{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.3 CITE-seq GEX Plaque CD4 T Cells\n",
    "This notebook displays interactive heatmaps of single cell gene expression data from plaque CD4 T Cells. The data has been UMI normalized and Z-scored - please see manuscript for additional information. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> clustergrammer2 backend version 0.5.1\n"
     ]
    }
   ],
   "source": [
    "from clustergrammer2 import net\n",
    "import helper_functions as hf\n",
    "df = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 347)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net.load_file('../data/citeseq_gex_plaque_cd4_t_cells.txt')\n",
    "df['gex'] = net.export_df()\n",
    "df['gex'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_colors = net.load_json_to_dict('../data/cluster-colors.json')\n",
    "net.set_cat_colors(axis='col', cat_index=2, cat_title='Cluster', cat_colors=cat_colors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plaque CD4 T Cell Gene Expression\n",
    "347 CD4 T cells from a plaque are hierarchically clustered based on the top 250 genes based on variance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "064cd0d2a0944c15b26d8dadb0b3f9d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "ExampleWidget(network='{\"row_nodes\": [{\"name\": \"MALAT1\", \"ini\": 100, \"clust\": 96, \"rank\": 95, \"rankvar\": 90, \"…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net.load_df(df['gex'])\n",
    "net.widget()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UMAP CD4 T Cells\n",
    "CD4 T cells from a plaque are visualized using the dimensionality reduction technique, UMAP, using the same dataset as above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bl99aqViFKK+QrkbUWj8BPBHKawgRzY5tOMb8KfPJ2J6BxWohJimGYX8fRq9bI9vks2GPhnhM/9N2FsNS5lqrYOl0TSc2v7uZA8sOlJhwWQwLF9x3QRgji062OBvtx7Qv8T6m0/fv6G/aMZpVJsk6Z+P/NuJ2Fa879Lg8HFt3jPQf08u0cEOIYJEO8kKESNauLKZfMr1wlMiDB9NhsujeRWiPLvM2Otqr2fvVXja/uxkzz6TjVR3pMqFLpd5EYxJjGPjgQFb9e1WxVWi2OBsXPlSx8kqtNcfWHyNrdxa1W9Sm6cCmKFX6SJ7FauH6T69n26xtrH15LXkn8ijILcB50ulb8q98RfjXzr42KKM41dmRtUf44jdfcGSNr5dUo96NuPyFy2vUFjUHlh/4eQP1X1K+pqeSbIlwkmRLiBBZ8dcVhaML5zMdJl8/+jU9b+lZ6qa4XreXGVfO4NDKQ4VJ275v9rHsz8uYsnoKiQ0SKxzfkL8MwWKz8P1z32OxWvCYHmq3qs3V715doYTm9KHTfDD6A7L3Z/umKDXY69u5ceGNRZqgBmKxWuh2Qze63dCt8LaM7Rkc23gMe4qdVkNblavXUk10bMMx3rn0nSIJ9NG1R3nvsveY9PWkGjEFm7kz07drgcJvSwllUZXa2kiIilAldQ4Ot759++p166SGXlQP/0z9J44M/13QjQSDO9bdUWoSsuo/q1jy2JJio08Wm2+q74YFN1Q6TtNpkrUzi9haseXu0XSO1+PlpXYvcfrQabTnvNcUBfYUOw8cfKDKTWdVRe8Me4cDSw74PdakfxOmrJoS3oDCyO1yM+eGOez5Yk/hHo/+xCTF8PCJh7HFyViDqDyl1Hqtdd/S7ic/bUKESEm9gbRXl+nFfs2La/w2m/S6vez9ai/52fmVrnEx4g0a9qxc36E9X+zBkekommgBaF87iW2zttHz5p5orcnckUn+qXzqd6lfpVeFaa9m54KdrH99Pc5TTtpc1oZ+v+5HYsOKjzZWKh6tObj8YMDjR9cdxe1yl7tnVVWx+MHF7PliT8DpQ2VT2GJsXPPhNZJoibCTnzghQqTbTd1Y9e9VfrdCSW6WTHKL5FLPUdL+gFbDiiPLEZSC4so6vul4wML2gtwCjqw5QoNuDZhzwxxyDudgMSx4XB56T+3NyOdHljqdGm28Hi+zrpnFvq/3FT7v9E3prH5xNbcsvyVqm2aWpX6uKirIK2DT25sCJlqG3aDbTd0Y+NuBZZrSFiLYqtYrnBBVyKCHB5HYIBFrzHl1Rsr3wn/ltCvL9MaX0inwG4PWmlpNomOPt4TUhICjBdYYK0a8wfRLp5O1KwvTYeI67cKd72bj/zay6P5FYY62dI5MByufWcl7I95jzo1zOLDsQJHNmrfO3Fok0QLfPoKu0y7mXD8nEiGjlKLNiDYBO8w3v6h50Z/FaiTnp5wSE3ZrrJUrX79SEi0RMZJsCREi8XXjuWPDHVxw/wUkpCYQmxxLh3EduO3722gxuEWZznHx4xcH7Kzd9+6+UTMd0nl8ZwLVfyqLIv90vt8RPtNhsvGtjTiyAo/ghVv6j+m81O4llv9lOfu+2sfWGVv5cMyHLJi6oPA5rvlvgA2h8S0UyNieEc6QC132z8uISYgplnAZCQYj/12xTuxVQUJqQok7EFRmIYkQwSDJlhAhZK9nZ8Q/R/BQ+kP8Pvv3XD/v+nJNMbUf3Z4hfx2CLc5GTFIMRoKBLc5Gx6s7MuzpYSGMvHzi68Rz1fSrsMXbCkcYzu1Fd9m/LuPI6iMB3wxtcTaObTgWznAD0loz65pZ5Gfn/zwlpcHMM9k6cyu7P98NgDPTGfAcFsMSseQxtUsqU1ZPod0V7bDYLFhsFtqMbMNt391Go16NIhJTOMTXjafVsFZYjOJvaYbdYMBvB0QgKiF+Fh0fi4UQAQ18cCA9b+3JnkV7cOe7aTmkJXVaVWzVYCh1ua4LDXo0YM1La0j/MZ2U9ilccN8FNOjegG0ztgV8nPZqYpNiwxhpYOmb0zlz9IzfY2aeyeoXV9N+THuaDmjKqf2nii8IwNc4s37n+qEONaD6nesz8bOJhaNw1bVO65fGvTWO/w38H44Mh69Nytkp+7Yj29Lr9sg2ERZCki0hqoD4OvF0m9it9DtGWEqHFK74b/E9+vrc2YdjG4/5nXoz7AZNLmgSjvBKlZueW2Ltz7lEbNDvB5E2N614Q9h4G11v6Iq9nj2kcZZFTUmyzklskMg9afew/ePt7Fqwi5jEGLpP7k6Li1vUuH8LEX0k2RJChFzX67uy8e2NHFn98/6Hyqqwxdr41Qe/ior9IgFSu6b6rS0DX2+zc0lhapdUrptzHXNvnIvH7UGhcBe46XR1J8a8OiaoMeWdyOO7f37Hto+2ob2aTld3YtDvB0XN4ohoYou10f2m7nS/qXukQxGiCGlqKoQIC4/pYfM7m1n76lryT+XT/KLmXPT7iyI65ebPzKtnsmfRnmJJl2E3mLp2apF4vW4vB1ccxJXjoskFTUhqnBTUWHKO5PBG7zdwZjvxFngBX01YTFIMU9dMpW6bukG9nhCifMra1FSSLSGEOE9BbgGzxs/i4IqDWKwW38o+Bdd8cE2pmz8H29yb5rJ15tZitWHKomg7qi0TP5tY7DHpW9L5/rnvOb7pOMnNkxnwwABaD29d4nUOrjjIiqdWcGLLCRIbJtL/gf70mNQjakYcgylzZyb7vt6H1bDS/sr2JDUKboIsahZJtoSIQuk/pnNwxUGMeIMOYztgT4l8bY/wL3NnJkdWHyGuThxtRrSJSOf1v8X9rcRpzcccjxXZL3LrR1uZf9t83C53YYJmJBj0u7sfl/3zMr/n2TBtA1/85osi9WdGgkG7K9ox/qPx1abeyWN6mHfTPHYu2An4atq8Hi8XPnwhQ/86NMLRiapKtusRIoqYTpOPrv6IgysOgvbVK31+z+cMe2oYAx8cGOnwhB8pHVJI6RC5Jphaa7ymt8T7eAo8hcmW64yL+bfNL1a0b+aZrH1lLV0ndi3W/sGV42LR/YuKdV4380x2L9zNgaUHaDW0VRCeTXhor2b9m+v5/rnvyT2aS3LzZC569CK6T+rO0seXsuuzXcWe66p/ryK1Sypdr+8aoahFTSB9toQIg4X3LOTg8oO4nW7c+W7MPBNPvoeljy9l75d7Ix2eiEJKKRr1Cdwbq07rOr4GpmftWrAr4LSf2+Vm41sbi92+e+HugKsvzTyTTdM3lTPqyPrklk/48sEvObXnFKbDJHNHJp//+nMW3reQtS+v9bvPqJlnsuJvKyIQrahJZGRLiCDxerwcXnUYV46Lxn0ak5CaAPhGD7bO2Io7v/i+babD5NunvvVts1IK7dXsXrSbTW9tIj8nn3ZXtKPXbb2q9GbOomTDnxnOh1d+iNtR9GfHZrcx/B/Di9zmPOXE6/Y/EqY9mrz0vGK3F+QV+O0Vdo4rx1WBqCPj2IZjpM0p3o7DzDPZOG1jidOhp/aeKvK91pqM7Rk4s5xkpGWw+Z3NuHJctLmsDQN+O4Dk5qXvayrE+STZEiII9i/Zz5wb5mA6TZTytQHoNrEbY14bQ/aBbKwxVr/JFkDmjsxSz+/1ePno6o/Yv2R/YeuEw98fZuXfVzJl1RTqtI6+Jqei8loNbcX4GeP5/O7PyT+dj1IKw+7beqfjuI5F7tvkgiYBR7aMBIOWQ1oWu73F4BZor/9ky0gwaDuqbWWfQths+3hbwN8x7dUBt5MCsNf/uXbyyNojzJ04l5wjOXgKPEWS0axdWWz43wZuXnozjfs0Dl7wotqTZEuISsrckcmMsTOKNezcOmMrVsPKkL8Mwe3y/yYAkNiw9H3bNk3fxP5v9hf51G46TNz5bubeNJfbv7+94k9ARLUOYzvQfkx7Mndmor2alI4pvlWSv9CkXxNSu6dybMOxwjYRgK+Terzht/dUvfb1aDOyDXsX7y2SqCirIrZWbJXqV+VxeQImjtqrSe2WSub2zGLbRtnsNgY84NvOJ/tANu8OfdfXgd4Pr+mlwCxg7sS53LPjnmqzeECEntRsCVFJK59d6fcTtdvpZvM7m7EYFlpc0sJvbYyRYDDgwdL3bVvz4hq/9Sbaqzm+8Tg5h3MqFryoEpRFUb9TfVK7pPpNtM65ceGNtLy0JbY4G7HJsRgJBikdU7jtu9sCbok0fuZ4ut3YzfeYWrFY46w0u7AZU1ZNKVITFu3ajmpLTKL/eG1xNkb8awR129X9+T4KYhJjaHVpK/rf3x+AH/71Q4kfjM7JOZxD1s6soMUuqj8Z2RKikn5a+VPAuhdrrJUTP57g6neuZtrAaTgznUX2bet4VUd6TOpR6jXyThSvtym8RoyVvIw8ajWVjuI1XXydeCYtnkT2gWwyd2SS1DiJBt0blPgYW5yNsdPGMuJfIzi17xSJDRKD3pw1HFoPa01KxxTSf0wv0i7DFmej6cCmtB7amrs23cXO+TvZ8ckObHE2uk3sRotLft7OZ983+0pdAQq+xrLOU4E3IxfilyTZEqKS4uvGBzzmdXuJrxtPYsNE7t1xL9tnb2fPoj3EJMXQY3IPmg5oWqapiIa9G7Jn4R6/xzwFHukkLoqo3bI2tVvWLtdj4pLjirWGqEqURXHz0ptZdP8its7YirIotNb0vLUnI/81EvD1Juv0q050+lUnv+eIrVW2DdE9BR5Su6YGLXZR/UmyJUQl9bunHye2nfC7yXJSoyTqd/Ft72KLtdH9xu50v7H8dTAX/+FiDi476Hfj45639Czzm4QQ1VlMYgzj3hrHFf+9Akemg4TUBGxxZX+b63tXX05s9f+7fI5hN+hzZ5+A07JC+CM1W0JUUrcbu9Hi4hYYCUbhbdYYKzFJMVwz85qgFNE2u7AZY14fg5FgEJMUQ0xiDNY4Kx3GdeDyFy6v9PmFqE4Mu0Fy8+RyJVrg+11u3Lcxht0odsxIMLDF2eh5W8+A3fiFCES26xEiCLweL2lz0lj32jryT+XTenhr+v+mf9DrqEyHyd6v9mLmmTQb1IzaLco3VSSEKFnhhumvrCU/O5/mFzen/ej2xNeNp1GvRiWWDYiaR/ZGFEIIIYQIobImWzKNKIQQQggRQlIgL4QImpN7T7Jj3g7c+W5aDW1F04FlW20phBDVmSRbQkQRj+lh9QurWf3SapxZTup1qMclf7qEjld1LP3BEaS15quHv2Lty2vxer143V5WPrOSRr0aceMXN1ap5phCCBFsMo0oRJTQXs0HV3zA0j8vJeenHEyHyfGNx5l741y++8d3kQ6vRFtnbmXtK2tx57t9W8V4fRsAH1l3hIX3Lox0eBHl9XjZ8ekOZo2fxYwrZ7Dx7Y2YzsCtBYQQ1Y8kW0JEiT1f7OHIqiO4HUW3CzEdJsueWIbzZHR2rN7y/hbmTZqH21l8mxNPvodtM7cF3GuuunGedHLm2JnCTY/dLjfvDn2XeTfNI21OGrs+28Wi+xbxSpdXyMsIvCuAEKJ6kWlEIaLElg+2BExKLDYLuxfujrqNgdPmpvHZnZ8F3K4IfLGfOXaGeu3qhTGy8Erfks5nd37GsQ3HUBaFPcXO8GeHk30gmyNrjxRJRM08k5zDOXx+9+dcN/u6CEYthAgXSbaEiBL+RobO0VrjKfAEPB4JWmu+euQrvxtkn8/r9pLYIDFMUYXfyT0neeuityg483OinHM4hwVTF2AxLH7/X72ml12f7aIgr0Dq2SJMa03anDRWv7iaM0fP0LhvYwb936AqvXWRiD6SbAkRJTpe1dHXsDS3ePKiPZpWw1pFIKrACs4UcPrg6RLvY4210vFXHav1dkIr/rrCb8JZWhKqLArXaVdQki2tNWjfOUXZaa355OZPSJubVrhFT/b+bHYu2MnV71xN5/GdIxyhqC4k2RIiSnS5rgvL/7Kc067TeE1v4e02u40u47tEXbd4a4wVSnlvr9+5PqNfGR2egCJkzxd7Ak+jKuC8Q454B8svWc6W7ltwG26+WvwVTw9/mgubXViha+dl5PH1779m64ytuPPd1O9Sn2FPD6PDlR0qdL6a5sCyA0USLfAtVHE73Hx666e0G90OI7741j1ClJcUyAsRJWxxNqasmkKHsR2wxlox7L59EAc8MICxb42v5uL+AAAgAElEQVSNdHjF2OJstB7e2v9oioJWl7XijnV3EJccF/7gwshiC/wyajWshfvzOeOcvH7n66zruw6n3YlpmCw/tJzh7w5n4e7yr9jMz87njb5vsOW9Lb6pSg0ZWzOYc/0cNk7fWOHnU5NsnLYx8KbTCvYu3hvegES1JcmWEFHEnmLnutnX8UjmI9yz4x4eyXyEYU8Nw2KNzl/VUS+NIjY5Fovxc3zWGCuJDRK5+p2ra8S0VteJXX2jfH4kN0/m0r9cii3OxtrBa8lLzMNjK1p753Q7mbpgKuXdOm3tq2txnHAUGQUF3/Tl4t8ujroav2hU0gpf7dXkn84PYzSiOovOV3AhqgmtNad/Os2ZY2fK9biYxBiSmyUHfBOPFnXb1OXuH++m7919qdW0FsnNkxnw2wHcteUukholRTq8sLjo/y7CnmIvknACGHaDK9+8kkEPD+LBow+y+9LduG3+F0Gczj/Ntoxt5bru1g99U4d+eeHouqPlOl9N1Pqy1tjs/qtptFfTbGCzMEckqiup2RJVwpljZyjILaBOqzolTttEk7R5aSx+YDF5GXlor6Zum7qMfm00LQa3iHRoQVWrSS1G/WcUo/4zKtKhRIQ9xc6dG+9k+V+X8+MHP+JxeWh+cXOG/m0ojfs0BiC+TjwWuwUCrCewKAump3yNTksbCSvvSFlN1Ou2Xnz71LeF07Dn2OJstBrSinrtq2+7EhFeKpp+Ifv27avXrVsX6TBEFEnfks6nt33Kia0nsBpWLDYLlzxxCf1/0z+q99zbuWAnsyfMLrbs37Ab3LL8Fhr3bRyhyESk3LfwPl5f/zqmt3hSVTu2NicePoFhLXsx9vK/Lmfl0yv9jm7F1orloRMPYYuVz9OlydyZycfXfsypvad8rTpcbjqO68i4t8Zh2KU4XpRMKbVea923tPvJb6KIWtkHsnl78Nu4clwAeFy+GpQlf1iCx+Vh0P8NimR4AWmtWfzbxX77K5kOk28e+4ZJX06KQGQikh4Z9AjvbXmPHFcO+rxhFLth5+lhT5cr0QK44J4LWPfqOvJO5BVZDWnYDYY/OzzsiVZuLrz+Orz9NrhcMHYsPPggNGkS1jDKLaVDCndvuZvMnZnkpeeR0jGFhNSESIclqpmqMR8jaqTv/vGd3z3kTIfJiqdWBK5XiTDnSSc5P+UEPH5wxcEwRiOiRbPkZqyasoqLW1xMjCWGOGscjRIb8fKol7m7393lPl983XjuWHcHna/pjMWwoKyK2q1rM/atsfS9q9QP2kGVkwN9+8Ljj8O2bbBnD/z3v9C1K6SlhTWUCkvpkEKLi1tIoiVCQka2RNTas2hPsZVW5yilSP8xnSb9ou9jszXGWmK9jNWI7qJ3ETodUzqy7JZlnM4/jdPtJDUhFYuq+GfepMZJjP9oPF63F4/piVhPqH/8Aw4c8I1onVNQAKYJU6fCypURCUuIqCEjWyJqnetP5I/X4y3xeCTFJsUGTAKVVdHpmk5hjkhEm+S4ZBomNqxUonU+i80S0eabb71VNNE6R2tYtw4yM8MfkxDRRJItEbV63tYTW7z/hCq+TjypXVPDHFHZXfHKFcQkxhTpM2WxWYivE8+Qvw6JYGRCBF9eXuBjVquvnqt8TgOvA48C7wKB+2EJURVIsiWiVr+7+1G7RW2ssedNuylfAfC4t8dF9WrEhj0aMnXdVLpM6EJscizxdePpNaUXd266k+RmyZEOT4ig6t8/8LH4eGhWrnZVXwJNgAeBZ4B7zn6/oeIBChFh0vpBRDXXGRffP/c9m97aREFeAS0Gt+CSJy6hUe9GkQ5NiLDQWuNxebDGWqP2A8bq1TB0KDgcRW+32+GZZ+C++8p6pkygJeBvqKwecBSo/MbdQgRLWVs/SLIlhBBRyOvx8t2z3/HD8z+QfyqfmMQY+t3Tj0ueuCQq+2d9/jlMmeKbMrRYwOuFP/4RHnkEyp4jPofb/SdsNn/ThknAW8D4oMUsRGVJny0hhKjC5k2ax85Pd2I6fO1PXDkuVr2wiiNrjjDpq0lRN8o1ejQcOQKbNvmK5Xv29E0hlsfhw9tp2tR/fZbH48RqlY2hRdUkNVtCCBFlTmw7wY5PdhQmWue4nW4OrzrMoW8PRSiyklks0Ls3DBxY/kQLYM6cTjgc/h/ocMSjdZtKRihEZEiyJSIqfUs6Sx5fwpcPf8ner/aivdEzrV1Z+afz+eHfP/DOsHeYMXYGOz7dgdfjv2+YEOfbvXA3Xrf/nxXTYbLjkx1hjig8nnnmFrxe/yN2BQUG2dljwxyREMEh04giIrTWzL1xLts/3l74prL25bXU71yfm5fcTGyt2AhHWDnZB7KZ1n8aBbkFhaMT+5fup/mFzZn4+cQqs5m2iFLRNYMYNA5HfcaPn8OcOdcAkJDg4MyZRNxuG6NHL2bZsrIUx7uBg0AC0DCE0QpRdvKKLyJiyR+WsHXG1iKf3t1ON8c3Hefzez6PYGTBMW/yPByZjiLTQGauyaGVh1j/xvqgXSevII8VB1ew5sgaPF5P0M4rIqv9mPYBE3LDbtDp6urZGHfSJFi69HKaNj3MQw89xzPPPMJ9971E8+ZHSEnpS1xcSY/WwItAKtAD36rGvsCWkMctRGlkNaIIO6/by9/i/lZk89zzWWOsPJL1CDGJVXOJd+7xXF5o+ULhxtm/VK9jPe5Nu7dS19Ba8/S3T/P0yqcxLAZe7SXOFse0sdMY20GmWqqDeZPmkTY3rUjCbou30WJwC2784saoK5APhpMnfXssHj8OzrN18rGxkJTk60TfokVJj/4X8CfgF/0nSMKXcLUMfsCixivrakQZ2RJht3/J/oCJFoD2anLTy91yOmo4Mh1YYwLvf+jMrHw37BdWv8DTK5/GYTo47TrNmYIzZDgyuGHODfzw0w+VPr+IvHHTx3HJny8p3Bg5rk4cFz58ITcsuKFaJloAdev6VjM++SR06wadO/taR2zfXlqi5QKepHiiBZAPPBuKcIUoM6nZEmGXm57rS/MD1IprryaxYWJYYwqmOq3rlJhMNuxZuToSt9fN31b8DYdZ/I3FYTp4YtkTfDnpy0pdQ0SexWph0MODGPTwILxub42p86tVCx5+2PdVdlsJXMhmAosqHZcQlVEzfntFVGnYsyFWW+CRn9RuqcQkVM0pRPDV1PS5sw82e/HPMobd4OI/XVyp8/90+idcbj+7/p61+sjqSp1fRJ+akmhV3Bl8SVUgJRZ7CRFy8hsswq5BtwY07NPQ70+fsiium3Nd+IMKssv+cRldru2CNc5KTFIMsbViMRIMRr86mhaDS5wPKVVSbBJurzvg8UTj51FBr8dL7vFcCvIKKnVNERlaazK2Z3B88/GArSBqtp3AQGAkvulCf+KAW8MWkRD+yDSiiIiJCyYyY+wMjm84jtfrRaGwxluZuGAiddvUjXR4lWaxWbhq+lUM/dtQDn13CCPeoPXw1hh2o9LnTrGncEGTC1h5aCWaotOVcbY4bu99O1prfnjuB1Y+sxLTYaK9mraXt2X0q6NJapxU6RhE6O1etJsFUxeQn52PsigsNguXPXsZvaf2jnRoUeI4vkQrGwg0bR8LNAd+Ha6ghPBLViOKEHMDu/FtHtuaX9ZVpG9JJ31LOgmpCbQa2kqmS8poV9Yu+k/rj9N04vL4phTthp2WtVuy6vZVrHp8FWtfXltkJZuyKRJTE7kn7Z4q38esuvvp+59497J3cTuKjmAadoMxr4+h+03dIxRZNHkMeB5fcbw/jYDbgEeAWuEKStQwshpRRIE38TUVvADoDrQFlha5R4PuDeh+U3fajGgjiVY5tK/Xnu2/3s5v+v+Gjikd6dmwJ88Me4a1U9dizbWy+qXVxbZ60W5NfnY+m6ZvilDUoqyW/GFJsUQLfN3jv/7910TTh+TI+YzAiVYt4D3gb0iiJaJByN7dlFIdlFKbzvvKUUo9EKrriWgzHXgAyAJy8S3J3geMATZELqxqpFFSI5697FnS7klj450bua//fdgNO4dWHsIW479CwHSYbJu1LcyRivI6vOpwwGOOTAd5J/LCGE20KmnzRV3KcSHCK2TJltZ6p9a6p9a6J9AH37vtvFBdT0QTL/Ao/nveOIHHwxtODWM1Aq/0BLDGlnxcRJ41LvD/kfZqjPjK1/5VfbcD9gDHYvCNqAsRHcI1bzMM2Ku1Phim64mIOgqcDnBMAyvCGEvN0/LSlgFXrhkJBj1v6RnmiER5db+xOxbD33JdaD6oudTcATAZ6EjRESyFLwH7H7L+S0STcCVb1wMz/B1QSt2hlFqnlFqXkZERpnBEaMUBJe3TJz1vQsmwG4z414hiKx+tcVbqta9Hl+u6RCgyUVaX/vlSEhsmFhmFtBgWYmvFMvq10RGMLJrEASvxbdHTEqiDrwXEEmBc5MISwo+Qr0ZUSsXgG+roorVOL+m+shqxOukPrPFzewy+Zdj/Dm84NdDuhbtZ+qelnNh6gtjkWPrc0YfBjw4OSvsJEXrOk05W/WcVW97bgtf00uGqDgx6ZBDJzZIjHZoQ4qyyrkYMR7I1DrhHaz2itPtKslWdbAYG46vbOjfKFQuk4iuQT4lQXEIIIURwRFPrhxsIMIUoqrMewEbgZqAB0Az4HbAJSbSEEELUJCGtIFRK2YHLgDtDeR0RrdrgK1QVlVGQV0DOTzkkpCYQX1eWswshRFUT0mRLa+0A6oXyGkJUV26Xm8UPLmbT25uw2Cx4Cjy0Ht6acW+NIyE1IdLhiSAp8BQwc+tMpm2YhtN0MrbDWO7udzcpdhkBFqK6kO16hIhSM6+ayd4v9+J2/txJ3GJYqNW0Fvek3YMtVpa2V3X57nwunX4pW09sJc/0NSqNs8WRYCSwasoq2tZtG+EIaya3143L7cJu2FFKlf4AUWNFU82WEKKcMtIyiiVaAF7TiyPDwfbZ2yMUWc2jtcbtcodki5wXV7/IlvQthYkW+BKwU/mnuPWTW4N+PVGy47nHmTB7AglPJ1D72dq0/E9L3t38bqTDEtWAfDQWIgodWHYg4LGC3AJ2f7ab7jfKZsSh5M53s/Txpax7fR1mnkl83XgufPhCLnzoQpQlOKMdr657FafbWex2r/ay9uhaTuSdIDUhNSjXEiXLzs+mzxt9OJF7Arf2fcg5dPoQd39+N1nOLH474LcRjlBUZTKyJUQUssXZAr+hK18neBE62qt5b8R7rPnvGgrOFKC9Gkemg+VPLufT2z8N2nVO5wfaaQEMq8Ep56mgXUuU7PV1r3PKeaow0TrHYTr405I/4TSLJ8VClJUkWyKqndx7ks/u+oyX2r/EG33fYMP/NuApKKk7ffXQ4coOeD0BttyxG/SY3CPMEdUs+77Zx/GNx3HnF33jNR0m22ZuI2t3VlCu06dxn4DHFIqWtVsG5TqidB9t+8jvKCOAxWJh1eFVYY5IVCeSbImodXjVYV7r+Rob/7eRk7tPcmz9Mb64/wveHfZutU+47Cl2hv51aLFu70aCQdtRbWk+uHmEIqsZ0uamUZBb4PeY1prdC3cH5TpPXvokdqP4Zsp2w87vBv6OWJvsgRgupRXCS6G8qAxJtkRU0lozZ+IczFyzyKbKpsPk2IZjbJq+KYLRhceFD13ItR9fS9MBTYmrE0dKxxRGPj+Saz+6Vl74Q6ykf99g/ttf2OxCpo+bTu3Y2tSKrUWt2FrE2eK4q89dPH7J40G7jijdTd1uIt7mv4+d1pqBTQeGOSJRnUiBvIhKB5Ye4PRB//UspsNk3Wvr6HNH4CmY6qLdFe1od0W7oJ3vyNoj7Px0JwAdxnagcb/Gkrj50emaTmx+bzNmrun3ePsx7YN2rWu7XMtVHa9i5aGVON1OBjQdQN34ukE7vyibKb2n8NKalziccxjT+/P/u92w89yI52SUUVSKJFsi6ng9XuZNnof2Bl5q78pxhTGiqs9jeph1zSz2L9mP6TRBw6oXVtHy0pZMmDcBq2Gt9PlP7T2FkWBUi42SWw1tReM+jTmy5kiR9huG3aDL9V2o2ya4yZBhNRjSakhQzynKJyk2ibVT1/LYksf4YMsHOEwHnet35qmhTzGu47hIhyeqOEm2RNTZ88Ue8rPzAx5XFkXLS1uGL6BqYOXfV7Lv631FEgczz2T/kv2s+NsKhjxZsTd6rTWrXljF8ieXoz0ar9tL3XZ1Gff2OBr3aRys8MNOKcVNi29i+ZPLWfvKWlw5LhJSExj0yCAGPDAg0uGJEKlnr8frY17n9TGvo7WWUV8RNNJBXkSdpU8sZcVfVgQ8brFZ+PX2X1OvnewEVVb/qPcPnCf9r7SKqxPHI1mPVOiN5ft/fc+yPy3DdBSdbotJjOHOTXcGfQQoUrxuLxablLgKIYqSDvKiyoqvG48tLvCga6/be0miVQ5etxfnqcA9glynXRVa3el2uVn+5PJiiRaAmW+y8u8ry33OaCWJlhCiMuQVRESdrhO6BjxmjbUy+LHBYYym6rPYLMTX9b/KCiA2ORZrTPlrtjK2ZwQcDdNuzd7Fe8t9TiGEqI4k2RJRJ7FhIiP/PRLDbvzcRV35ipOH/304yc2rfgF2ZR1df5Rv//4t3z/3fZkabA54YAC2+OKjhTa7jQEPDKjQFKIRbwRsvApgi7ehvZq9X+1lwR0LmD91PrsX7S5x4YOoXrTWZO3KIn1LOh6zevfGE6IkUrMlotbR9Uf54fkfyNieQUr7FAY8OICm/ZtGOqyIcrvcfHT1RxxcfhB3gRtlUVgsFnrc3IPRr44OmDR53V5mT5jNni/24Ha5Qfu2BGozog3XfnxthabJtNa82OZFsvdnFztmi7Mx+I+D2ffVPo6uP1rYQiEmMYbUrqlMXjIZI162HKrO9i/Zz/wp88lLz0NZFRarhaFPD6Xf3f0iHZoQQVPWmi1JtoSoQhb/bjHrXl1XZFUh+Eb9Rr4wkj5TS+49dnzTcXbO34nWmg5jO9CoV6NKxXNg+QE+vOJD3PnuwhErW5yN5BbJtL+yPWtfXlssVlucjT539eHyf19eqWuL6HV0/VGmXzy9WD2fYTe4/IXL6T21d4QiEyK4JNkSoprxmB6erfMsZp7/Rpt12tTh/j33hzkqSP8xneVPLufg8oMYCQY9b+3JwAcH8kKLF8g/5b+Fh5Fg8GjOo4E32xZV2oejP2T3ot3g5+3FXt/O7479DotVqlhE1VfWZEv6bAkRTCdOwEsvwaefQmws3Hqr7ys+cIF6WTlPOtGewB+Ocn7KqfQ1KqJBtwZcN/u6Irdprw6YaAG48924893F9n4U1cOhlYf8Jlrg6++W81MOtVvWDm9QQkSQJFtCBMuePdC/P+Tlgetsh/vt2+HVV+GHHyAxsVKnj6sdByUMBCU0SKjU+YNJWRRJjZM4c/SM3+PxdeL9FuyL6sEWZwu4y4PX48VIkCRb1CwyjitqBE+BB0emo8im1kE3ZQpkZ/+caAE4HL4k7B//qPTpbbE2ekzqgTWueJsGw24w8HfRtVHuoN8P8jtydS5W6c5dffWY3CNgO5EG3RuQUD96PhgIEQ6SbIlqrSC3gM/u/Ixnaj/D802f59m6z/LNY98Efxn6yZO+0Suvn2QuPx+mTQvKZUY8P4JGPRsRkxjju8HiS17ajWnHBfdeEJRrBMsF915A98ndscXZsMWf/Yqz0WVCFwY9MijS4YkQuujRi0hqkoQ19ueES9kUMUkxjJ02NoKRCREZUiAvqi3t1UzrP430H9PxuH5OrmzxNtqPbs+1H18bvIsdPAidO/tGsvxJTIQz/qfUyktrzf4l+9n12S6shpUu13Whcd/o3Yfw1P5T7F7oK5ZuO6pttdnCR5QsPzufVf9ZxeZ3NuNxeWg3uh0X/f4i6rSuE+nQhAgaWY0oarzdC3cze8JsCnILih2zxdu4Y/0d1O9UPzgXc7shNRVOnfJ/fMgQWLIkONcSQggRFWRvRFHj7Zy/02+iBb5Rrz1f7AnexWw2+MMfIMFPLYrdDk8+GbxrCSGEqFJkOZCIKO3V7F60m01vb8KV46L9le3peXNPYmvFVvrcFpvFt3rPz+CtUir4mws/+CDk5sKzz4JhgNa+JOyNN2Cw7OcohBA1lUwjiojxur3MHDeTA8sPFDbqNOwGMYkxTFk9pdJ9eA6uOMgHV3zgtwmoLc7GPTvuoXaLEPT6yc2FtWshJsbXCsImn2mEEKI6kmlEEfU2/G8DB5YdKJIMmQ4TR5aDeZPmVfr8zQc3p+WlLYu1HzDsBr3v6B2aRAt8xfBDhsCgQZJoCSGEkGRLRM6aF9cU2zsNQHs0R9Ye4cyxyq3eU0px/SfXc8kTl5DYKBGLYaFO6zpc/uLlXP6C7MsnIs9pOvnPqv/Q9ZWutHyhJbfPv53dWbsjHZYQIsjkY7eIGEdmgDYJ+Bp4OjIdJDVKqtQ1LDYLgx4ZJH2dqhmvx8ueL/aQNicNFHQe35m2I9tWqb0WnaaTQW8NYmfWThym73fhnU3vMGvrLL6e/DX9m/aPcIRCiGCRZEtETIMeDdj31T6/xzymhzqtpB+PKM50mLwz9B0ytmUUrjbdPms7DXo2YPJXk7HFVY2XtdfWvcaOzB043c7C2zzaQ66Zy+R5k9lx7w7psi9ENSHTiCJiLn78Yr/budjibfS+vffPXdKFOM+SPy4hfXN6kbYeBbkFHFt3jGV/Xha5wMrpjQ1vFEm0znf4zGF2n5TpRCGqC0m2RMS0GNyCUS+P8q1ATIohJjEGW5yNjld3ZMTzIyIdnohCWmvWv7Eed7672DF3vpt1r1Wd1cy5BbkBj9ksNs64grPjgBAi8qrGeLuotnrd0osu13Zh31f7MB0mzQY1C90qQVHleVwe3M7iidY5rtMuvB4vFmv0f44c0nIIH/74IR5dfJ9Oj9dD5/qdIxCVECIUJNkSEReTEEPHqzpGOgwRpdwuNzs/3cnJvSep3ao28fXicWT4X1yR2CixSiRaAI8Nfoy5aXPJM/OK3G437Dw86GHijfgIRSaECDZJtoQQUevouqO8P/J9PKYH02Fi2A08pgdbnK3YVKJhN7jo0YsiFGn5dUzpyOKbFjP5k8mk56ZjtVjxeD08dOFD/OniPxW7/+bjm3n2u2dZc2QN9RPqc98F93F91+uxqKqRXFZVP53+idfWvcaPJ36kfb323NX3LtrWbRvpsEQVIx3khRBRyXSYPN/kefKz84sdsxgWlEX93OpBQ89be3LFy1dUuRV8WmvSMtPILcila2pX7Ia92H3m75zPDbNvIN+Tj1d7AUgwEhjVdhSzrp1V5Z5zVfHZrs+YMHsCbq+bAk8BhsXAZrHx+pjXmdRjUqTDE1GgrB3kZWRLCBGVtn28Da/b6/eYLdbG4McHE5sUi1KKtqPaVtlaP6VUifVZBZ4CJs+bjMNddOo0z8zjiz1fsGjPIq5od0Wow6xxTuefZsLsCYU90ABMr4npNbnjszsY1noYjZMaRzBCUZXI+LMQ1ZzrjIu9X+5l/5L9flfxRavMHZlF2jucryC3AGemk35396PvXX2rbKJVFkv2L0H7200dyDVzeXP9m2GOqGaYvX02Cv8jhlpr3t38bpgjElWZjGwJUU1prfn26W/59qlvsRrWwtsuf+Fyet3WK8LRla5OqzoYCYbfjcQNu0HtVlUjwXKdcbFp+ia2f7wdi81Cj8k96HpDV2yxZXv5zXHlUFK5x0nnyWCFKs5zLPcYTtN/HzSXx8VPp38Kc0SiKpNkS4hqav1r61n59ErcTneRdgmL7ltEYqNE2o1qF8HoStdlQhcWP7jY/0EF3W7oFt6AKiA3PZc3L3gTZ6azcB/QI2uOsOrfq7jtu9vK1Li3f5P+mJ7iCSdAvC2eEW2kJ10odE3tSkJMAmcKivc7SzQS6d2odwSiElWVTCMKUQ1pr2bZk8v8bvRtOkyW/HFJBKIqn7jkOCbMm4CRYGCL930utMXbMOwGE+ZOIK52XIQjLN2iexeRezS3yP+DmWeSuTOT5X9dXqZztKjdgjHtxxBvK9oKQqGIs8VxZ987gxqz8BnTfgy1Ymv5nUo0rAbXd70+AlGJqkqSLSGqIedJp99VfOec+PFEGKOpuDaXteGBgw8w9Kmh9J7am6F/G8oDBx+gzYg2kQ6tVO58Nzvn7/Rb5O9xedg4bWOZz/Xer97jui7XEWeLIzk2Gbthp3P9znx767ek2FOCGbY4y2axseyWZbSo3YLEmETshp2kmCQaJjZk6c1LSYhJiHSIogqRaUQhqiEjwSBATTVAldp30l7PzsDfDox0GOVWkFdAgPpqAFw5rjKfK84Wx/SrpvPciOdIy0ijfkJ9OqZII+BQa1u3LXvv38vyA8vZfXI3LZJbMLz1cKwWa6RDE1WMJFtCVENGvEHbK9qya8EutKdo1mWNtVaJAvmqLr5OPLG1YgN2u0/pXP4RqRR7CoNbDK5saKIcLMrCkFZDGNJqSKRDEVWYTCMKUU1d8d8rSKifUFjvBL5VfHVa1eGSP10SwchqBmVRXPzHizHsRrFjht1gyF/kzVuImkJGtoSopmo1qcWvt/+aDW9uYNvH27DarHSf3J2GvRryzR++Ifd4Li0ubkGPyT2IS47+YvOq6IL7LiA3PZdVz6/CGuObevK6vQx/djgdx8k0oBA1hWzXI0QNsuSPS/jh+R/wuDxor8awG1hjrdy64lZSu6ZGOrxqy3nKyaFvD6GsipaXtiQmoerUzAkhAivrdj0yjShEDXHw24Os+vcq3E432uv7kGU6TPJP5TNz3MwSG2eKyomvE0+HsR1oP7q9JFohkQFsPPunENFHki0haojVL67GdPpvjpl3Io+ja4+GOSIhKusUMA5oBlx69s9xZ28XInpIsiVEDXH64OmA7SCURXHmaPFO2UJELy8wBPgCcAE5Z//84uzt/jcxFyISJNkSooZo1KcRFpv/X3mP6aF+5/phjkiIyvgG2Av8crPygrO3fxP2iIQIRJItIcjmZqsAACAASURBVGqIAQ8MKFwRdz6LYaFJvybUa1/P7+NMh0nG9gzyTuSFOkQhymEpkBvgWO7Z40JEB2n9IMJgP3AYaAc0jHAsNVdKhxSumXENcybOQVkUXrcXZVGkdErhurnXFbu/1+3l699/zbpX16GsCk+Bh2YDm3HVO1eR3Dw5As9AiPMlAgbgrw7RAJLCG44QJZDWDyKEDgETgM1ADL56ipHAu0CtCp1Ra83+b/az7+t9GHaDztd2pn4nmf4qD9NhsnPBTpxZThr3bUzjfo1Rqvi+Mp/c+gnbZ20vsomysirsKXbu23UfsbViwxm2EL+wF+gK+NsDNA7YCgR3D83T+ad5ZuUzvLP5HRymg0HNB/HkpU/St3GpK/9FNVXW1g+SbIkQyQfaAscBz3m3xwJ9gO/KfUZXjot3hr5D1s4sCnILUDaF1fBtPTPqpVGoggKYOxc2boTGjWHiREiV3lEVkXM4hxfbvojH5Sl2zLAbDPv7MPrf3z8CkVV9WY4s3tzwJl/t/Yp69npM7T2V4a2H+014RWkeA14Ezp/iTgDuB54O6pVyXDn0faMvh04fwuXx7WupUMQb8Xwy4RMua3NZUK8nqoayJlsyjShCZBZwmqKJFvhGtzYDa4F+5TrjZ3d/xomtJwoTAO3WuN1uNk3fRNOWVrr/czI4HJCbC3Fx8Oij8OabcNNNlX86NcyhlYewxlj9Jlumw2Tn/J1VItnSWrNt1ja+e+Y7sg9mk9w8mYt+fxFdJnSJSHKz7cQ2Br89mHx3Pk63E4CFuxdyVcereO/q9yThKrengQHAs/jKFVoB/weMDfqVXl7zMj/l/FSYaAFoNA7Twe3zb+fgAwfl/08EJAXyIkS+IXDxqpvyjmy5clykzU3z/+afZ/LdYwshI8OXaAHk5/u+7rgDdu8u17X8cZ5ysvm9zax/cz1Zu7Mqfb5oZ4uzQQnvGzGJVaMx55cPfsn82+dzfNNx8k/lk745nflT5vPFA19EJJ7xH48nOz+7MNECyDPz+GTHJ8xNmxuRmKq+sfheT46e/TP4iRbA9M3TyXf7m7KEk86TbM/YHpLriupBki0RInUI/ONlo7w1W7nHc7Haiq+kOyfHtIO/KXG3G155pVzX+qXV/1nN842fZ+GvF7L4gcW81v01Zl07C09B8cSvumh9WWu023+JgZFo0Ou2XmGOqPyydmWx7vV1mHlFC6jN/2fvvsOjKrMHjn/v9EwSQglVegtVOiIIiLIiKIgVBVcQwQKuZRXrb+2rq9gQsFAEKyo2kKIoIipVulTpIB0SQtpk2v398YaS5E5ImZbkfJ4njzg3c+8JJJkz7z3vORke1kxew/Ftx8Maz6ajm9iXug/doNlZhieDt1a+FdZ4RNFke7MDHjNppoCJmBAgyZYImaGoIlUjPuDaIp0trmYcfm/gJoUJ2injAx4PbC7+O84d3+9g4RML8bq8uNPdeDI9eF1ets/dzoKHFxT7vNHOFmuj78S+WJ3WXI9bnVbqXFyHJlc1iVBkhbdp5ib8HuPvGb/Hz+aZ4V2JOJpxFKvJGvD4kfQjYYxGFFW/Jv0C/vtpmkaraq3CHJEoTSTZEiHSDhiBKlY9TQOcwDjUylfh2ePtNL+hOWZ7/tUtq8PEJbYVxk+0WqFlyyJd61y/Pv9rrt14p3mzvKydutbwWFnRblg7Bs8bTP3L6hNTJYYqTavQ++XeDJ47GJM5+n91eF3egAm63+sP+79di6otAq5+mDUznS4oWg2jCK9Huz1KjDUm3+NOq5Nnej6D3SK7c0VgIf2NqWlaRU3TvtQ0baumaVs0Tbs4lNcT0eZNYAZqZllDoD/wI3Bnsc529TtXU7NdTayxVtBUM06Lw0KHuzvRsmYyGBWnWiwwalRxvwCObQk82FYza6TuTy32uUuD+j3rM3ThUB45/gj3bruXzvd2xmwNfDs3mjS8vGHA2jJbnI2GvRuGNZ7qcdUZ2GwgDkv+FV+7xc4jXR8JazyiaOpVrMfvt/9O51qdsZltOK1OqsRUYWzvsTzQ5YFIhyeiXKh3I44Dvtd1/QZN02yoZQ1RbmioBKt/UM5mi7MxfOlw9v22j10Ld2GNsdL8+uZUaVIF7vkeevZUBfLp6RATo2q4pk6Fxo2Lfc3YarG4UoxXI3xuH85E+ZaOVvV61iOxRSJH1h/JtbHCbDeT2CyR+r3qhz2m9695n1u+vIUFuxZgMVkwaSbQ4aPrPqJ19dZhj0cUTevqrVkxcgVHM46S4c6gbkJdzKbS8eZDRFbI+mxpmlYBtce/oV7Ii0ifLVEibjd8+y2sXw81a8LNN0NiYolOuerdVSx4aEG+W04mi4mG/2jIkHlDSnR+EVrZadnMvXsuW77egslqwufx0fy65lz9ztURbcq6M3knKw6sIMGeQO+GveUWlBClVMSbmmqa1haYBGwG2gCrgft1Xc/I83l3knNfqW7duh327t0bkniEKA6/z88X13/Brp92ndnVZouzEVMlhhHLRxBXIy7CEYrCyD6VTdrBNOJqxuFICLRxQwghiiYakq2OwHKgm67rKzRNGwec0nX9P4GeIytbIhrpus7un3ez4cMNuNPdNB3QlFaDWqleVEKEQPqRdNIOpJFQLwFnlbJzq3rLsS1MWDmBLce30LJaS+7tdC9JiUmRDkuIYouGZKsGsFzX9fo5/98deEzX9asCPUeSLRFquq7jOunC6rRisUuyJKJLxrEMvvnnN+z5ZQ8WuwVvtpem/ZtyzdRrSv0syulrpzNq3ig8Pg9e3YvFZMFqsjJ5wGSGtJbb8aJ0iniylRPEb8AIXde3aZr2DBCr6/qYQJ8vyZYIFV3XWT1pNYufWUxWsure3bR/U/qO70t8zfgIRyeEakfxdsu3Sdmdkqs/mNlupmb7mgxfMrzUjoM5nH6YBuMaGLa+cFgc7HtgH1VjZaC8KH0Km2yFulnOv4BPNE3bALQl2JNBhSik3/77Gwv+vYD0w+n43D58bh9bZ21lcqfJuFKl87OIvL/m/EXawbR8jVh92T6ObDjC38v+jlBkJffJhk8waJwPqGHOn2/6PLwBCRFmIU22dF1fp+t6R13XL9R1faCu6ymhvJ4QRrJPZfPbi7/l21Goe3WykrNYO3VthCIT4qydP+7Ene42POZ1edmzeE94Awqiw+mHcfmM39RkebOke74o86K/DbQQJbR/6f6AjTi9WV42fr4xzBEJkZ+9gh3NbHyb0Gw1l5rh30ba12xPnM145268LZ62NdqGOSIhwkuSLVHmBXoBO81kkR+DotL9OqveXcVbjd/iBccLvNXoLVa9twrdH7oa0LLuwiEXYrYFbpDZ4voWYYwmuK5rfh2x1lg0cv8smjQT8fZ4BiQNiFBkQoSHvMqIMq/uJXUDJgFWp5U2t7UJc0R5zQM6ogZ3VwMeB9IjGtH5zB4xmwUPLSBlZwq+bB8pu1JY8NACZo+YHenQSq1qrarRfkR7NY7qHFanlR7/6UF8rdK7kcNusfPr7b/SoFID4mxxZz4aVWrEr8N+xWoOPKA7mvn8PkK5yUyUHSHdjVhUshtRhMrq91bzw79/yFW3ZbabqdSgEneuvhOrM1K/7CcDDwCZ5zzmAJJQbeqirwHn0Y1Hmdx5Mt4sb75jlhgLI1eOpFqrahGIrPTTdZ0tX29h6dilpO5NpUrTKlzy+CU0vrL4I6eiia7rLN2/lF0pu2hcuTFdancplTss5/41l8d+eoxNxzZhNVu5ocUNjP3HWGrF14p0aCLMoqL1Q1FJsiVCadt321j0n0Uc3XgUW7yNdsPacemzl0awf1EWUBXIMDgWC0wAhoUzoEJZ/NxiFj+3GN2X/3eHZtbo+VRPej7V85xH/cB3wHtAMtAbGA3UDEe4QgTVxxs+5q7v7iLTe/YNkkWzkBibyJ/3/Emis2QjwkTpUthkS7o6inIjqX8SSf2jpVv1euB2jBMtch6fTjQmWz6PL+BtWd2v43P7znnED1wP/MjZr3UdMB5YjOoII0Tp4PV7uf/7+3MlWgBe3UtKVgpvrXiL53o9F6HoRDSTmi1RBDrwO/Ao8BjqNlf0rIyWHmuBbjn/LYhxG4BIa3xl44C3Xa1OK437nnvL63NyJ1oA2cAp4Cbk+0eUJhuObMDj8xgey/Zl89nGz8IckSgtJNkShZQN9AGuBMYCr6BuBw0AjH/5iEAeJPCK1mlO4IYwxFJ0dbrWoVbHWvlmQ1ocFmp1qEWdrnXOeXQCgb/Wg8CmEEUpRPCdr+xGlzcPIgBJtkQhPQP8hnrh1HM+MoCfgZcjF1ap40atDhbEDFQE7gh9OMWgaRpD5g+h3R3t1IzJGAsWp4W2w9sy5PsheQqejxdwJgtwIsTRlh3uDDdbvtnCnzP+5NTfpyIdTrnUpkYbLCbj6hu72c6gloPCHJEoLaRAXuThBiaiViSSgTbAU8C1qFs/RhKBY2GJrvRzAzGoWqZABgDvANG/s8mb7SXrRBYxVWICDPYeCnwC+AyOOYD9qO+f8iwdtVkiETDembf2/bXM/9d8TBYTuq7q4lrd0ooBkwdIn7gw+2DdB4yaN4pMz9m6LbNmpoqzChvv2SgzHsuZaJmNKEoVH+o24f8Bu4CTqCLmqym479NxCk4exFk24KICjl8KzKI0JFoAFruF+FrxARItUPV9Rrs9Y4CbKd+J1i7UrfnKQB3gAmBavs/a/fNu5v9rPp5MD9mnsnGnufFl+9j8xWZ+euyn8IYsGNp2KJ9c9wlJVZIwaSasJivXN7+e1XeulkRLBCQrW+IcX6NWIoraULM6cDj44ZRZK4DLyN1bC1Sd1u9Au5BHkJ2WjTfLi7OqMwx9jn4ABgOn+3K5USul0zBOxMqDw0ArIIXcb1ScwEvAfWcemX7pdPYu3mt4FqvTypjjY7DGlM6moKWd2+fGYrJg0mTdoryS1g+iGKYRONE6PZct7w45J/BQyCIqmy4CFqIK5f/Ieexi4E1CnWgd33acOXfPYf+S/WgmDWeik94v9ebCf14Ywqv2AY6gav5SgU6oVZzy7A0gjfwrwpmoleW7OJ2IHtkQeEizZtZI3ZtKYrPyvEIYOTZz6Z1XKcJLki1xjrwrLeeyAc1Ru8dOJ1xWYCDw7xDHVRZ1AZYBLlSdTuhXeFL3pzKlyxSyU7PPdFxIO5DGnLvn4Mny0OHODiG8ugXoFcLzR5au62w+thmX10Wraq2wW8737/kNgVt7aMAaVAIOzipOXCkuw8/0uX3EVIkpZtRCiHCRZEucYwCqd5ZR0uUBvkUVws9FvSAMAFqGJBK/z89fc/5i0xeb0P06LW9sSdKApDJYDBy+cTxLXlmCJ8OTr7WVJ9PDT4/9RLvh7crg32/o/bz7Z4Z9O4zkrGTMmhk/fv7T4z+M6TqmgFu0Bf3q1VFvZJTO/+rMwscX5ho1BWpVq263usRWjS3x1xBKXr+X3/b+RoorhY61OlI3oW6kQxIi7CTZEue4HfgfqqfWubvHnMAtqKLtWqgdiqedbnT6bc7/X4tq2Fn8OiBPlocPen3AsU3HcKerd//b52yncpPK3P7r7djiZOm+OLbN2obfY7yRwe/1c3TjUWq0rRHmqEq3dYfX0X9G/1w70wCeXfwsNrONB7o8EOCZtwHPolY287Jz7u3kjvd05K85f/H3sr/P/DxYnVbsFexcM/2aYHwZIbNw10IGfTkIt8+Npmm4vW76NenHx9d9TIxVVuRE+SFvY8U5KgArUTvi7EBczsd9qLl2eblR9Th9UTUob6B2M15JSbqf//LULxxef/jMCwuAO93Nsc3H+Olx2X1VXCZr4B933a8XeLw00HWdJfuW8OH6D/lt72/nbUAZDM/88gxZnqx8j2d6Mnl28bN4fKmo5q15h3aPQs2GzPvGIQZ4F9VrTTFbzQyZP4TrPr2OpIFJNOjdgN4v9+bev+4loU5CML+coNp+YjsDPhvAiawTpLnTOJV9CpfPxbwd8xg2a1ikwxMirGRlS+RRB/gJ1c4hGahL4Ftdz6JWtc59sclAFUK/ABRvRtjqSavxufL3ZfJl+1j3/jr6juuLZgr1Drqy58JbL2TJy0vwZef/u3VUdFC1Rendtr4zeSdXfnIlh9PP7oqt6qzK/CHzSUoM3TzM3/b9FrBruNeXxu6TVWlaxYJKqh4CnkS9x60ArEL9DH2I+hnqAPwX9WYnN5PZFGWzPc/v9WWv4/blf9Pl8rqYtXUWh9IOUTNehpGL8qF0v5UVIZQINCVwoqWjmp/mf1evHptQrKvqfp3sU9kBj3uzvXiz864SiMLo8kAXYqvF5lvBssRY6D+pfxhaQISGx+ehx/Qe7ErZRbo7/czHnpN76DG9B9newN9PJeW0OgPH5fcRZ/Ogfh5SUbfoR5/zGZWBcaj2Dy5gCUaJVmn1+/7f8fqNf1YdFgcbjmwIc0RCRI4kW6KY3Kit64GcpDgzEzWTRoU6FQIed1Zx5pvJJwonplIMd625iw53dsBR0YHFYaFez3r888d/0qRfk0iHV2yzt80mLTsNv567Hk1HJ9OTyVdbvgrZtYe3HY7dbLzzsEVVqBV/7iOZwHTUbcWyr3ps9YDHfLqPKs4qYYwmxDZvhueeg8ceg4ULIYr6V4roIMmWKCYb6p15IImcu6OqKLo/0R2rM/9zrU4rlzx2SRStwPiA8UBDIBZoDXxGvu1+UcSZ6KTfhH48mvIoT2Y9ybBfhlG3W+neHbbu8DrS3MaJf7o7nTWH1oTs2g93fZj6FesTYzlb7G0xacTb4H3D2nULap5o2Te602hircY7JRNjEulQU7UaOXDqAA/+8CCNxjWi2YRmvPjbi6S6UsMZavHpOoweDR07wvPPw8svw8CB0LkzpBX0ZlSUN5JsiWLSUE05jW6jOIGHi33mDnd1oOM9HbE4LFhjrVhjrZgdZtoOb8tFDxQ06iacdOAm4DFgN2rVYiMwAtWUUoRLjbgauZKdcznMDmrGha4uKN4ez6o7V/HMpc+QVCWJegn1uKNdPdbfDcYbOzWK+yaktBnYbCADkgbkSrjsZjvxtnhm3jQTTdP468RftHqnFRNXTmTXyV1sO7GN5399nnbvtSMlKyWC0RfSJ5/ABx9AVhZ4c26ZpqfDn3/CqFGRjU1EFRnXI0rAB/wT1fbhdG2GBdX+4UPO3VFVHGmH0tgxfwe6rtO4T2Mq1A58ezH8fkftuswwOOYAdiBd0sPjeOZx6rxRB5c3fxsFh8XB7vt3UyMunC0tvkG1djCaxuAADgEVwxhP5Oi6zvwd83ln1TsczzzO5Q0uZ1SnUdSKV7M/L51+Kb/u/TXfJgOb2caoTqN4o88bkQi78Fq3ho0bjY85HHD0KMTHGx8XZUJhx/VIsiWCYBOq0SmoodUtIhhLuNwLvI3xLcMY4DXgnrBGVJ7N2DiDO2bdgdfvxeP3YDFZsJqsvHPVOwxtOzTM0fhQhe6ryb2BxInaoSvjrQBSXalUG1sNt9+4TUyVmCocf+R4mKMqooQEOHXK+FhcHKxZA01Kbz2kOD+ZjSjCqCWh6iQfvVwErs3yU5I+Y2WLC9XiwAx0JFS30G5pdQsda3ZkwsoJbDq2ieaJzRndeTTNEpuF5HoFM6Pap4xFJeQpQBLwDGq8lQDVi8xkMuUfD5kjy2u00znK1Kunbhka8XqhprS2EIokW0IUy9XA5xjfKjIBvcMbTlQah6pfO10aakZtKBgSkqs1qdKEcX3HheTcRWdHfe3RWb+388edLH5mMUc3HsVR2UGnUZ3ocn8XzLaS3foviupx1alor8hh72HD450v6By2WIrtscfgzjshI085gd0Ogwap1S0hkAJ5UQR+n5+/5v7FvHvn8eMjP3Jo7aFIhxRBVwP1Me4AfgXlb6Uvr+nAE6hk9FTORwpwJ/BD5MISrJ60ms8Hfs7+pfvJPpVN6p5Ufnn6Fz664iP83gDLTCFg0ky8cNkLhr3KnFYnL/R6IWyxFNstt8CIEao+y2oFTYPYWGjfHiZOjHR0IopIzZYoFNdJF9N6TOPk7pO4091oJg2Lw0LLQS0ZMHVAFLVjCKeTqNqtr1DvWzRgJPAy+ZOw8kRHTSI4EOB4B9StRRFu7gw3r1Z7Nd9QawBrnJVrP7iW5tc1D2tMb614i/8s+g/o4MdPvC2eSf0ncXXTq8MaR4ls3w5ffaV2JfbuDZdcohIvUeZJgbwIqi8HfcnWb7fic+ce9WKNtdJvQj/aDmsbociiQQZqtFE11O2j8i4FqEHgujULxWl4q5xETSf4GLUD9jrg3znXE+ezddZWvr3t24BTGppe3ZRbvrslzFFBtjebDUc2YDVbubD6hZg0uekiSgcpkBdB40p1sXVW/kQLwJPhYenYpeU82YrN+RBKDAU3dg084qZgx1FF9kdQhfeg6sKmogaoNyrmecsPr8tb4IBuoxWvcLBb7HS6oFNEri1EOMjbB3FeGUcyMFsDF86eOhBg67MopxyoHmRG3zM2VG+24ngaNerm3H5abtRq12jDZ4jc6vWoh99jXJdljbXS7NpI7N4UouyTZEucV3yt+AILZys1rBTGaETpMAE1zuncQeYxqEavzxXznB9jfPvRjxqBk1nM85Yf8TXjaTO0Tb5xWJpZw5HgoM3QNhGKTIiyTZItcV62OButB7c2HABtjbXS/YnuEYhKRLe6wGbgUVST29aoJGsdBc/ULEhBfZe08xwXp/Wb2I8uD3bBFmdTo7DsZhr2bsiIlSOwx0vNoRChIAXyolA8mR4+vepTDqw8gM/tQ7NoaGhc9MBFXP7i5eV0N6IIr67AsgDHagP7UEmXKAxvtpe0A2k4KjmIqWQ8W7I825G8g4krJ7Lx6EaSEpMY3Wk0zauGd6emiH6yG1GExIGVB9j9824sDgvNr2tOQt2ESIckyo1fgH7kX8FyAu9S/FowIXKbuWkmQ78denb8k2bBarYysd9Ebm93e6TDE1FEki0hRBn0NXA3KuE63dvsJWQOpQiW5Kxkar9e23BckMPiYOd9O88M0haisMmW1GwJIUqR64BDwK+o+YNHkURLBNMXm74IWBah6zofb/g4zBGJskD6bAkhShkz0C7SQYgy6kj6ETI9xjtbs33ZHDgVaDKCEIHJypYQxZaFGjuzlYKbeIaSDiwE7kLNHZyPaoUgRPm09+Relv+9nOOZx4v1/DY12hBvizc8FmeLo2Ot894xEiIfWdkSosh04AXgFdT7FS9QE/gA6BbGONyogvEVqIHPADNQQ7B/pvid2oUoPF3XmbRmEi/99hJ/n/qbRGci9110H2O6jsFqtp7/BEGy9+Rebv7yZtYdWYfdbCfbl811za5j8oDJhsOuA7m66dUkOBLI8GTg18++cdHQiLHEcGPLG0MRvijjpEBeiCL7L/Ai+ZtoxqJWusLVhftpYCz5d+c5UKtc48IUhyjP/jXvX7y/7v1ct95iLDH0rNeTeUPmhaUtTIY7g8bjG3M042iuBMlhcdCjXg9+uPWHIp1vV8ou+n7Sl4NpB888ViWmCvOHzJf2DyIX2Y0oREi4gKqcXUk6lxkYDHwYplgSgRMBjsUCqRiPzBEiOHan7KbF2y1weV35jsVaY5k3ZB496vUIeRzvrXqPhxY8RIYnI9+xGEsMf4z8g5bVWhbpnLqus+zvZexI3kH9ivXpXre79BMU+chuRCFCYguBf2x8qNt34aADyQUcz0Y6qotQm/PXnIDHMj2ZfL7x87DE8cPOHwwTLVC3/5bsX1Lkc2qaRtc6XbmtzW30qNdDEi1RIpJsCXGGG/gcuBnVINOo2DwOVaMVSFxoQstHQ3VND6QCanVLiNDx6T4C3R3R0fHqBf2sBE8lRyW0ANMDzCZzwIL3gui6zrrD65i/fT77UveVNERRzkmyJcoZD8YDi0+i2gmMQCVcHwM3Ab1RSdhpjQmc5MTkPD9cHsO4CN4JPISMrhGh1qdRH0ya8ctInC2Oa5tdW+DzszxZPLXoKaqNrYb1eSstJ7Zk5qaZRY7j9na3ByyC9/q9XNX0qiKdb9PRTSRNSOKS9y/hlq9uIWlCEld9ehWnsk+d+ZwTmSeYtnYaE1ZOYMORDUWOWZQvkmyJcmIvcC1qtacC0BT45pzj9wE7yF2LlQ4sRxWhn6aharLiyF0PFZNzzlHBDrwA9wC3owriY3L+6wBuQA2AFkWRvDOZOXfPYUKzCUzpMoV1H6zD75U2GgVpXrU5A5IG5Et0HGYHLRJbcEWjKwI+1+v3ctmHlzF26ViOZR7D6/ey+fhmhs0axv9+/1+R4uhWpxvXt7ieWOvZ1VwNDafVycR+E6lgr1Doc6VkpdB9Wnd2JO8gw5NBanYqLq+LhbsWMmDGAADGrxhP7Tdq86/5/2LMj2O4eOrF9PmoD1keuXUvjEmBvCgHjgCtgBRUXdVpTuAdYBBQEVX8bqQGqmv5ubYD/wN+RCVeI1BjZCLRbmEPMAdVx9UXtfpW+rjT3Sx/czlrpqzBneGm7iV16flUT2q2qxnya+9fup+PrvgIX7bvTIJljbVSu0ttbv3+VkwWeV8aiNfv5fnFzzNuxTiyvFlYTBaGtRnGK/94hVhb4FvZX23+imGzhpHuzr/ZxGFxcPDfB6kUU6nQcei6zszNM3lj+RscTDvIhdUv5PFLHqdrna5F+npeW/oaTy16ikxv/hXwGEsM464cxwM/PJCv8anD4mBQy0FMHzi9SNcTpZvsRhSlnAv4EpgLxAO3At0p3q2xR1BtENwGx6oAG4BGBE62rAGeK4LFk+lhykVTSN6RjNeVU+ejgTXGyqBvB9HoH41Cdm1d13mz/puc2ncq3zFrrJV+E/vRdmjbkF2/rPD5fZzKPkWcLa5Q/bWu/exavt32reGxeFs8k/tPZlCrQcEO87yu/vRq5m6fa3gs1hpLnQp12Hpiq+Fxh9nBoYcPUdFRMZQhiigiuxFFKXYYaIG6TfYZMAXVvHMQxeuO/hWBkyU3cACwNvrBHwAAIABJREFUF/D80L3QC2X1pNUk7zwn0QLQVRI26/ZZAYuwg+HwusO4ko0TbU+Gh1XvyhvAwjCbzFSKqVToRqYevyfgMR0drz88xfV5VYutFrDY3qSZOJxxOOBzbRYbe07uCVFkojSTZEtEoduB/Zytn9KBDGAeML0Y5ytoNUxHrVw9iPEtwFjgqWJcszDWAK8DbwMHz/O5ZduaKWvwZhm/uGanZnNkw5GQXdt10oVmDvw94joZaMVTlMSNLW7MVWN1Lo/Pw+UNLw9zRMrI9iMDFtvr6NRLqBfwudnebGrE1QhVaKIUk2RLRJnjwCKM2ytkoJKTorqZwCtXTqA18H+olTNHzmOxOX9+GLilGNcsSBbwD9Rt0cdzrtEQeD7I1yk9cq1o5aGZtICJWDDUaFsDX7bP8JjJaqL+pfVDdu3ybFCrQdSMr4nVlHslzGl1MrL9yIglLRfXuZhhbYflSgTNmhmn1clH137EmK5jDJNEi2ahW91ukmwJQ5JsiShzBLAVcDzwEn5gDwCVyD8K1AlMQO0qNAPvo5qWvpnz+F7gGWA96jamHZWAXY8qkC+ue4HfUS0o3KjkKxt4GfiuBOctvRr3bYzJavzryO/zU/3C6iG7dkylGNoOb4vVmf/2l9lmpuvDRSuwFoXjsDhYMWIFN7a4EbvZjt1sp5KjEk/1eIpxfSM7amp83/HMvHEmfRv3pXW11tzW5jZWjljJwGYDGdx68Jmdj6dvN8bZ4qhVoRYfX/txROMW0UsK5EWUSQeqEbj7eTdUolJUh1B9qb5AJTZtUbsJA29NV1YDPVGraqeZUDsQVwFNihhHGurrC3Rr6iJUu4ny5eTek7zT+h3cablr66xOK5c8fgk9/i+0I1/8Xj/z75/PuvfXYbab0X06MZVjuH7G9dTpWiek1xbq9luaO41KjkqYTdE/YkrXdZb/vZwP139IanYqfRv35caWN+KwOCIdmggz2Y0oSrG7UL2s8iYkTlSx+5UlPL9O4Xc1dgOWGjyuofp2fVXEa29BJVRpAY5XJvC8w7Lt8PrDzLp9Fse3HMdkMaGZNbo/0Z2uY7qGbVRKVkoWR9YfwZ5gp0bbGjKiRQhRIEm2RCnmAm4EFub8vxlVw/Vf4N9hjCMTSCDweB47gVeoAkkGaqFW14y0Av4s4jnLllMHTuFOc1OpYSXMtuhf5RBClF+FTbbyFrEIEQUcqNqlzcAvqBWt/qieWOF0vjYTxWlDURnog5q7mHfreyyqWL58q3BB4bt9CyFEaSDJlohiLXI+IiUOaIkqkDfSq5jnfR91e/IAqkbNhEowrwNuK+Y5xflkpWSx6p1VbPx8I5pJ48IhF9Lhzg7YKxTUY00IIUpObiMKUaBfUDsR8xbsO4ElqEL74vACs1G9w+KAIUCnYp5LnE/awTQmdZyE66TrTBsJS4yF2Oqx3PnHnTgTSz5maXfKbj5c/yGH0w/TpXYXbmp5EzHWmBKfVwgRvaRmS4igWYRqeroZVVzfEXgLSY5Kj5mDZrLl6y3o3ty/70xWE22HtaX/pP4lOv+4FeN4/KfH8ek+3D43cbY4nFYnv9/+O02qFHXHqhCitJBxPUIETS9gHWqX4ElgGZJolR5+r5+t32zNl2gB+D1+/vykZBsS1hxawxM/PUGWNwu3T7WuSHencyzjGFd9elVIRw0JIUoHSbZE+eHzQXo6FPvFLx5VxC5KE2+2Vy1IBuDJ8pQoIRq3YhwuX/5dqTo6h9IPseqgrNYLUd6FNNnSNG2Ppml/apq2TtM0+Y0jIiM9HUaPhgoVoFIlqFYNXnsN/MXZTShKG6vTSvwF8QGPV21ZtUT9tLaf2I5fN/5eMmkmGUwshAjLylYvXdfbFuaephBB5/VCjx4wdSpkZqr/P34cnnpKJWCizNM0jcv+e5nhOB6r08rl/y3ZwOPW1Vtj1oz7gXn9XppWaVqi8wshSj+5jSjKtu++g+3bITtPE9HMTJg+Hfbvj0hYIrwuHHIhl790ObY4G/YK9jMfV751JUkDkkp07vsvuh+bOf88T7NmJqlKEm1qtCnR+YUQpV9IdyNqmrYbSEFVTLyn6/okg8+5E7gToG7duh327t0bsnhEOTR4MMyYYXzM6YRx42DEiPDGJCLG6/JyYOUB0KD2RbWD1qH+0z8/ZcTsEWiaRrY3G6fVSfW46vwy9BcuqHBBUK4hhIg+0dJBvpuu6wc1TasG/Khp2lZd13899xNyErBJoFo/hDgeUd6YC3gx1TT1IcoNi8NCvR71gn7ewa0H07dxX2ZunsnxzOO0r9meKxpdgUmTmwdCiBAnW7quH8z571FN074BOgO/FvwsIYJo0CD49ltVJJ+X1wt9+4Y/JlEmVYqpxJ0d7izgMw4AX6KGkF8C9KTwA9GFEKVZyN52aZoWq2la/Ok/A1cAG0N1PSEM9e0LF14IDkfux2Nj4d57oVatyMQlypmXgUbAY8DTqFmfHVBVFkKIsi6Ua9zVgd81TVsPrATm6rr+fQivJ0R+ZjP89BM8+CBUrKhuG9arB6+/DmPHRjo6US78BDwHZAMu1ADzdGATMgtTiPJBxvWI8kXXpU5LhNkVwI8BjjmA3UCN8IUjhAgaGdcjhBFJtETYbSvgmB3YE6Y4hBCRIsmWOI9U4CgFzjsRQhSgfgHHsoE6YYpDCBEpkmyJADaidkxVA+qiXjC+iGRAQpRSYzCeqWkFugHSh0uIsk6SLWFgF9AVWAK4Ue++9wG3Ax9HMC4hSqOrgdFADGe77cQB9YBPgnKFU9mneHP5m3R7vxuXTr+UaWun4fLmH44thIgMKZAXBoYDHwI+g2PVgENIni5EUW0FZgAngV6oJKzkrQ4PpR2i0+ROpLhSyPRkAhBrjaVR5UYsGb6EOFtcia8hhDAmBfKiBOZinGgBZADbwxiLEGVFM+BZYBwwkGD1lB41dxRH0o+cSbQAMjwZbDu+jf/++t+gXEMIUTKSbAkDBb0I+FG1JoGsB+5CbXd/DHX7UYjIOrjqIJ9d8xmv1XyNiS0msnLCSnzuQG8oSo9MTybzdszDq3vzHcv2ZTN5zeQIRCWEyEuSLWFgMGALcKwW0CDAsdeBi4GpqL5CbwDNgQXBDlCIQts6ayvTe05n23fbSD+czvEtx/np0Z/46IqP8HlKd8KV7k4vcP5imjstjNEIIQKRZEsYeASoQv4VLCdqZrhRr6ptwP8BWZy9BekGMoEbch4XIrx8Hh+zbp+FJ9OTq3uJJ9PDwVUH2Txzc+SCC4JEZ2KBNVktq7YMYzRCiEAk2RIGqgJrgTuABNQuqt7AIuCyAM+ZDHgKOOd3wQxQiELZv2Q/fq/f8Jgnw8OayWvCHFFwmTQT/9f9/3BanfmOOa1Onu/1fASiEkLkFZwKTVEGVQfeyfkojP1A/roRxQ0cCUZQQhSJO8ONVsDUgOz07DBGExr3XXQfRzOO8vry17GZ1e1/n9/Hq1e8ylVNr4pwdEIIkGRLBE0XYA7qtmFeVqBNiK6bDewA4lHNV4U4q/ZFtfFmG78JMDvMNOnXJMwRBZ+mafz38v/ycNeH+X3f71jNVnrU62G42iWEiAy5jSiCZBjGubsFNY6ke5CvpwMvoG55XgwkoRK69UG+jijNnIlO2g1vh9WZp/5QA6vDSqdRnSITWAhUiqlE/6T+XNn4Skm0hIgykmyJIKkE/Iy6/RiPGk8SC7QAfsK4qL4kngZeAtJyPlzABlRSJ+0mxFl9x/el06hOWJ1WbPE2LA4LNdvXZPjS4cRVl4afQojQkw7yIsh8qEL6g6i2Dx0JfqKVjkrqAt2yvAfVOFKIs9wZbpJ3JBNTOYaEOgmRDkcIUQYUtoO81GyJIDOjdi6G0noCf+t6gPlIsiXyssXaqNGmRqTDEEKUQ5JsCVQPrO+BVFShe7PIhnNeMahO9oFIvYoQQojoIclWufclcDvqVp8/56MH8BWq5ioatUXVhaUbHHMCI8MbjsjP54M5c2D6dMjMhGuugdtugzipkRJClD/nrdnSNO1e4BNd11NCHYzUbAXmdXlZPm45q95Zheuki5rta9Lz6Z7U71m/BGddB3Qjf+2THegPzCzBuUPtR9Qw3yzOtgaPQe1KXJrzZxERHg/07QvLl0NGhnosNhYSEmDlSrjggsjGJ4QQQVLYmq3C7EasAfyhadoXmqZdqRXUIVCEhM/t44NeH7D42cWk7k0lOzWbPYv28Gm/T/nzkz9LcOaxqF18eWWjOr4fLsG5Q+0fwBLgWqAa0Ah4Juex8CdaqftS+eOdP1g5cSXJO5PDfv3Q8AG7UJsdimDCBFi69GyiBerPR47A8OHBDFAIIUqFQu1GzEmwrkDdb+oIfAFM1XV9ZzCDkZUtYxs+3sCcu+fgycg/DscWb2PMsTFY7MW5I5wE/BXgWALwLXBpMc5bfui6zvcPfM+aSWvObrrUoeXNLRkwZQAmc2ntrjIFeBy16ulDfa9MAQrRl6pRI9i1y/iY3Q4HD0LlysEKVAghIiaYK1voKiM7nPPhRTVV+lLTtFdKFKUolLXT1homWqC6R+9dvLeYZ65VwDEPqr2CKMjq91azdspavC4v3qycD5eXzV9sZskrS8IQQTJqhbIPMATVdqOk7VwmA/cDx1HJVjaqh1kvYOv5n37iROBjViskl5WVPyGEKJzzJluapt2nadpq4BXUPZrWuq7fA3QArg9xfALwZgaaOZhz3FXw8cDuw7gIXgMaoPpklYQf9eI/BdXYtKAdhH5gMWrRdFsJrxs+v730G57M/ImwJ9PDsleXoftD2cduC9AE1eB1ATADVWs3nOInXD7Ormjl5QIKMdi4VavAx3QdatcuXmhCCFFKFWZlKxG4Ttf1Prquz9R13QOg67ofuDqk0QkAkq5JwhJjfJvQ5/ZRp1udYp55IHATKuE6fQ/MSc7CZTHPedpfQENgAGqV5DqgHrDJ4HNXArVRicJIoB1wGXCyhDGElq7rnNp/KuDx7LRs3BnuEEZwA5CC2iQAKsHKQG1s+LaY59yBWsky4kMldefx9NPgNGi/4XTCvfeCw1HM2IQQonQ6b7Kl6/pTuq4b3qfSdX1L8EMSeXW4swO2OBuaKffeBKvTSoe7O+CsUty+UhowFZgL3Ar0Ra1c7KBkvbbcQE/U2Jx01CpJGvA3qgYs65zPPYJqgnoo53NO5RxfgkrUopemacRUDlyMb7aZ88/kC5rNwB6MV7AygLeKeV4HKqkq6Ph5/OMf8PrrKrmKj1cfDgcMGgQvvFDMuPYBy4FjxXy+EEJETmmt3i1XYirHMHLlSOr1qIfZbsYWZ8MWb6PbI93o81qfEp5dQyVGHwLzgH+jVrZKYjbqBd8oEXCRe9XsXVR9WF5uYBWwsYSxhFan0Z0MVx3NdjNth7UNYYH8YdRookAOFfO89XI+jNiBfxbuNHfdpXYffvABvPsu7NgB778PlqJu5DiAmneZBFwJ1EWt6KUV8TxCCBE50tS0lKhYvyJDFw0l83gmrpMuEuomYLaZIx1WABsI/GKYjurvdfpF+3eM20+AGv2zFiigBijCuj/RnX2/7ePgHwdxp6tbhrY4G4nNE+n9cijHFrWg4L+3QuwaDGgqqrWGi7N1djZUF5iHC3+auDi49toSxOECLkYljl7Ofr1zgKuAX0twblEauX1uVh5Yic/vo/MFnYmxlp9+eot2L2L8yvHsP7WfzrU680CXB2hSpUmkwxKFJMlWKeNMdOJMjPZxNDVRtV9GRdYO4II8n6thvApmQpUMRi+L3cJtP93GroW72PT5Jvw+Py1uaEHjKxuHuO1DDdRt1u/In3TZgTElOHdX1C27Z1AbHByo5PhRIJwtG75E1aTl3QCSDaxGrXyed8e1KCM+XP8h982/Dz3nd4XP7+PZS5/loa4PRTiy0Bvz4xje/uNtMj3qd+q6w+uYvn46M2+cSb8m/SIcnSiMQvXZChfps6UDa1C1OE2ACyMaTfElowreswyOOVBf3+m2EstQNVtGiVllzn+7rDzLAG4EfkElpqeTuw9Rmx9Ku6Gor8WIHfgf8ED4whERM3/7fG6YecOZZOM0p9XJ+L7jGd6u7DbL/ePAH1z6waX5vnaAeFs8R8ccxWGRTSeREtQ+WyIcdqJuDfVEbd2/GGiPqlkJpo2ojh0VUZ3X7weOBvkalYGPUJ3cbTmPWXP+fwq5+3ddDNxD7h2Rtpz//xJJtAoSi6qzWwu8A3yM+rcsC4kWqO/RQL+iLKj5mKI8ePLnJw2TjUxPJk8teopoWjQItklrJuHyBioZUImoiH5yGzEquIBLUC+U5/ai2oAaCv0Xqg6npFYAl6NWkU7/cnoH1SpgHSr5CpbrUa3Y3kUleM2Bu1FjdfJ6FbgGmIjasXgxcC+BC7VFbkk5H2XNUFRybrTq6aPsJJXifP48Gngs2bGMY5x0naRSTEk39kSnw2mH8evGPQr9up8TWQU0ERZRQ1a2osJXqMLxvD9QPlQC9kOQrnMn+XcJelCdwl8M0jXOVR91q2cOqsu5UaJ1WnfgM1TB/Fgk0RJqZXco+RvvOoHXgCphj0hERowlcCG8jl6mC+V71u8Z8OvX0elYS+oWSwNJtqLCclSyZSQDVcdVUocJ3JndA3wahGuUHwdXH+SLG77gzfpvMrnzZDZ8vCHE3eLLq4mouq2uqLYPVwLzgVGRDEqE2dA2Q7GZbfkeN2tm+jXpF/KaJV3XOek6SYY74/yfHGTD2w03/NptJhttq7elbY22YY9JFJ0kW1GhOmdrm/KKITjv4LMp+J87lJ3Oy5ZNMzcxrfs0tny9hdS9qRz84yBz7p7DzJtmlunakcjQUNMHlgB7UYlWj4hGJMLvuV7PUbtC7VwrPA6LgyrOKkzoNyGk1/56y9c0Ht+YamOrUfHlilz2wWVsORa+ft6VYyqzeNhi6iXUI84WRwV7BWIsMVxS9xLmDJ4TtjhEychuxKiwF9Wx3agI0oGqYyppwuVH7RA0anZpAq6l5CN6yj6vy8vYamNxp+VPTq2xVm768iYaX9k4xFFsBcajZiO2QNW3laTjvxDRLy07jSlrpvDRho/w+r3c1PIm7ul4D1WcobudPGPjDO6YdQdZ3rM7qzU04u3xrLtrHQ0qNQjZtfPSdZ2VB1ZyOP0wLau1pHHlUP+eEYVR2N2IkmxFjXHAE5xtJGlGrXa9C9wWpGt8gqrbyltwHIsqnm8ZpOuUXX/N+Yuvh3xN9inj+YHNr2/OTV/eFMIIPkRtNPCg+k9ZUDs2J6FGLgkhgsGv+7ngtQs4nHE43zGLZmFYu2FM7j85ApGJaFLYZEt2I0aN+1E7Esehdh+2QvUQCmb39CGo2zJjUEOefahdgu8hiVbhZKdlF3ir0HUy8BbtkjsC3EXuFVBvzsdIoA9QNYTXFyJytp/YzqTVk9iRvIP2NdszssNIasTVCNn1dibvJM1tPAnDq3v5btt30D9klxdljCRbUaUDgZs4Bstg4GbUrUsnuXteifOp3aU2fo/xNmxLjIVGfQracVlSMwpx/L4QXl+IyJiyZgr3zb8Pr9+Lx+/h+53f8/KSl5l9y2wua3BZSK5pNpnPdKs3YtKk5FkUnny3lCtZqFWtykBD1Py8dzEelSOMVGpQiSZXNck/fFoDq9NK+zvah/DqBwk8D9GF2nEqRNmwM3kn//fz/3HjFzcyau4osrxZePxqaL3L6yLDk8HAzwaS5TGaVFFyDSo2oFqsce9Bq8nKza1uDsl1RdkkyVa54QN6AROA1JzH9gMPUbI5euXPdZ9cR6ubW2G2m7En2LHEWKjRtgYD3h/AroW7+HvF3yHaldiBwF3T41F9qYQo/d5a8Rat3mnFK0te4cstX55JsvLy6T4unnox9uftOF5wcP3n17P9xPagxKBpGu9d/V6+HlcWzUKlmEo82u3RoFxHlA9SIF9uzEbVbBn187IDu1FDoUVhZSVnceKvE/j9fr7/1/cc33ock8WE7teJrRHL4DmDSUwK5iBtN6rZ6xFyr0ZqqMHUe5HxRqK023BkA12mdMm1A7CwTJqJOFscf4z8g6ZVmgYlnqX7l/L4T4+z7O9l2Mw2bmp5Ey9c9gK14msF5fyidJPdiCKPwQSu+YkF3kLNZIxGyaj4PkUlGTehNhQEc7xQ8eh+nYnNJ5K8Mxndd87PkgbORCcP7HkAqzOYCdB2oC8q4TqtJqr/VCjrxcItGdXiojpl6+sS5zPyu5FMWzsNn+4r1vNNmomBSQP5atBXQY5MiPxkELXI43xJdfQk3bkdBlqjxv5sB3agRrW0Qt0GjaxdC3eRdigtd6IFoIMny8PGzzYG+YpNUH8PP6DmWi5ATQYoKwmJC7gduADoh/q3b4faoSvKg53JO4udaIFq2TB3+9wgRiREyUmyVW7cCMQFOOZDtQ0orDRUX6f7Ua0qQjkI9THUfMhz+1pl51zzgRBet3AOrz2MN8treMyT7mH/0lAkhBpqfM2tqKHdWgiuESm3Ap+jkq5U1KaO9aivNyWCcYlwaVujLVZT4NVgu9lOnDXQ7zIl0OBmISJFkq1yYwBqVcSe53EncAequ3xhrMj53H+jbu09jppZF4p3kjrqhdcomfED36Gae0ZOTJUYzHaz4TGT1URczYJfFMS5dqO+j/LW6ug5j00Je0Qi/O7tfC9Wc/5ky4SJegn1eKPPG8y+ZTYXVrsw4DlC1Q4ikI1HN/LPb/5Jk/FN6Dq1KzP+nCEJn8hFkq1ywwL8imp+6UR1qK8GvIAa/VIYLtQg4FOoAdmgXgQzUXVUR4MY72nGndoVP5FOtlpc3yLgAGqTxUTbYTIktvCWEbjAPxN161SEy+6U3fxx4A9OZZ8K63UbVmrIjOtn4LQ6ibPGYTFZiLPF0bByQ34f/jv3dLqHXg16Ma7vOJxWZ77nx1pj+V/v/4Ut3rl/zeWiKRcx488Z7EjewbK/lzHyu5HcOPNGSbjEGZJslStxqMQqLefjMPAghb8NNQt1y9GIH5hewvjy0oDA716hASpxjBxHRQfXTLsGi9OCZlF/j5pJwxJjodfzvajcqHJE4ytd4in4e7FSuAIp17Ye30r799rT8u2W9P6oN9Vfrc7ouaPx+ML3xmZA0gAOP3SYCf0m8OJlL/L1TV+z7d5t1K6gVuB1XaduQl2m9J9Cm2ptsJqsWEwWLq59MYuGLqJtjfC8yfH4PNz6za1kejJz1ZlleDL4YccPzNs+LyxxiOgnHeRLOa/LS/KOZBwVHVSoXaGQzzIBMef9rPz2kH+u4mkuQlPE/BJwg8F1naii+chrNagVNdrUYPm45RxZf4TKjStz0X0XUatjGdwa7vPBzz/DwYPQujW0D2Zvr38QeKNGLDAiiNcSRo5nHqfr1K6cdJ1ERz/TfmHaummke9L5YOAHYYsl3h7P0LZD8z0+e9tsRs8bTXJWMrquUzW2Kp9c9wn9mvQj1hYbtvgAftnzCz6/8RvQDE8Gk1ZP4uqmV4c1JhGdJNkqpXS/zuLnF7Ps1WWggd/jp2qLqgz8cCDVWoaqJUIjVJJjNC8shtDMV+wLTEaNoXHnPGZG7Ui8PgTXK57EZolc/U4Z/6W6ciX07w9ZWaDr6qNpU5g/H6oHY+yTA3gfGMrZgeygEq2+wBVBuIYoyHur3sPldeUbU5PlzeKLTV/w0uUvRbS/1IKdC7j5y5tz9eDal7qPod8OZc7gOWGv1TqVfQqtgNXY5KzkMEYjopncRow6J4BHUUXo1YHbUFv9c1v4xEKWvrIUd7obd5obr8vLobWHeL/b+6QdNB6eWnIDyF9gf5opJ9ZQGIy65bkI+BlVGxatPcHKqOPHoXdvOHoU0tIgPR0yMuDPP6FPH5V4BcUNqNrCa4H6QGfUoPTPKVu7LkPrwKkDPLzgYZImJNHm3TaMWz6ODHfGeZ83f8f8gM1EbWYby/YvC3aoRTJmwRjD+LK8WTzy4yNhj6fTBZ1w+92GxxwWB1c0kjcIQpFkK6ocB9oCbwIHUEnFp6gxLevOfFb2qWxWjFuBJzNPDYUO3iwvy99cHqL4bMCPQBXOtpGIzfnz7JzHQ8WC+nvoiHRJD6Z01PfdeZKlqVPBa7Ar1OuFHTtgeTC/5zoAX6J2J65ATT6QX1WFteXYFlq+3ZLxK8fz14m/2HBkA08sfILOUzqTll3wG7EEe0KBx+PtgcZFhZ7b52bjscB969YcWhP2gvS6CXUZkDQg30gfUC0q7u54d1jjEdFLfoNFledRCda575R8qNt2d5555ODqgwHbDfjcPrbPC85sMGNtUYngJOBpYDz4/gZP9xBeUwTfFtSszMqoBqINUKtHASxbpm4fGvH7YcOGoEcoiueO2XdwKvsUbt/Z3yOZ3kx2pezi1aWvFvjcEe1HBOxhpaFxaf1LgxlqkZg1MyYt8EuWxWQp8JZeqHw48ENuankTDouDBHsCTquTZonN+O323wIOshbljyRbUeVTcida51qPWoEAq9MasN0AgDU21Cs/duAW2Hoz9P0C7FXA4YAOHeCXX0J8bVFye1DNUBejWme4UXMVhwMfGj+lTh0wGyf4WCxQLdgvKidR43pCdUs8stLd6fzv9//RZHwTLnjtAm775ja2Ht9a4vMezTjKmkNr8tVcAbi8LqaunVrg8wckDaB7ve65WipoaDitTqZdMw2b2VbiGIvLbDJzZeMrDRMuk2ZiQNIANC38yZbdYmf6wOnsf3A/s2+ZzR8j/2DL6C20rt467LGI6CXJVlQpqKeUGVU0DLU61sLiMN7bYI210n5EMHeIBbBjB1x0Efzwg9qh5vfDmjXQrx8sWBD664sSeAnVJy3vC3Im8DCG7T3uugtsAV5oTSb17x4UKai6rRqoeq1qqCQw0C7Y0ifdnc5FUy7iucXPsSN5BwfTD/Lpn5/ScVLHEtdEpbvTsZgC73tKdxsNoj/LbDIz+5bZjO87nrbV21K7Qm0GNhvIr8N+5drm15YotmB4s8+bVLDHNLs0AAAgAElEQVRXwKKd/RotJgsVHRUZ+4+xEYwMEp2J9KjXgxZVW0Q0DhGdJNmKKj0IXARcEVC7gExmEwM/GIjFacn16ZYYC1VbVKXNbW2CEs2uXfDoozBgADz5JOzbd87Bp59WRdJ5C6OzsuDee4NYMC2C7zuMu/KDalK7Lf/DrVrBU0+B03l2hctuh9hY+Ppr9ecS8wHdc+LLRq1quVAD1PsH4fzRYfyK8exK2ZWr0Nun+8jwZDDs22HoJfjZqZtQ17D7+mkX1774vOewmCwMbzectXevZf+D+/l60Nd0qNWh2DEFU6PKjVh/93qGtx9OtdhqVI+tzsj2I1l/93oaVGoQ6fCizs7knTy84GH6fdKPMQvGsDN5Z6RDKre0kvxgB1vHjh31VatWRTqMCFqDerEx6in1Dnl3+x1ac4jFzy9m/5L9OBIcdLirA51Gd8IaU/LbiDNmwB13qPpnj0ctalgs8OmncM01QEICnArQWdpuhz17oEaNEschQqEugYd4O1GbMZoYH167Ft5+G/buhY4dYdQoqF3YUU/nMxtVDG+0+uJE3fbsGKRrRU6Tt5qwI2WH4TGn1cn6u9fTuHLjYp//9WWv859F/yHTk/v3iNPqZNHQRXS+oHOxzy1KjxkbZ3DHrDvw+r14/J4zjV+nXTONQa0GRTq8MkPTtNW6rp/3F5P02Yoq7YF5qOaNBzjbfPRljNoq1Gxfk5u/uTnoURw5ohKtc+uh3W71MXgwHDgAFc9XGxHy2olDqILuE6gX4KuQb+fCugW149WoPrAqUMALfbt2MHlyaMLie4wTLVCx/kxZSLbyJkHnMmvmQrVoKMiDXR4ky5PFS7+/hNlkRtd1nFYnUwdMlUSrnDiWcYzhs4bj8rrOPObxe/D4PQybNYzLG15OojMxghGWP3IbMer0RHVi3wSsRvWXCm9PqY8/DnwXUNPgiy9Q9xZNAb59GjQIUpPLQN4DGqKGYL8A3Ipaifk7hNcsS8ag2nTkXQF1ov5uI9XPykngX0kWijf1IPpc3vByzFqAzQZAs8RmJTq/pmk82eNJjo45ytzBc/l56M8cfOggVzW9qkTnLawMdwb7UvfleqEPNr/uZ/uJ7exK2VWi265l1YyNMwIe09D4bONnYYxGgCRbUUpDbcVPQhXGh9e+feAK8HsyIwMOHQKefRbi4/OvYMXEwIQJIYxuDfBvVC3P6SDTUbfFrgnhdcuSRGAtKomvgNpdeimqh1qfyIXFYFQX+UAiX6AdDE90fwKHJf/X6bQ6ebLHk9gtwah/U+e7pO4ldKzVscCWCaBmDS7avYhXl77K+2vf56TrZJGvl+pK5davbyVxbCLNJzanyitVeOD7B3K1oAiGzzZ+xgWvXUC799rR6u1WNHyrIQt2nn9TzuqDq/nf7//j9WWvsytlV1BjijYHTh0ImOxmebM4mHYwzBEJSbZEPu3bQ5xxqx3i41WtNA0awB9/qPEtFota5erSRe1EvPzyEEb3BmeTrHP5UK0CAjc9FOeqDrwLpKL+PhcBXSMakbqNPgjVKPdcsZydqlD6NUtsxo///JEmlZvgtDqJt8UTb4vnqZ5P8UjX8HdBP5J+hFbvtGLAZwN4YuET3Df/Pmq9VotP//y00Ofw+X10n9admZtn4vK6yPRkkunJZNLqSVz/efDGan2z5RuGzxrO4YzDZHgyyPJmsefkHgZ+NpCl+5caPsflddHn4z70mN6D/yz6D48vfJyWb7fkwR8eLLOrYm1rtCXOZvxLPN4WT5vqwdlEJQpPCuRFPpmZqq1Scp6xXpqm7g7u2wfWc+9AnZ6TF+i2YpEtQzVMXQnEoxq6/hv1otsBtbplpAKqT5SscJVeOvARMBZVt9gIeBIYGMmgQkLXdXam7CTDnUGzxGZBW9EqqounXsyqg6vw+nPvUHVanawYsYJW1Vqd9xyzt81myNdDDFtLOK1Olt+xvMR9p3Rdp8n4JuxMMd5R16NuDxbfvjjf4/+a9y+mrJ2Sb6XHaXXy7lXv8s82/yxRXNEo25tN3TfqcizzWK6eaxoa1WKrse/BfRHtmVaWFLZAPuQrW5qmmTVNW6tp2pxQX0sEh9OpepPWrKlWspxO9d86ddTj1rylPpoWxERrFtAbdUsrFVWH9SLQDdWWoBmBv229qFouUXppqM0gfwLJwB+UxUQLVG1V48qNaVOjTcQSra3Ht7L+8Pp8iRaoF+w3lr1RqPPM3T43YA8vr9/L3O1zmbpmKkO+GsL939/P+sPrixxranYq+1L3BTy+7O/8PcpcXhfvr33f8JZapieTF39/schxlAZ2i53Fty+mTkId4mxxOK1O4mxx1Emowy/DfpFEKwLCsX3rftRskAphuJYIktatYf9++Okn1cWhcWPo1SuIOZUhL3AH+VtfuFDDuD8AHgS+NfgcM6pIXro2C1FY245vw2q2Gg539uk+Nhwt3Bgmu9mOhmbYuV5D48XfXkRHJ92djlkzM2XNFEZ3Gs0r/3il0LGeL0EwOn4s41iB+z0KSt5Ku2aJzdh9/24W71nMrpRdNKzUkJ71exZYv+f1e9mVsguHxUHdhLphjLbsC+lLp6ZptVF78qeE8joiNMxm6NNHNQ+//PJQJ1qgVjECFdNmor6NOqJaYThQhd2gbjXWQvVpEkIUVp2EOvj8BhMDUElSw0qFWym+udXNuUb8nMvtc5PhyTiz8uXTfWR6Mnn7j7cLVdh+mtPqpHvd7obzDy2ahZta3pTv8SrOKgUOp64ZV7PQ1w8Ht8/Nr3t/ZdHuRQW2CCksk2aiV4Ne3NH+Dno16FVgovXe6veo8WoNOrzXgaQJSbR8uyXL/w7mgPnyLdQvn28CjwABv9s1TbtT07RVmqatOnbsWIjDEdHNRcHfkqdvBdyLWul6DtXGYBqwE9Wss6h0VMfyK4E2wD055y670o+ks2DMAt6o+wZv1Hnj/9k77/Aoyq4P37MlW5IQQq8qCIiAFCkK2LChKEXsWBALKpbX3utnF8VXfBUQG4hSLIiKFZEiiHRBQJAiCNJbSDabbJnvj5MQksxs2vY893XlCuxkZs62mfOc8jt8+59vydpmIlCrSGo6NehEkxpNDB0Yl93Ff076T7mO071Jd85vcX4ph8tpc2K1WA0dnhxfDv9d8N8K2fvmBW+S7kgvNq7HbrFTy12LZ898ttTfu+1uLm97OQ5r6TSt2+7m3u73Vuj8keSDZR9Qd3hd+k7sy4DJA6g3vB4jfh0RlXOPWTKGe76/h725e8n2ZeP1e1m9ezVnjz+b1btXR8WGZCdiBfKapl0I9NF1fZimaWcA9+m6fmGofVSBfHXnENIlVzqlIVGse5D6rXChA0OAT5FZgSCZ9RQkVXlOGM8VH2RtzWJM5zHkHcgjkC8RDYvdgiPdwU2LbiKzeWaMLVREm3V713HKe6eQ68sl25d9WGn8sdMe45FTHyn3cQLBAKMXj2bEghHsyN5Bs5rN6HdcP95a9BYH8w4a7tOmbhtWDVtVIXv/PvA3z819jq/WfoVFs3B5u8t5qOdD1E8z1vY7lHeIXuN6sXbvWrLzs7FgwWl30v+4/kwYOKFMWYxo8M1f33DpJ5caqv6/2edNrut4XcTOHQgGqP9Kffbm7i21zaJZuKzNZUy8xFy3q7pT3gL5SDpbLwDXIIU4TqRm63Nd168220c5Wwp4AniV4jVZGjIbcjUyoDhc/AAMpMjROpJaiKBs1UcfxROfXfUZqyavQg8U/95rFo2WF7Tkyi+vjJFlilji8XmY/Mdk5m6ZS/3U+gzpNIRWtVtV+bibD2ym9ZutDQvUo3kjD+pBftzwI9+s/waH1cFlbS+jS6P4mUbQaXQnlu9cbritSY0mbLlrC1qEpnKs27uOzmM6k+0zbnCo46rD7gdU1smMmI/r0XX9YUTimyMiW6aOlkIhPI1IPLyA+Ol+RO7hPcLraIGopZuNRvEBs0im6Jau66z5bE0pRwtAD+qs/3Y9AV8Aqz36QrqK2OK2uxnSaQhDOg0J63GPrnk0px11GrP+nkV+sHg9ptPq5P6e94f1fGZYNAu9W/Smd4tYivaas3LXStNtO7N3cjDvIDWdNSNybpfNhV83G0xPzDplk43Yx08VScBKRAvpHmS+nXlBatloiIDlbmQg8hZgHqKmH27KWq3tj8A5Y0vQZ/7e6LpO0F+V906hKM2kSybRsUFHUu2pOKwO0lLScNlcjLpwFCc2PDHW5sUFZs0FIBIhLlvkRlU1zWjKsZnHGm5zWB0RTWFWJ6IyuVfX9VlImECRVOjALYgIZT6i4j4WGWQ8C8iowrHthByIHBbOQIRT8wy2+UiGocdHomkaDTo2YPvS7Ybba7Wshd2VXGnT+GAjMB35vpyPSJRUHzJdmSy4cQELty1kwdYFZLoy6X9cfzKcVbk+JBeDOwzm7aVvlxptZNWsXNjywgpHl9btXcdbi97izz1/0q5eO27tcivH1jJ2qADe7fcuZ40/i1x/7uFmBofVQcP0hnHVRJDIKAV5RRX4EOneK5mKS0Hm2MX7sNMdSMSsZCeeExFW/SrqFkWajTM2MrHfRPy5xdMGNpeNSyZfwnF9IxFBrK4EgWGIPtyRXA68Syzmnirik/25++k6tiv/Hvr3sOaZ0+akprMmi29aTOMajct9rA9//5Cbv74Zf9CPL+g73PAw/qLxXNLmEtP91uxew//N/j9mbJpxOKJ1b/d7yXRVrWlG13UW/buI37b+Rk1nTfq37k8NR/LIbsa8QL4yKGcr0TgB81mETsSZiffV61LgYmAPcvPzItJw4yk9oy85WDN1Dd/c9g15WRLRS0lN4bz/nke7K8sey6KoCCORstWSeklu4HHgoahbpBB0XWfd3nXkBfI4vs7x2K2xj+geyjvEe8veY/yK8QSCAS5rexm3dLmFWq5a5T7GjuwdNH+9uaFIrcvmYus9Wyt0vKpywHuA8yecz8pdKwnoAWwWG4FggLH9xnLVCVdFzY5IopytSvMX8AkiP9Cr4CcyXSCJTyZwwGRbGrCYyNRahRsdWILUcLUHyr+KTFT0oM6etXvQgzp1j6+LZlGf8fDTCDBO2UJt5POmXvdoM3PTTG748gZ25ezCqlmxalaePfNZbut2W6xNqzKvzH+Fx2c+jjdQuvvTbXfz6rmvckuXW6JmT+8JvaU5okR61G13M+/6eXRs0DFqtkSKmHcjJh46cC8wCqk98iGarMcDM1DThoxoBiwz2eZHbjaJgEay1WeVhWbRqHt83VibkcQEMXe0QBYpXiByhc+K0izdvpS+E/uW0rN6YMYD2K12hnYeGiPLwsO2rG2GjhaIvMeO7B3FHgvqQfbl7sNtd4cs0q8Mmw9sZs7mOaUcLZCZlcPnD+ejgR+F9ZzxjOpGPMwnwNvIBdBX8Fg2sAK4OVZGxTkPY5xqcyB1KenRNUehiBssSOTXDBdF46YU0eKJn58g11c6xebxeXhs5mOmo4sShRMbnkhaSprhtvSUdNrXbw9IGnX04tE0erURTUY0IfPFTPpO7Ms/B/8Jmy1r9641VO4HcfKW7zDWFUtWlLN1mBcx1lzKQ9TEjRWQqzeXALch9VkpyMcpFegKvBlDuxSKeGAYxpErJ3AT6vIbfeZumWs4LBtkfNA/WeFzNmLBpW0vxWVzlRq/pKGR7kinb6u+ALw470Xu/eFedubsJC+QR34wn2//+pYuY7uwL3dfWGxpnN4YX9Bnuv3ojKPDcp5EoZp9273APjD8sm0OsZ8d2BYRixIbDRkKvRp4DhEk/QGYQ7IWl8cfAWACcBLQHBgE/B5Ti+KbIPAtcCXQH/gA4/FQ4eBx4GSkfrGQNOBE5PuiiDah9Kr8QT+p9vBct/Z69vJ/s/+Pdm+1o8PoDgyfN5ysvMjPH3XanMy+bjZNajQhPSWdVHsqaSlpNMtsxuzrZmO32snJz+HZOc+WSqUG9ABZeVmMXjw6LLa0rdeW5pnNDcchpdpTuevku8JynkShmhTI/wvcAXxd8P9aiGNwE0UFqidiXn/kROovIqPgq1BUjiAybmgGRVFZC/J5nQT0jZFd8YoPeU3mISUCIIuCusACZC5nuNGBmUiZgo50vp5NZNa5+cBE4B3k+fVBhrY3jMC5zNnr2csbC99gyqopaJrGoHaDuK3bbRFTQK8ID/z4AK//9rphHVGXRl1YdNOiKp9ja9ZWurzdhYN5Bw+PKXLZXNRPrc/ioYup7a5d5XOURVAPMvvv2Ww6sIkWtVpw6lGnHh7389PGnxg4ZaCp89epQSeW3rw0LHas37eenu/2JMeXQ44vB4tmwWF1cFu32xh+zvCwnCPWqG7EwxwA2gI7kShAIW7gEUT5HGAycAOlU4kOYACx14zajnQvNaf4SllRffkKidAYpb8zkM9L7Fva44fXgMcoLcVgB84Dvoy6ReEjDzgTiWoWfh4cSBpzHtAmKlZsy9pG57c7c9B78HChttPmpI67DkuGLqFear2o2GHG/tz9dH67M/8e+pe8gEif2DQbLruLuUPm0qFBhyqfY+DkgXy59ksCevH6L7vFzvWdrmf0heGJHFWW2X/Ppt+kfqbOVtdGXVl408KwnS8nP4ePVn7EzE0zqZdaj+s7XZ8UXYiFKGfrMMOBJzFOFbiAXYjzoiPjZsYgK2B/wePHISvTWHUjbkbmeS9C6qJ8iFM4AnUjre70pShaW5IawKck02zHqtMc2GSyzYEsyOJdF86M15GGlZLXOQ2J2kdHUufSTy5l6pqppRwNm8XGNe2v4b3+70XFjlAc8B5g5G8jGbd8HHmBPPq07MNDpzxE88zmVT52fiCftOfTTGuV0lLSOPTwoSqfpyrkB/KpO7yuobPltrt56eyXuL3b7cUez8nPYeIfE/l508/USa3DkI5DksphqgrK2TpMV8wvNDWQ8P65Rzy2DpiCrH7PQlaLsdLCyQJaIYKbR168XIhCe/Vpm1UYcSrwi8m2Gsjw7oujZ07YWIDIrvyFRKXvAcJxYU+nKH1YklRkxmezMJwnFrQG1ppscyLXtaYRtcAf9ON+zm3qaLhsLjyPlowqJhdZeVnUfrk2/qDxYGerZsX/hPnQ52gx7vdxDJs+rFjdVoo1hWNqHsPSoUtJTSmqXduwbwM93uuBx+chOz8bq2bFYXMwrOuwpEkFVoXyOlvVoEC+rJEYJbe3QlINzyPOVixFB8cBhyjuaIGsXj9HhjQrysaDqHXXQt7vlsioofhZaFSOc5EbqRF5SNF8JFiB1EBejKTmwjmw+1XkezcFUff/COgBvF8JG8chkb/C+pxQqTSNxNGFM8JMXBgkAh75oeq+gO/wXD0jvH5vyO3JQHpKOg3TzGvkTqh3QhStMWdwh8F8dtlndGnYBbvFTqYzk2Fdh7HwxoXFHC2AgVMGssezh+x8WagE9AAen4dRi0bxw4YfYmF+QlINnK1rkfosI3SgZxRtqShfU7q+pBAbMDeKtiQqfmTg9OvIDScIrEcGaP9f7MwKCzcjzlbJBUFh5LNJBM75NNAdEf/9HFmYNCc8HZCbKKqpKnSEg8jiYhgS4S2L/UjErzsiS3IVUvj+I/AExtcCd8HfJrLu1cmYLwyDRGP4tcvu4uia5u387eq1M+xMSyY0TePZM581FAh12908d1b8dKGe1+I8Fg1dRP7j+ex7cB+v9X6t1HDw1btXs37fekMnOceXw2sLXouWuQlPcn/yAbgOOIrSF1I3UvdkFhmIB0IVwmuYO5GKIqYBaxDZjyPxINpqe6NuUfiohzjcbZDPQgbyOb8CkTQINwuAl5HXrjDa6kGiKn2peqTwQ8QxMMKCpPzL4iJgYYFdOUgq/kDB422AZ5HvfDqSOnQiHZ3PVsXwOOBxjDW93MCdJtvCzwtnvWDqaLxw1gtRsSHWXNvhWl446wXSU9Kp4ahBDUcNajpqMuqCUfRp2SfW5pXCF/Dxw4YfmLJqCpsPFJdA2pa1DbvFvDZ4ywGVXSkv1WBcjxu5STyF3ICygXbIxfWCmFlVPq5HdKuM6kyCQO/ompOQfIx5nY4deBeR/JiB3HgHA/eRODIf7ZBh4GuRyM/xSLo0EryBuSbVfmA+VYsU76Io5VcSL2U7xmsRR8voGD7E/hHIAuy7gmP2Ao6puKlxR2eko/o65LlqSCr5RuCZqFlxWdvL2O/dz4M/PijioTpYLBZeP+91LmgV79fb8HHnSXcytPNQFm1bhNVipWujrnEx7Lok3/71LYM+H0RQD6LrOr6gjz4t+jBh4ARcdhetarc63LVZEotmOaxIryibalAgHwoPIsAZAE4h/jqRgkjEYBbF04luRKH9uuiblHD0x7yl342kGf0URVQcSO3OUhLH4YoWPRGHyogaiL7TpVU4/kRgKMbOcToS2Qq1wPgU6dQ1E4/sgcggJDN+4FfketGVyDneockP5LPk3yVomkbnhp3j0tGo7qzevZquY7uWEjd12pwMPH7g4bmFZsOkXTYXv1z/Cyc2PDFqNscjqkC+TEYhaZjLEdXtBkg9Svw4n/L2TENW420Qe89GVuXXxc6shOIyzNOxuUgU5MjUVR4igjsiwnYlIl0xlxvxIZ2DVWEg4rSVvCzZEGHOsmQs6mP+/dWITA1bvGFDatZ6EytHC6SzrXvT7pzc5GTlaMUpw+cNJ89fOmrl9Xv5fPXn7MrZBcCkiyfRsX5HUu2pOKwO0lLScNlcjOk7pto7WhWhmka2vkTEIEsWn7sRXa5hUbChiug6LFgAP/wAKSlw0UXQunWsrYpD8oBOwAaKp5dcBf83GzzbFNXtWZINQHuMRUG7YB71qgibkGjkRsRx8AEnAFMpWwk9iLxv/xpscyNjek4Lg40KReLT+n+tWbvXWC4kw5HB1Mun0qtZL0AGVy/ctpAFWxeQ6cqk/3H9SxXTV1fKG9mqBjVbRjyOcZefB+lQu5XYSj6UgdcLF1wAv/0GublgscAzz8C118KoUaDFse0V5iBSazcLGatyI9CtAvs7ECfgXqR+K4Cki69HUrFG6utQuqA+kmxBirhbUfWGjU1IhLYwdToA6cI7porHBTgWSeVdjnw//EgU6jgkAhsOmiGyDb8jgr4tkTq08lAYCT4TcdK8FI0vGoZytBSKIuql1jN1tvxBP3XcdQ7/X9M0TmpyEic1iZScTPJTTSNbduRGYUQKMhondiH4Mrn9dnj3XXG6jiQ1FV5/HW64ITZ2hZ01SC2dF3GEC2+cNyH6ThV1Kv0Fx0lHnK76yGDyklgQh+LjSlldflYi0wHWIp/JwikGT1K5DP86xBHNpihiZ0We7yKgRRXtLSQXkSXZg6iTdyO+Fie7gLFIp2YjRCJD3SQUiiP5ZNUnDJk2hBxf6QVnq9qt+PO2Pw/PUwwHa/es5Zu/vkHTNC5sdSEtaoXrehRblIJ8SDIxFwFMQQpsC6UiViApjeZICiXG5OVBrVrgMdHfatkS1q2Lrk0RQUciGusoXYeTimg8nVtypwoyCuk8LPlapiLOSXkjKpVhK1LjVLKY240Ihr5YiWNeCHxD6dfLgjRafFGJYyoUimQkqAcZ9Nkgvl739WGHy2lz4rA6mDNkTtg6DQPBAIO/GMznaz4/rNelaRpXn3A1Y/qOSXjtNVUgH5IbMBYwtCH1Ig4ktdMREUccXPC7A5LaiCF7yhB2/Oef6NgRcVYgDonRYiAHESmtKrciiuW1kCJ6J+IA/URkHS2QcTRGqUoPMBLzjjozAsD3GL9eQWC6yTaFQlEdsWgWJl48kU8u/YQBxw3g1KNO5eFTHmbdHevCKunw0ryXmPrnVHL9ueQF8sgL5OH1e/n4j48Z+dvIsJ0n3qmmka1DiOLyZopqdtzITXcRUAepT9lG8QJqK9AYUSCPUYeN1yuRrVwTvaPmzWHDhujaFBG+RZoYDppsPwFxyMKBHyn+diECuNGgDZImNSIDiUKdUYHj+ZBFgtn32YI0BJQ1vkqhUCjCg67r1Bleh325RuUa0DCtIf/ea9TQkjioyFZI0pHh1P+laLTH88AqRALiK0SksWSnWqDg8a+iZmkpnE645hr5XRK3G+6/P/o2RYQ2SCehEVak+y1c2JAi72g5WiCpSjOCVHw6gB3pujSjM8rRUigU0STXn8tBr9mCGbZnb0/6eZmFVFNnCySKcSMiajof+A+i8QMS3Tpkst8h4LeIWxeS116DE0+EtAL9KKtVHK1LLoGhQ2NrW9g4GonspBhscyDdhYnMTZg7VG4q50wOx3gsi6tgW7KRjxTpm8l3KBSKWOK0OXHZzUdFZTozE75mq7xUj2dZYepi3oLvQMRFY4jbDb/8Al9/DQ88AI88Ar/+CuPGiQxEQuNFZuRdDtRGIk7ugp/CeXbjKS2g+SdSs7Q+apZWjcHIczjyQlQ473Iclftqnok0DjRHPr9OJB3+BXB6VYyNMw4gor4ZiFBpHWQkjXK6FIp4wqJZuLnzzThtpe+nLpuLO7rdEQOrYkM1rdkqi+3IDcuogNmJ1Pc0iqpF1YOdSC3dHkS+oND5OBm4BHG+LqB4ROgfZMjwaiQKlo+kzD5FpB3iGS/wFjAaKYjviWjAdazicXWk3hCkxrAq7dtbgbeRFPvxyDidaKZbS+JD0qV/UVyk1o046O/FwiiFQmGC1+/l3A/PZdmOZWTnZ6Oh4ba76d6kO9Ovmk6K1Sh7kTgo6YcqMxpJVXmRGhoLEtV6FeliU4SfPsCPlNZAS0XG55RMkfoQ7aiSjQw2JKKzGhW8rQqFkxYCSP1cClL39SFwcYxsmoJ0ExvNT3QiTQfHRNMgRYz5fcfvTPxjIjm+HM5pfg4XtLwAq6V61yeu2LmCZ+Y8w7wt80hPSWdo56EM6zosZEovkui6zsxNM/l8zedomsalbS7ltKNPC6uOV6xQzlZYWIaIZ65BVvV3ISKOivCzF4nCmBXFH484T0fyCaIEb3TjTUOiW6EGFyvM2Y+8H0Zdry5EGqWOwRDRpuoAACAASURBVLZIcwUw2WSbG5EEuTF65ihihq7r3Dr9Vsb/Pp78QD4BPUBaShpNazRl7pC51HbXjrWJMWHGxhn0n9Qfr997uPjcZXPRtl5b5g6Za5jSU1Qe1Y0YFjoh9UGLCn4rRyty7MK4GL6QnQaP/YKxowUi6WHWyDAHSTn1RERNo6Wdtgn5HH2Kud3xwiRCpx/Lo66vA0uR57ssHEYResKYpYztimRi0h+TmLBiArn+XAK6RLaz87PZsH8D1395fYytiw1BPcjgLwbj8XmKdfnl+nNZvXs1Hyz/IHbGVXOUs6WIE47CfIQSgNGQ7TqYO2hOZFJASe5F0pWfIF2obyCF6j+X29KKk484d22A25BoXH3iu75oG8bzQ0GiXWWJ524C2iHzCG9AJFZOoOqO7SAkammEDzi/isdXJAovz3/ZcNRMfiCf79d/z17P3hhYVXEWblvIFZ9eQftR7bl0yqX8+s+vlT7Wsu3LyMozFkT2+DyMXTq20seOJNsPbef6adeT9nwa9mfs9Hy3J3M2z4m1WWFFOVuKOCEV6TAzqilwI4XjJbka84+wDlxW4rH5SC1eDkXin/kF/78EuVlHgrsRbTYvEtE6hDgydwCzI3TOqtIO6f40Ig1xnMzIR5yrP5HXNqvg9xrE+QrlVJfFeUgDRMnPiRu4n/hvilCEi61ZW023pVhT2J69PYrWVI43F75Jr3G9mLJqCit3reSzNZ9x9odnM+LXEZU6Xo4vB6tmXq+WnR9/EfXdObvpNKYTH674kBxfDv6gn/lb53P+hPOZvm56rM0LG8rZSmp04H0kKpRW8PsD4ndsy2tIjZWr4KdwhM6zyE22JM2Qoc1uilJehR2Mr1L6xjsa4xokEAdgRhVsNyMbeQ+MzutBnls8chGh5U8uDbHvNMTBKilWWCgK/HUV7LIgEh8PI++vDWiFdEz+XxWOq0g0WmSaDzL2BXw0rdE0itZUnO2HtnPfj/fh8XnQC67JOjoen4dHZz7KloNbKnzMTg06kR/IN9xmt9g5v0X8RX6Hzx/Ofu9+/MHiizCP38Mt028hnurKq4JytpKaW5HoyVoksrAWuJ347aZ0AFOROp8RwP+QdNbdIfZ5CPgOmWnZFolQzQSGGfztdswdzSAiORFuNhJ6tFO4Rg6FGweSWm2ERLhcBb8bIK9vqK6mhYQWBV4SBtseB3Yg0ci1wFVUTeJCkWg8fOrDuO2lhYGdNicXt7mYDGdGDKwqP5NXTTa9HAX1IB+vLE9dZHHSHencdfJdpq/LPd3vqfAxj8Tj8/DvoX/xBcKXBZj0xyRTB3F/7n7W7l0btnPFElVNmrSsQYqxS0ZUcgoe/w+RH7ZcWVpjXKNlxqkFP+X5u18w1k8LEHrcjRFZiAzCL0BDpBarXYm/qYd5hyWIgG680hbpOvwR0ZZrhkQey2qrr4c4REbP20l8P2dFQrB9O/0+XMj9m2ryUgsvWK340XHYHHRs0JHRF46OtYVlsi93H96A0bVI6s4qW3P27JnPYrfYGfHrCDRNwxf00aJWCz686EOOyqicRt4ezx6GTR/Gl2u/xKJZsFvt3HXSXTxx+hNVltkINa5H0zQCweQQK1bOVtLyKcVFH4/EV7DdqA4qmbkZeIXSzlYKMh6npKMUij+Q+qPCmi8rkqZ8mOKvawNElPUXSiucuxGnN56xYpzCDcUg4IkQ2y+vvDlxgQeYRVFtWhQkBvbvB48HGjZMgikRVWT5cjj9dMjL46m8PG6oAVM72PAc34IzHhnLSUf1SAj9pm6Nu5Geks6h/NJR4LSUNLo37V6p41o0C0/3epqHTnmIv/b9RQ1HDY6peUyl7fT6vZz8zslsObgFX1AiWrn+XF759RX+yfqH9/pXrdGn33H9eGfpO4ePfSQum4vWdSqy8I5fqvm3NpnJw3x8SaFIZXWjPlKX1RBJidVA0mE9EQHP8qID/ZD6o8JuqAASRXwRKNlNNB6J9hw5fDoNOBuJhiUbjZEh7y6KomBWxLl8k8QuYn8beS+vREYuNUEK8yNUV7JmDZx6KjRoAC1bQqNG8P77kTlXIqDrcOmlkJUFeXINa5oFd87N56GPtnDy/C0J4WgBnN/ifOql1itV0G7VrNR21abfcf2qdHyX3UX7+u2r5GgBTFk1hZ3ZO0s5Qx6fh49Xflyp2rIjefiUh0lNSUUrUQbgsrkY0XtE0gjUKmcraTkX8xZ5d8H26kg3ZATN18A7iP7TTKBmBY7xG7DbZFsuIidxJEcB64CXEdmJy5HI4lTKTsklKjcj3Z/XIpG96xAnNJGdy2+R+sHCDsssikYuhWPQtxdpLhgPrIMtW6B7d5g3D/LzITcXdu6E22+Ht94Kw/kSkFWrYLtJl2FODvzvf9G1pwpYLVbmDJlDl0ZdcNlcZDgycNlcdGzQkblD5mKzxEfiaeqaqWT7jLsYbRYbMzfNrNLxm2Y05Yerf+DYWscCoKFRy1mL0ReO5ur2V1fp2PFEfLybighwKtAeKTY/Mm3mBDpQvhqnZMWCpAAryzZCS05sMng8DSnaNyrcT1Y6UjEtsX+QSQItMF8oxJInMdYe8yARzXuo/CV1KhIpA/kM+eFQfSBHojnFTueBRx+Fm24Ce6jmiyRk716whXiN90SiySVyNEpvxIIbF7B2z1o27N9As5rNOL5ufNXSOmwO022apmG3VO0zuP3QdvpP6s9+736gqCPzsZmPcV6L86iXWq9Kx48XVGQradGAH5AuLReSwnIh9TQ/oDq3qsLxmGty2VCTBirKOiTi2Ao4HUnT3UXV9LgiwcoQ27zIFITKsALRjDtU8JMtxzt2M7xt8hoEAvDHH5U8XwLTtu3h9GEprFbo0SO69oSJ4+ocR5+WfeLO0QK46oSrSEsxXvz4A37Ob1k1OYm7v7+b3Tm78fqLggLegJcd2Tt48McHq3TseEI5W0lNKpIq2wOsKvj9LsVrhxQVpw0SHTRa0aUQ/0Xv8cQeoDuwGHFYspBU7FgkFRlPhJISCCA1gJXhZQw7ZJ1IaaBRiVswCCmhxlslKXXqwBVXgMtAesThgAceiL5NSU6fln3o0lBSnUfitrt58ownqeWqVeljB4IBpv45Fb9eelHhC/qYtGqS0tlSJBJu4OiC34rwMA1xulIRmYP0gn9/hERoFOVjDOJclbygepDXckfULTLnZoyFXm1Ix2ZlU5+LKC0AW4AXY4WWzExo06aS50twRo+Giy4CpxNq1ID0dKhdGz7/HI6Pv8hQomO1WPn+mu957LTHaJzeGKfNSft67Rk/YDwPnfJQlY7tC/pKiZkeSZ4/77Dga6KjxZPX2KVLF33x4sWxNkOhKCc6UgS+FGn/74+KGlaUnshraEQNZOLBRVGzJjQepNavcAwRyAKmJuIwNarkcXshUhJGp9Sguw1WHJG2drvFsejdu5LnSxK2bYPFiyEjA045JXQtlyJuOXbksWzcv9FwW5u6bVg1bFWULaoYmqYt0XW9S1l/pz6dCkWl0RBnoWesDQnNmjUwdap0tPXuDSefDHHTHm82f7GQeHJe3YhjOAVxAvOQiQVDqHwKEeBOxFkrOVRZA0crOKsPbBsv3Yg9esCzz8JJJ1XhfElC48byo0hoXjjrBYZMG4LHV7z5xG138/yZz8fIqvCjIlsKRbKi63DzzTBhAvh8UlTtdkO3bjB9unHdS9T5FJGFKOlogDgwu5E6uGRGRyQxPkGiZzri2DmAecTvpAeFIjyMXjSaB2Y8cFgjTUNjRO8RXN8p/qViyhvZUs6WQhGX6MiInFxkdFEl2qvHjoW77hKpgCNxOuGGG0w0iTYDLwFfIYHvqxFtqcoXwYYmgNQ7zadIVkFDOmfHIZGj6oCOpBLfQeQvCgVvI/W6KxTxRZ4/j0X/LkJDo2vjrqRYE2ORpZwthSJh+QVJTf2LiJ5agKeRdFMF0n8tWsCGDcbb3G7Yt086uA6zBukMzKFIdsGBSDEsBepU4DlUBB/SJfs/YB8yOukxRA5CIenKT5CmDBfiAJ+N6m9ShIud2Tt5d9m7/L7jd1rUasGNJ95Is8xmsTYrIVDOlkJhigcZu/Juwb97Aw8Ax4TxHNsRPTMQtf6G5dzvD+AkSotnuoEXEIernDid5ppELhesXy/jXw5zGuLolbwm2JFOvJLK+IrIsxtxgHci+lsgdWynISOmVNltMrPHs4cxi8fw3frvyHBmcNOJN9H3uL5YtPA52jM3zaTfxH4E9ABev5cUawpWzcroC0Zzbcdrw3aeQnZk7+C1X19j6p9TsVqsXH3C1dzW7TZqOisyxSN+UM6WQmFIDtAD+AtJ0YE4E05gDqJ6XhV0xHF7A7kRakjk5jZkCHZZkanLgM8wlgKoiQhnljOl2Lw5bDJSs8cgsnUQiWCZDS/PRKJOsWAv8D4yWqk5cCMiZVIdGIiMliopousGnkdpuiUva3avoed7Pcn15x4W/Ey1p3LGMWcw7YppYZkZ6PF5aPBKA8Nh2E6bk7W3r+WojKOqfJ5CNu3fRNexXcnOzyYvkHf4PPVT67N46GLquCMVPY8c5XW2VBxaUc14HVEszz3iMR+i3D3YcI+KMRqZlZeHOHbZBf8eDYwqx/4/Y6q5hB+p4yon998vTlVJnE645poSKcRcQl8ODEQ3o8IvSMTxCeBjRAD0eGR+YLKTBXyD8bQCD/JZViQrV352JQe8B4opq+f4cpj19yw+XPFhWM4x7c9ppjpWQT3I+8vKHnoe1INk52cT1M2uW0Xc9s1t7PfuP+xoAXj9Xv499C9P/vxk+Q1PQJSzpahmvIO547AOqNoEe3gO8/l5z5Vj/1Adgn4qJIVw881wySXicFkLVsFpadClC4wYUeKP6xO6GLt7+c9baYJIFOci4EwkbXoB4rAWOsf5Bf++BSnmT2b2EjpNaDYMXZHobNi3gXV71xk6Qjm+HN5YGJ6U/rZD28jzG5ca5Afy+fvA36b75vnzuP/H+6n5Yk0yX8qk9su1eXrW06YipR6fhxkbZxg6Zb6gjwkrJ1TqOSQKKuGvqGYYSQwUYgcO8ddfMGWKNPH16gVnngmWci1LfEhRuxk7EGchVJfNQMwjFkcBTctjiGCxwLhxcN998OmnUr91wQUiAFlKZ0tDnJtbMa4XK4+jWBUCiJM1k6L3aB7mac0A4jg/E2G7YkkjQqedj4uWIYoos8ezhxRrCrn+XNPt4aBN3TY4bU58+aWjp267m04NOxnup+s65390Pgu2Ljhs4wHvAV6a9xIrd63k08s+LbWP1+89LO1gRK7P+LkmC8rZSjpykLfVfFJ79eZUYCpGqTpd13j44Za8/jr4/fIzciS0bAkzZ0LNMus3bUjkKdtku4uy661COWtGQ/LKwQknyE+ZXIukPB9CHMcgEu0aC5xcuXOXm/EUd7TA3NEq3GZSj5Y0OJAI3lsYO8BPRN0iRfgIBAPM3jyb7Ye2065eOzo06HB423F1jiuWajsSi2aha6OuYbGh97G9yXBmkJ2fXSqKZtWsXNvBuEB+7pa5LPp3USlnMNefyzd/fcPKnSs5oX7xa06mM5P6qfX5J+sfw2Oe2PDEKjyT+EelEZOGH4ATkCLqNKQ1fHVMLYpPnsB4vp2bP/54mP/9LwWvVxwtgOxsWLUKbryxPMfWkOJtI0fXAdxA6EiFjnSYmbEA4/qdcHIT0vn2C6Jqvhnp1ow0IwkddSyJCxkGnuw8j4yBciIOVlrBv59EplQrEpFF2xbR5LUmDJg0gFun30qP93rQbWw3duXsAqCmsyaDOwwuNfwZpKD8kVMfCYsdVouVnwf/TNOMpqSnpOOwOkhPSSfTmckP1/xg2iE4be00cvKNv6++oI9v/vqm1OOapvHcWc/htpeuI3Xb3Dx/VvKoxRuhIlvxRCAA8+ZBVpbU1TRoUM4dpwOXUrzoeyYSjVgKtAizoYlMe0SwczBwAFlvBIAHuOGGB8kxuH7k58PXX0vzXq0yNSafRboa11EU4UoDWlK+VFwoZypYsL0SAqcVwoa8TtGkovVHVkT0M9mxI40BG5DvtBPog8ziVCQiez17OfvDs8nKyyr2+PIdyzlvwnksGboETdMYef5IcvJz+HT1p9it9sMpuHEDxoU1CtSiVgs2/WcTMzbOYO2etTTNaEqfln1CiopqIRaNGpppuvCa9tdwyHuIh2c+DDro6DhsDkZdMIozm51Z5ecSzyjph3jhxx9h0CCpq9E0+X3FFfD225ASqsZHB47FOKViBa4AkrvwsHLowEokPdMecFOvHuw2ueenp4sfXK5sHH4kQjWx4P9XIFGI8jhJnREH2YjjkCHIyUh/xAk2ux6lIalDB+Igf4WkhBWKxOLleS/z1KynDOuxUu2pzBw8k26NiwR9t2VtY8HWBaQ70jnjmDPiQln9139+5ZwPzyHHV3p16rK5WHrzUlrXaW26f34gn2Xbl2Gz2OjYoGNYZCxihRpEnUisXg0DBpQeqzJlijhab78dYudtiICmEQGku0tRGo2S0ZtjjjF3tvLzoUmT8h7bhhS6D6yEXS8hjlnJC7EbkT1IVh4FfqT083YhtWQXIQr3TYC+xF9N4jwkRb0YcQxvBO4v+LdCUcS8LfNMC991dJbvWF7M2WpcozEXt7k4WuaVi5ObnMwZx5zBzE0ziz0Xt93NxcdfHNLRAkixpnBSk+o1TF3VbMUDL71krPSdmwsffij5K1PKegvL2r4CuZmdgKQnfgj950nMgw9CqoGyQkoK9O0LmZnRsOJs4CNEcT4VuVnXRYrUk7lGpxvwAZCODKBOR1JmFyH1XL2Bu5BZifHmaH0OnIOk+bKQJoeXEfHc5O6wUlScxjUaY9WMIzlWzUq91HpRtqjiaJrG1Mun8uipj1LHXQcNjYZpDXmm1zN8MOCDWJsXl6g0YjwQaoZdRgZ89RWcGipl0hpYa/C4DalNesdkvynIDL48JAoGcoMfCpTUYUp+dB0eeEDmMwcC4POJLFXLlvDzz/JWRI8gkjLUkfc3ccPsFcMLzEDq3XogchfxjB/pEjVaELmRqQG3RtUiRXzz+47f6fFuDzz+0np8GY4Mdt63E4ct3hYUodF1PaSsQzKjFOQTidohil19vnJUZY9CLuxHYkGiA2bt4dmIo+WhyNEC6QgbAywp45zJh6bB8OGwciU8/TQ8+ih88QUsWRJtRwvk/WsDtKX6OFog0awLkTq3eHe0ABZi3tTgQeZvKhRFdGjQgQdPeRC33X14xmGKNYVUeyqfXvZpwjlaQLV1tCpCxGq2NE0rHDbnKDjPp7quJ7cef2W5/Xa49VYMW+GaNIE2bco4QC8kGvAgMB95ufsj9T9mN6yvMPe1vchNonOZpicjLVrAww/H2gpFYpBHaDkPk0HgimrNE6c/wfktzufNRW+y+eBmujXqxm3dbgvrHEJFfBHJAvk84Exd17M1TbMDv2ia9q2u6wsieM7EZNAgmDwZZs0qcrgcDvmZNMlA7duI7ohvq1P2sGMQ2YOAybYgMvBYoUgUgogu2AHgRKTOLRp0xTyy5UAWPQpFabo27soHjT+ItRmKKBGxNKIuFAoN2Qt+4qdALJ6wWmHaNPjgAzj7bOjcGe6+G9asgU7G4xLMKW84t1uIv01FZtMpFInAbKRL8RzgciSaeyORF4AFaWB4gNIzKy0Fj90RBRsUCkW8E9ECeU3TrEjxTwvgTV3XHzT4m6FIRTZHHXVU582bk324bDzRE2lVP3IsioYIJm5Ear6qC3uAD5Gi9OORDs0yFUwVMWcd0InS42wKJSNGR8EGHXgVEa31FfychKTiW0bh/AqFIlaUt0A+Kt2ImqbVRAbS3aHr+h9mf1dtuxFjxgHgSmAWkvLwA0cjreyJNOTWC0xGuittwFWIZEB5ldZ/QDSxgkirvguJTEwDzgq3sYqwchMiGeE32OZEdOii5TT7gX8Q6Qql8K5IDrZmbeW3rb+RlpJGr2a94kJUNZ6IK1FTXdcPaJo2CzgPMHW2FNGmJvAtMv/uT6ARoreVSOxD6tW2UTRbbyYwHEkvlZ7DVZwDiKN1ZHNCoTbSgILj1giXsYqwMwdjRwtkAbECOCNKttiAZlE6l0JRdfID+Uz6YxLvL3+fPH8eA48fyI0n3khNZ03yA/lcP+16Plv9WZGDpcH4AePp31rVIlaUSHYj1gV8BY6WC1FrfClS51NUhaMLfuKZHGRG3HxE8PN6JDt9N/A3xVOh2YhP/wzwQhnHnYh5KaGORMxuqqzRiogTKmrlB6KiRKtQJBy5vlxO++A01uxec3jszvIdy3ll/issvGkhz899ns/XfI434MUb8B7eb9Dng/hlyC90aljReuLqTSR1thoCP2uatgJpE/pR13U1O0ZRCVYjzuDdSMroFSQC9zKSOsw32MeL6IWVxUZK1/sUkoM4cor4ZRili9MLqUf0B2orFInB8PnD+WPXH8XmG+b6c9nj2cOQL4Yw7vdxhmOFvH4vz899PpqmJgURi2zpur4CqVxVKKqAjohc7qMoAlVYhPwk5vIVIKNTyuJ45GZtoHFGGolVu1YduRKJeM6l6D1MKfiZSPm7cxWK6sWYxWPw+r2lHg/oAeZumYvL5sJL6e1BPcjCfxdGw8SkQinIK+KcBcBujFN9eYT+CB9bjuNfjvmawwZcWo5jKGKHDRm2PhY4DYl43oqkkavXoFuFoiIczDtoui2oB8nKN1+s1nVHS8cueVDOliLO+Qfz6ISOZKuNiuDdwNPlOH4q0o1YE5G6sBb8zkRU+V0VtFcRfaxIhGs2UhD/X+K/BlFRHflj1x9c+emVNHq1Ea3eaMXwecPx+MzKGCJLh/odTLcFdPOMQao9lTu6Kf24iqIGUSvinN+RgcRGFyQbUrzuROZD2hDHzAc8BjxagfN4gS+QGq5jkU7ExJtRplAo4pPZf8+mz8d98Pq9BPUgAC6bi1a1WzH/hvm47WV1ToeXGRtn0H9S/wo5e6n2VHod04svrvgCq6U6zWw1Rw2iViQJHZC6KaMvth34DzACKWQfg6ST/qVijhaIw3YF8AiSWoxHRysPEc88FunCOwuJ5igUinhG13Wu/eJaPD7PYUcLpCD9r31/8c7Sd6Ju09nNz+bN898kLSWNGo4a1HCElrjR0BjbdyzTrpymHK1KoJwtRQIwHZF5SEMcrDQkTfghRQXs9YFBiKMUqt0/gIiVXgL0A8aBQRFo/OFHxtE8jkTf9iN6Yn2Q1yHe0RFHuCWSmm0OvIUIySoUyc0fu/5gr2ev4TaPz8PYJWOjbJFwXafr2H3/bqZcMoUJF00gxWIuWGq32jnn2HOwaMptqAxRETVVKKpGQ2AN4lwsA+ogQqQVFRvNQxyWZYgWFwXHfAYpxK8TDmMjxGfAUooEVwvxALchhfzOaBtVAW4BPqKoY3ATcD/yuo+PlVEKRVTI8eWEjAYdKb8QbZw2J71b9Abg9GNO58eNPxr+XdMaTantUpMRKotyURUVYts2uO8+aN0aOnSAkSPBE5X6Tg1Jm90HXEflVN1fQWZBZh/xWA6wBXFY4pn3MJanAHltfo6iLRXlTyT6VtJ+D+JEroi6RQpFNGlfvz2BoHHRuc1i49xjz42yRcY8f9bzhrVjLpuLV899FU1TUiqVRTlbinKzZg20bQtvvAFr18KKFfDQQ9CtG2Rnl71/7HmT0pEhkIL6aZiLm8YDZdkWz6nQqchrbEQe8EkUbVEooo/b7ub+HvcbOjJOm5MHej4QA6tK06VRF7696lva1G2Dw+rAZXNxVMZRTBg4IW5H9OzL3ccB74FYm1EmKo2oKDdDhkBWFhzZwJqbCxs2wKuvwpNPxs628rEvxDYLcJCyZynGin7AEoydxTygZ3TNqRD5mNdmBTCeAJDkrFkDI0bAkiXQtCnceSecpYaeJzNPnP4ENouNF+e9iIaGP+inWWYzxg0YR/PM5rE27zCnHX0aq4atYvuh7fiCPprWaBqXEa0ZG2dw57d3smHfBnR02tVrx//6/I8eTXvE2jRDlPSDolzs3AlHHw15ecbbmzSBf/6Jrk0VpwPmKasMYA/xu/7YD7RGbDzScXEDg5Fi83hlATIa1Uyl/2vg9KhaFFa2boXp0yEYhN69oXkZN85p02DQIPkyBQpSS6mpcMst8MorkbdXEVO8fi/r9q4jPSWdZplqcDnAnM1zeGrWUyzbsYwMRwbDug7jzpPuxGkzrkOduWkmF358YalxQm67m9nXzaZLozKVGMJGeaUflLOlKBfr10PHjpBjUjaUmQn7QgWOYoIfuZF/VPDvY4C3KZ2ScwMPAk9E07hK8DcwBPgV6coEkb54GmNpjHhBR5yt+RRPdzqBzsionfhbOZeJrsO998KoUWCxyP91Ha68EsaOBavBe+LxQL16xl8ktxtmz4Yu0btRKIrYuH8jO7N30rpOazJdaoB5tPho5UcM/XIoHn/Rddllc9GhQQfmXDcHu9Veap+Oozvy+87fDY935jFn8tPgnyJmb0nK62zF6zJeEWccfTTYS3/mAdA0OPnk6NpTNrlIQf0KiiIqaYhifBBxVnTECbsaEUGNd45BCuF3I5Guo4jfDsQlwP8hDlYN4HqgFdJ5WLjAuxbRSEtARwvEoRozBrwl6uUmT4YWLeCRR0rv88034pgZ4fXCO+8oZyvKrNu7jis+vYI/9/xJijWFvEAeV7a7krcueMs0sqIID3n+PG79+tZijhaI/tjKnSuZsmoKV7W/qti2nPwcVu1eZXrM2ZvjU3tQFcgryoXdDo8+KtmOkrhc8NRTUTepDJ5HJB6OjCBkI3VZAxAB1DeB9QX/TqSvQl3EcYnXG8G3yJzCr5C050bgOWAhIjj7F1I/N5r4rZErB88/b9yK6/FIOjBoUKe2b19R6rAkwaDk6xVRY3/ufnq824PlO5aT68/lYN5BvH4vk/6YxNWfXx1r85KeOZvnmNaD5fhyeG/Ze6UeL0vnK14FVxPpgxZakAAAIABJREFUDqOIMffeCw88INmOGjUgPV0yIlOmSEdifDEK4w69fGQsz8VIZKVxNI2qBgQQaQ4PxYeH5yISEJOQ1zxeHcUKsGWL+bbsbOMW3VBRK7cbzjijymYpys87y97B4/Oglxh0n+vPZfpf09m0f1OMLKseeP2hu6iN9Mdcdhc9mhgXwVs0C31b9Q2LbeFGOVuKcqNp8MQTsGuX1APPnAnbt8MFF8TaMiNCtQIHMdesUlQNs45JEAcsNkrZEaFWLfNtNps4TyU58UQpfkwpodStaeBwwODB4bUxkVm+XET9hg6FTz4Bn5l8SOX5Yf0PpYqsC7FZbPy69dewn1NRRI+mPcgPGHcju2wuBrQeYLht5PkjSUtJQzuiBMGiWUhPSeeFs15gW9Y29nj2RMTmyqKcLUWFSU2FU06RRbpZ+UlZLFsmmZaRI2Hz5vDaJxwbYlsa0n2oCD+5hK7BMnPEEpDbbpMcekkKnSabSUns9Olw+ungdEJGBqSlwbHHwty5ULNmZG1OBHQdbr0VevaE116T2rjrr4fjjw97mrWm0/z11tBIT0kP6/kUxantrs3NnW8upT9m0SykpqQytPNQw/06NOjAbzf+Rv/j+uOyuUi1p3J528t5+oynOXP8mbR4owWNRzSm69tdWbp9aTSeSpmobkRFVPF64aKLYM4cWagWNmzdcQe89JIs8MPDBOBmjDsPHwceCteJFMU4hMypNHKqUoA7ECX/JCAvT6QeliwpShmmpUGrVtJVmJYWev+NG2H1amjYUCJelfnwb9gA778v8hMnnQRXXy35/URmyhRxrkp2bNrt0KsXfP992E713frvuGTKJYbpqrSUNHbfv1sVyUeYoB7kmdnP8Oqvr6Kj4wv46N60O+/1e69C0hgfr/yYm766CY+v+DU/LSWNRTctonWd1uE2HVDSD4o45Y474N13RQz1SFJTZQF75ZXhOpOOSCK8SJFMgg+RTngTFdSNJI8C/6W4o6shXYmrSKo6uWAQZsyASZPA74dLLpG8upHsQ7h54w0pogwEZOWSmioOyaxZMksrUenWDRYtMt7mdMKmTdCgQVhOpes6l31yGd+u//aww6Wh4bK7eL//+1zW9rKwnEdRNnn+PLYc3EKmK5M67orNqQ3qQRqPaMyO7B2ltlk0C5e1uYyJl0wMl6nFUM6WIu7weqF2bfNZiu3awcqV4T7rbuB7pHD7bJLqRh+36Ej34csF//cBbRDZh7axMiq5WLlSIlklVy0AjRtL8X5lc/yxplEjKQY1okYNcSY7dQrb6YJ6kI9XfszI30ayK2cXnRt25uFTH46qMGZV2HJwC9/+9S2apnF+i/NpmtE01iZFnU37N9FuVLtSUa1CMp2Z7HswMkKQSmdLEXeUVW6xKSKNP3URHS1F9NAQ3bL7gQ1IfZxycsPK//4H+SZjjrKyJI3Zq1d0bQoXrVqZO1t5eSL6F0YsmoWr21/N1e0T6zoR1IPcNv02Pvj9g8NyCP/57j/ceOKNjDxvZFyO2IkUKdYUgrrZSDAMhVGjTYIufRSJSJ06xtJDhTRsGD1bFNHAgUS0lKMVdjZsMNfr0nWp4UpUHnnEuJPT4YABA0J3gSYAO7N38tjMx2g/qj0njT2JMYvHlCmBYMR/F/yX8SvG4/V78fg8eHwevH4v7y17j7cWxfP4rvDTuEZj0/mSdoudK9uFrT6l0ihnSxE1UlPh4otLd70Xbrv33ujbpFAkJJ06GX+RQJyt446Lrj3h5NxzRSXZ6ZRuT7tdLhBdu4rCfgLz196/aPNmG16Z/word61k4b8LueeHe+j+bnfTFJgRuq7z0ryXDPfx+Dw8/8vz4TQ7JH/t/Yv7friPfhP78djMx/jnYGyG5I7tOxa33V1MDsJusVPHXYdHTjWY5hBlVM2WIqocPChd7xs2SAOXpsn1tF8/+OijxC0zUSiiyqZNUuRYsgDSahWJhBUrwtnaGxt27oTPP5cLxemnx6NycoU55b1TmP/P/FIiqi6bi0dOfYTHTivf2DCv30vq86mmqTMNjfzH87FZIlspNG75OG6dfiv+oB9f0IfD6sBqsfLJpZ/Qp2WfiJ7biN93/M5jPz/GrL9nkWJNYVC7QTx22mPUT6sfsXOqAvl4Zu9eWbl9+KFcLDt3hueegzPPjLVlUSEQgO++E7khp1M6ELt2jbVVCkWC8fXXcMUV4lTl5UmarUEDURtuWv2KpOOd3Tm7afpaU/ICeYbbm9Zoypa7Q0wlOAJd10l/Id1QsgKghqMGBx86WGlby8PWrK20fKOlYQo01Z7K9nu3k+5IcBmScqAK5OOVgwdFDfTff4sKXBcsgL59Ydw4aR1PcqxW6Y6PT+V5haKIBQvghRek+a9xY7jnHikbioug0YUXwo4dMHWqjHVo3x7OOkuFh6PAjuwd/LzpZ6wWK+c0P4dMV2aZ+xzMO4jNYjN1trLyssp9fk3TuPHEGxmzpHS9l9Pm5JbOt5T7WJVl3PJxhArWfLr6U4Z0GhJxOxIF5WxFmzfflAtkyU4ij0dUky+6KDoaPQqFIiTvvw+33y7qCroumbtly+Cqq2DMmFhbV0BaGlxzTaytqDbous7d39/NmMVjDne4+YI+njj9CR4+5eGQ+x6dcXTItF63xhVLkz535nPM/2c+a/asITtfRHXTUtJoV68dT53xVIWOVRm2ZG0xdRy9fq+h5lV1Ri2Bos2ECSI4ZYTXK/PAFIqocgjRI4ufkoJYc/CgTOPxeMTRKiQnR77CCxfGzjZF7Hj111cZu3Qs3oCXQ/mHOJR/CK/fy7NznmXKqikh97Vb7Tx0ykOlRtMAuG1unj7j6QrZkpqSyq83/MrHAz/mmvbXcG2Ha5l08SR+GfILLrvBGKkw07lhZ1LtqYbb3HY37eq1i7gNiYRytqKN32++zWIJvV2hCCtrgDOA2kBT4GggMirLicaXX5oHmL1eiXopqhdBPchLv5h3AD7585NlHuPBng9yz8n34LK5yHBkkJ6STm1XbT66+CO6N+1eYZusFit9j+vL+IvGM27AOC5odQFWS3QyI4NOGGSoX2XRLGQ4M2JSIB/PqDRitBk4UIarmgkSduwYXXvKgd8vN58jC9p79oyTuhVFJdkMdAeyKIpo/QPcCOQDg2NkV3xw6JD5uicYhH2REaNWxDH7c/dzKP+Q6fb1+9eXeQxN03jmzGd4oOcDLNy2EKfNyUlNTop412AkSEtJ4+fBP3PehPPw+DwE9AAWzUJdd11+vObHqDl9iULivcOJzt13i1bM/v3FFT7dbulIdDhiZ5sB+/fDKafI9I9CqYZx42T+7pQpqrwscXkeyKF06tAD3Ieo7lffN7dnT/M689RUOOec6NqjiD1pKWnFNJxKkuHIKPex0h3pnNX8rHCYFVM6NujItnu2MWPjDDYf3Eyr2q04/ejTq5V6fXlRacRoU7++FHyce66I9aWkSJvTW29JNW6cceutsH69OFog9Ss5OSLdMGpUbG1TVIWvALOUtRf4M4q2xB8dOsjowZJrH4sF0tNh0KDY2KWIHQ6bg4vbXIzdUjp15rQ5ubnzzTGwKvZYLVZ6t+jN0M5DOeOYM5SjZYLS2YolHo+0OtWqFZc5uexsqFvXvJ6/eXMRJ1VUnUBAOvhHj5YU1VlnwZ13RlIu6SgkbWiEG1gGtIrUyROC7GwYMgS++krS5/n5cMIJMHkyHHNMrK0LI7t3i3hoVhacfLKEsuPwehQP7Mvdx0nvnMT2Q9sPa1yl2dM4vu7xzL5udlQK0xXxhRI1jRXLlsGvv8p0+n795HeCsnkztG0rkSwj0tKktkVRNQIB0W76+eei1zolRaIqP/0UKcHXh4D/Akat20cDmyBEyqQ6sXOnRHcbNpQFRlIxapSIh1ks4k06HDLqZ8YMyCxbO6o64vV7mfzHZCavmozdaufqE65mQOsBVR52vGz7Mp6a/RS/bPkFt93NkI5DuK/HfdRwJO49pDqgnK1oc+iQiAwuXiy1WDab3EVHjYLBiVls7PVC7dqlJ4IU0r49/P57dG1KRj7+GIYONXZqmzWT6GH4Aw17gA6I5IPviMfdwFTg3HCfUBFvzJ8vxWclv+ApKTLN4ttvY2NXNeSnjT/Rb1I/cn25h0f5OK1Ojq55NItuWlQtlNgTlfI6W6pmK1wMHgy//SYXLq9XchC5uTBsWMKK8jidcNNNMruwJKmp8Oij0bcpGXnzTfPo4a5dMuYu/NQBlgI3ABmAE5GBmIFytKoJL78s16iS5OfDrFmwdWvUTaqO6LrOkGlD8Pg8xWYmegNethzcwqjFqjg2GVDOVjjYvl1WgXkGKZncXLmoJSgvvyyLX5dLMgyFv++5By67LNbWJQehZARstkjKDNQHRgEHgFzgZ0QOQlEtWLWquGLrkTgckjtVRJzVu1ezL9f4S57rz+W9Ze9F2SJFJFDSD+Fg3Tq5OBlVkut6QufaUlJg2jS5Ls+YIU+zXz9o1CjWliUPp5wi9zUjXSevV4qyFYqw06yZuUOVnw9HHRVde6opXr8Xi2Ye9zAa9KxIPJSzFQ4aNzYXKQVo0iR6tkSItm3lRxF+7r9f6rZKOlsulwjI1qkTG7sUSc4990jdVskcttUq2hdJ1w0Qn4Qaa2Oz2DivxXlRtEYRKVQaMRy0aAFt2hirIKamipCpQmFCq1bw9dciwZaeLg2sTqekaZWWmREHgf8DjgWaIHVnSoOkwpx3Htxxh3j1toJ1d1qahK0/+SS2tlUjHDYHT5z+hOGcQZfNxYM9H4yBVYpwo7oRw8WmTdC9uxTG5+SI4+V0ilDPG28o3RpFmQSDohpy8CB07izOl6IkB4DOwL+I+CpIgN4JzAE6xciuBGb1ahg/HvbulS7EgQPjbpJFsqPrOiMXjuTpWU/jC/jwBX20rdeW9/q9R4cGHWJtniIESvohFuTkwMSJ8OOPopkwZEikRJIUimrKw8BrGOuDnQgsia45CkUY8Qf9bNy/kbSUNBqlx39h7PZD2zmYd5BmNZvhsFVPB105WwqFIglpBGw32eYA/gYaRM2amLN2rYwd+PtvOPFE0WppUI2evyImrN2zluu+uI5lO5YdFnO9r/t9PH764yGL/ZOR8jpbqkBeoVAkEKE6s2zIcO1QrANmImnHCxG9sQRl1Ci4917w+aS74rvv4KWXpADwjDNibZ0iiVi/bz3T/pyGL+ijc8POXP7p5RzwHkBHJy8gUeaX579Mti+b4ecMj7G18YmKbCkUUcGHjL9R65uq0R8Zom103aoD7ACsBtvygauA6cj7YEEGcT8NPBARSyPK+vUywsFIlDQjA3bskJpRhaIK6LrOnd/dyTtL30HXdQJ6AA0Nf9BfTIC1EKfNyfZ7t1PTWTMG1sYGpSCvUMQF84CTkUiKEzgbWBlTi8LHCuBqoDXQCxnzE+nF29OA0bBfN9KhaORogThU0xHxVg+QjUTJnga+DL+ZkWbsWGNhNpBOi6+/jq49iqTk/eXv8/6y9/H6veQF8vAH/fiCPkNHCyDFmsLCbYk5MSXSKGdLoag064AngNuBTyg+YxBgLjL65jcgCASAn4AewOoI2pUHzAJ+RJyKSPAFojY/CVhbcL5rgOuJrMPVEXGamiEOVjpQE3gBuNVkn1xgbMHvkniAZ8JvZqT5+29JHxqRny9TLRSKKvLiLy+S4ysrNX8EushVACzfsZxrp15Ll7e7MOizQdXeCVPOlkJRKZ5CbvwvAG8iWk8tgW1H/M2dyM28JDlIV10kGAfUQ9JtlyIjeZ4jvA6QF7gWeW6BIx7PQZzO2WE8lxFnILpay4BfgF3Ia23Gv0jq0Ix1YbMsanTtajy0FMBuVwrEirCw5eCWCv29zWqje9PuvLv0XXq824OPVn7Eku1LmLxqMr3G9eK1Ba9FyNL4Rzlb0eaff+Dnn9XcsYRmBjAciZQUpnIOIY7WpUf8f5XJ/jrwfQTs+g4YBmQV/BxEHKLnkRmI4eJ7ip53STxIFCnSaEAroD1gL+Nv62BuL4hzmmAMGVIkRHokVqt0I/bqFX2bFElHg7TydbZqaLjtbt7t9y77cvdx+7e3k+vPJagHAQjqQTw+D4/89AibD2yOpMlxi3K2okEgIPNYmjWTERj9+0txa7dusLl6fvAShwDwNXAbcD+wFHgV44iVH1hO+dTMIyFy+zjGdnmQ2qRgmM6zDuOUHIgjuTdM5wkXGUBvjJ0yF3BXdM0JB7Vrw/ffQ61aMnbA5RL19+bN4aeflIiyIizc1+M+3HZ3qcedViddG3WlWc1m1HbV5rwW5zHz2pkMaD2AKaumoJlc34J6kAkrJkTa7LhEtUZFmp07ZdLwxo1SuApw6JD8Xvr/7d15fNTV1cfxz81GNoIYKCCg4AIiqBSBIlZtERUr4oK41brXgtLqo1atbZ/W1kesthUXtC7YVsUFFK1rRYtWUUBQkYIiWHFBRNkEsk8y9/njJJJlJpkk88vMJN+3r7wk85v5/U4ySebMveee+zYccgj897/q2JyUvgYOA9ZitU9pwB00/muTBXyKbSWzP5ac1eeAY+IaqVneyLFtWBLUPQ7XaWpj9WTseH0vVmO2nrqJYjmWTJ8N5CcgrlY4+GBbdfjPf8L69TBoEBx6qBItiZspw6ew4NMFPL36acpCZYQJk5+Vz6Bug5h/9nzysxr+zmwp3RJ18+yKqgq+Kvkq6LCTkpKtoJ1+um3lE44wqlBVZXuzzJkDZ57Z9rFFVIRNOf0NeyE6Du8v5403+vDmm/ZG+oQTbHV5+/cTrPi7ZpPxMDZKFG3FG9j3bK/qf98GHEnd0SaHvahfH9dITT6wJcoxDzTce61lmpoCT8Z6oe5Yy4ih9W4PAy8Dp1cfTzGZmXDccYmOQlLcgk8XcNVLV7F43WIy0jKYOGgiN4y9gb5d+vLIyY+w5PMlzH5vNhVVFRw34DjG9B8TtXnpQb0OIj8rnx0VOxoc65zVmdF9Rgf95SQl9dkK0mef2S7DZY01YgTOOw9mzmyDgEJYAfNMLAEYD0wGCquPbwNGAp9R8+5/06ZeHHXU86xevT+hUBpZWZYj3nsvnHFGG4Tcah54E2u30AtbHdhUjQ9YzVMPojfRdDQsOs8Avou9eNdYjE0/vl79mKOxeq/9Ygu/Wa4AbqfhVjbpwCHALGzj5taaBDwW5VguVtN2cByuE28/Be6i4apRsLYcq4A92jQiqeerr+D5522l5dix0K9foiNq9+b9dx4nPnIiJZU73xSmu3S6Znfl3SnvNnvboKpwFQNvH8gn2z6hMryzVjLNpdErvxcfXfIRWelZcYs/0dRnKxl88knT04Pp6VZ/EbhyYAxwIdZBexFwHdYjqWak4gbgE2pPs5x88ixWrNiX4uI0Kipsn+3SUtsVZHljs1ZJ4QtsSusIrC7ndCzheiOGx35J09OFNb2zaoSBhdhKvZqWC9/BNkiuqP54lmASLbA2FDUtEWpkYHVnb2OrJUcBa1p5nZ/Wu0Zt3aqvkYzeIHKiBbbVT9L/QLdv114Lu+8OU6fCJZfYtOg559i7uxZY/uVyTnzkRAqmFVB4YyFTn5vKl0VfxjfmFOe9Z/Izk+skWgBVvopt5duYtmBas8+ZnpbOq+e+ytCeQ8nNzKWgUwF5mXkM7j6YBectaFeJVnNoZCtIn38Oe+/d+MhWTg4sWdIGS7X/DPyKhoXNadgoxAJsT7mdf4w+/HAvDjhgOaWlDV9Y09Nt5vNvfwsq3tbyWKL1HnXbE4D1ZvqQxlehFWNTT9EKwb+NJU4jsaSu9jU6YZsi14xmtaUSrP3D37BC/W3UXYmXBnTFpkdbk+RfjU2TlmFJZg6WgL5Cw6m6ZDEee84i6QzMI3kTxXbu0UdthL+k3gKP3Fy44gpLxJph0bpFHHH/EZSGSr9pwJmZlklhbiHLfrKMHvk94hV5Slu7dS2D7xhMaWXkv3M98nqw4YoNLT7/exvfY83mNfTv2p8DehzQ4vMkM41sJYPeveHww62uIpLsbPjZz2JPtF59FY4+2s47YoStcIw5Wb6DyIlDGFiKbXNS9w/dBx8MJCurIsJj7M3msmUxXjohFgEf0TDRAhvduLeJx+dh3dEjbXmSB1wDrMCK6OtfoxybtlzQjHjjJRdr7vkkNrpWv+VBTd1Za9sz3ID107oAOA5b7fgRyZtoga0ojVa31gUbhZSE+N3vGiZaYLdNnx69W34UFz59ISWhkjqdzkPhEJtLNnP9a0HUS6amsA/jGllQUdO6oaX2674fx+97fLtNtJpDyVbQZs2CgQNtWTZAWpqtFtpnH3jySbjhhtjOc9ddcMwxMG+erTxauhQuvBDOPjvGhOvrRo5lAVup/66+T591VFZGnkpzzjpZJK/lRG/kWYbVUjXlFqzWKRebjquZNrwEOJnGO7QXY93iE2Uh9rxGUoqtwGut4VgN1FNYXdqucThnkMZhU8m1E65sbFTrcdp+FDLFeB+9a31r/beRdikVFbA59nYiG4o2sHpz5Ea1oXCIh1c83Nzo2q3+XftH3ccww2UwYeCENo6o/VKyFbTCQnj3XZg7F377W7jpJvj0U1i92kapYvH113DppQ3f+RUX23nfiKUG6aBGjnms1ud31K7FOeCA5ey++yc413B0KCfHQkpevYi+ajCd2Aqhc7Bi739j9W03YNNv/1freLS6rgyi1zW1hTwaTx4KYjhHMVYH1hP7WkZhU22pygF3A//AkuVDsUUFH2DTwRJRUZHVUHXubDWovXvDnXc2Y1Q9Bo3VrXrfrOXPFVUVUVfKgSVcYtJcGrcdc9s3W+zUcDjysvL41WG/SlBk7Y+SrbaQlgZHHgm/+Q1cdhn0aeaKsKefjtwtGiwB+/vfYzjJ/xL5xT8X2+okG3sxnYO9uObjXAFPPnkm3bqVk5dnf1jT0y3RuuwymyFNXuOInmxlYW0dYjUcuAob0dq91u2nEn1lYwYwsRnXiLfvEX1kLw/bXqgx5djKypuwOr5SbDTwROCv8QkxIRy2YGIOtnDh91hiLhGFQnDYYTayXlxsic/69VZHdeWV8bvOxRdH3n4oKwtOPtlKLmLUp6BP1NGaNJfG2D3HtjTKdumkQScxZ9Ic9i3cl4y0DDLSMhi751gWX7CYfrv0S3R47YYK5FPBnXfC5ZfbMsBIJk2C2bNjONGj2GrEGuVYzc0t1E1Mwtg0XBkwlOLibB55BF55BXr0sJ1CUmPrtVeBY7G6pTLsa8zCXmAvj9M1LgLux0aBauRhdVM3xekaLTUHOAdLlGp+z3OxqdHnabxf2F+xVYeRNqHtjO1HGPsLoKSoxx6zX/iiCNPl2dnWQ7BnbFu6NKqiAsaNs8VCNdfKz7dRtIULoWvXZp3u4RUPc8FTF1ASqjsbkJeZx5s/fpP9uge1Iji1FVUUkZmWSacMNdmOVawF8kq2UsHKlVYQHynZys+HW2+1P4gxqcCSkFJsFWK3uIWZnDZgdUVLsKnDyVhn93jxwEPAH7D+ZP2wTaYnkRw1QIuxKdAl2OrDqViC3VSvscOA16IcK8ASuaPiFGNLbAQ+xvqGaWQqMCefDI8/HvlYfj7MmAFnnRWfa4XDVpP64INQXg4TJ8JJJ9noVgs8vOJhfj7v52wp3ULYhxncfTB/Gf8XumR3Yd32deyz6z707dI3PrFLhxVrsqUO8qlg8GAbyv/3v+u2kUhPh4ICOO20ZpwsC+hIw+g9gd8EeH4H/LD6Ixl9h5Z1Ro+8CnWnRNW9bMdG657DWmzUTHfOwprQSpuK55v1tDQb3Ro3Li6nO33I6Zw2+DTWbV9HdkY2xaFiJs6eyPsb3ycrPYvyynIO73c4D098mK45zRs5E2muwGq2nHN9nXMvO+fed86tdM5dEtS1OoS5c226sFMnS7Cys2H0aFi0KHKtgyQpj7VeaN5S9rY3EVsAEEkFNhXZ1jw2mvYclmRtr/7/v6vjUeFz3J166s6V1PVVVsa+yCdBnHP07dKX/Kx8Rs8czbINyyitLGVb+TbKqsp4ee3LHP3g0STTDI+0T0EWyFcCl3vvB2GV1xc75zRR3lK5uXD//VacOn8+fPih9d3qq2Hw1PEQsCc2DZcHnIFNcyajH2Nx1q/rysW68UcuQA7WG1hvs/rbEVViNWQpuLdhsjvhBGtTU38njNxc6/Qej3qtNjB75Wx2lO9o0DeqIlzBexvfY9G6RQmKTDqKwJIt7/0X3vu3q/+9A3gf6B3U9TqMXXeFgw6ywlFJIbdgCczHWBPUCqzuaTiN90BLlF2wOq+jsannHKyP1rUEs4l2LF6jYaJVYwfWpkPiKjPT3tT95CeQl2cN9nbbzVrY3HhjoqOL2csfv0xRKHJPvFA4pGRLAtcmrR+cc/2w/U0adJJ0zl3onFvqnFu6cePGtghHpI2VYlsl1e+QXQlswXo/JaO+2PY2m7D9FL/E+lJFKvx/H+tdVYBtB3QBsC7O8eQTvbA/HesCL3GXnw+33AI7dljh+uefw0UXWeKVIgpzC0l3kVffZqZl0iVbPzsSrMCTLedcPtae+VLv/fb6x733d3vvh3vvh3fv3j3ocEQSYDHRf9VKgWTvaN0ZG5SOtp7mHawp6BPYCNPX2P6MQ7EVmvEykei9w7Kw7ZUkMM5F33osyZ1z4DlRN0Cu8lWcuO+JbRyRdDSBJlvOuUws0ZrlvZ8b5LUkKGuxzvJTgAewflXSPE2NAKTOCEFkF2HbFtWuh6nEkq5fx/E6vai/y4HJw5rUpkTzN0mA/Xvsz9SRU8nL3LlVk8ORm5nL7cfcrtWIErjA+mw5293y78AW731MG7uoz1aymY71jApjNUb52AvdAmCfBMaVasqAb2GjPvXlYH2wLmvTiOJnO9arLdpKwHwif92t8RK2ddIqrHfaFcAJpH7SKkF74cMXuHnRzXzy9ScM+dYQfn7IzxnZW1s1ScslvKmpc+67WEXrf9j5lvca7/1z0R6jZCvNFqjrAAAZzUlEQVSZvIU1tqxfZ+SwRGsVenFrjruB/6Hu9zMTm557l9j2KkxGm4HdiN6XKxubKhURaX8S3tTUe78AvRqnsFuIPGXogc+xZKzJny/5xoXY6NYvsWLybKzGaBqpm2iBrVDcHfgwyvHvtV0oIiJJShtRSxRrqFuDU1s61sJAmucEYCVWz1SCjXYVJjSi1nPAzURugJoL/F/bhiMikoSUbEkU+xN9o+JKYEAbxpKKvgT+F9t/8hhgLtZfC9rfr914bEVlf2zELgs4AJgHDEtgXCIiyaG9/dWXuLkU23uuvgxgX+zFVCL7DzAQuAlYBPwTOAs4np0JV3tzPPDf6o91WB1aIrb0EQmG954H3n2AQTMGkXd9Hnvduhczlsxo0JVeJBIlWxLFftg0Vw42HZSOrSzbA3gqgXGlgtOBbdSteSsGXsE2TE4FHvgEWN+MxzisWF798qT9uXze5Ux5dgqrNq2iJFTCR1s/4soXr+SHjyfrJvSSTJRsSSN+iI1S3Iz1N5oDrCa5dl1aiU1XfZroQKp9gPUmi6QYuL0NY2mpx7Du8YOAvbDEe0FCIxJJpLVb13Ln0jspDhXXub0kVMJTq59iyedLEhSZpIrAViNKe7ErtpIu2awBTgI+wloolGMr3x4mMZsk19hM9C1lwLa+SWZPYFOetds1vI/tkfgqcFAighJJqCdXPUm0NklloTJmvzebEb1HtHFUkko0siUpqAirB1qJreqrmbKbDxybwLjARoGibZachhXMN8c6bFTxLKwGLJZkLUT0laSN8Vhz1Uh9sUqwthUiHU9FVQVVPnK9ZZgwZZXaWUMap2RLUtCD2It//XeaFVhhdiIb4+4CnE3kVgjZwNXNONdsbNXn9dhWSb/BVvy9EuX+T2Nb1nSqvtZpWE+0WG0Cvmjk+L+bcS6R9uPIvY6MurdiflY+x+6T6Dd5kuyUbEkKehmrf4qkClsBmEi3ApOwhKeg+qMrVvO2f4zn+AI4BxtlqhkpK8VG9SbQsLP/g1hy9R6WhIaw2qthwMYYr5lF4yNizdmE+AtsJGwEcBS2RWp7XYkpCVNRAWvXwrZtgV5mWK9hHLb7YWRnZNe5vVN6JwYUDuCovY4K9PqS+pRsSQrqTvQeYBlYYlPbVuAerFv7PFo2xdYcWdi2oP+t/v9crO/WD5pxjr/RcOSuhsdqq2pUApfQMAGrwqZYb4nxml2IXpOVAZwS43nexdqD/AkbZXwRG+2bgBIuidmCBXD88TBwIBx7LMyfv/NYVRX86lfQrRvsvz/06GH3Wd+c1bPN8+RpT3LBsAvIzcwlNzOX7IxsThtyGq+c/QppTi+l0rjA9kZsCe2NKLF5GziUhskFWJuKDUDn6s8fAi7A2hKUY9N7vbCpuN2CDrQVLgBmRjmWgW1efVX1529jiwOibfi8F9G306nvXeC72Pe2JinNxKZHl9H098xjqxg/iHAsD7gDqz8TacT06fDLX0JpKdS8RuXmwtVXw69/DRdeCLNmQUmtvwEZGdCzJ7z/PuTnBxZaWWUZG4s3UphbSG5mbsT7eO8prSwlOyNbiVg7F+veiPopkCS1HWsG+iINC7aHYSsk82rdloYlWvewM9FaiSUtpVjyUIVNw60Fjgsq8DgZin09keRgI0dBOBAbjToNS7C6AT/BkrBYktNVwGdRjtVufeGr77sSjXZJHevXwy9+YYlU7cGAkhK4/np44w144IG6iRZAZSVs3QoPPhhoeNkZ2fTt0jdiolUVrmLagml0v6k7BdMK6HJDF66Yd4UK6EXJliQbj62+6wmcCpyMbeB8V737/RmrAzoc6wl1BPAacEat+0zHiubrq8Re6P8Tz8Dj7EwiT5U6LMmsXZB7ADZ1GUknLHFqyg7gNuz7ORUYh40Qbqy+vVdMUcMWGq/t2gw8h21ePRwYhT3XD8R4/hQWDjdMIOKtqgruuAMGDIBddoFRo+DZZ4O7XhDmzIl+rKoKbr4ZMqP8jBUXwxNPRD7WBs79x7lc9+p1bC7dTJWvoqiiiBlLZnDkA0cG1ml+U8kmJj8zmYJpBWT+PpOR94zkpY9eCuRa0nJKtiTJ/AX4AzYatb36owhrSfB0rfsVAzOAxVhd0kJstGphrfusIPqoSQbWoDVZ7QK8UP3/zlgy1RlLTF6mbou8DCyxrP9OO7368Zc0ca0vsJYVV2O9tF4CpmBtKqItRIimsdYX6diU5iSspUUx9txuAiZjBf3tUGkpXHYZFBTYR/fuMG2aJQ7x5D2cdBL8/OewZo0VjS9eDKecAn/8Y3yvFaRt26A8ys9QKARlTYwS5URaCRy8DzZ9wGPvPUZJqO6IW1llGcs2LGP+2vlRHtlyX5d9zUF3H8R979zHjoodVIYrWbJ+Ccc/cjyzV86O+/Wk5ZRsSRKpGdWKVItVAvy61uenYVOMZexMyNZjK99q2h3sTfQf8Sps66F4egerRxqOdd9vbVfpg7Hap3Ox4vI/YFN0kaYQzwQexVo/OCw5mwS8RdPb51yMjWLV/r4XY81Mb2hmzF2x70GkF7xO2EhZtOf3KqIvCkhR4TCMHQt33mmjLlVVsHkzXHcdnHtufK81fz78618Np9dKSqzOafPm+F4vKKNGQV5e5GOdO8Npp9mUYST5+XD22cHF1ojnP3w+6uhVUUURc9+fG/drznhzBl8Vf0UoHKpze0mohIuevYiqsKbok4WSLUkiW7FpqGhWVv//I+Bf1N17sEaInXVBl2DtF+pz2JZD8eyGfg9WWD4LS3Aewabkbm3lOfsBf8Wm3i4HTiBy01GA8dhoXnn1fR6m6a2VSoBnsanV+spoOH0bi9uwlYudsLYXnYFCbFXmikYe9xk2StmOvPgiLF/ecDSmpMSmy9asid+1HnzQErpIMjJSZzpx7FjYffeGU4Xp6bb68NRTbaQut95Ibk4OHHQQTJgQeIgloRKuf+16+k/vT7cbuzHh4Qms274O51zE+7vq/+Ltwf88GLUerKKqgnc2vBP3a0rLKNmSJBKtILxGzQqjt4leo1SOTYWBjTBdhyVcNffPx0Z6noG4/fH7EvgZdVfwhbGE5yqiF4w35lXg0upz7Kg+dyk2xXdxE4/NJPZf7R1N3Hd7jOepLQtrXfEx1v/raWzk7GgsAYvGN3E8Bc2dC0VF0Y8//3z8rhUt0QIbYSuNlqQnmbQ0eOUV+O53ITsbunSxROo737F2EBkZcNFF8PjjNgqWn2/J2bXXwrx5lpQFqDRUyuiZo/n9q7/n420fs7l0M8+sfoYZb86IOrKVl5XHpMGT4h5LYyNXzjmNbCURJVuSRLKxuqtIW3Z2As6r/nchjU839aj17//BGn3+AltVNwNLAvZpZay1PdrIsTDWfqK5rifydFsZNmL1dQvOGUk3Gk9y92vFuXtiz+fh7HxOTyHy8+uAMUSefkxhUUY6Yj7eHMcdF73lQTgMY8bE71pB697dpkVXrbKEdcUKeP112K3Withx42DhQtixAz75xGrVsqK9CYuf+965jzVb1tQZUfJ4yqrKSHfpDVYp5mTk8J3e3+HwPQ6PeywTB02M2tke4Nu9vh33a0rLKNmSJHMblizVftHNBfbEtqsBOIzI04NgK/Um17utP/BbrPg+Wj1Ra2wm8pQm2GrIr1pwzuWNHMvCplLjIR24hsgJVy5WQxdP12MJXu0XiEysoertER+R0iZNarzn07Fx3OZl0iRLUupPv+Xk2HX2iecbjDayxx6WJO65Z6Ij+ca979zboAi+RppLY/JBk+mVb6t3u2Z35YrRV/DcD5+LOsXYGpeOupTOWZ0bTFHmZuYybcy0RhMxaVuR3mKKJFAvrDZrJrY3YAbwo+qPmoQgHdv65lgsmakpDs3D2kUc2Ybxgk1XdiZyU9F8rL1Bc/Uk+j6FFdQdvWuty7CE8FZ2JkGVwB+xOrB46oklkn/CRvzCwInAlVgLj3ZmzBgYMcJGYGrXbeXmwplnxjeJyM6GRYvg/POtViwz00a0fvxjuPHG+F2ngysNRZ+OzUjL4IR9T+BPR/+JsA8H3tC0OGRTx2ku7ZuNsh2OUb1HMWXElECvLc2jDvKSwtZiW9G8jr2IX4zVBcX/HWTjqrBpyU+p22oiDUse19K8fQXB+k5NoWHrhXRgNDvr0uJpC7bZdCbwfeo2jZUWKy+31YczZljTzd12g6uugqlTrT4pCFu3wqZN0Lt3w0JyaZXLXriMGUtmUFHVsIdfbmYuX17xJflZre9g771n4bqFzHxnJptLNjN2z7GcdeBZFHQq+OY+w+4axrtfvtugViwvM4+HJj7EhIHBLxbo6GLtIK9kSyQu1gHHY81SM7CRob2Ap7AVhc0Vxto5PIXVbnks+emCbbTdDkeBOoJwOLgES9rEuu3rGHzHYHaU78DXqh3Ny8zjsoMv43ffb/3Uu/eeyc9OZtbyWZSESvB48jLzyMnM4Y3z3mCfwn1YvXk1Q/8ylNLKyCNt3+/3feafHf/eXlKXtusRaVN9sJYPi4H7seaqy2lZogX2qzkLa8twNtbyYTpwH9YCYhTwU2Lf81CSghKtlNenoA+vn/c6w3oNo1N6J/Kz8inoVMA1h17Dtd+7Ni7XeOqDp5i1fBbFoeJvErriUDGbSzYzaY6taly/Y32jNVnrtq+LSywSH6rZEomrIdUf8eCwlXw1q5h+gfUOK8VGut7Gkq/HgGPidE0RacqQbw1h6YVLWb9jPdvLt7Nn1z3jWow+ffH0b+qxavN41mxZw6pNqxhYOJDyysid9tNcGgf2ODBu8Ujr6W2WSEpYihWw10wpgi0MKMEWBWijW5G2tlvn3di3275xX/X3+fbPox7LTMtkQ9EGenXuxbi9x9EpvWFvuuyMbK485Mq4xiSto2RLJCXcQ+MJVRybY4pIQg3rNSzqSsbyqnIGFg4E4P4T72dUn1HkZuaSk5FDflY+ORk53HnsnYzoPaItQ5YmaBpRJCV8wc7u9PVVYZs5i0h7cOUhV/L06qcb9PPqlN6JY/Y+hl6drY9X506deeWcV1i2YRkLP1tIQacCjht4XJ0Vi5IclGyJBK4K27bmVmxrn4OAXwIjm3GOQ7GteqL1+InnPo8ikkjDeg1j5oSZnP/U+aS7dKrCVXg8o/uO5v4T729w/6E9hzK059AERCqxUusHkUCFgYnAi+zsmeWwLvb3YfVWsdiMtZKov1FzFjAMW/0oIu1JcUUxz655lm1l2zi478EM+Va8Ft9IvMTa+kEjWyKBeoG6iRZYgXsJcAEwgdi2DyoEXsF6eW3Byi1D2OjY3PiFK9KGPtzyIXNWzqEkVML3+n2PMf3HBLKtTarKy8rjlMGnJDoMiQMlWyKBupeGXeBrpGFTg8fFeK6h2Cbai7AarsHAwFbGJ9L2vPdc9dJV3PbmbVSFqwiFQ0xfPJ0BhQOYf9Z8umR3SXSIInGl1YgicfECNsqUjW20fCW2V2L9ab/aPJH3U2yMAw4GTkKJlqSqJ1Y9wR1L7qCssoxQ2PY2LaooYsVXK7jgqQsSHJ1I/CnZEmm1v2PJzxKgHKuvuhXr8n4EOzfQri8EHNIWAYoklRsW3BCxaWdFVQVPr36araVbExCVSHCUbIm0Sjm2bU5JhNs/xka6cmn4q5aD1WvtEXB8Isnn468/jnosKz1LW81Iu6NkS6RV3sCm9iIpAWZX32cYlmAVYAnYmdgeiiIdzx67RH+TUVFVQe+C3m0YjUjwlGyJtEqoieMVwD7YFON7WEH8F8DdQMNtNkQ6gqsPuZq8zLwGt2elZzF+wHh2zdk1AVGJBEfJlkirHEz0hCsHqL1sux8wAtgl4JhEkttJg05iyvApZGdkk5mWCUB+Vj6Duw/m3gn3Jjg6kfhTU1ORVrsWuJG6dVvp2KrE94GuiQhKJOmt2byG2StnUxwqZkz/MRzR/wj12ZKUEmtTUyVbIq3mgTuwpGsH1jX+KOBOoE8C4xIRkSCpg7xIm3HAxcAUYCOQDzSsRxERkY5JNVsicZMG9KBdJFoVFTBjBgweDL17w8SJ8PbbiY5KRCQlaWRLROoKheDII2HpUiiprkN74gn45z/h0Udh/PjExicikmI0siUidT36KLz11s5EC8B7+/ycc6CyMmGhiYikIiVbIlLXPfdAcZTNsysqYOHCto1HRCTFKdkSkbp2NLI5dloaFBW1XSwiIu2Aki0RqesHP4BOUbrbl5fDyJFtG4+ISIpTsiUidU2dCtnZUL+5ZG4unH8+FBYmJi4RkRSlZEtE6urZE15/HQ48EHJyoKDAEq2LLoJbbkl0dCIiKUetH0SkocGD4Z134OOPYetWGDAA8tpB/zARkQRQsiXSEYRC8NxzljztvTccfTRkxPDr36+ffYiISIsp2RJp7956C8aNs+L2igrIyrJRqpdeshEsEREJlJItkfasqAiOOAK2bdt5W3m5tXcYMwY++8ySLxERCYwK5EVSwbJlcMopsPvu8O1vw8yZsXVyf+SR6Pfbvh0uvxy++CK+sYqISB1KtkSS3TPPwCGHwOOP20jUsmXws5/ZHoVVVY0/dvny6N3gy8rg7ruhf3+49FLbkkdEROJOyZZIMguF4KyzbF/CcHjn7SUlsGABzJ3b+OP32MPaN0RTUWHTivfco7YOIiIBUbIlksxeey36NGBxsSVJjfnRj2K7TkkJXH+9RrdERAKgZEskmRUVNezkXtv27Y0//lvfgvvvt9Gtpgrht26NPuUoIiItpmRLJJmNHGnTfJFkZ1u/rKacfDKsXg3XXAOZmdHvl5nZ+JSjiIi0iJItkWTWsyeccYZtl1Obc5ZsXXRRbOfp0wd+8xsrhM/Obni8Uyf44Q8hPb31MYuISB1KtkSS3V13wbnnWpLUpYuNPu2/vxXI9+jRvHP99rcwZAjk5++8LT8f9toL/vjHuIYtIiLG+YAKYp1z9wHjga+890Nieczw4cP90qVLA4lHJOVt3w6rVkFhoSVHLVVZCf/4Bzz0kLWOOPVUmDhRzU1FRJrJOfeW9354k/cLMNk6DCgC7leyJSIiIu1NrMlWYNOI3vtXgS1BnV9EREQkFSS8Zss5d6FzbqlzbunGjRsTHY6IiIhIXCU82fLe3+29H+69H969e/dEhyMiIiISVwlPtkRERETaMyVbIiIiIgEKLNlyzj0MLAQGOufWOefOD+paIiIiIskqI6gTe+9PD+rcIiIiIqlC04giIiIiAVKyJSIiIhIgJVsiIiIiAVKyJSIiIhIgJVsiIiIiAVKyJSIiIhIgJVsiIiIiAVKyJSIiIhIgJVsiIiIiAVKyJSIiIhIgJVsiIiIiAVKyJSIiIhIgJVsiIiIiAXLe+0TH8A3n3Ebgkza6XDdgUxtdS1pGz1Hy03OU/PQcJTc9P8mvsedoD+9996ZOkFTJVltyzi313g9PdBwSnZ6j5KfnKPnpOUpuen6SXzyeI00jioiIiARIyZaIiIhIgDpysnV3ogOQJuk5Sn56jpKfnqPkpucn+bX6OeqwNVsiIiIibaEjj2yJiIiIBE7JloiIiEiAOnyy5Zz7qXPuA+fcSufcjYmORyJzzl3hnPPOuW6JjkXqcs7d5Jxb5Zxb7px7wjm3S6JjEnDOjav+2/ahc+7qRMcjdTnn+jrnXnbOvV/9+nNJomOSyJxz6c65d5xzz7T0HB062XLOfR84HjjAez8Y+GOCQ5IInHN9gSOBTxMdi0T0IjDEe38AsBr4RYLj6fCcc+nADOAYYD/gdOfcfomNSuqpBC733g8CRgEX6zlKWpcA77fmBB062QKmADd478sBvPdfJTgeiexm4EpAqzmSkPd+nve+svrTRUCfRMYjAIwEPvTef+S9rwAewd5YSpLw3n/hvX+7+t87sBfz3omNSupzzvUBjgXubc15OnqyNQA41Dm32Dn3b+fciEQHJHU55yYAn3vv3010LBKT84DnEx2E0Bv4rNbn69ALedJyzvUDvg0sTmwkEsF07M1+uDUnyYhPLMnLOfcS0DPCoV9iX39XbAh3BDDbObenVz+MNtXEc3QNcFTbRiT1NfYcee//UX2fX2JTI7PaMjaJyEW4TX/XkpBzLh94HLjUe7890fHITs658cBX3vu3nHPfa8252n2y5b0fG+2Yc24KMLc6uXrTORfGNpzc2FbxSfTnyDm3P9AfeNc5BzY99bZzbqT3fkMbhtjhNfZ7BOCcOxsYDxyhNytJYR3Qt9bnfYD1CYpFonDOZWKJ1izv/dxExyMNHAJMcM79AMgGCpxzD3rvz2zuiTp0U1Pn3GRgN+/9/zrnBgD/AnbXi0Vycs59DAz33kfbfV0SwDk3DvgzcLj3Xm9UkoBzLgNbrHAE8DmwBDjDe78yoYHJN5y9g/w7sMV7f2mi45HGVY9sXeG9H9+Sx3f0mq37gD2dcyuwAtKzlWiJNNvtQGfgRefcMufcXxIdUEdXvWBhKvACVng9W4lW0jkE+BEwpvr3Zln1CIq0Qx16ZEtEREQkaB19ZEtEREQkUEq2RERERAKkZEtEREQkQEq2RERERAKkZEtEREQkQEq2RERERAKkZEtEREQkQEq2RKRdcs6NcM4td85lO+fynHMrnXNDEh2XiHQ8amoqIu2Wc+46bE+zHGCd935agkMSkQ5IyZaItFvOuSxsX8AyYLT3virBIYlIB6RpRBFpz3YF8rG9G7MTHIuIdFAa2RKRdss59xS2yXx/oJf3fmqCQxKRDigj0QGIiATBOXcWUOm9f8g5lw684Zwb472fn+jYRKRj0ciWiIiISIBUsyUiIiISICVbIiIiIgFSsiUiIiISICVbIiIiIgFSsiUiIiISICVbIiIiIgFSsiUiIiISoP8HkyY2y1iZrVMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hf.make_umap_plot(df['gex'], 2, cat_colors, 'CD4 T Cells', s=50, alpha=1)"
   ]
  },
  {
   "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",
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