new_vessels.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis of AQP4 staining\n",
    "Using the 1D line plot approach\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tidy data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split(delimiters, string, maxsplit=0):\n",
    "    import re\n",
    "    regexPattern = '|'.join(map(re.escape, delimiters))\n",
    "    return re.split(regexPattern, str(string), maxsplit)\n",
    "\n",
    "def isolate_variables (index):\n",
    "    delimiters = \"_\"\n",
    "    variables = ['f', 'm', 'ZT6', 'ZT18', 'TPer2KO', 'Per2flfl', 'DorCX', 'Thal', 'Hippo', 'SCN']\n",
    "    names = ['sex', 'genotype', 'timepoint', 'region']\n",
    "    result = []\n",
    "    for x in split(delimiters, index) :\n",
    "        if x in variables:\n",
    "            result.append(''.join(filter(str.isalnum, x)))\n",
    "    return ','.join(b for a,b in zip(names, result))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name          object\n",
       "sex           object\n",
       "genotype      object\n",
       "timepoint     object\n",
       "region        object\n",
       "distance     float64\n",
       "intensity    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(\"data/Merged_no_bins.xlsx\", index_col=0)\n",
    "df.set_index(\"dist\", inplace=True)\n",
    "\n",
    "df = df.T\n",
    "\n",
    "df[\"variables\"] = df.index.map(isolate_variables)\n",
    "df = pd.concat([df, df['variables'].str.split(\",\", expand=True)], axis=1)\n",
    "df.rename(columns={0:\"sex\", 1:\"genotype\", 2:\"timepoint\", 3:\"region\"}, inplace=True)\n",
    "df.drop(columns=[\"variables\"], inplace=True)\n",
    "df = df.reset_index().rename(columns={\"index\":\"name\"})\n",
    "df_wide = df\n",
    "df = df.melt(id_vars=[\"name\", \"sex\", \"genotype\", \"timepoint\", \"region\"], value_name=\"intensity\", var_name=\"distance\")\n",
    "df[[\"distance\"]] = df[[\"distance\"]].apply(pd.to_numeric)\n",
    "\n",
    "df.to_csv(\"data.csv\")\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of vessels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of vessels:\n",
      "213\n",
      "\n",
      "region  sex\n",
      "DorCX   f      50\n",
      "        m      57\n",
      "Hippo   f      50\n",
      "        m      56\n",
      "Name: name, dtype: int64\n",
      "\n",
      "timepoint  genotype\n",
      "ZT18       Per2flfl    59\n",
      "           TPer2KO     39\n",
      "ZT6        Per2flfl    62\n",
      "           TPer2KO     53\n",
      "Name: name, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df_counts = df[df[\"distance\"] == df[\"distance\"].abs().min()]\n",
    "print(\"Total number of vessels:\")\n",
    "print(df_counts[\"name\"].unique().size)\n",
    "print()\n",
    "print(df_counts.groupby([\"region\", \"sex\"]).count()[\"name\"])\n",
    "print()\n",
    "print(df_counts.groupby([\"timepoint\", \"genotype\"]).count()[\"name\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2899608aaa0>"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CqoGGUnsDDTSU2gnnPXZaNbg1UG9oSl8ppbYjHpiHFuA20IyGUnsJDTSU2omiGHzr13FktU5DKaVmI77oGLWnbNhscbuzRrlKqW6ggYZSO+BFEJhxdS4KLZONTN8AlVJqW96D2fNzozEGg2jnKaX2AhpoKLUD3gvbTp4yxiACudNAQymlZhCHMA8ZjSnaeUqprqeBhlI7ICLs6D1TO08ppdQ2fFGjMR9ETNEqVynV1TTQUGoH/A5iCREhyzXQUEqp6cS7PY4zNo3USTOHMSB5Oj8LU0q1jQYaSu2A30EdhrWGVFvcKqXUDOLdHnWcyp1jeCIhc75ocaudp5TqehpoKLUDXgRmCTZCa6inGmgopdQMezhDY7KRk2SOLHMQaKCh1N5AAw2ldsB7gVmuzgWBJcm0SFEppWbIsz0KNEYnU8pxUAxFtQFeAw2lup4GGkrtgBdAwKSTM46HgaGROG1xq5RS0/l81oszc5FmOUnqKMcBjcxjjMV4j2jnKaW6mgYaSu2Acx5w2IkN4LYWJRYtbgXnNdBQSqkWt/sZjYlGjjUGaw1Z7po1cqZ4TqVU19JAQ6kdcN5jAZM3MLOk8LXzlFJKbSXegd31jxUiwuhEQine+tjcecQIokP7lOpqGmgotQO5EwyCcQ6TjM280ZiiM4pSSimAYpvTbmQ0ksyRO8HarduuivOvQXLNaCjVzTTQUGoHnBcCPGIsNhkH2RpYGNitFrfeC5tG6/O4SqWUaj8RD+IwuxFojNcygmDr1wbI8qIgnFTPl0p1Mw00lNqBPPdFXaOxgGDypHVbEBiS3Whx20hzNo00tJBcKbV38R6zG6c1L8LYZEIpDFvHrG2eX20IuXaeUqqbaaCh1A4477HGYyiKEk1Wa90WBoZGuut7h2uNnEaWayG5UmrvIn63Ok41khwvM3dcBYElyada3CY7frBSquNpoKHUDjgPRgQBJIix9a11GoG1NLJdr9EYnUwQXxQ6KqXUXsM7YNcuoDjv2TyWEIUzA5TAmmJrqrHg86LIXCnVlcLnvotS+6bceSKk2DAcRJhkomi1GERYa/BOyJ0nDOYWr+fOU6tnVGrryDaNE5VLxfTbqExQXbKw34xSSi0k8c3c79zkzrNuc400c1TKwYzbjAGRIhAJAFxe1GsopbqOBhpK7YD3ghU34yKdyRtIEDW/YJcCjUbqwCUEySi+YRFJQBxirAYaSqmuJt6BzC3MyHLH2k01nPjtgoytT1h0nrLFk8/bOpVSi0u3Tik1C+8FEcHgW5uHxQaYZHzrnWTXZmlM1FIiScFackJMXIG4p7nlQCmluph45lINnuaOZzdN4sVTjneepWhtMdVAQ6mupYGGUrPw0twy5fNWgaOEJWxjvMjpAxjZpUBjZDKl5OvYIGzN4DDGAFK0hlRKqS4lLsfM4SPF5tE6XoTScwQZNijmawB6flSqi2mgodQsvG/uNvbF1iagyGxIsf0JIAzsnDtPpZkjyz2Rq2GiEumMAMVsDV6UUqobzXFYXz11lMLnrrcIrC22mwp6flSqi2mgodQsfPONzUzLaBQHDDYt2twG1tBI53alrZE6yFPwjiAIZmRCDKJbA5RS3c1nz9neNnce72ROw8NDa4uMhkHPj0p1MQ00lJqFb76vGe+Z3kdFggiTFG1udyWjMTaZEpsMQ7Fdyjk/bWifZjSUUl0uz8Fu/5FCXNb6d7oLW02NBe8E79H2tkp1MQ00lJqFFyk+/Ms22wFsVGQ0XIq1BucF53f+5ikijNVSSpIixhatG9maNSnupFfslFLdS1w241wpIqT/cQf1b92Ar40AkKa7GDAYyL1owwylupgGGkrNoigGL2o0ZgQaxiDGYmvDrUN5vvNsRJI5nBPCbHJra1zAueJxolunlFJdTrY5V2a/+C75Ez+BLCH7+b0A1NOcINi16eHOUzTlUEp1JQ00lJqFeAEvgGy371iiMkFtczG8D1odpHak1sjBO4yrg906usbp1iml1N7Cb83+Zo//iPwX9xEcejzhC1+Ge/pB/Mg66kk+c+6QCKZZ8zYbYyDLZeteVqVU19FAQ6lZOC+Aw8wWABiLYLD1EQxFR6mdGZtMKdm8iCWmghbZmtHQ9rZKqW5W1FAIxhjyZx8m+9mdBPu9iPi4c4mO+G2IKqQP3UOSOKydOgd6en5+G/3/9r8IR56a9XkDa0hy3TqlVDfTQEOpWeTeYy0Is6f5Ja4Q1DZhcSTT9h37LMENP4s0r8B5L4zXM0qkTC8qNxZy13yctm9USnUz8Rgx+OG1pD+5BbviEOITX42xASauEB15Gn7j44RbniiutYhQ+eW3iTb/CglL9Dx8K3Zy43ZPGwSWRi66dUqpLqaBhlKzcLkQ0Nw6NRtjEYQ4HaUxNVQqa9B45pf4kQ34yS0A1JK82B6Q1ZBg67Ypa8zWFrfavlEp1c18MRXcDf0KvKN00h9iptWjhc//LaSylNKv/wVEKK/5V0obHqJxyMmMH/9fkSCm9z+/jmmMzXhaawyZ83inGQ2lupUGGkrNIveCwbODhAYAElWJG5uoNxpIWicf+jXGWkx1CX5kHZKnjIwnhIHBphMw7Y3X2q2BhsFo+0alVPcSh2CQZBLCGFPqmXGzCUKyw04jmBii5+FvUH7630j2P5bGoS9Dyv1M/MaFGJfS+9DXMVlj6+MMgCHPNKOhVLfSQEOpWTjnsTvcONVkLNZaGN9I7ZlfYkyIjcvFdgFjyEc2MDKRUAp8MVF8WkeWwBqyqRqNomH8gn4/Sim1YLwHBElq2wUZUyaXvRDfvx/RlsdJV76Q+gte0apZ8z0DTL7kVdj6MNVHbp+5ldQYnNNAQ6lutaCBxmc/+1nOOecczjnnHK6//noA7r//flavXs2ZZ57JJz/5ydZ9H3nkES688ELOOussPvCBD5DnxYll7dq1XHTRRZx99tn80R/9EZOTkwu5ZKUAcN5jkOcKNZCwTLmxifEUTFTaekPcQ2N4CLIagZ9ZnwHF0L48d82hfUb3ICulupZ4BwKSTM4aaIgIjdzjj/kDGgefRO3Ic9h2PHi+9BAah5xMNPIUJk+23mAsolunlOpaCxZo3H///fzrv/4r3/jGN7j11lt5+OGHueOOO7jiiiu48cYbufPOO3nooYe47777AHjf+97HVVddxd13342IcNNNNwHw4Q9/mDe84Q3cddddHH300dx4440LtWSlWpwHu7MajSk2IOxdwVhj5uA+YwzjmaVc34hJJ7ebmDtjaJ8x2r5RKdW1xDuMMTsMNJz3eCfYJatoPP/UGW2+p/M9AwDYxui0Jy8CFdFzpFJdacECjYGBAS677DLiOCaKIg4//HDWrFnDoYceysEHH0wYhqxevZq77rqLZ599lkajwXHHHQfABRdcwF133UWWZfz4xz/mrLPOmnFcqYWWO48V/5xxBjR3PglMNrLWMS/CRGooSQNbH0WCeNbHOjdtMKBSSnWj5gwNSSZhlkAjc7LtOKLZn6a8BNgm0JiaDo4GGkp1owULNF74whe2Aoc1a9Zw5513YoxhYGCgdZ/BwUE2bNjA0NDQjOMDAwNs2LCB4eFhent7CcNwxnGlFprzgpF8u2F9O1KKLcPjaXMrFDRSV2wzLlUxLt3xFTwRrdFQSnW3PCu2maazZzTSzD3HJtSCL/cDMwMNY8F7r1lfpbrU7J9+5tFjjz3G29/+dt7//vcThiFPPPHEjNuNMa0PZ3M9vitWrOjdtQVPMzDQt9uPbbduXju0d/3OC0s31+jP6xBUIa7M6XHjtZR66li2rEp90yRLllSolEJg9u/Fhhm9fWV6Y4MAlQ75f9bNvzvdvHZoz/p39xzZzT/rbl47dN76ExeTG0tDhJ6ly+hdVp1xey33LO0v3rv7+3Z2Pq0UdW9+klLzflGSUwksK1f2YqfXwbVJp/3sd1U3r7+b174vW9BA44EHHuDd7343V1xxBeeccw4/+tGP2LRpU+v2oaEhBgcHWbVq1YzjGzduZHBwkOXLlzMxMYFzjiAIWsd3xebNE3i/68PQBgb62LhxfJcf1wm6ee3Q/vXnzjMyUkPyCWyWIMncgttG6hgZb1CfNKxdP0o5DsnSbIf3rzdyNgWQVUPwORPl9v8/a/fPfk9089phz9e/u2/Cu3OO7OafdTevHTpz/W7TKG60mB1U9xHZcG3G7Rs3T2ItlEpVxsbrO32u3nI/MraZyeb9sszjpEZ1aBQzx4s+C6UTf/a7opvX367zo9pzC7Z1at26dVxyySXccMMNnHPOOQAce+yxPPHEEzz55JM457jjjjs47bTTOPDAAymVSjzwwAMA3HrrrZx22mlEUcQJJ5zAnXfeOeO4UgvJe2kO0csRM/c/kVIUMDqRMlHPmNoRtTPWGvLcF3ubdVuAUqoLOe8RlyNZERiYeObWKS+eLHMEdm4XbHx5ySxbp0SHmirVpRYso/HFL36RJEm47rrrWsde97rXcd1113HppZeSJAmnn346Z599NgA33HADV155JZOTkxx11FFcfPHFAFx99dVcdtllfP7zn2f//ffnE5/4xEItWSmgWTeBwXgHFFv45rJlz5giPhkeTwiC576/tYY09xTtbbVGQynVfdZvrlEer9GbNgONbWo0stwju7Dj2ZeXEG15opilYQzWGJxn5mwNpVTXWLBA48orr+TKK6+c9bbbb799u2NHHnkkN99883bHDzzwQL70pS/N+/qU2pHm7CmMd9z2n3XGG8IbTl4yp2CjHIdsHq6xpGf2LlPT2ebQPmOKGg0Rj9mFDIpSSrXbZD2lNlKj7CaA7QONPJc5de+b4stLMD7HpJNIqRdjDJmX4vw4nwtXSi0K/VSj1DaKTlCAd6wdyfnlhpSHnk2e83EAQWBY0hs/57YpANsc2teiWwOUUl3EeyFJUqw11Meb2522qaNoZDk22IXn3KbFrTEg3hedp5RSXUcDDaW24VvDoTy1tLgUd/dDEyTZ3N7o5toYzZhiN4DzHlOkNHZvwUop1QZZXmQZ4jggq01AXMVMiyom6ylbxhJK4dwjjVlnaWDwLp+nVSulFpMGGkptQ7xgRDAItdRz6IqI8Ybnvl/WnvvBu8oU7XSL4nO9YqeU6h5p7qA5FTxyDfKg0mpLX0ty1m6uUY4D7BwLwQF8qTlLIxnbetAYfK51bEp1Iw00lNpG7gVjhMQJmYMj9os5/pAyP/hVjY3j839VreiogmY0lFJdJUkd1ngMQpDXycMKE/WUepqzdtMEpTiYU2OMGYIIH/dsl9Fw+Y5bhSulOpcGGkptI8891mzdNlWNLb/3kl7iwHDng+OzDpLcXSLgnBRdWTSjoZTqIvUkJ7RSNIjKaphSlY0jdZ4dmiCOLOGuBhlN27a4FWO0RkOpLqWBhlLbcN5jEWpp8XU1tvSWLC9/cQ+Pb8x4ZO3cCsPnwhrIvS8yGvpGqpTqIpNJTmSKCy8mq0HcA8YQx5Yw2P2PF760ZLuMhjjNaCjVjTTQUGobzhX1GfVpGQ2A33p+hYG+gB88vvPJtrvCWkPWLDKXXekBqZRSbeS9FIP4TDFMz+YNfFSlHAd7FGQA+HI/tjE2LcurxeBKdSsNNJTaRu4FizA5FWiUivR/YA3PWxmzYTSft+1TxdA+B4hmNJRSXSPNXdE6z+cYV6R/JarOy3P78hIMgk3GiwOBxWUaaCjVjTTQUGobW7dOzcxoAKzqD0lyYbQ+P0HB1NC+gmY0lFLdIc2b50CXY/IiyyvbzNDYXdvP0jDkWgyuVFfSQEOpbeROsHgmU8EA5WhrQeOq/qIf/NDY/Fxds5hijoYxiG4NUEp1iTR1xcwgyTFZAwA/jxkN2BpoWGNxuWZ8lepGGmgotQ3nBSOOWgbV2GCnTeAb6AsB2LCbgcZX/22Uf/nF5NYDptne1ljw2ideKdUdJpOMKLBY51qBxrxtnSr1IZitGQ1rcbleiFGqG2mgodQ0IoJrZjRqGVRLM/9EKrFlScXuVkZjw2jOI+sSfj20tWtVcUUQPAZEAw2lVHeoN/Kifa3k2NbWqT0LNHIvjNQc2AAp9W3NaFiLc/NXG6eUWjwaaCg1jQgYBFzOZCoz6jOmDPaHbBjb9aDggSeLN+Mtk9s81jSrMzSjoZTqAs57MicEQZGJNVkdMRYJSnv0vPf+fJLPfWcLSeZx02ZpWGOag011+5RS3UYDDaWm8SJFmkEctR0EGqv6QzaN5zg/96trmRMefLqBNTCZCEk28w3T6xwNpVSXSKfOX+Ix4otAI6o2U7S7J3fCvz9VJ3XCk5uzmUP7DDgPohdjlOo6GmgoNc1UZt74vBlobP/GOdgf4gQ2T8z9Te+RtQn1THjpoWUAhmszgwqRok2kUkp1usxNBRrFCdNmNfwebpt6dH3S6vT3+Ma0CDTSyaJ9bvM0rNPBleo+GmgoNY2XotMUvpnRKM2W0dj1zlMPPFlnWdXy0kOL9o/D22yfEmMQfRNVSnWBRppjDSAeoZgKvqeF4A882WBJxfL8lVEr0ACKwX1QNM5wmtFQqttooKHUNCLFfO4kzfHCrFunVvaGWDP3zlObJ3LWbMp46fMqLO8pgpQZdRpaDK6U6iK1el5M/27WTJh0zwKNkZrj8aGU4w8pc/hgzIYxx4TtBba2uEUE7/RijFLdRgMNpaaZ2jpVS4ogYratU2FgWNEbzDnQ+OmTRW3G8YeUqcSWSmQYrm0NKqY6T4lerVNKdYF6mhOGBiMeMHu8derfm40yjj+0wuGDMQBPTBTP12pxi8FpoKFU19FAQ6lpvBSdTWrZ9lPBpxvsD+e0dcp54T+eanDEqpi+cpHNWNYTzMhoCODFaEcVpVTHy50nz4XAFhkN41KMz3c7o+FF+PenGhw+GLO0GrDfkpBKZPjFlggxQSvQEANei8GV6joaaCg1jTS7P02mxdcD2bOEWx7f7n6r+kOGa57kOabV/nJ9ykTieenzKq1jy3qC7Wo0fPPFtU5DKdXJstzDVKJXPOzhsL5fD6WM1n2rUYY1hucPxDy+KcOX+7dunfK6dUqpbqSBhlLTTPVqryVFRmP/oR/Q8/BtBOPrZ9xvVX8xIXzjc8zT+OmTdfrLlhc0twMALO8JGKm5VntcY8A733zv1jdSpVTnynK/dXCe+NawPh9Vtr+zCCadBJft8Pl++mSDamx40X5bZ3AcNhAzWvckUf/MFre6vVSprqOBhlLTiAhGiqngAGFew4ij+sgdkG+d6D3Y7Dy1szqNRub59VDK0QeVCezWWo9l1QAvMFZvFlIacCIUbVU00FBKda5GlrfOZ8bnmNmmgotgsho2mcSXl2LzZNZgYyLxPLou4diDy8WU8abDBiIANrverTUa1pDn6UJ9W0qpBaKBhlLTOC8YPLXUExgIskny/gOxjVGqj327VS2+tBoQB2andRq/HkpxAkfutzWbYevDrIprAK2C8KLIUcAIzRnhSinVkbLMb71w4h2muXXKT22dcikmncBHvWQrD8f370++7HnbBRvOC/c8PIETWm2/pyzvCVhasaxvlLF5o6gFMRaX6awhpbqNBhpKTeO9YBFqqbC05DA+J1txGI3n/TbxxkeJ1/8nUOwjHujfeeepX6xLqMaGg5YXV+cQoffBmzjq8S/z0viJVkG4NaZZhK4ZDaVUZ8ucx0wFGi5vbZ2aqtGweYpbcjB+6UEQFtuhJK6SL38epA1wGWkufO3fRviPpxqcfnjIYO/M1zDGcNhgzLrJ4iOKyVOsteT5jrdgKaU6kwYaSk3TymhksDKeKnLsITn4RLKlh1L59b3YyY1AUaexo4yG88JjG1JeuKrUuvpnJzdhk3EIIt7U+z2et+FfimngBpwTxIBmNJRSncx7obUTVHLIGkgQQVBcUBFAwvJ2j5OoCoOHU68l/P33NvPLDRmvPH4pLz/+AEze2O7+hw3ETOTNizQuwVijGQ2lupAGGkpN47zHGJhMhRVRUZPh4yoYQ+3IVyJBTM/Pb8dkDQb7QiZTYSLZPgvx9JaMeiYztk1Fze5V48f/V+53R/OC5Of0/sf/IUzG8VMBhmY0lFIdLHeCMVM1Gg6b1bdum6LZkMoGsz52OLF84Uc56yeE17z8cE449gX4ytJZr688f2VMQ4pAw+QpxgTkuQYaSnUbDTSUmsZ5MJJTS4Vl4daMBoDEPUwe9QdFvcYj32RVf/HnM1tW49H1CYGlNXwKIBp+grxnECn389PyyXzdvYKgtpnq098vajQERGdpKKU6WO48thlorN3SYP3mcXzYDDREEGN2GGjc/cMnGa/n/Nczj+DIQ5cVB4MYogq4mYXevWVLuVpkRoxLMNbiteuUUl1HAw2lpnHeY8VRy4QlwbSMxtTtSw6i/oIziEae5IUj3wdgw+jMQENE+MW6lOevjClFU3uMGwSjz5Ivfz5QdJ76t8mDcD0D2HSy2XVKto4mV0qpDuS80IwzeGRdis3qjPnmVinxYMNZH5dkjn//5RBHP385h6zqm/mclWWYWTpKrVjSPPfmxdYpvCvq2ZRSXUMDDaWm8R7wOfUU+uzMIscp6f6/QePA36Rv/b9zes9jrN8mo7FpwrFl0vGi/bdmM8LhJzEI2VSg0ROQ5EJuY0zeQLw0NzdrRkMp1ZmKOUPNrVMibJzw9NkG6+vNc524ol5jFg8/sYU08xx/xMrtbpO4p9hytU0QUa4UAUyeJBTtv12xBqVU19BAQ6lpvHjSxCFAr6njw/Ks2wAah51Otux5vKr0Q8pDD7Fh7XrwRVr/0fVFJmT6AKpwyxP4sITrPwAo2jcCNChhmvM5xIB43RqglOpMXmTGVPCNE45e02BtLWYi8RjxiI1nfexPf7mR/Vf0cODKnu1vDKKizmObWRtxqTiH5kkDjAXZOuhUKdUdZs9xKrWPck6oJ0WGoiKNmUOopjOW2ovPpfrv/8jruR9+dT/yKwPVpVRrR7D/kpewpNIMUESK+oxlzyveLCkyGgA1ienPExDwYgg00FBKdagim1BEGs45GvWEoCSM+zIPPdPglINpdZ+abv2WGms31XjV6Ye3Csm3e+7KMoKxtUi4NVCJpzIaaUpkDEY8znmIZq8BUUp1Hg00lJrG+a2BRllq+HiWq29NEpaZ/M2LGRtax/0/e5aDShOcFG7kd+RHmJUHA8sBCCaGsOkk2bLntx67rFq8UU64uNnaURAMOO2qopTqTNPrI7aM1alSNMwIK1UefLrBKQeVZgQKU/7jsU0E1nDCi1eRNmaf7i1xFYMgIkwVgZRLMV4MPp1qf2vw2plPqa6iW6eUmsZ7oZ4WH/ZjV99xRmOKDenf72BecNzx3DxyDDcMnc64lDmlfl+r3iIcfgKgVQgOEIeGvrJlNIswCManzQ6P+iaqlOpM0z/jbx5p0GeLAGDVQD/PjuRsmnCtrO2ULPc8+OvNvPjQZfSUZ6/fAIrtU6WeGd2nqqWAhkRIc3spiHaeUqrLaKChVJOIIEAtLd5NI1drtbZ9Li9YVeKs3+hlfS3kzuwkyo2NlJ75SfE8Wx4n712FbJMdWVYNGE6LN16bJXjNaCilOpgXaZVobBpr0GuKQOPQ/ZdggJ+tzberafvFk8M0UjdrEfh2z19eiplWp1EtGeoSIa2OVJrRUKrb6NYppZq8CEY8tVQIcViXzmht+1xOPqxCGIaUTB/Z+NOUn7yffOkhBGPrSA45ebv7L+sJ2LwlghIY10Cw2nVKKdWxvEhr+9Sm0YSBUhFoVHp6OWww52drM07DMr0K46e/3MiyvhLP269vlmecaar71NT2qTgw1IlarW+NMeQ6HVyprqIZDaWaRIquT7UUlodTrW3nltGA4k3wFUcv4ZhDKtRe8HtgDD0PfX1GW9vplvcEbEmKWN+6pHh93RaglOpQ4gXTDCM2jiasjIsAQKIyxx5cZqQuPL2p0br/0HCdJzdMcPwLV+6wCHwGGxZ1cc2shjGGjBjrk+bXkOV6jlSqm2hGQ6km7wWDp5Z6VsbbD+vbFVLqo/68U6n++l58WMH17bfdfZb1BPxSisJJmyVFjYbom6hSqjPlzWF9IsKm8ZRlKzMkD8GGHLmfJQrgP349TD0T/v2xzTz2zAhRaDn2BSvm/BoSVbB5HaE4N2Y2puKL4MUawWmgoVRX0UBDqSZpDsyrpcJg1JxtsZuBBkB6wHFEW57A9azYrkASioxGXYo+8cYnODE6R0Mp1bFy5zEWxiZTslzoD1OEogVtKRCO2i/iP361mf/41WZ6KxGnvGQ/XnrESvqqs8/WmI2EpRlV587GhH4MaG6d0qyvUl1FAw2lmrwIxjtqGSwLG8Vsi13YOrUdY5n8jQt3ePOynoBaM6MRuAZOAO+Qqcm7SinVQZzzWGPYOFpkGHpsVgQGAOL57SOqmGrEkYcs5QUHLsHa3TiP2bCo02h+6YOY2GfkgMWQZhpoKNVNNNBQqklEwAuTqbCkrwHZnmU0nktPbBAb4zFYl+CdQGSK1IoGGkqpDuNcsXVq00gRaJRNioRFRgPxDCyt8AeHHrRHryE2ZPrsbwlKxFlKDhhryLUzn1JdRYvBlWryAkYctVToMw0kKIFduFjcGEN/NSAlxuYJTgRTVKQv2GsqpdTuyr1gjWHTaJ1KZAh90spoGHEQzH2L1A41MxotYYnYOFyegwGfF1lfpVR30EBDqSYRweUZjRx6TH23C8F3RTmyNIixroHznmLPgAYaSqnO47zHGMOm0QYDvRabT8toeA92JwP55soGiNna6ttGRfDSqDcwxmDwMyaUK6U6mwYaSjV5gTQt2jVWpY5EPYjA8FiC9wvzxlaODHUpMhqt+ELfRJVSHSh3gm1unRroNZi8sTXQwCDB/GSAi4LwohYjiIqMSdJIiqYaPl+w87FSav5poKFUk4hQbxSBRlmaGQ2BchxQTxamALEcGWpSwriEfOrNUzMaSqkO5LzQSB21JGegKhiXbt06ZWS7qeC7S8ISZirQiItAJm00AIMRj9NAQ6muoYGGUk258zSSotAwdjUkruJECMOAIDALchWtHFkmXYTNE7z3CEYDDaVUxxERvBc2jRWF4PtVi3Olj8rN20HM/AQahOXWTKGoXAQyWZIgxoC46d1vlVIdTgMNpZq8CI3MEeAIfYKPehARotCwor88b1mN6TujypFhwseYvNEMZES3TimlOs5UXcRUx6mBUjG9u7V1yjB/GY0gavW3jUtTgUaj6MbnndZoKNVFNNBQqsk5oZ44ek3xRipxFe+FKLD0VaN5yWpkmWd0Mm19XY4MtWagISLFVUHNaCilOsxUr4pNow2iwNAfFuexrV2nmHUw6W6Z1u0vrhSBjM8SprZOaaChVPfQQEOpJu8c9Qz6bBFo+KgHL0IQWKyxe5zVEA9p7inFQStgKUe2qNEQj3E54rW9rVKq83gRBNg0WmdFf4nATwUaZRCP2GDeAg2ZFmjYaCrQSMFYjPjiPKmU6goaaCjV5POceiasiLZmNBCIwuLPZE+zGrUkZ8WSMuUoaBUzFsXgRftG4xsIgugGZKVUh/G+2Na5aaTBQH+RhYVpHaLsPMzQmGKDZqtvQaZmc2TNrVOSazG4Ul1kwQONiYkJzj33XJ555hkALr/8cs4880zOO+88zjvvPO655x4A7r//flavXs2ZZ57JJz/5ydbjH3nkES688ELOOussPvCBD5DnOhVULYzcOWqZsHwq0IiqCGCbU7r3JKuR5Z44CljaW6IUzgw06r54I7V5gseglY5KqU4jImSu2Pq5sj/G5DMzGj6YhxkaU4wthv+JBxviMOBSwGBFyPUcqVTXWNBA42c/+xmvf/3rWbNmTevYQw89xJe//GVuu+02brvtNs444wwajQZXXHEFN954I3feeScPPfQQ9913HwDve9/7uOqqq7j77rsREW666aaFXLLah4nLqWewNGhunWoO7Avs1jm1fdUIu4uNoUQgyTyrllWwxhDHtpX6L0eWumwNNATT6h+vlFKdwgtsGUsAWNkfNj/4F4GGEQ/zGWhAEbh4B8aQEWNdCsZgEVym50ilusWCBho33XQTV199NYODgwDUajXWrl3LVVddxerVq/n0pz+N954HH3yQQw89lIMPPpgwDFm9ejV33XUXzz77LI1Gg+OOOw6ACy64gLvuumshl6z2Yc55GpmwJGggNiquqAHT4gyssfRWIrJ87m909SRnRV+JclzsOw6DoNVYasbWKddoBhqatVNKdRbnheHxZsep3hDjkmKCtw2LKy/zFGi0tqaGZYwU58LMxITNmhBjilbkSqnuMKdA49JLL+X+++/f5Sf/yEc+wgknnND6evPmzZx88sl89KMf5aabbuInP/kJN998M0NDQwwMDLTuNzg4yIYNG7Y7PjAwwIYNG3Z5HUrNhXc5iYNe02hlMwDs9EgD6KnEZG5ue4S9F6w1LOsvtY6F1hT7j9laDA7NjIZoRkMp1Xm8FyYbxQf//jKYPCm2TRnTrKWYn0BjdCKlnuTN2o8ioHA2JpQUEQFrcbqFWqmuET73XeDMM8/kxhtv5MMf/jCvfe1rufDCC1m6dOkuv9jBBx/M5z73udbXb3zjG7n11ls5++yzt7uvMaY4qcxyfFesWNG7y+ucMjDQt9uPbbduXju0Z/3PPhuRuqLrlC330d9XwQYZy5f3ztg+1dPnmUgcvdXZ31j7+yqtf082MvYbKLNi2dbAxXlhy2RGbzWiWpXW1qlK6Ojrr9C/pEypjf//uvl3p5vXDu1Z/+6eI7v5Z93Na4f2rN8FAcZajIGBJSUC4yCuFOe7KIelfVDqec7nWbZ0x/dJMke5WiJJc5ZGAbjNUK4wGpaIyShXygQ2g/5S2/4f6u9O+3Tz2vdlcwo0Vq9ezerVq/n1r3/N17/+dV7zmtdw3HHH8cY3vpFjjjlmzi/26KOPsmbNGs466yygKC4Lw5BVq1axadOm1v2GhoYYHBzc7vjGjRtb27DmavPmid3qEjQw0MfGjeO7/LhO0M1rh/asX0QY2TJOPRXKvkYWrGByrE4jyRkbrW93/0YjJcuyGQEIFEHG2PjW+0/Wc5aUQ4aHazPuV68n5FmGtYbcFgFLNjnByFgDlwtB2J7/f938u9PNa4c9X//uvgnvzjmym3/W3bx2aN/6N26ZZHSiQTkOGB8bp7dRw9iYifE6JknISwlsf6qcYdnSHoZHJnd4+9hkykEDvWwZb+ACRzyRIFmIsxFlM8H6zTWW2oRk8yQb+xf/Z6C/O+3TrvOj2nNzrtHw3vPkk0+yZs0a8jxnxYoVfOhDH+Iv/uIv5vxiIsJHP/pRRkdHybKMr33ta5xxxhkce+yxPPHEEzz55JM457jjjjs47bTTOPDAAymVSjzwwAMA3HrrrZx22mm7/l0q9RxEwLiM1EFF6khcTAUPgtn/RPqqEelz1Gl4LwSBIY62n5YbT2txW4pCUmKsS3Be29sqpTqPc0KSOipxiPGutXUqyz3e+z2eoSEiGAx91ZilfWXqOZip8eBhiYpJqaUeY4x2n1Sqi8wpo/HJT36SW265hYMPPpg3vOENfOpTnyKKImq1Gi9/+ct53/veN6cXO/LII3nb297G61//evI858wzz+Tcc88F4LrrruPSSy8lSRJOP/301naqG264gSuvvJLJyUmOOuooLr744t38VpXaMS9CmmVYPLE0SKIqXoqp4LOplCKGx5OdPmeSO5ZWS632uNOVwoAkc0RAKTQ0TEzoEpy3iNZoKKU6TO49jdRRLgVFoOESfLiCLPO41BHZ7S+o7Iokc/T3REShZWlvzObRelFsLh4TlSiZrAg0qsWFT6VUd5hToLFlyxb+9//+3xx55JEzjlerVT7+8Y8/5+Pvvffe1r8vuugiLrroou3uc8opp3D77bdvd/zII4/k5ptvnssyldptIpCljl7TwFC0thUPYTx7TVA5tq3H7ahsyDuoVmav44hji5/YOksjkZhS3iAX0WJwpVTHcQ4aqaNaCsHnzYxGCfCICSjyEbsvy4QDVhZTwCulkCCwuCDCeoeNYkomYzLxxWt432q0oZTqbHPKdTrntgsyLr30UgB++7d/e/5XpdQim8po9NmpYX09OBECO/ufiDWWShzusM2ieLAWSrNsm4Kixe2Uqc5TxiV4aXZw0St2SqkOkjtPkjrKcVBkGfIEH5YxRqj2VEnS3b9A4r1gDPSUi2ufxhiW95douBjjHWFcJjau6EaFAePxszSLUUp1np1mNK6++mo2bNjAAw88wJYtW1rH8zzn8ccfX/DFKbVYRIQkc/TZoprRx9Vms4IdXzHrrUZsGqkThdsHI0nu6K/Gs26bgm1b3BpqSYzNJ3DeFxkS8SzwmBullJoz19w6VYkDTJ5gEJyNKVvDkiW9DCeecum5n2c2jdSxrK8048LOkp4Sm20MfoIgLp44SxpABSPNeRt7tltLKbUIdhpovPrVr+axxx7j0UcfbXWKAgiCgOOPP37BF6fUYnG5J8k8faaZ0Yh7iq1TgUXEY2YpdCzHWwfvbcs7oacS7/D1wmnBSTmyTPgYkzeaV+kMiGOOOxuVUmrB5bmnnubFttHmVHAXlCiFUK5WCDKD836HWeCdPrcTlvTOjFLKcUBULuPHfXOLFmRJQrNIQzMaSnWJnX6S+Y3f+A1+4zd+g5e97GWsWrVqsdak1KITyUlytmY0oipkYI1BJkcgCBEDJqpgmoOp4jDABgbZpuHKVN1GOd7x5TZrDIE1eC+UI8OEi7CuQbETS1qDqpRSqt18M+MrApXYYvKiEYazJXpCsFHM8iVlNo8m9FR2LdBw3hMGhmp55seRYvtUD8NbHHFQXLTxaXEhCHF6ilT7nAcffJCbb76Za665pt1L2SU7DTTe85738KlPfYr//t//+6y3f/Ob31yQRSm12MT7ItAwDbwJIIghcxhxmHIPwcrn4RvjyMRmpD4KNoS4Sk85otbIKE0LKtKsGOY327YpcTlSH8FUlxFHAbnzlCPDpC9hvMPlKULU3DqllFLt573QyIoajCLQKDIaPigRWoMJIpbEJYaGn2OQxiwaiWPFkvKs58ue3grDAhIUGQ2fpWAsxuea0VD7nF/96lds2LCh3cvYZTsNNN761rcCcNVVVy3KYpRqF3GONBcGbAOJe4qUhAGLx0Q9mKhEEJWgbyWSNfBjG5HJYXqtZyyXGYFG7oS+HWybkqyGqS5DkklKYVRMwo0sw83p4KQNICq2ay3C962UUs9FRFrF3pXIYtMio+HDEkFgMDagUgqplEKy3BGFz108ISLUGw4wLO2dvbijXCkRRQF5WmSRJUsAg0E00FAd5Qtf+AI333wzPT09nHDCCXznO9/hrrvu4oYbbuDHP/4xzjmOOuoorrzySnp7e/nd3/1dzj//fH7wgx+wbt06fv/3f58/+7M/A+BrX/saX/rSl7DWsnLlSq666irK5TKf/vSnGR8f5/LLLycIApYvX86f/umfAnD77bdz9913c/HFF3P99dezatUqnn76acrlMtdddx2HH344aZrucD0Laac5zqOPPhqAE088kf33358TTzyRkZERfvSjH/HiF794QRem1GIS50ic0GfrSFxtHoQAD+HMN0ETlQlWHExwwIsoLVlJkNdojI1Sn6wzUc+wFsql2d9ojUCwdD+wljgUvBMqkaHeDDRsniBet04ppTqH80KjGWiUYwPNrVMSlgkDC80ZGiv6yzSS5+4+laSO8cmM/t6IFx60hHI8+zVPYyxxuYJrVn0blyDGgHfFeVKpDvC9732PW265hZtvvplbbrmFyclJoAg+giDglltu4fbbb2dwcJAbbrih9bharcY//uM/8tWvfpUvf/nLPP300/zgBz/gr//6r/mHf/gHbr/9ds4991wuueQS9ttvP9797ndzwgkncO2113LRRRdxyy23tIZXfu1rX+N1r3sdAD//+c9585vfzDe/+U0uuOCC1qy751rPQplTtekHP/hBAN70pjdxzTXXcOqpp/KBD3yAT3/60wu6OKUWi3M5jRx6bYJES4uDBgwewtmzEyYsURo4iAOqK/CNcUxtC/1lYSK02FmKxyVPIK5gSj3YJfsRrn8KsEXXqWagYVwDAR3ap5TqGN7TCjQqkcG4olYiKFWxhlaRWl81Bkwx5XsHHffGaxmVOOQFB/VtV5cxmzAuU28WmFuX4inOy04DDdUh7rvvPs4++2z6+/uBYl7cD3/4Q7773e8yPj7O/fffD0CWZaxYsaL1uFe84hUArFq1ihUrVjA6Osr3vvc9XvnKV7J8+XIALrjgAj7ykY/wzDPPzHjNF7/4xRx00EF897vf5fnPfz5DQ0P89m//Nj/60Y848sgjOeGEEwC48MILueaaaxgeHn7O9SyUOQUaDz30EDfffDNf+MIXOP/88/kf/+N/cOGFFy702pRaND7PSd1UoFFpFngbjAG7g0BjSk9PBXoqsGKQZUtj0kcfQbIGJirPuJ/kCXb5IQDYnmWE0TqQhFIUUPfNjIZLij7xPl+Yb1QppXaRFyFJi3NSJQSTpwiGUrlcdL9oBgJRaFnSGzNRz2YNIpLMEYcBhx3Yv8PW39sK4wjX/KhSNhn1FKz15Jr1VR0iDENk2la+oDkny3vPFVdcwemnnw7A5OQkSZK07lcqbd0tYUwRoMssWwJFpJW5mO6iiy7i61//Os973vN47Wtf2wrugyDY7vFBEDznehbKnNpDiAjWWr7//e9z8sknA1Cv73rRl1KdyucZiYMeGviogkcIrcWIaW0LmAsblYqtUVky44Qhzba1tlzshTQ2IFpxADZvNDMaxQnH5g28WMizef3+lFJqd3kRGlnxwb4S+mILU1iiFIeIETBbz5GrllVxrpjcva1aI+OAldU5BxkAYRRTVMtZyiajloEVj8s1o6E6w+mnn863v/1txsfHAbj55puBYqD1V77yFdI0xXvPVVddxSc+8YmdPtdv//Zvc+edd7Zm1339619n6dKlHHrooQRBMCPgOOuss3jkkUf49re/PePi/y9+8Qt+8YtfAMWWqpe+9KX09/fv1nrmw5wCjUMOOYS3vvWtPPPMM5x44on8j//xP3jRi1600GtTatG4PMXnOZFxSFjBeyEMTLOoYtfmWZhSD6ZnKaTTgvGsga30Y6Y9V9CzDBvFlMhbW6dsniAG0K1TSqkOIV5oJDmBNUQ4jEvxQbk5rNRgps3OKMUBq5ZXmWzMvAKbpI6+akxvJdql17ZhiDGCD+Ii0EgFazy5bp1SHeKUU07hta99LX/4h3/IBRdcwPj4OJVKhXe+850ceOCBnH/++bzyla9ERLjssst2+lwve9nL+G//7b/xpje9iXPOOYdbb72V//W//hfWWo4//ngef/xxLrnkEgDiOOass87iuOOOa221Ali5ciV/+Zd/yerVq/nnf/5nrr/+eoDdWs98mNMnqGuvvZZ77rmH3/zN3ySKIk444QRe9apXLfDSlFo8PncEeQMimlunhDAyCBStbHeRXbIKV3u0tVdZXIrtPWjGfYy1BEsPoLRxTasY3OQNPFYDDaVUx3C+mKNRjgMMDpOn+KBEbAGz/flxxZIym0cbZLlvBiNFjcdBg73UJ3dtq0YYRSCCD0qUTcZkClYE53TrlOoM//mf/0kQBNx5550A/O3f/i1JklAul7n66qtnfcy99967w68vuugiLrroou0ec8ghh/Av//Ivra9rtRo//vGPt3uN3t5e/uqv/mq7x+9sPQtpThmNarXKCSecwNjYGA8//DDHHHMMjz/++EKvTalF4/OEwDU7qbS2ThUF3zsqatwZE5UxfSshnSwKu22AiXu2u1+pdwnGWqy1ZERYl4AYxOnWKaVUZ8i9J8kclVKIdQ6TJ/iwVJwjZ9laGljLgQM9raxGPcnp74npre683m02NghBgDCmbFJqmWDE45xejFGd4fnPfz4/+clPOPfcc1m9ejU/+MEPuPzyyxf0Nb/3ve/xO7/zO5x00kkce+yxC/pae2pOl2r/4i/+gi9/+cszqtONMXznO99ZsIUptZjE5cQyNRW8gvcQGocJq7v9nLZvgHxiCyatYXtXzNheMKVcjpjwUI4MqYmxLsFjtOuUUqpjuLxob1suBSA5Jk+Qaj+BARPMvhWqrxqzpCem1sjJned5++3euTQIAzBA2MxoJB5j0K5TqmP09vYuehfWU089lR/96EfbHT/ppJO44447FnUtz2VOgca3vvUtvv3tb7Nq1aqFXo9SbSFZStRs2ShRFQRCBKLZB0nNhQljbP8AfsuzBNUls94nCgPEBpQjQ4MS1byBx4DXjIZSqjPkvhjY198Tg3eYvIGNKyB+hzVsxhgOWNHDI09uYXl/mUpp17egAljbbBcexFRsjVrqMcaQ53oxRqluMKe//P3331+DDLXXEvE0ck/VbN06hZuaoVF+jkfvnO1dWdRbxLNfzYsCiw8iymGDhsT0uqTo1mIF8X7WLIhSSi0m5zyN1LFqWYDxKcYlRaDhPQQ77spXigOet38/1d0MMgCwAVFkkbBE1WTUEo8xAV63TinVFeb013/KKadw/fXX84pXvIJyeesHr5e85CULtjClFo33NDLoscUMCwlLkHusARPuWoeUbZkgJFh24A5vD0MDJixa3OYx1tXIRTBQXC2cWxmVUkotmNwXgUY5tojkGPEE5Qrgwe687mJp7+5nhQEwFmvA261dp5onSLwXrN31Gjql1OKZU6Bxyy23AHDXXXe1jmmNhtpriKOReXpNg8yWiim3xmOtxexGx6ldYY1BgohyCJNpjM234JxAbJqBhlJKtVeWFcXg5chi8iLza0sVxHtsuLDnSKwlCpuZX5NSSz1IcX70Ilg00FCqk83pDLFtGy6l9ibiHEkOPSbBhZXWcWPZpWF9u8MYgw0jSgFM+Ljo5iJSdFnRgnClVAeYTIruUdXYYprd+YK4UmQWzAJnXY0ltAENGxPgSZIMKDGV0WBhT9FKLYpnnnmGs88+m8MPPxxjDFmWMTg4yLXXXst+++03p+f453/+Zz7zmc8gIhx00EFce+21LFmyhPvuu48PfehDvPSlL2VoaIh3vetdnHTSSVx++eX89Kc/5YILLuBrX/vagn3Wn9MZYnJykmuuuYY3velNjIyM8MEPfpDJyckFWZBSi827vAg0bIILtgYagTG7PKxvdwRRTDmE8TzG+gyX5cXQPs1oKKXaTESoN9vUlmOLyaYyGkXdmVngQMMYSxgafHOLlssSDIIRKS7KKLWXGBwc5LbbbuPWW2/l//7f/8vRRx/N//yf/3NOj52YmOBDH/oQX/jCF7j99tt50YtexGc+8xmg2I30jne8g49//OMzHvONb3yDb37zm5xzzjnz/r1MN6czxJ//+Z/T19fH5s2bKZVKTExM8MEPfnBBF6bUYhHvSXKh1zSaw/ogwGOieMHfRAGCMKIUwqQv6kHENQBBNNBQSrWZl6K1LUAlMpBNy2gALELDChtGSLONbuhTMg94j9dTpNqLnXDCCaxZs4YHH3yQ17/+9Zx//vm8+c1v5umnnwbgjW98I+9617s466yzWLNmDR/60IdajZte9KIXsW7dOv7pn/6J73znO3z+85/nn/7pn1rP/Y53vAMR4TWveQ1btmxZ0O9jTpdrH3nkEa699lruu+8+KpUKN9xwA+eee+6CLkypxeJdTuKEHptAXMGLEAaCCfawiHGOwjCgFMKYFK8nSQOk2dFFKaXayHtopEVGoxIbZLxoA05cxmDALPzeJRtG+KDIaJRNRj0TqGhGQ82fe3/yFPf86KkFee4zTjyE3z3hkF16TJZlfOtb3+KYY47hyiuv5K/+6q844IAD+N73vsdVV13F3/3d3wFFQPHZz34WgKOPPhqARqPBF77wBd74xjdy/vnn88ADD3DiiSdywQUXcPvttwPwV3/1V7zoRS/itttu45lnnpm/b3YWcwo07DZXLJxz2x1Tqlv5LCPJoNc0qDUDjVg8hLs+xXZ3hGFIKYSaFK8naQ1jluvQPqVU23kRkqyZ0QgFmjUaJqqAyxcloxEEITQbc5RNRiMTYu810FB7laGhIc477zwA0jTlmGOO4cILL+Suu+7ij/7oj1r3m5iYaP37mGOOmfEc4+PjvPOd7+TII4/k/PPPX5yFP4c5BRq/9Vu/xV/8xV/QaDT43ve+x1e+8hVOPPHEhV6bUovCu4w8zwmMYOMq3guhEYj3bIbGXEVRRBxsDTRMXkwHD3y+KK+vlFI74v20rVOBQJ4WN0QlxGcLXwwO2CjCm2LrVNmk1DIoiSA6HVzNk989YdezDvNtqkZjul/84hccdNBBrePOOTZt2tS6ffrIiaGhId7ylrdw8sknc8UVVyzOoudgTmeI9773vVSrVfr6+vjkJz/Ji170Ii677LKFXptSi0Jchs3rxRfNjEYQGkywZzM05iqMQ8oh1H0RaFjXQDCggYZSqs1kWo1GORSsyyAswVRb2cWoY4siCKYCjSKjYSTHaaCh9nKHHXYYo6Oj/OQnPwHg61//Ou9973u3u59zjne84x38/u//Ph/4wAcwpnPaPs8po3HfffdxySWXcMkll7SO3XrrrbzqVa9aqHUptWjE5Vg3bSq4QBQEmEXoOAVgg4AotNSaNRomTxAAnXyrlGozL9BIHVFoiciL9rZRpeiKZ8PF+UBjQ0w0rUYjNxjjybWOTe3l4jjmU5/6FB/5yEdIkoTe3l4+9rGPbXe/e++9l5///Oc457j77ruBombjIx/5yGIveTs7/SR17733kuc5119/PSKCNPdD5nnOJz/5SQ001F6hyGgUBY4SVfEC1tDaE7zQrDFUSiF1mcpoJHgxxf5npZRqI++FJM2pxAHGO6xLMHEZRBZ8oGmLDQmbgUalWQxuxeNyDTTU3uGggw7a4RyL448/nptvvnm741/60pda/z7jjDP4xS9+Mevjr7vuulkf8+ijjz7na8+HnZ4lHnnkEX74wx+yefNm/uEf/mHrg8KQt7zlLQu2KKUWk+SO0E0FGhWMae4GWKSMRmANURyTE+AIsHmCxyK6dUop1WZehEbmKJdC8DnGpZhykdFYrKyvsQFhGCEmoGxSxjKweHJN+irV8XZ6lpjaLvWVr3yFiy66aLHWpNSiEfGIz4l8Ayz4qAKpIwhLizJDA8BaQxiGBBZSU8I0azREMxpKqTbLnaeROspxgPgcmyeYeGlr69SisM2hfUFMT5AzlAtWBKdbp5TqeHM6S1xwwQV84xvfYHR0tLV9CuD/+//+vwVbmFKLwjucF0rSwGEhiDHSwMaLM0MDioyGBBHl0JCYEqWsgYgWgyul2s85IUkdK/pLiBRbp4jKRaARLlJGw9jmeTKmJ8iop2BwWqOhVBeY01niT/7kTxgaGuKII47oqEp2pfaY94gUgUZiymAMiMNGi9PaFooaDWxUdJ6iRMU18M0/MxG/aJkVpZTa1lRGoxLbIonhkmKGhniwi9OZD2MJw4AsiKnaZo0GQuK065RSnW5Ogcbjjz/OnXfeSbhIVy+UWjTicB7K0iC1ZUTAiiMoVRZtCdYasCHlCCalzMp8HOc8JpBiLG+ggYZSqj1y70maW6e8zzA+x8RlxHvsItVoYG1xDSgotYrBjXhtb6tUF5jTJ5j99ttvodehVFuIdzjnqJCQ2TIigjVgFmkq+JQgCimFhkkfY/N68QZqKK4aKqVUmzSSnMx5KrHFZEUbcKLmhRgbLM4iTEBgihqNksmop4LF45zM2M6tlOo8c7occcQRR3DxxRdz6qmnzphCqDUaqut5Rz2DHpuQB31YgSCwmMV6A20Kw5ByaJholLB5o2jbGBkNNJRSbTXZaE4Fjww024CbuAyGxdvWaSy2WaNRIqWRecBjEESKHa9Kqc40p0BjcnKSQw89lKeeemqh16PUohKXU8uElabBSFhMBY+taU2hXSxBEFIKYSwvYQJPnjaQagxe+zcqpdpnop4BUIkt5MW/TSujsTiBhrEWGxSBRkyxdQoREI8XwaKRhupuH/7wh/npT39KlmU89dRTHH744QBcfPHFfOxjH2P//fcHoNFocOKJJ3L11VfvUjnDZz/7Wb71rW8BcPrpp/Nnf/ZnPPPMM1x88cWtGRpZlvGe97yHOI654YYbCMOQ22+/nb/+67/GOYe1lrPPPpt3vOMdBMHcL8budJXvec97+NSnPsVDDz005ydUqqu44upY1SQMRxXES6tmYjFFcVEMPuaaW7ayOhAXb6ZKKdUGIkI9KbrflSODTYqMBlG5+GhvFi/za2yEhDGRpHgR0hxA8F5gcRPQSs27q6++GqD14f+2224D4JZbbuF3f/d3W0P3nHO88Y1v5Ctf+QpvetOb5vTc999/P//6r//KN77xDYwx/Pf//t+55557ePGLX9y6T57n/Omf/imVSoXrr7+eIAi45ZZb+Nu//Vs+97nPccghhzAxMcFll13GVVddxUc/+tE5f287/TT11re+FYCrrrpqzk+oVFfJc5IkxZpiWJ8XTxgFmEW6UjclDIuMxiZXtNWVtA7Sj3in1+qUUm3hRWgkza1ToWD8VEajDGIWdc+SsQEmLGHxxOTUMjAiWhCu5sX4g99l/GcLMx2779jfpe+Y35mX5wqCgOOPP541a9YAcOutt/L3f//3eO95yUtewtVXX02pVOLkk0/mJS95CZs2beJjH/sYl112GXFcXMg8/PDDWbt2bSvQcM7x3ve+l2q1yrXXXottfv757Gc/y7XXXsshhxwCQG9vLx/5yEc49dRTueSSSzjwwAPntOadBhpHH300ACeeeOKu/zSU6gYuwzXqAJhSFXGOYJELwQHCKCAOLZNSBBo+rRU3aI2GUqpNvBcaWZHRqISCcUUxuImriLjFKwYHTFAEGkCr81RFtBhc7VuGh4f5f//v//G2t72Nxx57jJtuuomvfvWrlEolPv7xj/PFL36Rd77znQwPD/O2t72Nk046acbj16xZw5133slXv/pVoAgy/uzP/ox77rmH//t//28ryNiyZQvPPvssxxxzzIzHL1myhBe84AU8/PDD8xNoKLW3E5/hm51UbFwBL4TR4g3rmxJaQykKmfTFa5u0DsYiTms0lFLt4T000mZGI/AEWfO8FJUhnYDFnPFjw9Yg1YpNqWdQwaMJDTUf+o75nXnLOsy3e++9l/POOw9pBtZnnHEG5557Ll/5yld48sknee1rXwsUNRZHHXVU63HHHnvsjOd57LHHePvb38773/9+nve85/HMM8+wfv16qtUq73nPe3jf+97H//k//2dG7Yeb5TNIlmW7tH4NNNQ+zecZZMW+46BcRfDYaHELwaGYpRHHQSujEeQNxAA+XfS1KKUUgPPFVHCASuiweQPiatHtyYaLO8DXhgTNQaoVU9TWifiiRkOpvdj0Go3pnHP8/u//PldeeSVQNG6aHhhM7xL7wAMP8O53v5srrriCc845p3V8cHCQa665BhHhvvvu4y//8i9573vfy/LlyznkkEP493//d0499dTW/bds2cLTTz/d2vE0FzoJTO2zxHu889i82DoVlqsY8dCGrVOBNZTiiLoUr23zOl6sdp1SSrWNF6GROUpRQCAem9cw5V4QwSxywwyCkKBUnB8rpshoWCnWqNS+6KSTTuKee+5h8+bNiAgf+tCH+Pu///vt7rdu3TouueQSbrjhhhlBBkAURRhjsNbysY99jK9+9av84Ac/AOCP//iP+ehHP8rTTz8NFIHMlVdeyStf+UoOOOCAOa9TMxpq3+VzRISg2Rs+KFXIa/X2ZTRKER5LZkuYvIEXAy5f9LUopRQ0azSSnEopQFyOzRuYnl4Qj9mF9pbzIgix0zIatUwweHKndWxq33TkkUfyrne9ize96U1473nxi1/M2972tu3u98UvfpEkSWZkRV73utfNyFQAHHTQQVx++eW8733v4/bbb+ecc84hCALe8573kKYpzjnOOecc3vGOd+zSOjXQUPsuKfb3hnmdVMLmNPA6YdiGQMMUGQ2AzJaxeR0xxZwPpZRqBy9CkjkqcYi4nCCrYUr7FU0qbPm5n2AeTXWdEqDHptQzwRjBOc1oqL3HQQcd1JprAXDBBRdwwQUX7PD+r3nNa3jNa16z3fFHH3209e8rr7yytb1qW9NfC+DCCy/kwgsvbH199tlnc/bZZ895/bPRrVNq3+UdXoTQN6gxVQAu2F0YgjNfrN0aaCSmmA7usSC6dUop1R557mmkjnJs8d5jsxqm1FMEGsEinyeNxTbbc/aHGY0MrAHnNaOhVCfTQEPts8Q7xAuxb1Bn69W5YLHfQClqNMIoxBpoUMbmDUQMku9adwellJovmfMkmaMcB+AyjDhMuT2BhrEBQRjhbUhPULS3NeI0o6FUh9NAQ+27mlunStIgMeViN4A1i7/3GDDGEIQh5RDqlIqtU8UiEZ2loZRqg9wVXacqcQDJ1LyhZjF4sMhbTI3FGoMEJXqDqWJwT65dp5TqaBpoqH2W5BnOC2UapLaMRwisXdQhVNMFYUg5Mkz6YuuU84LB6NA+pVRb5LmjnjoqsYWsGCJqSj3FkLzFPk8aizEgYYlqc2CfRXTrlFIdTgMNte/KU3JvqNAgs+WiA5W1YNoTaIRhRCWCCR9jfUae5YAUU7OUUmqR1dMc74VKbFttwE2pBwyYxRzWB2AtiIGw3GxvK1gcuW6dUqqjaaCh9l0+xzlPxWRkQRVxniAMFncI1TRRGFCNDGOuKEyXZLK4QTMaSqk2mGwUXe/KEVsDjXIvYIoP/ovJWMQIRCXKNLtOicfp1imlOtqCnikmJiY499xzeeaZZwC4//77Wb16NWeeeSaf/OQnW/d75JFHuPDCCznrrLP4wAc+QJ4XJ7e1a9dy0UUXcfbZZ/NHf/RHTE5OLuRy1b7GZeTNfcc+LOO9a8sMjSlhGFCJLSN50VnFpzVEt04ppdpkolY0o6iEhiArzpVTk8EXPfM7lUEJy8QkJHnR0MM5KbZyKaU60oIFGj/72c94/etfz5o1awBoNBpcccUV3Hjjjdx555089NBD3HfffQC8733v46qrruLuu+9GRLjpppsA+PCHP8wb3vAG7rrrLo4++mhuvPHGhVqu2gf5PCNLimF9Pqog3hFEped41MIJQkMpsgynRaAhSR3dOqWUagcvQiMt2mtXYrCuAVEFY4NiC9MiZ36NMWACTFQilhSARuowRqeDK9XJFizQuOmmm7j66qsZHBwE4MEHH+TQQw/l4IMPJgxDVq9ezV133cWzzz5Lo9HguOOOA4rhJHfddRdZlvHjH/+Ys846a8ZxpeaDiIDPyRpFgaNEFcR7gjBu25qiIKASh4w2t075tA4Y7TqllFp03guNtNhdUAkFk9eL1rYUcUY7mmaYIMTEZSJJgaIjFiJ6LUapDrZgjbA/8pGPzPh6aGiIgYGB1teDg4Ns2LBhu+MDAwNs2LCB4eFhent7CZvD06aOKzUvxIMIbqplY1zFeE8YtzGjYQ3lOGDSF2sw6SSI6NYppdSiKwKNIqNRtp4gq2MqPc1bZetWpkU0NR3c4InJqSU5vZrRUKqjLdrEndn2UBpjdvn4rlqxoneXHzNlYKBvtx/bbt28dlj49fssYXKsQiTFHuSeJUvoqQasWLWUpXv42ru79nJPyrKlPdSkCDRKNmfpsh6iJTHR0sX7/9nNvzvdvHZoz/p39xzZzT/rbl47LM76a40M33zP3W95TOAT4r5Bli4pIxWoDPbv1vPuydoTtwTp76UOVEyGCUKW9FdZtqyHnsri1Nfp7077dPPa92WLFmisWrWKTZs2tb4eGhpicHBwu+MbN25kcHCQ5cuXMzExgXOOIAhax3fV5s0T+N3oSjEw0MfGjeO7/LhO0M1rh8VZv6R1GsOTZLXidVIJmKyljIymZGb3X3tP1l5Pim0KGSHehGQT4wyPNgjcGEFW3e017Ypu/t3p5rXDnq9/d9+Ed+cc2c0/625eOyze+muNjOHROlFoSSZqlNNJcltheMsEiGdiN9awp2t3owmNrAh+KjZly1iDnpEaQxsjehch0NDfnfZp1/lR7blFy30ee+yxPPHEEzz55JM457jjjjs47bTTOPDAAymVSjzwwAMA3HrrrZx22mlEUcQJJ5zAnXfeOeO4UvNCPN4LJqtT8xGluIi5gzZMBZ9ijaFcKt4sM1vGukbRdcpnbVuTUmrf5LxQa+T0lEPI6liXFjM0xGPadZ60ISYsMr4Vk9LIBBCc0+2lSnWqRctolEolrrvuOi699FKSJOH000/n7LPPBuCGG27gyiuvZHJykqOOOoqLL74YgKuvvprLLruMz3/+8+y///584hOfWKzlqr2ceIcHAtdgUsqUQgtOsGEbAw1rqDQDnsSWiPMGTgyhy9u2JqXUvskL1JJmoJGMArQCDWy5PYsKQmwU4ykCjVoG1niyXAMNpTrVggca9957b+vfp5xyCrfffvt29znyyCO5+eabtzt+4IEH8qUvfWlB16f2TeJyxAtRXmNCSpQjA84QBO2boxFYQ6lcdL1KKFPO6wiAd21bk1Jq3+Scp57kLOuNMWlzhkaptxlotOeCjAlCbLNhR1+QFdPBDaS5niOV6lQ6GVztm3xR6Fhyk4z4HqLAYGh/RiMIAsoh1Chh8gaCxee6dUoptbhy75tbpwLIijbgRUZDIGzTBRljMVGRTekLi+nggRHSTDMaSnUqDTTUvinPcDlU/QTj0oNFsIEthlG1URCFVCJDTUrYZqCBz3WWhlJqUWWZo57kVEsBpjkVfOvWqUXbdT2DMRaas476goxGBoGBVLdOKdWxNNBQ+yaXkWcpITkTpgfvPTZq37C+KVEUUo0N464INLwXDAJap6GUWkQT9Rwv0FsOsFOBRrkXEWnfBRlrMUGI2JDeaVunMi0GV6pjaaCh9kmSZ0gyAUDN9CDeEbRrO8A0obVUYsu4izEILq016zQ00FBKLZ7RyRSAnthi8waEMSaIwNC+QMMEGEDCElWbNgMNwTu/W23slVILTwMNtU8Sn+MbRU/uJOoF5wii9k0FnxIElkpkGcmLtfik2BstmtFQSi2isalAo2SxeQ3iYiq4gbYVgzM1tDcsUzEp9YyiZsQYnNeshlKdSAMNtc8RkSJD0CgyGj7uw+MJovZnNKLQUCoFjGTFWqRRw2CQPG3zypRS+5KJetGEoiemyGiUerbe2MatU4KBqEzZFBkNmvVrudOMhlKdSAMNte8RhxEwyThODLbcORmNMLCUo4jRqYxGVi8KL7OkzStTSu1LtgYaBpvXMaVeoEggtKsYHBMAgonKlCQl95DlDkRwunVKqY6kgYba93hX1D00xhjzFXorISIQxR1QDB5YyqWQSSkCDUlqxdXDvNHmlSml9hW+ORUcoGozbF7HlnuK7ndBiLHt+ehgjCnqNKISJYqLL42kCIg00FCqM2mgofY93uO8YBrjjPgeekvFn4EN2tvaFprTwctbAw2yOtgAn+nWKaXU4nBeqCU5lVJImE9i8wam3AveFQXhbWSCAKISkRTnxHqSY4wh185TSnUkDTTUvsc7QLDpBCO+Sn+lGWiEbdoOMI21hnIpoiFxsRc5rRcdXlyGaLGjUmoReCkCjZ5yCI1xDM0ZGt5hwvZuMTU2xIQlQp8CQiPJsNYUW6iUUh1HAw21zxHvcM4T5xPTMhoG0659x9NYUwQagiG3pa0TeQ3a4lYptSi8F+qNnJ5th/V51xqY1za22Dpl8cTk1JOcwBoynQ6uVEfSQEPtc8Q7fJYSSM6Ir9JXLgoMg7D9W6cCa6iUiq0JqS0XQ/tEiuyGy9q8OqXUvqCV0ShZSJsXO0q9iHRAoBHE2GbjjorJqKcOaw2pZjSU6kgaaKh9T561WtuOSg/VkgGRjtk6VYqLQKNhikBDRABBvL6RKqUW3lSNRk8JTDotoyEG0+7BpmGEaQY7FZvSSBzWQpprRkOpTqSBhtr3+BTfnAreCHuwgNiAsAOKwQNrCOOIOIC6lLB5HRHBYHWWhlJqUWSZI0kdPZGAKzremVIPGGnfVPAmE0StrErVpNQzT2AtuZPmRRmlVCfRQEPte/KsNRXcxX2Ic9ggLFontpkxhjAwVGNDTUrF1ikvRYvbTFvcKqUW3khzKnhf6DF5gpgAojIG074ZGlOaNRoA/WFGI53KZOgsDaU6kQYaap8jLkMaE3gxmLgHLx4btX+GxpQ4tFRiy4SPsVkdLzRnaejQPqXUwhubKAKNnjDHZnUo9WCMQZD2TQVvMjaAsAxAf5hST6e2lBqcTgdXquNooKH2OeKKGo0xqdJbCcHnreLCThCHAZXYMu5KGHH4PGvO0tBAQym18MaaGY2e2BDkNUypOazPBG3fOoWx2Gag0Rdm1NNmcCHgtAW4Uh1HAw21TxGfgwjSGGeLq9JbtogTwqjNBY7TRJGlHIeMuiLLIo1ac5ZGrrM0lFILbqxeBBq9JYPNaltnaLR5WB9QZFSa5+ueIKOeCYiAgVy3TinVcTTQUPsWl2MQaIy1WtuKd4QdtXUqoByHjGTFmnxrlobRWRpKqQU3UStaaVdLliCrN6eC+1ZtRFvZAIIIsSG9Ni0CjaIBuG6dUqoDaaCh9i0ux4sQpsWwvr6yxYsQxB1wpa4pDCzlOGAkL97UfWMSAAGdpaGUWnDjtQxroBRabF7Dtob1tf882dq6FZWpmGagIR5jIc20BbhSnUYDDbVPEZ9DWse2hvVZRISw3UOoprHNoX01KQINaQ7MQnSWhlJq4U3UM3pKBvEOI77IaIhrFWG3nQ0xYYmqyahnRTvewBgyp1tLleo0GmiofYqkDXxSfHAf8T30li0IHTEVfEpgDeVyyKRvZjSS5sAsY5FMZ2kopRaOiDDZyOiNTaultin1IAgmaP9QUwAbRhCVqNjifDg60Simg2caaCjVaTTQUPuWrI6fmgruq/SWLBjTMW+gAGFQZDQmt81o2ABynaWhlFo4XoR6I6Mn3nruMaUewLS/49SUIIKwTIki0BgZqxNYQ64ZDaU6jgYaap8iedKqeWiEvQTWANJhGQ1LuRThCMhNhMmKjIYO7VNKLTTvhVqS0xMbTFKcK02pt2ii0SkXZGyIiUrEUrT8Hh2fymjo1lKlOo0GGmqfIeKRPEUa4zgMlHqabREttlPeQClqNKqVomYkCaqQFBkYghCf69YppdTC8R5qiaOnZAiTEQBMdUnR16lTMhphjIliAp8SWhieaDQHCuosDaU6jQYaat/hcowYaIwzIVV6yyGIQ2xEYDvrT6GvWmybGrPLCGqbEBGMseB1loZSauHUkpzcCT2lgGhyI1SWQrNZhrGdcUHGhBEmLGFdwpKKYXRi6wUYbXGrVGfprE9XSi0knyNGkHoxQ6O3bME7fFBubqHqHNVySBTAFrOUsDFCnhVtbQ0GvLa4VUotjNZU8HJAVN+EWbKqmKHRQZ35MBYTljDiWVkRRiab84VEcDq0T6mOooGG2meIK96MpD7GZlfM0CDPMaUKtsMCjTi0VGLLRlmKEY8b3wSAIOB0aJ9SamGMThR1D32xEDSGCZbuB+I6KtAwNoDm8MCBimO45othpsZooKFUh9FAQ+0zJE9BwCTjjLii45T3jrjcIb3hp4miItBY55YA4MeGihtka8CklFLzbXyiaD6xzA9jALtk/2JYX9A5gQY2aE0pX17KqGWQJgkIOO08pVRH0UBD7TuyBrgM43NGfA/9ZYvzQlwqtXtl24nDgHIUsDbrR4xtBRrGWiTXrVNKqYUx2gw0+rMii2qXrCoCjaiDzpPGYprDA5dFxflwdKyBsZDlGmgo1Uk00FD7jqyBNNs1DvsqveUAJ1Aqd9AbaFNgDZVSyERqyctLkamMhgkgr7d3cUqpvdbYeNFCu5JsQoISprq0aEbRQVunsCFExXr6moHGyHiNwBrSXFvcKtVJNNBQ+wyfJa1AY8T30FcyiEAcd2KgYSnHIbVUcNWVmImNxQ02gCxp7+KUUnut0Yk6cQBxbSO+bxBjDBg6Z1gfRWaXqMho9DWng4+M13U6uFIdSAMNtU8Q74pWto1xgKLrVEkgLBF20LC+KYE1VMohjRxcdSW2MVrUmAQhPmsgogWPSqn5NzGZ0FsyhLVNmP5VABgosggdxJZ7ASiTElkYHU8JjCHTGg2lOooGGmrf4HIM4GujeAxZWCE2Dh+UiMLO6jgFEASGcly8sddLKwDw4xsxxmLEg9M6DaXU/MrShMnEcWB5Ausz7JL9ihuEzhnW12TiItCwPmVpNWB4MsMardFQqtNooKH2DS5DxOAmR5mgpxjW5x0+LBMEnfdnUGQ0IgAmouUAuNENAIgY0AnhSql5ljXq1FI4OBwBikJwEUEMHRhoVMCG2DxhaU/ASN1jjcd5wWvGV6mO0XmfsJRaAOJzMODHNzEsffSWLOI9YVzCms7LaBhj6CkXxY6j9CImwI02O08Z8LnWaSil5ldeqzGZCfvbLQiGYMmq1gwN02nnyTCEqIRxSZHRqAnGZcXQPp0OrlTH0EBD7RMkS0AEM7GRZ/Ll9HVwa9spfb1FoFFLIausQMabnaeCCBqTbVyZUmpvVJ8YppbBgGwhrywniKJiKnjQgefJIIawhM0bLKsGNHJoNBIEyLVOQ6mOoYGG2jdkDfKJYYw4nkiXFa1tPZQ6ONDorxZbp2qJI6+sQMaanaeCEMlqbVyZUmpvI+IZH5lABJb6zeQ9A0W21zsIo3YvbzsmCDFRCesSllaLjzKj4zWMFoQr1VE00FD7BMka5CNFjcOT2Qr6SgYv0pEzNKYs6SnWVks9eXUFJhlH0jrGhkieFp20lFJqPuQpw7WcqkmouAmkd7A47h00h+N1lOZ0cOMSllSK+pHh0ToGSDM9NyrVKTTQUHs9EUHyhHxkA85EbPR99JVBbIko6qwCx+l6KhGhhXrqcNWVAFsnhGtBuFJqHrm0wVjdc0AwDNBqbSviMZ2Y0bABhGWCfFpGY6JBGBjqiQYaSnUKDTTU3s8XrW1lbD210goES18sSFgi7MCOU1OiMKBSCphoeHzvAAC+WachRhBtcauUmifZ5BgTueHAYAsAwVRrW1NsU+o4ZmtGIw4gDgwjkxmhNdSTvN2rU0o1de6nLKXmi8vJck8wMcRYXHxg74sEF3R2oBFYw/LemI0Tgin34YMYmcpomABJ621eoVJqb5FPjrJxwnBQOEweVgl7+pu3GIg6cIuptZhKPzZvIGmdZT2WkZoQGE+aOR1qqlSH6NxPWUrNE3EZ+fgWrM/YaIotSL0xEMaEQYe1bJwmsIYV/TEbJz1YQ15Z0WpxSxBBMtHeBSql9griMrIkYf2455B4mLxngCAwiMuK1rYdNhUcKGo0mtu7wvH1RYvbusdKjhch1xa3SnUEDTTUXk9cRjq8HoB1fjlxYIgCIYrLndcbfpowMKzoL5M5GKn5VotbEYEgxKd1vWqnlNpzWUKaOTaOJQyYEbLqAIEp6sBMpa/dq5uVMRa79AAAoskNLK0GjNSKLaXGGJ0QrlSH0EBD7f3SBm5sCDEBz6ZL6C1bxENc7rwCx+msNaxYUnR72TiWk1dWQFqHZAJjLMYLaJ2GUmoP+bTO0ISjz40S4MmrK4uMhneYUm+7l7dDttwDPSuIm4FG4qBRKy7A6CwNpTqDBhpqr5endezEJvLqSn692XHg0hAnUC51YMvGaQJrWbG0B4ChsZxsm85TYjTQUErNg8YYT43CIeEmALLqINYYjAETde550gQhwbL9iSbXs7RcfJwZGasRWEMj04JwpTqBBhpqryYipLVJotomRsKV1FLhJQdEOBNTKnXgvuNt9PWU6S9bhsbSIqMB+KnBfYDPknYtTSm1FxDx5PUJ1o7CMdHTuFI/pncliEdsWNSDdaowxi7ZjyCrsSycBGB0vEEQGBJtcatUR9BAQ+3dsgbJ6Casa/DrxjLi0PDClQbf4R2npoSBZeWSmKFxB6UeJKriR9YCYGwE6WSbV6iU6mpZQu6EzaN1XhStJVn+AqLQQp5iS70dXceGjTD9xWDB5a7I9A5PtbhNNdBQqhN0/ictpfaAq4+TDhdvQD8d7ufI/WIi4/FRmagLAo04sqzor7BpwmMMZMsOxW34FSIegghJau1eolKqi0mekGeOZbWnCI2nvuxw4jBAfA4dWgjeEoTYvpWIsVRrQ5Qjw0jNE5CTZA6vzTKUaru2fNK6+OKLOeecczjvvPM477zz+NnPfsY3v/lNXvnKV3LGGWfwla98pXXf+++/n9WrV3PmmWfyyU9+sh3L7WiS1nGbnsSNbdQORLMY27geP7EFwfB4YykvObAMAmIjgg5ubTslCizLl1bJPYzWPY2lh0Faw295BhOESJYgXoselVK7TkTwYxtZVzMcGTxJaiukPfsTRRYjYDu4PgPABBHYENM30Oo8NVz32KyYMZRr5yml2m7RN6mLCI8//jjf/e53CcPi5Tds2MCf/MmfcMsttxDHMa973es46aSTOOigg7jiiiv40pe+xP7778/b3/527rvvPk4//fTFXnbHkSzBjw0hE1sgjJDaCGQN7LID2r20jjE5McmmzaOsSDYzYpdiw4jDB+OiZWMUd8XWqSi0LO+vALBpLKV/6SH0G4tb9yjBikMwBnAp2M7+QKDU7hKXgzhM2IFD47qcr48haZ0nN2e8NH6WyaVHIMYSWoMYoMN/5sYGYMAuO5D4mYdZVrFsmvAE9WGk1EPuPHEUtHuZSu3TFj3QePzxxzHG8Na3vpXNmzfz2te+lp6eHk4++WSWLl0KwFlnncVdd93FiSeeyKGHHsrBBx8MwOrVq7nrrrv26UBDfI4f21hMiLYhVPqLPbQi+NoIkif45Ue1e5ltl+WeZ55ZTykMCCeHeCIZ5Mj9S0SBwSVCHMftXuKchKFleX8RRGway3jeyl7MikNw638JR5+BiEHytKM7w+wJ8Q6MwZjODwrV/BGXI8kkMrEFn0yADQn3P6L4YKnmhXiPH16LiSukGx6hbDKS/Y5AgNA4bKmKsR3+d9dcX7jsQPyTP+Xgngl+ORSTN2rYMNNZGkp1gEU/i4yNjXHKKafwuc99jr/7u7/jq1/9KmvXrmVgYKB1n8HBQTZs2MDQ0NCsx/dV0pggX/cYfnwTlPswpZ5WoZ4xBlvugyyl8cyjyD7cjciL8OzGCWx9jNA6bDrBk+lyXnJgCXyOMyGlUmdfqZsSWkMcBSzpiYqCcMAMvhAZ34if3IKxBknrbV7lnhMRJGvgJodxW57BbfgV2bM/J3/2YfJnH8GNbUK0le8+QbIG+dpf4DY9heRJMcfB5fjaSLuXtlfxk1vAZYgNWT7xaxKJyJceQmQNMQ7K/e1e4nOzAQZamfzDS5txHtaOe0I3QUMLwpVqu0XPaBx//PEcf/zxAFSrVV796ldz7bXX8o53vGPG/Ywxs9Yc7GoHjBUrdn/Y0MBAZxTCictIN68lTzZhV/Rhw51dja/ikxr9ZoTywAsWbY3zbU9+9ms3TmCsMNhvYLToyrTBrOCcw5YQZjUmevdjv/36GVi5MIOo5vP3ppHkbJ7MOHCgl03DY/T2lulZ9RuM//weSqNrqB7xW5hAKK2cv+4wi/l779MG2fB6XG0MfNH33pQiqJYxthdjLeJyfDICkyME/SuIlgxg40rb174Q2rH+3T1HLtRa040j5EurBJWt6xJXQvJxyisOnpesxr7+eyJ5Rn1sFLvfAPXUcZg8xYbyoSyvVlnaW2JJOaN0wADBAhSDz+fPXlyZWq1CsGqAtTbk4GgLsD/r6zEviBNK1Xje/1/v67877dTNa9+XLXqg8ZOf/IQsyzjllFOA4krmgQceyKZNm1r3GRoaYnBwkFWrVs16fFds3jyB97tWJC15wvK+kOH6wqTp3fhmyBvY/lWYYOf/CySZJN/0JEYcxL2YNAd2Poho2bIqW9auI3C9mFLPPK58cQwM9LFx4/guP86LsGFLjQ3DdZaGdcYnGoQbn6EH6Fm5P7VaA5PUGCkvp3ciYeMCFM/v7tp3JHeekZE6S3tLPPqUY2x4nN54CUHfAOOP/yfp/scj9S3YRkDQP/DcT/gc5nv9OyNZQj70a4wIROWiXW/Ltr/nYdFpa2wtPPU0Zskgtm8lxm79+1nMtS+EPV3/7r4J7845cqF+1uIy8rVPF9naxsyOar4+huVZgp5le/Qa+/rvCYAbXodM1DFJwDOP/ZLltsGT/YcRjtbpjQNGGnXCnhwzMb8/p/n+2Yt48tE6NomgfxXh2HpW9B7DY+sTfmswY9hsYkl5/j7m6O9O+7Tr/Kj23KJvnRofH+f6668nSRImJib4xje+wV/8xV/wgx/8gC1btlCv1/n2t7/NaaedxrHHHssTTzzBk08+iXOOO+64g9NOO23B1yhZQvLso7jRdcWHm/l87jzFj6zFT2whX/8ovjY6+/3E40Y34NY/hrEhptS3a1eswxJueO0+04nKec8zQxMMDddZ0hNhG2NIEJFtfIqNro8XHdRXXDG3IRKWibqg4xQUczRKccCK/hLOw2gtJc09wX5H4Dc9CXmCqfQhw8/iJofbvdw5kzwhH3ocY2zxoXIOV6mn7ku5Fz86RL7ul7ja6D7zO74v8JPF+XC2mhwTV/Aj67XL2h6SLEHGh6BUBSB55hFysUT7HQ4GYusxUek5L4J1AmMsmAARj1l6AFFtiEOXBTy1OUMCi6uN7XIQrZSaX4t+Jnn5y1/Oz372M171qlfhvecNb3gDv/mbv8mf/MmfcPHFF5NlGa9+9as55phjALjuuuu49NJLSZKE008/nbPPPntxFhpE+NEhyFLs8gNnXDndE350HcZaTNyDuAy3aQ3SsxTTsxzD1g+/bnQDkkxiKv27VQhrojK+Poo0xjGVLthruwey3PPk+nEaac6S3hi8I0jHkSyhv/YU/5wfy/GDMSav46srwEDQBR2npvRXo+L7AjZPOA7JPcH+LyJ/7Pu4Db8iPOhopNyHbH4KCSJMeWG2hM0XyVPcxicwsFtF7MZYTKUfcRl+0xqoLNFua3sB8R4/tgGzg21xJoiQrI6vjxH0LF3cxe0FxOf4yRH86HpMEGOMxXtP3+iv+GW+Pyt6y0RhQOBzTBf9fE0QgfeEyw9E1vyYF/dP8NOnYzY2IvqCYTLnKWkTAaXapi2XLP74j/+YP/7jP55xbPXq1axevXq7+55yyincfvvti7SyaYzBVpYU7f+GEoIVh2KiPSsglsYEfnIYU15SvEQQYSpLiuOtzIYBBGND7B4GCCaq4EfWYcq9e13XHi9CPckZnUjZMtYgsIbearH1xmR1EBh59AF6xcDBxxJaA+JxUS/Wm64Y1jelpxKxtKf4QL65BknmsAMHQVzFrf8l4UFHY2yAxFXyjU8QrjocE1fbvOrZSZbgNq0B7/d4ja2/n3SSfP0vyfteDOgHim7lG+NFG9udXNQxUQU/ug5b3b0LMHs78R5fHwOXYsK4+FnaAJ9M4sc2gHMzMoj1jU/TK+M8HR3LMi/0VkLEp9gOv1gxnSlVkfo4wfIDyYBDwk3AATw17Dl6WUZar1GKdNuMUu3S+bnRNrPlvmIo3rpHMT1Li33hu/EBSbzHDT8LYYV66shdMenZYDDElOJg3uc6mDDGN8bwtRGCnuXz+tztUk9yhscThscbOA9hANVyiLVbs0EmGWP9SMrB44/wK3sYv/miAfAObMhEZtl/ZXXG/TtdOQ4IQ8Oy3phNNU/SSEmyCsGqF+LW/xLxDmOD4sqeeNz6xyCuYnqWFR8YwtK8FYrvLvE5fnwTMroBgnheAyET94DLSdb9Gucq2KX7d8W2D7WViCBjQ5hw5xkuE0RIWsfXNKsxXRFgjOBHNoDLMDbAS7NLHSBCEWDEWwNxl9RwP72VxMeMLz0cL1CODGC7qrbPVPqLDny9K5Agpj8Zoqd0IE9tzjh6uSWfGIF+DTSUahd9N54DE1cQKSONCdzkCJSq2P5BTKl3zn3Gs9FNTIyOM5KVSHNXDFprbh0VoBQHHLiyh2Ce+5abqIofWY+tLOnaHvQiwmQjZ+NwnfF6ShAYKqVw1mDBpDWysWF+9dDDHBFlLDvqRKwxmKxBWl5OEAYs6++O1rZTojAgjgJWLq2wYXSSknVsHGmw/35H4J7+GX7LMwQrDwUohpqFpVYtkABE5XnJyO0OEY+vjeBH1hVZjHLfglyJNkFI0FNB1m8kr41ilwxie5fP25ZHtcDSGqQ1TGXJc961qNVYiy33FMH1PkyyBF8fx48PgcsxcbW19Wz62XHbM6V4R+PfbsI2RvnixBkc8/xerIXIJ9ilB3TVe4UpTV20MEj//oSTGzhkecxTm1N4SR/p6CZk/4PafrFFqX2V5p7nyBhTnMQr/eAcbuMT5M/+HDeybqdzDLwXNm4a4anHHmOoZjEWeioh1XJItVL811MJyXLPus01/C4Un0uekj/zn6Q//w5+B4XAJgjBO/zws/Ne2L7QvBdGxhs89swoj68dJclz+ntiesrR7EFGVicYXsNtD2f8pn2Eycoq4hUHFjeKpyZV9lvx/7f35kGWXdWd7rf3Ge+YN+esuUpSSaUZgQQIGQlhBMiWABuHw9gBxtjGfu3mEfRrd5iIJrqbjsY20Y422EQ3r9svcBu3AbtBGGwGSW3AEmIQoHkoSTUPOeed7xn3fn/sm1lZqsyqLKlUWSn2F5FKZd3h7HvuOWvvtfZav1U8587c+aBa9BiqBMy1MwQ5UZIRD2wHIUn33ndKjwnh+siwigjN9ZpNmsLp84nWGlWfRM0eQjgB8iVyMhYRQiDCMtozRcPZ0adM/w11epU2y/qjWrPgrK2JpnA8BBo1f3jD2bS1orVCK4VWOVpl6Dw1RdxJj7zXJm/Okh1/mvz4U6jGMYTjIwvVNe3kaa1JHv5HxNwBHizdzHPZOBNVh3LgmH5MG2ynSEgXGVQgS5AjO/E6U1xdmWehq+ikkjSOUM3p9R6mxfJTiw33vQCEFyC8wEwC7Tny5gwiLJuUjWWFjJ0o5dih4+j6EQqhT3CabtSFwKEbZUwv9BgbLCJXib7oLCGffo78yGOmO3R/gZk9813ci1+Ld9nrgZPTUmRYQXXqICRycMsFHdnRWhOnObP1HtMLXTIFhUBSLZ1hEZLFiIUDfGufIps9yHilSWf7z5jHVE6uHbzQaMRvRMoFn8FqiNIw31YMDklmOprNV72Z7NGvE9//VwSv/ZUVU5KEXzANz2b3Q2UMOTBxXjr+qvYcqjWDKAycl2suV5qphQ6tborrSHyZEzT3USz4FEa3IkuDGypS+9OCjtrozgKsYTdjEeGXTC1CcxpnYOLk99OaLFe4jrygbd0iOk/RcRedRhB3UWmv31Om34xVa/P/wmyBx1ER3egZSejCwCm7FWci2/d98gM/YmbklXz+2e1cvTWgEkpKboasTGzMtMPSIHruEM7FryHZ/0Ou69zP33Ibx+o5pbEQ1TgOgDMwvs4DvbBRWpPnGs/deME4y4XLBrQoLy066dH5m98nHduOvPxNyOrqhklIB4Ly0uvyyWcQlWFUaYSp+Q6t44coqg6yXII1pHAUQ5dWN8WRESMD4dIkqdpz5FPPkE8+Y1R2VA5+EXf7tThbr0IUa6RP/BPZM/eTHfwJnevfih67+qRJVoQVVHsOhIOsTZx2AlZanyIJKIVYta5Ba43SGq3NLsTi67PcTPhJlqNVf7JcOncgpTDvKwRxktONU6IkpzzXo9noUSw4FNeyIM4S6of3cdejEYfmc/6fkb0op0Q6epk5VhbRkQNsHS2t6sBd6IS+w1DV5K9PJiFjKqadefQ2XUcpLJH86C6ib/9/BK/7NeQKfQaE40I4gGrPopMezsj2lzTtRHUb6PmjiMJZyjK/0ONpxfHZNs1OSjF00VqTKoiUz9xCzki8n4HKJE5tE7JYsw7HBULeqaPnDkJQOuvrRIRldH0K5ReXhDO6Ucqx2Q7dOMORgmLoUSl4hIGL50o8V6KyBJ30VlW3Ol9olaPaC2YRrJVJ83NchBsg5Oo1TE6xiIjPfurWWpMdeJD0kW8QDV7MFxrXIWXGm68sAwpfgixvzFo+GRTRgBcWmN32Mwzu/yavDvdxeOEqLh510UHZOhurkOWKbl9YpdmJyZWmWvIZGShQCt0N4axbLmyso/E8hF/Av/Z20ke+hj72X3G2XYt3xa3IYu2Mr9M6IKnPMbn/MHmmKAfuWUXpwDgb9VaMUoqam8BT95AffdwcozyMu+sGnIndyJGdJy2Wgut/AXXxa0ge+wb1734Rd/ck3pW3LRkJIQSEVbOFLOWSsTXRP02S5fSijGY3pROlLBWQLKJBOhLflXiORGNkZbMsM8WZTmC8h2VGSWuNEOBIcYqx0lqjMUWKWmscKfFcQTF0qZUDdHaGdBetEGmEipp87/Fp/umZBM8R/OrVOduPHqa37XXQPz9pkhMM16gUNm4+t+85jNVChICpXoBQbQq+z2wzorz5SoKwQvy9zxF9+y8IbvhFnNGLTnkPk1pURScd8ul9OCM7X5K6DZ10jUMclNacKqW1RnfmUY2p/i6d7lewCmRlDDEwvqpzkCvF5FwX1zdpiGA+q5QCD4l2XeaijJ7KGUsP4/hTyNpmq1z0EqBVZhT0ug1EZeS0ind5axY9fxTC0guqpRFCooMi+dwh0uGLmG7mLLRiAt+hWvJRyti1yYXUXEpZD7dXZz5MUGlKZXiMcGTzea9dMnVLTVT9mKmrWGMfmRd1zCwmeeir5IcfJR/exYOlN7L3uZjbrixRCiQqivAHNpsarw2IcH3wC4g8RW++inTmEd7Oj/n03EWgC7Q6GQPl6pKzIUuDxqn7Kb//G+2Yw9NtlAbPNbWPQkAUZ+w71sT3JEPVYCkgCMa2Lu9d5EiB7zkEvrNhA3mWlxbraKyAd8UbGdh+EQuPfs9sMx99DGf7tXiXvA5ZGVn1dWmmONrS4AQEBccsvFdC5acsyhcRAoqBQB/4PunhBxAonEtfj7/jOmR5qL9boEhyTZ5mpJlRsHKkwC+O4d34HgrP3EPnqe+CdPGveOOy9xZkfon6kQN0j0zR8wdJpYnqaQRSgO9JyoWVoxhKmZ2KOMuRWYSbtAmjBRydkYc11MDm1T/zi0Ero6SiMkSWQNZD9Jo8NZVw796M6bbi8k0BP39NifEDX0MLSbLpWvPSNCHGZevE0IaPzAxXQ7aMlPjh3jmu37GJwWwerUPq7Zih4R2EN7+P+IH/RXzf/0SO7MDb8wbjkD7vcwu/hE56ZNPP4o7uOqcKUDqNyGb2I7zCGrred0mf+x5q/rBZdKXx6k+WLnJwM3JoK+6Wq5CDm1Fak2Y50wsRSZozPlCg2TrVQV2si4qTnEMtwVgVirMH0H5foSo0uy5RknF8rksvzvA9ie86+J5koBRQCKypPB06z1CdedN7CIVwfNTMAYTnI6oTyEIF0KCUqRnr1VGNaeOIPG+RrbPE2EgvPO09m2Y5UaJotyJ6Rx+CYpVqpQZOAXCQOiMkJSRBJg1E1EZLBxkOstDrUD8ySWl6iuqmLZSGJpDuSxOI0FpDFqOSHvQaqKgNKu8Xbr/0MtSqOUP8g8+jW3OkF72eo7XruPeBFiNlh9deXCTJcmq+OO3cthEQpUFU/RjVcsD8tjcw9uTnuDb5MdJ5CzONiDBwCcIqqjGFbkyj0eC4SC80u/wXqCT4S0WjHXNwskWp4J7SVyoMXMIAskwxvdBbJlxzcgBSIEywUJh8hXLBY6DkUy35K6poaq2Mc+2urR7L8vLAzp4rkGQKlTo4V74J9+LXkO39Z7KDPyE/8GOcTXtwd78OObTtpEkwTjOOzHRwpcDzV5mwtCY49D3CQw+YP90Q7RXQbgEtZd/5cJC9BZzePMnQRdS33kIeDuB2HLJGfek2X5IsFOZlWpm/AQa23ILX6MDT30FpQXDFG0gzRaOT0OjECEJ8EVFMDyO9Inlp2BRi6v5CINGm26rjmZQvIUBrnDzCTbvIXh3SCKSD9kOUkDhxE1oOqjKxogP1QhFpD6d+GFS22GGE5+YV9zydcrSeMVx2+JVXD3D5Jo/i3m/gzzxNb8dNaL8EWhN1O1S37aFc2PiGrVz0+dlXbeV/3fMMX3ywzm+8yqEgNXPNmCjJGR0YJnzT75Ht/xHZM/cR3/eXyOHteJffijO666T3En4BsoR88lnEyA6c4tntvK1E3m2g5g6ZYt3TTCRaK7L9PyJ94l5IY2RtE+7Wq80uQ20C3KB/DQmzKG1MouaPoOaPkD33fbJnvktWGqM9ciXd4ctw/CKF8MwR4cB3yHPN5EKC50qGSynFeB86rLIgh5huZXiuJPQdcmX6tLR6itl6xK7NVUqhh85iEPKnXu1oEa0Uqj2/FCkWfnHJcRBeiMoS2kefoxulDJQCAt8BLdBCr6hAlkzvJ/3+5xFZhBaOSXnxy2TjV5BuegVKaJTC7MKmRr7Vcz2Cio/MI0TjiBmXkIBCaLNG0o6HDo3EqeNKwtBFBxWiJKNz4BCFY0cZ27IFf2DknKZU6UUhjo6x3cI10s4vdSRda4WaO0R+5DGyQw+D69O79peZ8zfxyKGY+U7Ou183gCMEcRxT3DS07qlkLxYZltEaSqHHTGWCmerl3KKf5KnpVzE+McLkfJdtY2WcfpqdwHw/OktM2vPgFmR5eMMHpNZCox1zcGplJ2M5rispr7FeQ2uzg3h0ps2xWcFQNWSwciJIo7OEfO4wOukgByaQ5ZHzUitoWX+EXr4H9jJkbq59Sr3BmWjOz7Fw+FkiHTBYDqgUfby8R7rvB2T7fgBphKiO4Wy7FrXpCmJZZLbew+3nAK9IFlN6+mt4c88yVbiYnjdAoCN8FeHrmNDVCK2MxyBdoq2vJhu+GIQwTgTapL6swQaWSiHz820qz36D4tyTNLf9DK2J63GkIPCdk98jT5BZgkYg+rOyZtG3EOb4XohIY9C5+dvx4fkLLa2RcZu8PIYqj57V+X4+g7USC/UOImrhNg6jXJ9Eezx+NOLBAz2OLGQMFCS3XFbiFdtDHKEpPvWP+DNP0dtxE/GOGwGIOy3cQpXte644b30zRkcrzMy0XpL3jpOcvUcW2HesyZfvO8Ct14zwxi0dVFAhSnKU0oxUQ6rlAKEysgM/Jtt7HzpqIUcvwrvijThDW096T51n6KSNLA0iBzYxtmn4rMevtULVp1Ctqb7k8+rxi3z2IMkjX0M3JpEjO/Gvvf20dVCLZHnOQiuhUW9QWnia4sxjeJ0ZtHDIBraQ1bYTbLqEpjO4lDJ3+vfTJEmO4whIe6az8Mh2WKFJZpopok6b7cWYku6ghUAOjJ9z+dxCOWTvvhnGakWzID9LRkdfWK+AF2IjR0bKTB85bhbRabJi+k+UZMzUI6I4w3Ehz2GoElCrBCcpv+VKEaeK7sHHKDzxFbKgSjx+NTLtIJMOTm8erzNNUtlC+5I3kxcGkVLgnO6e1mrV3dVqpUCzdbJSYBxnkEWM1zwKpSqiMoosVF5USpPOYvLZg+g0Robnro/D4GCRhYXuio+pzjzZvh+SH3kMHbXA8ZCb9tDYehPNPCTKBf/1n+a4ZCzgV14zQK8bUfVyxi+96rz0zngp7aPWmuzYUwjXY7oR05hfYOThv6Tlj+Bf/4t0c49y0WN88NTPqVWOjtvIYs0IpqyyG/tSjv98MDpa4dn9sxyYalEOT+9kvBi01nTjjDzXFAKXQS8j7BzD9x2kX0BHbYQf4gxtXfNO0os99y/UPlpePNbRWIHm/Bzt4/vIRIEozVFa4zkS1xF4ZATTTyKPP4rbOo5GEA9sJ9nyKtTwrhWj+Z25aQae+nuKWYMvda/nO/Eenq9svnPE4x3XVRksvfhc3aWJVCuKT30Nf+ZJ4olr6F3yxjUVpZ+EVkYBRbpnTovSGhG3yQc2owunFiSvlcGBIo3jR6BxjMMdj0ePZjx8OCLONCNlhxt2FXjVzgKeYyLexaf+AX92L71dryfe9hoA0jSDuMPWq16JH56/SN1LPZE+eXCBwJPcdd8Bnjgwz/teP8iOSmZ2xhR04wwpTU2H70g8qfCPPYTc/4DpUzB+Kf7Vb8Z5XpqEjjtorRi96BIW4mDNkSadxuTzR9BxZ9V8fJ1n5EcfJ9v3Q9TCEUShinfVm3G2XHnG6GGuzE7cQjMCIQiXOcpOawpv+gm8+iGczow5lvRIhy8hGb+cbHDnGa/ZXGlMi7IckfRQxSF0odbfIjTbhDKqo3tNeqlgdHSQatFDxx1wHBOZKw6+qMhcN0qZnO8ifZf5hS6XbatRCs9+x+R8ORpaa6pqlvmjx0yK3LLdqyzPSVJFq5vQ7KR4nsnfNq8zDTcdKRiqBCSZohvnJGlOceYxagfuJa9M0LnqF9BecfkB8aceI9z3LYTKiXa8jnjr9Sd9t3Gm2D+TsncqZv9MiucIRioOI2WH0YrLeNVlpGJyyFdyNMzYFXGiGC1LKr5GOA6yMmrUys4y1UNHbbLZAwjhnPOdgpUcDdWaJd37z+SHHwEEzvhunG1XkQ9fzHRLEScZkRJ85r4F4kzzu28Youpr8qjNtj1X4Vdq53SMq/FSL9TzxiS6NUuPkKMzbR76/oO8Vd6P8EJ6F93KQnk3m0dLq+5w67iNFg7u8DbECt3RN6qjkStFp5eRS8mho3XKq+xkKGXqKs/Zro5W5M0ZqE+RuSE4LuWCR7XoE8gcmSeI2iac6pmDk9bR2LhYR2MFFh2N3OnXL+hlykrKqDIJAUHcIJh5HH/qcWTSJi+NEm17NenoZXRaLeYOPIdXP8hF+iCJdvkKt1LdspM9mwI8KciUJs3h8HzK3Y+30RredGWJG3YVXlRR1UkTqVaEB+4jPPwDsvI43SvehgrPLk1Gab328WiFiNuo6mZUYXBtaVR5gsgz0jSl0eqx0Ip4dN88z85qeqnGlXDF5oDrdxbYPuwZI6g17sJ+wgP347an6F30BrP4wBjLpN1g866LKI1uPqvP+mJ5qSeiw1MtU6wv4P/9+ydAa/7FTQGhK9D9BY1WkPdreXJlrlmRJ5SmfkJ58kcAtHbfjhy/lMBz8DyHwHNwhKYaKhrtDFkeMko+q+TJ6zRGNafRnXlwvBWjUjqLSffeR7b/R8bJ6YsZuDtfeYbUKiNx3OomNDoJAAXfPb3PkHSJZ4/RPbKXLfFz+Domcwv0hvegt7/SXItnQmtE2l2SE9VoEw+QrklzVNCJMoaqAUPVAKEVOu4a2ejKsFGzWvoOlMnLTyMTykctGhIypUlSTTdVtCJFFKcEMmdssMDxqQZbL95FuXz20eXz5WioPENPP009clD6hKBEN0rJ8r7j5ggCz1nx9l++m+RKRenI9wkPfY90cBedK+5ctZ+GiNsUn70Hb+5Z8sIgva2v5nF9MT88mLBvJiFXELiCXSMeSsNsO2ehky+lm/qOYOsAvLK2wNDoKJsnaqeKVCjoxBkDJY+RaoBMTcBGVMaQA+NndCi11qj2nClyD4pnnWK3WM+B66+aXjU4WGR+vo1uz6MWjpJP7iU/+gRIB3fXq3B33wRhhWY7ZrYR4bqCVqz5y/vrJJnmPTfV2FyV9JpNJi65jOrI2FmN8cXwUttHHXfIpp+DoMLBySbf3ttl//5j/F9jP6AaT5EMbKex7WZGtmyjVFy58F1nCSQ9RHWk/52fCM5diI5GL85IMkUvTun2UuJuG9f1cIMAz3NBQ70dozWMjZTpdqOl674TpRycbHFkpsORmTbHZ7sIIaiVfWpln4FyAFrTi1N6UUovzvAcKBV881MMGB4I2TRcYrganLifshgZNZHdeYTOUX4RhERrSNOcNNdIYfpDlUREYdPFuOXaaT/n6GiFI8fqAATe+dvxtbx4rKOxAs93NM6IyvGnnyA4/EOc3jwRPiFmgdTRIXOF7ahLXk9taPXFTr2b8/cPtXhuOmHniMdtV5TZOvTC8sBXiti5s89Sevof0ULS3fNzZEMnVIlypZnv5My0MmZaOfPtnGaU0+yZhVCaawaLDkNlh+GSw1jVZfe4T7Wwys2ulUmjKg71azbMhKmUZmqhx8xCl1a7S6vdo9WOaPZy6j1Ff00JQDkQXDIesHvc5+JRn4Lfn3S1xl04QHjwu7it4+RBlWjXzaRjewCT5hJHMRMDHrWLrz7vMqYv9US00Io4MtOhUvQ4PN3mM197iqFKwK2Xhlw9EoFfPm3qkIialJ74Mm57is6WG2huuRGtJQizC7J1vELUjRFZD6EVwvVxSjUc1zUTrpSQdNHteXMcv7iiI5JPPUPyk6+iew1T13TRDTCyi3bPTFaFwDVOjmt6HWSZIssVUZrT6qYkaY7jQOC5p/VV5zs5jxyOeORwxFzH5Ow75FzuHeWGYB9XeUeQQrNQvhh392vRlYnV32wNaG0UWaQUjA+VKAYuWuWmZknl4Bn1NZ30+jVF9BengjjLmW/ERHEGQiEE+FIgHSMMUamUmJmeZ2LPNZQHamc9tvPlaGRZytRTP6GT+6a9AyARuK5ce4qi1ngzTxMe+GecqEEydgXdS99y2mtXaU2SKsTMs4QHH2Agm2UuL3NffjVq9BJ2bKqxfcTHXTaGNNcsNHqkU89Srj/L5vQQHhm5Fjytd9KZeAXbL9550sJFa+j0MgbKHqO1ovkeoxayUEYObV81rcbUYxxDtedXLHI/5fl5Sj71LPnkM+juArrbQPeaZgdZSPMeYcWoty06vlrjipxk7ugJ8QQ3wN31KrxLXgdBiTjNTcpaklEMXOa6GX95X51MaX79phoTFUnaauGO72T7zq2nHeO55iV3NLQiO/oEwivQ6KRMLvT4ux+3OTqf8H/vOcz22e8i8oTcLaIGNhOMbsfftBtZ2/S899HouA3SxR3etiS/fCE5GkppJue7zNZ7Rt2RjLA7hZd10AjTE0P45EEZtzqKdL2ltOQ0U3z3sUnuf3RySUxm00iRLSMlpM6pt2Lq7YR6J0UKKHhQ9AShL0hz6MSKTqLpJif0KX1XMDHgsnvU5coxxUjZBGhWu6e1gjjLyNMMV8WEWy6nWitT8F0c54TKldKabpSRIjhwtM54rcDmkfMXiLG8eKyjsQLG0XgOlal+NNM/YwrG0YWUex5vUWrs44bCIeTAKNUtFzMwvmnNxdFaa358MOLux9v0Us2uEY/XX1riolHvlMXcQidn34yJ5E03M6oFh6GSw2DJYetIgYKTM1h0cB2x9N69+jy1vX9PMZ7jmLuV7+pX8ER3lIVuzvJTVC1IBgqSSuhQCSWeI1jo5Mx1cubaGaYGU7Orprh6OGFswKcuB2nHik6siFON64CnU1zPoyvLHJ3rcXy2Q5qfOFDoQqXgUC041IqSWsGhVnTYOVGi7GYn7aLIXh1v5in86adwurOmLmH7jSTjV4J0SDNFkipCTzLspxS3XIyzDh1uX+qJKEoy9h6uUymaa2Lv4Tr3/ugIM/WI0arPGy+WXD7hmB2G1a47lVF49v8QTD5CWttB97Lb0UGZLNcEgUerHZ30XJGnSAmhKyn4Dn7g4xdLuM6pE4iOuySPfp388COI8gj+K9+GHNpGJ0qZqffIco3nCvJcL4kXLGURanObea5cUbEEIFOaw3Mpe6cSnp2KmW7lCEzq4Wt2V9k1JFAaGt2cZqRYmG9SPP5jbnCeoiBTZoOtRFtfTXHTTuSy6HSWayYbGTOtjMAVFANJKZBUQknonTqWNDN1BbWSz1A1WDoXOk/NStU5cc+mWc58K6LRSfEdgb9K/UW1UmD66CSbLrvywnc0nn4ItRiIUTkybiHSLjLpIJIOKqyS1bYz14WnJxMcCVsHPcbLEDYPmUBBe4q8NEpv1y20ytuZbGTmp5nRjhS9VBElml6qSDJNdlITcM0bhyd5o/8IlXjK/IsTkBcHUWHNKNTFLWTcNLsSgPKKpCO7YfxSpp7by2jzSQoi4Xg+yJHKVYxfdi3ViulVozV0o4xqyTgbUgiz8HTcvix0eNI5WV6PIYLyqqknOumSz+wnP/rEiYarXmgKY4sDiEIVEZTRaQ8dtUwzw7hD32VFCIHr+6jiCHJwC3JoC6IyStrfUaq3E9JM4fWvs+emE7704yZKaX79pkHGyxriLu3CJi7ZvQPPfXkFYgDy1hxq4TCpW+LQVAfhSD5z3wILXcVvvdpjW3YQt3UM2TiGGy0AIDftwb/ijcjqybs7OkvQaQ/hhYjKCGPbNjO3cBp1vPNEnOYcnmrTi1PKRQ+ZdnEaR0yN5WKqntagc0RfwCKvbmFgbIzvPXKUb/7wMPV2wuU7BrnxynEmBgO8rI3TmV1qAoyQaMc9bdp0nufMNBOO1zOO1XOO1nOONkzAZ2LA5cotAVdvCc+cEp5ExErQK20zwaxFeXJHkueKNFeMjVRYqHcYKPlsHjk1re1MWEdj/bCOxgo8d6xBvdWlIhNC1TOTqMrM9l/fO1daM9vKObKQsncy4cnjMUVfcPNlJW7YWVha4L8Q4lTx4IGIB57r0ooUoxWHgif70rbQTXLqPfOZKqFk04BLO1bMt3Oi7MRnFcBAUVL05dJjHhm3hE9ya/gEZRlzTG7iQOlqiqUSAyWXgaKH67l9NazQFH1rhdOZwWkew2kchdYMMm7i6XTpWD+ML+LL3VfRoUDgmrSwLDfToyNg04Bk24Bk65DDeK3AQMnDd1c+R0s7MnmCP/0k/uRjuC2japNVt5CMX7nkYGS5JopziqHLUCUgUB2c8jByaOu6qIecj4l0eqHL8bkulaKHlAKlNE8cWODbDx1jrhkReoKtA4Jtgw5bh0NGB3wqoTwl/c0//iiFZ+8BIUgmriLaegOV0YkV89e1gkyZXQetAGHSmcpFj4JvmqHlhx8hefQbkEa4l/4MzqWvJ84Fcw1TEBwEzor3xaJ62mo0eznPTCU8M2Uc6zjTOAJ2jHjsHg+4cnPAQNFZNfc+V5q9R5ok+3/CdfoxqjLiWD7Iw87VzJZ3M9nSHG9k5OrUYwvgmm0ht1xWZLh8ciR7cXdDaagUPaqlgLCvJZ9mualBiDIa7Ri5khDD89hojobOFcGxn5gaoCw65XmJdnkq3cTj6VYKIuEy9ziXeFN4IqdJie+oV/Hj9CKiVNNJThy/HJhAR+hLCp4g9CSBK/BcYRw1V7BzxGO04ho1vOYxnPYUTm8e2V1ARnVwPJRfQQXmJ6ttI68a+e3F60RnCZ0Dj1M4/hOG9Twd5bMv2EPpklcxNDq8srORRug8Nepo2kj1ohSqW1+xHkNrhZreRz69j3x2P7pu7Bh+EXfz5ThbrjilJ9KZWF6jESUZ862ITi/ry5M7OI5gspFx9+Ntnp1OGCxKfvW1NcaKOTpLaQSb2LZ1nFolPMORzj3na0cgb06j6sc43nLIlKaXaf7inxdIM81v3jy4dC/ruINz5CHKx3+EUCli69UEV9yK87ympzpP0UmPgYECrdiFQgXpheAF51SBTisFKgXHX7H3VK40nV7K4ek2jiMo+BLZnUe2ptBeeKpIS58oSnjySIdHZhz2TUWMDgTcfv0Eu0YDRNrF6c2jtUB7wdnXcT6PRi/niaMxjx+LODxv5MZ3jni8YlvIFVsCglUEc0yAYgBVNenOi3L6Ao3jOgzWShybalhHYwNiHY3n0Ysz/uWffmcp2uq7knLBw5MaF1PIiJBMNTPi/qK+4Alec1GBGy8prhj9fKFkueahg10eP2oWT1KYDt2e57B9yOPiIRgt6aXFi1bQzSAi5PB8ylwnZ76T04kVw2WX0YrDWMVltOJScjPCyUcJjvwAmXRWHYPuGx2hjMFQfom8MmEMQlClK8uk9SnG5n4M0qG34ybSLdf18zG12SlROY7jrHlnp+pEJHsfwJ96DJnF5KURkrErSEYvQ/frS7SGXpQhHcF4rUAx9NBRE1kaMlG+dWrEdL4m0tlGj6MzbcpFb0nBRynNU4eMKtWR6TbT9ROLPylgoCAZKDqMV122DnpsGXQZkU3CIz/EnzJNIdlyNe3Rq8nL46f9vrQ2xbNpqnB7c9QO/RN+8wjUtuBeewddf5CFVkyWa9Pk8Szvi16iePhwxE8ORUw2zLU3UJBcMu5z6XjArlHvlAlrNUfj5PMWkR15gomFn1BTCzRUgZ/Ia5gdvIrNQwXGB1ySTNNNNN1EcXQh5cEDPXIF124LueWy0inROa0hSXOyXOM6As2yInMpCFzntBuiWmumWznPzebMzbd59x3XUKmdvZjC+XI0koXjtL7zV3jTT4POyYYvYb60i+caHo/Nuhxpe2x267y2cozLnMMU8jYAXW+II84Wnog3cUBvwvU8AlcQeoLBksPEgMtE1aMcvrT37inXidb0pg+R7vsRW5L9CDQz/lZKF11DOrybbiooFzyGB0J81zG7VmnUj/IaZT5c7xQFsnx6H+njd6Pqx0E6yKGtOKO7kCO7TCDkBaZ11moFjk21WGhGdOMM1zFOrNaaY/WMH+7v8dAhE3C4+bISr95VwMt7ZDg0gwm2bh5maB2cDDi/NQ55Y5LO1BGOtRxKJY/ZdsZffGcBIeDWPWVeuSM8oVwWd/EOfZ/i5ENGWXH3LRT2vA7ned9RrVZgYWYB8tQoQWLmSFmsmZo2PzyjEp3OkhNOqtZolaGjDlnUotfq0O4lKOlCOACFCtoNiTNBkuZoNFoLioGDKzKc5jFk0qVNyPGG4lg9JcmMHXKlQEo4OJvyzFRMpmCkJHn1docbtru40tgqpDRBxZdgzqx3cx4+HPHQoYiFTspWr8n4xAjXXVRhS+15/bq0RiYt8sKQSb/O4hPNW6VLpTbAVD2hPDjM5i1n393dOhrrh3U0VuDJg/M8N9mm2YpodRPa3ZQ01+R5Rp7EkGeMDvhsHfLZMugxXH6RHTEXv4Ll77EoOytdVGkE5ZdMpOH5k5PWJr1FZeZ3FjMQQnt2Gi0E2iuc3oCoDKc1hdD5ktKOUBkijRBpD5H1QGvyygRZdTM6qK64AJXdeQrP/R+8hQPkpRGi7a8zaQqnOS8i6eC0JnE6M6ZwLG6a3715EJJ0ZDfx5lf2I5HL8q5TRZwphioBg32pTNVrGonWdXQy4PxOpPOtiMNT7VUVROIk5+hMi4X5Os16k0Y3ZyESTDVzkvyEkzwx4LKjFPEq/QhbO08idUZeGCIZu5x07HJUoXbqwbXCaR7Hm91LcOwnaMenufUmOiNXmclDmL4Vp5UgfR6Z0hxbSPnRwYjHj0akOWypuVyxJWD3eMBYxTntLtVaHI0T4ze1PsHhH+A1DqO8AvHW64k3XQfPK1RvRTn37e3y4IEeSsNVWwJuvKTI5tqp0cNFW3OmWgWlNcfrGU8dj3niWMxs26SA7R6V/ItfvJbq4IXraEx/8eP4s0+z19nN9/IrORhVWOiqpRS2q7eGXL45oOhLs3jozaOlhw5PlQ4+FyzmeqscThTGLD5oTKbrSBwpEeL010nUajD52I/YFj3NsNNBOz7JyKW0xq4lKYwyVA2plX3kaWyMakySPHY3avo5RGEA74pbjcLai4h8Z7kiTnO6UYpwHBYaPXxX4rqCY/WMx47GPHEsot5VOBJevavAzZcWKckUkackbpF2OM6OTYNUS+vX/ft82ketNdn8MQ49tx+3VEE6DlPNjK8+3OLQXMpw2eFNl5e4fPOJImYRNSk8cw/+wj7S8gTuK+6kOLJ56fGVFL9MjVZsfguQQcnUdHghwvVMv6k0RkdtVLeByFNAoIXZ8UpTTStWNCKFxjGplVqZlCedgxZQqCJKQ+Cb+VxEDTpTR/jWcxnPzubUuye2YxdvgUXKgeSqLQFXbwu5fFvl5NTYF3Re194qS6Q93Pn9uPP7ceb34+YRLRVyT3QVzwZX8IqdFS4Z86kVZV/kxXxuLaS5cYVDnCr2zyYcWsjZP9XjF14zxqtedeVZj9s6GuuHdTRWoNlNqPcyVHpql2G0RkRNnPYUIk9Rrm8ajK0VZXImhVZoAf3/9J0B02AKQHsheWnUNJ47y4XzYK3Ewlwd2ZvH6cz1HY7T5OyfK7TGm91LeOA+nN4CeXGYaPtrSUcuRcYtZHcOpzuH057BaR3DiRpLL1VeARVUUWEVd2gzrcHL0cHJ26NJmpOkmkLgMForEPquiQbFnb6TsXVdnQw4/6okjXbMoekWriNP371a5ciogexMk+eK6SjgSD3j6ELKdDNjupWTZJqiiHmFf5AbiwfYLiYByNwiujiIKgyigwqyM4tXP4TIYzSCZPxKol03o/vKU6tNRFGqODCbEqcKpUFp41xMN3OO11MmmyZ9yXfg6i0+1+8M+4t5vSQ1K7SZUPWi073s+z4rR2MZTuMo4aEH8BYOoB2PvDCI9suooIL2CogsQiRdVNyh2405EpU4lg2QF4bYtnWM7SOBKehebCmZJYg8Nve5ylFhlTysETkl9s9mPD0Z88xUQisyi/Ndox5XbA65YfcA0fzMBZ869T+//CA/eWYaJyhRCU0dy5ZBj6u2BKsLRLwEKKWJEuOg1coBge+aSK4jkdLU0aSZJk4zenFGFJvc8XIlJO4luK5c8TrVWvPNx9pMHdzPWwYPcCn7zWJ95DLqE69Bl4cZqoZ4roPnCBzHpCXmnTrpk/8HdfgR8EK8y27GveiGs3Iwsn4+epLm/YCKkf/Nle47TYLhWol2p8dzMwnffqrLofkUR8BFYz5Xbg7YMyYoyQwE5MEAPVkmcwrs2jxA8QXIJp9Lzrd91FrTPH6EqcOHCD2JCEK0dNk7lXDP422mWznjVYcrNhvneKziIABv5mkKz96LyGOiiVdQ2nkVwdgOhoYrq/YwWTweeQJ51nc8RN8qaIRwwfPRwjFOYy+l2U3IlMaRELirKOtpbWyQytHSpat97n+qzgMHMjRw2UTA5prL5prHpppL0ZfkSi+lLxf8E4XVZ7KRSpn0LCnNa/oCj+a6TEwwUkiJXnbjCAG+a1L2zJvkePP78Kcex53fh9AK5RXIBneRDWzFmX6KoHGIti5wd/dK7osvw/NcJgZcxgfMHBYlmihVtGPF8XpGrk2x+Y5ByS++dpzLrtxzlleCdTTWE+torMBpHY1FtEKkPWR3FhF3zBpDOP0F0GI3bYVW5kelCXmeoYRDFtTQbhEcFyVdhHBQmLSoQiCX0rNeKIvKEgDkKbI3j+zMmcJ27zxsmWtlFGUOfQ+nO2eaAS6LsSi/TFbdRF7ZRFbdTF4eO0nScrkxzJUmzRR5rikGLoPVkILvQBabLs2Oh6yMIStD6+5kwPrIH0ZJxrHZDu1uSrHgrlpIDRiHozuP7MyA01cFwUyQjZ6ilUqeOdbhyEJGZ2GBPc5BNjkLjMoW426LsugROWWyoV2IkZ1kte1m12wVWlHO05MJTx6L2T+TkK9wK4auqeHZPOCyedDnkvGA0KUvM2teoOWyewv6u219hx1z+5XLIc1WjJYOuAHiLJs0Oq3j+JOPm521uIVI2oi0Z6RtvSLaL6Klh+gt4ESNk67ptZBpyZwq09JFtF8mLJepVksEOkKmPTwdE2WC4pv/5QXtaKRpYmo03LU12jor+gs1obK+typRCKOis/hbGzEBIWC4GlIp+Sc1AFwNpTVplhMWAo5MNuhFZjHuOfIUp0NrzT/v7XLvkx2uGVf8ytgzFI//GFRGMrqHXmUbmV8jCwfQ0qEy+SNKx38MQGf8FbQ23YAMTEpnKXSXBA6Wj1NpI2ARJcYR6iU5KtdLSl6i35TQkWJphyxXmuNtwdd+Ms+RhYxqQfIzu4tcszWk4IFIuuD65OVxIgLiDMoFjy0j5RfUBPJcs16qTc1WlyOHjlPMF3B1aoqjpcfDR3J+dCjiyHyKBoZKDldtCbh+V4GaG1N47lt4M08ZO+MGFLZehhq+GGfTZacIApyJLM9pdlPqrYhcmThJ4Don7X72ErO4FovXgIAo1TR7ikYvp97J+MmhmF6quWZrwBsvLy+lcoqkgz/9JLK3YHZNVIrIM1RxkGTkUvLqFqrV4tLcqjVkmSJdVFlQGUE8RxjNIzqzOJ0Z3N48Io+MAmE/yGMGXgK/BF6BXHqkubk/AcLGAWTWQ/klsys+ehl5eeKk6JPTOEJ44Lt4jUO0vGHu9X+Wve0y000jAhP2a7MKnmDLkMfuMZ8rd1Spz85RrA2x6aLdZ30NWEdj/bCOxgqsydFYThabiEPaI486ZD2jva6lA9LF8Ty8QoVwoEZYKpuCPWmibiZqIIjTnEYnZrYekeUKz5UEnvOCOlqf5GgsG6PTmkTGbZRfOGPBV5abSXnRtpykDCTA81Yu7D2J/g6H05pEFQbJi8Oo4vApzs5iFEUp06ukVAxptyM0JlJSDB0qRZ/A0eg0QmhtpB+ro6Yj8QXgYCyyXhOp1ppGJ+HobAeVazzPKHas2vk1i3Cbx02kftn1sNzJU1oz185PqAE1MmYaEY1YIBBsGXS5dCJgpOxQ6BfuBp5gsp6xfzblwFzCdNNEkQeLksvHJXvGHCphXxY3KCH9gFKpaPLVz3LHLcsVcRyj0xxBTrXk0221cLIe9BpGdMVxUTLoF6K/gOtkte0ZlUFngcnJWfZPRxyvZwg0taJDO/dYSBxamY9CMCQ7XFzusLPYYdzrUBZGnUnGbYQ2UUrtFRFhiZ47QPFnf+eCrtE4RXVqDZjeLiZgkKtlimOY+i+Zx30BV0HuFVFeGXSO1Jnp2i5yXKFwUbhC4XsuxdBdiqIKsXj99GsmTvp/2VczSNE6ozZQpFHvkilNnOQ0exndTCIcl8A/2eZ+f1+Xf3ykTTmQvPFiwY3OoxSOP7RUs7acZOwKejtvWqojU8uCJEufVZoeAKpf16O1qZ9yHeOIPN+U5cqooR2YTdk/m3BwzuTgDxQkr7+0xHXbQ1xHGMdb5eSVcSK3SpRoiqHLxHCJUvi8XPh1ZD3lYTtRyv6jDQKREGD6PIgsAq1pJoInZwVPHk/YN50gBFy+KeA1FxXYPqDw6oeQM89SaB5EJB3TO2fsYlPQv+lSRLBycbLWmiTLabRNTyDZTyldfo01ezlPHY958lhEY6GO0IqGKpJy6hztCNg56vOmK0pmt1cr3Pn9BJOP4s49h0CjvAJaeuB4aOnidGb7vSzKsOlyOrKCyk2atOcKCmkD0ZqE5jRLE77jIiujUBlF+EUj6SwkQjroLDYNXuMOxF1Ts6Ry011dKdLyBK3hK4irO5CuxHdXX8e4c89RfPrrCJXR3f0m0vHVU6KqlQKzU7PW0diAWEdjBc7G0ciV6jegMqlQBd9hqBJQCFy8/nbi2dRvLGpG11sxjU6M6m9juq5ECtOxUwpBrkw0bLFh1uIGLQIzkTZ6Jt6qzb+5jsSTAjdr47YnQeXkTkCqpJkIlzkSAL7vUAq9fr8DM/vluSJTpuv2Ql9GMfBXlyJdjeWFxAhwpOke7LsSz5EMD5fptCM8VyK1MvKCaBOlLg8jwwrCW78849Ox3jrrWW46aXd7KZ04M+fYKPDjSNFf0JgIqYB+GuBkf1veoTI4SPM0Obxam4XP05MJeydjjtZXvkc8B7YPuewaFFw66jBe89GFQXRQ7hcerv2eWFRbWXRGs0yhhcB3JbWyTyn08FzJ5okB5ueNg63ylLzXIevUiRpzNNsxUS6Rvo/rmnSsRcsn+1KKL2Yt1uzlPHQoYv9sQtGX/ZQih8GiZMeITylY4R7py08ud/I2kurUao5GlmtSo4Hdt0EgHEHoOviexPccXKEh7YFSJvW0OARh0XQalyYVyZECxzG/ly+U9eJ5yzPIM1SWQJaY4lq0eU9t1KC06jdLRCDCCiIoMbpphNn5nino7cuXJo15Ou029Qhy4eP7JwIph+YS7n2iw4G5lIGC5JZLQ64ajCmpBrJXRyYd0pFLyStnLlDV2swZ0P9cOu8vdkGjaPQ0RxqaIws5RxqK4w1F2l/7jZQEu4YdrtxaYHs1xxUChEZoiJ0i3WAULT2KocdoLaRSPFW5aL1Zb/vYizP2H2+SK5OC64p+WlLUMKm8WjMfS35wKOfHByN6qWbTgMvrLily5ZaAcjGgcehZyo3nKCw8i+in/4rSEHJ4G87QdkRtgsSv0s09Wh0jiCH7PYGyPGdmtklzYYGoWUd1mxSzOhNOnc1OHV+csKeJDIndMpE/RFrdghzail8bReoMb+EA7txzePP7kGkP5RWNGuPE1aji0NJ7aA06iRCzzxLOPUPYPIBQ+cknxQuRtc3I2ibk4GbkwASiNPiiAnhKK6JE0YtMetiiOIbrSrzniXiIuEXpqX/AbRwhHr+SZNO1KL9s0saX1aRaR2PjYh2NFWh2E2ZbCVEv6TdJMg6AqafgpIJD1xEUfJdKyadc8F5Qx8rVUFoTxRmtrmlypvodePNc4XuScsGnVPAIPNmXOTWT8NBwmenpVl8O1yzQenFKu5cRJ5lRdEiaBNE8RRdK5SKO6yJ1jkQhhTLFjtIFZ1kBusqXfpSGXpwy305NEy0hTAEXwuRw9j2X5XWZLJvzCoFLuXBCGnX5hFirhSxMzaN1BtJDVkaRhQvXuVjOek+kzyfLVT9XXRH1c9V7cX5iu1wDWuGLmCBtMegntFs9tOOineCMDkE3MU0de4miGyt6ScpYQbF1QCKDolEn80smNe4sFj1ppoiTfGlDYdERDTyHMHAohqfea6ude61ydNyl15ijPTdDnGSm9kK6Jo9dmYXxSZbwebc69MWFFiPPL8H6rVwKmT42yZY9V20MR0OGkKeIPAFMt/NMKXzHoVr2zY6aFLi+h5RuX6lHIbRAO+4Zu8+/VKx0nWit0FGbbOE43VaLuU5OLnwKBa//uGb/bMq9T7Q5snBCBW0xL35iwGW86jJQkGf+LCpHZxGNTs50RzAZBRytZxyZ7dGO+k0npWDTUMCWkSJbRsrsGCtSDSWojFpR0mhFKMenlwlS7VAqhgxWQipF77z3xjgbLgT7uBiMmZ7vkuaKwDMOsOinQ4veAjJukSjBw5OC7+3rMdPKqRYkb7i8ypWbXDwpiOMMrztNqXsUt3kUt3kMmZ2of1BOgAoHSHHJ4y5O1iPQMc8P7sfC1GM61VHy0rBRsYpbSz9Oe2pJGVK5ASLPzA6FG5IN7SIZuYxoYAeZlkupd4uYxb1DueBRDF3GBn2a801Antj5c4OX9P7T/ZTFXpLT6ib04hzHEQTeMrlvrQgPPkBw6IHlwze1m34FHVRwyjXauYfc/Xo2XWq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      "text/plain": [
       "<Figure size 805.475x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme()\n",
    "sns.relplot(data=df,\n",
    "            x=\"distance\",\n",
    "            y=\"intensity\",\n",
    "            hue=\"genotype\",\n",
    "            col=\"timepoint\",\n",
    "            kind=\"line\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x28996196050>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 792.85x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(data=df,\n",
    "            x=\"distance\",\n",
    "            y=\"intensity\",\n",
    "            hue=\"region\",\n",
    "            col=\"timepoint\",\n",
    "            kind=\"line\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standardisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sanity check:\n",
      "[-2.43 -2.011 -1.592 -1.173 -0.754 -0.335 0.084 0.503 0.922 1.341 1.76\n",
      " 2.179]\n",
      "[-15.0 -14.581 -14.162 -13.743 -13.324 -12.905 -12.486 -12.067 -11.648\n",
      " -11.229 -10.81 -10.391 -9.972 -9.553 -9.134 -8.715 -8.296 -7.877 -7.458\n",
      " -7.039 -6.62 -6.201 -5.782 -5.363 -4.944 -4.525 -4.106 -3.687 -3.268\n",
      " -2.849 2.598 3.017 3.436 3.855 4.274 4.693 5.112 5.531 5.95 6.369 6.788\n",
      " 7.207 7.626 8.045 8.464 8.883 9.302 9.721 10.14 10.559 10.978 11.397\n",
      " 11.816 12.235 12.654 13.073 13.492 13.911 14.33 14.749 15.168]\n"
     ]
    }
   ],
   "source": [
    "# Need to reload the dataframe if you run this cell more than once\n",
    "df = df_wide.melt(id_vars=[\"name\", \"sex\", \"genotype\", \"timepoint\", \"region\"], value_name=\"intensity\", var_name=\"distance\")\n",
    "\n",
    "signal = df[df[\"distance\"].between(-2.5, 2.5)].index\n",
    "background = df.index.difference(signal)\n",
    "print(\"Sanity check:\")\n",
    "print(df.loc[signal][\"distance\"].unique())\n",
    "print(df.loc[background][\"distance\"].unique())\n",
    "\n",
    "signal_mean = df.loc[signal].groupby(\"name\")[\"intensity\"].mean()\n",
    "background_mean = df.loc[background].groupby(\"name\")[\"intensity\"].mean()\n",
    "\n",
    "df = df.merge(signal_mean, how=\"left\", on=\"name\", suffixes=(\"\", \"_signal_mean\"))\n",
    "df = df.merge(background_mean, how=\"left\", on=\"name\", suffixes=(\"\", \"_background_mean\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### I am not sure if this is how you want to do the standard score calculation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>genotype</th>\n",
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       "      <th>intensity</th>\n",
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       "      <th>standard_score</th>\n",
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       "      <td>('20_m_Per2flfl_ZT18_S2_62873745081d9_hrm_Hipp...</td>\n",
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       "      <td>m</td>\n",
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       "      <th>15545</th>\n",
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       "      <td>m</td>\n",
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       "      <td>m</td>\n",
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       "      <td>664.876623</td>\n",
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       "      <td>('24_m_TPer2KO_ZT18_S5_628737454a309_hrm_Hippo...</td>\n",
       "      <td>m</td>\n",
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      "text/plain": [
       "                                                    name sex  genotype  \\\n",
       "0      ('20_m_Per2flfl_ZT18_S2_62873745081d9_hrm_Hipp...   m  Per2flfl   \n",
       "1      ('20_m_Per2flfl_ZT18_S2_62873745081d9_hrm_Hipp...   m  Per2flfl   \n",
       "2      ('20_m_Per2flfl_ZT18_S2_62873745081d9_hrm_Hipp...   m  Per2flfl   \n",
       "3      ('20_m_Per2flfl_ZT18_S2_62873745081d9_hrm_Hipp...   m  Per2flfl   \n",
       "4      ('20_m_Per2flfl_ZT18_S2_62873745081d9_hrm_Hipp...   m  Per2flfl   \n",
       "...                                                  ...  ..       ...   \n",
       "15544  ('24_m_TPer2KO_ZT18_S5_628737454a309_hrm_Hippo...   m   TPer2KO   \n",
       "15545  ('24_m_TPer2KO_ZT18_S5_628737454a309_hrm_Hippo...   m   TPer2KO   \n",
       "15546  ('24_m_TPer2KO_ZT18_S5_628737454a309_hrm_Hippo...   m   TPer2KO   \n",
       "15547  ('24_m_TPer2KO_ZT18_S5_628737454a309_hrm_Hippo...   m   TPer2KO   \n",
       "15548  ('24_m_TPer2KO_ZT18_S5_628737454a309_hrm_Hippo...   m   TPer2KO   \n",
       "\n",
       "      timepoint region distance  intensity  intensity_signal_mean  \\\n",
       "0          ZT18  Hippo    -15.0    392.427             838.176667   \n",
       "1          ZT18  Hippo    -15.0    499.738             671.039333   \n",
       "2          ZT18  Hippo    -15.0    139.935             713.668833   \n",
       "3          ZT18  Hippo    -15.0    170.937             750.998750   \n",
       "4          ZT18  Hippo    -15.0    523.528            1222.624917   \n",
       "...         ...    ...      ...        ...                    ...   \n",
       "15544      ZT18  Hippo   15.168    232.302            1177.963667   \n",
       "15545      ZT18  Hippo   15.168    336.365             964.282667   \n",
       "15546      ZT18  Hippo   15.168    806.474            1409.442417   \n",
       "15547      ZT18  Hippo   15.168    341.514            1771.792083   \n",
       "15548      ZT18  Hippo   15.168    706.782            1433.655833   \n",
       "\n",
       "       intensity_background_mean  standard_score  \n",
       "0                     228.506869        0.246869  \n",
       "1                     244.200443        0.384848  \n",
       "2                     259.272902       -0.179727  \n",
       "3                     286.995164       -0.174787  \n",
       "4                     365.430180        0.238101  \n",
       "...                          ...             ...  \n",
       "15544                 392.577082       -0.241380  \n",
       "15545                 435.061836       -0.148641  \n",
       "15546                 664.876623        0.213250  \n",
       "15547                 522.516721       -0.272596  \n",
       "15548                 475.588180        0.348186  \n",
       "\n",
       "[15549 rows x 10 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"standard_score\"] = (df[\"intensity\"] - df[\"intensity_background_mean\"]) / (df[\"intensity\"].std())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x289961a3100>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZGppedSJJmoyxmaC3s4otdvq/wa7o+DXAmK5Z++StXbuW8847jzRNSdOUm2++mT/6oz9qP3/QQQdRKpX45S9/CcD111/Pc5/73NkajlI7NHGxNJHBinWakVJK7T5xCLs3E2CHbAhpY2aOpZTabbMWIJx00kmcdNJJnH766Zx55pkce+yxnHrqqZx11lncddddAFxyySV8/OMf55RTTqHRaPCGN7xhtoaj1A45L7DNlLdSFDBay7SakVJK7Q7vaa0e2HtBWDRcU0rNi1ldg3DOOedwzjnnTHrsyiuvbP/5qKOO4pprrpnNISi1S15k0vqXousn1Jo5fTuZZqSUUmor8fmMxQeYAMkbiPhpLWpWSs0s/dSp/Z73st2i+TAw1BrpPI1IKaUWHnH5bhcb2RFjTDFZyWUzcjyl1O7RAEHt97zIdnW7A2tIMp1ipJRS0+ZymMG7/SJoqVOl5okGCGq/N1VFlyJAcPMwGqWUWqB8NqMBAkYQzSAoNS80QFD7Pe9lu3mz1hqy3E/Zr0MppdQU8hzszF1WGBMi6fTKoiqlZpYGCGq/57yAmRwIFPNopXhuD4mmxpVS+xFxGZhg5g4YaKlTpeaLBghqv5d7j7VTLawze1zq1DfHcJsf3qtxKaXUQiIum9EMAjbAZ8nMHU8pNW0aIKj9Xp577FSVN0TI3e5nEEQ8fuhRpFnTLIJSar8gIiBuRkuSGhuAd0X5VKXUnNIAQe33nJOpAwTMHk0x8rUhJEuKO2m53v1SSu0HxD12puaMMAh4LRih1FzTAEHt9zInj61yChTX99luVjISl+NHNmBKVQzgtROoUmp/4P125aJnhml1aFZKzSUNENR+L3dTTzGye1Dq1I9vBu8xNoQggmZtpoaplFKdyztmro3yVrLN/yul5o4GCGq/53awSHl3m6VJniAjmzClrtYBInwyPlPDVEqpzuUdIrOQQRA0g6DUPNAAQe333A6mGAWBIcmmvzjOj2wCG7QX6RkbYHyujX6UUvs8Eb9duegZO7ZmEJSacxogqP2a94KItPoeTBZYS+5kl83SxHvcyEZ8bRDianFc8YzW0+JrLU9nYeRKKTX/Js6P4vJZmgkkoA0rlZpzGiCo/ZoXgZ1lxXdR6lSyJm7Tg/iRjZhybzvQaKaeobEEg8Frox+l1D4oyz1rN7WmUfocM5M9ECYYQHSKkVJzTQMEtV/bZRlTM3WzNBHBjQ3i1t8PLsdWeifV/24kGWnq8DaCRBcqK6X2Pc57xptZcY7MZ7iLcovBIFrmVKk5pwGC2q95L+w8hTB1EOGTOjK0FkpdmLiy3fPjjRwPeBPgNUBQSu2DvIckdTRTBz6HGWyS1maM9kFQah5ogKD2a7taX4CAmyKD4NMmYkzR6fMxcufJMkdgwGMwLkd0HYJSah/jRUhzTz3JwGVF85gZZ7WKkVLzQAMEtV9zXna6sM4GkOTb373yzXGMjabcZ9veCc4JgtGFykqpfY73QmANY7W0qNY2axmE6VeTU0rNDA0Q1H6tmD204wghMIYknSKD0BiHcOoAod7MsYHBGMh9UULVp9pRWSm1b/EixGFAPXH4fDYDBM0gKDXXNEBQ+zXn/E6XIASBIX1MLwTxxZQhY8Mp9xlvpMShxdiiygdBDMnYTA5bKaXmXe58EROIJ838lOWi95oxILoGQam5pgGC2q/l3mN38qUWWLt9N+U83eHahSx35F6w1mCNIc8dhFGxqFlreSul9iG581gDxjvSbIqpmCMb8OODe/cixuoiZaXmgQYIar/m8uJifkesNTgvRb+EFsnTKTsvA0UwIRP7WlLnMcZivCsW8Sml1D7COcEaQxxCrTn5/OYG/kDzf68kufWru9VN3svk8y0YRKcYKTXnpp4jodR+Ind+hxf723LOY8OiYpE0a5jS1OsPas2MMCgOGBhDs7XAWQzFQuUwnpFxK6XUfMucx1hDbIRm6vBSBAx+eD3Jz/4dE1eR+gj5Q7cTHfHsaR1z3eYaSZJjTHGDJrJwQF+oFytKzTHNIKj9Wu5lp1OMgO26KUtSwwTbBwgiQq2ZEbcCCWNBWtkHg9WFykqpfYqbmGLUuuOf5Q4/Pkjztn/DRGVKJ70Nu+IIsvt+hCT17fb3Ixtwmx/eejzvSdKcaiWkXAqJw4Bm6nFOqxgpNdc0QFD7NbeLNQiFrd2UxXska0Kw/f2sLHd4L9sV8nDOQxBBUxcqK6X2Hc5TnD+lOD8mY8Mkt34NxFN69l9iq33ET30hZCnZfT+avO/QOpo/+v9IfvIV3Ib7AUjzrVOJjGkVRbIG8aJruJSaYxogqP1alvtdVuYzZptuynmCwUxZraM5xSI9aO0bhPissbfDVUqpjlFM0TQYnxNYA7/5TySpUXrW67E9/QDY3uUEhx5L/tDt5KPFgmU/NkBy21WYuIrpXUFy+zdxW9aSpPmUReW8eNAAQak5pQGC2q9NLLLbGWshSVtrCfIUYeoFc9uuP5j0Gl7alTj0LphSal8gramX1hpwGVEUYccHCB73dILFB03aNn7yyWADRu/4Hr4+UmQZjKH07L+k/KzXY8rdJD+9iuaWTYThYy5LBIpTri5UVmouaYCg9lteirT1rmp3W2vaJfwkbUzZ/8CLUG/mREGw3XMTd9lA2ql4pZRayLzI1gIPPgcLJm/g467ttjXlHsIjnkXj4TtJfvT/IVlC+Vmvx3YvxZS7KT3r9YChetc3ibLt1yoIaLM0peaYBghqv+W97LRJ2oTAWpJWNSKS8WI9wWNkuWMiUbAta7euXzBiNEBQSu0T/DY9Jo3PMHkTA/iwMuX20RHPwlZ6iilIJ74Gu2hl+znbvZTghNdg8yZd9//3pP2M2XXHe6XUzNPKYWq/5b0wnQghsIZG6hDx+LSBKXVvt02SOcwU31+BMaQTwYWh+FbdPsmglFILihdpX7Ib7zB5UaUtMWW2zyGACUsse/FZjA7XJgUHE/LuA6gvfxpdG39TrDfYJrPrvK5BUGquzWqAcPnll/O9730PgJNOOokPfOAD2z1/7bXX0tvbC8ArX/lKXve6183mkJRq89P8wrHW4L3g0xTD1FOSGs2cMNz+8WJ6UvE6goBoR1Cl1MLnvWy9aHcZNisChJqP6M5du9zztqLFB4DUpjxeM81x5T6MOEw6jpR6iidsa3aRZl+VmlOzFiDcdttt/OQnP+Fb3/oWxhje9ra3cdNNN/HCF76wvc3dd9/NpZdeyrHHHjtbw1Bqh4ovuOlvn6dN7BSzkkSEWpJTmuIL0VpDmmxTw1vn0Sql9gF+4i6/eIz4dgaBuIs1A+MctLSLchxO2n5wtMnqjWMc3N9NGEyej1lPcsLqYgBscwTXChDsRCdlzSAoNadmbQ1Cf38/H/zgB4njmCiKeOITn8ijjz46aZu7776bK6+8kpe+9KVccMEFJEkyW8NRajvTnGHUljXqGLv9RyZzHu+2738Are9PaZXpwyB6F0wptQ/wE6WfW+c0mxaLi8NqD6E1rN00Tq2RApBmOesGamwcrJHlnlozm3ws8UWluMqi4ljNkfZzhqKhpZ47lZpbsxYgHHHEERxzzDEAPPzww3z3u9/lpJNOaj9fq9U4+uijOffcc/nWt77F6Ogon/vc52ZrOEptZ1KKfDrbN3ewQDnzO09EGIpOzCLgdYqRUmrh80KrBGlx/jNZDTEWCUtEoaVUCli3uc6moTqrN47jnKOnGlOOA4ZGm5NKPme5L4q8VXoRHhMgWFNkKzSDoNScMjLLhdkfeOAB3vGOd/Dud7+bM844Y4fb/e53v+PDH/4w119//WwOR6m2wZEGDz86Sl93qehynDWgZ/mU246MNzkwW83iZYsxj0kVbBisMVpLqZSmnrE33sg4dGUvJd8kWnIA0aIVM/5elFJqLm0ervPIhjH6Ig8DD2Lu+wEMPIi84G/a23gvNJKcciksGqm1jNUzDl3ZQ1e5uOEyMp7w6OYa3ZUIc/OnYdlhyDNeBhTBQ5CO84SnP42we/FcvkWl9muzukj5l7/8Jeeccw4f/vCHOfXUUyc99+ijj3Lbbbfxile8AijmcYfh7g1ncHB8a5pzN/T39zAwMLbb+3WKhT5+6Iz3sHm4wdhYA5/n2PHN2PogeVYGu/1agkatzpbmOKZVwm/x4ipDQ0VKff2mMYLAkKXZdvsB1Bo5W+KAapBh3DBBVp29NzVNnfD3v7cW+nvY2/H39/fs0X563ly4Ouk9bBquMzbWQGxKON6gUh/FhBXGx7bvGF/Li3VYvT0VRscapKnjkbWOlUuLekcbh+o0mxk+z+mOe2FsS/s4zgvSTNg8MErQmP/Ci530b7AndPx7fu7c38zaFKP169fzrne9i0suuWS74ACgXC7zyU9+kjVr1iAiXHXVVZMWMCs127LctysSmayOyVNMMjrltiVpMt5It6t8lDtPnvtJd8ceyxrInCuaJOT5DrdTSqmFwuW+6EIvE1OM6kg8vZsfURRQa2RkrRLQ9WbW7qDsy33brUEoGqXp9Eyl5tKsheNf+tKXSJKEiy66qP3Yq1/9am655RbOOeccnva0p3HBBRfwzne+kyzLOO6443jzm988W8NRaju5F6wBRDBZE1/qIhjfTF7um9zxzDvixgDjpkQzdVS3mUqU5rtYf0CrWVouUA6KjqNKKbXA5a7VSdkVF+4mreMrS6a1rzHF/8YaGb1Vg3NCKS5usvhyH2bT71rdmUOMMThBAwSl5tisBQjnnXce55133naPv+Y1r2n/edWqVaxatWq2hqDUTjnnsdaQNBO++csGf/bUPlbEDUzWQOKtrX5sYwjEE8VlhsebVLdplNZMc6YobDSJta1maSZCnAYISqmFr7jBYjAuA2OxWZ1smhkEgFIcMDyeUIomT+l05T4MYJMxfGVxuxKcaICg1JyatSlGSnW63BdTjDZuGeOejY7v/HoMZyPs+MDWjVxGUBtAogpRGFBr5Fs7I1OkxqNw5x8jaw2ZK2qGi2YQlFL7gNy1phj5DHyO8TkSTT9AsLbIHIzUkskJ23Jf8XxjZJutjd5cUWqOaYCg9lu5K6YY1Vu1uh8ZzLhzA5i0Bq2mP7a2GcGAsRgD1hjG6sViZC+eZuoIdpFCsMaQ5644js+Z5cJhSik163Lniwt7n2PyoofR7gQIAHFkqdXzSU3TfLsXwvDWDY3BO80gKDWXNEBQ+62JKUaNelEtY0lXwI13j9P0FlsfgjzBNrYgUaW9TzkOGB5v4rwnzYrGPWYXzdaMKRbZFWGBaTcWUkqphcq5YoqRdQ6TF+dQvxtTjACi0GItkwIEibsRE0xaqFxkEDRAUGouaYCg9kteBC9gjGlnEM44roda4rn5956gMUQwtgFsOCkCMLa4vh9vZDTTfHcaMeOcYHSxnVJqgfMiReWi1hQjkxUZ193NIABUyuHkmyzG4Mu9kwIE0emZSs05DRDUfqnoogyIUG+kxAEcsjTm+MMq3P5Qg/VjHpuMTcoeTIgiy5aRhFozb5fmmw4nAkY7giqlFjY/0UZZBMRhJzIIexAgTHn8x5Q6BYP3mnlVai5pgKD2SyJSFNj2OfUUqnHxUXj+0V1UYsN//S4n36aS0bai0NJIcprJ5LmzO3/BIoMgGBDNICilFq4iQCimSxoEkxUBwnT7IOzy+I8NEIzB6yJlpeaUBghqv+RanWSNy6hnnmqp+ChUY8sLn9LN6i05D2zc8RdSEBhyL7tcfzDBWMidAwT0TphSagHzIsX0SvGIGGxWR4K4mJI5E8cv92HzJrQWPyNGz5tKzTENENR+yfsigYBLJ2UQAJ5+cBlrYM1QtsP9q6WQ7ko07dezxpDlvpWV1y86pdTC5X1rpqR4QIomaTM0vQi2ljoNJrIIxiAieu5Uag5pgKD2S+1FdnmTeipU462pgDAwLO0O2DS685T2dLMHMNEsrei7oPW8lVILmW9N0TTiAYPJ6jM2vQi26YWwzTQj3w5IlFJzQQMEtV/yXhARbNqglkp7itGEFb0hG3cRIOyOwLYyCKbohaCUUgvVxPlzYg2CnaUMwkSAYMxEYQkt8KDUXNEAQe2XvBQlR7O0QeomTzGCIkAYrnua2Z7dsRr95fcYeeju9s/GmFYVIwuaQVBKLWBeih4IiEcmMggzGCBIWEaCeGsGwRaNKTWDoNTc0QBB7Zdy57GS00iLL5ypAgSATaO7X3GoNrCeQ2q/pbzuV+3Hiu9SQdAAQSm1sOWutYhLPIjDZI0ZnWJU9ELoa3dTNhic0wyCUnNJAwS1X/IiWDLqRY80ukqTFxSs6CsChD2ZZtT8w/8B0O8HtlbhaBED+B0vflZKqU6XO481YHyOcSkGmdEpRgCuvKidQbCABw0QlJpDGiCo/ZJzgs0zaq0A4bEZhL6KpRSaXS5U3u64WcpBjQfY6HqxRoiGV299UsCLRZz2QVBKLVzOtaYYuRyTt7ooz2QGAVrdlEdBBGNbjdJ0ipFSc0YDBLVf8l4wrkE9LzIHjw0QjDEs34OFykMP/o6yyfhx8CwSCWHw4W0OCt4YRBcpK6UWsMx5jDXg3dYAYYYzCL7cV2Qo0lrxs0czCErNIQ0Q1H7JeyHMm9QmAoTS9h+FFb0BG0fzolrHNFUH7mKz72XlE57I77MVhEOPPGaLoorR7hxTKaU6idt2ilFWBAg7nGK0h3f9fWURUFQyssa0KidpBkGpuaIBgtovOeewPqGeFmvtKtH2TQ1W9IY0M2G0Ob0vpdrgJg6UjazveTJLeyLuy1ZSSocxzdFig/YaO6OpcqXUguV80fzR+GKBMkw9xciktWKakN/9aZXbljotypzqFCOl5pIGCGq/5PIUA9RToRwZAjt1gABMex1C/aFf48TQd/gzWNIVcH++EoBouJVFMEWzHyPs0RemUkp1gtwVTR+RHJs3EAwSVrZuIIJJakjUhete0c4y7A5f6gVaAQIGB4jXAEGpuaIBgtov+SwDY6ilfsrpRQDLWwHChpFdBwguzziwfh9/sIfS29dDHBrGwiXUTaU9zajoK9SKEPROmFJqARIRcifYiTUIEyVOJ1rLi2DTcXylD7foYHx1MYY9KFEaRPi4qwgQLHhvtMCDUnNIAwS1X/JZgjFQT/x2C5QnVGJLb8VOK4Ow5aF76TIJ6QFPbz+2pCvkYTmQcPiR4o4a4BFEpxgppRYoL1LEAuIx4rFZY+sCZRFsMobr6sf3rCwaQwYxrtSHeUzJ54ntTTK+w+Ch6IUw0U3ZIJp5VWrOaICg9kvic4yx1FOhGm8/vWjCit6QjbtqliZCdeOdDPkuVjzh8PbDi7sC7klWYrMGQW0AY4rFfUCrJIdSSi0svtUjbeKi3qS1rQuUxSFRBd+9fGtGAZDqYpiiepvJ6mBDTN6Y+rXKfQStZmliDF6bTCo1ZzRAUPsdEcHnDmMt9dTTtYMpRlAECJvHcpzfQXrcO+J7/puDZD2PdD+dINh6rCVdAb+pHwBAOPQw2GJxHyJ6J0wptSB5EQSKYIDiIr+dQfAeH0Tb7SNRBcISuG2aRPocjMX1HrjDNVk+7movggajXeiVmkMaIKj9jghYn+Mx1NMdTzGCIkBwApvHp/gCyxO67r6W6uZ7+a/6sURP+ONJTy/pChiRKkl5CeHwaixFsx9NlSulFirvW+sJRPjmrxMkqeNbFYyMOAji7XcyBlddBhOLlUUwaQPXcyBS6oaoCnm63W4SlDA+LwIIY/B63lRqzmiAoPY7XgRwJM7g/PZN0ra1fEeVjBoj9Pz63wlH1nJL9Dx+xjNYuXjynbPFXQEAW8qPIxxZi5G8+HI1dsp0u1JKdTovUkwf8jkPbEgIJWNz0goKxMMUGQSgCARMsf7K5HV8dTFS7gHAdS3Duu3XKEhYAsC4BMTgdZGyUnNGAwS13xEB4x31tJg2VI0NwdjGKRfKLesJsIbJHZVdhvnpV7DJKCNPfjnf23woRx4QY83ktQxLWgHCOnsQxufEY+vJfevLNc9QSqmFxremWyapo2KKjMDP1hpGGw4QxE4dIGAD6F6GTcYBW6xTaJG4q9jvMRkCaWUjTJ4iVqsYKTWXNEBQ+x0vgvE59dY1+jIG6fm/rxFt+t1224bWsKwnYOM2pU6jzQ9gGiPUjn4pD+QrSZ1w1MrSdvtWY0MpNDyYr0CMJR55pHX3TTMISqmFyQsgMF5P6WkFCKOuzDV3jOKdFIHAjlQXIzbE9R4ENtz6uLH4rmX8YWONH95XI3etmzXbZhDQqZlKzSUNENR+R4qGBO0AYXE+CEC84e4pty8qGW29oC9tuBOpLiZf/HjuXZ8Qh4bDlm0/79YYw+KugIFGgK8uIWxswTkNEJRSC5dzHoxQa2T02CJAOOaIpTwymHHL77Pi/LYjYYl8yeOL6UaP4Us93Hxfyi331PjSj4fYUsuRoHXjJU+LZmyaQVBqzmiAoPY73gsG355i1J1vASAaWYNpjm63/YrekJGGp5l5bH0L4cha5JBj8cB9G1IOXx4TBlOXSl3SFbCl5vBRFZs1cK0Mgmg1DqXUApR7j7WG8UZKtykqDB1+8CKOPaTMjx/MeWBDfecHCMtTPlzLYM2w5/D+4pz5+R8M8eCWVilVl2A0g6DUnNIAQe13vHcgUEuKL59yOoSPKgDEm+7ZbvsV2yxUjjfciRgLBz+D9cM5Y03PUQdMUbWjZXFXwHDN4cMKJm/gnSDGaICglFqQXO6xxkzKIPiowkue3kN/t+G6H69mcKS528d9cF1xc+bPDg85+3lLWNYT8J3fFmlek6cYa3AiiDaZVGpOaICg9jviPYhQTz2BgaixhbzvceS9BxNv/O12i5VX9BUBwj3r6sQbf0u29IlQ6ube9QnWwBEHbL/+YMKSrgAnkJgyJqsXvYOMLWqI76B7qFJKdarcFZ2Ux5tFgCA2giAmDuC1x1ewxvAfNz9AI9m9myAPrB2hqxyycmmFxRXhLX+6mIP6W+VTXQIGfOvcrZSafbMaIFx++eWceuqpnHrqqVx88cXbPX/PPfdw5plnsmrVKj7ykY+Q53pXVc0+cUWDn3rq6S15bHMEX11KuuLJBI0tBOMbJ23fVwn4o8eXaay9D5s1SA94OgD3bkg4ZEm00zKpE5WMxqWMzRNwE4GBAdF0uVJqYcm9FBmEpmNRmLR7ICCeJd0xf/H8JzI0nnLN/z6Im2bHeO+FB9eNcPhBfcUUJO8IraF/cVdx6CzBGNNqNKkZBKXmwqwFCLfddhs/+clP+Na3vsX111/Pb3/7W2666aZJ27z//e/n/PPP5/vf/z4iwtVXXz1bw1GqTbzDtJqkHRSPYRBcdSlZ/5MQExRZhMc49ek9PL/7Qbb4Lv4gB7F5LGPTqOPIKaoXbWtxtQgQRl2xnXXN1hoIgWl+eSqlVKfInW8HCH22ubWLsjgkiDh0RQ+nnXgof1g/xo23r5nWMdcOjNNMHYcf3AdhjGkFAXEckovFpQkWkIkmbUqpWTdrAUJ/fz8f/OAHieOYKIp44hOfyKOPPtp+ft26dTSbTY455hgAXv7yl3PDDTfM1nCUanPOgRHqiXBQNFI8Vl2KhGWypU8kGrh3u3rcUTLCITzKr/2R/PvtI/zkvjEAjlq54/UHAH1VS2BgKCu2s3lj69QivROmlFpgcucxFsabjm7bRNpdlH27B8IxRyzjxKeu4Bf3DvDtH/+BX9yziQfXjTA40phyauUDa0cwBp54YC9s0w+hEgc0JcJPZBDE63lTqTkyrQBhYGCAt7/97axatYrNmzfz1re+lU2bNu10nyOOOKJ98f/www/z3e9+l5NOOqn9/KZNm+jv72//3N/fz8aNGx97GKVmnHceY4oMwgo7imDw1cUApCuegs0ahEMPT9on3nAnguHxxxyHc/DDe8ZY3hOwpCuc4hW2ssawqBq0O43arIEXEMx2QYhSSnU654opRuOJ0GUa+IkMgp/cRfnPjjuYY45Yxu8eGeJ7P1/NVTc9wD9++XauuumB7YKE368d4ZDl3ZRLIRJsPadWIkNTIiSbWINgNIOg1BzZ+dVNyz/8wz/wghe8gH/7t3+jr6+Po446ivPOO48vfvGLu9z3gQce4B3veAfnnnsuj3/849uPT3UXwZipS0XuyNKl29dSnq7+/p493rcTLPTxw/y9h7QxSt5VopFlLO8egdJievtaY+k6Gnng+3RtuRd5/FPB5bDpfszGu2HFETz+0JW8KWrwxVs2cdwTuuntqezy9fr7IgaaRWm/aujo7atQ9lBa0kVQnb9/R/0dmn/zMX49by5s8/kevBd6N9fprYTUUk+pmmCr3UQ9FWg6WNwH1a729m889SmICKP1lM1DDe59ZAv/84s1/G71CM95xkEADI8lbBxqcNpzDmPxoi5IDWRlqFRYmliaEtErGV29VWjmLF1SJajs+e/wTFjov0c6fjUd0woQ1q1bxytf+Uq+/vWvE0UR73//+3npS1+6y/1++ctfcs455/DhD3+YU089ddJzK1asYPPmze2fBwYGWL58+WMPsVODg+Pttu+7o7+/h4GBsd3er1Ms9PHD/L6HLQMjjNea1BNPr9tC3r2E2lij/Xxl2ZHE6+8k+9V/Eg3ch82b+LiH2oF/ghtrsLIHzj/jIHApo9vstyO9JcODAyH0QDo+wtBQnYo0CMIRbHU23+mO6e/Q/Nvb8e/pl6SeNxeu+X4PufOMjNapjwvGOwI8DR+SjDUwSQMXJkham3LfJd0RL3nWYTy0boTv/PghDl5Wpa8r5lf3DwBw8NIqQ8M1cClhrYnkIT7LaUhMd9pkfLyBayQMbh7DlOcvizDf/wZ7S8evAcZ0TWuKkTGmKC/WMj4+Punnqaxfv553vetdXHLJJdsFBwAHHXQQpVKJX/7ylwBcf/31PPe5z92dsSu1R/I8p+ksBk+PG8F1LZ30fLriKRhxxBvuJl/8eMaf+gpGTzgL13NAe5tFXSF2mhmvxV3B1jUIWTEH1xht+qOUWliKwNIwXkuomhQAaTU+MwA22On+xhhOPfFQBPjuTx9BRHhgzQh9XTH9i1oN1EzAxKm1HBUZBDvRKE289kFQao5MK4Pwohe9iL/9279lbGyM//iP/+Cb3/wmp5xyyk73+dKXvkSSJFx00UXtx1796ldzyy23cM455/C0pz2NSy65hPPOO49arcaTn/xk3vCGN+zdu1FqGrzLqGeGZXYMi8dVlkx63vUcwNixr8dXFrW//PbGkq4Aj8XZEkHewHmB0ILP9vrYSik1V7wIBqg1M6o2AUCiokKbAGJ2HiAALO4p8bxjD+SmX6zlzgcHeWj9KM944tKtU4xtgGBBhHJkaEpM4EZwphWgaICg1JyYVoBw9tlnc/311+O957bbbuNVr3oVf/EXf7HTfc477zzOO++87R5/zWte0/7zUUcdxTXXXLObQ1Zq7/jc0chgRVBUMPLVpdtts222YG9N9EJIbRnrWgGCsaB9P5RSC4j3ggjUGhmVPcggTDjh6BX89g9b+M5tj+C9FOVNtxVEII7AhmQmIpSUzABicLnTDq9KzYFpBQgf+MAHuPjiizn99NNneThKzQGf08hNO0BwUwQIM2lxK0CoU6Y7a+CcgDHgNUBQSi0crrV2pdbItptiJMbANDIIANYaXvqsx3Pld+4hsIbDVk6eE+6DEiZvgA3JTUwkKQ0RsEWjS6XU7JtWgHDvvfe2500rtdD5PKOeCQcEI+RRN4Q772Wwt6LA0FO21KREb14nFSm+SJ0GCEqphWNibfv4YwME8cU5bTeuEVYsqfLiEx5HI8mJwscEFmGMyWoI4GyMRVo3VCwiet5Uai5MK0Do7+/n1FNP5RnPeAZdXVtLmE01hUipTuddTiMzHBmM4LtmN3swobtkGfdlbD6Icx6sRTSDoJRaQJzzGFNkEJZFrTUIYQl80UV5dx1/1A4qF27TLM2HJRAwLkWMwee6BkGpuTCtAOHYY4/l2GOPne2xKDUnxDlqSZFBkK5D5+Q1y5EpAoSsUVQAMxZxyZy8tlJKzYQsn+iinPPEsCiyIGEJXFb8d4Zs2yyNoAQ5mDwBKeG1uINSc2JaAcJf//VfU6vV+O1vf0ue5zz96U+nu3t+G5UotSe89yAem44Tm5z6LK8/mFCOLKP1GBN4fJZijEW806l7SqkFI3ceawy1Zk53kCJBCYzFiEfstC4npseGGFqVkcK4CBBcAraMOM0gKDUXpvWJvvPOO/mrv/orli1bhnOOjRs38vnPf57jjjtutsen1IzyrbR1Jd0CzP4C5QnlyDDiyhDQaiS0rCj7MTF3VymlOlzmPNYaxhNHd1daTP+B4jwWzNxaLrEBE63QbBRDE0yeQmx0aqZSc2RaAcInPvEJLrnkEp75zGcC8NOf/pSLLrqIq6++elYHp9RME+9BhO5sCCz4atEDwXkhyx1xGGDt3t/Rz52nkTh6qsW83HJkGM5LEANpHWiVBRQPaICglOp8zvlWHwRPtSdFolafGJGZzSC0mqUJYFqv4bMEHxutYqTUHJlWOeHx8fF2cABw4okn0mg0Zm1QSs0WcQ6Moc8P0aCMRFUAktRRjkKy3FNr5tQbebuk355IUk9gDdI6RDmyDGfF3TabNfBSdCTVpj9KqYUic0KWe3IPZdI96oEwLds0Swvj4ryZJc2im7IGCErNiWkFCNZa1q1b1/557dq1BIHe9VQLj2/NX13CCGPh4vbjItDXVeLxB/Ry6PJulvaVaSZ79kWUZo5KKSQKg1YgUGQQatIKEPIGIlLcHvMaICilFoY89zSSYopPibS9MFkwyEwGCNBulhaWitfwaQLW4DRAUGpOTCsn+K53vYtXvepVnHjiiQDceuutfPSjH53VgSk1G7x35JljuR1mIDqciVmzxoANDMYY4igkDC2Do01Edqu0NyKQ5cIBS8qMjDVoZJ7ABlRaVYygCBC8l+K4mkFQSi0AXgQRodYKEGKf4FsZBGDG11JNNEuLWgGCSxOMMXjtH6PUnJhWgPCCF7yAJzzhCfzsZz9DRDj77LN54hOfONtjU2rGiXekSZMum7K2vGTSc8E2gYA1lkockjtPFE4r0QZAkuV0VyNKZJTzccZdGaKAcmRJCPEmIMhaGQSE9hwkpZTqYN4LGKjViwZpgU9w7SlGMrNTjKDdLK0cR6QSIHmCsRYvGSIeY6Z/XlZK7b5pfcLuvfdeLrroIl772tdy/PHH8973vpeHHnpotsem1Izz3uPrwwC48tYpRkgxlW5bXZWQfDea8oiAc7C0p4y4jLBnMZIVvQ7KkQEMeVAuMggysY9mEJRSnW9iTdZ4PSUix4prdVEWxFiY4Qt2CWLwjkpsaEhcBAi0+qfpjRWlZt20PtF///d/z1/8xV8AcOSRR/Lud79bpxiphcnluLS4aLflyb08Hlu9qByHu/U91Ewci3tKRNZjohLhogOwrZJ85aj4qKW20lqk3NpJAwSl1ALgfbFuqtbIqJoiiyBhCcQV6wVmWisjUY4sTYkweYI1pljXpedNpWbdtAKERqPBC1/4wvbPL3jBCxgfH5+1QSk1W7xzkLdS5KUiPV60IjDYxyw2iKOgKDQ0jSCh+L4SFnWXkLSJ6V1O1NWNBAF418ogQGLL7UXKBovofFql1AIwUXCh1sxYWpoIEMogHrGzESAUzdLKkaEpEdalYMAJmkFQag5MK0AwxnDfffe1f37wwQe3m46h1EIgLgNXZBCiclHi1IsQTvH7bI2hUirWIexKM3Us6ikRmGJVs630EoUhvroUskY7QGhS2VrFyJhWvlwppTqb88U5q9bIWBxvDRCM90g48wHCRLO0wBpSYqxLMca0etloBkGp2TatRcr/7//9P17/+tfzpCc9CYCHHnqISy65ZFYHptRscC7H5glODHGpqGHkRYjIkazZbsozobsSsXm4sdOFyiLFMXqqMaR1bO9yTCs9HnUvwm8eII4NBmhQwuaN4ss2sKAZBKXUAjAxxWi8mfO4MANAotYUo9nIIGzTLC0zEaEfQ0wrUNEMglKzbloBwsknn8wNN9zAr371K4Ig4BnPeAZLly6d7bEpNeN8nmJdQl1KlFrrArwXYpsVU48eEyCU44Bd9UtLM0d3JSIKLGQe27V18XOlWqUeVCm5rNULoYx1KWmeQxxoBkEptSDkucdYGG/k9PWkkLF1kfIsrUGYaJaWmxKhDJKjaxCUmivTXoOwZs0aXvjCF7JmzRouueQSHn300dkem1IzzueO0Cc0JCZoLUr2IoRBAGHcrjo0IQpbd7F2EiTkTljUU4KsgelajAnj9nPlOCQtLca6lHJkGPetpj/NelH1QwMEpdQCkDmPAWqJoyfYZooRzHgPhLZWszRnI2KKNQheMwhKzYlpBQgf+tCHuPnmm7nrrrv46le/yoEHHsj5558/22NTasZJnhP6lCalrY95CAOL7VmG5JMDBGsM1dKOy53mTojDgHIUgMuwPcsmPR9HAS6sIsZSjgxjrWZpktbAGMTrFCOlVOfLnZB7T+6ELru1ipFgZr4HQosPSuAdLigRS1b0W5Ci4aVSanZNK0BYs2YN73vf+7jllls444wzePe7383w8PAsD02pmeddTiQJiSlNetwGBtO1CKxFHvPl01WJyHYQICSpY3FvDFkTSl2YuDrp+SiwYAN8uY9yCCOueF1p1loZBA0QlFKdL3eeRrM4X1VtVvQpMBYQZLYyCGGMEY8EcdF5vlXJyE+jcIRSau9MK0DIsmJB0k9+8hOe+cxn4pyjXq/P6sCUmmkigjhHLAnZtgGCOEwQY2yI7emHbPLvdjkOEMN2xIM1UI2KTECw5ODttgnDYkepLKISCsNZa/pRVm9lEPROmFKq82W5p54U56uySYv1B1BMMZqlDMJEszTC4nxtXAoYRPS8qdRsm1aAcNxxx/GSl7yEZrPJcccdx5ve9Cae9axnzfbYlJpZ4nEilCUhtVsDBCOOoFQBwHYtAj/57lQUBliz/bq4ZuZY1BUTZHWCpYdsVwEJILCWMDDkNqISGYayVgYhbWCMLWqI63xapVSHc87TSFqNH0nx7S7KZsa7KLdNBB5Ra+1W2ix6IeQaICg126b1qT7//PO54IIL+PrXv461lre+9a185CMfAeD222+f1QEqNWO8w3tPiRRnt17MG5cTlIsAwYQlTLkHyZrt560xVMshmdv6pSQieC902wSz6ABstW+HL1uJQ3JvKEWWoayo9mHSiSzFFJGHUkp1EBHBeaHWLGYTRJK0uih7sGHR02U2tJql2VaAkDabGAxey0OrOfaWt7yFLVu2cNZZZ/H73/9+3sZx1113cc455+xyu8svv5z/+Z//2avXmlaAEAQBxx9/PD09PQA873nPazdK+/jHP75XA1BqzoggWYIx4Fop6+LmvSeIK+3NTG8/0uq2PKGrHNFMPfVGTr2RF6X+woxSbx+2d/lOX7ZcCnDOU44Dms7iwzKmNY3JCBogKKU6mhdBgFojxwCBT5BooovytKql75F2s7S4OF/naYI3Vhcpqzl36623AnDllVdy+OGHz9s4nva0p/GZz3xml9v9/Oc/J8/3LpDe60+2To9QC4Z4yIvMgA9a1YRaJU7tNp1ATamrqMHtc0zry69aili5tEoUWILAsLQvZnTYY5c8rpgqtBOVOMS5ouQpgAsr2KyBF8EYremtlOpsE7Mua42MakzRbDJsBQjB1umaSepIMkcUWspxgNnbzEKrWVo7QEiSov7cXl74KLU7PvShDwHwxje+kd///vdcffXV1Ot1Lr30UpYvX84DDzxApVLh3e9+N1/72tf4wx/+wIte9CI+/OEPA3DLLbdwxRVXkGUZ5XKZc889l2OPPZbPfvazPPDAA2zevJnBwUGOOuooLrzwQrq7u3nggQe44IILGB4exhjDW97yFk4//XR+/vOf87GPfYz/+q//4oMf/CDd3d3cd999bNiwgSc84QlceumlXH/99dx9991cfPHFBEHAC1/4wj1633s9cXCvTwBKzRXx+KQoYyqt9QJFDwSKetstxlhsbz+SNtqPhYGlr6tEtRxRikJM3iRY+jjMNBoERaFFgFKpCBDyoILNG1uDa68BglKqc/lWt8jxRkZ3yWDyYoqREYEgJMs9o+MpgTUcuqKH7krEeCNnrJaRpHtxt7/VLC2OW13v0yaCxTvNIKi5MzFT5itf+QorV65sP37XXXfxzne+kxtuuIGlS5fyxS9+kS984Qtcd911fP3rX2fjxo08/PDDXHbZZXzxi1/k+uuv52Mf+xjvfve724V+fvOb3/CZz3yG733ve4RhyL/8y7+Q5znvfOc7+cu//Eu+853vcOWVV3LppZfyf//3f9uN7e677+ZLX/oS3/3ud9m0aRM33HADr3vd63jqU5/KBz7wgT0ODmAGMghKLRTe5fiJtQUTAYLzBNZCMPmjYLsW48cGEJdtFwRI2iDoW4KJuqf1umFgMQbKcXGcLChTyUaLqkqgGQSlVEdzXoomac2MvshhfI6EZcR7xpoeG3sOPaCH3q4YYwx93SVWLvXUmzkDww1GaxndleldboyMp3RVQsKgdf8yiIhKrQAhT8EYXaSsOsLBBx/Mk5/8ZAAOOeQQenp6iOOYJUuW0NXVxcjICL/4xS/YtGkTb3rTm9r7GWNYvXo1AC9+8YtZtqzon/SKV7yCf/qnf+LMM88kSRJe9KIXAbBixQpe9KIX8eMf/5gTTjhh0hj+9E//tB1AP+lJT2JkZGTG3p8GCGq/4Z3HZcXaAhu3AgSfE1RK200TMkFEsPhg3MAfoNLXzpSJCLiMeNmBmNHpfUmFYXHscqkIEBJToSvfgPdFCk+k6FCqlFKdaOsahIzH9WaQFF2UncupdlU49HGLsXbyWSwMLL1dMd3ViM3DDdZvqdOT7fyc2UhyKqWQWiOntyvCGIPYiFJcTCmSLIHA7PXcaqVmwsSF+YQw3P6S2nvPiSeeyKc//en2Y+vXr2f58uXcdNNNBEEwaVtrLX6KWQUiMuXvfbm8TcEVY2Z02v9eTzHSNQhqofDOtasT2daiZHGOqFSdcntb7cN2L4W0tvXBtIbpWYrdwT5THscYSlFA2FqDkJgSNm/ixYOgU4yUUh3NewERxps5i8KJLsplvBfK5Wi74GBb1hiWL65y+EF9ZM5Ta+z44j7NPQf3d7O0r9TeTmxIJYKmRJg8wWIRrWKk5lgQBHsUmD7zmc/k1ltv5cEHHwTghz/8IX/+539O0prufPPNNzM2Nob3nquvvpqTTz6Zww47jCiKuPHGGwHYuHEj3//+93ervcCejndbe51BeGy6Q6lO5V3Wrk4Utsqa4hxhuWuH+9hFB5A3R8FlYCwiQtDTv9uvXYkDwrC4U1CnghGPz5JWCkEDBKVU58qdJ3Oe3Am9YVHqVMISzgulUryLvQtd5YiDVi7il7WknSnYVjPJ6a3GVMshcdTFWC0jzRzlICQwrQDBpVhrcRogqDn2whe+kNe+9rXUarVdb7yNI444ggsuuID3vve9RVGUMOSKK66gWi1uMi5btoyzzjqLoaEh/viP/5izzz6bKIr43Oc+xz/+4z/y2c9+Fucc73rXu3jmM5/Jz3/+82m97sknn8wnPvEJsizjjDPO2O33C7sIECZWbu/Ixz/+8V1uMz4+zqtf/Wo+//nPc/DBkzvNXn755Vx77bX09vYC8MpXvpLXve510xm3UrtNXI7JExIJiaPiV9+Ix5a2b3A2wQQRdvHB+IE/gDHYRSsx4fS+ELdVKYWErUpJNWlV/WjWMF1diC64U0p1sNx7ktb0oO5gawYBIIqmf58xCi0HL+/mgTXDOOcJgq2TGJLcc8iK4sZNGFgOOaCHB9eOUDIBiCclxrpE1yCoefHP//zP2z32X//1X+0//93f/d2k57a9kD/llFM45ZRTpjzukUceud2+AEcddRT/9m//tt3jJ5xwQvt1L7rooknPbfvzG9/4Rt74xjdO+ZrTtdNP9hFHHAHAr371Kx599FH+/M//nCAI+O53v8vjHve4XR78N7/5Deeddx4PP/zwlM/ffffdXHrppRx77LG7P3KldpPkOcal1H1MKWqlxI0hCHdeiSio9kH3UnxzrJhytAfiOCCwFmugJq31D0kdurvB690wpVTnynNPs1WNqMu2AoSoDBm7PH8+VikKOHh5Nw9vGKOvtc6gmeT0VmKq5a3H6ipHLF9cYcvGUXpFSE1M4FNsYHGZK9ZuzVYHZ6XUzgOEt7zlLQDcdNNNXHXVVVQqRXT/yle+kje84Q27PPjVV1/NRz/6UT7wgQ9M+fzdd9/NlVdeyZo1a/jjP/5jzj33XEql0pTbKrW3vM8JXEJdSpTDiS8WIYh2/TtnF6/E5sswNtjltlOJAosJQsohjLqJAKEGxmqAoJTqaJnzNJMiQKhOBAhhCdKUcDcyCBMWdZdY1psyPJ7SXY1Isq3Zg20tX1xlZEuIT4TcRJQlwWLIWmsitLqDWsje/e53z/cQdmpa4ffg4OCk1drGGIaGhna534UXXsjxxx8/5XO1Wo2jjz6ac889l29961uMjo7yuc99bprDVmoPuJzAJ9SllUFoLbAPol3fATM2xMTbf4FNVxRaMJZyZBh1rc9SUgNjQLuCKqU6mHPQTIsbGWWKAMEHZTC011btrgOWdhFYw1g9pacaTcoeTLDWUCnHOC/kNiaUDFqnTNHiDkrNqmmF/ieeeCJve9vbOO200xARvv3tb/P85z9/r164q6uLK6+8sv3zW97yFj784Q/znve8Z9rHWLp0enXop9Lf37PH+3aChT5+mIf3sDliRFIa0s0TF1XxWUYY9HLAAX17dLjdGb/3wqPDTbrKIeNS3PaKTcaixd2YIKA8D/+e+js0/+Zj/HreXNjm4z1sHEsxrXKM3ZFHwpjurgrlMGfFAYt361jbjr+nt8J9q4c48pDFdFenXtvVaDYYGY8ZDsuUXEpXb4Wab7JkcYWovOc3bfbGQv890vGr6ZhWgHD++edz1VVXcdNNN2GM4ZRTTuHVr371Xr3wo48+ym233cYrXvEKgPbq7t0xODje7vC4O/r7exgYGNvt/TrFQh8/zM97GBkaI/RNErOU0bEGPm3ibGWPxrEn4x8baxJZGG6C2IDm2AjDIw0QIYzn9u9Cf4fm396Of0+/JPW8uXDN13vYPDjO4HAda0DSOhKUGB6pUbJ+t8Yz1fj7u2MatYRGLZlyn9p4Sm08IbcRJTJGxxo0awmbNo0RV+Z+euZC/z3S8WuAMV3TuiJ/61vfyle+8pW9XhG9rXK5zCc/+UlOOOEEDj74YK666qq9agmt1M6IeJxzxJKQmWLNgc9zwt65uwMVWEMptoyNOnx3FdJ6UTrVpXM2BqWU2h0igvdSlCaNDNalRZM0nxOW937N4GPLnT5WGAV4DxKUiE3OaKu2u9fqb0rNqmkFCGNjY9Tr9Xbd1r1x1llncc455/C0pz2NCy64gHe+851kWcZxxx3Hm9/85r0+vlJTEo/kOTGO1JZaD7mt/RDmQBQYSlFIM0uRqIJJ6601CLpIWSnVmZwXQKgnOdXYYPImPiwjuadU3v2Sz7srCEIwtMtLJ82EACkaTSq1j7njjjv42Mc+Numx+++/n4MOOoiuri5GRkao1+usXLkSgIsvvpgjjzwSgGuuuYY77rijXe40TVM+9KEPcf/992Ot5dxzz92tZmvTChAqlQonn3wyRx555KQg4fOf//y0XuSWW25p/3nbdQerVq1i1apV0x2rUnvOe3xadFF2QSuDIEIYz/4X3IQwtJSigGYm+KiMyZsYYxFES/YppTpSMR3NUG/mdMVg8gRfWQJ4gj3oCbO7gjAoetC0qs2lzSaVKMBpBkHtg44//ni+/e1vt3/+13/9V66//nq+8Y1vUCqVuO6667j99tsn9TxIkoTPfvazXHXVVZOuqb/97W/jvec73/kO9913H2eddRY/+tGPpj2WaQUIE+sElFqwRBA3ESAUZUbFQzyHZXWjwBLHIZkvKoCEzYl5lKYYjAYISqkO41rrVerNnOVlg8kTJCxhRKZVAW5vWWsQE2CjIhjJkwSiqlYxUvu8O+64gyuuuIJvfvObO20B8Itf/ALvPe9///u58847249772k0GjjnaDQalMs7bgo7lWkFCI9t0ywiPPLII7v1QkrNK/FIK4Pgw3Krhrbd7SY/eyMILHFcVALJbZkoLxblGQG8n2bRYaWUmjvSKgddT3KqvQbTaBZN0sTPSQY2sAZsQBAXF0hZ0oSeKt5pgKBm3i13rOam21fPyrFf+CeH8PzjD5nWtoODg7z3ve/lwgsv5JBDdr7Pc57zHJ7znOdw3XXXTXr8jDPO4Fvf+hZ/+qd/yujoKJdeeulujXdaAcJ//Md/cPHFF9NoNNqPLVmyhFtvvXW3XkypeeMdZEWAIGEZxCFhTBDsWQ3vPREFlrhVMzy1JbpcE+c91ki7J4NSSnUS5wWRYpFyT2QwtRwJyhgDYTQXAYLFm5AwLm7muCzBGEPudO2W2jd573nf+97Hqaeeygte8II9Ps7ll1/OMcccw7//+7/z8MMP86Y3vYmnPOUpHHTQQdPaf1oBwhe/+EW+/OUvc8UVV/A3f/M3/OAHP2DDhg17PGil5pqIx7cCBKIyeIcEJYJg7lpxBoGl1Oo6mpgSRjyStUr76YI7pVQH8l5oJg4R6A2LimsuKBGHFvaws/zusNZgbEDUCkZ8mmAMuCyb9ddW+5/nHz/9u/yz5fLLLyfLMt73vvft1XFuvvlmLrvsMowxHHbYYTzjGc/gzjvvnHaAMK1JDYsWLeIZz3gGRx99NIODg7zzne/krrvu2quBKzWnZOsiZRtXMD7HhaUifT1HAmuIW3fBElpfdkkdmViDoJRSHSZzvt1FuR0g2JgwCOassIKNY6LWzRXJEoyxuFwXKat9z6233so3v/lNLrvsst3uDfZYRx11FP/zP/8DwJYtW7j77rs5+uijp73/tF49DENGRkY49NBDufPOO3n2s59NrVbbsxErNQ/EO1yS4MUQxCVEPGLjOQ0QrDGUSkVg0JBWqdW0AXFcVDGas5EopdT0OCckWXEx3m2Lu/YuKFGOzJwVVoiiCILW5YpLMdaSawZB7YO+8IUv4JzjrLPOmvT4q1/9al7zmtfs1rE+9KEPcf7553PqqadireW9730vj3/846e9/7QChFe+8pW84x3v4POf/zynn346N910E094whN2a6BKzSuX4/OEhkSUY4uIJwwDjJnDAMFCubVIueYn0uUNkN5ikbJSSnWYfJsMQpedyCCUiIJgTqYYQbHWISfASVFFyViL1zUIah/01a9+dafPv/zlL+flL3/5tJ5btmwZV1xxxR6PZdplTl/ykpdQrVb5xje+wV133cVznvOcPX5RpeacyyFLqEuJcmgQ8e2U9VwpOim3AgTXSpenzSJI0SlGSqkOlOWeZlpkECq2WDPlw3KxfsvOTQYhCEMSiqmZ1qUYY8l1ipFSs2qnV0jXX3/9Dp+74YYbOP3002d4OErNDvE51iWMSYlSZPG+lbaeQ9YaQmuwBsZbGQRJG2AMok1/lFIdKPeeRlKcn0oU03pkYv2WmZsMQhSFiEBmIgJfVDHSRmlKza6dBgg33HADAAMDAzz00EM885nPJAxDfv7zn3P00UdrgKAWDJ9nWJfQ8DGl0OAFotIcBwjGYKyhHFtGs+K1JWsAFrymy5VSnSfLPY00JwoMkS+mGHkTEQbhnE3RjKIQ8UJmYkKXYgILWY6IzOk0UaX2JzsNED7/+c8D8Pa3v53LLrus3azh0Ucf5fzzz5/90Sk1Q8TlhD6hLl30RwbJPPEcZxCMMQTWUI4CahmICZCkDsZogKCU6kjOFT0QqrEBlyJBRBBazByeP20QAIbcxESSAga8x3khnMNS1UrtT6Y1gXD9+vWTOrkdeOCB2gdBLShbA4RSkUEwAcFelhDbE2FgKceWRg4+LBUZBGOLRm5KKdVBfKtJWj1xVGODdQk+KBMHBhPM3fnTthpauiAmIituquDaXZ6VUjNvWgFCf38/n/nMZ1izZg1r1qzhkksu4XGPe9xsj02pGePzjEhS6hITWwc2nNMSpxPCwBJHAUne6uicNjWDoJTqSM4XF+D1Zk5XXFQQ8mGJODRg5y6DEAQRGMEHJcqk5A6MSHt8SqmZN60A4aKLLuL+++/nZS97Gaeffjrr1q3jn/7pn2Z7bErNCPEenyVYhMyUMAjeBMxDfEAUGEpRQCMTJKy0Mwi6SFkp1Wm8CBhDvZlRjSgChKAVIMxhBjYIiylGBDFlk1HPBLzgnAYISs2WaX3Cly9fzuWXXz7bY1FqdohDsqI8X2ZLIAJBjJ2nDEIpCmjmgg9LBOmYVjFSSnUkP5FBSHKqsS0ChFIfsQHsHAYI1iDGYqJSESAkntiC9w6Y27VkSs2mO+64g4997GOTHrv//vs56KCD6OrqYmRkhHq9zsqVKwG4+OKLOeigg/joRz/Kgw8+CMCFF17IU57ylL0ey7Q+4bfffjuf/exnGRkZmTTn7zvf+c5eD0CpWSce0gYAeVDGiEfmaYpRFFriOKSZAVEFUxtorUHQKUZKqc7ivJA7T5p5uqIA02wi1eUEVjDBHC5StgYTRJgwJjSeZpJBWRCn/WPUvuX444/n29/+dvvnf/3Xf+X666/nG9/4BqVSieuuu47bb7+diy66qL3NRz7yEVauXMmnPvUpfvSjH/H3f//3fPOb39zrsUwrQLjgggs488wzefKTn6wlxdTC4z1kzeKPQRlaAcK8ZBBCSykKyX2rG2leNEoTEUQ8xsxN4yGllNoV56XdJK0ag8mbRZM0Y+asi/KEIIqRqARA2mxAJdBeCGrGjd35v4z95pZZOXbPM55Pz9OfN+3t77jjDq644gq++c1vUiqVptxGRLjxxhu5+eabAXjuc5/bzi7srWkFCFEU8eY3v3lGXlCpOScenzexFB1AQSAIsfMQ7FpjiKMiCMhsTNVneJdjWuNEAwSlVIfIckczKbKb3WGO8Tk+rGADO+c3M2wYEbRKq+ZJE0u3BghqnzU4OMh73/teLrzwwklVRKfaLo5j/u3f/o0bb7yR3t5ePvzhD8/IGKYVIBxxxBHcd999HHnkkTPyokrNJfEOWmsQJCwhHuwcNvnZlrWGclzceUvNRDflelG1z/tplg1QSqnZlzvfziAsskUWlnJ3cb6a4wxCFEXt3gt50gTbQ5bp1Ew1s3qe/rzduss/G7z3vO997+PUU0/lBS94wU63dc6xefNm+vr6uP7667n11lt517ve1c4o7I1pBQhr1qzhzDPP5MADD5yU5tA1CGpBEI+0phiZuIIXmZceCFAstivFxWs3pQgQfNLElsvF4mmllOoQWeZpti7Cu02xjsuWuoqMp53buxlBHJOHxfWHZE2sEZyuQVD7oMsvv5wsy3jf+963y20XL15MGIacdtppADz72c+mXq8zODjI0qVL92oc07pKes973rNXL6LUfBLv8EkDJwFhFCHiCaP5CRCsLcqcAjSkuBvmkzpSLtZGKKVUp8jc1jUIFYqbLLbcXTw5x1OMwjiiYYrztmQJxhhynWKk9jG33nor3/zmN7n22msJp3EjM45jnvWsZ/Hf//3fvPa1r+XXv/41lUqFxYsX7/VYpnWV9Cd/8icMDw/TaDQQEZxzrF69eq9fXKk54XJ8ltCQmHJkEIEwmNv0+ARrDKXWGoS6b00xyhogRrspK6U6SrrNGoSytDIIlZ4i2WnmeIpRGOJtawZD1sRiyTRAUPuYL3zhCzjnOOussyY9/upXv5rXvOY1U+5z4YUX8nd/93d8/etfJwxDLrvsMuwMZPimFSD88z//M1/84hcBCIKALMs4/PDDdYqRWhhcjk+bNHyJUmTwIoTR/NTODrbJINQmphi1SrCKeLRGmFKqU+S5p5E4KrElcEUGIap0gXGYOZ5iZMMI3yqtal0CVshzDRDUvuWrX/3qTp9/+ctfzstf/vJJjy1fvpzPf/7zMz6WaX3Cv/3tb/ODH/yAVatWceONN3LRRRdx+OGHz/hglJoVPkfyhJrElAODF0M0j1OMyq01CON5625Y2gBEpxgppTqG94KwTZO0rIEPygTWYsK5v8FirYUgJCcgcAkGg9cMglKzZloBwpIlS1i+fDlPeMITuPfee3nZy17GI488MttjU2pm+ByTJdSlRCkEbEQYzl+5oFJsCaxh1LXm06aNoheC1wBBKdUZXOt8VAQIBpM1cFEVY2TOpxcBBEEIWDJTIvIJxhrE5Xgt7qDUrJjWVVIYhqxevZonPOEJ3HHHHeR5zujo6GyPTakZIS7HutYahFBwxs5Lk7QJcRRQiizN3OKDEj5rgDHaTVkp1TGcLy68G82crthg8wY+qmIRTDD3GdggCkA8uY2JSHGeoseN1wBBqdkwrQDhHe94B+effz7Pe97zuOmmm3je857HM5/5zNkem1IzQvKcwDep+4kMwvw0SZsQWks5Dmjmgg/LSNoErAYISqmOMREgFBkEMGkdH1YIjEAwD1OMggBM0YG+alKaORg0QFBqtkzrNsCTn/xkvvKVrwBw/fXX88gjj8zICmmlZpuI4LKEUHLqElMJBLERwTxmEKLQUopCGplDKiVMOpFB0Pm0SqnO4LzgvafWzKlGEbZRx/W1eiDMR4BgA6wx+LBExdSo51CJfTuQUUrNrJ1e5Q8PDzM8PMxZZ53FyMgIw8PDJEnCsmXL+Ou//uu5GqNSe058u0pQXWJKYXH3az6nGAWBoVwKaGSChGVM1ihqijvNICilOkOeezJX3KHvCXOMS5G4isXPS4BgjCEIIyQoUTEptdSA94iuQVBqVuw0g/C+972PW2+9FYATTjgBaH1Ig2CX7Z+V6gji8WlRnq9YpCxkJpjXDEIYWCpxyNAw+LBEUB/TDIJSqqNkzpNkxTlpUVDcZCHuQkSwdp76yIQRLoypmJRGJiBOMwhKzZKdZhC+9KUvce+993LGGWdw0003ce+99/LpT3+as88+m4997GO7PPj4+DinnXYaa9eu3e65e+65hzPPPJNVq1bxkY98hDzXu6dqFniPZEWAkJoSAQYxwbxmEKLAUi6F1FKBoITJmmAsogGCUqpD5LmnmRTnpB5bnENNqRsMME9TjIM4xoRFBqGeeKx3aHyg1OyYdhWjK6+8kgcffJB//Md/ZN26dXzkIx/Z6T6/+c1veM1rXsPDDz885fPvf//7Of/88/n+97+PiHD11Vfv9uCV2iXxrUXA4IJSkY5uzWWdL9YaKnFA5gQXxJi8iRijAYJSqmNk+dYMQrcpMghBpRswGDM/AUIYhQRRRGCEJM0Bj3NaHlqp2TCtT/lvf/tb/v7v/56bbrqJ008/nY9//OOsW7dup/tcffXVfPSjH2X58uXbPbdu3TqazSbHHHMMUHSGu+GGG3Z/9Ertinh8WgcgCyp4Kb5k5pO1hnKpGENKCYNAnukUI6VUx0i3ySBUaWUQyt3F+WqephiFcQxh0WAyT5tYHLn2j1FqVkzrSqmYc2i59dZbOfvsswFoNBo73efCCy/c4XObNm2iv7+//XN/fz8bN26czlAmWbq0e7f32fqaPXu8bydY6OOHuXkPruZpSIIDJO6iq6tEV3/vjLz2nh6jq5mxdHEVAIkrAPSUhSCqUFlaxczRl6/+Ds2/+Ri/njcXtrl6D+uGGpigOBf1RRkAS1cupyd0lJf3YcN4j467N+M3SR8bu4pzp/UZPdUSPT2VOf93Xei/Rzp+NR3TChAOOeQQzjrrLNauXcuf/Mmf8L73vY+jjjpqj190qqoDZg+mfAwOju9RDeT+/h4GBsZ2e79OsdDHD3P3Hnx9lGRsDC8hJowYHWtiutO9fu29GX+aOcQVd+aGkoAlwPDmLYTVXsY3DmP28It3d+jv0Pzb2/Hv6ZeknjcXrjk7b4qwZajO4HAda0EaY/ggplbLcTQJB+sYm+z2cfd2/GPjjkYGFSBt1KnXm6QDY1SCuZsyutB/j3T8GmBM17QChI9//OPcdNNN/NEf/RFRFHH88cdz+umn7/GLrlixgs2bN7d/HhgYmHIqklJ7S1yOZHVqlCmFBgHiTphiFBd35uq+SJf7pI5Ue3SakVJq3nkvIEIjyekqBZisgQ+rhNaAl6Is8zwIggAflIsfsgQDZLmeM5WaDdP6lFerVV72spdx8MEHA/Ca17yGSqWyxy960EEHUSqV+OUvfwkUzdee+9zn7vHxlNoh7yBtMOYrlCPwJiAM5rfJn7WGSmsNwpgv6olLq1eDBghKqfnmnIAx1Js51TjA5g1cVMWIgA33KOM/E2wQIK0eDDZvYizkTs+ZSs2GOb1SOuuss7jrrrsAuOSSS/j4xz/OKaecQqPR4A1veMNcDkXtL1yGyRqM+hKlEBwRUTjPAYIxVMvFl9xoXmQQJgIE8VruVyk1v5wXEKglGdXYFBmEqEpgBWPnLwMbhFszCNYlWGNwWiJdqVkx65/0W265pf3nK6+8sv3no446imuuuWa2X17t77wrAgS3mFIAYkOCec4gAJSjgHIcMJoX6w0kbWKMRfJ0nkemlNrfuVZloEYzp6/XYNI6vudxGAQTzP4aqR0JghBpvX7gU0QEr1WMlJoV83+lpNQs8lmGzRuMS4VKCGIj5rFHWlsYFOsQRrMAMQGSNcAEoAGCUmqeTSxiryc5XaHH5gk+7sKKhzCat3EZa7HWkpuQCimJN60gQbulKTXTNEBQ+zTXGMMgjPkypVCKDEIHRAhBUKxDqGfgw3IRIFhb9ENQSql5lOUeQWgkjiXBRBflLhAHc1BlbYdsQBBYcluiYlOaKRjviylRSqkZpQGC2qf5xggAY1KmHAJBiO2AACEK7DYBQgmSIoMgTjMISqn5leWeRlLM7V8aFo0mTdyFiMxJGeYdMpYwsHhbomJS6qkHU5RlVUrNLA0Q1D5LRPCNol7yuG+VOTW2IzIIYWipxAH1VJBgawZB1yAopeZb6hzjjSKbuSgoAgRb6Qbmd5GyMYYwCvFhESDUUsA7nWKk1CzQAEHtu8QjafHlNi5lKqEBgo7IIITWUpoIEMIYsmKRMgiipU6VUvMoz307QOi1RYW1oNyNAZijTu87EkQREsRFBiEvAgOdYqTUzNMAQe27tgkQRn2FrhKItdh5quG9rSCwVOKQzAnOljBZa54vaC8EpdS8SrcJELopzk1BtdV9dp4DhCiKMa0MQj0RLJ7caSUjpWaaBghq3+U9ktTxGBoSU40MNgjmrcnPtoJtmqVlNsbkja1PaoCglJonIoJzwlg9I44skW/gbUgQlRAB5nGKERQZBMJWBiEDi6OZai8EpWaaBghq3yVFgJBQploKMQbCaP5K9G3Lmq0BQkIJ43PE5QhogKCUmjdeBBEYraX0VaN2kzRjBGyAsfN72WDCuDXFKKORegIgyfScqdRM0wBB7bu8g7ROjTI9ZYsAYTi/d78mBNZQLhWp+qYU3ZTJGiDaTVkpNX+cEzBFgNBbCbFZHR9WsSKYYP5vsARRDEGENUKWZVjjSVKdYqTUTNMAQe2zRDxkDcZ8mZ6ywZuAKJj/6UVQtDyoxEWwUqcIEHzSaHVT1gBBKTU/nBcQYbSe0VuxmKyBi6oExmOi0nwPjzCK8a1uyj5NCPCkmUO01KlSM0oDBLXvEg9pnVFfprtkcESEQWf8yltrqLQyCDVf3JWTrF4sAMyT+RyaUmo/5rzgfLFIua9Ee4qRZX67KE8IwgAfFIGKZAkGQRCtZKTUDOuMqyWlZoG4HJM1GMrL9JQMYgKisDN+5a0x7QzCmN+aQcBa0GZpSql54r0w3iiymIvjDJM3kLgLIx6CeWyS1mJsgI3KxZ9dghEHGK1kpNQM64yrJaVmgSRNrM8Y92V6S+BtRNghAYIxhjgOKMcBo3krXT7RTTnP5nl0Sqn9Ve48Y43iJsWSoF6UXi51QBflCTbARMU4TJ6AKxYo504zCErNpM64WlJqFvjGMABjUqanBM4EHdEDYUIcWiqlkOFsIl3e6qbsNEBQSs2PLPfUWhmERWFRftmUusAUd+/nnQ0I4goAMRmZ8yBoBkGpGaYBgtpn+foIQLFIOQZjw47oojwhCiyVOGA4ixFA0mKRMuIRr192Sqm5l07qolw0SbMd0kUZABNgS8VNlapJqCc5NoAk1VKnSs0kDRDUPmsiQBj3W9cgBJ0UIESWcimknoMEJSRt3a1DQEudKqXmQZZ7xusZ5cgS+1YX5XJ38eQ8N0kDMNYSlqoAVGxKI3EE1pBqLwSlZpQGCGqf5RtjAIxLma6ygaCzMghxWKxBqKWCD0tFH4QJ2ixNKTUPijUIrRKneREghNWeooljJ2QQgDAukZutzdJCY2hqgKDUjNIAQe2zpFkECC6qEBiLYDsqgxC0phg1UsFvk0HQbspKqfmS5Y6xekpfGUzeREyADSKwEaZD1nCZVi+EikmpZUJgRTMISs0wDRDUPklEIKmRElIulzGA2M5apFx0Uw7JnOCCMiS14gkB0QBBKTXHvBe8F0ZrRQ8E2+qBYCzYDuiBMCEIYyQsUTEp9VQwBrzXhcpKzSQNENS+STyS1qlJsf7A26Con91JGQRrqJaKOb1J2I1pFmsmim7KWslIKTW3nBdyJ9STnL6ywWR13ESTtA7oojwhiGIIYqompZ4CImDAaalTpWaMBghq3+QdkjYYa3VR7qQeCBPCwFBuNUtrBD2YPCmmGVmr3ZSVUnPO+WL9AUBfxWDSOj6sEtAZTdIm2ChGwpiqTalnAuJBhFyrvyk1YzrrikmpmSICaY1RV6a3DM7GhEHnZA8ArDWUS8Wiv5opqoRIfRhMoN2UlVJzznthrF6ce3rLFpvVWhmEDmmS1hJEERIUAUIjE4qVW4Y81wBBqZmiAYLaN4lH0gajrR4I3oSEtrN+3QNr21OMRk0vAL4+XDRL0ylGSqk5lrmtAUJfxWKyBhJXgaIKXMewASYsUaG1BsF7rIUk17VbSs2UzrpiUmqGiMuwWYNxqRRdlG1E1GFTjAB6q8XCv2FpZRBqQ2AD7aaslJpzSZZTaxY9WPrCBkY8VBeBkc7ootxijMVEJUomo5F58BlBYEhSzSAoNVM674pJqRkgSQ2DTGqSFgad9+veUy0W/o3kET6Ikfpw0U3ZO+2mrJSaU0niGG+kVGMoN7cAIL0rMJiO6YEAFGOJywC4NMVkTQJrSTJtMKnUTOm8KyalZoA0iopAY1IsUnYSdGQGoRQXzdIaucHFvfjaEEDxhazdlJVSc6iROsbrKX1lQ1AbQDCEvStaTdI6aIqRsQRRESCYPMHkTQJrSDK9qaLUTOm8KyalZoCvtwKEVgbBm4CgAzMIcWiplALqGeSlnmINwgTthaCUmiMiRbOxsVpGX9kSjG8irywhLhWLkztpihE2wLYyCIFPcUkDaw3eC04zr0rNiM67YlJqBvjaMAB5WCkCAxt0XBUjgCi0lOOQWlpkEKgPIyLaTVkpNadyJ4gIo/WM3rIhGB8gq/YTmM6qYARFsGJbGYSKSRkaz9rny1x7ISg1IzRAUPskN15M1SGuFvW7DR25BiEMLOU4oJ4JLu4Bl0FaA0S7KSul5kzuPGnuaGaeZaUMm45tDRA6qAfCBFMuCjtUTMqGcWlPydRuykrNjM67YlJqBkh9BBEI4zI+iEAg6sAAIQgMlVJIPRV8XHzh+VqxUFkrGSml5krmPGON4iJ7ZThcPFbpJzQCHZZBAAgqxfmyalM2jXmMy4pmaZpBUGpGzOoV03e+8x1e8pKX8MIXvpCrrrpqu+cvv/xyTj75ZF72spfxspe9bMptlNpd4h2SjFOjTHfZ4kzRRdnazptiFNiJAMHjyxPN0oaKbsraLE0pNUfSzDFeKzq4L5WigpHv6ceKh7A0n0Obkq30ALC0lLNpXDAuxVpDlmnmVamZMGtlCTZu3Mhll13GddddRxzHvPrVr+aEE07g8MMPb29z9913c+mll3LsscfO1jDU/shlSFIvmqSVDM5ElOMOqsCxjcAaKnFI7oQ8nOiFMFx0U9ZmaUqpOZKkjnqjCBD68kFc3E1U7UHEY8POO38G5S4Ew9JSzk/HPORNglIvjVQDBKVmwqxlEG677Tae+cxnsmjRIqrVKqtWreKGG26YtM3dd9/NlVdeyUtf+lIuuOACkiSZreGo/Yi4DJfU2z0QcgkoRx1UgWMbgbWU4+Jj2PARPqwg7W7KmkFQSs2NZppTa6QYoNzcTFbtpxQGYMB0UonTFhNVkCBmUZQxVBfyRpMgMKTaC0GpGTFrn/pNmzbR39/f/nn58uXceeed7Z9rtRpHH3005557LgcddBAf/OAH+dznPsd73vOeab/G0qXdezy+/v6ePd63Eyz08cPsvYdspMlo1mDML2J5X0xXbxcHruxj2aLKjL7OTI2/v/V7bKIYqSwiSEdZvKQHSZtUZvHfWX+H5t98jF/PmwvbbL2HtUMNkjRnUdkTNAZx/U+if1k33UFCZfkibGlmzp8zNf68nFOLSiwq5QhQyxwHL+6mkbpZ/3de6L9HOn41HbMWIIhsv1DImK1zwLu6urjyyivbP7/lLW/hwx/+8G4FCIOD43i/+wuS+vt7GBgY2+39OsVCHz/M7ntwWzZDWmdcDmCJZIyMZ4yNNpAZvLM0k+O3rc/K5tGU5WE34cggwyNNfGOUsa6RorPyDNPfofm3t+Pf0y9JPW8uXLP1HnLnGdpSZ3C4zmHlEYwItWgxpVqC9w1q1Tom3Pvz50yO3zfq+CCm5JsA/GFjg56Vo4wlsHFjadbWnC303yMdvwYY0zVrU4xWrFjB5s2b2z9v2rSJ5cuXt39+9NFHueaaa9o/iwhhB85zVAuPb4wR+JQxX6G3bBDTmT0QJvR2RQDUU09e7kPqw4h4jAGcpsuVUrOrKA3qGW3kHBoPA5BV+wktCAJB5303GxtAWCIiJQooKhn5HBAyLXWq1F6btQDhWc96Fj/96U/ZsmULjUaDG2+8kec+97nt58vlMp/85CdZs2YNIsJVV13FC1/4wtkajtpPiAi+VlTgGJMy3aUATNCRPRAm9FWLEoKNFFypF8QjzbGiWZqWOlVKzbLcCeQpIw1hpR1CgggX92EtEISzksXcazbARGVsntDfE7JxzBe9EMTgNEBQaq/NagbhPe95D294wxs4/fTTOe2003j605/OWWedxV133cWSJUu44IILeOc738mLX/xiRIQ3v/nNszUctb/wOVmtSD+mpoyNStjAdHSA0N1VBAi1DFzUC7QqGQnaC0EpNevSzJE1G6QOljGI61qOCS0Bggmi+R7e1IzFRCVsnrC8JyxKneZFoZMs1wBBqb01q3nDl770pbz0pS+d9Ni26w5WrVrFqlWrZnMIan/jMrJGjRDwcQVnQspR5wYHAOUoKLop5xZX7gKKXgi2ZxmSJlCd5wEqpfZpSerYMjSGQViUbyatPplSaME7TNyhJyAbYKISxiUs7w359Zom9VqdoHcRtWZOX3fn9W5QaiHp7CsnpXaT5BlZbbj4c9RFZuKO7YEwIQwtlVJILTOYuBuhlUGwIWT1+R6eUmof18wcA8N1lthxAp8VJU6joMhglve86tVsMjbARmWszzigteZ0YKhOFFrqiWZeldpbGiCofYpPG8joADUpYUrdOBNRijuzB8KE0Joig5CBtQaJu/H1YQhCJGvO9/CUUvu4ZrPJxtGcIyrDAKTlfuIowAjYeGbLQ88k07UYgAPjYlrpwEhKaIVG4vBTVFJUSk2fBghqn5I2akT1AdbkS+kpG7yxxB3aJG2CtYbeasxQzREYyEu9SH0IYwMkzxCv82mVUrPDe8EnTdaPeg6vDCMY0spSImsQA0SdO1UnXPo4AHrTTVQiw4YxhxGHIGSZnjeV2hsaIKh9SjI2TNjYwiOtAEFMQNTBC5Sh6Ka8tLfEcC0jdUIe9+Jb06QMgNd0uVJqdmTOkyV1No8LB4db8NUlEIRYMmypuzMrGLXYRQfgg5hgdAPLe1sLlV2OEUOau/kenlILWud+8pXaTeI9ycBaDMLqfCndsQUTEIWd/WseBIalfWUANo97XKkPGqOIdwgGcg0QlFKzI3eewcGirPISP4jrLvoVheKg0tkNpUwQ47r6CcZbAcKYR1yKscXCa6XUnuvsKyeldoO4FBnZAMDqfBk9paLBTzBLHTVnijWG/sVFpZCNNUsedwOCNEbACF5LnSqlZkme5WwabtBjGpTycfKu5RgD1oItdWgFowlhhHQvJ6wNsKIHmjmMjdWJAkutqedNpfaGBghqn5E2E2xtgKbtYlSq9FYiSqUIYzo7QABY1lsmDAwb6wYftUqd1oYxJoSsMc+jU0rtq5qNJhvHPH9UXQtA0vd44qKFMoTl+R3cLpggwi46ACOeQ6MhAAa2jBOFllpTu9ArtTc0QFD7jKTRJK4PsMYtZWVvQLXa+SVOJ5TjgKV9ZTaNCT4q7tpJfQiCANJknkenlNpXJY0aG8aE48prcJXFZKXFxNZjy10Y2+GXCDYgWnwgACtkMwAbh5tYa3Dek2tHZaX2WId/+pWavvEtAwTJCPc3lvDUA0NyYiodXuJ0QhRalvWW2TSaIaUuxJhiobIN8ZpBUErNksboOOP1hMfJo2TLjsABJXIo98330HbJ2ICouwcXVSnXN9Bbtmwac+AdIoY003UISu0pDRDUPkFEyDc9hAFWu6U89QBLbqOOL3E6IYosS3rLjDVyEm/x25Q6xeeI1y86pdTMEhE2DAzz5HAtFk+29Ai8hyg02FLn9j9oM5bABPielQRjxULljaMefI4BEg0QlNpjGiCofUKae8LRdQDk3StYXDUQxIQdXuJ0QhwGLO0t5vsO1gRX6iu6KdMqdep0Pq1SamZlWcrGkZRnxI+QR924ngMwCEEQdHT/gzYbgBHs4gMJGls4sMezuSZIlhCGhkai502l9tTCuHpSaheSRoKMbmKz6+aJBy0CAQkiorDzFygDBHZrqdOBuiUrLcaPbkB8jgBoJSOl1AzLGg02jyYcHT1K3n8EGIPxOUGpirELYP2WDRAM0dKDMcAR5S3kHtZv2EwUWMYbGiAotac0QFD7hKHRccL6AKvzpTzlwAgxFgliggWSQQispacSEYeWTTVL2r0CXI4f3oDB4PN0voeo1KwSlyNJDd8YxdeGcKObEP29nzUinnTLo3TV1hEZR77sCETA+oywq/PXHwDQauIWLT0IgEODzVgDD6wbIzCOJHN4kfkcoVIL1sK4elJqJ8YbGeODA3T5ccZKy1kUOfKom1IcYRdAiVMoMgjGGvoXV9g07smqRbMiP/hIkUZPdaGy2re5zQ+Tb3oQt/kR3JY1+KH1+KH18z2sfZavDTG0ZYhD/SM0TZm872C8CGFgCMpd8z28aTHGgA2xcQVfXkSpvoFDlkTctzHHtoo7ZJlWMlJqT2iAoBY05z1rNo0hmx8GoLLsQIzPycNuSvHC+fUOAgMiLF9UYdNohg/KUF2MH1wNNoSsOd9DVGrWSFqHpI4t92LLPcV/q334xhDSHJ/v4e1zJE/JNq9j3YjlyeFahrufAMbinC96IESd3f9gWyYIQTwsWkk4vpEjV5bYMCaMbBlEBJJcFyortScWzhWUUlMYGGqQ557a+j/gBVYeUqSa06BEOVoAc2hbAmvAGPoXVagnjloGsvhxuMHViA3wGiCofZgf2wzB9p9XE1VxQ+sQv/t3gYfGEzYN1xGdYrIdP7KRRpqTD66hYjNk+REA5GlGpauruOheIEwQgveESw4iTMd48tJivdYDa0cJyGmmug5BqT2hAYJasBpJzqbhBt22STC2kSHTR08lQsIyXkLKC6QHAhSp8kopYElvDMDguMf1HlRMLRofBPGI1y86te+RPEFqQxBtX1bThDGSJfj60G4dc3C0yeoNY6wfrLNuc03noW9DmuNIbQujWUTf+EM0JaJ0wOMBsC6hunjp/A5wd5W6wGeESx8HwLJ8M8u6A+7d6Ih9g7ouVFZqj2iAoBYkL8K6gXFKoWVwwwYOMJtJqiswLsWVewGhXFo4d8EAertieruK0oKbm5akeyUAfnA1RoBcKxmpfY+vDYG1xXzyKZhSF354PTLNSl6bhxus3TROTzWitxqxpRUsOO2qi3iHG1pLbmOaacaB6cM8bB6HDSKyLKcUWeK+ZfM9zN1iyz3gPcGilQgGM/ooR64s8fAWj9SGqe9jpU69CEnq8F6DXjW7NEBQC46IMDjcpJ44Yl/nJ3dtpM82qPQfBCKMuxL9iyqUFkiTtAnd5YhKHFIpBQzULantglJXMc3IiGYQ1D5HfI4f3QxRdYfbGBtgBPzopp0fS4QNW2qs3VyjpxphrcEYQ29XzHgj44G1w2T5/hkkiHhcfQS38fdIntF0lp5HfkSXabKx60kAuHqN7v4DMUE0z6PdTVEZCcKimENPP8HYBo46IMYJPLRhHJelC/7fvZHkbB5u8IdHR/ntH7Zw/9phfvfwFh7ZMMrwWFM7RqtZsbBusar9XpZ7Ht1cY3i8SU8l5Ce3r4axAeiBcNEKcjEQlli2aAF0AX2MUhxgbbEOYVMtI8tTgqWHFBkEDJIlUO6Z72Gq/dRsXGT5+gjgMTag1kgx1lKdKvNXqiJjm5GuJZi4+GxvGWmyZbyJ9+Ccx3nBi9DXFW2XjeiuRjSSnJHhOoet7N1htmIhExEkGUeyBBNERRd2G+DTOn5kE7gME5Wx5R6S3/yYnk2/5n+bRxM84fBiCqOB6tIV8/02dpsxBtu1GBnfgl10IPGj93Lw4pBqbLh3k+OQx9VJc0cULsz7ofVmzoPrhjHGEEeW7kqIMQYRoZHmjNRSDLCop8TyxdUFd2NMda6F+YlR+6XRWsL9a4epNTL6uks8smaAH97X4LS+e/BRFV9eRI0qK5d1L5gOytsKrKW7HLG0t8zAaIbLcszSQ5D6MJLUtZKRmjdehPse2cLIeDJjxxTx+NFNmKhC7hwbttRZNzDOuoHx7RaWGmMhLBXZNF/cTV0zMI6IENgiuO6qhPR2xTu8+O+pxIzXM0Zq+15vBcma+M0P4zY9hAyvx21+hHzgIdzGB/Bb1mGCEFvpxYQx6fr7qTx0Cw/bQ/h+djxHHlDCNWuEvcsoVxZO9aJt2Uov4h3hskOwrkk49AhPOqDE/QOeIB3m0c018gU4xSx3ntWbxijFAd3ViDgK2r/fxhjKcfE7312NGK2n3L96iPWDNTKt3KRmwMK7iupwIkK9mS/Ik1GnSjLH2oEx/rB+jFJoqVZCxmoJ1922juf3PsQKv5HGYc8lzz1h1yIW9ZTme8h7rLc7ZnFPiSTzjCXQqBbrENzwekR7Iah51Ewdj2wYm7EgQZIa5BkmiBgcbWKMoasSkjnH6k3jrB+s0UzzdhUiE5Uhz9j8yIOsGyjWGERhQBDY9nSiXalWwgV7sThBRBDvi8ZyeYIbWY9bfz+SNrGVPky5B1vpxZZ7MeXeIjBoTRvyIxvJfnENzfJSPrf52Rz3+C7iAPLM0bt85Ty/s70QV8BagoOfiq8sovrgDzh6RUgzEwaGGmTNhEc2jC2of3cRYd1ADeeEeBdZAWMMXeWI7mrElpGE+1YPs3FLfUG9X9V5dIrRDMqdZ8NgjcGxBIuhuxKxqCemqxzt8gM+QXyOb4yDy4Cti5BsXIVStbiTtp9IUsfmkQaDo01Ca+ltTR3wXrjuf39P4JqcUv4VefUgshVPIR0ZYeUBSxZMc7SpVEshS/uKu3ijqWGz72VlEOOH1iIHHI6I7JPTI2aLeFdMtVB7zQBdlZCHN47xeKCve88DcfE5fuhRTFiimeaM1jKq5eLrKI4C4giaac6aTRlxFLCkJ6ZajhjJQoY2baRvWQx296vthIGlmTgGhhusXNp5zcBEfHHaN7TP9ZKnSNZEmuM06o5881Dx/MQ+GEy5e5ffDX5sgOSnVyFBzPfjVWQm4E8Oq2CyBll5MT3dnff3MV3GWGx1EdIYJXjKKuwd3+Ap+d0E9vHcs8mx6sBBRhvLWLMJDl3Ri7Wdfw4dHG0yXEvo64qnvY8xhq5qiPfCwHCDzSNN+heXWdJTXpBZdTW/NECYIY0kZ/XGcbLc0Vst7takuWPtpnEwhsct72bRTr5QJU/xtSH86ACIx9iJD7MBhFw8mADbswzft+/+s3kRGknOltEmQ2MJQWDoqW6dUzxaS/nvWx/ikYEGHzj0twRjTcYO/zOSZkKlu5vu7h0vdlwISnHAslaAsKluOBjIew/EDK7GeF9MM4oX3vqK2ZJmDmtN+8tPmuP4pAZpHZ82waWYqIzpWootd0FUbs/fxefgcjCmWOBogm0+d2oqQWDpLhdBwqEi9HaXdjsgF++LBoAug7iLzZtrRKHhsYcpxQElihsvG4caQAPvha7eRdjaBlxcQeLd+LyLgHi6KiEDww0WdZeodEilM3E5vjaMH90I0poeIoAxGJHijzbEVBdhK72T9p3O336+5k7S//sOBBHrD3sZt/0i5OgDY/oqFtd0BIv7KS2gstBTsdVF5ONbqDzuaEYePIyutT/jqcsO5r6BgBcnoyzyGcN+OWut5eDl3R19I6nezHh0oFhsvyesNXRXI7wXNm1psGlLg+VLKizpWZhTyNT86Iyz4wLmvTA8nrBuYJw4KuYJTihFAaUowDnP6g1j+OXCkt6tH1ARD0kdX9tS1AE3FhNXp7zjaSjuhsrYJpqrR3FJgO1dDqWufeKOcpI6RuoJg8NNMucJAzspMBARfnnfAP9zx1rEe175pBoHbv4t6YHHkJSXQX2cpYccvOD/LqwxrFhcpascsrERUbYptcoB9D36M8R73OBqghWH611xYMtog/tWDwMQBUKPG6aSDtHdXcYGMSaMMXEFcRkysh43IoiNMNb8/+29ebBdV3ng+1trz2e+89U8C9nybDOYyYGAwSADefBSQAhx0sHpqnSaoqtTHbqguoGOIU4PgYTu+IW8RyXkkQQqOE0STAwvEDDGwYAnbMuSNevOw5nP2dNa74997tFsSbalq2utX9Ut6d4zfXufvb+1vhmdZIV9aEHWQ7ZnNEgL6ecRuQGEGyDsc/feXS4sGQkHp5tYcy3yvkMxcAh8m8C1n9M7q7VGLR5FdZrIoESzE9HpJuRzZ16KbEtiW5KlUQZCgLZ9rNph0sp6tO1zvHXRbMc8dXCRg9MNdqyvsHN9AStqQfcIdqtLWlqN67gcnW2xZc3yFizrOES1FrJBcXCK/l+KGC5JmA0wO/caCp3GxI/dR3Lgx8ih9bSueDs/3aMJkzY3b8khohYdu8xw5SXQ/MANQEi0VjjX3ob+7j28NfgxvzfzSh44JHnNhohKepRqbTV7o5TRik8x72JdQk4BrTWNdsThmRa+Z73gSMeSoZAqxfR8Zihoy4IkxbHNGmJ4boyB8BxorSHuopMQ4ZdO8C6GUUqtFTJX65KkmVfqTIrGsiSFwOLwVBUVBQyVHFSnjmrMg0qy/FC/eNYQsZAWeEWsfA7dWiCZ2YdwPER5HBmc/fWXGqlStDoJs9UOrTBBAoFnEfgnXpYzix3+4YcHOTTdZNOQxTuuKbB+/7fQTkBz3c0kccLqwYCgVFmW43ixKeWyQuVD8xFKWcjKWpiAtD6NNbAatTiBHFz5xtALYaHepRGm5HwLixSxeJSw26Qhc9SVYHzQxulttITlwFLrxl6rWOF5p5w/QWa066iL6hxEaA1uDlEYzHK7V9B02RebbphNpHV7KsayJOWCi05ikk6D2YU2xCEiKFIZGqJc9PFd65RzrGpTqNYCwi+htGK22sHzLNyjP8E7+hO07aHdAsoroIIK4aprwcqMtBPeynKy3vcL+0FaVFWe3XOanx1qcnCmhdbgu5InDyzyUFnyliscrt48jAas+f3kCqNUKbLYCE9w2lxotFYQdVDdJrpdhTjMZkB4+dPq7+d7j+skIp3aTfzMA+jaFPa219Be92rmahE/OVRnTcVmfa6L8stE1vAJjq2VipBWVqwctggqIyysuYnVRx7iDeMv4x9/BtV2wG1XOgx0D9OVYxyezoyxkUrAYMlb9g1zGKdMzbepNkNyvv2idl2ypKSYlyilmZxvUat2GBsMGC4HKyLdyrA8XL4r3nOg0xjVqaMbcxCHaDTC8ZADawiFz9R8h0Y3xkLg+5KckFkqQ9hFRG1k3AKt6Lu8UAjAUZr5hRRVdKmUAuRpogU6idCdOiJXec4NiXB8hONnqUlzB9GOhzWwBuEXzvgapTRRkhInCg04lsR15Hl7UMIoJUxSfMc659oKyNKH4lgRxildVWfvgUW0BteV/bSs41lshHz3kQkee3Ye35W86xqf69Z5+FOPYdcnaGx7C5F2WV1UBKNrsiLGlwCB53DNtiH+7oGD3L8vz1u3DKKFpDu1n8L4dlRzAdwcVnGFTTx9EdBaM1vrMDnXZt3qCo1OA6t2GABZKOOQFdMenm2yeiiP7554Dwl54u9JmpIqfexWBVzHQ/auJZ1EqIWjKDGBzFWQhcHMaLjMjLM/++ZuHtk7x6uuHOPmK8fwdQerNY1IIlyR5cFjSXS7QbM5zXwwjJ2vMD4YUPQlQiWobhNVn0b4JTTZ/Z0kivKR7+EfeZiktBptuciwhtWYQMYd3KM/pbP9LSQDG06QR2vNgZrgmWnYO9VmutEAYCgvuGWzzVWrbYYLkkcnNN/eHfJ//zDk6qMLvGVnjqJXQLbmKMsaRydGEAwzULowaXs6bKGiDsQddNhBJyHZ2ZLgeIiT0oVe0GeplHTqGdIjT5BOPZO1NQ1KeK96H83SRmYWOkzWFfOtlPdc46KCAaL8KK4SL5nWmCJfQbWrSDcguPIWkumfscv5IcmWXXzv2Q61Tsp7bsjjt6bwhCTxB5mfj5hZdBkbDBgsXfxcfa0187Uuk/NtLAvKhQsXtZRSUM57JGHM1EKbeitizUjhoqfa6aiDintF9ZdQBMdwIsZA6KGVQkctdHMB1amD1lmKQVBCACqOqO5/mpmuDcURyo5AxB1EtYVIupkxIABhoy2n5+7qbSKE6JcbBx4sdBJadRguawJXo5vzpNN7s5Z0cwdApdlr8wOQH4T8MJTHcQZXYxVPnHIp7CyVQich6cyz6KBM1xuioyzSRJOkikRpwjg91sdckxk9vU2ObQkC18b3LFw72/RbUiCFQMrMi5UqTbMTM1/rEkZJtiFA47s25bxL4GeFUWGUEsUpcarRWvU+Q6C0ohNmubVaa4YGC+T806cjVBshDzwxxU+fmUNKePWOCresjfB9B2/qMYL93yUc2kqjvIM1FRvfd5GFlTX987lwHcmOdQNMbG/xg2fm2FJ2ua4whprZT63ZJe/nEYtH0K6P8FZuYeH5ECeKKEmpNSNmF1uUnARrfj/W4lyWYnLccCfftYjjlMmDBxnyY/KVYWSufMIAqCRV1OotqrUW2vaOuac1uK7F+EAuaym4dH9phe42SNpZKqB08+AXka4Prn+K4fFS4xdev5lGJ+GfH53k4aemuGWzzY2b8zjeSQ4JB7w0JohnSBammZ5W1B3JQMnDc220V6DRjpmvd0njhOFD38KbfYpw9XV0trwRjvOiW9XD5Pb8I4XHv0I4dhXdzT+Hdnym6wn/8GiDA/MxloD1Qw5vXu+zbcxjtHhi1OK6TXDlugIPPtvm+8+0mVyMuOO1FYp+HpmElDuHmX5mArVmHYOjIy/akDCtFao2nRlEwgJpg2UjvMKLblzqNCE59AjJM9/PohJuDnv9dVhrdyKH1lPvxEwvdMj7Ng890qDowY7NQ6jSOJ12wvjQS8fgFW4uW2+1JsgFTG1+I+Xd/5v/I/kqm7a9lj/fM8z/8wPF7dcVWV22sLvzlPQsqVNkZrbCbC3HqsEcleL519Y8H5TWTM61mKt3KQbOWdPz5uthFgFoRuje3wBcW7J6OM+qodw5RUKkzAYIdqOEPUeqrB7KM1j2L/gx6zhE1WfQrUU0Gu34WINrL5t1bKUhtD7ed7aymJ9vnve4caU1hYJLY7GB1GmW1x+2UM15UCpbIHqFjEskacrMYodmNyEvIyQKECAFWjogbRIFz85G/OxoSLWdYlsCW2ab71Vlm5u35LCtY+8ZhyHW1FOU5x/DamYTQnV+iHhgEx13ENmtYXcXsDuL2N1FRK9wTVkuVNYQj+7EWbcTx3VwbEmcKJrtiHq1hk5TktIqyA1k9ZdCYEmBdQbPSKoUSapJU4XqNdHIDJ5jfTI0AqHB96wTQp9JkkUEUpWZQ9Ii+6xTFJ3Ato61Ihyo5Fmsto7JkCp2H67yk2fm2DdRR0rBjVsHuGUTlEUH5ebwjvyI4MD36Qxuo7b1NlYNF/BVF2t8W3940sViZKTI7Gzjgr3/0dkm8/Uuf3H/M7TbIb995X4GDv0zzfEbqK99HaVAUAosgtVbkc/j2C+0/C8EFUdEnTadepV2o0470iTCQVsOUljkVRWZhhTKJerd4zp9teZwZ5/Gqk9iNyYR6Ym52torZDUJURcdd5C9dCONQLs5tJNDuXmiYJgoGKW8ZgP5wdFTNk9aq6zANomz/wuBLAwijxvidS680O9gZOT55Y0/X705sW8vR4/McP+elH1zCUVf8srNATdtDAjc0+gWnenJKFHEsSYX2IRRQqogsBKKT38dp3qQzsbX0l37CqodjecIfEcc26ioBP/gg3iH/wXlBDxqX8tfTWxE2C5vvDLPtWt9POfcPJBzrZR7/r8FyjnJHa8ZoOD3CtvjmG67xWDJY2B0DFkceUH6RKsEtXCUsDZPVwQUCy/exmtgIMfiYjtrddpeJJ3cTbLnB+huAzmwBnv767DGt4GQRElKsxszXw3J+RZ7pkP+34fqvOHKIq97+TbiNNPf29dXLloe/sXQO+nMfnTcRbgBzU7E/IE9DB76NlZ7gfnCFv546npmohzbx1xu2ZFnbcVGJCGomNTK0bAHCQpF1o+XTpvm82Idg1Kao7NNFpsRxZx9WiNNKc2Pn5nlyQPZfIMofu62pVIIxgYD1o8WuGbrMKuGTi3iP3ntVUrT7CS4jmRsIKCc9170tCOdxqjaNLo5nxnLvSisjkOIu4jyKLI0ek61dS/G+X++uvNy47IzEFr1OouHnqHTDvEcSeDb+I6D9HNYloVlZR7vOEkJ45RON6HZTRAi80weT6I0+2cjnjgS8vRkSDfRBI5gtGSjVIqtIuy0S6cTMpZX3LLVZThQ2PWjuFM/Q6QhcW6Y1vBOugObUV4ZSwocW554g6oUqz2P1ZxGNqZxaweR7UVSO6A9fCXt0WtIvDJSCnzHQpAiojZpZS3aL78IZ/rFZ6CSZ3q2zv6pBs8eqfHkwUXa3YRS3uX6LQPcsNZmUC+ipY22PfyDP8A/9CDtwR2oq3YxNJBDhE1kZRyrNHrR5b/QC129FXFwukEnTPjC3z3JhgrcOf4o/uQjtDe+jvr4jagoxNIx7uBackOj5HwH25JYljjrgn8pGgjdZp3qkX20Gi1SrRHCQjoOthRYQvU2nBpteWA5lIoB9UYHEXfxDz6AO/EIAGl+hLS0iqS4Cu2XEN0GulNFdOrItIu2PKSXQzs+SDuLBMZtZNxGdBtY7TmEzhZibftYq16Gs+ZK5OiW06b9LeWVo5Js4SuOIL3cWQuci2WfZ548CDpl1drV532+LqaBkKqU6Z/9mNQOQAj2zUZ8/5kWz87GuLbghg0+r9qcYyB/+gVea4jjFFtq/JnH8Q8+iIg7dLbfSnVwJ199uM6zM5lBJ4DAFQSOREqwhGBcznOLeojN9hRd4ROtvRG17gawn7vVqujWceb34M7twaodoeOP8vWFLRxwtvKB146Q93pGgoJmJ2YopykHEqc4hCyNnHfaYhp3aR19llqtSUt5KA1DJY/h8okGh9YaXZ8mXTiMbtfRnRq6U4c0Aq+A9IvgFzKPOLrXgUnjWymtqYOoxaPZNQfI4Y04L3sdYngTcarodBOqrYgkUb1hWhZPTbT5yo+bjFdcPvDWK/E9m2ozYvOqIqX8xZsbczH0jo67JDPPIoSFtj0OTTeQKPKTD+Mf+iEAs/Y4jzcG2RsNIyurufmKIdYOOpCEiCSiI/Ko8ho2rqmckn71YhxDqhRHZlrUWiGlM7Qx3T9Z55sPHWam2mFsIGDdWIFVQ3lWD+UYLPUiHAIEgnaYcHS2xdG5JkdnWxyabpIqzfhgjuu3D3P1pkH8XhrRyQbCEkmiaIeZc3N0IKBS8F6UdCsdtkjmDmZOTvfUCFoWnW0iHB9rdNNZo3jGQLh4XFAD4etf/zr/63/9L+I45o477uCXfumXTnj8qaee4mMf+xjNZpObbrqJT3ziE9j2uYfqn5+BUKN26BkSK8jSb1K15Og6hgYRtwiq+whqBxCWTVocJymOE+VH2b8ATx5pc3C6CUnIKqfJtZU6m/0q5XQeK6wj0viMMmghiYdfRrj6WtLSmpOq785OqeDTPvw07sSjOPN7AU08vI1w7ctJS72NhkoRcZu0vB7tn3ozJImi3o5odGJanZh84DBU9MkHp/dkvBCWPqvajKg1Q6qtiOnFDs8eqZEqjWNLtq4ucf2mPNtKXaykk4WJnQARNgj2fw939mm6IzsJXv5OAs9Fx12QFtbYlmUpzr7QC12cpDx1cJFS3uXHT0/z9z88zM9tD3ib+C7e7NO0t72FaNXV6FShunVCmSfOr0LbNuisZaRtS3zHIvBsfM/GsWQW2bIkY2OlS8ZASJKExYkjVCcPgRvgeQHP9ZVGiebpycwoX9t6gjdYP8Ej4oB/BXOrbmbLmsppIljngUqwWvPI5jRi4TB+dR8yDcHxsMZ3YK+/Bjmy6bTXnU7CrKmBBtwAkRtAekGvjaoEaRNHEYszMyTNeVq1On5pkPU7rz5vMS+6gfDkTzID4TimajE/fKbOoakaXWUzMljk2vU+V6728I/37GuNM7cbf//3sbpVkvJaOptv4XA6zF89VKMRKm55WR7XFrRDRSfWdGNFqjIPZ6rBsQRvXl1lXfVhnIX9aOmQ5odRwQBpMIDyS8i4gwgbyLCB1VnEas1m8ueHkaNbUNN7sdrztLXLE3or669/JX55aElEOt0EIWE40BQ8gVUYQpbHzmrshVFKbXGR+pG9pAocP4fjZJ2XWp2ENcM5cr6Dqk6QHn2SdOLJrHMdZK1M/SIiKIPtosMmutuE8NRNHEJkBujAGuTAGsTAGiJ/mFY3ptGJUSpL/nRdq38PPHagydcebbNmyOd9t+7Ad206YYLv2mwcL17U9KKL5ZjQcUg6uw80dJTN5HwLKQVB2sA78jBWfQKrNYtAo7Tg4WgTuwsv56YrxllVcRBRi1A5dItr2LRmqD+j48U4hiRVHJpu0O4mpy0OX2yEfPvHR3jywCKVgsutL1/Hy9ZXzu17UgmyOUtYn+exiZQfH1FM1VOkgNUjeTaMFblq6wgDOfuM9YNpqmh3EywrS1sqBZkTRSURwrIzvSetXrqAc0a5sknps+jqZOY4Ocs9pKMW2B7WyMbnTNk0BsLF44IZCNPT07zvfe/jb/7mb3Bdl/e+97389//+39m6dWv/Obt27eK//Jf/wnXXXcd//I//kauuuor3v//95/wZL8RAOHmhAxDdGu7sbpy5PViNyaz2wCsBGhlmF6TSkCJxxKmhPuUVSfMjqKCCsn207WddOWyPSNs8eCDm8UmF8ArcsG2Q69b7ONZz3/Rxqql1UsqB1X/ukucUQIQNvIlHcCcfQSYhSWkN3XUvJxncQpIm1OsdZsUIsy3NXK3LXK3LfK1LO0xO+3muIxkq+awfLbBtXYUNY4UzpiYdj9aahUaYeTFmW1mXmU5Mox31aw/651nA2GCOjeNFtq4psqGk8NozCJWibA9sFxF38A4/hHf0pwCkG19F/pqfx5KytwmLsMe3LVth8sVY6PZP1uh0UwLf4m++/SQ/O9JhVQl+o/gdKp3DtK+4nXhkO0DmBdeK1CujvQLK8lDCJtHZgqRSfYIhOlDJ0W6FlHIOpbxH4J3aceZCEyeKVrPJ7P69EHfw8iXEGe6HKFmK1nVozExxtb2Pm/wDlEWbQ3qc/919BXs7FTRQ9CUv35Slvix5iF8IURhhLRyk0tyHNftM5mX0i1jrrsFef23Wbvg06CSCJGtykKZZg4BmO6bdiUFIhsaHWFxsYtvuijIQrOZMtslqTCKjNiLNJitr4Kga4ZHuGp5O1rJ6rMwtw7OMhEewqweRUYs0N0xn8+tJBjbx00Nd/u7RBnlP8ouvKLN24Nzz/63mNO7UE8j2AlZnoa+fAbS0UV4J5RVJBtYTD29HBQOZ3qy3sWpHiPf/hHJ9L5bQNAobEBtuIBncDL1BjJ0wxbUkQ4FCCgXlcWR+CGlZmTOfrLA9TlIW6l3C6hxucxonFyCd3kZIa2S3ilw8hLVwkKA1AWEzq2EZ2YS9+krk2Jaszu10xqZKs7knS/VsQjAwVKJazyItYZwwOd8mSRSWJXBt60TDWmt+sq/O/348ZMNYnve+aTuuY6GUptWJ2b5u4KLPPriYkUudRKSz+0ElxMJnerFDN0rI+XZ2StMIqzGNnN2LP/kIWmseDLdxoHwTr79mlIodkSSaZm4Na1cP9Wd+vJBjSFLFwaksMny8caCUZu/RGg/vnmXvkRq2JXntNePcvHP83LoZaY0I61iNSdAa7WS1GKQxk/MdnphKOLAomKjGKJ2lAW9bW+bqzUNsW1vGPvkztCbttggbixRUk8Gim0VSBD0HlAYt0EIjbC9bh20HkCAFYGVRsbB1TkP8+h8bNhFeDjm08YzFy8ZAuHhcMAPha1/7Gj/60Y+46667APj85z+P1pp/82/+DQBHjx7lV37lV/jWt74FwMMPP8znPvc5/uzP/uycP+MFGwhaIcImzvxe3NmnsesTACSFMeKhrcRDW0lyQzw5GfHDJ+coRjNcVVhk44CgUsohHDczAHqGgXbOnrf67EzEt59scrSaUPAkr9oScN16HwkolaLSlEY7Zt+8Yt+84vBiwlJtcdGXDOYtxiouRRcGCxZDeYu8J6k1OjhTT7C29ggF3eSh5Ar+sn5Tr39SRs63GS77DJd9ygWPYuBQzDnkfYdmJ2ah0WWhHjJb7fRDlJ5jsXl1Cc+RNLsJ7U5Mq5ugoe+NtqVgsRn2DQHXlgyXfYo5l2Iu+4xS3qVc8KjkXYp5h+HBItWZGazGFCIJUU7Ww9pqTuPM7sadfAyRhoSjV5G7+o34pUEgCx9rnWKPbL7odQfHczEWujhR7Juoo7TCEwlP/2w333lWUW92+fDAt1grZmkNbCPZ/Fp0fii7npOoV+SuQNqkhbEszeykzX+5nGN+vtmrH9G4tmSoHODakm6U0o0TOmFK4NqMDgTn3eVCaU21ETJfbWFbAscSOJZECEWn2abbakC3hUzauL6fedkBEbWwmtNYjWnS6jRhp00jkjRiQaws1toLjFp1NBI9uoXO8JXEQ1tBCBKl2TcT8cN9HZ6dibAl7FjlsW7QYXXFYbxs41iw2E45spBwZDFmsZUSuJKcK8h7kkrOYscq7xTDXStohwmBA8Pdw4iJx0mn92SbwMG12BtvxFqzs+8l01oTJyndOLufO2ECOrtnHMdCiMzQn5+Zx3aDS95ASNKE+R/cizP5GE71ENpyiAc2Zi1J3TzaySOiJs7Cs9iNqRNe28GnU1qPPb6NZ+Umnp1L2DsdMVlL2DTs8H++vPzCDbk0RkbNnlPGP21U9njHCsDMbJUjjz3MjdZuyrJD6peJxq8hGr0C7ZeywvhYIVDIuIMWFkluBGUHaMsGYQGKXLSAH86j3HzmVdUae/EA/oHvYffqy1InT1xeR2HddpzVO3qpQ+fPUg1CvR0ys9DBceRpN5BTC22+u7vNk9OKLauL/OIbt/Wf12jHjFR8xgcvfmHoxU5t1GlMOrsfHXXQ0qHaFcw3svTi48+bCJvY+39AMPMEiRb8U3QtI9fezOZBiYpjmu4InucyNpRn/bohFhbaYNkgrXPe/KZKcWDyRONAKc3Du2d58Ikpaq2IQuBw/bYhbtxayVKPpM1zhlMBkgirMYUMGyg3yF5zGkTcIYoSZuUQjxwK+dmBKs1OjOdYXLlxgFfsGGK8ILIIXLeeDeyTklA7RKmgnHMoF7wTOsNlAyfTLL1SZSmgvUeywZPPY41WnToyX+m18r4wNSDGQDg3LpiBcM8999But/nIRz4CwFe+8hUee+wxPvWpTwHw05/+lLvvvpsvf/nLABw8eJA777yTb37zmxdCHCC7mP/lC3fjLOwjRwcnabPUXyjJj5CO70StupLppMChuYhDcyH7Z0PmGgmrKg5vu67CzrXBC/a0aq3ZO9XlW0/UeGYqPOPzVg84bBuxWFWyqLUVcy3FfFsx10ypd05frBTYmveUfspNPMGR4GVMrH9LZlQECflKBUpjcA6GTBin7Dm0yM/2z/P0wUW01hRzLoXAoZBzkUKQpIo4ydK0ygWXDeMl1o8XGR/Mn77IKY0hiSDpQqcO3XomS6eKOPwoTD2F6NTQQpIMbSF//a0MrVnffy8VtgHwnmdh7kokjFOePjCPJSV+awrVnOenU5J/enyeq+NHeaP/JDYpzzg7mB69mXy5TCVvM1iwKbk6S9fKVaC86oROPyeTJIp2lKCVxpIC286GUy11vxrubSj8czAUGq0uhw9MEFZn8HUIOou8qd5/LFtgWTaW6x1bzGb2wu5/Qjam++8zkxZpqIDAVuQdjW8pnHwZ1uyE8R3wHJus6VrM956q8fjhDvVudq8IAb4t6MTZPe9YMFKw6MSaVqiIeoGuciB40xV5XrW1gO04cJwnqxsmxKmmXHAZ9FLSQ4/S2v0vJLUZhOPhbLiWqLKBljtI6lWArKbIdWSmN5SC2gRi9lmY3Qe1o6ir3s62d/zqWc/rcjL7jf+Lxk++ifKKRGtuRK+/ASeXO33xbbcJs3uJO21+0hjhH/Z51LsaS0KqMgfjhhGPa9bleN2O4gtLBzsOpTSq591fQiJ6dWWnpx2mfPn7M9hzz3BbeQ/j6WT26sEN6LXXwKorYSk1Ik0gXjIwRG+iuYCoCV4xu8CqRxFPfRuxcBAdVNCbXwXDmyA/RKubUCl6jA0+/65BqdLMLraZr3XJ+84px3Z0rs03H63y+ESM71rccv1a3vTy9X0PcdbmOmXn5uGL3s5zudAqRXWaJM1F0maVTjdirh7RTsB1fLzj5+60Fggfv59g/hmOJgMcXnMrN123EZmERIkiilN8z2a4EhC4NgKNsB2kn8cuDWdDFk9TaJumin1HazTaUVbzoRUTMw3+6tt7ODTTYtN4gddfWeHqMTKdnc3Ozv6VdlZrkx8Ev3BMZ2oN7UWoTmQ66lyMTq2y1DVpoSyfPVMdfry/xaOHu0SJ5opxhzdekWfLqgLCOnFgXzfK1oKc7zBU9p9z9lOSKpTOnIVLqLBDOLGH7pHdhJN7sSujFK97E97ohlNf36phFwf7jqM+0kIsGWXSwgrO3Nbd8MK5YAbCH//xH9PpdE4wEB5//HE++clPAvCTn/yE3//93z/BQPiN3/gN7rvvvnP+jPP1hGmteehP7kJELeo6R00F1FXA3mScqbRyyvPznmDtgMPONT5Xrz33tmdaA0qjlrokaY0tBRINqH7BGZbDkTDPwUWQloWUEiEg8GzWjxXI+072PJUg0jhrpxq3KbuK+fk6C13BfCfzrg7mLUaKNuVAIgDv8EMEB75PPLiZ1hW3Z7mCcRfSGBVU0LmBfgem862BOCsqzdIO0gSRdLP0l6QLOu0NoxIUy0Vas5N4h36IO78HLSRhaQPR8HaC9VdQKJX6yicbWNcGaWf5iWcpTLwYXExPWCdMePZoDc+ReOECsjlD6vhMNWBmtsbo7I94WfwUoHk2GeOxaB1PxOtoUGC8bLO2LFhbkYyvWU1laBApxRkL1U6H1ppOmJCkmkrBo1LwCLwTB/nEcUzUblGbn6M5O43jgO0F/SFXZ8KqTyD3fJd86yizaZEHwu1M6GHcgbEsBW3UpZI7fRrEyR5hVHa9QTYcWVsOygmoh4LJasJENaLZVYwPBqwdKTAykEcu1TxpRRzHHJlp8t3HZjk016HkS16/xeH6NZm3UTtLk1qz9I40hVLewXcsOlMHsCceIVjY0+84pi2XNJ+13xVJF5GEiLiL0CkamJOjPNoZx9/6Cm677bXn9F0cz0WNIEw8jTP3NK3BKwhTaHVi2r1IYuDaz+nkjFPNY4e7zDYSNg67bBx2TqxPeJ5onRm2caKWMnBOyKsWQJQoUqUROvO+dzvRKepOac0De9p8+8kW406Td4wdZrvag92topyAcO3LCVdfd+K13NPLaAW2h2wv4B/4Pu7cMygnYH7slRzO76SUcxgu2v2XtLoJBT+LytnWc6f3KK1JkpQ40XTjlG6YYHs2jXqXYClNBqh3Un52pM0TR7ocqWk8R/LKK8d45ZVjJ0T+ojgljFI2ripRzC3PhPDlbo6gVQpRh7TboNOoU1uo0u7GWJbEyRWOpbVMP4Oz+1sEusNj1k5Gr7mZXClr+OF5LgvVNo4lGCj55FyJrRN0GoOUyOIwMiiD7SCkTRilTMw3abVCik5M0lzk+08u8r19MYEDt13hcc0qCVJmLdKlc+KarFVPt0VZy/FgEO0Vke05ZLeBcnNZ5OocKRUD6rVmFiHo3TjtSPOjAyEP7evQijRrB2xevTXHjlXeKQZ8nCiiSCEEOI5FvlfjJkTmQGl2E6I404E5SzHQ2oecfAI1fzC7CRwPa2gj6cJhiNrI0c3YL7uFtLwG0eu4KMgiHsfGp7PUXpFyKaBabwMCe83O5zVHwUQQzo0LmmL08MMP87u/+7vA6VOM7rjjDu6//37g4qYYze3fTTXxaHRTGl1FnGgSlXUlSpVmIGexZsDJNtun3Kgpx1c1a3pFdHGEStL+jS2lwLIchGODdGhHCiFtfN9B2jbayZ0xFH42Bip5FucWkFEL2almHnmRdVw5PrzoTjxCsPdbpKW1tHa8De2XslzFpINQKptlICAWLqmwEdJFODbSchCWjbbdU5XVyfRaPmabnzYyamUt4wAtACFRwiZFopGQhNi1oxTnHseefxZluXTGr4dNr6BYLuM5x3LhtdYQtTODI1dGVladtdDpYnGxF7pWN2bfRJabGqg2TuMoasmzBMhOFWviMez5vXjdBQDmrREeTnfwT7V1dNLsurAlDJd91oyVqOQdVg/nWT2cP6dBSVpncy7iVKOVomArPLp0awuobhuNRloWbi6P0Al29XB2LRw3E0QkHXSnQdisQ6fKYDRFXfncH15Lc/hqrl6fY/1Q1rnobCzllIskRKgYLV1UfgjtBGjLPa9F8+Tj3D/Z4DuPHOXITIucZ3HTpjyvXJ1Q8kBZDlguGkE3TkDRj7gIFfc6js1gtWawWnNZUwLhsRg5zHQsnmhUeDJahfRybBux+fkrilx5w7XnLefFNBC0VhQa+6iHx/RLqhS1VsRiPTPK/LMYCqd/4ywtTqhjNVHH+U5BWmiZpXJoLYmTlCTVfYMg59nkfAfftXBsq+/E0WkCKkEnMXGS0I1SpGMzO9dEWhLPtbJr5Lio2mQ15ru72zw1GeJa8Na1VW5MH6HSPkRsBUwP3UhrcAdurkDgSTxb0G42sPY9yGjtZyRIvhft5JvNKwnJ3lcAL98U8MYr8v1WsN0oRWsYHQgo+EupJilJFBHHCZ0opR0Lljpaap1dyraUDFRyNJtdklTz5ETIjw+0OTifGWrjAx5XbR7mhu0jp0T6umHWXnbTqiI5f/mmJi+3gXAyWis6rQ7z09N05iezLoI9Q0HHXRqP/RPrWz8DYEEOIUc3U9p0JXV7iFQLwigFDfnAIR/YeJbA0SFolRWut1OaiYW0JDnRZc9Myt8/FTPfUly33uctVxXIna5F8BkFVsc2zlJmtQYnk4TYjelseKuKEWmMlhbJwEa0mz/VsXIccap55FCXH+xtQafG1lydm4ZarPMb2GQGsVBpVudge6R2QGIFpJaPlg7Ckli2gxQae/5Z3LlnECoh8QfQ4ztwxrZhDa/DdWx0EhHu/RfUsw8i4jadga1UN70p28dAv6OjY2XDXJfaxBdLPtVaFxk1GNx+A/IshvbpMAbCuXHBi5S/+tWvEgQB733ve/nUpz7FNddc03/Orl27+MQnPsGNN97Ixz72MTZu3Miv//qvn/NnvNhFyieQZjeW0NlGWqBRwiLUNomSvU1PikDg2BZBoUCuWMT1fVzfwzopnSOMUxYbWYFwqsB35XlNIT6eU7y/SYSMmsjOQpbC0+sAhJA4M0+T2/2NTIbxq2mteQWpnSdVvQ04GtfSeBakSUqSKlKVotOsRZ7r2uAX4eRiYJUgoywyoJeW9J4HJMUiSlK0yrwAXnuKoDWJUzuc1Rygs/D8hlfgbH0Fjn8sF1ZrnaUipVE2lyI/gCwOL2u9welYjoWuEybMLHaotUIcFVMIJzLl7wQnbIZleyGrq5l+Eqs9h7J9Fgd2stu5gsMtj5lGylxbUG0fKx4frQSsGckzNphjbDBgrBKcmk6k0swTHjYQnSppkqA0SNfHsh1E3MFZeBZrbi/O4gGkPrE4fYlUC2oqR03lOCTXkay7kZ0biufkVVapIk1idBwSBDbNVoT2iujcIMLNI3udml6MgmutNQenGjz05Ay7D1eRUnDV+iI3rbPYmO9m0QTbOW2UJFWaI4sxz85E7JmOmKhmG+ByINmxyuPK1R5XbSixuFBbEUXKpzMQlkhSRa0VslgPEQI81zo1xVCrXq/5zGspRG96tbBQfjH7Dp1eyo5KED2PqYq7xJ02KupiiZS85+D7Np4tsW0bKQQalXkjRG98owbheAgnyLqnOC7CchgZH+DI0Rozs4s0qlVytHF1hD7JuTJTT/jeMy2eOBqiNGy0Z3hb8CgvcyYBCLXNfFpgUeXZ4kzjkPJgtJ1H3RsolotUAotyICkFFk9OhPxof4ecK3jzzgLXrvOQOkHFEd0wJu9n104ngVRmKXe2SHFUhEWSdS0CtBBZ8bUd8E9PLPLjQyGtCAbzkqs3Vdi5dZzhyulTTNrdBEtKNo4XL3pR8slcagbC8bTbHRYmJ2jPT2W1QkFWU9KYn2Fm727KzQNssmewhM42xSNbiYe3EZc3ECtI0mwltGRWmxdGWVtf18qiPPc92eXJyYihgsXbrymyZfT5O7tUz5mplM5SN1ONUz9Cbu5J/MU9/Rkvx6MRJOW1WGt30sytRffqZQQ6K9huzmA3prMasOYMQh3rxFhXAcJxMyeAZQECkYRZa+iT5s30P8/yiEZ3EI3tJM6PEybHOkYK0RvAmmosYsozj+If+gHazdPasYuktAatNUrrzAepdX8oXLHg02x1odNk8403Y53DYLiTMQbCuXHB25zec889xHHMe97zHj70oQ/xoQ99iH/7b/8tV199NU8//TQf+9jHaLVaXHnllXz605/Gdc/9pnlRDQSd3SSy155U2x7KK6HdHKlw6ESQAuW8x1DZz6xaqxcOO4/NSKoUjVbEfD2kFSZIsvkKJ3cR0Lo3/Theyp8W/QFm5UqOWrWd3WUaLCuLWAgNIg2zNqutORJctO0gu3WKUz8iN/szEJJ41bWI8e24Q2twg9xp8wjjJKXRiak2Oqg4whYKKUX2g0BIgRJ2NjlaZOHwOIyw2rMErSmC7gxWfRLRqWZvKCRyYDVyeBPWyEYGt7yMWqM3qEqlELX7hoZwfERQQuYqCGf504lOx3IudGGUMl/vslBrIzpV/HAWx5YIN39SaFpj1Y7gTfwEZ24vQNYOd82N5EfXMD1b50jb5XDD5shizMR8+4SOU5WCy6bxAtvHPTZXYnKqDRq0tNBCYtcnsZpT2XyO+jR2VAdgUeV5LFrH7mQdkVtEAkJoLAFuEFCuFFk94LK6YlP0z6DcVZotUGmKQBMliiRRmfc3X8DOlRhfO0a9pUmQvYLSlDBJ6YRZCo/QGsuSuLY8tUvHebJQ7/IvT83wyJ45okQxVPK4bmOBa8cyj149ktRjm2pHcWAu4sBcTJhkG9a1gw7bx11eNuYxWjoWISsVAxbmFrFsb0UZCFqlWT6+So6lAJBNbW91FYudhERlzgVHx9lASiFRfgmOK/DVvTaJSZrlxifpcXHZpUisgIGil3XaskGSgkrRaRYdABB2Vsgp5NLEYue0aQfH37PNTszkfItuq0NBtnG6i70olNOfrL0UYVY6Kx3x25O4zSmsbg0nqhEkdVrOII11r2ZwdOT0Hem0Ymqhw98/0eHQomJ1WXLLy/JsXz8Ibo52IpG2k03tPu7erbcijs42mJ5vUWuG1FohtVZMtZ1FH7avzvPyK8bYvHbgjOvPUl/7vG+zfqx4bt1wLjCXsoGwRLvdYfrIBPHiNIErwPXAcql3Un60Z5H20f1caR9kp3sUX8Sk0iWtrCMtrSYprSbJj5PKLOVmopqweyrkh89m9XOv357n1VuPG5qqEmTYyLpxteexWnPI9jykCcorkDoFlFcg8QcI86uInRJCZDVijgVeaxp3cR/W9FPZWmt7sGonYtUOtO0TC5sUm7TbgunduPPP4HQWznjsWtqkhVHSwlg2TyY3xJG4zPf2pzx5NMS24MaNAa/ZmqMUWP1jEHEniwJqlTn2tCLNDZ6x7i3LstYnOBKsxiS5p/4O2a3T3fgawnWvOG2B9lIEpFuvsvkGYyBcSC7DQWk1agd3Zyk1OksXEjoLWaduMSsscwIUFt0oJe150ocrPgNF/5xSMc6VME77xkKU9DZmeil8LijlXEo5h8B3Mq9oLyVodKTI5FSdOFHESUonSogT3be40eCoLrnOBI4UuPkilpSo1gLx0/9MevjR/sIu8gPI8qqs13dpLPs3V+53D1C9/PNmJ+7NjdAkaQphG7c7j9NdwO4s4LamsVoz/QFTwi8iB9f2+3XLgdUn1A4MDORYmG+gw1ZmPJRGkEERbP955RRebC6FhS5JFe0wodlo0ZibztJZtMB2bSzHzYZ69TYPolvHm3wEd/JRZBKiK2toj19PXFmP6HmREjdPI7aZWugyU+0ysRjx7HxKmIAlNdcNtrnCmWCdOsJIPIFFds3OqyIH4yEOp4McFqspjaxix2qfTSPuWdv49tE6i06oBMgmlKdOjhCPCIuc7zEyVCSf95G9aMmZvgOlMuM6ShStTkSzkxDGae+az4pWlzpwne/E0ChOefLAIo/snePQdPO0zxnMSzaPuGwZcdk44p6YQtCvKYoo5j0W6yEUx9i4deN5yQHLYCA0D1CrNtHSzpoEuLmsk8/xpzCNUFFEp9Vmsd6iQ0DilcAJcFwbrbOWr9nnCzQa37Up5RxygYPdq8MSvQFQpwyNfAGcfL0sddqanG+DUuTtCNmtYYW1rLB+KQXpfKNRWiPSMIvuCRvlFbMp0Ee6fPexWarNiNGBgNdds4rt6yosNkLmah3mal2mFzocnW1Sbx/z3hZzDuWCSyXvsWasyPY1JQaKZ3acJImiE6bYtmB8MHdBJuM+Xy4FvXkuKK1ZqLaZnprBDxfxCLOUW9vD9Tz+ZU+VJw+3cKqH2OkcYqszw6iVOUgUkpooMh0VmE0LzKsCo0WbK0cUAUupuE1kt46M2yd8burkiYMhpO0i4yYybCCi1rFbzC8ih9YjpJ11UYsyR6Ec3oi9/jqs1Vc8Zxqu0ppA1Vncv7u3nkOUahIliXPDOOXhM6bszDUSvrenzWOHs5TCSs6i5EuKgaToS6IEWqGiFSnaoSLvSUaKFsNFm5Gihe9k9ZFLt1OSarqxJkyyfz1bMOQnbJr5J3Lzu7NW8V4BtdQpzS2ivAJ+ZYiWcmklFptvep0xEC4gl52B0G62qE4epN6K0ZaLFjbadlD2sUIfDdhSUCl4lPIugWdd8FH0S5t7pbKb2LHlGYuiz1XJ6jRBLRxFdaoIr9DvrqDDNqo6gapOZj+1yWNDeyCbQ+Dmsn9tL+tvnKbouANxNxtSlhwXVrQ9ZGUcOdAzCAbXIoPSGY+TJKKUt6jVu8jyKDI/eNoJtZcyl9pCp7Wm2+nQbjapL1aJmnVE0kVKEJaLcDwsSyJ1jDv1BMHkTxHtbFJ1PLiJeGgbSWnNccnfCpHGyNpR4tlD+I2jBDpbzKbTMk/Fq3kqXs2UHmV0KN8vPl1VsU+9brU67qfnHRYy+9EqMww0pF6Z2CvR1TaptpECijmX4YpPzjt1gN/5fAepylpWdqOEbpjSiTLDWqlezHtJLg1SCBwn25w+V3RwvtblmSNVXNvK2vl6UBFNirSWOhVkA9N651QLAAmWg/IrlEdGmK5G2LbN5tWnv1+ei4tpIAAMlW3mFjpnnXR6PKnKcrHbYUKzHWNJiedJPMfGsQSuY120bjpnul7iRDHT6wzkuRaeDSJqIjuLyCi75rWU2QTvM9W1aA0qRqRR71rO0t6WUj2XUErzxP4Fvv/YJHO17ilvM1D0WDOcZ81InjXDecYHcydEv87UXCBOFGGcohQ4tmDVYI7SJWQYLHGp6c2z0Y0Sjsy06DRr5MM5PLoUKgPUO5lzpBkqnpoImakntJst8t0pRpJpVrt1xp0mZRrYKlsrtcgaHWg7QLl5lF8itgvETpE0qOANjFMsZWlgx+83tErQjTnS+UOo3o9OYqyxrVjj27HGtp5XCu5Sq9zjUVrTaEfM1bvoVBN4Z64nWmyl/Phgh8VWSr2raHSySJtrCwqeJO9JAlfS6CrmGkm/a9y5o3mFf5Ad3jQVq0NJdsjTxlftXqOXjCPuJrZ/4GPGQLiAXHYGAsDgUIG52Ua/Hd5SuGtpcw5Z2s/FHhx1rpyPktVao5rzqOoUoBBOcNoFXschqjGDrs1k/0YdSCJ0EmbGgOVkw1AcP8vvzQ0gSyOI4kg2BfQ5zpVOY4hDtFZZtMDLM7RuNYsd6zknJl7KXOoLXZIq2p2IqNUgrs2StOskSUokPRA2hbxLOrWXoPos7sJeZHTmjkbKLZCU15FU1pJUNpD6ZcJEE8aaYiCRkHXEUGmvgO240eS9QnWkg5Y2WkqEShEqQausM1LXHSC1C2jLwXEsKgWXYs7Fd5/bMH8xvoMkVZlHu5fjmqqsELvRjml24/4hOE6WqnReOqFX48PSuxz32iR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      "text/plain": [
       "<Figure size 785.475x360 with 2 Axes>"
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   "source": [
    "sns.relplot(data=df,\n",
    "            x=\"distance\",\n",
    "            y=\"standard_score\",\n",
    "            hue=\"timepoint\",\n",
    "            col=\"genotype\",\n",
    "            kind=\"line\")"
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