvb18CYafBsDiSlJi4lpqyiaGl8NbxBzbI1ptoeACdVgxYiHRJGAGE8IiByDUkHksKUGjait7Yb7/eN5hr32MDP3zLDXrDV7fz7XNdc8635O96z1rN9a813Pc68p9RqA9VCjAeaT+gwwv9RogM1jmmOmp6r2zhCkn9VaOydJWmtfnZj/liQfGG/enOSQidUfmeTWxdtsrW1NsvDqcq+wHYDZUaMB5pP6DDC/1GiAzWNqZ6ZXVSV5W5JrW2u/O9F+8MRiz0ty1Th9bpLjqmqfqjosyeFJLp5W/wAAAAAAYLWmeWb60UlelOTKqrp8bHtVkhdW1ZEZPm29MckvJUlr7eqqOjvJNUm2JzmptXbXFPsHAAAAAACrMrUwvbX2N1l6HPQPrbDOqUlOnVafAAAAAABgPaY6ZjoAAADsCje97nGz7sKmtf2OA5JsyfY7vux+XIdHvebKWXcBgDkxtTHTAQAAAABgdyFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6Ngy6w7Anuim1z1u1l3YtLbfcUCSLdl+x5fdj+vwqNdcOesuAAAAAGxKzkwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADo2DLrDgCsxYH73p1k+/gbAAAAADaGMB3YVF72+G/MugsAAAAA7IEM8wIAAAAAAB3CdAAAAAAA6JhamF5Vh1TVBVV1bVVdXVUvHdsPqKrzquqL4+/9J9Y5paqur6rrqurYafUNAAAA9hQH7nt3HnZ/3zsEAPfVNMdM357kP7TWLquq/ZJcWlXnJTkhyfmttdOq6pVJXpnkFVV1RJLjkjw2ycOTfLSqHtNau2uKfQQAAIDdmu8dAoBdY2phemvttiS3jdN3VtW1SR6R5DlJjhkXOzPJhUleMba/q7X23SQ3VNX1SY5K8qlp9REAgF3j5JNPzrZt23LQQQfl9NNPn3V3AAAAdrlpnpl+j6o6NMkTk3wmycPGoD2ttduq6qHjYo9I8umJ1W4e2wAAmHPbtm3LLbfcMutuAAAATM3Uv4C0qh6Y5D1Jfq219s2VFl2irS2xvROr6pKqumTr1q27qpsA7AJqNMB8Up8B5pcaDbB5TPXM9KraO0OQflZr7Zyx+atVdfB4VvrBSW4f229OcsjE6o9McuvibbbWtiZZeHW5V9gOwOyo0QDzSX0GmF9qNMDmMbUz06uqkrwtybWttd+dmHVukuPH6eOTvG+i/biq2qeqDktyeJKLp9U/AAAAAABYrWmemX50khclubKqLh/bXpXktCRnV9WLk9yU5PlJ0lq7uqrOTnJNku1JTmqt3TXF/gEAAAAAwKpMLUxvrf1Nlh4HPUmevsw6pyY5dVp9AgAAAACA9Zj6F5ACAAAAAMBmJ0wHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOjYMusOAADMk5te97hZd2FT2n7HAUm2ZPsdX3YfrtOjXnPlrLsAAACswJnpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6VhWmV9VLq+pBNXhbVV1WVc+YducAAAAAAGAerPbM9F9orX0zyTOSPCTJzyc5bWq9AgAAAACAObLaML3G389K8iettc9PtAEAAAAAwG5ttWH6pVX1kQxh+oerar8kd6+0QlW9vapur6qrJtpeW1W3VNXl48+zJuadUlXXV9V1VXXsev4YAAAAAACYhi2rXO7FSY5M8qXW2neq6oAMQ72s5Iwkb0ryjkXtv9da++3Jhqo6IslxSR6b5OFJPlpVj2mt3bXK/gEAAAAAwNSs9sz0pyS5rrX2jar62SS/nuTvV1qhtXZRkjtWuf3nJHlXa+27rbUbklyf5KhVrgsAAAAAAFO12jD9j5J8p6qekOTkJF/Ovc84X62XVNUV4zAw+49tj0jylYllbh7bAAAAAABg5lYbpm9vrbUMZ5D/QWvtD5Lst479/VGSR2cYMua2JL8zti/1ZaZtqQ1U1YlVdUlVXbJ169Z1dAGAaVGjAeaT+gwwv9RogM1jtWOm31lVpyR5UZKnVtVeSfZe685aa19dmK6qtyT5wHjz5iSHTCz6yCS3LrONrUkWXl2WDNwBmA01GmA+qc8A80uNBtg8Vntm+s8k+W6SX2itbcswBMsb17qzqjp44ubzklw1Tp+b5Liq2qeqDktyeJKL17p9AAAAAACYhlWdmd5a21ZVZyX5J1X1L5Nc3Fpbccz0qnpnkmOSHFhVNyf5jSTHVNWRGT5pvTHJL43bv7qqzk5yTZLtSU5qrd21vj8JAAAAAAB2rVWF6VX1ggxnol+YYXzz/1xVL2+t/bfl1mmtvXCJ5retsPypSU5dTX8AAAAAAGAjrXbM9Fcn+SettduTpKoekuSjSZYN0wEA2HMcuO/dSbaPvwEAAHY/qw3T77cQpI/+Lqsfbx0AgN3cyx7/jVl3AQAAYKpWG6b/VVV9OMk7x9s/k+RD0+kSAAAAAADMl9V+AenLq+qnkhydYcz0ra219061ZwAAAAAAMCdWe2Z6WmvvSfKeKfYFAAAAAADm0ophelXdmaQtNStJa609aCq9AgAAAACAObJimN5a22+jOgIAAAAAAPPqfrPuAAAAAAAAzDthOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoGNqYXpVvb2qbq+qqybaDqiq86rqi+Pv/SfmnVJV11fVdVV17LT6BQAAAAAAazXNM9PPSPLMRW2vTHJ+a+3wJOePt1NVRyQ5Lsljx3XeXFV7TbFvAAAAAACwalML01trFyW5Y1Hzc5KcOU6fmeS5E+3vaq19t7V2Q5Lrkxw1rb4BAAAAAMBabPSY6Q9rrd2WJOPvh47tj0jylYnlbh7b7qWqTqyqS6rqkq1bt061swCsjRoNMJ/UZ4D5pUYDbB5bZt2BUS3R1pZasLW2NcnWlZYBYDbUaID5pD4DzC81GmDz2Ogz079aVQcnyfj79rH95iSHTCz3yCS3bnDfAAAAAABgSRsdpp+b5Phx+vgk75toP66q9qmqw5IcnuTiDe4bAAAAAAAsaWrDvFTVO5Mck+TAqro5yW8kOS3J2VX14iQ3JXl+krTWrq6qs5Nck2R7kpNaa3dNq28AAAAAALAWUwvTW2svXGbW05dZ/tQkp06rPwAAAAAAsF4bPcwLAAAAAABsOsJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdW2ax06q6McmdSe5Ksr219uSqOiDJnyc5NMmNSV7QWvv6LPoHAAAAAACTZnlm+o+11o5srT15vP3KJOe31g5Pcv54GwAAAAAAZm6ehnl5TpIzx+kzkzx3hn0BAAAAAIB7zCpMb0k+UlWXVtWJY9vDWmu3Jcn4+6Ez6hsAAAAAAOxkVmH60a21f5zkJ5OcVFVPW+2KVXViVV1SVZds3bp1ej0EYM3UaID5pD4DzC81GmDzmMkXkLbWbh1/315V701yVJKvVtXBrbXbqurgJLcvs+7WJAuvLm1DOgzAqqjRAPNJfQaYX2o0wOax4WemV9UDqmq/hekkz0hyVZJzkxw/LnZ8kvdtdN8AAAAAAGApszgz/WFJ3ltVC/v/r621v6qqzyY5u6penOSmJM+fQd8AAAAAAOBeNjxMb619KckTlmj/uyRP3+j+AAAAAABAz6y+gBQAAAAAADYNYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0LFl1h0AAADYE5x88snZtm1bDjrooJx++umz7g4AAGskTAcAANgA27Ztyy233DLrbgAAsE7CdNbFWTUAAAAAwJ5EmM66OKsGAAAAANiT+AJSAAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0OELSAFgN3LyySdn27ZtOeigg3L66afPujsAAACw2xCmA8BuZNu2bbnllltm3Q0AAADY7RjmBQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHTs0V9A+qSXv2PWXdi09vvandkryU1fu9P9uA7v3W/WPQAAWB/v/dbPe+j7xntoAGDWnJkOAAAAAAAdwnQAAAAAAOjYo4d5AWB+ufx9fQwhcN8ZRgAAAIClODMdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOjYMusOsDnd/T0P2Ok3AAAAAMDuTJjOunz78GfMugsAAAAAABtGmA4AuxFXDgEAAMB0CNMBYDfiyiEAAACYDmE6AADABnD1EADA5iZMBwAA2ACuHgIA2NzuN+sOAAAAAADAvBOmAwAAAABAhzAdAAAAAAA65i5Mr6pnVtV1VXV9Vb1y1v0BAAAAAIC5CtOraq8kf5jkJ5MckeSFVXXEbHsFAAAAAMCebq7C9CRHJbm+tfal1tr/TvKuJM+ZcZ8AAAAAANjDzVuY/ogkX5m4ffPYBgAAAAAAM1OttVn34R5V9fwkx7bWfnG8/aIkR7XWfmVimROTnDje3DfJ/9rwjsJ9d2CSr826E7AOX2utPXO5mWo0uwk1ms1q2RqtPrObUJ/ZrLyHZk+gRrNZrVijF5u3MP0pSV7bWjt2vH1KkrTWfmumHYNdrKouaa09edb9AODe1GiA+aQ+A8wvNZo9xbwN8/LZJIdX1WFV9T1Jjkty7oz7BAAAAADAHm7LrDswqbW2vapekuTDSfZK8vbW2tUz7hYAAAAAAHu4uQrTk6S19qEkH5p1P2DKts66AwAsS40GmE/qM8D8UqPZI8zVmOkAAAAAADCP5m3MdAAAAAAAmDvCdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpG6yqbqyqA8fpT05xP8dU1T9b57r7VNVHq+ryqvqZdaz/3Ko6Yh3rPbyq/tt6569HVZ1RVT+9C7bz2qp62RqWf9V93Wdn+39VVd+oqg8saj+sqj5TVV+sqj+vqu9ZZv0bl2tfOH4XtT+7ql65zDrfWqZ9l9z3E9s7ZvHfO0tV9aGq+r4N3uejquojVXVtVV1TVYcumv+fl3s89lRq8orrqcm7iJo8ezOqycs97mdV1XVVdVVVvb2q9h7bH1xV76+qz1fV1VX18xvZ33mkRq+4nhq9i6jRs7fRNbqqjqyqT4219orJ5+54X98wPqcvr6ojJ+YdM7ZdXVUf26j+ziP1ecX11OddRH2evRm9h75rogafO9H+kqq6vqra5ONXVf9qrOVXVNUnq+oJ0+6jMH2GWmvrelFYUFVbVph9TJL1bv+JSfZurR3ZWvvzdaz/3CRretGpqi2ttVtba8sWod78TWaqLzpJ3pjkRUu0vyHJ77XWDk/y9SQv3hU7a62d21o7bVdsa151nm/30lp7VmvtG9PqzzLekeSNrbUfSnJUktsXZlTVk5Ns6IvgZqMm76Am73Jq8i62SWryco/7WUl+MMnjktw/yS+O7ScMD21TAAAgAElEQVQluaa19oQMNeN3lvvncE+kRu+gRu9yavQutglq9HeS/Fxr7bFJnpnk9xeFRS8fn9NHttYuT5Jx/puTPHtc7/kb2N+5pj7voD7vcurzLrYJ6nOS/M+JGvzsifZPJPmJJF9etPwNSf55a+3xSV6fZOu0O7hHhulVdWhV/W1VvbWGs4LOqqqfqKpPjJ9sHTUud9T4qcbnxt//aGz/91X19nH6ceM2vneZfX1/DWeKfq6q/jhJTcz71vj74Kq6aPzU5aqqeurY/syquqyGM5TOH9teW1Vbq+ojSd5RVQ+pqvdU1WfHn6NrOBv1l5P8u3GbT11quWX6+9Akf5bkyHHdR1fVk6rqY1V1aVV9uKoOHpf91+O2Pj9u+3tr+NT42UneOLH+hWOQl6o6cOHTwao6oareXVXvT/KR8XG5apz31olPov5HVf3GovknVNU5NXxS+cWqOn3ib3hxVX1h3O9bqupNnUPiJ6rq4+M6/3Ji+/esV1UfqKpjlntcFt2H/7qq/rKq7l9VP1tVF49/xx9X1V5VdVqS+49tZ1XVA6rqg+P2rqp1fGq+WGvt/CR3LupXJfnxJAufgp+Z4Q3CWv3K+PdfWVU/OG77nvurhk+JPzUeG6+f3H9VvamGM6Y/mOShE/OWO8YurKo3jPfhFxaeGz21/HP347Xz2SWfqKrHj4/B28c+f66qnjPxd91zjC6zr+WevzeOx/svTxzLN1TVBeP8Z4z302XjPh64lgdhiX4ckWRLa+28JGmtfau19p1x3l4Z3oicfF/2MS2lJqvJO1OT10ZN3nlfc1GTk6Uf97H9Q22U5OIkj1yYlWS/8dh4YJI7kmy/r/24r0qNVqN3pkavjRq9877moka31r7QWvviOH1rhhNQHtJZ7f9Jck5r7aZxvds7y09dqc/q887U57VRn3fe11zU55W01j7XWrtxifZPtta+Pt78dHa8t56e1toe95Pk0Az/nDwuwwcKlyZ5e4YXhOck+YtxuQdlCKeS4dOP94zT90tyUZLnJbkkydEr7Os/JXnNOP0vMvyjdOB4+1vj7/+Q5NXj9F5J9svwYv6VJIeN7QeMv1879vf+4+3/muRHx+lHJbl2YrmXTfRjyeWW6fMxST4wTu+d5JNJHjLe/pkkbx+nv39ind9M8ivj9BlJfnpi3oVJnjxOH5jkxnH6hCQ3T/xthya5alFf/kGSvx1/3zN/XPdLSR6cZN8Mn0wdkuThSW5McsDY948nedMKf+sZSf5qfEwPH/uz77j9N00s94HxflnpcXlZkpckOTfJPkl+KMn7M3wangxnMvzc5GM/Tv9UkrdM3H7wEv18eZLLl/j5T6t5HCfu++snbh+y+P6emHfjcu0Tj/O/TfLWicfjTeP0uRN/50nZcZz/30nOy3CMPzzJN5L8dFY+xi5M8jvj9LOSfHSVx+1yz93jk/z+OP2YJJeM0/9fkp8dp78vyReSPCCLjtFl9nuv5+/EfXXgxHILx+P/NT4WFyV5wDjvFRnrxHof9wxvID6Q5Jwkn8sQnu81zntpkn+3+Nibl5+oyWryju2fETVZTd4NavJyj/uieXsnuSzJU8fb+yW5IMltSb6V5F8st92N/IkarUbv2P4ZUaPV6N2oRo/rHZXk2iT3mzjOr0tyRZLfS7LP2P77Sf5wvJ8vXXjcZvkT9Vl93rH9M6I+q8+7SX3OUNcuyRCMP3eZx+/AZdZ92cLjOc2fNZ3ev5u5obV2ZZJU1dVJzm+ttaq6MkNxS4aCdmZVHZ7hxWLvJGmt3V1VJ2R4gf3j1tonVtjP0zI82dJa+2BVfX2JZT6bZGHMzL9orV0+flp4UWvthnHdOyaWP7e19j/H6Z9IcsTw4VyS5EFVtd8S+1hyudbavc6YWuQfJfnhJOeN6+6V4Z+8JPnhqvrNDE/SByb5cGdbSzlv0d92j6raN8m7k7yktfblWjT+c4bH7O/HZa/J8MJ0YJKPLWyzqt6dobis5OzW2t1JvlhVX8pw6fVy/mmWf1xelKFAPbe19n+q6ulJnpTks+N9d/9MDLsx4cokv11Vb8hQND++eIHW2hszhKP3RS3R1taxnXPG35dmPLYXOTrDC2mS/GmGS7CS4bnwztbaXUluraq/HttXOsYW7+/QVfZxyeduhuPpP1bVy5P8QoY3HUnyjCTPrh3jw+2b4c1ZssIxOrrX83eZ5f4gyV+31t4/nilwRJJPjH/z9yT51OIV1vi4b0ny1AyXM96U5M+TnFBVf5nhMtRjVrmdWVGT1eQFavLaqMk7m5eavBpvznD8Lhxjx2b4x+LHkzw6w2Pw8dbaN3fhPtdLjVajF6jRa6NG72yuanQNZ43+aZLjx+M6SU5Jsm3cz9YM4dDrMrzXflKSp2c4Pj9VVZ9urX1hLfucAvVZfV6gPq+N+ryzearPj2qt3VpV/zDJX1fVla21/95bqap+LMOQPz+6hn2ty54cpn93Yvruidt3Z8f98vokF7TWnjcWvAsn1jk8w1lDD1/FvlZ8YrfWLqqqp2X4hPdPq+qNGT7dWm69b09M3y/JUyZehJIkEy8uKy63CpXk6tbaU5aYd0aGAvv58UX4mGW2sT07hhTad9G8b2d5/yXDpXQfXWb+5GN4V4bHbanC2rP4fm7Zuc/Jjn7XEssvuCrJkRkuKblhXPbM1topK+68tS9U1ZMyfEL5W1X1kdba6yaXGYvkv1pi9Ytaa7+60vYnfC3J99Uwjtv2sZ+3rnLdSQv3+8J9vpTl7qOl2lc6xla7v8WWfO621r5TVedlOFPjBUmePNGHn2qtXbdTx6p+JCsfo0s+f1tr71i0nRMyvCl6ycT+zmutvXClba/xcb85yedaa18a1/2LDG+StiX5gSTXj3Xhe6vq+tbaD6y07xlQk1dHTR6oyTuoyRPmqCavqKp+I8NZYb800fzzSU5rrbUMNfuGDP8IX7yWbU+JGr06avRAjd5BjZ4wTzW6qh6U5INJfr219umJPi6EX9+tqj/JcJZjMrzX/lpr7dtJvl1VFyV5QoYzP2dJfV4d9XmgPu+gPk+Yp/rchuG30lr7UlVdmOGEwRXD9Kp6fJK3JvnJ1trfrbTsrrBHjpm+Bg9Ocss4fcJCY1U9OMOnMU9L8v218jf3XpTxoKmqn0yy/+IFquofJLm9tfaWJG9L8o8zfJrzz6vqsHGZA5bZ/key40BO7Rg36c4Ml1X1luu5LslDquop43p7V9Vjx3n7Jblt/ORq8omxeN83ZvgkMxkuf+mqqpMyXFay1i9/uDjD/bZ/DV+s8FO9FZI8v6ruV1WPTvIPM/zNN2YYX+1+VXVIhsv/kpUfl89l+Kf43Kp6eJLzk/x0DeO1paoOGB/rJPk/4/2WcdnvtNb+LMlvZ3j8d9Jae2Pb8QUMkz+r/ud9/Of8gux4DI5P8r7Vrr8Gn0hy3Dg9eVxclOS4GsZXOzjJj43tKx1j67Xkc3f01gyXKX524pPZD2cYM63GPjxxtTta5vk7Of9JGd6E/2zbccbLp5McXVU/MC7zvVV1rzMN1vi4fzbJ/lW1MN7jj2f4IrsPttYOaq0d2lo7NMOxNm9B+mqpyWqymrx2avLO8zeqJq/Ux1/McBb6Cyf6kAxXFT19XOZhGc5w+tJatj1jarQarUavnRq98/wNqdE1fLnze5O8o7X27kXzFsY4rgzDKF41znpfkqdW1ZYaxhX/kQzDw2wG6rP6rD6vnfq88/yNqs/7V9U+4/SBGa4QuKbT90dlOPP/RW2DrhYSpq/s9AyfqH0iwyUaC34vyZvHB+nFSU5bKCxL+H+TPK2qLstwycVNSyxzTJLLq+pzGYrkH7TW/keSE5OcU1WfzzBkw1J+NcmTq+qKGi4J+uWx/f1JnlfjF3WssNyKWmv/O0OResPYj8uz49u0/2OSz2QYL+pvJ1Z7V5KX1/CFB4/OUEj/TVV9MsPlSqvxsiSPqx1fcLDa/t6SYZyozyT5aIYn3d93VrsuyceS/GWSX26t/a8MhfOGjJcqZRjTNL3HpbX2N2PfP5jh0qdfz/AlJFdkuJ8OHhfdmuSKqjorwxh3F1fV5UlenWGctvukqj6e4dKfp1fVzVV17DjrFUn+fVVdn+T7MxTJXe2lSU6qqs9mKP4L3pvkixnu0z/KcJ/3jrH1Wu65m9bapUm+meRPJppfn+GSqStq+DKY12f1jsmi5++i+S/JMNbdBeOx/NbxODohyTvHY+PTWfkyvK42XGb2siTn13BZZyV5y33Z5hxSk9VkNXnt1OSdbUhNTlZ83P9LkodlGCLg8qp6zdj++iT/bKzh5yd5RWvta/e1HxtIjVaj1ei1U6N3tlE1+gUZAuQTJp43C6HsWWMdvjLDc/A3k6S1dm2GMamvyBB0vrW1dtW9Nz2X1Gf1WX1eO/V5ZxtVn38oySXjfXhBhqs2r0mSqvrVqro5w9UIV1TVW8d1XpPhOHjz2LdL7mMfumr4UAd2H1X1wNbat2r4BPe9Gb704b2z7tdmUlU3jmcx73Zq+MT8wiQ/uOiMQGAK1OT7Tk0GpkWNvu/UaGAa1Of7Tn1mWpyZzu7oteOnoVdl+BT2L2bcH+ZEVf1chk/3X+0FBzaMmsyS1GSYC2o0S1KjYebUZ5akPs+eM9N3kar6+QyXgUz6RGvtpFn0ZzU2Y5/Xq6peneT5i5rf3Vo7dRb9mXdV9Wuttd+fdT+WMl7a9YZFzTe01p435f0+LsO3eE/6bmvtR6a5X9ZnM9a3zdjn9VKT10ZNXnK/avImthnr3Wbs83qp0WujRi+5XzV6k9qMtW4z9nm91Oe1UZ+X3K/6vAsI0wEAAAAAoGPLrDtwH/kkAGBj1RqWVaMBNtZqa7T6DLCxvIcGmF9rqdHGTAcAAAAAgB5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6JhamF5Vh1TVBVV1bVVdXVUvHdtfW1W3VNXl48+zJtY5paqur6rrqurYafUNAAAAAADWolpr09lw1cFJDm6tXVZV+yW5NMlzk7wgybdaa7+9aPkjkrwzyVFJHp7ko0ke01q7a4XdTKfzACyn1rCsGg2wsVZbo9VngI3lPTTA/FpLjZ7ememttdtaa5eN03cmuTbJI1ZY5TlJ3tVa+25r7YYk12cI1gEAAAAAYKY2ZMz0qjo0yROTfGZseklVXVFVb6+q/ce2RyT5ysRqN2fl8B0AAAAAADbE1MP0qnpgkvck+bXW2jeT/FGSRyc5MsltSX5nYdElVr/X5U1VdWJVXVJVl2zdunVKvQZgPdRogPmkPgPMLzUaYPOY2pjpSVJVeyf5QJIPt9Z+d4n5hyb5QGvth6vqlCRprf3WOO/DSV7bWvvUCrswlhjAxjLeI8D8MmY6wHzyHhpgfs3HmOlVVUneluTaySB9/GLSBc9LctU4fW6S46pqn6o6LMnhSS6eVv8AAAAAAGC1tkxx20cneVGSK6vq8rHtVUleWFVHZvi09cYkv5QkrbWrq+rsJNck2Z7kpNbaXVPsHwAAAAAArMpUh3nZAJu68wCbkEtUAeaXYV4A5pP30ADzaz6GeQEAAAAAgN2FMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOqYWplfVIVV1QVVdW1VXV9VLx/YDquq8qvri+Hv/iXVOqarrq+q6qjp2Wn0DAAAAAIC1qNbadDZcdXCSg1trl1XVfkkuTfLcJCckuaO1dlpVvTLJ/q21V1TVEUnemeSoJA9P8tEkj2mt3bXCbqbTeQCWU2tYVo0G2FirrdHqM8DG8h4aYH6tpUZP78z01tptrbXLxuk7k1yb5BFJnpPkzHGxMzME7Bnb39Va+25r7YYk12cI1gEAAAAAYKY2ZMz0qjo0yROTfCbJw1prtyVD4J7koeNij0jylYnVbh7bFm/rxKq6pKou2bp16zS7DcAaqdEA80l9BphfajTA5jG1YV7u2UHVA5N8LMmprbVzquobrbXvm5j/9dba/lX1h0k+1Vr7s7H9bUk+1Fp7zwqbd/kTwMZyiSrA/DLMC8B88h4aYH7NxzAvSVJVeyd5T5KzWmvnjM1fHcdTXxhX/fax/eYkh0ys/sgkt06zfwAAAAAAsBpTC9OrqpK8Lcm1rbXfnZh1bpLjx+njk7xvov24qtqnqg5LcniSi6fVPwAAAAAAWK2pDfNSVT+a5ONJrkxy99j8qgzjpp+d5FFJbkry/NbaHeM6r07yC0m2J/m11tpfdnbj8ieAjeUSVYD5ZZgXgPnkPTTA/FrTMC9THzN9yjZ15wE2If8IAMwvYTrAfPIeGmB+zc+Y6QAAAAAAsDsQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAADw/7N352GyleW9sH8Pg6AICkENoGaj4oCiGA3GoAZiDg7nS5QTQUxQcCLmwyHmUyIxRwmeOITkRP0SPNmKgolzlARxQCEgaDQIiAziFiJbBiFGAQVRwvCeP9bam9pNd6/u3l3d1Zv7vq6+umqNb9eqeqr6t971FgAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAPmFKZX1WuqarvqHFdV51XVfuNuHAAAAAAATIK59kx/SWvtJ0n2S3K/JC9O8vaxtQoAAAAAACbIXMP06n8/O8kHWmvfHJkGAAAAAACbtLmG6edW1RfShemnVNW2Se6YbYWqen9V/aCqLhqZdlRVXV1V5/c/zx6Zd2RVXVZVa6rqGQv5YwAAAAAAYByqtTa8UNVmSfZM8t3W2g1VtUOSB7bWLphlnacluSnJB1trj+mnHZXkptbaX05ZdvckH0myV5Kdk5ya5OGttdsHmjbceAAW03yuSlKjAZbWXGu0+gywtHyGBphc8xp9Za4905+cZE0fpB+c5E+T/Hi2FVprZya5bo7bf06Sj7bWbmmtXZ7ksnTBOgAAAAAALLu5hunvSXJzVT0uyRFJvpfkgwvc5yur6oJ+GJjt+2m7JLlyZJmr+mkAAAAAALDs5hqm39a68WCek+RdrbV3Jdl2Aft7T5KHphsy5pokf9VPn647/bSXNlXVYVV1TlWds3r16gU0AYBxUaMBJpP6DDC51GiAlWOuY6Z/Kcnnk7wkyVOT/GeS81trewystyrJyevGTJ9pXlUdmSSttbf1805JclRr7asDTTOWGMDSMt4jwOQyZjrAZPIZGmByjWXM9OcnuSXJS1pr16YbguWYeTYsVbXTyN39k1zU3z4pyUFVtVVV7ZpktyRnz3f7AAAAAAAwDnPqmZ4kVfWAJL/S3z27tfaDgeU/kmSfJDsm+Y8kb+7v75nuTOvaJL/fWrumX/6N6Xq+35bkD1trn5tDs5yxBVhaetUATC490wEmk8/QAJNrXj3T5zrMy4HpeqKf0e/gqUle31r7xwU0cDF5kwFYWv4RAJhcwnSAyeQzNMDkGkuY/s0k/21db/Squl+SU1trj1tQExePNxmApeUfAYDJJUwHmEw+QwNMrrGMmb7ZlGFdfjSPdQEAAAAAYEXbYo7Lfb6qTknykf7+85N8djxNAgAAAACAyTKfLyD9nSR7p+v6fmZr7cRxNmyOXP4EsLRcogowuQzzAjCZfIYGmFyLP2b6BFvRjQdYgfwjADC5hOkAk8lnaIDJNa8wfdZhXqrqxkxfyCtJa61tN5+dAQAAAADASqRnOgDzoVcNwOTSMx1gMvkMDTC55tUzfbNxtQIAAAAAADYVwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAWML06vq/VX1g6q6aGTaDlX1xaq6tP+9/ci8I6vqsqpaU1XPGFe7AAAAAABgvsbZM/34JM+cMu0NSU5rre2W5LT+fqpq9yQHJXl0v86xVbX5GNsGAAAAAABzNrYwvbV2ZpLrpkx+TpIT+tsnJHnuyPSPttZuaa1dnuSyJHuNq20AAAAAADAfSz1m+gNaa9ckSf/7/v30XZJcObLcVf00AAAAAABYdpPyBaQ1zbQ27YJVh1XVOVV1zurVq8fcLADmQ40GmEzqM8DkUqMBVo5qbdrMenE2XrUqycmttcf099ck2ae1dk1V7ZTkjNbaI6rqyCRprb2tX+6UJEe11r46sIvxNR6A6Ux38nMmajTA0pprjVafAZaWz9AAk2s+NXrJe6aflOSQ/vYhSf55ZPpBVbVVVe2aZLckZy9x2wAAAAAAYFpbjGvDVfWRJPsk2bGqrkry5iRvT/LxqnppkiuSHJAkrbWLq+rjSb6V5LYkh7fWbh9X2wAAAAAAYD7GOszLEljRjQdYgVyiCjC5DPMCMJl8hgaYXBM9zAsAAAAAAKw4wnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAcJ0AAAAAAAYIEwHAAAAAIABwnQAAAAAABggTAcAAAAAgAHCdAAAAAAAGCBMBwAAAACAAVssx06ram2SG5PcnuS21toTq2qHJB9LsirJ2iQHttauX472AQAAAADAqOXsmb5va23P1toT+/tvSHJaa223JKf19wEAAAAAYNlN0jAvz0lyQn/7hCTPXca2AAAAAADAessVprckX6iqc6vqsH7aA1pr1yRJ//v+y9Q2AAAAAADYwHKF6Xu31n45ybOSHF5VT5vrilV1WFWdU1XnrF69enwtBGDe1GiAyaQ+A0wuNRpg5ajW2vI2oOqoJDcleXmSfVpr11TVTknOaK09YmD15W08wN1PzWNZNRpgac21RqvPAEvLZ2iAyTWfGr30PdOrapuq2nbd7ST7JbkoyUlJDukXOyTJPy912wAAAAAAYDpL3jO9qh6S5MT+7hZJPtxa+/Oq+oUkH0/y4CRXJDmgtXbdwOacsQVYWnrVAEwuPdMBJpPP0ACTa14905d9mJeNtKIbD7AC+UcAYHIJ0wEmk8/QAJNrsod5AQAAAACAlUaYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBgi+VuAAAAADA+RxxxRK699tr84i/+Yv7iL/5iuZsDACuWMB0AAAA2Yddee22uvvrq5W4GAKx4hnkBAAAAAIABeqYDK4pLVAEAAABYDsJ0YEVxiSoAAF0ivl8AACAASURBVACwKdBhcOURprMgXuwAAAAAsHA6DK48wnQWxIsdAAAAALg7EaYDAAAsAVd3AgCsbMJ0AAA2mpAQhrm6EwBgZROmAwCw0YSEAADApk6YDgCbEL2DAQAAYDw2W+4GAACLZ13v4GuvvXa5mwIAAAAL8qY3vSmnnnrqgtd55zvfmZtvvnnR26VnOgAAAAAAE+H222/P0UcfvVHrvPOd78zBBx+ce93rXovaNj3TAQAAAAAYu7Vr1+aRj3xkDjnkkDz2sY/N8573vNx8881ZtWpVjj766DzlKU/JJz7xiRx66KH5x3/8xyTJaaedlsc//vHZY4898pKXvCS33HJLksy4zrvf/e58//vfz7777pt99903xx13XF772teub8N73/ve/NEf/dGC2i9MBwAAAOBu64gjjsiLXvSiHHHEEcvdFLhbWLNmTQ477LBccMEF2W677XLssccmSbbeeut8+ctfzkEHHbR+2Z///Oc59NBD87GPfSwXXnhhbrvttrznPe9ZP3+6dV796ldn5513zumnn57TTz89Bx10UE466aTceuutSZIPfOADefGLX7ygtgvTAQAAALjb8r1DsLQe9KAHZe+9906SHHzwwfnyl7+cJHn+859/l2XXrFmTXXfdNQ9/+MOTJIccckjOPPPM9fOnW2eqbbbZJr/xG7+Rk08+Od/+9rdz6623Zo899lhQ242ZDsvgiqMX9oIlue26HZJskduu+57HcQEe/KYLl7sJAAAL4rPfwvkMvXF8hoZhasvC3B3r89XX/1fu+Mm16//e//juTfn5mh/l9h//PNcf+8zUNl1c/dNvXpX//Nm/ZJsd7pFbrrhmg+Vv/vZ1ueLoPXL7j7+fbbbZZk77fdnLXpa3vvWteeQjH7ngXumJnukAAAAAACyRq398a8698uYkyUkX/jhPfPDMgfhDd9wqV91wa9b+qBsn/cRv3pBf/aXhLxXddtttc+ONN66//6QnPSlXXnllPvzhD+cFL3jBgtsuTAcAAAAAYEk87H5b5ZPnX59nHHtpbvjZ7Xnhr+ww47Jbb7lZjnnuLvmDj1+Z/f720lQlvzfL8uscdthhedaznpV99913/bQDDzwwe++9d7bffvsFt90wLwAAI+4ul1cutrvjJaqLzTACAADcHWxWyVt/a5cNpn3ltY/Y4P5f7f/A9bef8pB753N/8LC7bOcrr31Edtxxx/X3jz/++PW3X/WqV+VVr3rVBst/+ctfzmtf+9qNabqe6QAAAAAAbJpuuOGGPPzhD88973nPPP3pT9+obemZDgAAAADA2D1o+3vki4fvtqT7vO9975vvfOc7i7Ktu3WY/oTXf3C5m7BibfvDG7N5kit+eKPHcQFO3Ha5WwAAAAAAzMfdOkwHAADmR0eKhdMhZePokAIALDdjpgMAAAAAwAA90wGYSHrsLYxejxtPz0cAAACmI0wHAAAAAGBR7X/j6xd1eydue8yibm8hhOkAAAAAmwBXJi6Mqzs3nqs7ubswZjoAAAAAACva2rVr86hHPSovf/nL8+hHPzr77bdffvazn+X888/Pr/7qr+axj31s9t9//1x//fUL3ocwHVhRdtz6jjzgnrdlx63vWO6mADBCfQYAgPnxGXrxXXrppTn88MNz8cUX5773vW8++clP5kUvelHe8Y535IILLsgee+yRP/uzP1vw9g3zAqwor3vsDcvdBACmoT4DAMD8+Ay9+HbdddfsueeeSZInPOEJ+fd///fccMMN+fVf//UkySGHHJIDDjhgwdsXpgMAAMAmrOvxqOcjAJu+rbbaav3tzTffPDfcsLgnLITpAAAAsAnT8xGAu6v73Oc+2X777XPWWWflqU99av7+7/9+fS/1hRCmAwAAAACwqE7c9pjlbkKS5IQTTsgrXvGK3HzzzXnIQx6SD3zgAwveljAdAAAAAIAVbdWqVbnooovW33/d6163/vbXvva1RdnHZouyFQAAAAAA2IQJ0wEAAAAAYMDEhelV9cyqWlNVl1XVG5a7PQAAAAAAMFFhelVtnuRvkzwrye5JXlBVuy9vq5jOHffYJrdvtV3uuMc2y90UAAAAAICxm7QvIN0ryWWtte8mSVV9NMlzknxrWVvFXfx0t/2WuwkATGPdSU4nOwEAAGBxTVqYvkuSK0fuX5XkScvUFgBYcZzsBJhcTngCTCb1GZiraq0tdxvWq6oDkjyjtfay/v4Lk+zVWnvVyDKHJTmsv7t1kp8veUNh4+2Y5IfL3QhYgB+21p4500w1mk2EGs1KNWONVp/ZRKjPrFQ+Q3N3oEZzF9/7s8c8YTG390tvvujcxdxeb9YaPdWkhelPTnJUa+0Z/f0jk6S19rZlbRgssqo6p7X2xOVuBwB3pUYDTCb1GWByqdFM54qj91jU4PnBb7qwFnN7CzFpw7x8PcluVbVrkquTHJTkd5e3SQAAAAAATLKqeku6nubv6u//eZL/SLJVkgP73ye21t5cVdsk+XiSBybZPMlbWmsfG9rHZuNq/EK01m5L8sokpyS5JMnHW2sXL2+rAAAAAACYcMclOSRJqmqzdB21/yPJbkn2SrJnkidU1dOSPDPJ91trj2utPSbJ5+eyg0nrmZ7W2meTfHa52wFjtnq5GwDAjNRogMmkPgNMLjWaZddaW1tVP6qqxyd5QJJvJPmVJPv1t5Pk3unC9bOS/GVVvSPJya21s+ayj4kaMx0AAAAAgJVvOcZMr6rnJ/m1JL+Y5IQkT0/yndba302z7A5Jnp3kFUm+0Fo7emj7E9czHQAAAAAAFuDEJEcn2TLdd3HeluQtVfWh1tpNVbVLklvT5eLXtdb+oapuSnLoXDYuTAcAAAAAYFHNpSf5Ymut/VdVnZ7khtba7Um+UFWPSvLVqkqSm5IcnORhSY6pqjvShet/MJftG+YFAAAAAIAVr//i0fOSHNBau3Sxt7/ZYm8QAAAAAACWUlXtnuSyJKeNI0hP9EwHAAAAAIBBeqYDAAAAAMAAYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAAMAAYfoSq6q1VbVjf/tfx7iffarq1xa47lZVdWpVnV9Vz1/A+s+tqt0XsN7OVfWPC52/EFV1fFU9bxG2c1RVvW4ey//Jxu5zlm3vWVVfraqLq+qC0WPY/72X98f2/Krac4ZtrJ1p+rrn75Tpv11Vb5hhnZtmmL4oj/3I9vapqpMXa3sbq6o+W1X3XeJ9PriqvlBVl1TVt6pq1ZT5//9Mx+PuSk2edT01eRGoyZNhmWry56vqhqmPQ1V9qKrWVNVFVfX+qtqyn36fqvp0VX2zf768eCnbO4nU6FnXU6MXgRo9GZa6Ri/0uPeP2/n9el9aqvZOIvV51vXU50WgPk+GZfoMffvIsT1pZPorq+qyqmqjx6+qfq9/jlxQVf9aVY8bdxu3GPcOmFlrbUFvCutU1RattdtmmL1PkpuSLOSN7fFJtmytTVuQ5uC5SU5O8q25rtD/Ld9PMmMRGpq/wvxJkreOads3J3lRa+3Sqto5yblVdUpr7YZ+/utba4v65t1aOynJSYMLrmADr7e7aK09e5ztmcEHk/x5a+2LVXXvJHesm1FVT0yypG+CK42afCc1eVGpyWOwQmryMUnuleT3p0z/UJKD+9sfTvKyJO9JcniSb7XWfquq7pdkTVV9qLX2X0vV4EmmRt9JjV5UavQYrIAaPe/j3odJxyZ5Zmvtiqq6/xK3eWKpz3dSnxeV+jwGK6A+J8nPZnjdfiXda/KMKdMvT/LrrbXrq+pZSVYnedI4G3i37JleVauq6ttV9b7qegV9qKp+s6q+UlWXVtVe/XJ79Wc1vtH/fkQ//Y+q6v397T36bdxrhn39QnU9Rb9RVX+XpEbm3dT/3qmqzuzPulxUVU/tpz+zqs6rrofSaf20o6pqdVV9IckHq+p+VfXJqvp6/7N3db1RX5Hktf02nzrdcjO09/5J/iHJnv26D62qJ1TVl6rq3Ko6pap26pd9eb+tb/bbvld1Z41/O8kxI+uf0Qd5qaod150drKpDq+oTVfXpJF/oj8tF/bz3jZyJ+s+qevOU+YdW1aeq6/V1aVX9xcjf8NKq+k6/3/dW1d8MPCV+s6rO6tf5f0a2v369qjq5qvaZ6bhMeQxfXlWfq6p7VtXBVXV2/3f8XVVtXlVvT3LPftqHqmqbqvpMv72LagFnzUe11r7TWru0v/39JD9Icr+N2eYUr+r//gur6pHJho9XVe1a3Rnkr1fVW9atVJ2/qa7H9GeS3H9k3kzPsTOq6h39Y/idda+NITXza/es2rB3yVeq6rH9MXh/3+ZvVNVzRv6u9c/RGfY10+t3bf98f8XIc/nyqjq9n79f/zid1+/j3vM5CNO0Y/ckW7TWvpgkrbWbWms39/M2TxfqHLEx+xiXUpPV5A2pyfOjJm+4r4moyUnSWjstyY3TTP9s6yU5O8kD181Ksm1VVZJ7J7kuyZz/2RmXUqPV6A2p0fOjRm+4r4mo0Qs87r+b5FOttSv69X6wMW1YDKU+q88bUp/nR33ecF8TUZ9n01r7Rmtt7TTT/7W1dn1/92u587P1+LTW7nY/SVal++dkj3QnFM5N8v50bwjPSfJP/XLbpQunkuQ3k3yyv71ZkjOT7J/knCR7z7Kvdyd5U3/7v6f7R2nH/v5N/e//L8kb+9ubJ9k2XZG4Msmu/fQd+t9H9e29Z3//w0me0t9+cJJLRpZ73Ug7pl1uhjbvk+Tk/vaW6c4C36+///wk7+9v/8LIOv8ryav628cned7IvDOSPLG/vWOStf3tQ5NcNfK3rUpy0ZS2/FKSb/e/18/v1/1ukvsk2TrJ95I8KMnOSdYm2aFv+1lJ/maWv/X4JJ/vj+lufXu27rf/NyPLndw/LrMdl9cleWW6M5lbJXlUkk+nOxuedD0ZXjR67Pvbv5PkvSP37zNNO1+f5Pxpft498FzfK8klSTYb+XvXJLkgyV8n2WqG9dbONH3kOP+/Sd43cjz+pr990sjfeXjufJ7/jyRfTPcc3znJDenOyM/2HDsjyV/1t5+d5NQ5Pm9neu0ekuSd/e2HJzmnv/3WJAf3t++b5DtJtsmU5+gM+73L63fksdpxZLl1z8ffSvc6ODPJNv28P05fJxZ63HNnz4lPJflGuvB8837ea5K8dupzb1J+oiaryXdu//ioyWryJlCTp3scppm3ZZLzkjy1v79tktOTXJOuF95/n+35tFQ/UaPV6Du3f3zUaDV6E6rR8znuSd6Z5G/7x/ncdcdtOX+iPqvPd27/+KjP6vMmUp/T1bVz0gXjz53h+O04w7qvW3c8x/lzdx7m5fLW2oVJUlUXJzmttdaq6sJ0xS3pCtoJVbVbujeLLZOktXZHVR2a7oX7d621r8yyn6ele7GltfaZqrp+mmW+nmTdmJn/1Fo7vz9beGZr7fJ+3etGlj+ptfaz/vZvJtm9av2J4e2qattp9jHtcq21u/SYmuIRSR6T5Iv9upun+ycvSR5TVf8r3Yv03klOGdjWdL445W9br6q2TvKJJK9srX2vpoz/nO6Y/bhf9lvp3ph2TPKlddusqk+kKy6z+Xhr7Y4kl1bVd5M8cpZlfzUzH5cXpitQz22t3VpVT0/yhCRf7x+7e6Y7mzrVhUn+sqreka5onjV1gdbaMenC0Tnrz4L+fZJD+r8vSY5Mcm2Se6S79OWPkxw9n+2mC2uT7sPP/5hm/t7p3kjT7/8d/e2nJflIa+32JN+vqn/pp8/2HJu6v1VzbOO0r910z6f/WVWvT/KSdG/CSbJfkt+uO8eH2zrdh7Nkludo7y6v3xmWe1eSf2mtfbrvKbB7kq/0f/M9knx16grzPO5bJHlqussZr0jysSSHVtXnkhyQ7k15kqnJavI6avL8qMkbmpSaPBfHpnv+rnuOPSPdPxa/keSh6Y7BWa21nyziPhdKjVaj11Gj50eN3tBE1eh5Hvct0j1Hn57u+fnVqvpaa+0789nnGKjP6vM66vP8qM8bmqT6/ODW2ver6iFJ/qWqLmyt/fvQSlW1b5KXJnnKPPa1IHfnMP2Wkdt3jNy/I3c+Lm9Jcnprbf++4J0xss5u6XoN7TyHfbVZZ7Z2ZlU9Ld0Z3r+vqmPSnd2aab2fjtzeLMmTR96EkiQjby6zLjcHleTi1tqTp5l3fLoC+83+TXifGbZxW+4cUmjrKfN+mpn9n3SX0p06w/zRY3h7uuN2lz98DqY+zi0btjm5s901zfLrXJRkz3SXlFzeL3tCa+3IWXfe2neq6gnpzlC+raq+0Frb4I2gL5K/N83qZ7bWXj11YlVtl+QzSf60tfa1kX2tK+a3VNUH0p21m691j/u6x3w6Mz1G002f7Tk21/1NNe1rt7V2c1V9MV1PjQOTPHGkDb/TWluzQcOqnpTZn6PTvn5bax+csp1D030oeuXI/r7YWnvBbNue53G/Ksk3Wmvf7df9p3Qfkq5N8rAkl/V14V5VdVlr7WGz7XsZqMlzoyZ31OQ7qckjJqgmz6qq3pyuV9joeOovTvL21lpLV7MvT/eP8Nnz2faYqNFzo0Z31Og7qdEjJqlGL+C4X5Xkh621nyb5aVWdmeRx6Xp+Lif1eW7U5476fCf1ecQk1efWDeuT1tp3q+qMdB0GZw3Tq+qxSd6X5FmttR/NtuxiuFuOmT4P90lydX/70HUTq+o+6c7GPC3JL9Ts39x7ZvonTXUD4W8/dYGq+qUkP2itvTfJcUl+Od3ZnF+vql37ZXaYYftfyJ1P5NSd4ybdmO6yqqHlhqxJcr+qenK/3pZV9eh+3rZJrunPXI2+MKbue226M5nJHL9oo6oOT3dZydvn2M51zk73uG1fVVvkzjOJszmgqjarqocmeUi6v3ltuvHVNquqB6W7rCiZ/bh8I90/xSdV9wUZpyV5XvVfTlNVO/THOklu7R+39Mve3Fr7hyR/me74b6C1dkxrbc9pfqZ7w7lHkhOTfLC19okp89aN2VXphgW5aA6Pz3x9JclB/e3R58WZSQ6qbny1nZLs20+f7Tm2UNO+dnvvS3eZ4tdHzsyekm7MtOrb8Pi57miG1+/o/Ceke3M/eORM+teS7F1VD+uXuVdV3aWnwXyOe7ozydtX96V1Sdez8Vuttc+01n6xtbaqtbYq3XNt0oL0uVKT1WQ1ef7U5A3nL1VNnq2NL0vXC/0FI21IuquKnt4v84B0PZy+O59tLzM1Wo1Wo+dPjd5w/pLU6AUe939O8tSq2qK6ccWflG7YiZVAfVaf1ef5U583nL9U9Xn7qtqqv71juisEZv0S4Kp6cLqe/y9sS3S1kDB9dn+R7ozaV9JdorHOXyc5tj9IL03y9pr527z/LMnTquq8dJdcXDHNMvskOb+qvpGuSL6rtfafSQ5L8qmq+ma6IRum8+okT6yqC6q7JOgV/fRPJ9m/+i/qmGW5WbXW/ivdG8U7+nacn2Tdt3X/zyT/lm68qG+PrPbRJK+v7gsPHpqukP5BVf1rusuV5uJ1SfaoO7/gYK7tvTrdOFH/luTUdC+6Hw+stibJl5J8LskrWms/T1c4L09/qVK6MU0zdFxaa1/u2/6ZdJc+/Wm6LyG5IN3jtFO/6OokF1TVh9KNcXd2VZ2f5I3pxmnbGAem+0B06Mjjt+5Dxoequ+TvwnTHYmP3NZ3XJDm8qr6ervivc2KSS/t9vyfdYz70HFuomV67aa2dm+QnST4wMvkt6S6ZuqC6L4N5S+Zun0x5/U6Z/8p0Y92d3h+L9/XPo0OTfKR/bnwts1+GN6h1l5m9Lslp/TGuJO/dmG1OIDVZTVaT509N3tCS1OQkqaqz0l2G+/SquqqqntHP+j9JHpBuiIDzq+pN/fS3JPm1/jlxWpI/bq39cGPbsYTUaDVajZ4/NXpDS1Wj533cW2uXpBuT+oJ0Qef7WmvjCPDGQX1Wn9Xn+VOfN7RU9flRSc7pH8PT0121+a0kqapXV9VV6a6auKCq3tev86Ykv5Dk2L5t52xkGwZVa7NeqQMrTlXdu7V2U3VncE9M96UPJy53u1aSqlrb92Le5FR3xvyMJI+c0iMQGAM1eeOpycC4qNEbT40GxkF93njqM+OiZzqboqP6s6EXpTsL+0/L3B4mRFW9KN3Z/Td6w4EloyYzLTUZJoIazbTUaFh26jPTUp+Xn57pi6SqXpzuMpBRX2mtHb4c7ZmLldjmhaqqNyY5YMrkT7TW/nw52jPpquoPW2vvXO52TKe/TP4dUyZf3lrbf8z73SPdt3iPuqW19qRx7peFWYn1bSW2eaHU5PlRk6fdr5q8gq3EercS27xQavT8qNHT7leNXqFWYq1biW1eKPV5ftTnaferPi8CYToAAAAAAAwwzAsAAAAAAAzYYrkbsJF0qwdYWjWPZdVogKU11xqtPgMsLZ+hASbXfGq0nukAAAAAADBEmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAPGFqZX1YOq6vSquqSqLq6q1/TTj6qqq6vq/P7n2SPrHFlVl1XVmqp6xrjaBgAAAAAA81GttfFsuGqnJDu11s6rqm2TnJvkuUkOTHJTa+0vpyy/e5KPJNkryc5JTk3y8Nba7bPsZjyNB2AmNY9l1WiApTXXGq0+Aywtn6EBJtd8avT4eqa31q5prZ3X374xySVJdpllleck+Whr7ZbW2uVJLksXrAMAAAAAwLJakjHTq2pVkscn+bd+0iur6oKqen9Vbd9P2yXJlSOrXZXZw3cAAAAAAFgSYw/Tq+reST6Z5A9baz9J8p4kD02yZ5JrkvzVukWnWf0ulzdV1WFVdU5VnbN69eoxtRqAhVCjASaT+gwwudRogJVjbGOmJ0lVbZnk5CSntNb+9zTzVyU5ubX2mKo6Mklaa2/r552S5KjW2ldn2YWxxACWlvEeASaXMdMBJpPP0ACTazLGTK+qSnJckktGg/T+i0nX2T/JRf3tk5IcVFVbVdWuSXZLcva42gcAAAAAAHO1xRi3vXeSFya5sKrO76f9SZIXVNWe6c62rk3y+0nSWru4qj6e5FtJbktyeGvt9jG2DwAAAAAA5mSsw7wsgRXdeIAVyCWqAJPLMC8Ak8lnaIDJNRnDvAAAAAAAwKZCmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADhOkAAAAAADBAmA4AAAAAAAOE6QAAAAAAMECYDgAAAAAAA4TpAAAAAAAwQJgOAAAAAAADxhamV9WDqur0qrqkqi6uqtf003eoqi9W1aX97+1H1jmyqi6rqjVV9YxxtQ0AAAAAAOajWmvj2XDVTkl2aq2dV1XbJjk3yXOTHJrkutba26vqDUm2b639cVXtnuQjSfZKsnOSU5M8vLV2+yy7GU/jAZhJzWNZNRpgac21RqvPAEvLZ2iAyTWfGj2+numttWtaa+f1t29MckmSXZI8J8kJ/WInpAvY00//aGvtltba5UkuSxesAwAAAADAslqSMdOralWSxyf5tyQPaK1dk3SBe5L794vtkuTKkdWu6qdN3dZhVXVOVZ2zevXqcTYbgHlSowEmk/oMMLnUaICVY2zDvKzfQdW9k3wpyZ+31j5VVTe01u47Mv/61tr2VfW3Sb7aWvuHfvpxST7bWvvkLJt3+RPA0nKJKsDkMswLwGTyGRpgck3GMC9JUlVbJvlkkg+11j7VT/6Pfjz1deOq/6CfflWSB42s/sAk3x9n+wAAAAAAYC7GFqZXVSU5LsklrbX/PTLrpCSH9LcPSfLPI9MPqqqtqmrXJLslOXtc7QMAAAAAgLka2zAvVfWUJGcluTDJHf3kP0k3bvrHkzw4yRVJDmitXdev88YkL0lyW5I/bK19bmA3Ln8CWFouUQWYXIZ5AZhMPkMDTK55DfMy9jHTx2xFNx5gBfKPAMDkEqYDTCafoQEm1+SMmQ4AAAAAAJsCYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAAMAAYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAAMAAYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAEsw09QAAIABJREFUAMAAYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAAMAAYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAAMAAYToAAAAAAAwQpgMAAAAAwABhOgAAAAAADBCmAwAAAADAAGE6AAAAAAAMEKYDAAAAAMAAYToAAAAAAAwQpgMAAAAAwIA5helV9Zqq2q46x1XVeVW137gbBwAAAAAAk2CuPdNf0lr7SZL9ktwvyYuTvH1srQIAAAAAgAky1zC9+t/PTvKB1to3R6ZNv0LV+6vqB1V10ci0o6rq6qo6v/959si8I6vqsqpaU1XPmO8fAgAAAAAA4zLXMP3cqvpCujD9lKraNskdA+scn+SZ00z/69banv3PZ5OkqnZPclCSR/frHFtVm8+xbQAAAAAAMFZbzHG5lybZM8l3W2s3V9UO6YZ6mVFr7cyqWjXH7T8nyUdba7ckubyqLkuyV5KvznF9AAAAAAAYm7n2TH9ykjWttRuq6uAkf5rkxwvc5yur6oJ+GJjt+2m7JLlyZJmr+mkAAAAAALDs5hqmvyfJzVX1uCRHJPlekg8uYH/vSfLQdL3cr0nyV/306cZfb9NtoKoOq6pzquqc1atXL6AJAIyLGg0wmdRngMmlRgOsHNXatJn1hgtVndda++WqelOSq1trx62bNrDeqiQnt9YeM9u8qjoySVprb+vnnZLkqNba0DAvw40HYDHN+uXTU6jRAEtrrjVafQZYWj5DA0yu+dToOfdMv7EPvF+Y5DP9l4NuOe+WVe00cnf/JBf1t09KclBVbVVVuybZLcnZ890+AAAAAACMw1y/gPT5SX43yUtaa9dW1YOTHDPbClX1kST7JNmxqq5K8uYk+1TVnunOtK5N8vtJ0lq7uKo+nuRbSW5Lcnhr7fb5/zkAAAAAALD45jTMS5JU1QOS/Ep/9+zW2g/G1qq5c/kTwNJyiSrA5DLMC8Bk8hkaYHIt/jAvVXVgumFXDkhyYJJ/q6rnzb9tAAAAAACw8sz1C0i/meS/reuNXlX3S3Jqa+1xY27fEGdsAZaWXjUAk0vPdIDJ5DM0wOQayxeQbjZlWJcfzWNdAAAAAABY0eb6BaSfr6pTknykv//8JJ8dT5MAAAAAAGCyzOcLSH8nyd7pur6f2Vo7cZwNmyOXPwEsLZeoAkwuw7wATCafoQEm17yGeZlzmD6hVnTjAVYg/wgATC5hOsBk8hkaYHLNK0yfdZiXqrox0xfyStJaa9vNZ2cAAAAAALAS6ZkOwHzoVQMwufRMB5hMPkMDTK559UzfbFytAAAAAACATYUwHQAAAAAABgjTAQAAAABggDAdAAAAAAAGCNMBAAAAAGCAMB0AAAAAAAYI0wEAAAAAYIAwHQAAAAAABgjTAQAAAABggDAdAAAAAAAGCNMBAAAAAGCAMB0AAAAAAAYI0wEAAAAAYIAwHQAAAAAABgjTAQAAAABggDAdAAAAAAAGCNMBAAAAAGCAMB0AAAAAAAYI0wEAAAAAYIAwHQAAAAAABgjTAQAAAABggDAdAAAA+L/s3X+87XVdJ/rXW0A0RQNRQUcGMrJQk9JL1zEd+nFFnXsFb2I0k0FZ1L1YNjNKko0yWSNCTTXXbDohgWUqXiURLUQS8SqKB0QECeUKIcgZx0ELdcYZ4DN/fL+bs85m7/3Z65yz9lqb83w+Hvux1/r+/Kz1/a73/u7X9/v9LACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADpmFqZX1TlV9ZWqum5i2AFVdUlVfWH8vf/EuNOq6qaqurGqjplVuwAAAAAAYFqzvDL93CTPWzbs1Ukuba0dnuTS8Xmq6ogkJyR58jjPm6tqrxm2DQAAAAAA1m1mYXpr7fIkdy4bfGyS88bH5yU5bmL4O1pr326t3ZzkpiRHzaptAAAAAAAwjY3uM/2xrbU7kmT8/Zhx+OOTfGliutvGYQAAAAAAMHeL8gWktcKwtuKEVSdX1daq2rply5YZNwuAaajRAItJfQZYXGo0wOZRra2YWe+ehVcdmuSi1tpTxuc3Jjm6tXZHVR2c5LLW2pOq6rQkaa29YZzu4iSnt9au6Kxido0HYCUrnfxcjRoNsLHWW6PVZ4CN5RgaYHFNU6M3/Mr0C5OcOD4+Mcl7J4afUFX7VtVhSQ5PcuUGtw0AAAAAAFa096wWXFVvT3J0kgOr6rYkr0tyRpLzq+plSW5NcnyStNaur6rzk3wuyd1JTmmt3TOrtgEAAAAAwDRm2s3LBtjUjQfYhNyiCrC4dPMCsJgcQwMsroXu5gUAAAAAADYdYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgI6957HSqrolyV1J7klyd2vtGVV1QJJ3Jjk0yS1JXtJa+9o82gcAAAAAAJPmeWX6j7TWjmytPWN8/uokl7bWDk9y6fgcAAAAAADmbpG6eTk2yXnj4/OSHDfHtgAAAAAAwH3mFaa3JB+sqquq6uRx2GNba3ckyfj7MXNqGwAAAAAA7GBeYfqzWms/mOT5SU6pquesd8aqOrmqtlbV1i1btsyuhQBMTY0GWEzqM8DiUqMBNo9qrc23AVWnJ/lGkl9IcnRr7Y6qOjjJZa21J3Vmn2/jAfY8NcW0ajTAxlpvjVafATaWY2iAxTVNjd74K9Or6mFVtd/S4yTPTXJdkguTnDhOdmKS92502wAAAAAAYCUbfmV6VX1XkgvGp3sn+YvW2m9X1aOSnJ/kkCS3Jjm+tXZnZ3HO2AJsLFfVACwuV6YDLCbH0ACLa6or0+fezcsu2tSNB9iE/CMAsLiE6QCLyTE0wOJa7G5eAAAAAABgsxGmAwAAAABAx97zbgCb06mnnppt27bloIMOyplnnjnv5gAAAAAAzJQwnZ2ybdu23H777fNuBgDLONkJAAAAsyFMB4AHECc7AQAAYDb0mQ4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6fAEpsKmceuqp2bZtWw466KCceeaZ824OAAAAAHsIYTqwqWzbti233377vJsBAAAAwB5GNy8AAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAde8+7AQAAAMDsnHrqqdm2bVsOOuignHnmmfNuDgBsWsJ0AAAAeADbtm1bbr/99nk3AwA2Pd28AAAAAABAhzAdAAAAAAA6dPMCAMAu0x8vAADwQCdMBwBgl+mPF/qcdAIAJjk22HyE6QAAABvASScAYJJjg81njw7Tn/6qt867CZvWfl+9K3slufWrd3kfd8IF+5017yZsWnffeUCSvXP3nX+XW3/zqfNuzqZzyGs/O+8mAAAAAGxKe3SYDsDicqJu5zjZueuuOutn5t0EAAAAFtCD5t0AAAAAAABYdK5MBwAAAGCP5UsggfUSpgMAALDwfF/OzvO9Q7vG9w498PkSSGC9dPMCAAAAAAAdwnQAAAAAAOjQzQsAwAS3v+8cXQjsOt0IAADAYhOmAwAAAAA7zcUUO8cFKbtuoy9I0c0LAAAAAAB0uDIdAABYt6e/6q3zbsKmtd9X78peSW796l3ex51wwX7zbgEAsKdzZToAAAAAAHQI0wEAAAAAoEM3L8CmcuBD7k1y9/gbAACAJbqQ2jm64dp1uuJiTyFMBzaVV37/1+fdBAAAAAD2QLp5AQAAAACADlemAwAAwAOYrhIBYPcQpgMAsMsENQCLS1eJALB7CNMBANhlghoAAJiOC1I2n4UL06vqeUn+IMleSc5urZ0x5yYBAAAAAOxWLkjZfBbqC0iraq8kf5jk+UmOSPJTVXXEfFsFAAAAAMCebqHC9CRHJbmptfbF1tp/T/KOJMfOuU2s4N4HPyz37PuI3Pvgh827KQAAAAAAM7do3bw8PsmXJp7fluSH5tQW1vDNw5877yYAsIKlk5xOdgIsHjUaYDGpz8B6VWtt3m24T1Udn+SY1trPj89fmuSo1tovT0xzcpKTx6cPSfLfNryhsOsOTPLVeTcCdsJXW2vPW22kGs0DhBrNZrVqjVafeYBQn9msHEOzJ1Cj2azWrNHLLVqY/swkp7fWjhmfn5YkrbU3zLVhsJtV1dbW2jPm3Q4A7k+NBlhM6jPA4lKj2VMsWp/pn0pyeFUdVlUPTnJCkgvn3CYAAAAAAPZwC9Vnemvt7qp6eZKLk+yV5JzW2vVzbhYAAAAAAHu4hQrTk6S19oEkH5h3O2DGtsy7AQCsSo0GWEzqM8DiUqPZIyxUn+kAAAAAALCIFq3PdAAAAAAAWDjCdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpG6yqbqmqA8fHH5/heo6uqn+yk/PuW1Ufqqprquond2L+46rqiJ2Y73FV9f/u7PidUVXnVtWLd8NyTq+qV04x/a/v6jo7y79n3H7XVNWFE8MPq6pPVtUXquqdVfXgVea/ZbXhS/vvsuEvrKpXrzLPN1YZvlve+4nlHV1VF+2u5e2qqvpAVX3nBq/zkKr6YFXdUFWfq6pDl43/f1bbHnsqNXnN+dTk3URNnr851eS/rqqvL38fquptVXVjVV1XVedU1T7j8EdW1fuq6jNVdX1V/exGtncRqdFrzqdG7yZq9PxtdI2uqiOr6oqx1l47+dkd3+ubJ/aJIyfGHT0Ou76qPrJR7V1E6vOa86nPu4n6PH9zOoZebbu/vKpuqqo2uf2q6l+Mtfzaqvp4VT1t1m0Ups9Ra22n/igsqaq91xh9dJKdXf4PJNmntXZka+2dOzH/cUmm+qNTVXu31r7cWlu1CPXGbzIz/aOT5L+O2+/I1toLJ4a/McnvtdYOT/K1JC/bHStrrV3YWjtjdyxrUXU+b/fTWntBa+3rs2rPKt6a5KzW2vclOSrJV5ZGVNUzkmzoH8HNRk3eTk3e7dTk3WyT1OSzkrx0heFvS/K9SZ6a5KFJfn4cfkqSz7XWnpahZvzuav8c7onU6O3U6N1Ojd7NNkGN/laSn2mtPTnJ85L8/rKw6FUT+8Q1STKOf3OSF47zHb+B7V1o6vN26vNupz7vZpugPierb/ePJfnxJH+3bPqbk/zT1tr3J3l9ki2zbuAeGaZX1aFV9bdVdXYNVwW9rap+vKo+Np7ZOmqc7qjxrManx99PGof/q6o6Z3z81HEZ37HKuh5Vw5Win66qP05SE+O+Mf4+uKouH8+6XFdVzx6HP6+qrq7hCqVLx2GnV9WWqvpgkrdW1aOr6t1V9anx51k1XI36S0n+5bjMZ6803SrtfUySP09y5DjvE6vq6VX1kaq6qqourqqDx2l/YVzWZ8Zlf0cNZ41fmOSsifkvG4O8VNWBS2cHq+qkqnpXVb0vyQfH7XLdOO7siTNR/7mqXrds/ElV9Z4arvr6QlWdOfEaXlZVnx/X+ydV9abOLvHjVfXRcZ7/fWL5981XVRdV1dGrbZdl7+EvVNVfVdVDq+qnq+rK8XX8cVXtVVVnJHnoOOxtVfWwqnr/uLzraifOmq9HVVWSH02ydBb8vAwHCNP65fH1f7aqvndc9n3vVw1nia8Y943XT66/qt5UwxXT70/ymIlxq+1jl1XVG8f38PNLn411vNbVPrsfrR2vLvlYVX3/uA3OGdv86ao6duJ13bePrrKu1T6/t4z7+y9N7Ms3V9WHx/HPHd+nq8d1PHyajbBCO45Isndr7ZIkaa19o7X2rXHcXhlCnVN3ZR2zUmqymrwjNXk6avKO61qImpwkrbVLk9y1wvAPtFGSK5P8o6VRSfYb942HJ7kzyd272o5dVWq0Gr0jNXo6avSO61qIGt1a+3xr7Qvj4y9nuADl0Z3Z/nmS97TWbh3n+0pn+pkr9Vl93pH6PB31ecd1LUR9Xktr7dOttVtWGP7x1trXxqefyPZj69lpre1xP0kOzfDPyVMznFC4Ksk5Gf4gHJvkL8fpHpEhnEqGsx/vHh8/KMnlSV6UZGuSZ62xrv+Q5LXj43+W4R+lA8fn3xh//+skrxkf75Vkvwx/zL+U5LBx+AHj79PH9j50fP4XSX54fHxIkhsmpnvlRDtWnG6VNh+d5KLx8T5JPp7k0ePzn0xyzvj4URPz/FaSXx4fn5vkxRPjLkvyjPHxgUluGR+flOS2idd2aJLrlrXlHyf52/H3fePHeb+Y5JFJHpLhzNQTkjwuyS1JDhjb/tEkb1rjtZ6b5K/HbXr42J6HjMt/08R0F43vy1rb5ZVJXp7kwiT7Jvm+JO/LcDY8Ga5k+JnJbT8+/okkfzLx/JErtPNVSa5Z4ec/rPK67s6wb34iyXET7/1NE9M8Yfn7PTHultWGT2zn/zvJ2RPb403j4wsnXucp2b6f/59JLsmwjz8uydeTvDhr72OXJfnd8fELknxonfvtap/dE5P8/vj4e5JsHR//uyQ/PT7+ziSfT/KwLNtHV1nv/T6/E+/VgRPTLe2P/8e4LS5P8rBx3K9lrBM7u90zHEBclOQ9ST6dITzfaxz3iiT/cvm+tyg/UZPV5O3LPzdqspr8AKjJK70PK4zbJ8nVSZ49Pt8vyYeT3JHkG0n+2WrL3cifqNFq9Pblnxs1Wo1+ANXocb6jktyQ5EET+/mNSa5N8ntJ9h2H/36SPxzf56uWtts8f6I+q8/bl39u1Gf1+QFSn1fa7itsvwNXmfeVS9tzlj9TXd7/AHNza+2zSVJV1ye5tLXWquqzGYpbMhS086rq8Ax/LPZJktbavVV1UoY/sH/cWvvYGut5ToYPW1pr76+qr60wzaeSLPWZ+ZettWvGs4WXt9ZuHue9c2L6C1tr/3V8/ONJjhhOziVJHlFV+62wjhWna63d74qpZZ6U5ClJLhnn3SvDP3lJ8pSq+q0MH9KHJ7m4s6yVXLLstd2nqh6S5F1JXt5a+7ta1v9zhm329+O0n8vwh+nAJB9ZWmZVvStDcVnL+a21e5N8oaq+mOHW69X8r1l9u7w0Q4E6rrX2P6rqx5I8PcmnxvfuoZnodmPCZ5P8TlW9MUPR/OjyCVprZ2UIR9frkNbal6vqu5L8zbhf/8MK07UplrnkPePvqzLu28s8K8Mf0iT5swy3YCXDZ+HtrbV7kny5qv5mHL7WPrZ8fYeus40rfnYz7E//pqpeleTnMhx0JMlzk7ywtvcP95AMB2fJGvvo6H6f31Wm+4Mkf9Nae994pcARST42vuYHJ7li+QxTbve9kzw7w+2MtyZ5Z5KTquqvMtyGevQ6lzMvarKavERNno6avKNFqcnr8eYM++/SPnZMhn8sfjTJEzNsg4+21lbaVzaaGq1GL1Gjp6NG72ihanQNV43+WZITx/06SU5Lsm1cz5YM4dBvZjjWfnqSH8uwf15RVZ9orX1+mnXOgPqsPi9Rn6ejPu9okerz/bZ7a+3/781UVT+SocufH55iXTtlTw7Tvz3x+N6J5/dm+/vy+iQfbq29aCx4l03Mc3iGq4Yet451rfnBbq1dXlXPyXCG98+q6qwMZ7dWm++bE48flOSZE3+EkiQTf1zWnG4dKsn1rbVnrjDu3AwF9jPjH+GjV1nG3dnepdBDlo37Zlb3HzPcSvehVcZPbsN7Mmy3+73wdVj+Prfs2OZke7trhemXXJfkyAy3lNw8Tntea+20NVfe2uer6ukZzlC+oao+2Fr7zclpxiL5L1aY/fLW2q+ssMwvj7+/WFWXZQhY353kO2vox+3usZ1fXqttq1h635fe8xVf1hTD19rH1ru+5Vb87LbWvlVVl2S4UuMlSZ4x0YafaK3duEPDqn4oa++jK35+W2tvXbackzIcFL18Yn2XtNZ+aq1lT7ndb0vy6dbaF8d5/zLDQdK2JN+d5KaxLnxHVd3UWvvutdY9B2ry+qjJAzV5OzV5wgLV5DVV1esyXBX2ixODfzbJGa21lqFm35zhH+Erp1n2jKjR66NGD9To7dToCYtUo6vqEUnen+Q3WmufmGjjUvj17ar60wxXOSbDsfZXW2vfTPLNqro8ydMyXPk5T+rz+qjPA/V5O/V5wiLV51W2+5phelV9f5Kzkzy/tfZf1pp2d9gj+0yfwiOT3D4+PmlpYFU9MsPZmOckeVSt/c29l2fcaarq+Un2Xz5BVf3jJF9prf1Jkrck+cEMZ3P+aVUdNk5zwCrL/2C278ip7f0m3ZXhtqredD03Jnl0VT1znG+fqnryOG6/JHeMZ64mPxjL131LhjOZyXD7S1dVnZLhtpJpv/zhygzv2/41fLHCT/RmSHJ8VT2oqp6Y5LsyvOZbMvSv9qCqekKG2/+StbfLpzP8U3xhVT0uyaVJXlxDf22pqgPGbZ0k/2N83zJO+63W2p8n+Z0M238HrbWz2vYvYJj8WenAcP+q2nd8fGCGM6qfG/85/3C2b4MTk7x3He/PtD6W5ITx8eR+cXmSE2roX+3gJD8yDl9rH9tZK352R2dnuE3xUxNnZi/O0GdajW34gfWuaJXP7+T4p2c4CP/ptv2Kl08keVZVffc4zXdU1f2uNJhmu2c4k7x/VS319/ijGbb7+1trB7XWDm2tHZphX1u0IH291GQ1WU2enpq84/iNqslrtfHnM1yF/lMTbUiGu4p+bJzmsRmucPriNMueMzVajVajp6dG7zh+Q2p0DV/ufEGSt7bW3rVs3FIfx5WhG8XrxlHvTfLsqtq7hn7FfyhD9zCbgfqsPqvP01Ofdxy/UfV5xe3eafshGa78f2nboLuFhOlrOzPDGbWPZbhFY8nvJXnzuJFeluSMpcKygn+b5DlVdXWGWy5uXWGao5NcU1WfzlAk/6C19p+TnJzkPVX1mQxdNqzkV5I8o6qureGWoF8ah78vyYtq/KKONaZbU2vtv2coUm8c23FNtn+b9r9J8skM/UX97cRs70jyqhq+8OCJGQrp/1VVH89wu9J6vDLJU2v7Fxyst723Z+gn6pNJPpThQ/f3ndluTPKRJH+V5Jdaa/8tQ+G8OeOtShn6NE1vu7TW/r+x7e/PcOvTb2T4EpJrM7xPB4+TbklybVW9LUMfd1dW1TVJXpOhn7Zd8X1Jto7t+3CGq9yWis+vJflXVXVTkkdlKJK72yuSnFJVn8pQ/JdckOQLGd7TP8rwnvf2sZ212mc3rbWrMtwa9qcTg1+f4Zapa2v4MpjXZ/2OzrLP77LxL8/Q192Hx3357HE/OinJ28d94xNZ+za8rjbcZvbKJJfWcPtbJfmTXVnmAlKT1WQ1eXpq8o42pCYnSVV9NMNtuD9WVbdV1THjqP+Y5LEZugi4pqpeOw5/fZJ/MtbwS5P8Wmvtq7vajg2kRqvRavT01OgdbVSNfkmGAPmkic/NUij7trEOfzbDZ/C3kqS1dkOGPqmvzRB0nt1au+7+i15I6rP6rD5PT33e0UbV51W3e1X9SlXdluFuhGur6uxxntdm2A/ePLZt6y62oauGkzrwwFFVD2+tfaOGM7gXZPjShwvm3a7NpKpuGa9ifsCp4Yz5ZUm+d9kVgcAMqMm7Tk0GZkWN3nVqNDAL6vOuU5+ZFVem80B0+ng29LoMZ2H/cs7tYUFU1c9kOLv/Gn9wYMOoyaxITYaFoEazIjUa5k59ZkXq8/y5Mn03qaqfzXAbyKSPtdZOmUd71mMztnlnVdVrkhy/bPC7Wmu/PY/2LLqq+tXW2u/Pux0rGW+Tf+OywTe31l404/U+NcO3eE/6dmvth2a5XnbOZqxvm7HNO0tNno6avOJ61eRNbDPWu83Y5p2lRk9HjV5xvWr0JrUZa91mbPPOUp+noz6vuF71eTcQpgMAAAAAQIduXgAAAAAAoGPveTdgF7msHmBj1RTTqtEAG2u9NVp9BthYjqEBFtc0NdqV6QAAAAAA0CNMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoGNmYXpVPaF+uw3cAAAW4ElEQVSqPlxVN1TV9VX1inH46VV1e1VdM/68YGKe06rqpqq6saqOmVXbAAAAAABgGtVam82Cqw5OcnBr7eqq2i/JVUmOS/KSJN9orf3OsumPSPL2JEcleVySDyX5ntbaPWusZjaNB2A1NcW0ajTAxlpvjVafATaWY2iAxTVNjZ7dlemttTtaa1ePj+9KckOSx68xy7FJ3tFa+3Zr7eYkN2UI1gEAAAAAYK42pM/0qjo0yQ8k+eQ46OVVdW1VnVNV+4/DHp/kSxOz3Za1w3cAAAAAANgQMw/Tq+rhSd6d5Fdba/+Q5I+SPDHJkUnuSPK7S5OuMPv9bm+qqpOramtVbd2yZcuMWg3AzlCjARaT+gywuNRogM1jZn2mJ0lV7ZPkoiQXt9b+/QrjD01yUWvtKVV1WpK01t4wjrs4yemttSvWWIW+xAA2lv4eARaXPtMBFpNjaIDFtRh9pldVJXlLkhsmg/Txi0mXvCjJdePjC5OcUFX7VtVhSQ5PcuWs2gcAAAAAAOu19wyX/awkL03y2aq6Zhz260l+qqqOzHC29ZYkv5gkrbXrq+r8JJ9LcneSU1pr98ywfQAAAAAAsC4z7eZlA2zqxgNsQm5RBVhcunkBWEyOoQEW12J08wIAAAAAAA8UwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6JhZmF5VT6iqD1fVDVV1fVW9Yhx+QFVdUlVfGH/vPzHPaVV1U1XdWFXHzKptAAAAAAAwjWqtzWbBVQcnObi1dnVV7ZfkqiTHJTkpyZ2ttTOq6tVJ9m+t/VpVHZHk7UmOSvK4JB9K8j2ttXvWWM1sGg/AamqKadVogI213hqtPgNsLMfQAItrmho9uyvTW2t3tNauHh/fleSGJI9PcmyS88bJzssQsGcc/o7W2rdbazcnuSlDsA4AAAAAAHO1IX2mV9WhSX4gySeTPLa1dkcyBO5JHjNO9vgkX5qY7bZx2PJlnVxVW6tq65YtW2bZbACmpEYDLCb1GWBxqdEAm8fMunm5bwVVD0/ykSS/3Vp7T1V9vbX2nRPjv9Za27+q/jDJFa21Px+HvyXJB1pr715j8W5/AthYblEFWFy6eQFYTI6hARbXYnTzkiRVtU+Sdyd5W2vtPePg/zT2p77Ur/pXxuG3JXnCxOz/KMmXZ9k+AAAAAABYj5mF6VVVSd6S5IbW2r+fGHVhkhPHxycmee/E8BOqat+qOizJ4UmunFX7AAAAAABgvWbWzUtV/XCSjyb5bJJ7x8G/nqHf9POTHJLk1iTHt9buHOd5TZKfS3J3kl9trf1VZzVufwLYWG5RBVhcunkBWEyOoQEW11TdvMy8z/QZ29SNB9iE/CMAsLiE6QCLyTE0wOJanD7TAQAAAADggUCYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgI51helV9YqqekQN3lJVV1fVc2fdOAAAAAAAWATrvTL951pr/5DkuUkeneRnk5wxs1YBAAAAAMACWW+YXuPvFyT509baZyaGrTxD1TlV9ZWqum5i2OlVdXtVXTP+vGBi3GlVdVNV3VhVx0z7QgAAAAAAYFbWG6ZfVVUfzBCmX1xV+yW5tzPPuUmet8Lw32utHTn+fCBJquqIJCckefI4z5uraq91tg0AAAAAAGZq73VO97IkRyb5YmvtW1V1QIauXlbVWru8qg5d5/KPTfKO1tq3k9xcVTclOSrJFeucHwAAAAAAZma9V6Y/M8mNrbWvV9VPJ/mNJH+/k+t8eVVdO3YDs/847PFJvjQxzW3jMAAAAAAAmLv1hul/lORbVfW0JKcm+bskb92J9f1RkidmuMr9jiS/Ow5fqf/1ttICqurkqtpaVVu3bNmyE00AYFbUaIDFpD4DLC41GmDzqNZWzKx3nKjq6tbaD1bVa5Pc3lp7y9KwznyHJrmotfaUtcZV1WlJ0lp7wzju4iSnt9Z63bz0Gw/A7rTml08vo0YDbKz11mj1GWBjOYYGWFzT1Oh1X5l+1xh4vzTJ+8cvB91n6pZVHTzx9EVJrhsfX5jkhKrat6oOS3J4kiunXT4AAAAAAMzCer+A9CeT/PMkP9da21ZVhyQ5a60ZqurtSY5OcmBV3ZbkdUmOrqojM5xpvSXJLyZJa+36qjo/yeeS3J3klNbaPdO/HAAAAAAA2P3W1c1LklTVY5P8L+PTK1trX5lZq9bP7U8AG8stqgCLSzcvAIvJMTTA4tr93bxU1UsydLtyfJKXJPlkVb14+rYBAAAAAMDms94vIP1Mkv9t6Wr0qnp0kg+11p424/b1OGMLsLFcVQOwuFyZDrCYHEMDLK6ZfAHpg5Z16/JfppgXAAAAAAA2tfV+AelfV9XFSd4+Pv/JJB+YTZMAAAAAAGCxTPMFpD+R5FkZLn2/vLV2wSwbtk5ufwLYWG5RBVhcunkBWEyOoQEW11TdvKw7TF9Qm7rxAJuQfwQAFpcwHWAxOYYGWFxThelrdvNSVXdl5UJeSVpr7RHTrAwAAAAAADYjV6YDMA1X1QAsLlemAywmx9AAi2uqK9MfNKtWAAAAAADAA4UwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADpmFqZX1TlV9ZWqum5i2AFVdUlVfWH8vf/EuNOq6qaqurGqjplVuwAAAAAAYFqzvDL93CTPWzbs1Ukuba0dnuTS8Xmq6ogkJyR58jjPm6tqrxm2DQAAAAAA1m1mYXpr7fIkdy4bfGyS88bH5yU5bmL4O1pr326t3ZzkpiRHzaptAAAAAAAwjY3uM/2xrbU7kmT8/Zhx+OOTfGliutvGYQAAAAAAMHeL8gWktcKwtuKEVSdX1daq2rply5YZNwuAaajRAItJfQZYXGo0wOZRra2YWe+ehVcdmuSi1tpTxuc3Jjm6tXZHVR2c5LLW2pOq6rQkaa29YZzu4iSnt9au6Kxido0HYCUrnfxcjRoNsLHWW6PVZ4CN5RgaYHFNU6M3/Mr0C5OcOD4+Mcl7J4afUFX7VtVhSQ5PcuUGtw0AAAAAAFa096wWXFVvT3J0kgOr6rYkr0tyRpLzq+plSW5NcnyStNaur6rzk3wuyd1JTmmt3TOrtgEAAAAAwDRm2s3LBtjUjQfYhNyiCrC4dPMCsJgcQwMsroXu5gUAAAAAADYdYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAECHMB0AAAAAADqE6QAAAAAA0CFMBwAAAACADmE6AAAAAAB0CNMBAAAAAKBDmA4AAAAAAB3CdAAAAAAA6BCmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgI6957HSqrolyV1J7klyd2vtGVV1QJJ3Jjk0yS1JXtJa+9o82gcAAAAAAJPmeWX6j7TWjmytPWN8/uokl7bWDk9y6fgcAAAAAADmbpG6eTk2yXnj4/OSHDfHtgAAAAAAwH3mFaa3JB+sqquq6uRx2GNba3ckyfj7MXNqGwAAAAAA7GBeYfqzWms/mOT5SU6pquesd8aqOrmqtlbV1i1btsyuhQBMTY0GWEzqM8DiUqMBNo9qrc23AVWnJ/lGkl9IcnRr7Y6qOjjJZa21J3Vmn2/jAfY8NcW0ajTAxlpvjVafATaWY2iAxTVNjd74K9Or6mFVtd/S4yTPTXJdkguTnDhOdmKS92502wAAAAAAYCUbfmV6VX1XkgvGp3sn+YvW2m9X1aOSnJ/kkCS3Jjm+tXZnZ3HO2AJsLFfVACwuV6YDLCbH0ACLa6or0+fezcsu2tSNB9iE/CMAsLiE6QCLyTE0wOJa7G5eAAAAAABgsxGmAwAAAABAhzAdAAAAAAA6hOkAAAAAANAhTAcAAAAAgA5hOgAAAAAAdAjTAQAAAACgQ5gOAAAAAAAdwnQAAAAAAOgQpgMAAAAAQIcwHQAAAAAAOoTpAAAAAADQIUwHAAAAAIAOYToAAAAAAHQI0wEAAAAAoEOYDgAAAAAAHcJ0AAAAAADoEKYDAAAAAEDH3vNuAAAAAADAnubUU0/Ntm3bctBBB+XMM8+cd3NYB2E6/M/27i5U0rqOA/j35y6ymlLI3kVhlCBBUSRrglGBoRW9EUIE3YgsQSVdWFDQC92kN0EX3YgUBVE3vRnYG4FEgrSrZduKvVBpCl4sW2FsKtv+ujhjnHTX0TnnzPOfmc8HDnNmnzlzfufAfmf4Pv/nfwAAAABgyR577LE8+uijU4/BC2CbFwAAAAAAmMPKdGCluAQKAAAAgCko04GV4hIogDE52QkAAKw7ZToAADvmZCcAALDulOkAAACwxlw9BAC7Q5nOQrwZAwAAWA2uHgKA3aFMZyHejAEAAAAAm0SZDgBrxJVDAAAAsDeU6QCwRlw5BAAAAHtDmQ4AAADAxnJ1J/B8KdMBAACWQFkDMCZXd+7cw194zdQjrKTTJy9Jsj+nTz7kd7igl3/22FK/nzIdJiAgF+eFZmeW/SIDq0i2LEY+75yMXn/Kmp2RLYuT0TsjnwF42nlTDwAAAAAAAKNTpgMAAAAAwBzKdAAAAAAAmGOj90x/wye+MfUIK+viE49nX5KHTzzu97iA71089QQAAAAAwAux0WU6AONyom4xTnbunBOeAAAAnI0yHQAAAGANWEyxGAtSds6CFDaFMh0AAHjelAyLU9bsjKJmcQcPnElyenYLACxKmQ4AAABr7ObX/mPqEQBgLSjTgZViVQ0AAAAAU1CmAyvFqhqAMTnZCQAArLvhyvSqui7Jl5PsS3J7d98y8UgAAMzhZCcAALwwFqSsnqHK9Kral+QrSd6W5JEkR6rqju5+YNrJAAAAAAB2jwUpq+e8qQd4hkNJ/tTdf+7up5J8O8l7Jp4JAAAAAIANN9TK9CQvTfK3bfcfSXLlRLPwHM6c/6L/uwVgDPIZYFwyGmBM8hl4vqq7p57hf6rq+iTXdveNs/sfSnKouz+27TGHkxye3T2Q5ImlDwo7dzDJiamHgAWc6O7rznVQRrMmZDSr6pwZLZ9ZE/KZVeU9NJtARrOqnjOjn2m0Mv2qJJ/v7mtn9z+VJN39xUkHg11WVUe7+4qp5wDg2WQ0wJjkM8C4ZDSbYrQ9048kuayqXlFV5yf5QJI7Jp4JAAAAAIANN9Se6d19uqo+muQnSfYl+Wp3H594LAAAAAAANtxQZXqSdPedSe6ceg7YY7dNPQAA5ySjAcYknwHGJaPZCEPtmQ4AAAAAACMabc90AAAAAAAYjjIdAAAAAADmUKYDAAAAAMAcynTYBVV1aVU9WFW3V9XvquqbVXVNVd1dVX+sqkNV9eaq+s3s49dVdfHsaz9ZVceq6v6qumX2b3dV1a1V9auq+kNVvWnanxBgNclngHHJaIAxyWc4t/1TDwBr5FVJrk9yOMmRJB9McnWSdyf5dJJ9ST7S3XdX1UVJnqiqtyd5b5Iru/tUVV2y7fn2d/ehqnpHks8luWaJPwvAOpHPAOOS0QBjks9wFlamw+75S3cf6+4zSY4n+Xl3d5JjSS5NcneSL1XVTUle0t2ns/Xi8bXuPpUk3X1y2/N9d3Z77+zrAViMfAYYl4wGGJN8hrNQpsPueXLb52e23T+TrTOwtyS5MckFSe6pqsuTVJKe83z/iatIAHZCPgOMS0YDjEk+w1ko02FJquqVs7O6tyY5muTyJD9NckNVXTh7zCXP9RwA7D75DDAuGQ0wJvnMpnImCJbn41X11mydhX0gyY+6+8mqel2So1X1VJI7s7X3GADLI58BxiWjAcYkn9lItbXdEQAAAAAAcC62eQEAAAAAgDmU6QAAAAAAMIcyHQAAAAAA5lCmAwAAAADAHMp0AAAAAACYQ5kOS1ZVf62qg1PPAcCzyWiAMclngHHJaDaJMh0AAAAAAOZQpsMeqqrvV9W9VXW8qg6f5fhnqurBqvpZVX2rqm6eYk6ATSSjAcYknwHGJaPZdPunHgDW3A3dfbKqLkhypKq+8/SBqroiyfuTvD5b/xfvS3LvNGMCbCQZDTAm+QwwLhnNRlOmw966qareN/v8ZUku23bs6iQ/6O5/J0lV/XDZwwFsOBkNMCb5DDAuGc1GU6bDHqmqtyS5JslV3X2qqu5KcmD7Q6aYCwAZDTAq+QwwLhkN9kyHvfTiJH+fvcBcnuSNzzj+yyTvqqoDVXVRkncufUKAzSWjAcYknwHGJaPZeFamw975cZIPV9Vvk/w+yT3bD3b3kaq6I8n9SR5KcjTJP5c+JcBmktEAY5LPAOOS0Wy86u6pZ4CNVVUXdfe/qurCJL9Icri775t6LgBkNMCo5DPAuGQ0687KdJjWbVX16mztMfZ1LzAAQ5HRAGOSzwDjktGsNSvTAQAAAABgDn+AFAAAAAAA5lCmAwAAAADAHMp0AAAAAACYQ5kOAAAAAABzKNMBAAAAAGAOZToAAAAAAMzxXzAIZ8GJpG24AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1493.25x1440 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cur_df = df[df[\"loss_type\"] == \"qerr\"]\n",
    "fg = sns.catplot(x=\"alg\", y=\"loss\",\n",
    "            data=cur_df, row=\"max_discrete_featurizing_buckets\",\n",
    "            col = \"hidden_layer_size\", hue=\"priority\", kind=\"bar\",\n",
    "            hue_order=[\"no\", \"yes\"], ci=75)\n",
    "#fg.add_legend()\n",
    "fg.fig.suptitle(\"Q-Error Performance wrt Feature Buckets x Hidden Layer Size \",\n",
    "            x=0.5, y=.99, horizontalalignment='center',\n",
    "            verticalalignment='top', fontsize = 40)\n",
    "fg.despine(left=True)\n",
    "plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}