{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# XMM-13hr master catalogue\n",
    "## Checks and diagnostics\n",
    "There is very little data on XMM-13hr so there is very little data to compare to."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This notebook was run with herschelhelp_internal version: \n",
      "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n",
      "This notebook was executed on: \n",
      "2018-02-21 14:21:47.320364\n"
     ]
    }
   ],
   "source": [
    "from herschelhelp_internal import git_version\n",
    "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n",
    "import datetime\n",
    "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc('figure', figsize=(10, 6))\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "import locale\n",
    "locale.setlocale(locale.LC_ALL, 'en_GB')\n",
    "\n",
    "import os\n",
    "import time\n",
    "import itertools\n",
    "\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Table\n",
    "from astropy import units as u\n",
    "from astropy import visualization as vis\n",
    "import numpy as np\n",
    "from matplotlib_venn import venn3, venn2\n",
    "\n",
    "from herschelhelp_internal.masterlist import (nb_compare_mags, nb_ccplots, nb_histograms, find_last_ml_suffix,\n",
    "                                              quick_checks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Diagnostics done using: master_catalogue_xmm-13hr_20180221.fits\n"
     ]
    }
   ],
   "source": [
    "OUT_DIR = os.environ.get('OUT_DIR', \"./data\")\n",
    "SUFFIX = find_last_ml_suffix()\n",
    "#SUFFIX = \"20171016\"\n",
    "\n",
    "master_catalogue_filename = \"master_catalogue_xmm-13hr_{}.fits\".format(SUFFIX)\n",
    "master_catalogue = Table.read(\"{}/{}\".format(OUT_DIR, master_catalogue_filename))\n",
    "\n",
    "print(\"Diagnostics done using: {}\".format(master_catalogue_filename))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0 - Quick checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table shows only problematic columns.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/numpy/core/numeric.py:301: FutureWarning: in the future, full(32, False) will return an array of dtype('bool')\n",
      "  format(shape, fill_value, array(fill_value).dtype), FutureWarning)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/numpy/core/numeric.py:301: FutureWarning: in the future, full(32, 0) will return an array of dtype('int64')\n",
      "  format(shape, fill_value, array(fill_value).dtype), FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "&lt;Table length=9&gt;\n",
       "<table id=\"table139710007102600-398567\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>Column</th><th>All nan</th><th>#Measurements</th><th>#Zeros</th><th>#Negative</th><th>Minimum value</th></tr></thead>\n",
       "<tr><td>0</td><td>merr_ap_90prime_g</td><td>False</td><td>37185</td><td>0</td><td>2055</td><td>-2633.04052734</td></tr>\n",
       "<tr><td>1</td><td>f_90prime_g</td><td>False</td><td>37693</td><td>463</td><td>1631</td><td>-20246.65625</td></tr>\n",
       "<tr><td>2</td><td>merr_90prime_g</td><td>False</td><td>37230</td><td>0</td><td>1631</td><td>-17914.5019531</td></tr>\n",
       "<tr><td>3</td><td>merr_ap_90prime_r</td><td>False</td><td>37674</td><td>0</td><td>662</td><td>-2159.73193359</td></tr>\n",
       "<tr><td>4</td><td>f_90prime_r</td><td>False</td><td>37693</td><td>0</td><td>502</td><td>-319.387512207</td></tr>\n",
       "<tr><td>5</td><td>merr_90prime_r</td><td>False</td><td>37693</td><td>0</td><td>502</td><td>-1078.2043457</td></tr>\n",
       "<tr><td>6</td><td>merr_ap_mosaic_z</td><td>False</td><td>37323</td><td>0</td><td>821</td><td>-874.305114746</td></tr>\n",
       "<tr><td>7</td><td>f_mosaic_z</td><td>False</td><td>37693</td><td>337</td><td>283</td><td>-2101.95874023</td></tr>\n",
       "<tr><td>8</td><td>merr_mosaic_z</td><td>False</td><td>37356</td><td>0</td><td>283</td><td>-288.257385254</td></tr>\n",
       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table139710007102600-398567').dataTable()\");\n",
       "    $('#table139710007102600-398567').dataTable({\n",
       "        \"order\": [],\n",
       "        \"iDisplayLength\": 50,\n",
       "        \"aLengthMenu\": [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        \"pagingType\": \"full_numbers\"\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quick_checks(master_catalogue).show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - Summary of wavelength domains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "flag_obs = master_catalogue['flag_optnir_obs']\n",
    "flag_det = master_catalogue['flag_optnir_det']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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oVu1ZZXSUY5b8Zet209EmJwUXIhWZI2EGRO1sb9uOJ5jcO7+Tvmy9O9YRUnJJ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f10ff259550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "venn2(\n",
    "    [\n",
    "        np.sum(flag_obs == 1),\n",
    "        np.sum(flag_obs == 2),\n",
    "        np.sum(flag_obs == 3)\n",
    "    ],\n",
    "    set_labels=('Optical', 'near-IR'),\n",
    "    subset_label_formatter=lambda x: \"{}%\".format(int(100*x/len(flag_obs)))\n",
    ")\n",
    "plt.title(\"Wavelength domain observations\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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164fg4GC4u7sbXvvG5etGlY1D16dPHzRu3BhhYWF46KGHMH/+fGRlZVU6v7y8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\n2JEbADsBnAcl+usCtFEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f10f84145f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "venn2(\n",
    "    [\n",
    "        np.sum(flag_det[flag_obs == 3] == 1),\n",
    "        np.sum(flag_det[flag_obs == 3] == 2),\n",
    "        np.sum(flag_det[flag_obs == 3] == 3)\n",
    "    ],\n",
    "    set_labels=( 'Optical', 'near-IR'),\n",
    "    subset_label_formatter=lambda x: \"{}%\".format(int(100*x/np.sum(flag_det != 0)))\n",
    ")\n",
    "plt.title(\"Detection of the {} sources detected\\n in any wavelength domains \"\n",
    "          \"(among {} sources)\".format(\n",
    "              locale.format('%d', np.sum(flag_det != 0), grouping=True),\n",
    "              locale.format('%d', len(flag_det), grouping=True)));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II - Comparing magnitudes in similar filters\n",
    "\n",
    "The master list if composed of several catalogues containing magnitudes in similar filters on different instruments. We are comparing the magnitudes in these corresponding filters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "u_bands = []\n",
    "g_bands = [\"90prime g\"]\n",
    "r_bands = [\"90prime r\"]\n",
    "i_bands = []\n",
    "z_bands = [\"Mosaic z\"]\n",
    "y_bands = []\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### II.a - Comparing depths\n",
    "\n",
    "We compare the histograms of the total aperture magnitudes of similar bands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jOTnZ68/4NByZmZmpw4cPS5IOHz6srKwsz+vl5eVqa2tTbW2tampqlJqaqvj4\neEVHR+urr76S2+1WWVmZMjMzfTk0AHjtZGVTj38YPNf7uzz/APjXgD1hr776qo4fP67Lly9r3bp1\nWr58uZYuXarCwkKVlpZ6lqiQpJSUFM2cOVP5+fmyWq1as2aNrNbOnPfYY49p27Ztam1tVXp6ujIy\nMgJ7ZgAAACHM4na73aYbMZBz586ZbkLA0a0cWqhH6BhKLfzd+zWUFfP9MRzZaj0/5H108WWxVuuS\nVVwbIYRahJagDUcCAABgaAhhAAAABhDCAAAADOAG3gBwHUOZBwYA10MIA4BhYrRrYo/n/pyoDyD4\nGI4EAAAwgBAGAABgACEMAADAAEIYAACAAYQwAAAAAwhhAAAABrBEBQAEiD/uFwlg5KInDAAAwABC\nGAAAgAEMRwIYUU5WNpluAgB4hZ4wAAAAAwhhAAAABhDCAAAADCCEAQAAGEAIAwAAMIBfRwJAN5UX\nGk03AUCYIIQBgJ+wQj6AwWA4EgAAwAB6wgAMeyzQOnjvttzgebxyTI1Xn3G9v0tXYmLkamyUdcmq\nQDUNCBv0hAEAABhACAMAADCAEAYAAGAAIQwAAMAAJuYDGJaYjA9guKMnDAAAwABCGAAAgAEMRwII\ne9yqCIAJhDAAYcefoYtbFQHwFcORAAAABhDCAAAADCCEAQAAGEAIAwAAMICJ+QCGhaEuzsovIAGE\nGnrCAAAADCCEAQAAGEAIAwAAMIA5YQAwSCzQKrne39XjuXXJKkMtAYYvesIAAAAMoCcMQMg6Wdmk\nszH1amwc2i8jASAU0RMGAABgACEMAADAAIYjAWCYGu2a6Hncaj1vsCUAfDGkELZ+/XpFRUXJarVq\n1KhR2rRpk65cuaLCwkJdvHhR48eP19NPP63Y2FhJ0t69e1VaWiqr1aq8vDylp6f75SQAoC+skg8g\nlA25J+zFF1/U2LFjPc+Li4s1ffp0LV26VMXFxSouLtbPfvYzVVdXq7y8XJs3b5bT6dSGDRu0ZcsW\nWa2MiAIAgPDj9wRUUVGh7OxsSVJ2drYqKio8r8+aNUuRkZFKSkrSxIkTVVVV5e/DAwAADAtD7gnb\nsGGDrFar7r77btntdjU0NCg+Pl6SNG7cODU0NEiSHA6H0tLSPJ+z2WxyOBxDPTwAAMCwNKQQtmHD\nBtlsNjU0NOg3v/mNkpOTe7xvsVhksVgGvd+SkhKVlJRIkjZt2qTExMShNHNYiIiICIvzHC6oR2g4\nG1Mvq9Vpl/9/AAAKMklEQVSqmJgYnz4fGdnm5xZ16hg1KiD7HYrIiEifPzuY77ffepQUex7GrnzM\n57bAe/ydCi2+1GNIIcxms0mS4uLilJWVpaqqKsXFxcnpdCo+Pl5Op9MzX8xms6m+vt7zWYfD4fn8\ntex2u+x2u+d5XV3dUJo5LCQmJobFeQ4X1CM0NDY2KSYmRo2Nvk2wb2sLTAhzd3QEZL9D0eb2/VwH\n8/16U49mrp2g4O9UaOmqx7UdUtfj85yw5uZmNTU1eR4fO3ZMU6ZMUWZmpg4fPixJOnz4sLKysiRJ\nmZmZKi8vV1tbm2pra1VTU6PU1FRfDw8AQeOuq+3xDwD8weeesIaGBv32t7+VJHV0dGjOnDlKT0/X\njTfeqMLCQpWWlnqWqJCklJQUzZw5U/n5+bJarVqzZg2/jATgVyxJAWA4sbjdbrfpRgzk3LlzppsQ\ncHQrhxbqYc7Jyp73iRzMcGSgQthw6P0aymKtK8fUeL2tN/WwLlnlc1vgPf5OhZagDkcCAADAd9y2\nCIBx1/Z+AUA4oCcMAADAAHrCAKAPw2EeGIDhjZ4wAAAAA+gJAzCssSwFgOGKEAYAYe7dlht6PB/M\nkhUAfMdwJAAAgAH0hAEIulBckoKJ+ACCjRAGICj8GbyYBwZgJCCEAQD8yvX+rh7PuY0R0DdCGICw\nNZKGIEe7JnoeD+U+kgCChxAGIOQx/AhgJOLXkQAAAAYQwgAAAAwghAEAABhACAMAADCAifkAAmYo\na4N1TcaPjGzzV3MAIKQQwgAAAdV93TDWDAO+QwgDEDZG0rpgAIY/QhgAvwq1+0ISvAbv3ZYbPI9X\njqkx2BJgZGNiPgAAgAH0hAEAgob7SgLfIYQBCAncmghAuGE4EgAAwAB6wgAMCRPxQ89o10TP41br\neYMtAXA9hDAAxjAECSCcMRwJAABgAD1hAAbNH7cjGqzuw4yWxKR+34N/sWYYEDiEMADDDqFr5OCW\nRghnhDAA/ere4/XD26INtgQARh7mhAEAABhATxiAgOIXkADQN0IYAK8MZjI+wWtkerflBkW6ItXW\n1iaJifrAUBHCAISkrsn3HaNGyd3RYbg1w1f3hVslFm8FQgkhDIAHvV0wiZt7I9wQwoAwF0q3HWLp\nCXTH8hUY6QhhQBgKpeAFAOGKEAaECYIX/C2Yq+kzVImRiBAGoF+BnvfF8CN8xVAlRgJCGDBC0fOF\nYOIek8DgEcKAYciXgNW9V+u2CTFebecrbrYduq5dsqILS1cAwUcIA8LQtUHreqHMG9cLVoSu8NO9\nV0xivhjQH0IYMAwMtefLn9t2IVwBwNAQwgCDrg1XP7wtut/3QgHBC764tmesu0D0kl1v0j4T+hFK\nCGFACAl0j1dfrg1W3edwEboQaIGe0H/tUCUQSoIewo4ePaq3335bLpdLCxcu1NKlS4PdBGBIfAlK\ng+3h8jZYeTsB/tr3vN0nwkf3CfumJukH+xeW1wto9JIhGIIawlwul9566y399V//tRISEvTcc88p\nMzNTkydPDmYzgD51haPKC42K+D9X1djYqNwfje/xXnd9BaX+gs+123Ztd1vEle+2aY/t9bnr7fN6\nxx7Me8BAugc0t+qDcszrTe4PxsR/AhqCIaghrKqqShMnTtSECRMkSbNmzVJFRQUhDEF1srLJE4pa\nx7s8r4++aPU8tpzr0Og2q/7fh53/wfElxHjzma7g5e3nCFMIhv6WsZCkiPYkWVwdkq7fY+bvnrXr\nzSvzdjt/hTVvhzgJaxhIUEOYw+FQQkKC53lCQoK+/vrrYDZhRHjn2EXP466emoEMZjJq916fyguN\nnqBy7bG6b9d9uM31/i591Zbmef5F2v/ts73dz0OS7rB+F0i69xz1FZT8EUYsiUk9glf3fXaMGiV3\nR8eQjwGMZNcLa75s1z2sDeYzXcFrtGuiRl9nv94GOW9dr3dOkrTnD722u3Zbb4Jh97/Z3f+WX4mJ\nkaux/6kLvoZAfrwQPBa32+0O1sH+7d/+TUePHtW6deskSWVlZfr666+1Zs2aHtuVlJSopKREkrRp\n06ZgNQ8AACBorANv4j82m0319d/NJ6ivr5fNZuu1nd1u16ZNm8IqgD377LOmm4BuqEfooBahhXqE\nDmoRWnypR1BD2I033qiamhrV1taqvb1d5eXlyszMDGYTAAAAQkJQ54SNGjVKP//5z7Vx40a5XC7N\nnz9fKSkpwWwCAABASAj6OmF33HGH7rjjjmAfNuTZ7XbTTUA31CN0UIvQQj1CB7UILb7UI6gT8wEA\nANApqHPCAAAA0Il7Rxqwbds2ff7554qLi1NBQYEk6cqVKyosLNTFixc1fvx4Pf3004qN7b2QJ/yr\nr1q89957+vDDDzV27FhJUm5uLkPoQVBXV6eioiJdunRJFotFdrtd9913H9eGIf3Vg+sj+FpbW/Xi\niy+qvb1dHR0duvPOO7V8+XKuDUP6q4cv1wbDkQYcP35cUVFRKioq8vyH/x//8R8VGxurpUuXqri4\nWFeuXNHPfvYzwy0d+fqqxXvvvaeoqCgtWbLEcOvCi9PplNPp1NSpU9XU1KRnn31WzzzzjP74xz9y\nbRjQXz3Ky8u5PoLM7XarpaVFUVFRam9v1wsvvKDVq1fryJEjXBsG9FePo0ePDvraYDjSgFtuuaXX\n/61UVFQoOztbkpSdna2KigoTTQs7fdUCZsTHx2vq1KmSpOjoaE2aNEkOh4Nrw5D+6oHgs1gsioqK\nkiR1dHSoo6NDFouFa8OQ/urhC4YjQ0RDQ4Pi4+MlSePGjVNDQ4PhFoW3AwcOqKysTFOnTtUjjzxC\nUAuy2tpanT59WqmpqVwbIaB7PU6cOMH1YYDL5dJf/uVf6vz587rnnnuUlpbGtWFQX/X44osvBn1t\n0BMWgiwWi8+pGkOXk5Oj119/XX/3d3+n+Ph47dy503STwkpzc7MKCgq0evVqxcTE9HiPayP4rq0H\n14cZVqtVr7zyirZv365vvvlG//3f/93jfa6N4OqrHr5cG4SwEBEXFyen0ympcy5G18Q+BN+4ceNk\ntVpltVq1cOFCffPNN6abFDba29tVUFCguXPnasaMGZK4Nkzqqx5cH2Z973vf06233qqjR49ybYSA\n7vXw5doghIWIzMxMHT58WJJ0+PBhZWVlGW5R+Or6oyZJR44c4a4OQeJ2u7V9+3ZNmjRJixcv9rzO\ntWFGf/Xg+gi+//mf/9HVq1cldf4y79ixY5o0aRLXhiH91cOXa4NfRxrw6quv6vjx47p8+bLi4uK0\nfPlyZWVlqbCwUHV1dfzUOIj6qsWXX36pM2fOyGKxaPz48XriiSc88y4QOCdOnNALL7ygKVOmeIZV\ncnNzlZaWxrVhQH/1+OSTT7g+guy//uu/VFRUJJfLJbfbrZkzZ2rZsmW6fPky14YB/dXjtddeG/S1\nQQgDAAAwgOFIAAAAAwhhAAAABhDCAAAADCCEAQAAGEAIAwAAMIAQBgAAYAAhDAAAwABCGAAAgAH/\nH9MOh2xdOewvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f10c558a748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for bands in [g_bands + r_bands + z_bands]:\n",
    "    colnames = [\"m_{}\".format(band.replace(\" \", \"_\").lower()) for band in bands]\n",
    "    nb_histograms(master_catalogue, colnames, bands)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### II.b - Comparing magnitudes\n",
    "\n",
    "There are no columns with similar bands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#for band_of_a_kind in [u_bands, g_bands, r_bands, i_bands, z_bands, y_bands]:\n",
    "#    for band1, band2 in itertools.combinations(band_of_a_kind, 2):\n",
    "#        \n",
    "#        basecol1, basecol2 = band1.replace(\" \", \"_\").lower(), band2.replace(\" \", \"_\").lower()\n",
    "#        \n",
    "#        col1, col2 = \"m_ap_{}\".format(basecol1), \"m_ap_{}\".format(basecol2)\n",
    "#        nb_compare_mags(master_catalogue[col1], master_catalogue[col2], \n",
    "#                        labels=(\"{} (aperture)\".format(band1), \"{} (aperture)\".format(band2)))\n",
    "#        \n",
    "#        col1, col2 = \"m_{}\".format(basecol1), \"m_{}\".format(basecol2)\n",
    "#        nb_compare_mags(master_catalogue[col1], master_catalogue[col2], \n",
    "#                        labels=(\"{} (total)\".format(band1), \"{} (total)\".format(band2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III - Comparing magnitudes to reference bands\n",
    "\n",
    "Cross-match the master list to 2MASS to compare magnitudes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "master_catalogue_coords = SkyCoord(master_catalogue['ra'], master_catalogue['dec'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### III.b - Comparing J  band to 2MASS\n",
    "\n",
    "The catalogue is cross-matched to 2MASS-PSC withing 0.2 arcsecond. We compare the UKIDSS total J and K magnitudes to those from 2MASS.\n",
    "\n",
    "The 2MASS magnitudes are “*Vega-like*” and we have to convert them to AB magnitudes using the zero points provided on [this page](http://www.ipac.caltech.edu/2mass/releases/allsky/doc/sec6_4a.html):\n",
    "\n",
    "| Band | Fν - 0 mag (Jy) |\n",
    "|------|-----------------|\n",
    "| J    | 1594            |\n",
    "| H    | 1024            |\n",
    "| Ks   | 666.7           |\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The AB zero point is 3631 Jy\n",
    "j_2mass_to_ab = 2.5 * np.log10(3631/1595)\n",
    "k_2mass_to_ab = 2.5 * np.log10(3631/666.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twomass = Table.read(\"../../dmu0/dmu0_2MASS-point-sources/data/2MASS-PSC_XMM-13hr.fits\")\n",
    "twomass_coords = SkyCoord(twomass['raj2000'], twomass['dej2000'])\n",
    "\n",
    "idx, d2d, _ = twomass_coords.match_to_catalog_sky(master_catalogue_coords)\n",
    "mask = (d2d < 0.2 * u.arcsec)\n",
    "\n",
    "twomass = twomass[mask]\n",
    "ml_twomass_idx = idx[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WFCAM J (total) - 2MASS J:\n",
      "- Median: -0.02\n",
      "- Median Absolute Deviation: 0.08\n",
      "- 1% percentile: -1.3014426617338006\n",
      "- 99% percentile: 0.2973091131685438\n"
     ]
    },
    {
     "data": {
      "image/png": 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TWmhQUmgCyTM1mWYse9MFGZeTLVv1z1x5oWXYelV62bWR2tloR9/ZzgHi8YWu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kGDBoUsZ+bMmZx22mldlkvV1NSwZcsWioqK4mQB5KTbLLUJUYccU50J0tEoOZzPf3ffw4wcPoyJ\nx44Hg/Q1rI+ljNsmRPqON+HbLVC7G05bipZZ0CP7OF46GtrHUehpVJ1pDg27pltjE6JeinJATWTa\ntGlmq6BQKCyGGhd6N8E2IXr22WdpaGhg9erVIcsYPXo01dXVXdIff/xxLrroIpYtW2a43qEINomN\ntAz8lteFK/vrEOlk20yMtNXpdOJwOHjpmSdwu93k5uZ4I0NG9I8hfRyl7K9DIFmkFyAzC6FxH8Jm\nnSlwIp5nS/ZxsPQe+D0OShJHMWPBOt++XkheXp7ZKigUPYqecA6oGhd6N1J23oTo888/59ChQwwZ\nMoRZs2ZFXe7GjRspKCgIGUFdu3Yta9euBeCee+6JOFrq1p0IvcVzIXw2kzFC9omYJEI2VHcL2L3u\n7f/jisU38vI//saI4UOtaXe8+7X/eMRRo0GzATHo21Gele3upnzL9HG82yCILrqWSl5+jjdvMOx2\ne1xXjHTo1RtRDqiJbNmyBYBx48aZrIlC0TPoCeeAqnGh93L33XfzxRdf4HK5GDp0KKNHj+a0005j\n+PDhpKSkRF1uW1sbzz//PLfddlvIvHPnzmXu3Lne65qamojry0zVyEmzxW35nKVlDm+s4oMV9HI6\nnVyx+Ebsdjv5ebleHU1ZGhphOxreHvYUw5ekWqGPEyWbVb9R7d3u0qlpagKaupTrT1FRUacxsLS0\nNOQ9EaMioIpEs2fPHkBNNBUKxRHUuNB7GTVqFOeccw5DhgzBbjfuv+d9+/ZRXV3NzTffDMCBAwe4\n5ZZbuPvuuw2PuKfYBFkpRzb4CLV8LlC+buVY7o2jHEy/mGw1ULbb7bz8zJNkZ2fRp0+x8Xb7Xcds\nt4jj8SQGyL7XwRwes3WUnoSYywl2bYitEeoYTKdIZIdNkJGi0dxukXNYlAOqSDRlZWVmq6BQKCyG\nGhd6L/PmzYtLuWVlZfzlL3/xXl977bXcfffd5OTkGF5XQaYdTYs9wgIkhWxENCmeOn64eQtL77yH\nJx/9g3fZrYCozrA0OorWbZ1R6piwPia442mZ59nqfRyljkbIuek22l06Lov4oL0R5YCaiIpwKBQK\nf9S4oIiV++67j23bttHY2MjVV1/NggULmD17dmIq77pazpMcYBld0CIMnLAG08EoOVbiMcHuuG5u\nbubMc3+Iw+GgvqGBnJzsuNpqWB/HaLfRcqz0JFsN72Mi+6EhGpsCyV1rNxEDn7VkQjmgJnLw4EFA\nbTqiUCiOoMYFRazceOON3X7ufzyLkTS1uslKs3V6fy8QgZbGhSX7TUbDkWOuMxLZJwqU0Hr9ZCkl\n6enp/Pnh5YwYNoQB/fslREdfYirTkxDxvQlr6yiew3j0sRk6+mLG9yXWOiXQ7pLWOYKlly7B7Z1W\nW4QNGzawYcMGs9VQKHoMfz9+RNKfBarGBUUy09Smc6jNDXiiDR0RB99/Y5IP1xNzOQmQzapzx84v\nuXXpnei6zhmnnczQIYMTpoMV2j0hsl+bW0avADpauo8jKNOo9na5JbWHXFgGocX2l6Qkr+YKhUKh\nUCgshSYg1X5kauEfOUlEdMg3UhJITrQeibS1puYAs0//AY/+9Sm+/a4q4XYnoo7e1seB6jPTbkPL\n7aZMf/t8//zzRFK3TRM4bBZa9tpLHVC1BNdEzjzzTLNVUCh6FD3hHFA1LiiSmaJsBx1zu1gnqUII\n7yTTK0PgdBn/DV+MsClqu0PZ2lIPrQ3k73iN6y6/iO+dcQZlA/oHtsmnTrPt7ta+bvKEq3vc+hgi\nyx9DH0dt9+H6VB93ljUBRVl2qhuduNUmRKaRvK6zQqFQ+PF6db33LFCFQpF4NGHc8rmO61jkeJTV\nrRxp/hjspq0J2VwLwNdvP8/f7lyM+PoD/t85kxk/dkxi7Taxj31JlK2xylawNRq7De/jCO0xylYp\nQQTbMS3RCBHbX5KiIqAmsn79egCmT59usiYKhcIqqHFBkcy0u3RS7JrpmxDpUh7RATpF/WKqP5R8\neEIY77r0nevg4+dB6lSJIubevIrqhlbm/uCH9Bky3TQdfYmpTE9C2Pk7+jshfQxhP4dx6ftwbY2T\njr4k8vtiVB9LPM+XO4hNCSeJl9HGgnJATaS+XkVqFApFZ9S4oEhmag+5yU2HjBTNG3nwXVbnnxaV\nDCHzEEQ2TIcQuvkv/TO8nq0vgbsdgBznt5QPyuO6OcPoM+0CQ9ovWjmRfRysv+Pexx2OkKfm+PVx\nrLZ6lLNuH0eoo2+sL5Z63W6d6kaLbULUC1EOqImMHTvWbBUUCoXFUOOCItnRfGaK/pGTiCfbFiHS\niE6g+w21+/+3d+bxUVXn/3/fmUlIQmCyQQAhIJssBSqCFiQgEtFatLh8ccWtiIpLtV8XsCooolil\nWBUrbmjpr1qtIhX5KkZL2KwCAUFAICiLgoYkJGRPZub+/hgyTJKZySz3zr2TPO/XK/DMnTPnfJ57\nbk7OM8+59ygKxRW17C+qZHivNP5x66iGlkDDpYXhZMdafR8H+Hxb8TuiADoCnVrUAQoWBcyyC0tb\nRQJQA+nZs6fREgRBMBkyLgixTEayDZtVuyWe/gI8Leo2s93S+8f6T+b8//kdP5ZUUvDPR2lfvAtU\nF+rRfdCpb+B2DFw+GrSvJtPYzIbQyofRx5pojFZb4fptgEarBTp3jKPweL05glCLZECFKHPgwAFA\nJpyCoBWxvgcoyLggxDY2q4IlCktcgy3fgC5aNNLYkq2qKqrqwmKxeo7XpvbB0b4zS56ZRYexv0Z1\n1LnLxCUYorEpEdcJIS8fjeU+DtWOBY16nEvN2nSpWBQFl2qCCNRkGfFoIQGogWzfvh2QiaYgCCeR\ncUGIZZwuFSz4fAiRJnaAzJi/z/ibjGqqq8HWuH7XsUPw1d+gshjXyKlU2PtSWVVJ1y6Z5G/4HKvV\nHZRijQt4j5yeGpv2gSZ1ug+02Jav17r3MUQ9Q+vvdcBr2+xZ5CCuRX+vI+5jBXMEn9Bm7wFtm16b\nBLvdjt1uN1qGILQaFn/3k2cv0FhFxgUhlikqd1DnaBz4aWp7tdVwXFGURtmRYG3dNGppf/kGatlh\ncNRS1S6Diy6/hpxJl1NfX4/NZgvZ15jxu4ntyw9D+xhCKx+h32Fd21HSqLWvofodajsuFY6Wm2T5\nLbgD0Eh+YhTJgBqIbLMgCNrSsAfoLb27GKwkfGRcEGIZFXA4VdrZTk4MvTMQekxgI8VbY8S2H31h\n++d0eAKJPd8fYtuOnfz12aeJi4vz60uwaOp3W+pjtfkXLOH4FKt+R+qTv0A+GF9aej8YP1wuF05X\nCA0LuiABqCAIgiAImmBPtJIY7/5W3tfSN7MtcdV7aWZE9Tnr4ZSh1OzIxWKz8csMJ/u2byQ1NSXg\nZ1tst4lGrW09zqPpbPcBvDGFLj8aTdnHYWj0Jtx2rRaFTh3iKCqvx3fNUUbDLxxiiYgDUJfLxcyZ\nM0lLS2PmzJlUVFSwcOFCjh49SqdOnbjnnntITk7WQmurY8WKFQBMmjTJYCWCIJgFGReEWCYx3uLz\nIUTeeB8P2YaQymvSps4afdlq4R5cOz+h/vAOpry6HUvHziyfMoY0r+WHfj8bJY269bEqDyFqE30c\nhk4t2lQALCpWi4LDDOtwY3gZbSRE7PXKlSs55ZRTPK8/+OADhgwZwnPPPceQIUP44IMPIm1CEARB\nEIQYQFXdEz3vTEnTn5Nl9bej3p6PtsPRQXJnLEN/y2eH41m5cS+/nnRxs2WQfj8bLV9b6ONon/9o\ntOHPv9bqq7etSx+H6I9WPimAao78p9wDGg7FxcXk5+dz6aWXer6137hxI3PmzAFg3LhxzJkzh2uv\nvTZioa2RMWPGGC1BEASTIeOCEMsUV9ST2t6GzaI0Cpi0vP8sGnZDm6HaWvnqatcBa1IKF/7vs2y/\n8FYGDRyonX/gt4wRvja1W9KolR1RH3tpNO217ZX508xvrX31o1Er25cfLpfKsSqHee4D1TmI3Lp1\nK0uWLMHlcjFhwgQmT57c6P21a9eyfPlyVFUlMTGRadOm0atXL101QYQB6BtvvMG1115LdXW151hZ\nWRmpqakApKSkUFZW5vOzubm55ObmAjB//nwyMjIikRI2NpvNsLaNaldrjDyHrQk5j8Hzs5/jWu8D\nakR/mOUakOtRCAeHC6rrXHRIcG8P0nTS6b2UL1xb9bZVfZY5NtUetO1Dd6j+OZ1ObrzlLvr07sXs\nB+9j8KBBQWv3xm/5AOcvbL/bUh972d5o4reWvrorNm8fB9AY9rUdhK/1The1DpNkP3XG5XLx2muv\n8dBDD5Gens6sWbMYMWIE3bt395Tp3Lkzc+bMITk5mS1btvDyyy/zxBNP6K4t7AB08+bN2O12evfu\nzY4dO3yWURTF54UDkJOTQ05Ojud1UVFRuFIiIiMjw7C2t23bBsDQoUMNaV8rjDyHrQk5j+bDiP4w\ny7gQ69djt27djJbQJkmKt5B8Ivj0lZnQK6tjGrvJRD2oz6lOcLlQFQUsNpa+9S5/f/td5j4yKywt\nLbarZ9ZNq/p01hix7T6AN6bQ5UejKfs4DI3ehNtunFUhJclKaZXTZ71Rx0+cpAUFBQV06dKFzMxM\nAEaPHs3GjRsbBaCnnXbyi/t+/fpRXFysmx5vwg5Ad+/ezaZNm9iyZQt1dXVUV1fz3HPPYbfbOXbs\nGKmpqRw7doyOHTtqqbdVcfDgQcD4iaYgtBYa9gCN5W1YZFwQYpmOiVbTPISoaQZE74xaWBrLC1H3\nfwkFedD9lyjDr+T6a64gPS2Viy48PywNWmsM1tasj9XgM2Ox0Md62EH5bfY+DvN3Wos2E+Is2Cyu\nVvMQopkzZ3ps7wRfSUkJ6enpnvfS09PZu3ev33o+//xzTj/99Ij1BEPYAejVV1/N1VdfDcCOHTv4\n8MMPueuuu1i6dCl5eXlMnjyZvLw8Ro4cqZnY1kZWVpbREgShVdEa9gGVcUFojfibxIZaRygZ0EAa\nQp1s60XtjrVUf/I87XueyqyPVjJucjoXT/o1F//mgrCzTQ2vo+2rHvW1ZAfSYJY+DoZw+rjp56Ph\nt+Z93KTuluymGmKpj/2iQQA6f/78iOv45ptv+M9//sNjjz0WcV3BoPk+oJMnT2bhwoV8/vnnnm1Y\nBN9IhkMQhKbIuCDEMqWVDlKSbJ5VZaFOrM1kh/W5EALk48uepjL3daiv5bXSvvz5rU+xZPbnot9c\noK9/0Oy40ec6GI162GHXYfYlwi1ci7GgUSvb17GKGqc5sp86k5aW1mhJbXFxMWlpac3KHThwgMWL\nFzNr1iw6dOgQFW2aBKCDBw9m8ODBAHTo0IFHHnlEi2pbPaWlpYD7YU2CIAgg44IQ29Q4VMprnXRM\nsOq2fM7o5Y/BamvAX9n6gzuhzv0Qx+uuuw5bnxH8/vZbQG//dKw/FjRqYrs7qcU+NoNG0/ZxiBq9\niaTdOoeLilqzPAIXXe8B7dOnD0eOHKGwsJC0tDQ2bNjAXXfd1ahMUVERzzzzDHfccUdUn52geQZU\nCJ5169YBsuG8IAgnkXFBiGXirQrJ8VbPa+/sQ8Nr70mhr3JGZ0zCsf3p8zcZBrCln8KiPU7OyVQY\nUXOU3996Y3T0api98/c6oj7WWKNevgbTx4ba7gMR1+PvtSa+hqjRn6ZQ7DirQlK8hao6kwShOm7D\nYrVauemmm5g3bx4ul4vx48fTo0cPVq1aBcDEiRP517/+RUVFBa+++qrnM1os6W0JCUAFQRAEQdCE\ntPY2LJbwsiqgz76SetphZZBqK6FkP0u+2sPsTTXc+suOnLVrOaq9A8qAHBSLRV/tEPEeluFmzqKp\nUdc+JvyHYUXNNnsfa6AxXNueaKXO4cJhhhhU531Ahw8fzvDhwxsdmzhxose+9dZbufXWW3XV4AsJ\nQA1EMhyCoC1a7wNqBDIuCDGNn9VkvpbRNX1fjwmrPw1a2WHhrEP94Wsm9mvPnb/+BQv+cB3Ww1uh\n9CCoTsAS0QRbL1+D6cOW3tczsIimr6EQS75GvY8J7YsGrfxr3rqB6ByAmhUJQLmEEPoAACAASURB\nVAVBEARB0ITKGqdnH1DQfvkcTSajwdgRtxmK7ZUR8lfmXx+vZeL4Cxg47BL+MsPmXoLougKscWCx\naaInUo3h2t5EVKf7QMifjUofQ1jXoda2URq9icbvS1M70jZVoN6htomHEJmZthl2m4S1a9eydu1a\no2UIQqth8Xc/efYCjVVkXBBimfJaFxW17g3eFUXxZBy8/4/IPtFOxPVEwfZ17JUlS5ky9Xf86S9/\nhbgEFGscii0e4hLdtkZtGuW3Gc57VOwm59w0unxoNHUfh1CnVufb4VQprnRgGixKZD8xigSgBlJW\nVkZZWZnRMgSh1fBZYZlnL9BYRcYFIZaxKNDOdnJq0TRzEo3skHemxJcdbR3e73XKSOeSiy7kkVn3\n6tKe9080ffWmrfdxNNoz0m9N6w2yTi2vbatFIc5qosBNsUT2E6PIElwDGTJkiNESBEEwGTIuCLFM\nRoc4GuZ2Wk5+FUXxLJ/z2N7HVf0f+BKJH19u3MzIM05n8kUX8ttJv/ZkZQL6GqIdtE9eberha7h2\nM58CnI+gfdWrj73/18JXrftYafl+6VD0amWH0sd69bdFgYxkG4Xl9TjbwEOIzErb9Nok9OzZk549\nexotQxAEEyHjghDLWBR9ls81vA7VjvTzvuoKaPso/69l/+bsCb/h2UWLURQFi8Wii6/eRMVXk/Sx\nkX5b2pCvuvRxiP5o5beqguLviWnRRjKgQrQ5cOAAgEw2BUHwIOOCEMvUOVTibScnlt4ZEG/CzqQo\nwWVwXKp6UgM0yvpF1H5L9onJrvfxHbt2M+qsEUy/caruGhr8DlWjVrY3EdXpPhCwjHcfB+W3lnaQ\n16HefRzw2tZJozd6/L5EdG0HYau4ry+nH5+E6BC7oXMrYPv27Wzfvt1oGYIgmAgZF4RYpqTSQfWJ\nDd59ZSEiyZ74yzD6zNT4sTXREIQNcPjITyiKwuwH7+Ozj96nQ4cOurdviTBDpYXf0WrT0D7mJKb1\nWydtmvodQj1aXdsul8rPx+sxTfypKJH9xCgSgBqI3W7HbrcbLUMQWg3v/Oq0mN8LVMYFIdYJNCeK\nJNtiJEHrPvF61Wf/oe+QM3n3/eUAxMfHh1SXFjq1IJz+avV9rNPnjSIafmuBdvUpJovblAh/YhNZ\ngmsg2dnZRksQBMNx3nyx0RJMhYwLQqS8+OKL5OfnY7fbWbBgAQBvv/02mzZtQlEU7HY7M2bMIC0t\nTfO2M5Jt2E48hUiLJX/RXD4ame1CLT6I4qpD7dSXVxYv5rRTe3DuuOwQ6wm87DTWl48G7avJNDaz\nIbTy0e7jBo3RaitcXw3QaLVAZsc4Co/XY4qtQGP4Ps5IkABUEIRWQ8MeoLf07mKwEkEwjnPOOYcL\nLriARYsWeY5dfPHFXHnllQCsXLmSf/3rX0yfPl3ztm3Wkw9mUVXVs/xNMxtCKt+ALlq8bNeHD0F1\nKTX1TuKTU1g6OZWK+lTSUu26tuvL1uM8hnKuNakTPEGopn4bdB22lj42+lxq1qZLxaIouFQzRKBt\nEwlADWTFihUATJo0yWAlgtA6aNgDNJYDUBkXhEgZNGgQhYWFjY4lJSV57NraWp9BgxY4XYDF6wFA\nWmcyAmTG/H3G32RUC12u+lrY/m+oLuWL/eVc8dev+NfbSzmzC7Q78ZRKvTM7/l779VvHLLI/TSHb\n7gN+ffPXth59HOp1aIo+NkBjWLaPvgr0mYbXkfaxomCe4NNc64GjhgSggiAIgtAGeOutt1izZg1J\nSUnMnj3bZ5nc3Fxyc3MBmD9/PhkZGSG1oaoqOKsAp/uJlSeOa2qfmLA1HPcEu+A7qxLIjlTLoc3w\n/XpUVeUP7+wioX0HevTojtIlExR3W7qcgzD99tShoy7NbEUxRx/7s5tch3rYEfsdBY0R2z6uRb37\nuN6aTFp6y0tfbTZbyGNg6MgSXCHKjBkzxmgJgiCYDBkXBL246qqruOqqq1i2bBkff/wxU6ZMaVYm\nJyeHnJwcz+uioqKQ2+mYYKV9O8vJAKIh0+GVudDSJkLbW2PItsuJ0+XCoii8/9QMHH0ncEq3ro1P\nSBT9bpRL8efribcj8tuPrZl/3r4Y3ccBbO9z3equbb37WI9rOwi73umiqLSEYMjIyGg0Bnbr1i2o\nz4VEG82Ats2w2ySkpKSQkpJitAxBEEyEjAuC3mRnZ/Pll1/qUrc90UpSO/fUQlVVz5I37/8jsk+0\nE3E9GtnbSyyc+9RqfjxeT1dKyOrezVPGCF1GtatpH8eC3eScm0aXD42m7uMQ6tTqfFstCp062Mzz\n/FhFiewnRpEMqIFs27YNgKFDhxqsRBAEsyDjgqAHR44coWtXd2Zu48aN+nyTDyTGW3w+hMgb7+Mh\n2xBSeU3a9GPX19dz2bR7qKx0UT34MpSR41GsNl3aCsXW4zyGcq41qRMgWF9C8VsrW4fz1+b6OAyd\nWrSpAFjAalFwmOIxuG0TCUAN5ODBg4BMNAVBK2J9D1CQcUGInGeffZadO3dSXl7OrbfeypQpU8jP\nz+fIkSMoikJGRoYuT8AFUFVQ8f2QkOZl1dBtH/W2ZOsVBNhsNt58+QXSUlPp17+v+70WNIXtdwi2\nHr62ZPtDb1+N8BvwBMeBdLQGX3Xv4xDr0conBfc4ZQ7a5mJUCUANJCsry2gJgiCYDBkXhEi5++67\nmx0799xzo9J2cUU9ae1tWC14MhagnQ3RCWoa2vRlf/f9fp768/M898wTjDprpKb+RcVX8FsmkN+B\nbM39DqBRDztkX700mrKPVf9f1pimjwNo1MNuaN/lUjlW5XA/sdsM+MgutwUkADUQyXAIgra0hn1A\nZVwQYhmHC6rqXHRIsALNJ53eS/nCtVVvW4NsiC+7qfYGu6qqipxJl1NaVsb/3jWD/v36NC7jQ3dE\nvoao3Ru/5QPU78/vYO1IfG3kdwTnQMv+bsn2Jlp9HLTtbsS8fRxAY9jXdhB9XO90UeswS/YTCUCF\n6FNaWgogDxwRBI1oDfuAyrggxDJJ8RaSTwSfvrIRemV1omUnJibyx/vvYdiQwfTr27u5X00m6kZo\nbLFdnTNwmtQXrSxhuLb7AN6YQpcfjabs4zA0ehNuu3FWhZREK6XVTp/1Rp+2uQS3bXptEtatW8e6\ndeuMliEIgomQcUGIZTomWrEoiifzoJywvX+8j+tpN6BFfT//XMiLL78OwO+uv4YRw3/pu7xXm0b6\nGtBvnTRq2sdB9luLvrZS2yi/Ne3jIK/Fpr5q4XdCvAWbpW1mHs2CZEAFQRAEQdAVf0vpIqmvJTuQ\nhmCW+TVQWlrGhEmXsf/AIX5zwXn06hnd+7TD8bXp58PxOxydsdDHWuvUmmhe2+Fo07S+JnX7soPV\nE0t93IhY0akxEoAayKRJk4yWIAiCyZBxQYhlSqscpCTaPHMqzZcWKtFfPtqxYwfGjx3DZb+dRM+s\nHoHr8JoA66UxYhuaHTeFrhY06mGb9TrUxG5yLZpGVwCNeti+jlXWusyzBYvSNhejSgAqCIIgCIIm\n1NSrlFucdEywNstGhJqd8msThQe4KAqlpWVs3vI1E8aP5YU/zw9ZWwN6ajTb+YsFjZrY0ChzZRpd\nPjSato9D1OhNJO3WOVyU15jl/k+A5v61BSQANZC1a9cCkJ2dbbASQWgdtIZ9QGVcEGKZeKtCcrzV\n89o7+9Dw2ntS6Kuc0RkTgLKy45x/8f+w49vdfL9jMxkZ6QHL+9PnbzKsp/YW7Qizd8G8F7HfJsww\n+nvPlH0MET2EKJj3NPE7RI3B6GvJjrMqJMVbqKozyz4sbZO2mfc1CWVlZZSVlRktQxAEEyHjghDL\npLa3YbUqjTIlgWwIbeuGaNmuo/to5yhn6Z05ZKS091u+mU9gfr8htPJN7GD882VHU6OWtk+f/B03\nSx9HaEeljw207YlWbGaJgBQlsp8YRTKgBjJkyBCjJQhCq6I17AMq44IQy/ibDyktTJQaJrEt2iGW\n96ehoZx6eDtKUiqk9gCgurqan34upFflfv7zx/NRqorBUYcSlxi0L6EQtN8h2L581dr250u0fY2G\n35ESS75GvY8hpN9prfxr3rqByD2gQrTp2bOn0RIEoVXRGvYBlXFBiGUqa5yefUBB++VzNJmMhrJs\nz/uYy1EH/1mIevwnsMbB+X+khnh+O2UqO7/dw+4t62k/+DfgrIe4dsG32TDBNXgJplEavTFi+WjU\nznUY12FU+1hHjd5EXGcY12KkbapAvUM1zUOItPyyI5aQANRADhw4AMiEUxCEk8i4IMQy5bUuUCC5\nnckfQlRbgXr8CIqzHtqnQVwChw8eZue3e5g350GSO3R0l7fGha2tAc38DsIOql0tzp8f21R9rKcN\njdL9ptHlQ6Np+zhEjd5E0q7D4aK40tGsTuOQDKgQZbZv3w7IRFMQhJPIuCDEMhYF4r1urmqaOYn2\nJNyvDosNVPdDSOpqa6irqKJP71P5dssGkpOTA34+lIyOEb42RYusU7B2tHwNqo918M+X3ZZ89X6t\n2RcNQdTpj3D8sFgU4qwK9U5zZEDbKm0z7DYJdrsdu91utAxBEEyEjAtCLJPRIY54a+OJo0rkk99w\nM2PQ/B4wVVVREjqgjLkNhxLHNX9eyfkTzqWuuoLk5GRPmUj0auJriLY/X5vZXm36K2O43yGcj6D9\nDsIOWi+EVj7afay0fL90uNpN73cLtkWBjGQb1uaJVWNQlMh+YhTJgBqIbLMgCEJTZFwQYhmL0jxA\nbDpFCjfzE8ykuqntTbPJbJeBbK7sxIdbDjP/f4ZgqypCSUxuVj6srE6EWa5Ig6hAE/dg7XCChAZa\nvd8RnKeY81XPPgZDHkLkcp3Q5VWvYcRwEBkJEoAKgtBqaA37gApCLFPnUIm3NV5W54uwMylhZHB8\nHXM63RvR/+q6mew6+zJO7WhBSe0RebanyWTbKNsojd5EVKf7QMifjdq5NjiTaKRGb4z4fYm0TRX3\n9eU0Q/AJtNXFqBKAGsiKFSsAmDRpksFKBEEwCzIuCLFMSaUDe6KVpHhLixkNozKMqqpy6133ogKv\nvPBn+vQbEJkeH9o08zVE2xu9zl9T24x9rLt9QqMmvuqoEY206dLHIWr0JpJ2nU4XR8sdZtiApU3T\nNsNuQRBaJYu/+8mzF6ggCMYQ7IqyYDIserDyk1xefePvZHbq5HNy2xKhZonC/Uw46FlfOLqj5bfW\nmLmPtSZW+li7+hSa3RdgJIoi94AK0WXMmDFGSxCEVkVr2AdUxgUhlslItmFr8hCiUO2A74e7fNTl\nBEct6o/b+M3557Lqw3eZcM7YsDXqYUetTRMsH/W2Y0FjMxtCKx/tPm7QaES7ofhtgEaLBTI7xlF4\nvB5TbAUaw0FkJEgAaiApKSlGSxAEwWTIuCDEMjargkXPpYUEXpqpqu4lthZL4wVezq3L+eP85+iV\nnsD0B+Zx3rnnGKZRb9sojd5EXCeEvHw0que6jfax0edSizYV3A8hsigKLtUMEWjbXIwadgBaVFTE\nokWLKC0tRVEUcnJyuPDCC6moqGDhwoUcPXqUTp06cc8993j21BIas23bNgCGDh1qsBJBEMyCjAtC\nLON0ARbV50OINLEDZcaOFqB+tRSctaijb4H0Xic+ovCPnTU8tWIHt156DsopQ/TLsISboQ3RDuY9\nf5NwPTUGoy8o233Ar2/+2g7otxa6grkOzdDHUdKox+9LoM80vI60jxUFkwSfSAY0VKxWK1OnTqV3\n795UV1czc+ZMhg4dyurVqxkyZAiTJ0/mgw8+4IMPPuDaa6/VUnOr4eDBg4BMNNsqzpsvbvT65yA+\nY33l3/qIEUyDjAtCLFNUXk9qexvtbIonYwGRbTnRyAa/2za41r0E9dXuN1O7N5qYTrn8Miqqapl+\n03UoVqv2ugyww82cmUF7i7afPjaN3/i/Dk3Tx1HSaDq/W7BdKhRVmGT5bRTYunUrS5YsweVyMWHC\nBCZPntzo/R9//JEXX3yR77//niuvvJKLL77YT03aEnbeNzU1ld69ewOQmJjIKaecQklJCRs3bmTc\nuHEAjBs3jo0bN2qjtBWSlZVFVlaW0TIEQTARMi4IsYwKOJwnZ3YNk0RfrzW3XU6vhtzTm78sWsyG\n/35Fu3btuO3mGz1Lc3XVccLWuw1fhPK+XpqM8LslWlMft0RM9bGfOn2h1bXtUlX3Sg2zoFgi+wmA\ny+Xitdde48EHH2ThwoWsX7+eH374oVGZ5ORkbrzxRi666CI9vWyGJveAFhYW8v3339O3b1/KyspI\nTU0F3PcylZWV+fxMbm4uubm5AMyfP5+MjAwtpISMzWYzrO1zzz3XkHa1xshzGMsEk/FsSjTP88+X\njA75M5nLNoTeTsif8I/W+4AacV2bZVyQ32shHOyJVhLj3ZMiX0vf9Fiy57H7ZEPBGvestnAvr6/K\n5+77H+Km669h9K/OjKzdYG2vjIs3urbZxG6x3SYatbb1OI+ms90H8MYUuvxoNGUfh6HRm3DbtVoU\nOnWwUWSarVj0W4JbUFBAly5dyMzMBGD06NFs3LiR7t27e8rY7Xbsdjv5+fm66fBFxAFoTU0NCxYs\n4IYbbiApKanRe02/HfImJyeHnJwcz+uioqJIpYRFRkaGYW2XlpYCsf/QESPPYVvD7OfZ7PpCxQh/\nzDIuxPrvdbdu3YyW0CZJjLf4fAiRN+EusQMCPrDE8stLUXuPRnXUoaRlccF5KfzhztuYP/dhCPA5\nze1otuVnKaIRGjXrY1UeQtQm+jgMnVq0qQBY3IGowwzrcCPMeAPMnDnTY3vHVyUlJaSnp3veS09P\nZ+/evRG3pwURBaAOh4MFCxaQnZ3NWWedBbgj6WPHjpGamsqxY8fo2LGjJkJbI+vWrQNkw3lB0IqG\nPUBjeRsWGReEWEZVQcX3g0Galw0h41Jfjbr9Qzh2CIZPgZTuPsvTIZN331vO2LPj6dolk2eefNQz\ncY1GcOArQxuqr5Haevrn128/tCW/25KvmvkdYj1a+aTgHqdMQQvLaINh/vz5GgiJLmF7raoqL730\nEqecckqjidKIESPIy8sDIC8vj5EjR0auUhAEIQg+Kyzz7AUqCEL0Ka5w4HQ1Dvag+X1YDZPKYGwA\nde1LqN+tRy3+rlF7TSeqf3/7Xa66YTqPPvmM3zKh2qFmiCLxtZnfetjgt0wkmTFN/Q6gUQ87rAyt\nVr5G2TZNHxvkt0tVOVblMNd9oDqRlpZGcXGx53VxcTFpaWkGKjpJ2BnQ3bt3s2bNGrKysrjvvvsA\nuOqqq5g8eTILFy7k888/92zDIvhGMhyCIDRFxgUhlnG4VCrrXHRMsALNJ52BJrOBbLW2HMXlcB9s\nl+x3stzn1F5ccvGF/Hn+Y5pmfoKeYPvwISK/wwgSGvBbPkD9IfnqJ7AI19dGfkdwDnTvYy/bm2j1\ncUhBstJ82Wq4vmrexwE0hn1tB9HH9Q4XNfUmyX6CJktw/dGnTx+OHDlCYWEhaWlpbNiwgbvuuku3\n9kIh7AB0wIABvPPOOz7fe+SRR8IWJAiCYBaabpUTLLJdjtBWSYy30OFE8OkrGxF2FqNzf9SqYyio\nUPQdao/hjcqs2/BfRp5xOqPOGsm//t+SyNqKxG4yUY96+8G0q3MmSo/zaDrbfQBvTKHLj0ZT9nEY\nGr0Jt904q4I90UpZtddTsw1FvwDUarVy0003MW/ePFwuF+PHj6dHjx6sWrUKgIkTJ1JaWsrMmTOp\nrq5GURRWrlzJn//852bP9dEaTZ6CK4TH2rVrAcjOzjZYiSAIZkHGBSGWsSdadXkIkeWMK1FPGYZa\n+iN0G+LJyCiKwocrP+HSq27gvrtv54lHH/IcD5TJ0TX7RPQfUBOyrzpojLSPw8mMSR/HcB8HqVOP\nPk6Mt1BZ6zLJQ4givwc0EMOHD2f48OGNjk2cONFjp6Sk8NJLL+mqwRcSgBqIvy1qBEFou8i4ILRG\n/E1iQ0HpMhC6DHQ/QMQrs3Hkp5854/RhPPCHu/xmSwLp0UJbtAgmM+TrM6EEFpFo07q+luxg9Ugf\na6dN0/qa1O3LDlZPLPWxIAGooQwZMsRoCYLQqtB6H1AjkHFBiGVKqxykJNo8tzWFu0zOr+2VBfl+\n/wFO7dWTm2+cyo1Tr8JmswVfjx87Yo1N7jkzpQ3NjptCVwsatbK1vg710KiJ3eRaNI2uABq1slt6\n3zTZT0DPJbhmRt+8rxCQnj170rNnT6NlCIJgImRcEGKZmnqV8lr3vVWKcnIvcO//I7JPtLNm3QZ+\nMXIsixa/hqIoxMXFaVO/hrbR7RthG91+1Owm/WwaXT40mrqPQ6hTq/Nd71QprzHL/Z+4g/BIfmIU\nyYAayIEDBwBksikIGtEa9gGVcUGIlBdffJH8/HzsdjsLFiwAYOnSpWzevBmbzUZmZiYzZsygffv2\nmrcdZ1VIbmf1vG66lC7QUkFfn1FVFVQVUHE5nCg2d6D5rw9W0CurB/9zycWGZXB8vtfEn5B9jYat\nRJa9C+a9iP2OUKOufdzE9uer4f3tPhDWZ4N5TxNfQ9QYjL6W7DirQlK8hao6s+zDErtBZCRIBtRA\ntm/fzvbt242WIQithtawD6iMC0KknHPOOTz44IONjg0dOpQFCxbwzDPP0LVrV5YtW6ZL22ntbVgt\n7kxDw8TUnw2NJ69AM9tZ9AO1O/IomjuJ6o3/prKiHEVRePZPj7P20w/JzOzs97N6294BiMc/L58C\n+W2EXo8NoZX34Xcg/zTxO0KNWtk++1hRPA/OieTaNrMdlT420LYnWrGZJQJqyGSG+xOjmOX0t0ns\ndjt2u91oGYIgmAgZF4RIGTRoEMnJyY2ODRs2DKvVnZns378/JSUlurTtbz6k+HgjmMmi8/hRqr/8\nN44fd7Np9af0GXIW//dJLlarlbS01BbriebENliiocMIX0N5vzX57YvW6qvmfRziZ8Nqw4etNmtd\niDayBNdAZJsFQRCaIuOCoDeff/45o0eP1qXuyloXye1Ofrcd6fK5+N6nE9djIB2veJhp191GQkIC\nAwf0D/phI+G0GZHdMME1ePmoURq9MWL5aNTOtWL8EmGjNHpjxO9LpG2qQL1TNdFDiNomEoAKgiAI\nQhvh/fffx2q1+v2iIzc3l9zcXADmz59PRkZGyG04nTVY1TpPfkHFnWto+J9Q7bgElLgE3nrzVUqO\nHaNnz6zw6omW3SRjE832g27XKxOkpQY9zqNp+rWp7dXPhmsJoNHUfRyCRm8ia9eC0q49GQktZ0Bt\nNltYY2BIxPAy2kiQANRAVqxYAcCkSZMMViIIglmQcUHQi9WrV7N582YeeeQRv0vpcnJyyMnJ8bwu\nKioKqQ2LcuI+UKvSOAOjKHAi+6CEYH+7p4Crb7yFv7/2VwYO6E/Hjh08WYxg6vHQRItudpOMTii+\nRmr7JAiNWp4DzXw6oc+UfdzEjmYfm8FvTf1QTjzZWqtrOwhbVZ2UlZdQ7/Rbs4eMjIxGY2C3bt1a\n/EzoSAAqCIIQ07SGfUAFQQ+2bt3K8uXLefTRR2nXrp1u7WR0iMN6Yj4V8VI5VeXa393Gj4ePNM6G\neSaSaos2XuXDsbXwIxJbF1+92tHKb9X94mSWTAtfgzwHQfutZR9DaOU16uOQ/D7RhtZ9rKmvQZ6D\nFn0NoY8tCmQk2yg8Xk8QMaj+KBKAClFmzJgxRksQNMJ588VGSxBaCTIuCJHy7LPPsnPnTsrLy7n1\n1luZMmUKy5Ytw+FwMHfuXAD69evH9OnTNW/bovjIYDXB+3gg22Kx8P9ef4na2loGDujvPn6ijmAn\noN6E/cCSIPU2DZLD+mwTOxRfvSfb4foart8Nn/Ysc4ySr1r5LX0cfB83oImvhPY7rZWvLtfJ7Lpg\nDBKAGkhKSorREgShVdEa9gGVcUGIlLvvvrvZsXPPPTcqbdc5VOJtjQMRXwTKkhz64UceeOgx/vqX\np+nfr0/jMmFkcEIpG7HdZLJtlG2URm8iqtN9IOTPRu1cR5pB1buPddTojRG/L5G2qeK+vpymCT4l\nAypEmW3btgHu/dkEoTVgdCa4YQ/QWA5AZVwQYpmSSgf2RCtJ8ZYWMxq+MhP19fX8+pIr+eHHw+w/\neJBfDh3SrIyW2Sct7VB91cP2xm95jc+fLn6bvY9PaNTcby1ttyDz9nGIGr2JpF2n08XRcof/e0uj\njQ//2gISgBrIwYMHAZloCoJwEhkXhFgn2PmUrwmizWbjqbmPkJ6WyrAhv9BRZfgEkxny9ZlQJtiR\naNOyvqZ1+7KD1aOnNq0Jx9emn28rfsfeta00/gbBcGLj2tAaCUANJCsry2gJgiCYDBkXhFgmI9mG\nzRr6srqiomJeeu1NHrzvbn5zwXn+y5pkiasedtTabMPLRzWzIbTy0e7jBo1GtBuK3wZotFggs0Mc\nheX1yFagxiEBqIFIhkOIBkYvixVCQ8YFIZaxWRUsIS6Nq66uZuLF/8O3ewq45KIL+cXggf7LE9rS\nzAaC1aKJHaJGrW2jNGp6viHk5aPSx+bSqMe51KJNBXCpKhZFwaWaIAKNkey41kgAaiClpaWAPHRE\nEISTyLggxDIuF+CqhW/+DfvWop56NsqwS8Fq85uZSEhI4LLJFzFi+DAGDxoQOGvSJDPmt5yXHczE\nNNi6WrSjlKEN5j2/vuqoMRh9QdnuA35989d2VPoYopKhDea9qF7betg+dAb6jC//wvFVUTBH8Am0\n1SW4FqMFtGXWrVvHunXrjJYhCK2Gd351WszvBSrjghDLHC2vp67gC9R968DlhLh2YLE0ypI12OXl\nFXzw4UoUReGP99/DBedNaFamme3VlqL4fiBKMDY0nrwGbNOEdiR+G609Ur9N0ccQWvko97GqqlHR\nqJffevaxS8Vcy28VJbKfGEUCUEEQBEEQNEHF/STbhuwVihWUk1ONhklgZWUlky6/miuuu5n9Bw5q\nNoENlmhMpKM5cQ90zN/7eumIlq8t0Vr7uCViqo/91OmLlq73YG2XquJ01mP5cgAAIABJREFUBWwq\nyigR/sQmsgTXQCZNmmS0BCHGkPs5A9Ma9gGVcUGIZeyJVhJ7Dob9/0Gtr0Yp2geqC/XE990NWR2b\nzUZ6aipLX32RXj2zTLfEVaulmUZoabFdRd/lo7GyxDUi230Ab0yhy49GU/ZxGBq9Cbddq0WhUwcb\nRWbaiqUNIgGoIAithtawD6ggxDKJ8RYs7bqh/uZR+GkXSuYAFIvV835NTQ179u5j6JDBvP/2m8DJ\nDEWge7s8dojlGwiqbq3sUH3S2DZKo6bnGzxBqKZ+Sx+bp4/D0KlFmwqAxR2IOkyzDrftIUtwDWTt\n2rWsXbvWaBmCIJgIGReEWEZVT0z0rHEo3YaANQ5VVVFVlbq6Oi6/5iayJ15EUVFxk8/pkw2KasbJ\nJG1Hu70Gu+n/0baNaLst+drwv6Z+h+iPVn4ogGqS/GfDUu5wf2IVyYAaSFlZmdESBB/IMlfBSGRc\nEGKZ4goHae2tWC14MhbgtktKjlGw73uenjeH9PQ0z3HvMr5sMC6o8c68BGUH6ZOhfkNQ5UPy28vW\nxNcgNWplh+Xric+bso9VNajl6ob2cZAatbIbtLhUldIqh4nuA43dIDISJAA1kCFDhhgtQRAEkyHj\nghDLOFwqldU1dGyfCLgnoPX19ZSVHSczszNb//sfEhISPBPCBlqyvcur/o7rZDfoCMr24UMw/gXl\ndxC2N37LB1l/SH57TfY18TWCc6B7H3vZ3kSrj4O23Y2Yt4+D1BjStR2Er/UOFzX15sh+Ap4gvK0h\nAaiB9OzZ02gJgiCYDBkXhFgm8Yf/klyyHUbfjGq14XS6uPGWO9mYv5XN63Jp3769ZzKoV1bHULvJ\nRN0ILS22q3MGTo/zaDrbfQBvTKHLj0ZT9nEYGr0Jt904q4I90UpZtdNnvUJ0kHtADeTAgQMcOHDA\naBmC0GpoDfuAyrggxDIddn+A8tNO1I/nAlCw73v+vfITbrjmSpKTkz0ZCUVRdLEbaMnWq33Fqx3d\n2wrXb500ev9EXGeAvgrJ11Zkm8FvTfs4yGtRD18T4y3YLGbJPCoR/sQmkgE1kO3btwOS8dATuZ9T\niDVkXBBimxMZyspiHLW1DDitH7vyN9Ctq7ZPpg4mQ9LS5xsmpf6W+ZkRLf2OJaSPQ/u8Xn7reR7D\n8TtcX011JcTIdak1kgE1ELvdjt1uN1qGILQaFn/3k2cv0FhFxgUhljk+aApOawJ3/WMbky+7gtq6\nOrp27UJ1vQuX6n4ASHXdCdulUl3vQlVVnE3sGh+2w6niwua2XSq1DtVj1zncZeqdKnUnjtc53a9V\n1X3MY9e7cLjcdq3jpF3jcOE4UabGq0xNvQvnCbva265z4XKd8OmEfyqc9M/b1xO22uB3XWC/Hc7G\ntrevDba3r/X+fHWoHp9qG3yC5r46m/salN9e/lXVOjXp4xqHCxWod0bYx87w+rjGh68N56DBPxfW\nk37X++njFvx2uILr41pffrfUxyc0Ol2cPK5BH/u0w+njE7b7WvT2u7mvQV3bgfrYedKnBv8qa10m\n2oJFMqBClMnOzjZagiC0KlrDPqAyLgixTE3X01l/sIYXc//GLbfcQnGliqLUux8qg/ueKxVQapyg\nuu0yxdlwGxjHFScN80KLDzsjw87R4iKv4/gpT5i2MyhbUdy3rinVTmiwcZKenk5pdbH7uC9fm9jB\n+h2ZT43tjPQ0jpWWBO1rg63g5Wt1E7vBV39+h9DHbo12ikpLTNnHKJCebqe4qMjj63HFTx+H6Ld/\n7aH7nZZup6i0SBu/g+zjBjs4X52kpaVzrLQ4en1c7WxUXjAOCUAFQRAEQdCMM84axfLlyznjjDNA\nOflkWO85n/cKO2/bFSN2g2bV88+J/xqWA9K8bCA7mtpRLCGVd/nz1dvGhx2Br+Fq1NL228e+/DZZ\nH+viNz7sSH098ftilK+moI0uwZUA1EBWrFgBwKRJkwxWIgiCWZBxQWgNjBgxwmgJgiAIMYAEoEIb\nJ5wH9lhf+bdp2xGEWKLh90IdMMr9evnLLX5Gfi8EQRAEIYaRDKgQbcaMGWO0BEEQTMbZ+7cZLUEQ\nBEEQhKggAagQZVJSUoyWIAitiljfAxTAXlNptARBEARBEATdkADUQLZtc2c6hg4darCS8HHefDE/\nR6kdQYgVIrlet3fpDcCQn77TSo4gCIIgCGakbSZAZR9QIzl48CAHDx40WoYgtBpawz6gh1IyOZSS\nabQMQRAEQRB0R/YBbRWEmnn4GeMepJOVlaVLO77aEoS2QGvYB7RHaTTWFAiCIAiCYDjyECJt2bp1\nK0uWLMHlcjFhwgQmT56sV1MxSywvvRUEQR9k6a0gCIIgtBX0DUBbisdUVWXJkiVs2bKFdu3aMWPG\nDHr37q2rJtApAHW5XLz22ms89NBDpKenM2vWLEaMGEH37t31aC5maJrNLEtoD8hDRwRBOElrGhdk\nyyVBEARBMIZg4rEtW7bw008/8dxzz7F3715effVVnnjiCd216XIPaEFBAV26dCEzMxObzcbo0aPZ\nuHGjHk3FNOt7DWV9L8mCCoJwEhkXBEEQBKGNoCiR/QQgmHhs06ZNjB07FkVR6N+/P5WVlRw7dkxP\njwGdAtCSkhLS09M9r9PT0ykpKdGjKUEQBEEQBEEQhBhEv4cQBROPlZSUkJGREbCMHhj2EKLc3Fxy\nc3MBmD9/Pt26ddOm4o82aVNPFNq5RQMZmhKtcycIOvGF0QI0wEzjQsTjsowpMY9mf5s1xIyavDG7\nPhCNWmB2fSAatUB3fUkZLZcJQHV1NY8++qjndU5ODjk5OZGq0h1dMqBpaWkUFxd7XhcXF5OWltao\nTE5ODvPnz2f+/Pl6SAiamTNnGtp+a0DOoTbIedQGOY/aIOdRMCNmvy7Nrg9EoxaYXR+IRi0wuz6A\nxMRETzw1f/78RsFnMPFYWloaRUVFAcvogS4BaJ8+fThy5AiFhYU4HA42bNjAiBEj9GhKEARBEARB\nEARB8CKYeGzEiBGsWbMGVVXZs2cPSUlJpKam6q5NlyW4VquVm266iXnz5uFyuRg/fjw9evTQoylB\nEARBEARBEATBC3/x2KpVqwCYOHEip59+Ovn5+dx1113Ex8czY8aMqGjT7R7Q4cOHM3z4cL2q14xY\nWCdtduQcaoOcR22Q86gNch4FM2L269Ls+kA0aoHZ9YFo1AKz6wsGX/HYxIkTPbaiKEybNi3aslBU\nVVWj3qogCIIgCIIgCILQ5tDlHlBBEARBEARBEARBaIph27AYxRdffMG7777Ljz/+yBNPPEGfPn18\nlrv99ttJSEjAYrFgtVoNf1qvmQj2HG7dupUlS5bgcrmYMGECkydPjrJSc1NRUcHChQs5evQonTp1\n4p577iE5OblZObkWfdPS9aWqKkuWLGHLli20a9eOGTNm0Lt3b4PUmpOWzuGOHTv405/+ROfOnQE4\n66yzuPzyy42QKrQxXnzxRfLz87Hb7SxYsACApUuXsnnzZmw2G5mZmcyYMYP27dubSuPbb7/Npk2b\nUBQFu93OjBkzovJEyVA0NvDhhx+ydOlSXn31VTp27GiQQt8a33nnHT777DOPrquuusqw27r8ncP/\n+7//45NPPsFisTB8+HCuvfZaQ/T507hw4UIOHz4MQFVVFUlJSTz99NOm0rh//35eeeUV6urqsFqt\nTJs2jb59+5pOX01NDZ06deKuu+4iKSnJEH2tDrWNcejQIfXHH39UZ8+erRYUFPgtN2PGDLWsrCyK\nymKHYM6h0+lU77jjDvWnn35S6+vr1XvvvVc9dOhQlJWam6VLl6rLli1TVVVVly1bpi5dutRnObkW\nmxPM9bV582Z13rx5qsvlUnfv3q3OmjXLILXmJJhz+M0336hPPvmkQQqFtsyOHTvUffv2qX/4wx88\nx7Zu3ao6HA5VVd3jp78xM1r40lhZWemxP/roI3Xx4sVGSPPgS6OqqurRo0fVxx9/XL3tttsM//vi\nS+M///lPdfny5QaqOokvfdu3b1cfe+wxta6uTlVVVS0tLTVKnqqq/vu5gTfffFN99913o6yqMb40\nzp07V83Pz1dV1f03e/bs2Qap861v5syZ6o4dO1RVVdXPPvtMfeutt4yS1+poc0twu3fvbvpNb81O\nMOewoKCALl26kJmZic1mY/To0WzcuDFKCmODjRs3Mm7cOADGjRsn5ycEgrm+Nm3axNixY1EUhf79\n+1NZWcmxY8cMUmw+5HdUMDODBg1qtiJk2LBhWK1WAPr3709JSYkR0jz40uidHamtrUVRlGjLaoQv\njQBvvvkm11xzjeH6wL9Gs+BL36pVq/jtb39LXFwcAHa73QhpHgKdQ1VV+eKLLzj77LOjrKoxvjQq\nikJ1dTXgztJGY/sPf/jSd/jwYQYOHAjA0KFD+fLLL42Q1ippc0twQ2Hu3LlYLBbOO++8VvEkrGhS\nUlJCenq653V6ejp79+41UJH5KCsr8wy2KSkplJWV+S0r12Jjgrm+SkpKyMjIaFSmpKTE0D9wZiLY\n39Hdu3dz7733kpaWxtSpU2VLLcEUfP7554wePdpoGT556623WLNmDUlJScyePdtoOc3YuHEjaWlp\n9OrVy2gpAfn4449Zs2YNvXv35rrrrjNVkHrkyBG+/fZb3n77beLi4pg6daphS0dbYteuXdjtdrp2\n7Wq0lGZcf/31zJs3j6VLl+JyuXj88ceNltSIHj16sHHjRs4880z++9//UlxcbLSkVkOrDEDnzp1L\naWlps+NXXnklI0eODLqOtLQ0ysrKePzxx+nWrRuDBg3SWqpp0eIcCoHPozeKovj9JrqtX4uCcZx6\n6qn89a9/JSEhgfz8fJ5++mmee+45o2UJbZz3338fq9VKdna20VJ8ctVVV3HVVVexbNkyPv74Y6ZM\nmWK0JA+1tbUsW7aMhx56yGgpAZk4caLnfvN//vOf/O1vf4va/oTB4HK5qKioYN68eezbt4+FCxfy\nwgsvmCKj3JT169cbnv30x6pVq7j++uv51a9+xYYNG3jppZd4+OGHjZbl4bbbbmPJkiW89957jBgx\nAputVYZNhtAqz6QWF2/DQwPsdjsjR46koKCgTU36Iz2HaWlpjb4pKi4uNvRBDEYR6Dza7XaOHTtG\namoqx44d8/sQiLZ+LfoimOsrLS2NoqKigGXaMsGcQ+/lhMOHD+e1117j+PHjhj6wRGjbrF69ms2b\nN/PII4+YcrLvTXZ2Nk8++aSpAtCff/6ZwsJC7rvvPsD9e//AAw/w5JNPkpKSYrC6k3hrmTBhAk89\n9ZSBapqTlpbGmWeeiaIo9O3bF4vFQnl5uenGRqfTyVdffWXahxfm5eVx4403AjBq1CgWL15ssKLG\nnHLKKZ4vaw4fPkx+fr7BiloPbe4e0GCoqanxrEmvqalh27ZtZGVlGawqtujTpw9HjhyhsLAQh8PB\nhg0bGDFihNGyTMWIESPIy8sD3IOwr8yyXIu+Ceb6GjFiBGvWrEFVVfbs2UNSUpIsv/UimHNYWlqK\nemKr6IKCAlwuFx06dDBCriCwdetWli9fzgMPPEC7du2MluOTI0eOeOyNGzea7pkTWVlZvPrqqyxa\ntIhFixaRnp7OU089ZargE2h0v/5XX31luqX/I0eOZMeOHYA7MHE4HKYcG7dv3063bt0a3W5hJtLS\n0ti5cycA33zzDV26dDFYUWMabo1yuVy8//77nHfeeQYraj0oasPsoo3w1Vdf8frrr3P8+HHat29P\nr169+OMf/0hJSQmLFy9m1qxZ/PzzzzzzzDOA+9ujMWPGcOmllxqs3DwEcw4B8vPzefPNN3G5XIwf\nP17OYRPKy8tZuHAhRUVFjbZhkWsxOHxdX6tWrQLcy7dUVeW1117j66+/Jj4+nhkzZvjdMqit0tI5\n/Pjjj1m1ahVWq5X4+Hiuu+46TjvtNINVC22BZ599lp07d1JeXo7dbmfKlCksW7YMh8PhuRewX79+\nTJ8+3VQa8/PzOXLkCIqikJGRwfTp0w1deeFL47nnnut5//bbb+fJJ580NHPnS+OOHTvYv38/iqLQ\nqVMnpk+fbtgXiL70jR07lhdffJEDBw5gs9mYOnUqv/jFLwzR50/jueeey6JFi+jXrx8TJ040TFsg\njd26dfNsBRYXF8e0adMM2y7Nl76amho++eQTAM4880yuvvpq06+8iBXaXAAqCIIgCIIgCIIgGIMs\nwRUEQRAEQRAEQRCiggSggiAIgiAIgiAIQlSQAFQQBEEQBEEQBEGIChKACoIgCIIgCIIgCFFBAlBB\nEARBEARBEAQhKkgAKghR4Nlnn+Wrr76KSluFhYVMmTIFp9MJwDPPPMOWLVui0rYgCIIgCIIgBMJm\ntACh7bJs2TJ27drFgw8+6Dl211130aVLl2bHrrjiCs4++2ymTJnSaANyq9XKG2+8AUBVVRXvvPMO\nX375JRUVFaSkpHDGGWdw6aWXNtrjbM6cORw4cICXX36ZuLg4z/FFixaRl5fHfffdx8iRIz3H33jj\nDVauXMmMGTM455xzmvmxevVqPvvsM+bOnevTzwMHDnDgwAF+//vfB1U+1PpbYvLkybzyyiucfvrp\nYX2+rKyMJUuWsGvXLmpqasjKyuK6666jX79+Hn0vvvgiF154ITfccIPncxs3buTpp59m3Lhx3H77\n7Z7jNTU13HzzzQwcOLBRPwN8++23/P3vf+fQoUNYLBa6d+/O9ddfT9++fXE4HPzjH/9gw4YNVFZW\n0rFjR0aOHNmoTW9uv/12brnlFoYOHRqW34IgCELL1NfX8+qrr7J9+3YqKirIzMzk6quv9vzN2bFj\nB48++igjR47kvvvu83xu//793H///QwaNIg5c+Z4jquqyp133klcXBwLFy5s1NahQ4d488032bdv\nH6qqkpmZyRVXXMHw4cMBeP/99/nss888+5Sfdtpp3HPPPT51z5kzh+zsbCZMmKDxGREEoSUkABUM\nY+DAgXzwwQe4XC4sFgvHjh3D6XTy/fffNzr2008/MXDgQM/nnn76abp06dKoLofDwdy5c0lKSuKP\nf/wj3bp1o7y8nNzcXAoKCjx/nAoLC9m1axdJSUls2rSJUaNGNaqna9eu5OXleQJQp9PJF198QWZm\nZth+fvrpp2RnZxu2eXHfvn2prq5m37599OnTJ+TP19TU0LdvX66//nrsdjuff/458+fPZ9GiRSQk\nJACQmZnJF198wdSpU7FarQDk5eXRtWvXZvX997//JS4ujm3btlFaWkpKSgrg/gJh/vz5TJs2jdGj\nR+NwONi1a5fnS4Jly5axb98+nnjiCVJTUzl69Ci7du0K97QIgiAIGuB0OklPT2fOnDlkZGSwZcsW\nFi5cyDPPPEPnzp0B6NixI3v27KG8vJwOHToA/v9G7Nq1i7KyMlwuFwUFBfTt29fz3lNPPcXEiROZ\nOXMmAAUFBZ73Vq9ezdq1a3n44Yfp0qULpaWlbNq0SU/XBUEIE1mCKxhG3759cTqd7N+/H3D/0Rk8\neDDdunVrdCwzM5O0tLSAdeXl5VFUVMR9991H9+7dsVgs2O12LrvsMk/wCbBmzRr69+/POeecQ15e\nXrN6zjjjDHbv3k1FRQUAW7dupWfPnp4gKRy2bt3KoEGDAPjhhx945ZVX2LNnD1OnTvVk76qqqnjh\nhRf43e9+x4wZM3jvvfdwuVx+y+fn53P//fdz/fXXc9ttt/HOO+8E1DBo0CDy8/PD0p+ZmcmkSZNI\nTU3FYrGQk5ODw+Hg8OHDnjIpKSlkZWXx9ddfA1BRUcHu3bsZMWJEs/ry8vI477zz6NmzJ2vWrPEc\nP3LkCABjxozBYrEQHx/PsGHD6NmzJwD79u3jzDPPJC0tDUVR6Ny5M+PGjQvLJ0EQBEEbEhISmDJl\nCp07d8ZisXDGGWfQuXNnvvvuO08Zm83GyJEjWb9+PQAul4sNGzaQnZ3drL7Vq1czcuRITj/99EZ/\np48fP05hYSETJkzAZrNhs9kYMGAAAwYMANx/I4YNG+b5gjolJYWcnBw9XRcEIUwkABUMw2az0a9f\nP3bu3Am4g82GPybex7yzn/7Yvn07w4YN82Tk/JGXl8eYMWPIzs7m66+/prS0tNH78fHxjBgxgg0b\nNnjKjx07Nhz3AHf2sLCwkG7dugHQvXt3br75Zvr378/SpUs9y4dff/11TxA6Z84c1qxZw+rVq/2W\nb9euHXfccQdLlixh5syZfPrppwHvMe3evTsHDhwI2w9v9u/fj8PhaJaFHjdunGeysH79ekaOHNlo\niTPA0aNH2blzJ9nZ2YwZM6ZRANq1a1csFgsvvPACW7Zs8XwJ0EC/fv1YsWIFn3zyCQcPHkRVVU38\nEQRBELSjtLSUI0eO0KNHj0bHx40b5xnzt27dSlZWFqmpqY3K1NbW8uWXXzJmzBjGjBnDhg0bcDgc\nAHTo0IEuXbrw/PPP89VXXzX7+92vXz/y8vL497//zb59+3C5XDp6KQhCJEgAKhjKwIEDPcsov/32\nWwYOHNjsWEP2sIEHHniAG264gRtuuIHXX38dgPLy8mZ/yJry7bffUlRUxKhRo+jduzeZmZmsW7eu\nWbmGQKqyspJdu3Zx5plnhu1fVVUVQMDA2OVysX79eq6++moSExPp3LkzkyZNahScNWXw4MFkZWVh\nsVjo2bMnZ599tido90VCQgKVlZVh+9FAVVUVzz//PJdffjlJSUmN3jvzzDPZuXMnVVVVrFmzxmfg\nvmbNGrKysujevTtnn302hw4d4vvvvwcgKSmJxx57DEVRWLx4MdOmTeOpp57yTDIuueQSfvvb37Ju\n3TpmzpzJrbfeyurVqyP2SRAEQdAGh8PB888/z7hx4zjllFMavXfaaadRUVHB4cOH/f6N+PLLL7HZ\nbAwbNozhw4fjcDg8q3cURWH27Nl06tSJpUuXcssttzB79mzP6pmxY8dy00038fXXXzNnzhymTZvG\nBx98oL/TgiCEjNwDKhjKoEGD+OSTT6ioqOD48eN07doVu93OokWLqKio4ODBg80C0KeeeqpZ9q1D\nhw4cO3YsYFurV69m6NChngcSjRkzhry8PCZNmtSo3IABAzh+/Djvv/8+w4cPJz4+Pmz/GoK0mpoa\nv/UcP34cp9NJRkaG51inTp0oKSnxW+/evXv5xz/+wcGDB3E4HDgcDn71q1/5LV9TU0P79u19vvfE\nE094Av7p06f7XBIFUFdXx1NPPUW/fv245JJLmr0fHx/P6aefznvvvUd5eTkDBgxg69atjcqsWbPG\n88CHtLQ0Bg0aRF5eHqeeeirgztQ2PLDoxx9/5Pnnn+eNN97g7rvvxmKxcMEFF3DBBRdQV1fH559/\nzl//+lf69u1L9+7d/fouCIIg6I/L5eKFF17AZrNx0003+SwzduxYPv74Y3bs2MFtt93W7EvgvLw8\nRo0ahdVqxWq1ctZZZ7F69WrPF8Hp6en87ne/A6CoqIiXX36ZF154gXnz5gGQnZ1NdnY2DoeDjRs3\n8txzz9GrVy9++ctf6ui5IAihIgGoYCj9+/enqqqK3NxcTjvtNMAdtKWmppKbm0taWprnIQaBGDJk\nCG+//TY1NTU+s411dXV88cUXuFwubr75ZsD9TW1lZSX79++nV69ejcpnZ2fz3nvvMXv27Ij8S0hI\nIDMzk8OHDzd6Eq83HTt2xGq1UlRU5AmkioqKAt73+txzz3H++ecza9Ys4uPjeeONNzh+/Ljf8j/8\n8IPnXsqmNH0SrS/q6+t5+umnSU9PZ/r06X7LjRs3jscee4zLL7+82Xu7d+/myJEjLFu2jA8//BBw\nB8aHDh1q9PCiBk455RTOOeccPv3002Z1xcfHc8EFF/Duu+/yww8/SAAqCIJgIKqq8tJLL1FWVsas\nWbOw2XxPL8eOHcudd97JuHHjGj3RHqC4uJhvvvmGgoICvvzyS8D9t7uuro7jx483+xuakZHB+eef\nz1/+8pdm7dhsNkaNGsXy5cs5dOiQBKCCYDIkABUMJT4+nj59+vDRRx81yqoNGDCAjz76iCFDhgRV\nz9ixY8nNzWXBggXccMMNdO3alcrKSj799FN69epFVVUVFouFBQsWNPrDuHDhQtasWdMsAL3wwgs9\ny4Ej5fTTT2fnzp2eByWkpKRQUlKCw+HAZrNhsVgYNWoUb731FnfccQcVFRWsWLGCiy66yGd5gOrq\napKTk4mPj6egoIB169YF3G5k165d3HnnnWHpdzgcLFiwgLi4OG6//XYsFv8r9wcNGsRDDz3kyWh6\nk5eXx9ChQ7njjjs8x+rq6rj33nvZsmULXbt2JT8/n9GjR5Oenk5RURHr16/3bPfy0Ucf0atXL/r1\n64fVamXt2rVUV1f7bEsQBEGIHq+88go//vgjDz/8cMBVQ507d+bRRx/1+cXymjVr6NatW7Mvfh96\n6CHWr19PdnY2K1euZOzYsXTu3JmKigr+85//NNoSrGPHjgwcOJB27drx9ddfc+jQIc/7giCYBwlA\nBcMZNGgQe/bs8QRo4A5AP/7446ADwLi4OB5++GHeeecdHn/8cc8+oCNGjKBfv34899xzjB8/vtEy\nV4Dzzz+fJUuWcM011zQ6npycHHTwCwTcYiUnJ4dnn32WSy65BEVR+MUvfuF5uJDFYuG1117jpptu\n4vXXX+eOO+4gPj6eCRMmMH78eACf5adNm8bf/vY3Xn/9dQYNGsSoUaP83uNZUFBAQkJCo0fZh8Ke\nPXvIz88nPj6+0Z6bDz74YLP+URTF53lryEDffvvtzZ4oPHbsWPLy8rjxxhvZu3cvK1asoKqqiqSk\nJM444wyuvfZawP3gpb/97W/89NNPKIpC165d+d///d+AW+QYtfWNIAhCW+Ho0aPk5uYSFxfnWWEE\n/m/p8P5b701eXh7nn39+s78R5513Hnl5eYwfP57CwkLmzp3L8ePHSUhIYPDgwZ7bNhITE1m2bBnP\nP/88LpeLjIwMbr75Zr/tgfyNEASjUFR5lKQgRMTKlSv55ptvuP/MpOOtAAABI0lEQVT++/2W+ctf\n/sKoUaMieqBRuDzzzDOce+65jbajaQvceOONzJ49u1l2WxAEQRAeeOABLrvsMkP+LgtCW0cyoIIQ\nAXV1dWzatInBgwcHLPf73/8+Soqac++99xrWtlF8/fXXuFyuZg+rEgRBEIRDhw7xww8/yC0cgmAQ\nEoAKQpgcPHiQRx55hMGDB3PBBRcYLUc4wbPPPsvevXu55ZZbWtwXVhAEQWhb/P3vf2ft2rVcc801\ndOrUyWg5gtAmkSW4giAIgiAIgiAIQlTw/zhLQRAEQRAEQRAEQdAQCUAFQRAEQRAEQRCEqCABqCAI\ngiAIgiAIghAVJAAVBEEQBEEQBEEQooIEoIIgCIIgCIIgCEJUkABUEARBEARBEARBiAr/H9yNJJKW\nhKUhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f10c5338eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_compare_mags(twomass['jmag'] + j_2mass_to_ab, master_catalogue['m_ukidss_j'][ml_twomass_idx],\n",
    "                labels=(\"2MASS J\", \"WFCAM J (total)\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the first run of the above graph it became clear that uhs requires conversion from Vega to AB."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Keeping only sources with good signal to noise ratio\n",
    "\n",
    "From here, we are only comparing sources with a signal to noise ratio above 3, i.e. roughly we a magnitude error below 0.3.\n",
    "\n",
    "*To make it easier, we are setting to NaN in the catalogue the magnitudes associated with an error above 0.3 so we can't use these magnitudes after the next cell.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for error_column in [_ for _ in master_catalogue.colnames if _.startswith('merr_')]:\n",
    "    column = error_column.replace(\"merr\", \"m\")\n",
    "    keep_mask = np.isfinite(master_catalogue[error_column])\n",
    "    keep_mask[keep_mask] &= master_catalogue[keep_mask][error_column] <= 0.3\n",
    "    master_catalogue[column][~keep_mask] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## IV - Comparing aperture magnitudes to total ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of source used: 31910 / 38629 (82.61%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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4WoHFVwkhAEUDkJNRPisH0gxZiamHIfTqe/vQ2KhcSrjGfXNrCLdkYphg6Kri\n5ZMNj1mIGFrgZH5tBufWGk4McdEMjpjNUgiQ73+y2xFohX+sZJnAsGMWmxmVdhgAkB0DJeeWJU7c\nVk3omJcXaI2KEEC8HRghIDsmPctSQ1KkpYdBsfaqCiZyHxMAmRmI+JyqPVa9aeD/BQzD1JjGTG6p\nB4oKhBP1XgVTBwSc6JaqQQhlotBSFCdyhLwoAwDLBKzy8hK9xxJK8cdqIORalcK/C3/mQ3qkugvQ\nQ3ASAIFMuimKJaaDZQNZjpYxzJRYNnlWGYbTZHxqCDYRxkwblnNy8HPrA0fM/DTwhyRTfcoWSb7h\nhOJRj1LHZyLISs1ZNfjPoqpYrak3GabiaKqCzrgBmwghLegXW4GxrIntfWkoQiAWUjEnHmroL8Us\nzFzI2a5hmAkIWbU5HvJJJMf+YkKFpWO/UdGLQDXmLPlQJCODxVCr183Aawjv0sAXUYZhJkJESGUt\nEBFiIa1i1ytDm3yjj4gwmM7BtAgdMR1jWQtpJyQdD6sVXUu1CCTMXn311eInaxo6Ozsxd+7cii6q\nLuQygMU5ZkwRiABVl9uW8Q7ZoDyXheyHaYJsBbTzTYjkXFAsCaGoeVuM4V7AiIBC0RlfDLw5RwcA\nIUDRZNUvMEIIkHD6fxphIBQFRvrkNmMVLTIEHFGoaAAIaOtq+IvpdNEU6azCMK2ETYThtHTgT2Vt\nzE3UphG4ZcsuAERA/2gW8ZAGCCAZ0TG3SbzMAgmzm2++Gf390kogkUhgeFi2LUomkxgYGMD++++P\niy++GPvt15hl/8Hg/QSmOEJRQG2Oj5cQID0khfxwLzDcBzJzMhk+PQwYUYglR0hhYZtyXC4jKxln\n2LLIc7fOpOSBsVGgc+GM5gz0uEYYNGc/76JKHfvV5AIrVA3U3i1vt6goAwBFAIbCeWZMa6EI4V20\nLJtAVJvAtyJk43KT5GPaABQIr/CqGa4lgYTZBz/4QaRSKaxduxaGYSCbzeLee+9FNBrFRz7yEdx1\n11249dZbccUVV1R7vQxTMyiXlVGy8dEuK1e47S2c0LoRllWM448rqow0VQzngheaeUWkbEY+AoQi\nEJO49/uffy0vbM1wEZ0pRLIAgGFajlK9kSr9ME5hkBACQhRtVlLtJVSUQFWZv/vd73DmmWfCMKSF\nrmEY+NSnPoXf/va3CIfD+MxnPoO//e1vVV1o1dGMqccwswYyc8DQXmnXMNLn/eGTZQKDe6Vthoui\nAMluiEUph9toAAAgAElEQVSHeWax8tuZPI72biAy84pf71rTMQ9onwdE22Y2HxEw0g+kh4DBHmlP\nwdQc0wZ4J5NpNSyboCqy+nFOTPfaJ1USIllxOZiSOWW2TchZNjSn6jJqqFCEgICzhibYxgQCCrNw\nOIwtW7YUHPvb3/6GUEi6gCsN2lKmLBQVCMfrvQqmUXDbDcEpCrGdBHhFndAXUggho0225UV4prTg\nmAYFVhuKOuM5hRCAEZG/uJEzpuZwEgXTimiqgrltIcxLhhHSq1MoJIRAJmchnbOxbySLwXQOhqZi\nSVcUCzvC0FSpTUK6UrU1VINAW5n/9E//hP/8z//E+973PnR2dqK3txfPP/88PvvZzwIAXnnlFSxf\nvryqC60JogUEJlMWpa0nSsTgA8TIC+aswrfEoIIskK1Gc3yBbGn4LWCY6UFECOsqYiGS0TFFIGfZ\n6B/NwrJl/mZn3GhYh/9STNkr02XHjh145pln0N/fj46ODqxYsQKLFi2q9vpqB5FM0jYz9V4JU0P8\nuQkTjvfvzls2tM+TyehEwMAewJZl4HDC5ADkdqamF8xZav5qE+RxiUgWEowOyANGBCLRgu76Dd4r\nk0j2y+TtTIaZHv6evUSEnqGMZ0Tb3RZqGGEWtFdmYGHW8uQyQI5zbGYLBAC2La0fYklAUaXLvXu/\nZckG3pYJWWvdJbcwh/oAM5PPzwrHAU2XTc9DEfkpO9Ivk/31kHM7IntL1kicEZGs2LQtLw+tqPDM\npuX6ALnWxJyC16BlaHBhBsj/ilyVyTAzpxWEWWCD2eeeew6vvfYahoaGCo5feOGFZS2sYSlmIMq0\nLAIAZVNSkA/0SPHk68UoVBWU7M6Ll8G9KCj3sXJ5K4xQDKJLRo/JMuU52XR+fDYtRV37vNo9wdQQ\nZCujUfm4Ynx+BTljHKJtrSnKmgCbWJQxzMwhp8I537bJLT5oNgJdie+77z788Ic/hG3beOaZZxCP\nx/GXv/wF0WglLQAYpsYojlhR9QkJ/QBkk3J/Qrwryvz2F5rhVVxKUeZEXRUF0MP5c92tz5rhXI3c\n5P5i97tRtFCUnfXriMmijGEqgMwv2zssjeI1BTUzta00gSJmjz32GL7+9a9j//33x+OPP45zzz0X\nJ554Iu6///5qr692KBoAdv6fLRAghVN8DmCEMD4Fm7JjoO1/le2PjDAQS3oVkUjOhYBT0RiOAUKR\nW5+DPVK8CQVo65aZp7moNKIlAoZ6QW012i5s75ZR4Em8ydDWBVgWoOnVXw/DMMw0yeQsWDYhYhRW\no49mTJiWjbaIjlTWQipjFuSbNSuBhNno6Cj2339/eYKmwTRNHHzwwXjttdequriaoumAiBX6UzEt\niwBkWyOjRO6XZkhRY2blVmQkLn8nG7BtmeQfSeQTThUhI29mVoow24RQQyDdkPlbuYy8L5eZJIpV\noecmBEhRAJS26ZAiUwVVyMqDmT6qgLf1wjBMIaZlo280BwFgNGuhKy6jYFnTxjt9aUCgIKdMEUAs\npMG0BfYNZ9HVhFGzQMJs/vz52L59OxYvXozFixfjkUceQTweRzzeYr5fSvP4nDCVofQfbAm7jCAO\n+GL8+SWmrSJBL0TNdsFqRVRF/pfhPDOGmYibJ2YTpIksyS8zmiqgKEK2e/KNtylvFWTa+fHNRCBh\ntnbtWq8/5plnnokbbrgBY2NjOO+886q6uJqT463MRqVathMl5xXCVxDicwTzNXwrPNc3nsY5iPlz\ny+oshOpl38FMjsURM2YWEnTbsdifRytfwdguw4XtMhoWIpKiJzUIxNoBzLwRLcmJgdF+aafgbOm5\nx2mwB+jdKR937hII25T2E/EOmSxPJP2/wu4WJwFD+2S1JgAk58qtzdGBfNPxaBsQjtdNFJHn1Zf1\nChZmhUBrcLuMnMXCjJlduLJjJGM5bZNKX4typo2+0SyIgEREQywk40mZnIXtfWnYNkFTBUxLRs7C\nmgLDcflv841vBCruY5bJZLB7926MjRWKl3e9611lL64hyablBxbTcJArgjIpafsQTUCEK9DAe2xE\n9sKEkE284x3yeCYFjPTLx1V1KB3zPHEonO1uymWkEAMALQSR7MoLn+FeeVxRpZgDpPBz+mjWCyIb\n6N8jxaaiAW2dkzYubxkaXJhlLc4xY2YfqYyJwbRsdRfRFbTHSvernswIPJU1MZS2JowJaQJz4qFq\nLH3aVNTH7IknnsCPf/xjaJrmNTJ3ufnmm8teHMOUjVvJqKrT3g4kMweAINyG9V51JOUFlO+4UDXA\ncCwvbEv+uHmI7hqEItcEJ+neFTpCkZE025Jj9Ua4QPhet9kgyJqEWRCzZGaIadkYSOVABLRHdeha\nc3sOEhFCuopQzkYspHo9LUvhii3TsjGYysEiIBFWMZqR1Zr+MYqQr5GmKgXj26M6jCZ53QJFzM4/\n/3x86UtfwrJly2qxpvpg5oBsqt6rYIog/4faQCbt+YeVuwUnI1y9AEhGUCJxOXFqULrkA0CkDYgm\n5PFMSprOQkj3/6G98ng47rnpI5uWlhtCFGyDIjsG6IYUZ7kxWeHZANWPRI4AtSy5PvBWZiNAJLcz\nOfefKQURYfdgvl3g/GSoyf92ZR5uuTmvRIQ9Q5mSLYtduhMGVFWZMH5eWwhKHR1ng0bMAslHTdNw\nxBFHzGQ9jY+mA6GZb48xlUcISO+vUBRCTDO/TDPgpZCmBuW2pBBOfpkzX3oIsC15PBSFcMWUquWj\na2MjgGXK40YEQskLLgHnAmOEIRTHb0f33a4zQggZ8dON6b+OTMURQpphMszswblmBroOFaqwQFct\nt0Br3PhmyRgIdDlYu3Yt7rrrrgntmFoOtstoaKonJMS4f8c/lu/PO4Bdhggwpl6wIGs8uCUTMxX+\nHMRmbDE0PQhEss2STfnbbvSLnGPjUXxNTUDw1JgQBZfvhiZQYG3BggW499578fvf/37Cfffcc0/F\nF1U3zFy9V8DUjGLfo0p9nxL5+0raZUyNf/xMzp3JGKbx4JZMzFQoAoiHVVmZGNZmxd84Ob5lvSNZ\nRAwVIU1BSFcQD6lI5yz0jZowVAWqKqA7OWqqALraQlDcXQwBxMIaLCIkwpp3vNEJJMz+53/+Byed\ndBKOP/74Ccn/LUMuC+TS9V4FUy2snONNBml5AYBsG9SzzdmqFPmKy/HeOraV/5oWTQKqJkVQehgI\nRUFTbFV6uWfpEcAIgVRd5rXpBkjVg52bTcvWT3rx3BKvIpRskNNZYDZcvBlmNiCEQCLc+q3TcpYN\nIsDQZIqIZVsgAFnThhBA2FARj+jyWj6aA4Q0aHaRZrSFOxbxoIldDUSgFY+MjGDt2rWtfaEna+ox\nTNMiNAPUPg8gQDhVlDTUK60thACMKBBrAwb2yJZJjngDZHWmPNf27CXIzElhlh6RFZdtnaUfGwDZ\nlsxhS0MKQUuWiUMzpOfZZOcCwEi/PKDqsg9mMVybDnUESHaB6/2aA9fVnGFmMznTxr4RaVkV1hW0\nRzWEdBVdcQWa37qfCNGQigO6ol51aiYnq1azFqFvJIuO2ORfeBudQDlmq1evxvr166u9FoapOGSZ\nIEcECUX1RJk84HPzt033YNFEBKEoeVFm23kjWVBeZAVZDxFozFf9W2T7nIhAuUw+hyKXr8YKlCQR\nxEnbmb+SkJmTrw1TFpoCGJz8z8xyNFV4+XNjORs2yXxYTRWFubFCRsUMTYHi3A7rinduxrSb/otO\noIjZm2++iYcffhi/+MUv0N7eXnDft771raosrOZw4n/LkbfIACjeDuFYbQDO1l+8Q1ZoDvcBuQwo\nl4HoPmBSYUOWCQzu9bVrAmCboNQgEGkrvs0IyP9fkQSwawtgW3K7MZaUu6vDfUC8w8k9s4FBp4OA\nHpLWFq5oTHRO7ofW1iVF5iRjCsx6VQ2U6CoUq9OAiICxFJAakNutbZ15rzgmEE3+OcIwVWMmka+g\nLZ8ajUDC7OSTT8bJJ59c7bXUF80AINjLrJXwW2SM9IOMSN7awi3RmXcAaHRQ5pEN9wNdiyG0SXI5\nFFVaZ9C4yFB6FNAjnj+YHyEfEBSOSx+01KD0OjNCcts0OyZzyEJROVrTpTDzR8oAwMpBuIa34x9D\nCJAW0JtMC0lhZplyLYk5k4+fAiEEyH3eZEuh2zF/RnPOJkwLMFmZMbMcN78McPPGyKm1Gnc9I9l6\naSxnIaSrEOPOjYVUKM65/jHNJNACCbPVq1dXeRkS27Zx+eWXY86cObj88str8pgFsBv67MP/gSgE\npoxdEBVP3RLjJyvxYF44ftzwCmwrBrnwCCFABQWpFVIETXTRazR485dhAENT0d2mIJU1MTxmYe9w\nFhFdQTI67suuEBjLmBhImxDCdPLRDHS3KSDIAgAASGdNDKQKxzQLDaVEfve732HhwoVIp+tUHVlG\nrhDTvBSEt/2CgsbbEZYYX0zL+M4tbYshfCY84x4qkLCZfEwQOw7Z87Pcxw1AhfPVZhMsaRkGsG3C\nUDqHnCWvJW1hrWjrKSKCrivQMgLRkOq1WfI7+hMRDE2Bpjhjpmj51Gg0zGp7e3vxwgsv1G/L1Mzy\nNmaLQHAEyEhf/mDMZ5ExsAdkWyCyQYN7AduWAmVu4TamN8/YqDzPbWnkVvC6W4+A3KLUdDkmk5K2\nFUSyjZRteU3QpSWLAOLt+U4TRlhuaQKOeU924pPSQ0A4OvG4u1YiWUjgJvVb+dsTkvxNZ4tU0fLt\npWZAQYGCEEB8Zlujsw1NYXHGMELIpH/TydwP6Qr0Im66QgCqEOhKGIgaaskxin+M2lx/YQ0TMbvj\njjtw1llnTRotW7duHdatWwcAuPrqqyu7AJvtMloGItk6KTsmfzeiEI6ooaF9wL4doIEeIByDMMKg\n5FxAN6CMs6EQAMjMyDys9LBswRRvl9YZlgWhG6BoUrZocnKsyDRlcn1KSGsLMytnMkIQiU5g/yOB\nsVGIaJsjprIQvmR9oSigZLdcu19YJjqn3qoc2iv/1UN5oaSHZJGD8DVaj7VLUakZFcm7EEIAkbjM\nM1NUzw+ulanktUgIwFCBDF+CmFmOEP7gu1sh799ekLcnXrYmbEE0dXZFQwiz559/HslkEkuXLsXG\njRtLjluzZg3WrFlTw5UxTYv71y0Ur+KWbCu/XW3lpGgywrIq0YmUkW0X+JXlmwKQjKxB2m54VbxC\nAIriDKG8jYZvPDDuXCdKJXtpTqyglMn0vuOqlt+etMzJixOAwi8ZRb5wlHrcmTKbKjEreS0iArIs\nyphZjtyhkLdlsj75RBr5xpEvmb9wjFto1ewIKmFmFLTV0tq1a2e8iJ/+9KdYv349VFVFNptFOp3G\ncccdh3/7t3+b8dyBYef/lkH+j7aB0SEpgoSQgmlonxReqSFpXTG+b2QkIR35iZytxqi8nRoCwjEZ\nDfKNJ9uS1hm2JbcyM2lnm1NI6wpNdyJtYWAKh/+C9btPIjMqtxtdETXcB+TGPAPcgrUQySgbERCK\nyIiZbXrbpc1UkVRxosl6r2BSchZgcYoeM8uxiTCcNmERIRnRoQjAsqVhbMxx798zOIaOmIGIriJs\nqCCigjG6qng5Z41I0CYEJYf19vZWai1TcuaZZ+LMM88EAGzcuBG//vWvayvKAMfmgOQHH9PUSA2i\ngGJJT5CQqgNOEj9Fi/uNIT2cvz3SD+ghCEUF+SNcBQ+k5L+djY347qD8Y0USxc+dbP3OkyCfqCKi\nfJQumwbGDCAS9z1nAXKsNPIRt+Ltm5jGgjUZw8icsGS0cDcgZ1qwCBhKm8iZFnJO78y2sIawIb8o\nm5YcMzImqy+NFojclxRmF1xwQS3X0RhoBguzFqKUKAkmVvLJDiXHl6jihBCAmHlD8YlCcHwFaenx\nLMiaBwVsmcEwEyBC2FCRIGB4zISmKmjTFHQnQvkKTCKEdBUdUQFDV1qmiKasHLN0Oo3h4eGCKq95\n8+ZVdEFHHnkkjjzyyIrOGRguAGA8AsQxSgo2wG+d4UXtZuxC7VtTq1yBGGgqIGwgx+qMYfIIAQFp\nGDuaMWG7F71x7ZkEZAVnK30ZDSTMduzYgRtuuAHbtm2bcF/QXLSGx8yxXUYLQgRpXdG/2zGHFRB6\n2KlaJJn/lXVu+49H4lO36bJ97ZL8lZBGGNAMz0aCNF1ue/pul38RIZkHCchqz1Bp6wym+WidjxSG\nqT2tJMqAgMLs1ltvxZFHHolvfvObuPDCC3HTTTfhpz/9KQ499NBqr6922Gwu24oIAdBgL9C3U3Z2\nSHRCtHWCzJzMA9MNkJUDbBtCD8lemLZVYGFRcm5VAyXnea2SyLYAM982iSwTGO6VoszdJhfCS94v\n73ko0tYjm5a2HS12IZrNmLb8YRhmIqZFXlNyf7PyViZQ+cK2bdvw6U9/GrFYDESEaDSKs846q3Wi\nZUzdINd8NeDxwjG2bPo92RiyAcuJNFn5rWqh6Z73mFB1T4gJVQskyjwUxbPakALMn7zquvzbedNY\nt3pyGgghIEJRFmUths3Z/wxTEl1TMDdhoCtuoCNWGe/FRidQxEzXdViWBU3TkEgksG/fPsRiMYyM\njEx9crMgGrfEtlWhsRQw2g+oGqityzMmpYxjrqqooLbOvKeY/9xcFhjeBwgFlOgs6u1FpmORQc6W\nZbQNUBRQLuuJshmt37aAoV7Aykmj2UxK3o61O/YamtxyNKKy6nd0IN8VID0MhOOz4iLDMAwzE7Qm\na6k0UwI928MOOwxPP/00AGDFihX47ne/iyuvvLJ+SfrVQA8BWuVNN5niEACoTg6XZUqBU3Cc5Pby\n0L7i5yqqY+JqFR0Ddx6ypfiJtUMoqszlGdo7ZTQuEELJV0emBvPmsqMD0tHfeVzozre8WDL/fyw1\nnM9JY2Y1+uz6zGEYZgoCRcwuvfRS7/YZZ5yBxYsXY2xsDKtWrarawuqCHsr3EWSqigBAiu8TydmS\nFADIH70sZgsBgAqsI0ptZ05mH1HC6qIcnGKCiQ8r8s9n/P1ugoTAJOtmZhNCAIYCZPm/A8MwCBgx\ne/DBB/MnKApOOukkfOhDH8Kjjz5atYXVBZuvjDWlZNCq+B0ViXJVcs5Suo4mudPf4mmaFG1MzjQt\nRJz8zzBMnkDC7P777y/reFNi5oBMC+XMNThEJFsYAQCE1zZHthYqPE7u8VwmL0r8CfSlWu7kMvAE\nkt8NOhKXuWkkOz0Q2dMTOrad773pRzcKHs9bv5nNb19qurTnKANvHtsCAhRHMM2BabPBLMMweSbd\nynz11VcBALZte7dd9uzZg0gkUr2V1Rq2y6gpsjVSQuaB6QaEqnvHEUmAFFX2l9R0KUDSw/JHDwOh\nKEQ4KrczFbVkIr8wwqDEnPztXEbmnBny/y3lxmT/SVWX/SWd9kmBn4OqgdrnyoT+9Ij7xKQlh9+F\nH0516FBv/kjb3LIT/2XLXgADe+Rvoajs6ck0NSyvGYbxM6kwu/nmmwEA2WzWuw3ID8/29nZ89rOf\nre7qmKZD2leIQKJDCCGrF4vd5zdQJV9kKpeVFZYARGjqLwaupxiAiTYYbqcHKwdYZTXByKNoUiy6\nwkzRij93f3RrXDP06UFSELIwa3q4LpdhGD+CAuyH3HjjjbjwwgtrsZ76kRvjKrkZQmOjsiLRCAPx\nORWxgqBcRpq0EmQlZrILgIBQZlbKRoDcihzpk1uhqgpRpmUK2bZcm+tRluiUjc/HPW8CpDAb6ZPm\nstM0iPXmSQ3JyFwkwXYbQSi11d1AmBZgcuiMYVqacMDv/4GEGQBYloVNmzahr68PnZ2dOPTQQ6Gq\nU7SsaSacfCPvQ5YpCy9nbLRfHjAiEM424rTnBGTu32CPPKCoEB3zZzTnhMeYqlH5VOcO7MlH3pJz\nIbTS/mgzeaxqzDNraAJhZttclckwrU5QYRZo2M6dO3H11Vcjm82is7MTvb290HUdl112GRYtWjST\ndTYOQsgtKRZm00IIAfKbAFagIXwpS42K4jTBnRZEjjGx5VhkTPEdZyaPVY15mIbA4gbmDMP4CCTM\nfvSjH2HNmjU4/fTTvW/pDz74IG677TZ885vfrOoCawr7Ss2MGWzFEFFZEaByx5ei7Fbi/sf1nxzg\nuRcMn8n6K2DBxjQOFm9hMgzjI1BSzdatW3HaaacVfJCceuqp2Lp1a7XWVXtsCxgbrfcqmhZpYZFy\nfhPSkiLIee65Vm6CP1feUsP5fxdp81lPTBw/fk7KZadvhVFynWZ+Tpvybv+aPq5P5hTz2JbT67O8\ntRERQFagXqIMwzCzGSJCKmNiZCzXVNfLQBGzOXPm4LXXXsNRRx3lHfvrX/+Kjo6Oqi2s5phZcOH6\n9BFCgGIdXn/IYv0ti0KU7yEZisnCAbfqUghQOCZ1mdNonIiAsRGZAO8k0mN8daYrEkcG5Pa0ES5Z\n/Rn4+QEgy5T5bo69hogkQMm5smgkYN9LzzpjYI8sZghFZQ/PcnDtMsKx8s9lGg5NAbIz3/lnGGYc\nNgFDaRMEIJW1MTfRHE3QA316nnHGGbjmmmvw3ve+F11dXdi3bx9eeOEFfOlLX6r2+pgmQghRUij4\nt+4Kt/Eon4+WScm2WOPmpNA4UeVaZ2TTnpHrhIR4z15jDHBE4oyT5t2tbisHZJ2qSK3QTDYQtvMF\nwI3SOq9ZoO1NIieXzfF2Y2HW9CjckolhqoIi8um/lk2wCVAbX5cFr8rcuXMnnn76afT396OjowPv\nf//7sWDBgmqvr3Zkx7hPZpXwLC8cc1iM9MnbcSfimsvKJuBtnQAAoeSrfcnMySblqibtKISQomuk\nL/87kRwjFDmHUKToGe4F4nMAt4BgqFeObesMHtFz1wFIYTa4D4gmAC1UtmUHEQGjg1KAgoBIGxCJ\nARAyAjg2CsTbCz3c/Oe6kUJARhdjyab49ld3Grwqk0jaZXDQjGEqCxFhz1DGq8vqbgtBVep3zayo\nXcaDDz6Ij370oxOO/+Y3v8Fpp51W9uIaErcVkJszxFQEr8XSSP+4e4R0/G/rKhnJIkCKtqG98oCq\nAe3zCqsfXaE2sEf+rihAx34Tx9g20L8r/3vHftO3yCiy1sDnDu0r8D0TRlgeH+7Nt5BKzCkwxvXO\nHenPt6uKJSHCwfL4Zj0NLsxyFhcAMEw1MC0b/aM5WERIRjREjGkaiVeIoMKMe2W6CCHzlZiKIoTw\nthILIcCy8mOKCB0ByJZNLrYF4RsvXNsIxT/GLj7GP7+7FTi9JzSDKBXlo3dCFFYBK4XPsygFY/iT\nvFXgd5JhqoOmKpjbFsL8ZLjuoqwcuFemnyaq2mhEiIrqq8nO8G6VayUR5GGqErAu/0mWmGfmU9Sb\nSlmWzHb4FWSYxqOe0TbuleliWzKHhykbqWcJsG3PENaf6I+xVH6w34jViBRsDXoth2xLNjEHHLsM\nhyKVlXKrdCx/QAs5/TohI3KqCkA424fOR6AeQrkfh8XWVrYoIQA5Z6tcUXyFDiS3bOWkEwogpEWG\nLQsZ3DHjtjprSUVeC8ZDczyKOceMYRoHVRGwiUAEDKRMGJpas/w07pXpkk2z6/80kTlSfTJHKpoA\n9DCEz9OL3P6ORlhWMKaGpMiwTCDijNcNZ9wwMDYMhBOAYQBaSFYfqnrJpuVEJJuI5zKygMNNns+k\n5G09BBGKyl6eREA4Nr0cMbc9lB6SLaemYcFBZlaKzWiioDcnmTkgMwpE2iYUFRAR0L87v/XZMb+g\nQKLW5IsYRgvev4alwXPMAG7JxDCNhk2EfUMZWCS/xnclDGjqzHo0V7QlU8uLMmaGkGNP4Vg46IXR\nHCEEEMt/OFIkIXtgwpRRSs9uggDbiShlRgCtfVILDv/8FIlL4WJmnKpHh0xKVmmGMC0hVfg0nU/O\nXMYTeOVSyl5DaDqgtU/92EBdRRkAp/bcsSMpeP+Y6WATizKGaTRcD3FAblIoNazmbJ5suKrTmlsx\nlB6RYinWXjLiVDA+k5LRkGibFDSjAzIqMmmUSUiT11wGmKJxOZk5WYFo2zKZva1LHrdyeTsLoQDJ\nLgAClMuAdr4hI1TzDphclISiMvIZ75DzjPTJfzNpUCQ+bUFDtg3q2SqjcrEkRFvXBPEZaB4iUN8u\nYHAvxH5LISKJqc9xb+hhbyuTMqmilhq1oOD9A+TrOzYC0kO8nTlNTBZlDNNwKAJIRjVYNiEW0mp6\nfZtZXK6V0EPStb6FICInumMDI/2gbDr4+NEBR9jYjsdW6fw7IaTZKtq6IBS1pAByWynJqkOSDvqK\nKn8sUx4nW1ZxKpo8bmZlDtnoAOidzaUX71Z/ts+TERw9BCS7nQe2gIGeGbTkcLZizSww1AtS9cJq\n0XLmGR2U7afeeQMUIKfRqzBNdOTF4Eg/KDP5e1kNJrx/Lq5PHcMwTIsghEDE0BAP6zX/0snCzEWI\nfG5SK+EJCN/2Uwkmt7aY3N+tlOXFhDH+fpKWKe0shJAizcW28sddMTI+yX/83L41eOf6BeJMG9T7\nRLuwzenFV4nyz18gn/AfiHHvzRTvZTWY8P75qcN6WoVmcCJnGKZ2lC3MfvWrX1VjHY0B22XMiFKf\nL9V4VUvNWe5nXN3ecSp6s2FoxDW1KqoiWzIxDMMA0xBmv/zlL6uxjvpj261plzGJDcN4pPVEibZU\nWrjsrUBy57RtmV9Ftmw75GLIpuRkW6DUkLwNAHr+eH6LTACx9vw8luXcLvVc4LPIKGJB4a3NApFd\n9Ll5Y8xcvmJX1UCaPv1tUbcwQVFA4Zjv9Sm+hgJy7nsjAGPy93K6THzP8mvyujh4+GRwK0abawj7\nBTMM41J2UtX083QaHDODVosTCCFA8Q6v2fVU/SHl+HaZTxVJSDE3OiiTzlODgIBM8g6aRE8kc9Wy\naWlZkE37xAWkv5miwt67A9i3A2LO/Lw/l6qBRgbyrZaMkLRkGBuR22aZlOw1qetFE/GFAEgz5PMA\ngEi8ME+AyMkZ2ydFhRGe2PmBIB9ruFfagJg5+TqmhgAjKgseykAoKjD/QNDgXoi5iyFUXYrMgT1y\n27Qvh6oAACAASURBVDUSLylwyn0vp43b+ik3Jt8z3fC2mb3qV9uSr7kRkv8/HDsSZnpwSyaGYfyU\nfXVfuXJlNdbBVAmh6VNWShaMV7WC8ZSYk/fQGhkAOuYFf3A32uQKtIkDpPga6QeIQP17IDoXAiGA\nRgelGAQKo31uE28ASA8BIgmUSHuSVhvFKx+FELISFMg3FR8nzGTXJJk7JUJRwA1SZcdkhLVMYQYA\nIpIorMZ0zWMtp+BiEoFT7ns5LcjJJySSr3+iC/DpcCGUfPN5oPA2My1YkzEM4yeQweysYBYbzFJ2\nzLPI8FtqUC4jRZO/d2M0CRHJN88mMyvHhGJSPI30yduKAtr9loy4GJF8JwDLlOP1sIxSjQ7ICsNM\nGqJ7f0BRIfQQ0NYJpIZBvTsg9jvI6czg2wYFgERnvqpzpE/abMQ7AlXQuNuYGOyRkSHNmGiK60YL\ni/WuFAJo6wayo3L7NzHHi2J5hrfZlHO8uHKksVEZAbMtKQqLRMIok5Kmu/F2+bpUGc8MODcGxOcA\nQoGYVgVqA9HgBrMcMWOY2UFQg1kWZi5E8oOfZldjFHK3rtzcoVgHRDg68bgfR5wVOPWPn9f1T3M8\nzkQsKSMDYyknEibgxgqIAGGEZPRFCClAEp35YgxXaPltGVQdSM6V95lZYHCvc1yDaJ86que1FXJx\nm52799s20L8HQNBqTgG0d0OomnxdBnoA23SOz50gzohIrtmN2rV1QozbkiUiudXq5sol5kBUuRXT\n+NelJbzJGlyYEUlxxnZmDNPaBBVmXAvk0qp2GVMwwSLDEQrSqqKEo7uZ8Y0psY+o+9z8TWdOwDfe\n/+GPvHUGfLcVBVCUvP2F32HeP14ttOAIwgR7jWIDynF6FshH1ojyVh0CsmfnBMj3uosSY+Czp5ja\nsqQSjH9dmOojhNMvk2EYBizMZiU1CZHO5jhsID1TW9FT7ttRS+uT2Q5xSyaGYXw0hNX9vn37cNNN\nN2FgYABCCKxZswYf+chHarsIsmVT5hbH3bmWxhTuFqEvt86JSrnWGfmtLadVEhGEZuSrc4uYvpJt\ng7L5fpVCN/LzuHYcbjTG/aT38qdkor83nggkHMsLv12Ef0xuLH88YN/GYvMXBIgcywhvXm+h/tt+\nZOSRnDkLolulKihN35hS6/bem+DPzY///SNMPwo24fUqFmVkpkWORRnDMD4CCbNvfOMbRS/omqah\ns7MTxx13HN73vvdNexGqquLss8/G0qVLkU6ncfnll2PZsmVYtGjRtOcsG7cV0WxgsAeAbA4ujDAo\nlpQVgbGkbLINp2ox1gYxYoP690ihEUsC6RHQcB9E9xIgHJV2FJbpiAzpe0X9u2UFZzgmt/QyaSkq\nVE1uF5s52b4p2QXas9VJ+HdERygCxNqdHpejwOiQ/F3TpD1DKAIourSWcLsBjPTJczVDFg0EwRVP\ng3uBcELO7U+uF0reIiOWlM/BzOZvZ1N5YSWEbAWlKHI7c6DH+b8kjxezFxFCgKJtMq8x3l7U/kK+\nB0mZjB9rLyhOCAyRzMuzTOkDp+nT6xlKJKtgx1JAvF12QpjOehiGYRoM07JhE2A0SE5BoFUcccQR\n6OnpweGHH46VK1fi8MMPx969e3HQQQchmUzi5ptvxgMPPDDtRXR0dGDp0qUAgEgkgoULF6Kvr2/a\n8zFTYJlSlDiJ9ELTIZJzPVHmIlRdJuFbTn/E4T4pTswsaNcWwLaloGjrzOdUEckPb7eYApTvvWnb\nEIoC0TYHIiHFiNhvKYRnaSFbMMkvAeREixyrDTMHIRSI+ByIaCL/RcH0+aIZwRtpC7doAJDFC+Oi\npUIIaW2RmCP7f0biBbcLEsoVTT4vQEbZXIE/Sd9QABChCESya1JPMqGHnPdmBiLI9L1/08Z5P5y+\nq7OtSKaalJPKyDBMZclZNvYOZ9E7kkX/aLYhvFoDRcxefvllfO1rXyuIYK1cuRI33XQTvvvd72L5\n8uW4/vrr8bGPfWzGC+rp6cFbb72Fgw8+eMJ969atw7p16wAAV1999Ywfq9mhTMqJuHSU/HCn3JgX\ncYFrAQHI6FK0beJ4MyuFUDQpXfH3bHPsHMIQ3UtAfbvkY8bagVxGRsj2vAVoIVlZKYSMlNk2RNdC\n+fhEEPMPlPYblulUX7qCxemHaebkcUWVFZEjfb5EfhkZo1A0b7vhCgTTGRNrLywCmOq1IwK0kHz8\nSGLKrggF542NyKgZIK1BnKIRAmTUTCjSCiQUm3h+kPcsk5ZiMdYRSJBRLguk5HtW1FJD0+V7GGuf\neK5rX+JEN2n3W0ByLpQJkUfHS859/8YJTrItxwYlBITjLV84UMlrkabIb8icZ8YwtUdTBBQhu2+M\n5WTkrN79awMJs3feeQfz5hVaEMydOxc7d+4EABx88MEYGChmIFoeY2NjuPbaa3HuueciGp1YIblm\nzRqsWbNmxo9TFPdDp0m2Mz2vLCsHDPSAikRVPE8qM5e3k3CJJCZ8iHv2F2YOGNonzV9du4z2efID\nd7+DQaP9cgsxPQwaHXKiTaOgSEJGkzrmyR8hIMJRiHBcPp7fWNX94HaFXDgKL+ctM65DACDzyIb7\ngLZOmTKVy+bz2zRdiqNyxIBbjTpnvvN7wBC2+7q7W5WReGEOmVCAjvnwcvIKTnVeX9uc/D1LD3vb\nrNTWld/mLbocZ7z7nsXnFHjRCSFAiU65nnE5Zt7/ITMLjGRBqSEpGjMp2GYGypwFha9XJJHvpDB+\nnuyYfM9y2bx4a2EqfS2q/3d0hmEahUCfRocffjh+8IMfYPfu3chms9i9ezduueUWHHbYYQCAt99+\nGx0dM7sQm6aJa6+9FitXrsTy5ctnNNe0EErRCEfjQoWCoJQ5bqmEcXOi9cIEiwy/aEiPeBYWwojk\nE7/94x0xJRRF/riWC2Y2f3ucPUXensE3fkqbjnHPy8wVt7yYhMLHVcpLZFd8fzZkF3kuosScJHPl\n3MGl7C/8FhlTmB5LGxHf+1RkvP/1nXDc33PTFepky9w+/1ig6PvnzeOJfJooqplJMS0uAGCYemFa\n+Z7LUUNtiNSCQBGzCy+8ELfeeisuueQS2LYNVVVx3HHH4YILLpCTaBouuuiiaS+CiHDLLbdg4cKF\nOO2006Y9D9O8VOpvwVdrWvbjljq35JwlHqgB/q4nEOR5ljsPUxlYkzFM/dA1BXPbQiAiaGpjJP8H\nEmbxeBwXX3wxbNvG0NAQ2traoPiiBgsWLJjk7KnZtGkT1q9fj/333x9f/vKXAQBnnHEG/u7v/m5G\n85YFkdMzsVkQhWaqpXKRikTGiGQS/sTj4yI0bv6WUOSWnXNuQUTE9Nk5FI10jbO2gLNtUyTCJcfY\nJaJE0i7Cm8cZQ0T5ZuCOlQV5MzsSZIpoWqm1jbea8Eb7WzQFqHAscNN3X1PHhLaoSPLeVzFl5SO5\n/Uhdgoz3Px//e+lac7jblgEhohnbesxmWOwyTH1RFceSqUEoqyVTOp3G8PBwQdXC+NyzpqUJe2XS\nWEomosdLJ4lTJi1tDmIdspJudAj2my8CRgTKQUdDxAsTwimXBUb7gUgbQLa0s+hcCCXePrFNUzQJ\nqE7CuB4q3i4oHJftmNx8psyolzw+oS+kK47dhudGGIi2y/Woer5YIZsBRnql4MllgJEBiHkHyvI2\n187BbZweawc0fULF6YTHdftmRhKyMlTT5fyWczwck4JjpF+KR1HaCmPC/ICs1hzsKRR1RkTm3o3P\nM8uk5GsVb5903d74XMZ7rpP10/TePytfaAHbHpf8/zcg2Q0l2TXl4xbM7VZ96iH5nBop+b8JWjJl\nLc4zY5hWp6K9Mnfs2IEbbrgB27Ztm3DfPffcU/biGpImFGbTgWwb9lO/8H5XT/rH4OeS0z/S8+hy\ne0PawMBepzekDyGkX5lmyDFDvfI1FkL2fZzQG9IRCdkxOSbWDjGuTRa5giuTkh9ko4P5SKdbfDAe\nRxxO+tzGUlIAArICNSGrEimbLm4zoRkQybmTzlkwv2UCA3sm3iEUiDn7BZ5nJpR6/1qeBhdmgBOw\nZwcShmlpKtor89Zbb8WRRx6JH//4x4hGo7j99tvx93//9/jiF784kzUyFYRyGdBQrxQA/uNmFjS0\nD2SZ0gpjuNexcohC7H8YyMzJn6F9oHHbnpQdg73zDdDYiJx3uE86v5s52Hu2gUYG5Py7tkgBIxQg\nPkdGTYQio3RCONGUfincHMEFoYLMHKy//p+cy7ZAu7eCRp3G51HHxNS/HleUub03o0npswYB0bXI\nuV0Ex9aj5GtHBGi6tP5Ij4AG98nuBYBnwWH37YG94035XADAMp3tU988mRRouE/affiwRwZAu9/K\nn+uiGUWrF+n/s/dmsZZc1333b++qOvOd7+25STbZFElRsihblhXLcmRbdvIFCazPSB4MBLBh5yET\noiABAgfRg56SwEAMBLGRLw9B4nwPRhAE+WxngGw5ijVQtCVRpCgOTTabfXu6fed75nNq2Ot7WLvq\nnHMH9m2yu9ndugu4uPvss/euXbvq1F611n/9V7+j634HQfSSDJEbb4+NeevAgiO5N5JbzI7kSI7k\nIPHk5f6Pwzv6Hkg5lP62vLzMF7/4RcJQU87UajX+5t/8m/zjf/yP+emf/um7Pcd7I1G5YK9/0ERd\nVDuq+DSHyLTSMBT1WVJYawQwT3xMSybwWQC8NNeRqXnNBiCCbFyDblNpFGqzmLKv315Vqoy3X0Iq\nNU/nYJClM+rOLFX0h5O7s3rtUdqkSkNdeIBcfws2riObN5AbFzFTs8pHO72glA/7UTLk1rGoDJW6\nWtSmF3zUIera3G3hylKlkphe3N/F5qkzzPQisr0GRpArr8EjH1ZXZWMe3viO8rr1WvDEx5SGbWcN\nmTmGsVaVsW5TrVHJEJk9hrGBKmPrV1QJ6hudQ26lqs/uSdck4pD1ZRj2kd6rcOZpTGUvdcztSHEt\ne8phJ/VZXd/OtmL0Kg9SNPLDJ6l7EJ86R3Ik905EIBNhu5NQKweUQkv0QZON3UU5lMUsiiKyTF/p\npqam2NjYQETodDp3dXL3VIxVpeFBlRx4L0xaQnYB8g05nUWwD+3XiOrAGIPJMV1j+Si13gPDxY2B\nvgU6zRHlxThdRnnMZZkMinozf1LHcJkqb3lOzl7zFpQMQBIX9B3KsK+0F0T74NxuYR0qqCDCEgRB\nEVxgsmRER1Gq6FyzdKRkOjdy3xpGStbuXJmlEa/YBLA/H3/XVAvaFhElmn2fYoyZdOWO5zfdJ9fp\nkdxbOVLKjuRI3l2MMSSJI3VCe5DSHaa37vQAy6EsZk8//TTf+ta3+OxnP8unPvUp/vk//+dEUcSz\nzz57t+f3QymHoW14P5QH71/urzeVOwc0P2CLPMhsftBhDzOde7CE7+ceuW3qkCN5z2I5osw4kiN5\nVxGhUgqYNVCOgof+GXQoxewf/aN/VJR/+Zd/mbNnzzIYDB4eNyZ4oMcHT5eRY6FERK1Ok1/qxmiM\nL4taiZDJ9EUFFcaoPvfL70eTMX7sPMpQnNPoQPCuvsjXZ6N6GDuW0QTjY+eAMZ5eY5JKIY9SlM72\naPzcsmcMlHYB/vXAmqMTMJi9LkC/PmQHvEkZq2t2IE2Hxy3kODBjEBuM0VyMWdzCMeukHUstlWPL\nRN3Eug5m7PwZ4eaEPedQnH9BW8Gkte02pMC5eTerDPJrNk7BsT8dx/j1K+ry88rLt0noeyQHSxiA\ncUcks0dyJAeKf95UouD+ivi+S3LbIVnW2odLIcslGUxSGXwAkisgcuV1mJrDTC9OcoA11yEqIZWG\n4qjCElJtaF7JceB+PECCyOeSjH0+y2VVIuZPYGaPk7sMc2Uix6PJsAfHHlVMUq44LZ5VV1h7C7n2\nBmzehOk5VXaSGCmVNd1SWNIggUFHcVZTC5riZ+Bd3uXqKGdnewvZvO7dhFUdD6A6jTn1xK6FEeh1\nNHF6Y1bdirsjInP3YXNDP1ufXL2z41NtZZo5IAj35tT0CpnsrKmCmGW6/slQgwJaG3rcfhtz9mlP\nb+GjGsfpMsoVTSflMlXyyzWktals/1kIp5/EiNM1mZrflwpDUyjNqcv3+LmxBO+HFxFBll9FkiH2\n0WeRYVddrlbd9QWmrNrYw1dWpHiK+z6Vk8Hk7t1Bt5g7xqrb90juiDz8W82RHMn7l8MoZSLywCtv\nh6LL6PV6/M//+T+5fPkyg8EkJuWLX/ziXZvcPZX7hC5Dhj0FngNEFexjH9H6g+gWDjOm88oeAIbg\nx35e60Vg68aovH1zb2djMOc+prQYWYr72n9V5cMYmFtSRcdYzKnH35VDSykyFjBRWa1uNy6qAjAu\nNsAcfwyzK1JRnEPWljWi1BjM0iN7qCqKvKC5ElidLpQa6bVGxzqAOmOCLuMwcgBdhqTJZEDF+LnN\nnTj8+O9DxDncy19VBdEYzJkP7UOLsT9dhjgHrXVVZo2BKc3VeRi6k/tW7nO6jNTp35EcyZG8H9HU\nSqkTQp9X6X5T0A5Ll3GoZr/1W7+Fc45PfvKTlEpHrN53VYJIrRHlWrHxSzJUSwVKf8Gwp4qHj0yk\n10S6LWT1CubMkxrFV2lAr4UMusj6dbWMhSGUqkoim8a4K69jphfAGh+NiLbbWoXZJUyprO6/eKCW\nu41r6saLh1D3lpYgxJz+UI6gV2LauDdhwVMqjCuYkwILJ1WBsoEqDQunkV4L6Tah10ba2wRjipla\ncFojt1qloRat/SR3y1XqRTmnwgA00XlYGkUppgnmxDld2xzQX6qqstlvq2UuKOnxx8R1W5AMsFML\nSHsTaW1iTz+p1jNrAaMUI90mZu44plR9z3lYJUuUbLY2fSCZrWSpzrc6pYqW8W7lJMacPq/3kzFK\n0Dvo6DXOAzt2jSMb19SFbkOozoy5M707O419MEh8QKDFkdyuuCP0/5EcyR0QQ5ymbHVTAmuoRJbp\n6rtnQrlf5VAWs1/5lV/h3//7f08Y3rbn88ER5+5IBNz7kQmclFdcEFFLmbgRkas4/f7sM6qcZSnu\nW3+okY1BhPnUX1GrkMtw3/uqp0kwsHBClS1jkM2bMByMNvHcLdXcVMXLWDjxCKbW8PPQGYpzepzc\n7fvos9iFkxQYK+sxb50ddYeJIDevwPaKH/Mx7NwxT9NQ865NlAvt5mVV1k6cw556QpWqQQ96O56d\n3xXRnpTrE1kLChxaMQeN/Nyvnn4Hd+HPtGOlrhY4g67pzJKerxPNJOCjJ2mu63GyVGk+coxYmnhc\nXAXz9E+oYpTGuNe+pd+FEeaZT2Gi8m2/vUnuvs78MTwNyp42rQ1v7VWrJFHJn7P46+rxczkesSiP\n3ihFRK2SrU0deOls8WIwsY7jhL61mf0Jfe83uc8tZnF2/yhnToTOIMUaqJfD27pn877GQOM2+4po\ntJ0BGpXb63skRwJ6D6WZsNmJqZYCyqGlUrq/4BZ3lGD26aef5vr16+9nPve/WAuV28fz3EkpaBuC\n0NM/GK3cD6wtghn2fBujm2gOXt9e9fUWM5un1pGCGkGtSCWtEzeJTytoNxx0W8Wx8ohFY+0k/cXO\nGsb4uQaBp8KwarXy52NmF0Zz21wp6pXywuq5Lp4u5iMb10Zt/LGMUaxT8cDelddU185TZ+TzOai+\nWqdQJHudEeWFVza1vR07r3AE2jdWLUdFTk+/hskQM+h4qpDA5xbVczb99nvfaIrrMaIsmTjvCRoR\nGdGR2GDyetj9ymZiHDM1r2OgGMDxNsU6jlPKeCvukbw/Ce+PvMmICFkmdIcZ7UHGRvvw0A4RIXPa\nt/Me+qZO6A0zOsOM9dvoeyRHkosxEAaG4zNlpqoh5eg++WG9BzmU/vZ3/+7f5V/8i3/B+fPnmZ2d\nzK341//64VP63PdyD97SDkU3cJh53LWp3kuuhzszzsSa7ook3K9+ghVjYgpjH273Xjio/UHzOUDu\nVBs99JjiNV5/iL7v5XhH8t7EGihZiD9gnJkxhnDMwJDehhnPGDOhYL6XvnmP7H4xHx7JAybGP26F\nBz1m/FCK2e/93u+xubnJ0tIS/X6/qH+ozM0io+Tcd+0Qh6Qb8GknCmqL3G0ogmQZJh9kLKpP+t56\nIW5EseCyUT2MqB3cmJVM+TeK8Qu6CWP3kNMWMkYpgc9lOUGR4bJifE1M3h+NWR6jf/DAc3FuZH0x\nFiq1PfQXkx53gwnsRN34t7csu3REbeEti35Ynf/4dSo6u/3LGAqrWWG5MiPiVudGWKxxupODZKKN\nTOLp8vthjCpFnEOydHQvHSKp+v6HdZPXySekn6Q+kUni3B+GPJv3QBSwfC+P563f+T3G6Pc/rhPd\n1uNdZILu77Z2Bn/Pv6e+R3Ike+TBv4MO9WR9/vnn+df/+l8zN7c3r99DI8lwctO5w1Js9c11dZmW\nyns20YLf69oFzPQCMjWvlBVZOqK8QJBSBXv6PFQbiAju1edHaYjaLVhZRuaO4775h4pJm5uHbhfE\nIOUq3FhWRahWh15XsWZzixR8YsM+nDkPs0sK1B9/bFYaqoxt3PCbtyjuatDFpDEyNY+sX0fWr2CO\nndU+pYpu4tMLmJOPaV1Uhqn5gp7B3bykCsHUHPaJ58jZ92lteqxZB7n2NuaRp9TdGQ81VyY+OKCx\noNQgN99RQL+xOvfGLGB0HRtK1eGuvu6xVwZz8pwqwMbAzDHt55xep/q0ui1bm5PKWLkG9DDnfxRZ\nvwqtTez5j2tghXO4N7/tXa0G+6FPQG1qhAWLKkilvodPrlBE25sQhEh1Wuc87r5MYiSqar5QY5Da\njOLChj2kPo2pz70nzJdeg67Sahij12npEa9U92DY9dQZFFG4lCqKDzyS9y2pu3cEs7nbsN1PmKpG\nWGMICipCg8scoVXLw2ztNoDTxpC9n77pe+x7JEfyEMqhFLPjx48TPPScRXfXfG7wVApZqrQMw9Ie\nLi4DSDLQjXC9C5s3MLO+TZqMcFXOFemSJBnCzhqUfDqhnW3kje8gr3+7SK9Ee0d5wrbX9S+XeDj6\n3+vAmXNQqUG5ijl2RnM9lipK/5C/DldqWBvgqlOY1oYqTJdehplFVSg2byCr7yiP2fW3lP6iNgVP\nfWLSUlRtKKjc84cZGyDT89gT57Sc8315sLpsrmowwdsvw/Q8pjaltCK1KUyljjTXVBFLBsjV13X8\n6pQqQ7m0NpB+B+MyqE8jpeoITB+VC+oISQZqVdudcxPF2JmlM0gQYeszUJ+Z4M2RQccrs0CpWgQo\nqBVRo2EZdmEXdYbBK0jJUP/2w28NexPYOhl0VZEDtfYunN7b51CiCpiJysjcCczMMX9tnM419blW\nc7qTuRMPl7X8A5a77bhzIiP8KtAbZgxTYdiOma6G1MujbSAKLYtTaim/3WschZal6XehzLlLfY/k\nSB42OZRi9pnPfIbf/M3f5C//5b+8B2P2kY985K5M7KGU3GUWlvZldC+oMMCTsc4DDokHSNtzbEVl\nzNS8Ki69Nu7KGx4YnkBzS8tBoJavnJetVB4dv1KBgXdZVapatgEsHldrSZZBewcZDqBURtavefC7\nUctaGmNKNWx9RvnB4j74DANirJK0ivOWl8XCHzIR/dfcUHLV6RLu5mWI+7pxiEOGfajP4t55FaIS\nttZQrSV3gVYbYINRUnNjlTC1XCMnQZVeG9IMU53C7agiameXdOwxrjrjLZHGn7eIqLWvtYGZXUQ6\nOzDsYxZOTmxSMugi8RCZWdIk760tOPmYJh7PCW5LFZia9e6/dFLRclmREUFaG5j5kwrWNwBGXZbl\nukYJT/iHPPjec7WZal3Jb8GTBh8s4pxSalTq+3Oa2QBciqlOT1RjQiDxoP/Ja3kkd0bu5mp2Bgkr\nOxoQcnK2Qq0UMFUJNeqyEu459iDO2OklakCuRvddVNuRHMkPgxyKLuPv/b2/t39nY/jt3/7tOz6p\nD0RcNiInvQsywkxlBTXFxGbvMtheQ1BqBzN/UjfoJMa97qkXjIVTT2CiklqRXvmmKicicPOGjm0M\nLB2HKFKXXDwW4TQ1M6oHHV8E5k9o9KMIXH5TlQgbwPTMCNdUrum8jYXHP4adWVSXoieKFVAlLx7o\n2c6f0Cg/QwHEFBFke9VboowqqGmsilylhilV1EXXacHaNZ3PmSewJx5TLFVne2QFTGKdpzGwcAr7\nyDNqXFtbRt56UcePSqP0RvWpsajDMYkq0JhVC1E81DUFVaxyF2etgXn0GcV0pQly/aLvW/bKodJl\nFNGqIpjZYxpda+wuTJpvYgxsr+l9F0Zw9mlMHu1pDEXUaGt9hOmbXtK24ymT8u/swalKJHeRJkMd\nd2pe13r8e8RThIxoNCapRvbesw+M3Od0GQBJBtldMJ1lTri4qs81a+DJE550+QB2dCfCalN/YwY4\nMXvEVXckR3Kn5I4SzP7O7/zO+5nLgyE2mLBG3GlRY4hBggM2UGMgDDFpPLJeBBVNrVSbKVxyJh54\nJnZRDNSwr7pGuax4MVDXZBTpJhsEIwB5mozqx48bDzCVqs5velYJTbNUx6t7zFIaQ1DVjTp3sZoA\nZo8j/ba64sIQYr+7dFtKXjtxigYas5qmiF30D8OBKjciquDkCsfKMpx4TDFZjbki+4FEJVXMRGBz\nBfPos7rIxx5F3vyujh+Pjd9pIl4Bm5DEK7bGqNIThCNXYqWma9Xr6JqWq3ptwkjb5MEieYBDEKhr\n1FilyQjCfZUyYET4G6eQJZheCzO9iBCMYjGsx3Ll1rZ0qNd+PHAkCG+ZgsQYg5RqXjETdU+OKWbG\nK4JiJ8fRe9Yi1jyYCtkDJIG5O4rZ+FWbML4ecD0n2h8w5sOQ8uZIHhz5YbzfjsKqxsXYW7dhkj7g\noPJB7Q9FnzBReeDj8YD2B93Ad/DGPnCo93GM++F3d5Dx+HbpS277XMy+xcMcCu6cFevAzfqH7KF4\nryW7GwnMfaRjZ6hRzQYlbn33LsJwLDy0socHSiMvnYDNeQ2P7o0juWuS328eI8kPz/12pJjlSJh1\niwAAIABJREFUIrssLPs1ydsxqS7tLu+5ecYpEMaoDiZoMUTdmaY4xthDMXffiVPrRd7Gu+nEOSho\nNNwErcJI2ZCDFQzfXpwbuf5g1H63wuJpOsQ5TQwOIyxVvgjjVBgoaH7P+DI+J1t03Y/wVnKC2ryN\nG9vJwki/z8Hz+4kxusaKsh+7RmZEBQGjc5g4f4dYW0DAJo49cS5j636YB0g+jghiPd7HOb0/xqlN\n8nm+ZyqM0doB73mcI7k7cjcsZQKe7DWlElkalZCFxruD640xlEPLbC3EGkM52hU1LtCLM1p9HbMS\nBVSPMGhHctfEEKcZW92EUmgph/aWLxcPizy41Lh3WpIhZLdgnBbPV9XyaXJcNkqZk6XItQsKPveu\nQxHRqMNrFxSHlSa4N78LrS0kjXGvfB3ZXtX6iy9CZ7tQZHAp4jLcN/4QVq/pBn3lbczGqtJTfO/r\nsHZdN93ldzQaU2SEGxOBfk9dcCLQ3IZWU8tRacSB1utCu6lg9GuX4PrlUTDB0Lv5WjuwftPn0dyA\n6+/oHHZWkfWrBd0CzQ1t32nC9cuaw3H1KvLSNzQitbWFXH1T26SpplsqlEfROeQKkg0KBUKSoboi\n3/i2jpPEo8jHJIbry5omqrOD+9Z/13mOK5NZBhvr6m5MYui2kCxTBW9mUZU0lyGv/9lIgfGuXRWD\niQd6XfP120/x8qB+2VqFbnt0LXOpzxW8b3S2xwIRBJMMFUe3/ANk7eqobx4NXZveN2DkMKLZCMZ+\n6nmgw63hpUdyH4uIsN2NafUTnHN0hyn9OMU5x0qzz2Zn6K8zOCc454r2ExyAIkVfgGop3KOU5ZLf\n9ubdeBiP5EjukBRPYHO4d92HRQ4F/v+hkHgyYu8gkX57pBSM1w97mkcQoDGHPfmE1nd2kBUFi0ua\n+byVqILX83i2IFQ8E0Cpgj3l+3bbyPP/S+sNqiiBbrJ+45bMwc2Vot6cPDmaVGkERqfpozqNhU98\nWsvOqSKWS2t7VI7K3so0ZoUyHrCf47Gefg5TrqgSsXFDrU0isL7qgxUCkGx0jrPzioXLSVnzMUsV\nHc8YjRqMShoMsXZd00KNnS/GKLau6pOCr61oNKqxOnbFn3NUGhHktpvK7wYwuwBLnqpiag67cEqX\naOMG8s6ro7mW9wE912exjz2jm92gB6uX97ZxTjF6AOUa9vzHinU383ptJB4iy6/s6SrI6BoEIcFz\nP6v1dwhjIS5TahVxgIHZY/tEaD6Ecp+D/51ovszbERFNYXR9R3GOgTXUSyEC9JOUG80+IlAKLLPV\n0sja6/ETtVLAmfkaIkKcOra6CQYohZb5xgHE0t61NA7B+GFxLR3JByEyem83D4cr847mygRot9t8\n7Wtf4/d///cB2NraYnNz8z1N7n4XGfYRD+x2nR1cZ0fLq1dxq1d9+Tru2iVtv3IVd/lNLW+tI+/4\n8vV3cK+/qBv5uEVp0FPLU+5iyi1T/R6sXPXtO8ia5owkTaDprV1ZBm2lUZAkga1NrbcW6l5ZyTIl\nlHU+oq7bHbnXqjXP/J/C6nV1nWUZsrGuCpYI9Hojq9OgP7I+jedt7LRHiqLxbra8Pv81DXUcjcbc\nQvKxdjZHlryNNbXaicDWOvQ6+jZ/89ro2Jubo8CG4XB03PWbo/pavVCmZHsL2fYcZP2+Wv9A+3kF\nTdZXkavvaHljBVm9Phq/6xWreDiam7WAngvdliqiInpt+t29ZWMnXaTjFipPbitO6UFERJPPzxwr\nlF+zeKa4H2/1MBLnkN4+FrrdYuzI3Zq/CBzJBy55SqbbEWMM1VJQ/NTSbMSeXw4DnFeghpl/gYNC\nqRJRLrN8nFI4ghEM3zUFgQaBWN/vQd8kj+R+F3+/GbA/ZPfboSxmr732Gv/qX/0rHn/8cS5cuMB/\n+k//iddee40/+IM/4Dd+4zfuxTzvvmSpErt2d4ooOBEpogDJBLnwPS2XKnBVlTIas8UGz+wctJuK\nD1o8gVy7rE/BpeOwdExNsUEI2xuAqCIxNeM3TNQlCUoGm1t+0gSWL3nlINB5GoMYq0qZc7rRP/YY\nlEoYEdjwTPU20Mg/0PGPnxxlHNhcg3iotA2ttrdwGR0jtxvn1i2DWprK5THFKtbjPvcXMDPzqhRc\nel0tPiKe8yzRzaLbUwXHGFhYxNgcu2V8PWpNE6flsKzu0zyisd3R9VpYUsXSoGaGtRU91onT8MTT\nui43rsIrL2q/peOYmRltE8ewsw3WZz+4eUPP7dRZyIYYQUl6naccySMyc2X25CMj9+rVt71LMxrZ\n2INghE8LQphd9HxkVczxR31S8WjE7Tbs4t74trrBgwjzzE9goopaJ4PQJyC/9W6tGQXWR3QqM4tK\nu3FQ2/xlwFvKfigedve5xUwVKziM0Wzcepo5x8XVET/edDUq6i9tar0BjjUqe/qOU2c4J6y27k+K\njIcpIu9hOpcjeW9yRy1m//E//kf+4T/8h/yzf/bPigwA58+f5+23337PE7zvJAiRcn0v47rfzMSI\nt0Bl6qpymeLKdtaLMpvraq1KE+TmVd0ssxRWb3haCw/Y9wD0XHkBP3YUedzalrcKeWWsUvXWsnQ0\nJ+f50EQ0rKvXKyg5KJdGbbJUxxFgkOdvzFRhE8E4B4HHpTmn1qW8HPu55Va+fPxqfYQTW1Y3rbEW\nlk6NrGueUd8AlKLRmNtbI4uaSyl4sna2RuVhT+eYWwhz7NnWxmg+eVsRXd9ciTp5ZmQpXF0Zs/ZF\no3XudXTcLIWr7+h5iBtZLnPMXD5+vze6Tlni18t5q5/z9WNBA2O5QomHo7XLUqW8MEazAkzPj9p3\ndnQNSxVMGB1KKSukyMXpRsfaR4wxeowgPLJ43EeSulsrZepyzHhno0uSOXpxyvevNcmc0EsyfrDW\nZpBmbPcT/vDVVQZpRi/OuLTTZ5BmdOOUCxsd4szpn3MkmfNuzBGEIwwMmRPcB4xwERGcE1r99L6Y\nz/sREZ1/e/Dgn8uR3Bs5lP62vr7ORz/60cmOYUiW3SYw4n6X29kMDzWeGbm1Jr/Y9X+/r2Vvk3Gy\n0vFN1U40epcxb1MOouE4MLrzgDbmgPkdVD9x2A9KeThgnjngYXf9gX13fSXj/8fHEV+8vfMtiGBv\ns8+R3D9ymOsnwPJWj5XmgGs7feLMkTp1X17Z6bPWTXh9rcNmN6Y9yHjpRotGJaReCXlnq69RlKFl\neafPqekyx+plXri0yUK9zFxthClLMmGtNWTa9/0gpTNM6cWqYE5Vwgc2Is8YQ2eQ0h1mdIcZ9XJQ\nWDeP5Ej2k0Pd6WfOnOGll17iueeeK+peeeUVHnnkkbs2sXsuIvuA/8cembllhJFLyBRdpch1WGx5\nHlNkQGkwTFCMaCQfxwF2lCfROd/eKVi8qM+KccijocYiDyVzRVJscdnkODYYjeP7irco5fUT8x4/\n83z+vk77CiTJCEc8TovhsV85dUbRN01HI5ix8TM3Nv7Yerqxel8Gdd/u2yYICyPk6FhMKE5j6tQh\nRRi7wKOoRmPUjZrX71Euxfcdo84Yp6coxkEjTPNzP8D9eMtZFujYfApHSteDJre6Ys1+wusrLTJx\nbPUSvn2jTcka5isBz1/awhjDVCng5YubBNZwfKnOTmdIKbQ8cnyK1eaAUmB48sQUzWHG8vaAT56d\nYegyrncGPLM0RXeYYo3hxHSFchgo/5mB7iDFGEMlsqy1h1hjWJgqMRhmGGOYrUVE4d0J7q+XQzIn\nPoXUg3tfiwi1UkCWORoP+LnsJ2nm2O4mOBFma9GBEb1387iNSkhvmN3zOdwtCb70pS996VaNzpw5\nw2/91m9x9epVlpeX2dzc5A/+4A/4O3/n7zA/P38PpnkPJI0x6VDxY/FAIxxrMxppmSbw/RdUdUhS\nBn/8NYKZBuIc2//n+5RmFEi9+Z23Kc9PYaxh8MolbK2CMYbBxRWCk8cxpQguXVRXmLW4S8uY6Rko\nRWTf+S4myyAMcNdWoDEFpTLJn7+IGfQxUURyZUWVq3KEtNoe1C5krS40Gph6Dbmxgun2IQxIb2wg\nqcPUK2Qr66rYzM6SXriIrK1jGjXc+ibstKAcQZoq1ioMkWYH6Q8wjRqy00R6Q8z8PO7GCu6dy5jp\nBunKBslmj/CZp3GXLuK++aeYuRnc1jbu7cuYuWnodJGVFcVvZameY72OdHpkl5exUw0YxshOE2Zm\nFAu2sQ6lEjKIyd5ZxtZ8HkxE1yWOkTffVJdtmpFutrCPnYPBgOzL/93rJqKpoKZnPNXI5RH1xObm\nCBs2PY3JsWJBMEkrEZb088c+rdcsy3zqrq4qZ089p+7JJIaPfHqUDeDRD6vrNE1h8RS2plge6rOa\nPUBEsYzNdUiGmDNPab7M9/rATob6UlGuQ236yCK2W6L7BzO1n1ivz+9nORMRrDEsb/VUxzeGNzZ6\nDDNho5ew2hwQp46dXsLWji+3hkSlgCQTNpoDgtASZ8Jaa0C9WiLOhKs7fU5Ml0mcsNoZMFOOyERo\nDxPma+UiEEDQW32YOgaJI3NCZ5BS8gEG/Ti7K5YsBX2rQhhY+0Df0/m5lB+Cc9lPjIH2IPURwY56\n+eD0cHf8uMNUUUGpKwJe+omjXro3c7hdOew7zKHpMra2tvj617/O+vo6i4uLfOYzn2FhYeHWHR8U\nGaPLEE8nYIxRHrKXvoF870+12dvXiF++ANYwTGDY7Cug3FqyoQLoS/US9QgPZA8hUcC+XZyl9qiu\nmWCQlkb/SRghXY8NisKRRS0ISdc0IpQwUIQwQDmivORz3jkh3fBUEKWIaMoDfYF4ZdS34JwtRTBI\nivqg7JUVawnmpwrXmNv0YwZBAYiXKEI6PT83S3xtS61ejTqlmTK2FCJhiPR8mqhSRBBZTOhB86Fi\nnMQGZFtNJFGsm40sNgxUmYlCTClCjCVb30L6Q4hCgpkGtlHTBObtNgyGiLW4/gCJM4hKGCOqlBkw\n5RK2Wh5ZkPL/nowXgFoNMzvr1yJSRW+3HD+L/Qu/oJbFXhvWr6qSGFWwZ877SEuDXTztaTS6mF5z\nZOnM6SjG6TKyDHZuFtYuu3T2gJvy8CIuG5HSHsmk3Ofgf/CQzvGAyDFrbOocz7+9WZT/x5tbvo9w\ncaVVlK9dH9H4zMyMyGTrdb2vDXBmSVOsWQOffHS6qH9irl6Uz/tny7iIx0jlMu6KO3mrYIEJy/JB\ntus7VX+7bR4mucvnu8dDkFdr8EiuSRyfLmPt7nZ3fm4i6nZ3+2gwx6bLBPkbz310D9wx8L9zji99\n6UtMTU3xi7/4i/ytv/W3+PznP/9wKWW7pdsc8Y2tXkM8t1S8tk281Qag143ptNR11x0k7HQ0qqkf\np2z7+k4/ZX1baTd6g5TNVVWUeu0B61f0QTvoxWxc2UREGPQT1q/tICIkg4Sdq1tajjO2brYREdIk\no3mzhYiQxRmtG6oEpKlj69oO4oQsydi+ooSzLnN0N7qIJ5js3mwiThAn9DY7Rbmz2sJlDpc5mpc3\ncZlDnNC6sYNLlSait7Kt9SJ0V9s4p27Q3kaLLFXS0v5asygn211couXBZptsmGqbmztksZZdP1Z+\nNyDebJP1VTlOt1o4T3gpwwTx5XSrievpWrtBjOS5bNJkpHDtxoTt9+5RKukfaKRq1ZO3BsGovlpX\nCx2oFbXvA0PKNZhdGh130B1zOXusWBBgqr6vsQU5rLgM4p6vHmtzgIg4JB//XeRIKXtwxcmYUuZB\n7040FU2aOZqeEDZ1jq2e/g6cc/SGyhsozjEcpn77EX0Jy+EWZlQOAlNAFyqh9ccRQjsC/Ofg/8xJ\n8X3mhCSTIjVOMLbpRsG7bXraJz8X8eVJcuM7VT95XNl13IdbhJxI+O4QR49dR7d3fCcjc29gzS7d\n7e5dC3fAo13pNUZr8iDeA7fU36y1rK2tPXAndttiQyDGrVxCVjwVhlh44U/AZQw22mz+8XdV8UFY\nXlVrV6kUsNodIsBUOaQ9TAHDWmfIZmeIwTDfiOj1FKtxs5XQXW8Bhun5Gt2tnnroZqu0muquWLm6\ng+nEIFCplWh1hzgR1te7MFDT7c7WEJulSCaElZBWa0iWOjbXepgkwyUZUSUksgbnhPZ2X5Wz1NFe\n72GtUaVtu0+WOtI4o3mzQ+og7Q0JogAbWbJBytaVHSr1CBen2g9D3FecWRBaslTovrZGqVEiGyQY\nY6hNlTCpY7jVhVJI0tVoRFstM2xqBGl9qUEUGlx3yECEeKcHbFCar0NXrW62UcYai+vGJBst0o0m\nCASztSJGwlRCbFnf4AWwpUjjLrJM3ZQT19mqZe7YcX2RiiKlzDAo55kZw5I99RwEAW57FVYu61Og\n1sA88ymMDZB+G1n+DuAtZXPHfGSsheljeqy0rjQZRnnLJgheZxb9fbe/iIjPLJHCoINMLx4pYA+h\njFOHCeoWWm0OmK1FrHQGvHh9h5lyxLXtPi8sN6lXQtY3urz+9gbzc1V6vZi1lR3qjSoOIY0zsrhK\n5mDQT5hfqCHGkiSOZJASRgEOwGWUo5AUQ2feEVpDP8toDjMia2jHCScaFYaZ40a7z7FamdMzVc4v\n1enFijGrvUtKJhHoDFJWdgbM1SKsNSSZUCsHlENN6SQCg0RdsbVSQDl6b/W7jztMHNvv0uZhEhEK\nkuBqKaASWip3MFWWCAzijKtbfWaqEbVdwQvWGKaqISJCvRxOuBBFIM4cWx2dWzkwVMt3xvVtDUxV\nAoapY5iqfhJYWJoqY4whSTM2OgnVyFKKLLXSgxM8ciiMWbVa5ctf/jLnzp2jWq0WWvlDxctiA8RY\n5PVvUQC4JYMrSgkSVCNar1zWt1ARdrrK0ZWmwsC5CUyGoNiLvNyLs8I02WsP1FUpai3Dl4eDhMyp\nhj8cpFgnWAxpkpFlDhFIEodx+taaxClkij9xqVrSnNOHsqQKjM9S7yrzSphk4lM9+rLRwIEsdeAE\nl2RkSaYKXObIEg+w95a0wBiv3On3OftEHhSQJZnHywhZ4ohCoxaANEMynYuLU1+GdJhS8W4WMkc2\nUKqOrB8Xb+WSZCOlK0mRobphZZBgK75v6ggq/kHhpGiPc3sVM3R+TDU0YMI5mJ71rtZIrW45/mxu\nCROGqkj1O/o/S7FLZzHlqubobK4V2DJTqWM8TQiliroxbYAZx5WksdKEgBLJhgexrHvJUqXo8DlQ\nTfTu+Q6PZB+5zzFm/ueAiNDsJ7T6KXHquNbsc63Zp5dmLG/2Wd7u04szbtxscnOtwzDOaG13aLd6\nOCfE3Q5JnGDDkF6ry3CQYIOAdqtPPMyIyhE7zT5xmlGtlri62qEXZ8xMVXjrZof2IGamXuLVG022\n+zHzjRIX1jqsdQZUSwHXmwPKpZDHFxosbw8YZsJsNWKjM2SYOqpRMFHe7sXs9JLC4pY5IbCWjW5M\n6hzT1chj1zJS30YDDQJ6PiLTCRP17X5Kd5gWuYdDa4hCS7ufkGRCKbQHjjlMMjKB0JoDy+2Brn35\nPQQ0DFNHljnCwNKLU5LU3dHAiDh1pH78cTFGFd6Bf15bOyINvhNijGGQZLQHKcZAFNiJHKk5SXEp\n3IvrMsboHpmMrkm9rPjHJHMEXlnPywfpE3HqijaDxDFMHKXQkjjNXJFbfA3QqKhymGZCP3HKf24N\n5fCDV84Pe1kOpUL+u3/37wD42te+tue7//yf//PhZ3W/i1FG9v1huLvbcnj39R7qCBmVc0uksRTp\niybaK+O8FkepiZTnSva2352+aM+E9877wDMen+u419sedLzRnIzdfc63KI+D7t+NbuJW9bcrB71Y\nHEiRYUfXbHf9BMWJX4eJ8WU078O+0Dwk7z1HcrAEBjInXFzt0B1miMDWIOat7Q5OYLU54OWrCh3Y\n2mhz4bXrOB+V7JJYX5Alg3ig2NIwBOt5BMNQLbZAr9OjUqvQ6wzY2ewiAjeAS5e3CP3LzIvVTUyg\n0c/T9YggChGE6WrEdK3EhdU+/+etLcQ/Gs7MlDk3p4pvKbAkmSAIlTDA+sdbrRRwclpd+Tv9mDc3\n2xjgyk6Pc3ONibXoxxm9YUrHg8nDwFArhfTjjHY/YdN7EqaqIcdn6hig3U+4tNZF0GNN7aKi6McZ\nwyQrsEh2LLB6vJxmTscHZqoR547VD30N4zRjq+NfGiWm4/F49UrIqdnK+zZgxGnGph+/HGbM1aOx\nMYVKZFmaKk24me+YiFCvhDx+rK7K0+11phxZZqohV7f69NHrW46CgtU/X/9SaJivl/asVTJ2XUCv\nN+gjtDvM1LNiNZ2YNYY463N2vkIpvItrcpflUIrZb//2b9/tedwfkiWTWsp4ihsnTKgvBeRhlApl\nXLmZUHTGLIsiUigtIpLHDmpaHQwGxYLlEYTOOWXnF8FlGeIVGJdlSDhqk5NHSJYh+fjOjdp4vIlB\n1bwCC0+u9o3e2vOycU4DG9AgCAgQ1PoG6LwydWnk5ZzoVdMD2YIWoxg/G61pjsfSNllRu+86+3Uc\nySGUt3eTfAGE/ZUkkUmKjJw/zrmCNR9jR0nPxU1SZOwL3xxTxA867n7zKLp7ShTRe/G2SGiP5L6V\nwILNhO4gK2736VJYbFgLjRKZ/zA9WyPLf09j2Blh9MIgSQLebSNJgvFK2rAfU66qEpUkGdbf3+3O\nkOlI27e6CQ2fK3OrHTM3q8+P7W5Co1rCibDRjQtX1uXtAY968P9gzCfbSzJq3n3Y9W5PgOlKVJzX\nWme4RzHLJV+HNBvd/4E1xc+h1U8L2olGZbRW3WG2RzGD0eb/buUwsMX4O72E25FolxUrH7YzFjDx\nfmR8/L1psxTXFdjdL4J3SIxPw/Wexte5VUsBgTFkIsSZUIr8XjS2/nGqWLTdsMXQjhS48f3JeQ8T\n6BaT79CDOCN1in+8a2tyl+VQT/alpaUD/x4aSYaYdIh98hO68WYZfO/PFLiYZGx+9SV13Ylwdauv\nCo3AWpL6snBlkBALZCIsj5Uv9GL6vvxGd0jXCZkIP+gO6XgT7KvdIR3ncCK81h3SyrT8vXafjVT5\nWX7QHbKZav0r3Zj1ROtfbPa5NlCA8Bv9hJuJAvRf78Vc8yD7C50hyx5EfKkbc7mv9dd7Mdd6+ta9\nPkxZ8W22koybsQL3W2nGpi8345Sb7aGC/tOMrYGOM0wdTQ/uHyaOds+XY8fG9kCDAVJhp6nHcoAY\nigCFfkvf9jH+AQxKDRIF+mMMA4Ljc96dF1I+O6+KTRQSPfO4PpVKEcHHPqKRsFEEH3pKr2VUgk/9\nRU2BFUbw1DNqSQgjzM/9koL8bQALJ7WtsXDmcUwY6bFXfRYHDOapH8dU/WaSuySNgTNPY3JajNpM\nkflgQhSdq+Xq1OFcbLlCWK5DWZNO09qA9vbDj/v8IZLmIDnQTn/gC989lAMN1xOG5f1nd5ht8W7c\ny+Nj3m75dse5l/M5aMw7daw7tSa7+8o+d+/uNuaA+sPIyH744DsaDmUx+zf/5t8cqHX+/b//9+/I\nRF566SX+w3/4Dzjn+Lmf+zk+//nP35FxDy1+AzRTc5hnP41864+htYMBuhdvkG23CSPDZieln6iV\npCvQ85a0nsBm6thOh9ggUMBjOsRYy1acsRL3qIQBaea4EfcohQG9NOPyIKUaBsRZxuVhQjkIaCUp\nF/sJ9TCgk2b8oDukFli6meO17pBGYOk74eVOn6koYNNHLDYCU0R3NQJLJ3PQhOnQEvtXk6mx8vdC\nS8Vf1rcDC04tezesYejb3LCGEK1fbVvSzGGMYasfFxjDnWGimDijGI0gL/cSJHVYY+gNHC7VN+dh\nqlw3UWrZTDqERggCC4ElFLUE5ZZEIyCpEB6fIlqaIZybwiQxBiGcbcDcHHZ+DlmYg6kpzMwccuy4\nKnVhiCwswvxx7NlzyGPnkZ0NTHsb3AKcfBz75HPIuWeRnTXYXkFm5pQCJMem9buatBxg/gT22Ija\nwoQl7DN/QTnwShX2UGTsEmMtMr34rm0m2huDNOYn2osIsrasDTavY879yC3HOZL7W5Y3e7y13iUw\nlrK1OIHllkbuppnjpWWNvHZOuPTWTe0kgsR5sIpAd0ddliKQ9DXfLKI0QFEFEKyLEdcAEZJul/L0\nNCC44QA3o/x6w96AWjVUy0NvyPRUGRFh0B6Qziq+eHOrR+3MrL6ctfoMT0+ROeHFixv8+IeWyJzw\n/Xe2+PTTx8iccOFGi9MzNZwI//371zm5WMM5YXmlw48cn8EJfO2NNT77zHGcCH/y6k1+4olFRIQ/\nv7TJz3/kJE6EP3plhY8/Oq8vqVd3+NDJBk6E//pnV3nq1Awi8PLVbf7SR08iCM+/vcmnn1gE4IXl\nLT712DwIfPPtDT79xCKC8M2LG/zU+SUE4auvr/HsKaVWeWujw1On9AXsT15f4+eeOQbAN97e5Kf8\nmF97a52fflLLX351jY+dnsFaeOVmm8dmq4jAhbUOZxc0UOl/X1jjsx9awhjD/359jZ95eglrDX++\nvM0nH53DAF9/e5NPPz6PNYbn39E5B9bw2s0mC1XFly7v9LwrE/58eYdPPDKLNfDS9RYfO6UUKF+/\ntMlPnpsnMIbvXNnhR8/OElj4zpUdPn5Gy3++vMOP+frvXm3y8TMzBMbw2mqbp481sMbwvetNfuTU\nNIExvHyjyUdOTpZDa3hzvc35RW3/9kaXcws1rDG8dKPFR05MEVrDKzealIy6Glc6A85HDawRLm52\nOTdfIzCGq80+s/WIUAyXNjs8Nq+u03c2ulSCgMAayqGl650qjUpInCY4p9HEuY6yNFUitBqB3Isz\nqlHgYcMPjrp2KB6z//Jf/svE552dHV544QU+85nP8Ku/+qvvexLOOb7whS/wxS9+kYWFBf7pP/2n\nfOELX+DMmTPve+xDyxiPmeu1kO9+DV74CgC9y6u0v/+OUlJ0EtZaAzJRZWwnSUlF6ApseLI7AgXJ\nAzhjaCUK/g+DoHCPWmtJPU4kDGzBZG+tpZ9q+0pg6WUOC9S8opWXB06wqDK2kWr9fGRXgLnXAAAg\nAElEQVRppeLLARv+uMdKATs+IOBEKWArL5dDUj+fpUrk2b4NC5VQLWHA8UaJbj8GDAv1iFYvQTAs\nzVVptQaIwPxMhb7Hfsw0SsT9VHEgsxUG7SE4mDo+RX+7h0scjcU6YZoSGCjP1zHDGOOEaLaOiRNs\nlhHMT0McY9IMOz9NON8gnK1rsvN2S/9m55SLrFKGagOqFaW+qE3pBtXvwNScgvinpiGqIJ0duHZR\n25w+T/DEx5AshfYWsn5FSWWDCIZdCEvqFrr0ilJknHiM4JlP3ou78UAREeTid/VDfQZ76skPdD4P\nhNznPGavXG+x4pOIA+wMYjppRuYc373c5MLNLga4fnWTjbUOBmHQapL1u+pl77Yh7qniHw/BpZgg\n8BBIq+UggiDChgHOhBCEWnbaJogCnI0QWyIMlQDb2oAo1JckPEGqiUJsEFKOLKkIzkGtHJAkGYM4\no1bWiM8k03obWhyWRllhELFzVCLLYJjR7ac0yiEmMKQiNMoBSaqbab0U4BCGqYLF01ToJxnVUkCa\nOiW2LYdglFC0GgXYAFJRnFkYBmQGqlFAEBpSgWpkiZOMTj+lGgU45zfuUoDLdPxKZAlDi/MRp+KU\nv61WCiiXLGItVW/F7wx108+co91PqUSWxakyM1MVImto9RM22kN/XMd2Ny7G7Ax1zNl6iWqtRCXU\nuW33NIowtIZEoBJaTk6XODZTJvTA9+YgoxQY+nHGWifxEa4GwVIKLN1BzLXtAZXQUi8FEFjKoSU0\nMMiEcmixCJ1YgxyiABJnKAWGqXJAKbREgYLnN3sppcAQWUMiQilQstxB6igFhnrJj20NJWtwqOux\nnziut+KJNoHxrsZENJBMhOYw076BIROIrKFW0uOH1lAJLVFgsQbOzFT5sbPz6sJEPSuZE1q9hLW2\n/n4a5YDT80r43o9TdnpKI1OJLLP1WwRa3QM5LI/ZoZr9jb/xN/bU/ezP/uwehe29ysWLFzlx4gTH\njx8H4Cd/8if59re/fW8Vs5wuY/0qcvWCruDxU8jGGtVzJ+mut1j/3lVEIMDQzLLCZLrtozFDAwMB\nfPRjaI1XngJK3mmcGltghAJrKBsFoKaBJUJdA6UoYD4wBMbQdwENq2N1HZSM+uAHDqYDvZGPOZi3\nhoq1tJxQt4aKMbScMB0Y6mP1U9bSFqESGqaDgJ44SqWA6cjSyxTz1ggN/UyIypb5akg/dcSpMF0O\nGGaCVEsszFQYJhndbsxsLdLEyp2Y6WpAlgnDIGR6rkqWOYYEzJ6eJksdndU2Uws1xAnxIKV+YkZ5\nmJoDKsemlTC3l1I6exxESDd2CE8s6kJPz8JHflSV20tvwslTuqjdNhw/rVcjE8zjzwICW2uY88+B\ntUhrEzO9gBFBppcwpx6HIECSGFobiDiYmsccexQwSHsL05jTja8+rfXhBxtunb9BmbPPaKFc/cDm\nciR3TvRtX2kHpssRtSjgza02G92MuXoZsjZXrzeJY4dkKYPmtmIbsxQZdDCi0AVJk4IgWnKCbNCM\nH6J8Zy4RjFXcqhv69kGJbJhibAqlgFSc4s8CR7/VxlhLNDVLLwEbpFQaVbqJRuiZwLK1PdCXyjCg\n01OruAkszVaMtZb6VJVBphbwNHPc3OwgQFQu4fy5u0zYbMWAEIYBEmoAgslS+sko/VziHGIgCAzl\nulq1015CbaoEBnq9hEQgyzKi0CrBtQGTCZmADZQ6YWFOLVqrWz0qfreUHpxeqmOMYbsz5MR8DQGy\njS6LMxWsUWXoxFwFEbi+1WemFiEe4vLIYp1SZPWltBJQjQz9OGXBWx2Ngc8+qdawr15Y58R8rYgi\nPb+kv+UfXG9zdr6CtYblzQHVUsjAQT927AxSUgeVwBCEGhlZL2U8tlAhtIaVVkIUQFiL6AxSfvyR\nGUqh5Y21LqdmlXB1pRnziVMzRNbwnRtNfvzMLOXQ8s3lHaYqhigwiFg+eXaW0Br+5OImjYoqSdu9\njGeXGpSs5cJ2l889uUi9FPLNy5uEBgJj6MQZC9UIqUJnmPHYbJVKaFnvD1mslgiMYa0X81OPL1IJ\nLV95a51PPTJHvRTyp29v8ORCg1rJ8vZWl+dOz1CLQl5fbXF+qcGMj7wfJ6+1RgNB2oOUubqmYsqc\n0OwlJD7l30wtugXf3v0nh2b+3y1ZlvFrv/Zr/O7v/u77nsQLL7zASy+9xN/+238b0OjPt956i1//\n9V+faPeVr3yFr3xFrVj/8l/+y/d93N0iaYz71u+PVQh8/Y+16ISX/5+vqAtBhMuDYQGWf2eoODMB\nmokrNtDwAPNpMoZ4jPwDGVT3yJs3rCH0HyJ/08MIqI8xlI1oG2OoApEH3geirkSMITJQ8uD8EhD5\nh3UU6FuJAJHneZFiDlpfiizVSlCAKo3o/7ASUZmuaL0TSLMC2G982YQBoY/EIgooLSr+ymUOvOsV\nawganngVRu5DawtGfgFMnkopiuCTP+0vjcP0OqNFrU/nC4N97MNFtVk47dvvCsAYK7O9MsJ+zZ1Q\njrID2t8Pkv9k76c53ddyFyxmd/JZlPqIzEGi95mI0E8df/z2BgCdXszv/dFbqtgkCdvLlwuePjrb\nPjZF1KXu40sMFLEmJiqPykE0Vl8alcO8bDD1WS07hxl0tIyhNLvky1BvqFXCidLhAP5ZEhb1xd1p\nDMdO6DXInGNrrT2qPzmr1D5O6HXjAhw0P1/z4HBhOEiLeeZ7sgBzs6NnR04h4UTojwH3F+arewLo\nBViaqRbtmz7iT4BjMyPcZ863JSIM4mw0ZiMqrtNObwTun62NOLzqkS3adD0JtjXwyVOaXcUJvLii\n62CAcwvlon1zkBVzu7aTFHPIaVUMcHp6FJW51Aj9mMKNZlKM+eGlGoFVQ8B2PKp/ckbdjkojYor5\n/Nn1LcTP8+ceP0Zgtf4bV9ZxMtbXGiyGj5ydLtr87wtrZP65VA1H566X2Uw8Qw3wE4/P6341dm0E\nWN0Z+Lgow9J0qdj38n57A6ZGAQB5G4GJTATHpvPIzA/+eXlHLWY/+MEPJj4Ph0O++c1v3luLFvC5\nz32Oz33uc3fvAO9Gl2EO+Oowm2P+tCza+xvW2hG2bYx2wgZ2dFPnKZHyso9e1PYZGI9dcmPjjDHg\nG/+UHjusvz3152CgmNv4mRgonoJatkXSccxkvaBJ1gk0bVTRPh9rvBzY0RKORRUepGRM1E78AA9a\n9/3fM8bH33us3Y/uW7X/YOV+m88Po9zJZ1FoDU8cq/P6ilJYGKOuo1xKPrpRAOtfUnI35ajMqOzb\n8p7KMlY2B9SPWW+Z/MUV9WMbMyKT9UVjKfoYMzmf8eJ+xz1sec84u+SAp/1kmzv0e3P+RI0xeAdx\n8dK773F3fR4/D9nn+/EtKldudote1hEey/iyQV/mM/EZBPLvfL2T0RU3u5+TIlh1VkzO54BnqO5F\nZkJR08l5zs1inzqY12z8rHc3EZFd1/X+UMpuRw6lmP3bf/tvJz5XKhUeffRRvvCFL9yRSczPz7O5\nuVl83tzc/ECSo8ugw+STYaycZ0jd02m/WJO9bfYrS87O6sv5DSaZw+Sm1ywbvSb6NiK+bD3wV9xI\n+RE3UpxE9ucTs3Y0puavGJWLV9MxUtRdimXxQzBmFO+8q7zrPWfUZowu4/CPJMbmd4u+7+kh+m6P\n7iM5krsrIpB6V5+gG0svyQqLUbuXFJxgaZKoK0fAZemo7Fzh4nFOfNmMldlVZk8bgyEDX4Ys1THV\nomLU6uB/5kUbp5AMawypB2FbY0gyR2htYWELfd84dkQeqJ3jkaxRqoQo0Dk4NE2UMZAU9eppyMs5\nHgmjFse8Ps6g5J+dRRu0TZifuz+utp8cM6/PZNR+vK+M1/v2+OsUGD33fP55G52OUjcE/iU59uum\nirg+2oyBTIy3EgnJ2PiZUw/M+Bzy+yUwfh0kj2jX0Kn8WJlvM1Hv7738f27htIbieub3DKL0DTnv\nmPH3iB07d0GxzbnFDfZaKfOyNWZfbjF1Cft5mV2P+9uUYrviPW4JH7AcSjH7nd/5nbs6iSeeeIKV\nlRXW1taYn5/n+eef5x/8g39wV4+5W6TbxGzfQJbOwsZ1QDT5eBAiaUrn1XcKLtWBVy4M6hoM/BvF\n8SigmyoVxqOVkNXEabkcct2zHj9eiXhnmBJnjqfrZa4PE2InfHShzjvtAb004+MnplhrDujEGU8v\nNdhoD+nEKR96bJ6VzS7N9oCnzi3Q3unRbPV5/JnTxFtdWuttTp9bYtAe0Npoc/zMLAxT2ltdFs+f\nIhgmtK9tMvvhxwhxdN+6RuPMIuWKpX99i+rTT2DKZfrff4PKhx6jtjBF+oPXCY8vYupV4otXCR85\nTeXcaeT11zHHj2MW5sleegWzuEBwbJH0pVcxJ09R+tHnyL71dczSEtGP/Si8/ALMzGEefwZ5/k+h\nVsWeOwdX3oF6Az76Cfje81Cpwcc/BW+8BJUq/MhPwot/qqD+v/jXoLPpqS1Ow/KrqmQ+8owmFzfG\n46+83b0xd+sLn+WuCAP12aOUR0dyzyVxYKzh3LE6a80hm70hV1s9GmXLyvaAl6/u0Jiq0O8N6XVS\ngkqNLE0Bi4uq3hdpcXFPrWilGs4HrzC9iMvz/pYbvj7ETM1Bv40NI6oz8ySdJjYMmZ5foN/uEZYC\npuenad9cIyqHLJ49ydZ6i6gUcurMHJvrHcrlkEfPzHJ5eZP5RonPfvw033rlJnO1Ep//5Fn+vxeW\nCULLZz52km9e2CC0hh95bJavvnidRiXiFz/5KH/y2hrVKODnP3yc3//ONaLQ8lefO80fvb5KFFh+\n5qkl/sfLNwgDyy985Dj/6/s3KYWGv/bcaf7ojTXKoeWvfvQk/+PVm1RLAb/8iTP8v88vk4nwVz56\nkj+6sIbF8PNPL/HlN7T8C88s8Y13dqhElr/yzDH+2/dXMMD//bGT/PGFDTDwC08t8tWLmiz+Z88v\n8OUL6yDwl55e4huXt0hSx7PHpvjW8jYO+MlH53h5pUVoDZ/70CJ/dmWbfpxxZqrCaxtdyoHl//rw\nEle2+jgRzs3XKUVbZE74qcfneXO9gxPh2ePTfO96k9Q5fuz0HP/n0iZpJvzM+QX+9NIWSeb4hQ8t\n8r3rTRInfOqRWS5sdEgzx4dPzPDtKzvEmePT5+a4ttUnc8LjS3XeWGuTZI4fOTnLZjsmc8KJ2QrN\nnpbn6iV6WcYwc3zizGzBKVYrRzw5aNCLM85MVRkkmgHmsaVaobxZYzg7VyPJhPNLDVaafZJMeGS+\ntm/53GJ9X8XMGKiXNShjuhodwlq2vxh0nMwJU9WomOeDJIfCmP2Tf/JP+M3f/M099b/xG79xx7Be\nL774Ir/7u7+Lc46f+Zmf4Zd+6Zf+f/bOPUyyurzzn985p07d+36bGYa5ODNc4wCCIA6IoptgeJQk\nCyQxBLwmEdeVTQLus1Fx1V0jD5igoOsmizyziTzqo6KiG4PCAGIiA45BkAijjAxz6Z7pe3fdzjm/\n/eN36lRVd3V3zUx3V3XP+3ke9PSp3zn11pk6v3rP+3vf77so520UPXIQJk2z8sArQW4SVcqjc9P4\nP/4R/mOPUir6HDkwwdCvR/G1xgufWUqBxlMKF00x0BSUIo6mpDW+smhT4GlNSVl0WYpSOKbbMZVN\nBUuxsSeJF2gmA836rgReoBkreHQlHFN54mvWbOnDDwJGJor0dqcJAs3oZIHeszYRBAHjQxN0pE3V\nz9jwJG2uWRKdHMvTccFZJt/h8BjpC84BIPfSIEnPSEEUjk4Qf+vvgGVR3Pcy7qlrUZaFt28/dmkC\npQO8oRHs8y9AuXGCQ4dRfb0oy8I/cAgrm0RZCn/wKPb5O7CyHQT7X0L1D6BiMfTgQejsRsVcgoP7\n0ZNHUMUcemoK9YqzsboH0MNDkM6i4gnTOL57DVZbN3r0CCRSqEQKXZgG20E5Ljo3ZbbdOLqQi1oW\nad9UlzbqZOnAB60bkrAQViAtXpVZ9CuRgrHpIs8fneSl0RwFz+epfWM8/fIEgR9w+OA4R49MYFmK\n3MQEpakpbMchKObRxTx2PE7gBejAJ5ZI4FsxAuWQzsQpFT2KuTzJdIJA2XiBIpmMhfmbFu3ZOIFS\nFEuatrSLsi08Dd1ZFyxFwdf0ZF2Urcj70J5wcGOm4rMj4dDb5tKVjpGwLbqSMbqSpgJuuuSR8wNT\n1ecH5PzAJGzHHLJuDDtcto1ZdvRj7Qfl5uuVZc7ydjysWNSYTgMxW2HbFn7Y6qcz7Zp5ruAxkfdr\nzjlzOxW3ycQdvPBBe2aro2qqx3h+wFTBZ7pYe34wlZ/l6r+RySKDEwVitqIjFaMrs3LbqU0XPcam\nPWxLkYhZNb0yhcZZ1ByzQ4cOzdqntebw4cPHZNR8nHfeeZx33nmLdr4TQTkxU4FXwgiOuuaGiiVj\nuGmzHXdtXMtiOl8iGbexYg65qQLpZIxsPMbE2LRp2ppwKU0WSMQdOjJJ/NFpEq5NezqOP1nAdR3a\nO1KARyxm05dNQODhODY97WmC8Slsx6K7y7QHsW2b3rVdUChg2YquNSYqZFk2HRsG4MgQylK0r+9H\nHx5CWRbZM42kglKKzBmviGK7qU1r4QWTgJrYsC76/PH1A9HypdPTAWGSqtPfHR1rvWIbTI+D1thr\n+o3elw6wN26KkvitDZvDiJRG9a2pXN/+NVCcMP0lQ2cNQPWuMXlzWqPaOqPrrjp6Kv84TizKrVHJ\nSssUNbNC8RhqWhpx4HQQGD2xesKxgnACWMr8sP/swDgHx3OmP6QXMJzzWN+TYnSqyM/2jZHMxGn3\nA3LTRTJdnXhp05wcrdGlormPNCjtEc8YDa5E3GLNOpMWMjk+RSxuCgEKuSLJdBxQJG3FllPNPDIx\nVSCbNmPsIOCMUMtrcrrE+m6T8H9ovBA1yfZ9zSntyegzZONOTSJC0rFJOjaZcE4YL5bIh3qGCuhO\nueE1UGTCX63poh85QtXLr8mYbWxQRt29bMPYdJHB8RLTBQ/f13RnXdJxh5htRT0ji15Qdztf8hmZ\nMonx6RnNucsUSj7D4RjHqjSdj1mh44rpODCRNxWkVq5ENuHQno6RiFnEXXuFZTjNQGsjO5JRuPM4\nr8LiMa9jVm7F5HnerLZMQ0NDrF+/vt5hK5N4yog0ln/QExmjD3TkZaz1a9BbNmMVp+hb04vva9rj\nxtE5PDRF/7p2LEtx6PAkp5y9FmUrfv3vhxnoNSHbQwcmWLv9VOyYzeBzh+jsSWLHbIb3j9F52hqc\nRIzp/cMkujNYrkPp6AROXycq7lI6PIyTTaLiMXSugNXXC4k4enQc5djgxszj9sBaSCSgvdMk+ycS\n0NOLOvNcVP9aOHLYVDW2dxl5idEhk6y/7UzzmbNtUMybzx74ZrlwbAQmxgBljrVsODoE570Oa2Aj\n5KYIXnjKNPFOpKCtC9W9xoxPZCDVZs41fqTSughAWai1r0APvmSWK/0i2o6h2ntNjtz4UdMea3oc\nXdXoWxdyMDkMSqGz3XUbeutiHibMEoTOdM522I4D7XswNgQ6QKfaIJGRBHxh0XAs4ywcGM9F00/G\ndTiSK2FbirPWt/OzfWPmwaotSS5XQgFOPI5XCqPD8URVIo8b5ZwWPVNMBJDtyFAMqwuT6UTk8BTB\nCDwDHW2V+0VZVhRF6sjGo+11HQlGw1ZDtqWiPCjLVrOWjVTVchdAuxujEDpdUyWfvnLlc9XYlGsz\nkTcXwq6SOch7lTy6pFtpmN2RchkcL6KBo1NFetrMvOA6lTzZ6u14rPIgVt2sfKrg13XMzHjjmFV3\nQypFLYkV6bjNRHhNpgo+2YSDpRQJd3Zj7xVH6ES7trXyP8sKYV73t7+/P9IWK2/39/czMDDAjh07\nuPnmm5fFyOVApdqh2ziaJmFQoboHwiUuG3vHDpRtBBPXXrgZ27GxLMVAfwbbNomQa9dksR0TWt94\nxgAx18GyLdasb8dxLCzbov/MNcSSMSxL0X1qB7broCyL1PpurEQMZSlivW0o1zHbA12opCmlVqkE\nhMm4qqMdEuF+x0YF4VNoZycqnQnHdKJs20zSvQPQ0W22M23GQVPKbGfbw+R9v+JABX5V1qQ2yXVK\nQakIB15EKQuSGdQp28wQywLfQ6nw5g01lbDsWbleSinTDql/fVTVw9igsdmyjSgsmP2hkwWYnJlo\n/1HqEnOJ6pImh+uPOVYsu3ItpscrrZgEYTGR2pOGOVYHoRUcipXeQq0VruHJwrwRs6uvvpogCMhm\ns1x++eXEYqt8GSeemrGj6os480sZ5j2oOvuiP8pjarQqVDRQWVa5IL1GLkPNlJqI9ttV+1WlWlJV\nGhibTrNVY0Lls5qbKrIB5o2x13zmaifNj86praqvUM28oytj6tzQZn/Vc0F1N9vq54UakZqq88w5\nxy3F5FFVUxTV9QvC4uD5oJTF+s4k+0fNUmY+lJ3RGl4amqqqyvSi28C2VFS7Eo87Ru8LRVt7gqJn\ndKNOWdNGWLRHW8JhqGQe4LoysWgJ79RekxKgMMtzxcCc+7SeZPS+qVjtM3z5LsuGy4lKmWXJfMlH\nh9WEpcBU+qVduyJ3oSqVcmvaEtGUWR25sqqquhMxi3yoDZlN2HU1/KYKfjS+O+tGYwpeEJ13Lqei\nWBUCyyTqpzQUSpVof8xWlEJdiEy8Eg2rPk86XpY00TU2NGKPIEADOWaWZXHffffxW7/1W8thT3M5\nlkhIXemMGX/o6hfq3Ii6Ki4+h6TGvNtVOkE10a2at60TFNWaE/IuIv0kPWOJcrYjq6vtrGtHnWPn\ntK16fOPmnjhVjvUKf+oVWo8A80N95pp21nek2D86zdBkkUzM4eWJAn1daV7/yhh7D09yYDhHMhmj\nWAqMvIDnYzsWbjyGX/KIJ2Nkw2T/rmyCvs4UJc+nPeHQm3WZypdwbMuopedKRiLCNt06UMYhCwLN\nbwxkOW9dB5OFEkNTRcbzJQKtiVmKuGPT5sbCdm7mRtzUnWZbX5bpgsfIdJHJvI8XGEckHY9FPXZt\nS9GdcckkHHoycQolk0SfD9cFy3leXRnXOIqOZTqMFH0KpYChiSJp1yZdlUWdSThs7E1H42cm/5eT\n/OsRj9n0Zs1nmCv5f+aYesUC9c4zWfCYyHmzig6SrkU2scqDHMIJ0VDy/6te9Sp2797N+eefv9T2\nNA+vaKoE0x0wFZaXl3OtggBy02a5Tmt0ImPys4IAe6ALPToBWmN1Z03eF6Da2mCyAEGA1d8D4cOY\nWrcB/fwvoFSCrk4iLf90GiYnzXv19kI+bzTMunph5Ch4Jdh0GpTykJ8yOV16yuzvHYBM1uRlpbKm\n6XaQh64+6A2T7hMZ83mKOfN3yahdEwubHZeKkOkwn3diGNwkFErGYUplzZLn+LBJvl+32STDe0X0\noRfNedwkqn+DOZdlQ7o9dNwCk7sHxqFz4qbJsrLMNVQKlI0a2ASEjlyp0jeQWLyyBFC9347VV8Av\nFYi8tkzH8XwTZhP4FSc6mQWp3hSWiEzCob8twdGpInHHojsZYzhfYk2HabtzdKLI2jVtFIoeLx2a\nZNOGTrxAc+joFOt620FB0Q94xSnt2LZpR7S+J4mjFFrBmo64ud0DOKMvS8EL2D9eYH1bHC/QjOY9\nXrWunfaEabN2dKpI0fNxLDhjoIMgCHh5JE9/JkEpCBiayrOtL0s2HD84XqBQMpWXp3SmUApyRZ/u\njIsGJvMefdk4sdB5KSfhF8KoWNEL8PyA6YKHUoqsrcwYZQoiMnF7lgMVBLpmvArPaym/7viZLPT6\nzDFzja/er3XYV9IyzqYCJvIe6bjd1PZAgdZM5Dy0NlIS9WQrlsWGvBfJYjTDhlanIbmMO+64g927\nd7Nt2za6u7trfgjf9773LamBy0ZVE3PtGYdE2Q56eoJg8Ndw9GX01CSMj6G8AsHEFIyPYhVz6EKR\noFDCskw/OuJxrN5edLGILpaw4q5pn5JMoba/Gp3PweBh1PAhs9/3Uel0uB2gTjnVJJzn86jeAbTn\nQS6PfdGb0F4JfXg/HHjBOD3FIpz5KhPJmZ4wrYm0hskx1Iawp2KpWHF8psbg4AvGqSnmwQ1bkBTz\nqDNfg1I2euRQJRI2fBg6e0FZ6JFBk7cVmL6S4bO+qVbc+BtYiTS6VDD5Y8oy/SfHjoIfOoHZLpSb\nNGPsmOlYkJsEN25axVShSwXThLyUB9uFRNrIZZSKkJ8wttuOScRPpGuPrfr3Wyx0EP47xZrfCFc4\nRlpcLkNrI5lhJmLTGDxX8nny1yNorSn6AS9N5AkCTdHX7B0uUBa2LmdJ+FozHS7pWRasDVsL2QoG\n2irf2US4JGkrxZp0Aq2NXlXBN/02Xcfi9L42LGWW3v59cAKNkYG4ZEuvyWTQmsGw6bptKXrb4qFY\na8Cz+00Fd8xWnHVKG3NhfkKM8VqbaNLQRHHWOEtBf3u8TnBdRRfP10T2LDh+2dBzBteNOc1xRoJA\nczi8VkpBf1t82ZdVA605PBbaAPS1x1ek1tjxsKhyGevXr19dFZgLUCOJkEihXNMXUmWyZhYdGcLK\nGIkLjuRQqSRWIgkTYyjHMZWGmMpIlc7A9JTRC0qaHDblxqGtHYYPmffKtJmIne1AKlGxocf8oCjb\nNtWWYHS7uvvQB14wkanetebGUgoy4Q+QUtC9tnLDuVU3X7q9UgGV6TSOD0AyG7XA0Ol2mDA9+Og7\npSLC2tGLnhoFAshPQjxpcuCS2Sj/raZSUkf/U76ys8aoZKYy3PfCjgNW7cTlF0GH1WJVchn4XpR/\nN+e/3yKhLNtcbzAOZxA07PiVl3xFJ02oh1Lg2lDwAUyUpToXqRxdsizT77Z8UHSHqEpWpqb2lgjm\ncA6CqmhzuUmaUgrP19GPZKyqfVrBC8L+u6CivNmwC0DV+DKeX91ftjqVY2Zah1H4nytoZewvdxup\nkxJSZX9D45eNejY00x5DOd9QQ6X10nLbgHGgy810dPMvS8vR0C/F1VdfvdR2NFz+ADYAACAASURB\nVJ86uVjaKxqph5hrlvNs20Sk8jkYGTJOQls7bNxiHlNf+Hfo6DTjigXYsNXoob34vFkqVAqODpr/\nSgVwXdj+GognYd/z5vHWiZmZ9RXbUak0+vCv4eW9EEwRvPwCpNtRgQc9a1Cbz0F19sLIYfTRlyuG\nr92KSrWZJc9Q9VtPjkDaLO2p/o3m82Y6YXIYPTEKbhw9OYLOTRi5ilgc3bcBlcwaW0OZCtVziolW\ntXUZZzKWgK411M0LKzt/40fMUuDUKNrurTQlr77WhWkj8GvZ6HgKchO1A3IT6FjcRMlS7WYJ1y9B\nfgLtxiNJjaVGB76Rzgh8dLpjVrRu9vjAfH6/hE5mjRN7kjwdCo2hNVTyy02kpVTlUZXFSxVGqHpm\nNmm5xKecVF/+8YVKWxs1Y3z16lH1nVtZVtI172ucLl3TNqd8/nJvQr+qWaJpN6TrRKtmfvdnn7Oa\n2lulXp6unhUdq/++zWK+z778zMwubpZFc6YXC8ACchnV/Nu//Ruf+9znIqX/vXv3zmpuvqKJxSGW\nqN1nx4xchmWhetcbKQjLho3bKjNg2uSbKduGbWeg3FBDKJE0j4GWBRu3GicMYHiokt8FEJjzs2Er\nJDPmnI4DaPN+veshHUbCDu6LuhOo9h6ImSVDOvqqJCkU+KFURSJVqTQtTENhyuzPdkOmoxI1a+8x\nUhWlQiWPq1SAKaOdRCwOybbKOdu6KvtjoWRHHcdWKWUcqbJtgV9XwkJDJW8r8Gc7ZWAcu4kjoaSG\nBW3d4X5tHJ/lovpzTo2aZdN5x6vKzJObrM2TEwSMNlY5yGWctIAj4wWSMZtkzKYz6dIWd2hzHU7J\nJulKOXQkbda2OSQdRdq1WJeNkY7b9GdcrtjWQ3vCoSvpcEZvGtdWZFyb0zozpBybTMxhYzYdqe53\nJV0SjkUqZrOuLYnnB5Q8zUS+RMKx6EzFuHhzd2ib5shE7Xe46AV4gSbQmkzCJuXa9LTFKXgB3szO\n1jOYeU7HUnRlXFxHEXcserMLqOWrchcAE2lE09D7nqxobZazXUfRm3Wb8pAYaNPBoWzDybKMeSw0\nFDH77ne/y3e+8x0uv/xy/uVf/gUA13W55557+PjHP76kBi4rjltZ2luIslQFEElDzPk6tT/o5cdX\nywbtV/aVv6DKQlUfW5bJUKryaGnNaBRePr+i6lhV+zhSkywfLivOXDas/hRlmY4qaYvqG7mR28lI\nalTLX9RZeoRa6Yy50HM86y1npWR1BWy1DMrcB9T9NxCEMtXfCD8wuWKObXFKR5JcMaDkB/xGXxvj\neY+c53PhKVkOTxYZLXhkOxwCTJ7Ymf0pelIuHckY7QmHoh/ga8i4NmnHIRlz2OQ60RKWi8kFizkW\na7IVYdlc0Q8bj1uszSbpzrjEHSNVkS/5NdGtQMPodIl03CGTcNjSn2Ei7zFV8Bkr758nud4PE/eD\n8DZJujZxxyJ+DO2L7NCZm8x7TBb8yJ7scajUB+GHs1ZpQrptKTrTzc2TbQUbWp2GHLPvfOc7fOhD\nH6Kvr4/7778fgHXr1nHgwIElNW7ZqZZ+mI9ZWlb1Q+wLui46qD9G68puReXHvHr/LB9FR/trshr0\n7Heormact/ZDVY+f7VDNh1lOqCTozjrpcTHXscs4iR6zkzUzJ2ZRrRFWARbm7prIl5jMV89Bpi+h\n1hovgGzcYSRfZO/ItNH1ilmsb0+htSkW6EsbXbCpkkcu1NVK2Ir+bDISzc4mnKg6st69bytIhdIS\nJV8TsxVF3zhPSdcmG/buLctbxGwjf1FNNuHgWKHq/Tyfeypf4uWRfHRMX3vihG6PTMIxvRyPswVS\noao9UzbpkJ5DYkMQlpqGHilyuRw9PT01+zzPw3FW0RfXK0FhqnZf9bJTtfr71EQlwpVMVaJjuenK\nj3W23eSaaQ1jw5Ucs7ZOE92yLFiz0eSsgXn0LC+LxVx0PGWcGztmcsUsG7oGjASEUmbZs7zEqbXp\nVUmYA+UmTW5TYcrkZpVtckLxRd8Dv2piLn9OyzbOolJmO9tdX6qijLJM26UqtNbGhlLBbGtdkehQ\nqmLzjGOiMSgjqTH7zWqPjSKb9c+5ZITVmYBZJrYXKDTQQeXfFWpkPgQBwLHBVnqGU2ZQSpGMRFwV\n69qS0TPZVJiQb1uKTNzBVqYlUjpWmZcLYTJ/+SFJhWOyCSdMQah1YfwwsV8pVdPGaCznRfs7UpXv\nfClM8q8+f9lmq875q0nGnSjnaTzvLTh+Po7lfefCdayKPTnp7iE0j4Y8qzPOOINvfOMb/O7v/m60\n77vf/S5nnXXWkhm27NQRl1VuAt3eC4DluOhUO3p8yASxTj/H9JKcGoV86JDlQ2chnoCOMAcqlzN9\nKgGSadTWs03Px0IBa+MZxokp5FG5cXTvWijkjWzHgb3obBfqFedg7bjKyFb0n2ocg+lxyHRWJkPL\nhlPPRE8chb170M/9K7T3hjIVyjQDLyfhu8mKE+QmUdkudFuP2ecmUR196IkRI58xPWZsSbdDpgsK\nuVCTLPxpaOuuUwGpTbskr2TeK5kxyfqxODhu3YbhSilIZtF2zFSd2g66mDMOadkhTGZQVZ0ZVDyF\ntmyz7LuMjcWV7aA7+kz7KTex8HjLNuMLOVOIMTZorsuMNlWCcMy0sH8/l2NUHUlvxHWqibyfwPsu\n9bGCsJg0FDF7xzvewY9//GNuvPFG8vk8//k//2d+9KMfcf311y+1fU1BB4GRRACTlB4mpqtEylQh\ngkmCD+UvasuKwsrK8nZV3hiJUC4jnkR191f2lxPfLbtybOBDKW+eBN0EamADUe/JdHu0DKnLy6+W\nZSoxw2N11GNSVyI8gM5PVj5o6KAppVDxVJTEr7Jd0SRVHm+S/Wc6QHUmMt+v1OsXc6Z4QimTv1fu\nGBD4daNGyk1UJCVi8Rl5eeVjg8pSbCy+rE5ZZIrtNOSUReMtu6IXp3VtBE046fEDUwDgOpX7qTrF\nqZzIrrXmyFQRS5nX+0J1fDD61eX7wq+q3Ey7dhS5LldQwtwyCbZFJdIdorUmZpv8K601hVIlrSHl\n1m9jNJPyOb3wHGV1/sjOuF3zvuVtv2r8UmI+V2WeTMaOPT9NEBaLhgRmwXxx9+7dy9DQEN3d3WzZ\nsgXLWkVf3lIBSvlQIiNskJ1ur3QBaOsOqzQDgl//HIZDEdaJEbMcqSxTcdnRFTlzas0msBz0s0+g\nNp0JqbSJdiUyZowOzPF+yYjLHnzRRFbauow4bDyJynRGkgw6CExVY6kAyTaznOcVjRq9V4RSgWBk\nENU5gOoaQA8fNJph2S6zpDn0knGWEumKbEM8HTl6ZbTWUJhGD+03Yq6ZThMdy89Y6g3PbcRkdY08\nR4QdM3Ig0+PGOXMTZtuOmXPWiaBFNgS+ifIFvrm+6XaYHDXLwG09K0YXTINxyKbHTOVvbPlFHU9q\nWlxgtuhXnusKJR/LMtpl+ZJPruCT9wJKns90MSBX9BkvlGhLOgy0JZkqlBjPe0wWPRylaE/G6ErH\nmciXyBd9/CCUtMB8BV3Hoifr0t+eYKrgMTpdYjJfu1pgW4qYrXDDLiaFkk/BC0i6Nu3JGO2pmNE1\nw7RAagTjiPlM5D1itiLl2qTiDtMFj+miH+WzlffPNX6pKfe8dBv8XIJwLDQqMNvwt09rjeeZGzio\nI+q54onF0U7caFTpwPw3OVLZHhsCTPTDOvUMomq7bKdxsiwLuvtCAVQFQYC2jIyGOvtCSIcirOmO\nUBk/rKQsR+bK3YIBJowMg1LKSDKUl/OqKz1z41GnAnIT0ZKf6uxDpY20hepaA9lwyTORMQ4ZmKXX\nwrTZLkwZGYcqjMOWRJXz3yZHYfjg7GsWSmpUDqzzdfJLxhEDY2952y+Z1k9zEEUHs2VZjPDfo9xE\nPfz3WAmUE6/LS7rilAlzEY/ZkVBr3LFIhBGvXCmgFDoN3SmXdMw4L/1tCfraTE6mpUyfyyAIwqIf\n8z1LuTaJWFVj7ZKJWKfCZH4FdGdcOlIxFNCRipEJf0Ey8cqYlGvjhO2E4o7VsFNWxgnDgK5jRXpp\nSbfSx7Lka1MRGs5x9cYvNa5jiVMmNJ2G/Ld9+/Zx2223USqV6OrqYnh4mFgsxl/8xV+wcePGJTZx\nGWlYpLTsVPm1VXoztlUQgD1DYqLmR1mHzkzYj6UcgbQsIyJbPme1LMcCUcoaEY0qWYwoob98nupA\naT0JC2WZHK7y+Lmc8WpJjTrCsfOygIM/S2qjmhWYQC8OmVAPxzJRs5koZTSn2pIOg2OFqAVTLExS\nL/kB6YRDKu7QnozxwqEpPB8Gx4uRIo9jqajhdzpuRw3Df310mg09KTJxhy0DYfcNDb1tVV05wv/X\nGiNvoI6/qFgpo1010B6vu78n43JkskjR1xyZKNLb5tYdLwgnAw05Zp/73Of4zd/8Ta688soot+mB\nBx7gc5/7HH/913+91DYuH3UclLo08gNbpVNRncBam9sxx3mqpTZmynIs6I8spsNyjOdaTmdJfBxh\nlWApcC0ozpp+VKjt5UR3YvUtVt0mKeXWTuXlYV5QmXvKsl4awjyxUJS1PCupqm0q22rW/uNhrvOY\n/U7VM50XLOb7CsLKo6GY7cGDB/nt3/7tmpLoN7/5zRw6dGhJjVtW/BKqMGWqCMsTQRhBi5JPw2R7\nfehXoeaZMgn95chUdc5TPIm2HJMXlp+uFBRUy0gEQdiH0iT4UyqZqFamo9L30omZllDGkMrypTWP\nT12WxahBm2XEciJ+eVnTsivb5ZFao70iejRcLlTWrDFmvzKtqihLXkxX9kfXojpSp0K7w+uVmrvJ\ncXTOQpWMRrU0RXL+YwVhpaC1Sf6v/5qORE9nUlZMN43I64+pkd2rObZy/sqhs52m+tv17dTVkf05\nqXMereu2CZptmyCcHDQUMTv33HPZvXs3r371q6N9u3fv5txzz10yw5adsFG3SrWjwwpCFYuji3nU\nxFH08EF0bhLtl+BomG+VSGENbEQXptG5KVTgmUbcvm8alU8cNdPJyKBJlI+nUFbonLgJVCqLbu8x\n4wc2ofo2Ehw5gEpnKsuQbT1VshgWur2vksCvA5NwP7OFUVkWI9MR7VLKglNOQ48fNe2clDK5ZolU\n3XZK+tfPVpqXZ7tNc/aZZHuiHpWm+Xkn2K55b8sytrkJ45gVps01qNpeKHlfhXpt2jKVq8pxTU/N\ncFsQVgPVLZmqKVcxDk4UomhXOf8sZivWdSVNknzR58mXhklaRmA17lh4nukXmXBtgkDj2IpMwgnz\nyyCdcPB800rp6GSB3mwCSxHlkB0L5erJibwX6aMdk+i+UvhegB12M+lIx2rOmUmEGm2S+iWcJDRU\nlXnHHXewe/duNm/eTHd3N0ePHuWXv/wl559/Pq5b+YF83/vet6TGLinFXCUaNQN99AB62HQ5MBpk\nOYzT1InVtSbcP11JhK/KC9OeV0l4j8VRyXRlO9tlnjItB6trwGx7JRgvR6psVNfAvGYHXhEVJsJr\nHVQ5WRaqe828x9aOr92v9+4h6kzQ0Wf6U86ko39e50qH1ZQzc6t0eN6lyrmq7mwgCCupKrMarTXj\nOVO1CDpqz6SAnqxLVyaO7wc8fWicXw1PoYD+dIKuZO1Di8LkjnWm3Zpzaq3JF/2oYXpveM65mOu+\nCoKAibzHdLgWm004UfHAsTCzI0m5tdOJnFMQWolGv8INDVu/fj3r16+P/j7llFPYvn37cRnWsswj\niEhHrxFWTaRRGvTwAayNv2GWGCdHTGTJTUCxgBrYDE4MfXAvuHEjMDqkTSVnIo0+/CtU5xpIpNBj\nR9AHXoBCDt+yTX+2aoV97aMLOVQ8OduuIEAP7YPxYXQqaxy6Yg6dakN1ra2/9Fj9mXLjkJtEJ7MV\n6YzKxUB1rUFPjsy/3Dg9jq4Suq0mmBiGw78yEhf9myJZDF3ImWsWc9GZrvoO3wmg/VIkd6JXkKSG\ncPIy3+NDJuFQ8gNKvkmSV0oTd2yKnmZ8usR00ac76ZJLe7TH3ajf5LrOJIHWjE2X6Ey7NdNbJuGQ\nK3qMhzIZloJ03KHomYrNeGx2EU+h5DMyXYqqNstjym2MNCaK1xUWCRwrM8/vOlZUrZmJOw2l9QrC\naqFhHbNVj9ZQzIdq+VW7y69pjR4xS5gKoHMNURPr4UPlkdA5YJwxHaBHDqPKBQVhdKnmqTDwCZ75\nkcnNUgq15hVmCbQGBe09s5budBCgD75QicZFwxX0b8bKzq0sr7U20b1yC6pUOyqZmX3+3AQqP1nn\nDFXE06iqJdPo/JMj6EO/DPPQ2rHWbjH7S/mKTIbjosLOCouBBpP7NxLmPiplnFTh5KbFI2blHDN/\njpk4CDSHxwvh2PpK+IHWkR6ZpWDrQHbe8X6geeFw5d5uS5r8TQUMdMwWTw605vBYYdaYufYfK1pr\nDo1VHkrXhOc5VuV/QWhlFjViBqY35oEDBxgfr3UEzj777GMyrGVRykS9crWOmQpfm1UbpMoh9/CF\nOpOqUuUqyqoBqkrQQmtwHChiEuwDD5jhmCnmkJXQVUn1Mw6p015qFtW6QHWatyvLMr0+F6LesUqh\ny4r8VUr3Rv6i6iu3yHp4CtDVS7PyzCGsAJQyzcPncsyqJ565nJQZIjx1aaQdUgMm1E3Un+/YE0Gc\nMuFkpCHH7LnnnuOOO+6gVCqRy+VIJpPk83m6u7v57Gc/u9Q2Lh+NymU0RP0pq9a5qy6ZmmNaq5Yb\nq3l6nEtqo/54rRtT+Vg0lmCWlqdnYTUS6HpSGQatNcWqFkj1ngG11pT8ILo/UjHbVGlq0GhUzcOj\nOTpX8qOAv2Or6OX4LHFVUxlZqCobLY/RWlP0gnmObYyy/eU7O+bIPS6c3DTkmN1777285S1v4cor\nr+Ttb38799xzD1/96ldrEv9XPIFvqgjnorowwI6FJd5hNKgcNnNNf8doya4cTVIWKHu2Y+GXTGWk\nsiCZBjfsvWnZlWNtpyJ/Efih4Go4FeamiGQ6fM/stmPodHu4/BqgtQqLEWq3KzIUgJuYZZuRv6iS\nqigfV4Oqm8umtTYN1cuVpWEBg5G/qLrGyezc17v6fOZg8Epox8htzOmgFfNETmsiVX+MILQQc0ll\ngIkYxWMW7UknFJy1mS545EsBRd9IVOQKPuN5D9tSJGIK27YYny6RLwWM5Uz7JlspfG16QCZcm5Rr\n098Wx1IqzDnzo/NXozXkij5jOROFTzgWHelYZJvrGAHcesc2ilKmBdWJnkcQVgsNOWYHDhzgzW9+\nc82+q666ihtvvJG3vOUtS2LYsuMVmS/Mo2JxdKbTODSlvElgd5OoRBqd6TJOS9gIXJcKte2GdAAT\nR42MRFUul4olsLadj54cRvVtMI5asWDG+J5xMpKZKB+N0cOR7phKZmF9KH/ROWD6bY4fRXX2mxy3\nIICRw8Y5SqQhP0nkSOUnayN0E0chkUFXFQEopdCZbjM2kTbnmZ4Indfw2Gx3nZy4cPmh71R0LI5K\nd0TFC0opdKodlG0KIxqVvNDa2DE9DvGUWXJ2ZxdEAKi4kRBAgYqLYyasHhaKI8VsdcxtkmaitY6c\ntLhjkSuaXp1gnLp4zJ7VyWQxelgu1nkEYTXQ0J2QSqXI5XKk02k6OjrYv38/mUyGfD6/1PY1nepk\nfRVPGQeplDfVk2G+1KyqyTp5V8bxUzWOGWD6WpZ7UjpupS2UEzP/VQypnDs/ZSopY3HoWhP2lYyj\nutfOGB+2Xop0zvRszbPy2NxEFMEqR8+UZdVUZepU1miQlSOE8+SgKWWZXp2z9qtIlPaYKGuqFXIL\nts5SEikTVhBztWQCwt6WQRSxUni1OV5KkYzbJFwbFQa2XVvRlorRpo0Ehgq7A5Tb+wJMF3xTUBAu\nZabC7gKRuOuM7Vh4TllkFISlpyHH7MILL+QnP/kJO3bs4PWvfz0f/ehHsW2biy66aKntW0ZmTzna\n92HiiNnO9hjR1HjKOCfpzrqOiQaIJYzTVp2En+0C5/j6vmkwkTInbqJFiZRZLjyyH8aG0AObsDKm\nClOXnayyA5bIGEdoctTYn2oL9dYUpMPtckPz3CRaKSODkcpCIjNjyVCZ83lF07x9OYmnTWeEti6O\nqx5fEFqUuVsyhcuFsUoUrF5MXylF9W1a8nXUqsnkloZ5plTSFZKuHT3rlfyK8n71+au3o3MKgrDk\nHJdcxnPPPUcul2P79u1Yq0WOuZxT5ZsKwnrSC3TOiABVV1jWnCqMVo0cqkS6FhBjbczEagHGAP3y\nLyA3aURc125BpdrMmIlhE9UDyHSaSN8M8UbQplG5Dmqds8qHg1TWLJnOYcNyEeWYRabVv+6CUJdV\nJJfRCErBQPts2YrqPNK55DLmPCcLS2FIcc7xIdft5GHR5TKqOf3004/nsNZGKZO3lAulHagvvaDq\nSWfMOlXo/CgLtE+0jrAINtZIbVT3jqwuTqh2lsuSFNXHKkX5L6UsdF3ZDQ3+HFIYx2n+8TKnZIkg\nrALmc8oAip7f8AyiFHSmZ2gehq2dXh6d5pQOkwebL/lYyvTb7MrEKHgaBSRdi+liMGu7IzW341bu\naTlZ8IworEKiaw2gwx6hk3mPdNzBUiIPIhgk27KaBoOHjd06i3+DqTn/WthuNcf2idtxbJzI06FM\nWcJqZKG7N+E69DkW4zmPXGl+SZ9M3J4lW6GBfUenODCWZ/9wjk29adZ1pNjSb/JdK1F0s51N1N+e\nj8mCaZ80VfClfVKDKKWYyleuWzpuLxi5FE4O5O4pE/hh5WJ56WympET9KsB5z1eOVjlOVCiweGgj\ntVH+K56uOJalMHqmLJOTNtcZwo4GRmICaiN7at5jj8Na816BH0Xo5OlQEBp74FChrIXWHtmkQ6Bh\nKl/ZHp0u4Qea6WJAIhbgVHURV8C6jiQlP2BjdxonjKjPrK5caHs+Uq6NH+ioifliUfKCSqumdCxq\n4r4a0FqTdG1KXkAm4ZiWfIJAgzlmQRCsnlyyuahqYh5peE2OmNccF9p6jnnC0YUwZ21WL8rFQRem\n0SODpkDBTaA6+lDtfaZfZG4SUm1Rj8q6x2sNo4cqDmR7n1kGnR43Ni9in0nTBmrU5LIl245NLkMQ\nToQVkGNW8mEheevZeaKV7UDDYJiHZinon5FjVpsbuvhJAUtyfq0JYFFaPrUm5jo1I29XaA6NBpIX\n9LaCIOC6666jVCqdqE0rC7/q8zrucd00Kp5EpdqW7IZT8RSqZ535o5hHH3nZ7LdjqEznvE5ZRHVb\nJNtBWbY5dtGbf+uK5EV+YpG7LAjCykUpI5mx8LiKsPLs7cq4eo/a1eOXJM1iKc4/o8hn9TVYm/1v\nuXpZff96S8mCv76WZbF27VomJibo6upadAN27tzJk08+ieM49Pf38973vpd0eraa/NIz48Zwq2Ux\nln7FV2sN02NmWTHbjXIWzjXQYGxLZIy4bR3dsAUpL1emO+Yfd8IoIzWiA8h2w6qfiAShMeZrydQI\nWmu8quoBx14d91a5aKGMI0t9KxBd9aAgkcFGaWgp8/777+fxxx/niiuuoLu7u+bCnmgT85/+9Kec\nffbZ2LbN//2//xeAP/qjPzqhcx4XWhtHLPCaIs9glhUHQ+0zBR29KLuxRFCtAyMeeRzLzcsZRq/+\nqsnNKSwbLb6UWfSNc3YiaK2ZyHvYSpGK26vm/tJaM1nwUEA6vrj5a8LSU+6DenSyRMq1cR1F0j15\nU9sXVS7je9/7HgBf+cpXavYrpU64ifn27duj7W3btvEv//IvJ3S+40aFEZ3ceJPkGbTJ7wrCNw38\nWjmM+VDWcQeglnOia0RqRBCEximUfCxlWjHNVdFX8AIsOOF2Tc3AVIZKpeJKRSmFHz51FP0AW628\n72AzaMgxu+uuu5baDgB+8IMfcPHFF8/5+oMPPsiDDz4IwCc/+cnFN2BG8HAuB6IR52KuMXO1PZk1\n6BhoxNFp1CFqyL4TQJwyYTWwmHORrY49Yqa1Jl8KGJ02ubBp16ZthtZYI2MEYWnRJGI2vVkLW5ai\nG+a4lP+PlY997GOMjo7O2v/7v//7XHDBBQB87WtfY+/evfzFX/xFc8LVQRDKZcx9OaIlTh0YKQpm\nR5xqxyhAVURZZ+wP+6WEB2rTpLx87o6+xpL3GyDqRGAsrnt9K1+DKncstE+WD4QVTYsvZYKZfo41\nzyzQesGKxeoxAGtWVVWjsFKQ7gaGRpcyl8UxW4iHH36Yf/7nf+bDH/4w8fjx9ZM8YarkMuZCa200\nwiaOQCINsQTKrVOW7nswNmiWRmMJVDxp3CLfM86Xm4SYC1Pj4MZN4r6bNPIaxRykO44rX2xeu0cP\nGycw2Ta76Xp5zNigccZS7ZAbD7fbzGdY7XIpwuplBThmfgALaMfOYi7HrPpHsBHnTRCE5WHR5DKW\nmj179nD//fdzyy23NM8paxClFPih85afqhJmnTkmlNooTEc9KBWYvDEwztfUGBCKu06bhuMqnkRl\nu5bGCQp84xhODs89xvfMuMnhqu0RpNRZEJYOzz92pwxMfhmYuaU95YR6Zppc0Y+2x6Yrsj9tyZM3\n6VoQVhJNj5j9p//0n/A8j0zGtAfZunUr73nPe5bfkEYjZr4HY0OQbjf6Zs7MvA5MZeXYECQzJtrk\nxCpN0UcHw2hb3DhAQbi02d53zNphOj9lll8zXfPKa2itYfyIWSJNtdUda5qfHzUfIN1hRGZ1YLZt\nG3USJG0aEdwx41hnuxZtKVloMi0eMTuRqkw/0KiwN6XWmvGcx3TR9MHUuvJIlU3YZCSJXhCayopa\nymwJtDZRMD27cXc0pDyuTB0ZjbnGzNpf/jvKK1PQ3o+yG3MGzNLjUBidU9DeM6+SfjnPbD4Hq3pM\nI+NXGzrwYeQwofYIdPafVJ9/1dLijlnJn7+JeaMYaQLNyFQxcvQsZRqQ25aqadPk+QFjuRKWUrQl\nY5KYLQjLwIpZymwZynIZ8w0hXKoME+LrTWVzjZm1v5wIWR2VCbxjMFjX2UdcvQAAIABJREFUCt96\nC3RmUGpBJ8PYZ83aPmlQVm0xRiDdCYSlx7EWZyJWCmK2ojtbmxLiOlat6GyYg1b0TNXmkYkCgiC0\nDifZL+/i0FDT4Ub2n9BDav2DT/TBW82xLQjC0mAcqkU5E0oprFofLHwIrNo5o4XTsS+jyiKLICwl\nkg1aRgdQmFrm96RSEIA69tZPXm0/z/KqdCSMEc6+lf1GCqOyvzy6dv9JSxBUlpstqzaaKQhLhNYm\nz2xxzqUJqjwtk2umQ0esEg2uHtP4MmZte52acwqCsGiIY1amVFj2xtrKstCprKnMbLTpePlYpdCp\ntjD53zQdj2QxLDuUuaha0hgbNI/mqfaq/WGeGkC6HX2czdpXDZZlCjZ8DzIdJ/e1EJaNUrB4Mahy\nQ/NEzKLkBwQB5Eo+jmXhOqo8KBpjKUW2wWpNraHoBYxNl8gkHBy76pyCICwakvxfpoGqzFZHBwGM\nHAz/UqjutWa/1jB8IBqnutfV3U/XWnFGhNVHiyf/L0avzJlUV2iCkcpIx0/sObzcj3OqYM6ZTThk\nGs1mFgRhcXtlCrVorY2cROCbaNVcSvq5CbPcmOlcHoFWpcBywLYhma19zXYiuYza/WEJfXr2j5f2\nSjA1aiQ2Yq2tMScIKxUL0yJ3sfF8c1YFxOzFmX9KXuWc7grsvSkIKwGJmJXRQSiXsfAUqX3P6JGB\nWTbs6JvdmqkJ0gsz2ypV21R+bZadc8hiaK2NuGwxZ3akO1GJ+atWBaElafGIGZiImR+YCk3N4mx7\nQcBk3qct6YTNpFvznI1sA3gn+bZtGYdYtlfudqMLUuKYVRMEkJ9YcJhZAjxIlBnSuWZWREzrwDhv\ngQ8o6OhF2Usv8NhI8/SGz5WfDDsUAPEkKtN1YsYJQjNYAY6ZIAhCGYlFrzIakukQ6iJPKIIgCEKz\nkRyzMlpHfS0XJPCJfsYtu358UlPJ6FUKVGtKL8y7lFkqy3EocFZvjll1VwYNdTs6CIIgCMJyII5Z\nmVJ+3nZMNVi26RIQBHMm/5t69CR4HmSXKfn/GIl6aAI63QG2E30WpRQ6kTZN25NtqHiymaYuLVob\nZ3ts0BRNxBIwT+9RQRAEQVgqJMeszCqQyzhWRC6jgs5Pw9SI+cNNoLLdzTVIWDwkx0wQhBWERMxO\ndmzHrN/NlNFYQUTyJcoIxB6rc6m1Bie8FeIpcFdxdFAQBEFoaSRiJgiCIAiC0CK0XuJTC/LBD36w\n2SYcMyvNZrF3aRF7Vw8r7dqIvUuL2Lv0LLfN4pgJgiAIgiC0COKYCYIgCIIgtAj2rbfeemuzjVgJ\nbN68udkmHDMrzWaxd2kRe1cPK+3aiL1Li9i79CynzZL8LwiCIAiC0CLIUqYgCIIgCEKLII6ZIAiC\nIAhCiyACszM4cuQId911F6OjoyileOMb38ib3/zm6PVvfetb7Ny5k7/7u7+jra35oqxz2btz506e\nfPJJHMehv7+f9773vaTT6WabO6e9k5OTfPrTn2ZoaIje3l5uuukmMplMs80F4O677+app56ivb2d\n22+/HYAXX3yR//2//zfFYhHbtnnXu97Fli1bmmypoZ69AN/97nf5p3/6JyzL4rzzzuOP/uiPmmhl\nhbnshda735YTmYuaY6/MRYuHzEXHiRZqGB4e1nv37tVaaz09Pa3f//7365deeklrrfXQ0JD++Mc/\nrv/sz/5Mj42NNdPMiLns3bNnj/Y8T2ut9c6dO/XOnTubaWbEXPbu3LlTf/3rX9daa/31r3+9ZezV\nWutnnnlG7927V/+X//Jfon0f+9jH9FNPPaW11vrJJ5/UH/nIR5pk3Wzq2fv000/r//7f/7suFota\na61HR0ebZd4s6tmrdWveb8uJzEVLi8xFS4/MRceHLGXOoLOzM6q+SCaTrFu3juHhYQDuvfde3va2\nt7VUP8m57N2+fTu2bQOwbdu26DM0m7nsfeKJJ3jd614HwOte9zqeeOKJZppZw5lnnjnriVkpRS6X\nA2B6eprOzs5mmFaXevZ+73vf461vfSuxmGnO3t7eOv0j69kLrXm/LScyFy0tMhctPTIXHR+ylDkP\ng4OD/OpXv2LLli088cQTdHV1sXHjxmabNSfV9lbzgx/8gIsvvrhJVs1Ntb1jY2PRhNLR0cHY2FiT\nrZuf66+/nk984hPs3LmTIAj4+Mc/3myT5uXgwYM899xz3HfffcRiMa677rqWWe6ox0q435YTmYuW\nFpmLlg+ZixZGImZzkM/nuf3227nhhhuwbZuvf/3rXHvttc02a06q7U2lUtH+r33ta9i2zSWXXNJE\n62Yzl71gngBbKRJQj+9973tcf/31fO5zn+P666/n85//fLNNmpcgCJicnOQTn/gE1113HZ/+9KdN\n8/YWpFAotPz9tpzIXLS0yFy0vMhctDDimNXB8zxuv/12LrnkEi688EIOHz7M4OAgf/mXf8mNN97I\n0aNHueWWWxgdHW22qcBse8s8/PDDPPnkk7z//e9vqcmlnr3t7e2MjIwAMDIy0hLJzPOxa9euyPbX\nvOY1vPDCC022aH66urp49atfjVKKLVu2YFkWExMTzTarLq1+vy0nMhctLTIXLT8yFy2MLGXOQGvN\n5z//edatW8eVV14JwKmnnsrf/d3fRWNuvPFG/uf//J8tccPWsxdgz5493H///Xz0ox8lHo830cJa\n5rL3/PPPZ9euXVx11VXs2rWLCy64oIlWLkxXVxfPPvssZ511Fj/72c8YGBhotknzcsEFF/DMM89w\n9tlnc+DAATzPI5vNNtusurTy/bacyFy0tMhc1BxkLloYUf6fwXPPPceHP/xhTj311OjJ7g/+4A84\n77zzojGtNBnOZe8999yD53lRIuPWrVt5z3ve00xTgbnt3bp1K5/+9Kc5cuRIy5Wo/83f/A3PPvss\nExMTtLe3c80117B27VruuecegiAgFovxrne9q2XajNSz99JLL+Xuu+9m3759OI7Dddddx9lnn91s\nU4H69r7hDW+IXm+l+205kbloaZG5aOmRuej4EMdMEARBEAShRZAcM0EQBEEQhBZBHDNBEARBEIQW\nQRwzQRAEQRCEFkEcM0EQBEEQhBZBHDNBEARBEIQWQRwzoSFuvfVWvv/97zfbjAW57rrrOHz48KKd\n75prruHQoUPHdez4+Dgf+MAHKBaLi2bP8bJv3z7+6q/+qtlmCMIJI3PRsSNz0cpCBGZXCddccw13\n3nlnw+KCxzp+pbBz585o+6677qK7u5vf//3fb4ot3/jGN7jssstwXRcwPyjPP/88lmVhWRYbN27k\nne98J6eeemrNcQ8//DB33303H/jAB2b1Ffza177G97//fcbHx0mn05x22mncdNNNALz00kvce++9\n7N27F601/f39XHvttZx33nls2LCBdDrN7t27Of/885fnAggnJTIXGWQukrnoeBHHbIXh+z62bTfb\nDGEBSqUSu3bt4lOf+lTN/ne84x1cfvnlBEHAV77yFT7zmc9w22231YzZtWsXmUyGXbt21UyGDz/8\nMI8++igf+tCHGBgYYHR0lN27d0ev//Vf/zX/4T/8Bz74wQ8CzGrNsmPHDh588EGZDIVFQeailYHM\nRSsPccxWADfeeCNvetObeOyxxzhw4AA7d+6smRA/8pGPAPCXf/mXAPzZn/0ZF198MQ8++CD3338/\nk5OTnH766bz73e+mq6ur7vhXvvKVfPazn+X5558nCAJOO+003v3ud9Pd3b2gfV/+8pfZv38/juOw\ne/duent7+fM//3P+9V//lQceeIBYLMaf/umfsn37dgAeeughvvnNb3L06FHa2tp461vfypve9Kbo\nfPfffz8PPPAASimuueYa/tf/+l/RE/Vdd91FPB5naGiIn//855xyyim8//3vj562y0/fP/vZz3js\nsccAeOCBBzjrrLP44Ac/OOvpfOaT7De/+U2+/e1vo5Sa1bi2VCrxpS99iR/96Ed4nscFF1zADTfc\nED2FVvP888+TSqXmvH6WZfHa176Wb3zjGzX7h4aGePbZZ7npppv4m7/5G0ZHR+no6ABg7969bN++\nPbK9o6ODN77xjYBZqhgcHOTyyy/Hccxtffrpp9ec+6yzzuLzn/88pVKJWCw277+pINRD5iKZi0Dm\noqVGcsxWCD/84Q/54Ac/yBe/+MVZT6kf/ehHAbjtttvYuXMnF198MT/72c/40pe+xE033cQXvvAF\nent7+du//ds5x2utueyyy7j77ru5++67cV2Xv//7v2/YvieffJJLL72Ue+65h02bNvGJT3wi6kX3\ne7/3e3zhC1+Ixra3t3PLLbdw77338t73vpd7772XX/7yl4Dpq/ftb3+bD33oQ9x5550888wzs97r\n8ccf5+qrr+aee+5hYGCA++67b9aYN77xjezYsYO3vvWt7Ny5M3pym489e/bwrW99i7/6q7/ib//2\nb3n66adrXv+Hf/gHDh48yG233cadd97J8PAwX/3qV+ue69e//jVr166d8708z+PRRx9l27ZtNft3\n7drF5s2bueiii1i3bh2PPvpo9NrWrVvZtWsX3/zmN9m7dy9BEESvZbNZBgYG+MxnPsOPf/zjuk12\nu7q6cByHAwcOLHgtBGEuZC6qIHORzEVLgThmK4QrrriCnp6euk9E9Xj00Ud5/etfz+bNm4nFYvzh\nH/4hv/jFLxgcHKw7PpvNctFFFxGPx0kmk/zu7/4uP//5zxu27/TTT+ecc87Btm0uuugixsfHueqq\nq3Ach9e+9rUMDQ0xNTUFwHnnncfAwABKKc4880xe+cpX8txzzwFmonv961/P+vXricfjXHPNNbPe\n69WvfjVbtmzBtm127NjBiy++2LCd8/H4449z2WWXceqpp5JIJLj66quj17TWfP/73+f6668nk8lE\n1+iHP/xh3XNNT0+TTCZn7b/nnnu44YYb+OM//mP+3//7f/zH//gfa15/5JFH2LFjB2DC/Y888kj0\n2qWXXso73vEOfvrTn3Lrrbfyrne9K3rKVUrxkY98hN7eXnbu3Mmf/Mmf8JGPfISDBw/WnD+RSET/\nDoJwPMhcVEHmIpmLlgJZylwh9PT0HNP4kZERNm3aFP2dSCTIZDIMDw/T19c3a3yhUODee+9lz549\n0c2Sy+UIggDLWth/b29vj7Zd16WtrS06rjyB5/N50uk0P/nJT/jqV7/KgQMH0FpTKBSipNORkRFe\n8YpXROeqF34vh9MB4vE4+Xx+QfsaYWRkpKb5b29vb7Q9Pj5OoVCoedrVWtc8KVaTTqfJ5XKz9r/9\n7W+P8jr+/d//nU996lPceuutbNiwgeeee47BwUFe+9rXAmYyvO+++3jxxRfZuHEjAJdccgmXXHIJ\nnufxxBNPcOedd7Jx40bOOeccuru7eec73wnAkSNH+MIXvsBnP/tZPvGJT0TvX/43EITjReaiCjIX\nyVy0FIhjtkrp7OzkyJEj0d/5fJ7JyUm6urrqjv/Wt77FgQMH+B//43/Q0dHBiy++yM0338xi97gv\nlUrcfvvtvO997+P888/HcZyapNTOzk6OHj0a/V29fawopWbti8fjFAqF6O/R0dFowp353tXXL5vN\n4roud9xxx5zXsJoNGzbwwAMPzPm6ZVmcccYZDAwM8NOf/pQNGzawa9cutNZRvk2Zhx9+mBtuuKFm\nn+M4vOY1r+H+++/npZde4pxzzql5vaenh9/8zd+MlowAhoeH8Txv3mUNQVhsZC6SuUjmomNDljJX\nCe3t7TWaOa997Wt56KGHePHFF6NE0S1btkRPqDPH5/N5XNcllUoxOTnJV77ylSWx0/M8SqUSbW1t\n2LbNT37yE/7t3/4tev01r3kNDz/8MPv376dQKMyZN9EIMz8jwMaNG3nssccIgoA9e/bw7LPPzvne\n1dfAsiwuv/xyvvjFLzI2NgaYyWXPnj1133vLli1MTU0xPDw8p32/+MUv2L9/P+vXr6dYLPKjH/2I\nP/mTP+G2226L/nv729/OD3/4Q3zf5+GHH+app56Kogc/+clPeOmll9i6dSuTk5N8+ctf5tChQwRB\nwPj4OA899BBbt26N3u/ZZ5/l7LPPlmRbYUmRuWg2MhfJXHQsSMRslXD11Vdz1113USwWec973sPF\nF1/Mtddey+23387k5CSnnXYaH/jAB+Yc/+Y3v5k777yTd77znXR1dXHllVfyxBNPLLqdyWSSt7/9\n7Xz605+mVCrxqle9qqZk+txzz+WKK67gox/9KJZl8Xu/93s88sgjUXXPsfCGN7yBO+64gxtuuIEz\nzzyTm2++mRtuuIG77rqLf/qnf+KCCy7gggsuqHnv3/7t347e+9prr42qqQDe9ra38dWvfpX/9t/+\nGxMTE3R1dfGmN71p1hMimKfIyy67jEceeYSrrroq2v9//s//4Ytf/CJglkGuvfZazj33XH74wx/i\nui6XXnppzWd9wxvewJe//GX27NlDMpnk61//Op/5zGcIgoCenh7e/e53c/rpp5PP5xkcHORjH/sY\n4+PjJBIJzjrrLG688cboXI8++mhNxZkgLAUyF81G5iKZi44FpRc7PiwIi8j+/fv58z//c/7xH/9x\nxWkmjY+P8+EPf5hPfepTDSdKLxX79u3jC1/4Qk2OhyAIjSNz0eIgc9HCiGMmtBw//vGPOffccykU\nCtx1110opbj55pubbZYgCCcZMhcJzUCWMoWW45//+Z+56667sCyLM888k3e9613NNkkQhJMQmYuE\nZiARM0EQBEEQhBZBqjIFQRAEQRBaBHHMBEEQBEEQWgRxzARBEARBEFoEccwEQRAEQRBaBHHMBEEQ\nBEEQWgRxzARBEARBEFoEccwEQRAEQRBaBHHMBEEQBEEQWgRxzARBEARBEFoEccwEQRAEQRBaBHHM\nBEEQBEEQWgRxzARBEARBEFoEccwEQRAEQRBaBHHMBEEQBEEQWgRxzARBEARBEFoEp9kGCEKzOXDg\nwLK8T09PD0eOHFmW91oMxN6lZ6XZPMterUGp5hm0AIt1fdeuXbsI1ghCY0jETBAEQTg+PK/ZFgjC\nqkMcM0EQBOH4iMWabYEgrDrEMRMEQRBOSrRutgWCMBvJMRNWFd/+9rf5wQ9+gFKK9evX8973vhfX\ndZttliAILYjnSdBPaD0kYiasGoaHh/nud7/LJz/5SW6//XaCIODxxx9vtlmCICwRJxrxEqdMaEXE\nMRNWFUEQUCwW8X2fYrFIZ2dns00SBGGJkNoDYTWitJZVdmH18J3vfIcvfelLuK7L9u3bef/73z9r\nzIMPPsiDDz4IwCc/+UmKxeKy2OY4Dt4K+iURe5eelWbzyWqvpEMIy4k4ZsKqYXJykttvv52bbrqJ\nVCrFHXfcwUUXXcSll14673GiY1YfsXfpWWk2n6z2io6ZsJzIUqawanj66afp6+ujra0Nx3G48MIL\n+cUvftFsswRBEAShYcQxE1YNPT09PP/88xQKBbTWPP3006xbt67ZZgmCIAhCw4hchrBq2Lp1Kxdd\ndBG33HILtm2zceNG3vjGNzbbLEEQBEFoGHHMhFXFNddcwzXXXNNsMwRBEAThuJClTEEQBEEQhBZB\nHDNBEARBEIQWQRwzQRAEQRCEFkEcM0EQBOHkRaQ8hRZDHDNBEATh5GUFdTIQTg7EMRMEQRCaxvEG\nrBYt0CWdzIUWQxwzQRAEoWkcb8BKAl3CakUcM0EQBKFpHG/ASgJdwmpFHDNBEARBEIQWQZT/hSVn\nfHycRx55hKeeeop9+/YxPT1NKpViw4YNnHPOOVx22WW0tbU120xBEARBaDrimAlLyj/8wz/w2GOP\nce655/KGN7yBdevWkUwmyeVyvPzyyzz77LPccsst7Nixg7e97W3NNlcQhFWK1qBUs60QhIURx0xY\nUrq7u7nzzjuJ1UkI2bRpEzt27KBYLPKDH/ygCdYJgnCy4HmSlyasDMQxE5aU3/qt31pwjOu6DY0T\nBEE4XsQpE1YK4pgJS87Q0BCWZdHd3Q1AoVDga1/7Gi+99BLbtm3jLW95C5YldSiCIAiCIL+GwpLz\n+c9/nr1790Z///3f/z2PP/44a9as4aGHHuK+++5ronWCIAiC0DqIYyYsOfv27eOVr3wlAPl8nscf\nf5ybbrqJ6667jptvvpnHH3+8yRYKgiAIQmsgjpmw5HieRyKRAGDv3r0kk0k2b94MwLp165iYmGim\neYIgCILQMohjJiw5fX19PPPMMwDs3r2bs846K3ptfHwc13WbZZogCIIgtBSS/C8sOVdffTW33XYb\n/f39vPzyy9x6663Ra0888QRbtmxpnnGCIAiC0EKIYyYsORdccAGf/OQnefHFF9m8eTN9fX3Ra+vW\nrWPbtm1NtE4QBEEQWgdxzIRlYWBggIGBgejvqakpBgcH2bRpE/F4vImWCYIgCELrII6ZsOTcf//9\nDAwMcOGFFwKwZ88e7rjjDgqFAul0mv/6X/8rW7dubbKVgiAIgtB8JPlfWHIeeugh1q9fH/19zz33\ncMUVV3Dvvfdy5ZVX8o//+I9NtE4QBEEQWgdxzIQlZ2RkhLVr1wJw6NAhhoaG+J3f+Z3/z96bB0lS\nl/n/r6zKrLO7+p6e6ek5GYaBEeQSXRRhZXQNxSMQRBBXg9A/BFRWl1121zNivyyoa6wcOx4ghrEb\nioa7Hiuuu8RXGX8KXwVFuQRmhplhpqen7+7qriuzMn9/ZH+qsqqruqu7q7L6eF4RE115fT5PZtdM\nvud5ns/zEIlEeNvb3saxY8eabKEgCIIgrAxEmAkNJxwOk0qlAPjTn/7Etm3bCnXNNE0jn8830zxB\nEARBWDGIMBMaznnnncfXvvY1Hn/8cX784x8Xcs3A7QqgemgKgiAsB8dptgWCsHxEmAkN5/3vfz+h\nUIhvf/vbnH766bz1rW8tHHvyySd57Wtf20TrBEFYK1hWsy0QhOUjqzKFhhOLxbjxxhsrHnvXu97F\nzMyMzxYJgtAMHAc0rXHjG0bjxhYEvxBhJjQF27b53e9+x4EDB3jiiSf493//92abJAhCg7Gs2sRT\nowWcIKxkRJgJvvLSSy/xyCOP8Ktf/YqpqSle+9rX8rnPfa7ZZgmC4AO1erRqFXCCsBYRYSY0nImJ\nCX75y1/yi1/8goGBAc4++2yuv/56vvWtb/H+97+ftra2ZpsoCMIKQkSZsJ4RYSY0nA9/+MPEYjGu\nuuoqLr744oIQk/ClIAiCIJQiqzKFhvO6170Oy7L48Y9/zE9+8hMpKCsIQt2QEhnCWkM8ZkLDuemm\nm/jgBz/IY489xoEDB/jhD39If38/6XSaZDIpoUxBKGc1Z7/7bLvkowlrDRFmgi+Ew2EuvfRSLr30\nUkZGRjhw4AAHDhzg1ltv5VWvehUf//jHm22iIKwcVrPaWKLtS9Vzq/UxCUI1RJgJvtPd3c2VV17J\nlVdeyQsvvMAjjzxSt7FnZmb4yle+wssvv4ymaXz4wx9m9+7ddRtfEHxhNauNJdq+mrWoINQTEWZC\nU7Asi2PHjrF582Y+9KEP1W3cBx54gHPPPZdPfOITWJZFNput29iCIDQOEWWC4CLCTGg4qVSK733v\nexw/fpzdu3ezb98+Pv3pTzM0NEQoFOLWW2/lnHPOqcs8zz33HDfddBMAuq6j6/IVF4TVjgpzLjbc\nKQsDhNWI5jjy1RUay1133cX09DQXXnghv/3tbxkZGeGNb3wjl19+OT//+c85cOAAt99++7LnOXLk\nCF/96lfp7+/n6NGj7Ny5kw984ANEIpGS8x5++GEefvhhAO644w5yudyy564FXdexVlEzP7G38aw2\nm5tlr2m6HjX1s1YcR0fTlm9vKBRa9hiCUCviThAazh//+EfuueceIpEIF198MR/60Id485vfTCAQ\n4E1vehPf+c536jJPPp/npZde4oYbbuD000/ngQce4Ac/+AHvec97Ss7bt28f+/btK2yPjIzUZf6F\n6O7u9m2ueiD2Np6qNq/QVZmr7RnXy96+vr46WCMItSF1zISGY5pmwWvV0tJCJBIhEHC/eoFAgHo5\nbbu6uujq6uL0008H4DWveQ0vvfRSXcYWBF9ZRV60euP950DiOcJ6RDxmQsNxHIehoaGCAKu0XQ/a\n29vp6upiYGCAvr4+nnrqKfr7++sytiD4yjrOhPeuzpSVmsJ6RISZ0HCy2Swf+chHSvaVb9eLG264\ngbvuugvLstiwYQM33nhjQ+YRBGHx1BKhVULMcUDW7gjrEfnaCw3nwQcf9G2u7du3c8cdd/g2nyAI\ntTOfB8yxHbSAVnIuiMdMWH9IjpkgCILgC/OJLCtTmldnGCLKhPWJCDOhoXzxi1/k4MGD855z8OBB\nvvjFL/pkkSCsMtZCBnwN92DERIUJAkgoU2gw+/bt4/777yeVSnHWWWfR19dHNBolnU5z8uRJnnnm\nGeLx+JySFoIgzLJQBvwKLa1RguceVoO5gtBMRJgJDeXcc8/l3HPP5dChQ/z+97/nxRdfJJVKEY/H\n2bZtG7fccgs7duxotpmCUB8aoToWiuethqWLHvuWa64IO2GtI8JM8IXTTjuN0047rdlmCEJjaYZI\nWumirIwSc5egspb8iEXRCasEyTETBEGoF6tMJDWdJRTSXfIjXsdFe4XVhQgzQRAEv3GctZHUv1jK\n79lPISuiWVgliDATBEHwG8tanx6cJdzzetSvwvpGhJkgCILfrNciXTXcc7kQsywRZ8L6QpL/Bd94\n+umnK+7XdZ2uri56enp8tkgQVhCSnA6UJvc7jvvZNNenjhXWJyLMBN/Yv38/4+PjALS2tpJMJgFo\na2tjYmKCrVu3csstt7Bp06ZmmikIzUEpkkoCrUmirRnTekWZeiQiyoT1hAgzwTfe8IY3kEqluOaa\nawiFQuRyOb773e8Si8V4y1vewre+9S3uu+8+PvWpTzXbVEHwHyXKTBNCodJjjSjDUYPqakb1D2XW\naijPJgiNQHLMBN946KGHuO666wjNvnRCoRDvec97+MlPfkIkEuHJjtMHAAAgAElEQVQv//IvOXz4\ncJOtFIQmYlmVxVIjFEoNifjNEEbSvFxY74gwE3wjEolw6NChkn2HDx8mHA4DEAjI11FYZ1QqH+GX\nImmEB64OlyjHoSCsVySUKfjGu9/9bv7xH/+RCy+8kK6uLkZHR3niiSe44YYbAHjqqad49atf3WQr\nBaHOzBcyXEslM5YQe6x2iYQxhfWMCDPBNy699FJOO+00HnvsMcbHx+nr6+PKK6+kv78fgAsuuIAL\nLrigyVYKQp2ZL6l/LamPJdxLtUvW0mMRhMUiwkzwlf7+fq666qpmmyEI9aeaZ0ypjHI30FqJ10mZ\nD0GoKyLMBF95/PHHefbZZ5mamirZf/PNNzfJIkGoEwvF38qPqTCmEmhecVMudlay+JG4oyDUFcm2\nFnzje9/7Hl/72tewbZvHHnuMlpYW/vCHPxCLxZptmiAsn8WKE68nrTzXbKFtv6jFqyeiTBDqinjM\nBN/4+c9/zic/+Um2bt3KL37xCz7wgQ/wute9ju9///vNNk0QGottQ7VVx5WETfk+b9VVPz1nPnrD\nVrJTUBD8RDxmgm/MzMywdetWwG3DZFkWu3bt4tlnn22yZYLQYDKZxV9TyVvlt+fMR29YLuf+XCup\nd4KwVMRjJvjGxo0befnll9myZQtbtmzhf/7nf2hpaaGlpaXZpglCY4nFFu8SquStWqVhw2q37nUk\n5vPuT0lZE9Y7IswE37jmmmsK/TGvu+467rrrLjKZDB/84AebbJmwrmhWzGw+xbEaS2ks4jlWu/VM\nxtWsUPy50m9bEBqNCDPBN84///zC59NPP5277767idYI6xY/+0569883Z6VSGis44cpxQFvEc6x2\n2lIciYKw1hFhJvhKNptlcHCQTFnOzRlnnNEki4R1R6P6Ti6nhH2lUhrNSvivAde85T9Hx1nxtyoI\nviPCTPCNRx55hG984xvoul5oZK7Yv39/k6wShDqwQAn7RQsO73grMOlqueao51F+ayvwVgXBd0SY\nCb7xb//2b3ziE5/gnHPOabYpguAryxIca1CpqOdR7ilbTAqeIKxVpFyG4Bu6rnPWWWc12wxB8J01\nqK2WRbUmCNVYS73eBWEhRJgJvnHNNdfwrW99a047JkFYdcxXbGuhQlxSqGsO+gKxGxG2wnpCQpmC\nb/T19fHd736Xn/3sZ3OOPfjgg02wSBCWyHyxSdOEshzKmq9dJ5SHJuWRCEIREWaCb9x99928/vWv\n5+KLL56T/C8Iq4r5SlsslAxVDwXinXOFJ2BVMq9cu4ooE4QiIswE35ienuaaa65BW8EvEUFYNJbl\nxuJqqVc2H4sRWF4X0wpyN1W6hUrmVbvNFa4xBcEXJMdM8I3LLruMAwcONNsMQagvhlGf7PTFjOFV\nOosVZbXkuC0xD67SLdTSo32+6wVhvSEeM8E3Dh48yH//93/zH//xH7S3t5cc+9znPtckqwShDhjG\n0tw9XgG0FIE133zVjtfiYVuiF265jrsV4vgThKYiwkzwjcsvv5zLL7+82WYIQv0pL2FfK8txES11\nkcFSOhH4jIQ0hfWMCDPBNy677DJf5rFtm9tuu43Ozk5uu+02X+YU1jlLzfNaTn9M77nNaoJeNm+9\nBJVlOhghUWbC+kRyzIQ1x0MPPcTmzZubbYaw1vCGHctzsBYqxFULi/WelfcyWohG1E/zzKuchrWw\nkCmGJslmwvpFhJmwphgdHeV3v/udhEyF+uNVHeUKpB5Z6+UersUIqVq8Y43IrPfMuxin4YKmSLKZ\nsI6RUKawpvjmN7/J9ddfTzqdrnrOww8/zMMPPwzAHXfcQXd3ty+26bru21z1QOydh8XG7KqcP6/N\nprm8UGcN8y/2fPlOCELjEWEmrBmeeOIJ2tra2LlzJ88880zV8/bt28e+ffsK2yMjI36YR3d3t29z\n1QOx10O5UCkXTQtR5fxF2bzYOee7diGh5j3fc+56/U709fXVwRpBqA0RZkJDqbXV0jXXXLPsuZ5/\n/nkef/xxfv/735PL5Uin09x111189KMfXfbYwjqnPE63WIFU6/nzCablhPcqdQ2fb7zy/LUGhxZl\nFaYgFBFhJjSU0dFR3+a67rrruO666wB45pln+PGPfyyiTKgPflTzh6IIarRSWcz9LEOUqdtQ6XLV\nbmkFNS8QhKYjwkxoKDfeeGOzTRCE+lOrcFqs4liBbZaWg7oN03QfV7VbWgO3Kgh1Q4SZ4DvpdJpk\nMonjWXXW29tb1zn27t3L3r176zqmIBQEmVc4zddQfKmKY6HrVknsT93GfKJMEIRSRJgJvnH8+HHu\nuusujh49OudYrblogtBUlCCrloPll6drlXnUVpGpgtB0pI6Z4Bv33Xcfe/fu5Rvf+AaxWIwHHniA\nN77xjdx0003NNk0QakPlf5Xvq/S50XYIgrAmEWEm+MbRo0d573vfSzwex3EcYrEY119/vXjLhNVF\nIwq11kIjKvcLgrDiEGEm+IZhGOTzeQBaW1sZGRnBcRymp6ebbJmwqvFTsDhO87xVzRKEgiD4iuSY\nCb6xZ88eHn30US677DJe85rXcPvtt2MYhiTpC8ujXvlWtSTUmyaEQsufa7HzgoQvBWGdIMJM8I2P\nf/zjhc/XXnstW7ZsIZPJcOmllzbRKmHVU68VjLUIvEashKw0b602r5LVmYIg1I6EMgXf+NGPflT4\nHAgEeP3rX8+b3vQm/vd//7eJVglrnlpDgLV4pCqds9xQaqUxa7VZwpuCsOYQYSb4xve///1F7ReE\nutDoEGC9xdF8eWzzrQhd6lyCIKwoJJQpNJynn34aANu2C58Vp06dIhqNNsMsYT1TzxBgvYXffCHV\netcvW2X10ARhPSDCTGg4+/fvByCXyxU+A2iaRnt7OzfccEOzTBPWKytZkNTaXLzRcwmC0BREmAkN\n59577wXgnnvu4eabb26yNcKqYCU18fYTSeYXhHWPCDPBN26++Wby+TzPP/88Y2NjdHV1sXv3boLB\nYLNNE1YaK9mj1UjW630LglBAhJngGwMDA9xxxx3kcjm6uroYHR3FMAz+9m//lv7+/mabJ6wkGiFO\nVoM3SkSZIKx7RJgJvvH1r3+dffv28ba3vQ1t9gX5ox/9iPvvv5/PfOYzTbZOWPOUe6NWg1ATBGHd\nIeUyBN84cuQIV1xxRUGUAbz1rW/lyJEjzTNKWD+Ue6PWew2wVVAqYxWYKAh1R4SZ4BudnZ08++yz\nJfuee+45Ojo6mmSRsOZYzJt8LYQNl6NcVoEwXQUmCkLdkVCm4BvXXnstd955JxdccAHd3d2MjIzw\nu9/9jo985CPNNk1YKzQieb5RIc96uIOWc7+rQJiuAhMFoe6IMBN848ILL+TOO+/k0UcfZXx8nC1b\ntvDud7+bvr6+ZpsmrBUa8SZv1ErJeriDRLkIwppDhJngGz/60Y94+9vfzrve9a6S/f/1X//FFVdc\n0SSrhFVFoxP2K43fKPGz1HEXegbSAF0QVjWSYyb4hvTKFJaN18u01FDgfNfV4sVqdkb6QjZKA/QC\nzf5VCcJSEI+Z0HCkV6ZQN7xepoVCjNU8QvNdV4sXq9lFYBeau1bb1kEYdB1oT2ENIsJMaDjSK1NY\nFLWG2MprkpVTTUAtV5CsdkGzjkKYq/1XJaxPRJgJDUd6ZQqLYikeqUqukXq9ldeakGm2x08QhHmR\nHDPBN0SUCTWxFNFQyzWLSTjyntvIeNhykqCWeq2IMkFY0YgwEwSh8TQiC7vamNX2L0Zgec9dKGS6\nHJYj+tZKApVk6AtCCSLMBEFoPI0QEdXGrLTfcRbnKap2br3vYzneq9Xs+fLLIykIqxARZoIg1MZy\nPBuNEBGLWVlZr5d/Pe7DcernJWpGKLQeVPNICoIgwkxoDj/4wQ+abYKwWBYrbvx68S80z2K9ZY3G\nsuonFFdrKLT89yHhTEEoIMJMaAr/+Z//2WwThMVSj5WSy6GW3LFK55hmfe2oxGKbp9dLKK6VUKiE\nMwWhgAgzoSk48j/ktU+1F/9Sf/fVXt5qHsepfI4fpS5qFRbq3v1cDLEaWEkiURCajAgzoSlccskl\nzTZBaBZL9Y4Yxvz5Wao+V7n4qfTS945RD0FTq7BQ9+7nYohmsZqFoiA0ERFmQlP40Ic+1GwThGax\nHO+Iys8qF2jePLJaxI/3WKMFjddOZaOfiyGaxUoTioKwShBhJgiCfyy29phtl26r/KzyBPryVX7z\nJfyXH1vIo7ZcygXKUgvd1vNcP1hpQlEQVgkizARB8I/F1h7LZCqfX55AXy4CavWWLeecWlmMbeXi\naqlFcQVBWLVIr0xhzTAyMsK9997LxMQEmqaxb98+3vKWtzTbrPVDtZ6S3v2LrT0Wi9Xeq7JSyLDW\nuZZyzlLxLlYop7yPZT2K4irWWs9PQVijiDAT1gzBYJD3ve997Ny5k3Q6zW233cY555xDf39/s01b\nm5S/6Ks1x15q02xvzpgKT84nLJrpMVqK6Glk4/Vq862U8KKIREGoiggzwTc+/elPo1X4x1jXdbq6\nurjooou48MILlzx+R0cHHR0dAESjUTZv3szY2JgIs0ZRq3enmqiq5eVcntS/XE9Yo1iK6PHb3uXO\nV++8u5UiEgVhhSHCTPCNs846i0ceeYRLL72U7u5uRkZGOHDgAK973etwHIf9+/fz9re/nXe84x3L\nnmtoaIiXXnqJXbt2zTn28MMP8/DDDwNwxx130N3dvez5akHXdd/mqgd1tdc0S0N4mla6rxx1Ti4H\noVCpiKsi6PRgcK69i/HMNMGLo+s63V1dC4eAVwKmub6/w4LgE5ojlT4Fn/j7v/97brzxxhIP1okT\nJ7j33nu5/fbbOXjwIF/+8pe5++67lzVPJpPhM5/5DFdeeSWvfvWrFzx/YGBgWfPVihKjq4W62usV\nGUqQlQuP8nN0vehZ8Yq4KoKuu62NkcnJ0p3V5qrEfEKxQXR3dzNy8mTleWsRrvPRAGG3Er/D891m\nvezt6+tb9hiCUCuyKlPwjRMnTtDb21uyr6enpyCMdu3axcTExLLmsCyLf/7nf+aSSy6pSZQJLD1E\ntZjrvG2RvKFJ7xjebVUSo1Lpi8UsICivbTYfzQqtLeZ+FH6vLF0qPvy/fyXcpiDUExFmgm+ceeaZ\n/Ou//iuDg4PkcjkGBwf5yle+wp49ewA4duxYIUdsKTiOw1e+8hU2b97MFVdcUS+z1z5LfbMt5rpK\nLg0lvubbXo595XNVo5lBg6XO3aiVpct5FtVWmdZzvApIqpqw1pAcM8E3br75Zu677z7+6q/+Ctu2\nCQaDXHTRRdx4442Amw/ysY99bMnjP//88xw4cICtW7dy6623AnDttddy/vnn18X+NctS32yLKc9Q\nrYhr+f75vF71oFLcq9ZVn41gpbl7lpOU771WPcvldnkQ1SWsQ0SYCb7R0tLCLbfcgm3bTE1NkUgk\nCASKTtvl5nHs2bOH7373u8s1U6jGYldWLvRirXa8kQKp0pyVVn0u14b58ucqzb0c6vm8lmOP99p6\niCoRZcI6RUKZgu9ks1lyuRzDw8OcOnWKU6dONdskoRYqeXfm8/gs9GKtdrwWL1K9Q4Dl3rvlerLK\nr2+kZ2yled1ARJUgLAPxmAm+cfz4ce666y6OHj0659iDDz7YBIuEReF92XpDVfX2cNXitarVI1Or\nbdVqsi313moJ0S6VcptEBAnCmkI8ZoJv3Hfffezdu5dvfOMbxGIxHnjgAd74xjdy0003Nds0oVaU\np8q7grJeHq7F9ImsJb9toTG85y7He1cr3vtbisdvMffkB1JpSRAagggzwTeOHj3Ke9/7XuLxOI7j\nEIvFuP7668VbtppQokCtoJxP1HjxlstYaGzFYj1B5aU3ah2jFgFYj5Iiah7HKX0etY5dfk9LEbv1\nwnsPItAEoa6IMBN8wzAM8vk8AK2trYyMjOA4DtPT0022TKgZr9BRBWBrwVu1X+H9bNu1C7FqQsAr\ndvQasjS8NdMWYqleqkr120xzbo/RWii3s5brahHES8GyivdQo/2i3wShNiTHTPCNPXv28Oijj3LZ\nZZfxmte8httvvx3DMNi7d2+zTRPKqeUtWinPa6HVh95rVGV7TYNMBmKx2mwrn1fZWktD9YXsL2e5\nZR8qPYvy8Wp9hkuxqVGrW2sp+FuGVL8QhNoQYSb4xsc//vHC52uvvZYtW7aQyWR4/etf30Sr1jhL\nTV4vr8pfiUpv2Uo1warVM1O9MMPh6qKskv3VPEdeL1ktgmuhorOatnw1sZS6bAuV7ViMTfVQQrYN\nnrI2S/1OiSgThNoQYSY0hUAgIILMDxYrLLzemEohqvKXdDlKHHnnrWaDrkM6XTpv+eeF7PcKrMWE\nG03TbY5eDTVvM9TEQvXA/Lap3Jspri9BaCgizATfSKVSPPTQQxw5coRMJlNy7JOf/GSTrFrj1OIV\n8uJ96Va6Vr2kq3lNLMsVXOWhrmpzqRe+VyjNZ0P5ON7raskrUyzk8Vnsc6vlnGricyE7mtGRwEs0\nWrpdq03Vzmn2/QjCCkeEmeAbX/rSl7Btm4suuojQfN4KoT4sJA6UiPKeo+vzV61XQqr8Wq+nTeWO\neb1rlbwsSkgtpi5XuadrviT6+QRAo1sFVQrp1uJFXOp8jaTS/LV4Mqt5JRe4VnSbsN4RYSb4xosv\nvsj999+PvhjPhrB0FnqhekWU97g6VumaSgJMnaOEmhIkmYzrbfEmqlcSawuFFb1UyjerlgzfKEFT\nSxupSgKsWgHbamN4z10ohLwYFqt8lpont0RR3GwdKgjNRsplCL6xZ88eTpw40Wwz1g+1vFDLRLIT\n1Oee4xVVXq+U5zxHN0pLM6gwZXm5BpVT5r1+oRWIXoLBuedUyi2rltzvOPWv2+A41fPbahEw3s+2\nXfm8stD/slgoF68ez2cZ+XkiyoT1jrguBN+48cYb+ad/+id27dpFe3t7ybGrrrqqSVatLRYdBipz\nT1gZCyNa9s+CEjPeJHA10exL3DLBUNte71V5qLOSZ6xS+FRR7k1LpyEeLz2nUh5aNbfLYgrP1kq5\n13E+KnnWvM8slSpNtFfHai0lUgv1KCNSLyRuKQhzEGEm+Ma3v/1tRkdH6enpIe3xnGjyD3PdWPCd\n6n0RVijqasRmPV9KjNk25PPuvkor82aLpRoalUOj5SE9r4fOW5LCe66X8u/GQiHP+USZmqOSR6hc\nICwmdLiYshrlQrPc3nIBtpgw73zMlzdYjp8uK4lbCsIcRJgJvvHrX/+aL3/5y3R0dDTblDXLgu84\n74uwUlFXJdZM0z1XeagqhTcrVc6vlg9VKefKW5JCjTWfR6mW9k+LLSxbrV5ZpWezUPHcWlhsTbJ6\n/aelfJ7yZ1DP+VaqCBSEVYLkmAm+0dvbS7BSjpCwaGpKA6qUT6WEjuNUDo+l0+4xXS+WvfB6z7wC\nShWh9e637cr5UCp3qpI3DYq5aJXyn6odq/QQqnnEvOd7V4NW89ZVejbl+XK15mJ5z6u1Jpl65vUS\nLvPNa1nFP/WgfJyV0nRdEFYJ4jETfOOSSy7h85//PG9+85vn5Ji94hWvaJJVK585DgfHwbK0hRcH\nVhMdlfZ7c8CU4FI9Hb0/g0H3HBVim552Q50qTFmtztlCLZcqdQZY6Fi510cJoGqV89X+bBYikeI9\n1JrnVH5OrdeXe6tqqaQ/X3h3OTXEKlFvr1Wt4lMQhIqIMBN842c/+xng5pp50TSNe+65pxkmrXgq\npkxZFkaVl13JueU1ytSA8yXLq2tUnpk3b0xV6veWQggESovEqs+5nCta1HmRSOmc5eLE60ldqK5Z\npfIYXo+PV5R564mp/UqYqTmq5XF5Q6jeMiDgbtfanaC8VEi5SPXOX+neyp9Htflq6Ziw3GT7eq9o\nFQRhDiLMBN+49957m23CqqPi+3UeEVAu4Oa84CuJANWv0nuNrrueMBXWVMdUXTJwhYbyjqnJlfjI\n54u1zWCuGJlvu1Lh2/KHolZyKnFXqTyDd37vs2hrK31Y881jGHPz4tS1auzyunzquZaLT3WP83kO\nvY3dq+W/efPuKtnrvbdq97RUJCwpCA1HcswEYQVT0zu0mhejklCpVCk/ny+OowSZ8n5584+USFHn\nqlwyr7dK7YvFXC+YOqYEXLX8Nu+28tJVQx0vz2XzhjOVh0yFZSuJJ0W1gsdK/Hlz0rx5d+qeK+VU\nqeejcuscxxW11VaEKryrVCt5AL1zlFPLl2W5YcVFXC/ONUFYGiLMBGGFUvOLrVph0rIBHN2Y63nx\ner1yOVfwJJOloUrDgImJojBRhWZVD0WvWPF60DKZUk9WeZK5V7SU21y+qq/8Z6XaXt6xlThS4qxc\n6JUXdq1kg1qZ6h1ThXgrhUi9z1WJUVUWplqCveMUPZPeZ6nGqWZzpdy6FYY41wRhaYgwE4QVhjeH\nvbDtefkWtmf3ObpR6j1Sx8oEUOFFmc8XV1KWe72UuFJeoulp92d3d2kJDV0vFSngCjvvak3lISoX\nHUrQqBWg3je4ElDl+WPlPyt5kbwi0Ot1q5SjVi5Qlc1ee1SulxKwym4Vbiy33Yt6fmpxgBqnkthS\nnknv/Zd7/yrdh7q+XFgqqnURqAc1iEHJ+ReEpSHCTBCahGPP9dJ43/Xq3W6alLx8LYuiSFLb5cVf\nveIllQLACNruyzqZdAWZaRa9Xmq1ZbkIiseLJTGUUWpVZnn+kzevTHmX1E/bLv5U56n5vG9wb/K6\nEo/qeCAwV1R5i+GWPcuKuWNKWFUKe+ZypflrSpBBqYD1PudKAhHcsdTzqibevPdSnu/m9c7NF9ZV\nYrfSOd72V/VG3GGC0DBEmAm+kkwmOXDgAD/84Q8BGBsbY3R0tMlW+YhHDFgZq7hpui86M+dgBG1X\noJnuQU0DO1jM7zIMSlbuGUG7dPxyz4xKQM9k3D/xeOnqScdxxVsgUNqI3LZhfNydN5MprtZUyene\nefL5oqfNKxLUuer6TMYVhl7vmTeUp8abmHCFhdeDlEyWbissy70PlStXqdSEphVz55SgVGLX661S\n3jMlDL05c1Bcaer1oKk5vTl0yk41phKZXi9WiUvU87zU71DZuVApDnV/5dSjY0A1xB0mCA1DhJng\nG88++yy33HILv/zlL/n+978PwODgIF//+tebbJk/OA4lNcKMmFF4r2bzuvtOz5k4MynXGYP7cjd0\nh0zacb1a6iXuLS8x6xErCSN6/yivWCzmrr70enmU9wpgaqo0dyqTgUTC3VbXqdWC5a2VVD0zNf/w\ncKnYUqItEnGFodfjkkyW5sk5jhs69ZaZUCE/732Ca4/ySqmwq1cwKXS9mDunVlSqxQnqnrwrPINB\n9/4jkaJdSoypsiHldliWW4qjUs6aKjPiDTmXuEQ9eEOw3tWflZhvFeZSxNMKzVcThPWECDPBN775\nzW9yyy238A//8A+FDgC7du3i0KFDTbbMH0yTgkcmb2uuYyRoY5kOmcks6TTkbY1sTiOguaLKsfLk\n0zkiuoU9nQLTdEOgmczckJ135aQ3cd0rgqamitcpL5cSXMFg0YOlkvtVSG5ysihMlIcKit6htjZ3\nbCV2enqKuWzKW6RWUirhA+6xaNTd5w0Xej1LKqdN2Z3LFUWqskfXi2UwlP1q7ny+WBLEK4bUuGNj\npcIPXFuiUVf0qpCg+qlKjqiCu47jevh03RVm6hkq1O9FCVTvfrWQQT1L7+/Te573uJfyPLTlIiFK\nQWg6IswE3xgeHubss88u2afrOnnvS2wt4ziuE0s3mM7oZNM2pNOMDeaIBTJMjDsEwzppU2fiVJZ8\nxsQamyI5miNt6qSmbdA0cikLO+JJGJ8NlTlBT10t5QFSHhcVRtP1YthPhdjyeVdgZLPu9dPTRZGh\nvFXBYGm7JvU7U3lQtu0Kn1Sq4I1yIlH3GuUtUiLMm/ifShXHUqJFiTQlrJT4UiFPJfByudJ7UkxN\nFb1amYy7bZowM1M8T3nOLAtaWor5a0rgRKPF5zGbwO8EPGJSCbLpaXfszk53rESi1EupPHrKK+cV\nUMrT511IoO5HzaPOg8qiqXwV6nKREKUgNB0RZoJv9Pf38+STT5bse+qpp9i6dWuTLPIBJcZsBy1v\nYZrue7w1apEaSZHXdAxMrECI9liOl1/MYATyWJMzTExAIBIiFrIwNAt7Jo2jG1hO0HWYBfXiyz6d\nxkqmi96hXA6SSfddrcpgpFJFT1oyCadOueJlfLyYe2ZZrucpl3OPtbS4x9vaiknmllUa4svn3bFV\nNf1sFjIZrLRZ7Lmp2jWp671hRO/qTW/4NZ0uiqNg0B1fCZFIxLUxlXLP8XrnwuGi4FHeuHy+KJ68\noVhddwXh1FTxuTlO8f49otWaybr2Z7PFY8o+JUjV/Sl71D4lwspXoCrPobI3kynaWL7gYL5wpbfG\nnCAIqxqp/C/4xvve9z7uvPNOzjvvPHK5HF/72td44oknuPXWW5ttWuOwLCwMnJyFscGAMRsHjVRG\nw847TIxYDJ9yaLVGsGIJNremSTk9BO0pMukQo5pOayhA0LbJECGStjAyMxgdLZipPIbuFFY4GhND\nOHYcLRwqhOYsCwzLwtaCBGZDZI4WQFP1xoJBVyAkEm5eWCBQFD3t7W6Yr7W16GVTIc/p6aLXKRRy\nhcr0tLudSkFLC4Zlgekp2aE8YoGA671KJNzP6XRRqAWDxVwv1e5JedYcp2jbzExxZWc67e5XYUd1\njQrpQlE4KaGkqvLnckWvohI2gUBRTCnvm2VhdLfByZPQ21sUUuUhVuUhMwzXRm8SvzdnLhBw96vw\nqDpWqb3VfDlmUAyHLtHb5Y2mNpOVYocgNBsRZoJv7N69my984Qv88pe/JBKJ0N3dze23305XV1ez\nTWschoEBZPKG62BKp0lbIbSJcVITDuFNnUQDk4SDFqOHhwl264zMnCIedrD1NHlyOLE0CU4Q3XE6\n+eExAtm0uywgHMacMdGiEWwrQDiRwNJCGEagUJ7CiLpiJMtDBTgAACAASURBVHNyktimNtezNp50\nRYYSRUpodHS4QmdmphjqbGlxvWtjY+5nw3A9aC0txXIXStzYtiuAOjrccVUuWSDgXpNIuOdMT7tC\nambG9Qpls+54p065uWkqF2xmxj1X5Y55w37JpOsNCwbdMScnXSFpGMUEfJXgn8/Dpk1Fb1c47NoX\nj7u2q/NVuykVdjRN916CQVck2bY7jlpVatvF1Z5KzIXDxT6h3hWuXlRrJq+orfC9KVBeUqSchY4v\nwDIvXxZeMdZMOwRhJSGhTMEXbNvms5/9LK2trbzjHe/ggx/8IO985zvXtihznELeezoNySkHC52x\niQBJK4o1MICdNUkPT3LwDyMcPGJy6tAom4OnOPqnMVqtMYKOSd7WGJ9wsF56maQVJTtj4cTikE7j\nzKTQDY38qFtewnByrsCZndgeHQfTJJoadQVBKoURDxUr/Ot6Mc8rHHa9ZrNCy8nbriALhVwRo4TQ\n1JT7ORwuLhjQNFd4qZIaKg8tmSzmZE1P4wyPuM9mbMx9KImEO9bIiLutaTA46Iqlzk5XbJ086e5X\n4iefLwrHXM69L5Ujp8K0luXeVzDobnsXDASDRWGVzRZDoVNT7ljj48WyGuFwMTys8t7UCtBUyt0f\njbp/VE6fild7Q5Wz34cSzyEUlMi86WHVaqWVH18izRRD3uhrpTrAgrAeEY+Z4AuBQIChoSGcdfCv\nbeEWTYuMZRRqsk6NWYwNWYTMNHbWZGjEJvuD3+NosKHXwIjlmXxhkpFTSaKJTYxP6LS2z3D45yfY\ncFoLkfQE0XiYZNYgf2SIWHeM/JFj5EyTSCSIMzaF0xUEPYQ2PQPhMJmxFNFwCEuPYExNuXaNjcGG\nDa6XSuU9Ka+PykebnMQyYjA5iTM9A+3taCphf9Om4qrQQMDNnwuH4MSJoncrk3E9Xmrl4/g4bN6M\nFU1gpCZdIXPqVFHIOA5s3uyeGwi480aiaLGo69HTdRgddUWWKt8xOFj0vPX1FfPllCBrbS3mvg0O\nFhPzVV6ayrvbsKF4XIkmFYZMJt39U1OuSFRiNhYrFWr5vDuPcgGpn+XN2U3TPS9Q+n9iy3QwQgvE\n8ZbhUrJt3JW+S4wVNirM6NWc8/VkF4T1RPCzn/3sZ5tthLA+iEaj/OxnP2PHjh1Eo1Ecxyn80ZqY\nXJJMJus6nlpcl3cChEJgO+6L2jBipGemOTWi8+z/G8aIhzn13BjpnE4mD5mJDFNPvYQZDGG8dJiB\nl5JMvzzOlrYZprJhpg6dJGqmSAXjTByfJGpniAy9TCrlkJnJo7dEyExbZE+MELDz2AQx7Cx508ZI\nRLGzJhoOTlBHUzldAIcOuSE7VUrjxAno7KTVNklls1gjk+Q7ewgOnXRFyokT7nWtrdDSgjU4StA2\ni0n8muaKqGwWOxRBCxlw8CCOFiCoa6548iwSIBRyBVImU/TapVJYTpBgetoVMaquWCjkvq1HR4te\nslmvaywUIqXcky0trriKRt372rzZFYJKPE1NFRcFBAI40Rha3s1ZcxzQHLvoMVNetESimPQP7nYk\nUvQiQjEHT6mKcLigOJxA0H0WKswLxGIxUqkUQdsqeteqqSCv922RpNNgaNaSx1Dpf8reelAexiw3\nbRm3W6Be9ra2ti7fGEGoEfGYCb7x1a9+FYADBw7MOfbggw/6bU7dKS9en522mJmBUNxgcjhHZzTJ\nC3+YxslliRo25lSGETtMYjxFkBiTY1kyyRDaWIZ0z06yJ4eYygaIaTkIDxEdGuRUoo3E2As4Q5MM\nZ7cxPZYjwzDMHCS2I4oTSZBOa4SPjUFnJ8lckPYeAzvWQmpwyl14mcphtMfh8GGcjZvQLrwAxsdx\nOrvQJsZdsTMw4Io1w8A4dghT08AAJ51BUysOBwchn8fo7HQ9QcePu96hYNANPyYSZIKtxI4cge3b\nsV46jjE8BNu3u6FLx3HFXTrtPrupJFo87oqvnh6M8XGccAuaWmWp6zinhtD6NuGgoZ06Bf39hZCi\nvbEPZ3gEbUu/K8ra2oresZGR4mIG9ctSK1GjUayhcQzdwUmlsQIhDDNXXAWaz7tetXS6WL9MiTOl\nLlQemsK7gnU2L86yNPe7Ud58XZ3v7SKwkKtokS4sd8qlu5/q6bmqdJvzec4EYb0hwkzwjXvuuafZ\nJjQMbxF49ZIxMchrDpmUjZXKkY12MpRqRTtyhIwdYeRkkp3xDIcGbQIhi9SLx4n1RpjO2oRfOknQ\n0GjtamFqeJANmSME82mmHp1mOL6B9rhDLpYkkR9nZgL6W6c4+Pt2ulpGCIY00tOT0DNNKJAn//Qw\n6b7TCIR0cj/5/9A3dGHtPgPdcbB+/xTBkVEwDKzWDgwrjXPkKNrGXuzWNhg7BVNTGC8fxgnqWCkT\nfXoChoahpQUtOeWKHtWDs6UFp6sbbdZbFdPShfCjkc/gRHvQjhxxvVwnTsDgIE57B9ZUCqc1QWho\nyBVQk5NuiYoTQxjb+gp9Pa14G0YyieUEMXbsgMOHXXEWCLjPuasXY3S0uIJT5bypemjbt8PQkCs6\nVVjUNDEiQejuxjp4FGNHP+ixYjhTJemrkGsoVFpTzTCKIVz1ZShP+rcsDF0Hh+rKY76yGJXO9THO\n543QercXez0Uq4F4zVfHJXwpCCLMBB/p6elp+BxPPvkkDzzwALZtc/nll/POd76z4XNCae9rte04\nEA5aDA+YTIzk6W2fYeh4CvtYjujWTnJBm1AbTGWzbBg5ydgo5Kwc6RPThLOnaN+YIDDl0NId5uiL\ncc4IjqOdOkr+0g1MPHGQkSdGyO40sJLTaJE000GLmXgLicljBFIZnPwxQr0txM0Z9HSIxPFnybT2\nMPniCE6gh66RFwhMTTJz8BjWK19F7PFfkNM0zNZOwn/8v2QOnsBunV1t+dsnsDZtwTh8mEzeQG+N\nQns7hpV2q97ncjhbtqIdPIg5PuMuMDh+Am16Gmd8wvWyjY5iJrMYWzbCn55H04NwzjmYB49itEax\nXjoMvZ2uoBofh3DY7Rs6lURLp2DrVoywDYNDGNEoZHScvs2uCGxvJ0qalDVbULaz0xVenZ2wcaMr\n9GIxN2m/txdncsq9Lh5376+93RVofT1umLS3t1BYVv1SHd1As8xiSRBV8qJcTZRvKxXibbVUicUo\nkgaql3LRpcq6KcclFJsfqOMwV6h595d7x7zORO94IsoEQYSZ4CN333131Vyym2++ednj27bN/fff\nzyc/+Um6urr4u7/7Oy688EL6+/uXPfZCqAWCqvzU+Lgb3UplgzhRg3AiwKHhBNHQMGMdW9honiCs\n2Tz/AnTaI/z6UA/hcJqTx9KcsqKcGQxhDB7EHLTY1DLAsekIzxNikjPY/ZvnGUrGSAZCaAODbl3V\nzTZjxwfYuDvEyaRN26YYViCAfjjJ6KFDGE8M0NWaI94xxcAhi/5TpxhIawTyJsGRFxj71Qn6e01y\ng2MYZ+wkOHgUfWSUmY4N5AeG0UZHMDoPYbfEmJjQ6G4z0XJZzHgLbNiAFg6R+X9PE26L4hx8mVTf\nVpiYIBKyyTkG4b4uHN3AOf4S1qlBcpEE8Zkh7LyDdnII65JLCIw/iRN04I9PueHVUMhdhICOfvAQ\nJNrQOtrdh5vPQ0cH1lgSI5CHsTGsjVsgkIOtW10hplaOTk66OWeTk7BtG0xPYxlRjG69KNZUHTPV\nz1P9UpWCQAmJWeXQ1lb0lnlwHNDK1YW3JZO31VSDWWpYsFxXqsitqsurHJBqDuVINAxXq6oybUrE\nqbJuXkSACUJ1RJgJvrFx48aS7YmJCR577DEuueSSuox/8OBBNm7cSG9vLwAXX3wxv/3tb30RZuol\nqEp7tbXNvu+tDGYuytRIhph5kqg9zfbwAMPZBLmpKQYOj2EnDfREgOBYilYnjYVDNh/kD2yinQjG\ndJbnaWc3J0ii88SkzvZIAC0zTGtgnBN2gMeP9XE2TzL+p24mSGGdCBBhkgkCDIfO5ZXWUwwkE0SG\nxjlhbaTt8DFOzGhMspH2rj2Ehn/D8HQPR9MZetMjTM6Mc+Z4C1b0T4ycGCDSvhlnJEmkNUMqsZGp\nP4wRDAWxrXG009oJaSmGzTht/S0kJgeYSGewDg2S2NaBNTFGVGsjm7eJnBwhouUY6NhNz9GDONGt\nBPROor/4FQPJLrr7ujETEdoHhknnJ8knOmg5eZKJGYPA4RE0bYRg2kKfOEXyWArjrNMJTCfJjSeJ\nd9qkT06g9YbIHR3HjLfTkpskb2vkw1FCHW04M3kCWYd0xkQPOji2DdM2ATM3G2410WIJMkmHgObg\noLttw1Jg5x2yWa1QrsxxDAynVIioz7bt9kF1tAC6bpDPQi7rEA9ksCOxwiLYVKq4WFMt1FR1fAMB\n948SRVD0WuXzRYeeanigzofSfYpg0P3Pg6qzWyjnglbo4KXmTaVKPWLhcFGjDg+7mjcUcsdTVUxM\n03VAKkek8iDXEp6sJiAl50xYj4gwE3zj6quvnrPvDW94A9/73vfqMv7Y2FhJXbSuri5efPHFOec9\n/PDDPPzwwwDccccddHd3L3tuVVMUii+jaBSyLTbaeJ7QtjaGhnRae1uwcjbaZJ4ccdr1CcyudnLT\nGXITeSYJsdPIoJuDRNkAaERxaCWKwVa6SJGghUTmSTrYxpTdBcQ415jiafNsNhBgQ7/OseM2fQzw\nMn2csSFP0NzGzKhOdMMGWgdmCIY30pF1cKwwnXvP4OSBKcJZHV3bQzIawd50AWOHniKyeSdZ45XE\nx44y0bONIdvAIoK2ZSfZqTwtW9oJRQyCZobBzXvRZw4z0rmdnvwMkztfxch4jnBrgOxYH6nxaVpb\nNpB2ImwYP8mBnqvYkTQ4/uwYp7XFeGrDpex+/nlG7K1cqCd59nfjZDfHuOjV/RyN5GjV4gweHKIt\nqNP3yh0ceGSSDZkw4dZ2Tryc41VhG9PqIpQJ8/KhToYCW3nV2TlmsjqTSY2t2wJks5BoDfPMiyE6\n4yaWZqBlAkQ7YwQ0hw07NhDJ5zh+RCMSNMnkDXp6YCxpkM+YOLrByZNw2mnu73zTJlfERKMwNuqQ\naNOYmnLFyaa2FKYRo6fHFelHXjS5+NIekkl3HUE0Ci+8oLN5czdDQ66Yyeddx54qHRePF7tFBYPu\nvCMjbvR4y5ZiN6yZGdf5F48XQ4+JhHueEmfxeLGGb3s7YJrMzEDWdosfRyJFx+GJE67jEdxxZlP8\niER0zjyzuxCVVR5ib5RWhSSVw7HSWoeFUIKsglNyUei6Xpe/34LgJyLMhKayfft2nnvuOV/n3Ldv\nH/v27Stsj4yMLHtM7wtEfZ6ZgcmBGYZm4sxM5Ght7eHlE0O02lmePWmRns6wM2ITIMnYiTToIXJW\nikkzxQy9bGCAJJ2MEsVmmqCW4qQTZAaHZ3g9CUaIYxMnx2/NfjaHRojELcZyMEA7MSbQN0Q4nrc4\n3nMWQX2MyLY8x2JbCOSPk+puYbJ1E4P5MMc5h/P/TCfV1ktvfJqBYfj9xqto2+jQM36I3L59vHA8\nBr2bmRwYZe+eGO3kyGXy5Dd0Mj2WIt++BaOrhYmJAMPTScK7+rFfOoUVhEzXDrITM1hWGj1kMNm5\nkzOtAU6Ed3DWJWcw8PQJ9mwyGX4+Qiw4w9Phftpe38WZ/QaD+Sjh6CmiW9po0drId+wi0JPilW/s\nIrqxjanhLDs7NTp2dTJwcpSAnmbrpT10p9IMT+TobjOJdoQwJyfJJDYSj1jsvcCa7dJkunn9uRli\nIYvJyTTETPacbZBKuSLJmS2tdvrZ7u+2r69UjLS0uJ839bhCr6+v2J0pTArLckXRjt2uiJqedrdN\nE3bv7mZycoSeHvc7MznppsUpYaOaL5hmcZGpahqQTLqf1bZithtXoV6vt8uTdx5wO2apMVVZN8Mo\nijJw96mf3d2uvV7UWAoV3iy/fql/n5ZDd3d3Xf5+9/X1Ld8YQagREWaCbzz99NMl29lsll/96ld1\nCzV2dnYyOjpa2B4dHaWzs7MuYy+EqnagWiWqMFI6H5rt3KNhB3ScUAvHfvMMGzf30x4e5teHOrlw\nc5KOzmm0mM7R4xEMRpimi24C9PRGCAd12gbyhDZCcmwjen6as+wjjDrdmLEoo06A7tAkL9q7uOiM\nFGPHc7Sd2c0zoxu44BwLzXGwp9K07NxCtEen15hAj+6koyPOtp2bOWVFoH87ic05Nu/eSGT4JPZg\nnPNP7yUfs2gJnk4ysoFzzQx6KEi043SmBpOEEnHymk4+D93k6GnpZmNrFx3EaA9MMeG0ccYrYkyO\nWhhbe+hua+foCZ0NvRrO9AwGLZy5oZ2TQ0Fec9p2TD3KKy/rZmQgR6w9hBHVmUlpbI2BdkYEWlpo\n3+Y2UzeMGO07bcx8gL7uHKYVZtPWOEaPhWGmIFZYGguEMHGvwTQxcYv+lqSJmW5+WawNVFkJJXoA\nlNPFuwCzXDiYplGYttJxdZ33+lisVLh4F3cqqlXXMKrMVV6Covy68m3vnPOJofI5q1GPlZWSgyas\nZ0SYCb6xf//+ku1IJMK2bdv42Mc+VpfxTzvtNE6ePMnQ0BCdnZ38+te/5qMf/Whdxq4FtbJM5duk\nUmBEdTJjMJMz0JIWXeEpZjbEyFommWCEbcExXh6Oc87eAE/8zmHb+X2Yz6bYviFAcLyXGSPGcFoj\nvb2bDfpRtmpp8h0dvDwe5dWvDvLsi7C3fYzh/AbOCzv0tgaIJlr441iUM06P03JOL87LJ4kGcxBr\nYVSPsOuqnQQ3bea5l4KEx/5E95lb6b/QINETZnooRetZmzjzpVN0v/p80seeY8LcSGdXhIljU3Sc\n3o6VytG9uYfI9Aixbd1MTIDh5IjFwEoZxAN5jFg7wbRNQO+he5uBhoPlBNnQYxJLGOT0uFt+Iaiz\nqd112Rizb/TuPgoxtXjccBPLQ24dNT1hFHOOUhl3dSYhjJibYW7oDujR4i9ltl9l4T0/27tUCbKC\nAFBxN0+LpMXmNlUTSs3E+x8GP+cUBGHpiDATfOPee+9t6PjBYJAbbriB//N//g+2bfPnf/7nbNmy\npaFzevF24gkG3dyc3IxFa6tBezuk0wahljDtHQZWcozRJEQ6E3S065haF9EzYrROvUzgnE5MM0BH\na5bu0+IcH7ZJO9AaDKNFO9m+s5X28UNYoRCbtwYwogk6N26Hji7i8VH0pMOb+zswgxG6ImmGIm2g\nGwR6+9gZTRHd2E6iN8p0LsWut/0Z5vAE6YxG90adWHs7se4YRiRIR7uDZrVjODqGlSa+O44Rc3XP\nVDpHrK8dgHgkj2OBlZ8toNriunjyEzOEE3HMrI2u5dHyJkYYyOXQjBBGSMNMmRhqxYRSEbNLXB0j\nhKGBmXMKCXwFb4zjFONvakmsOgGK6qCK+6ZSDS3vTm85iNWO1AYThNWFCDPBN/7mb/6Gz3/+83P2\n33bbbdxxxx11meP888/n/PPPr8tYi0U5XXTdzSMyDGjtNLBwmJzSCOk2w1Mh+vZsJnX0CKP5Fs5M\n/ZHJni1oejuvbMvR1rOFfADsUCtjR9rZ2D1FLGZgTg0R3LWDnVEbazRJautpTAQ2sHHzEFv7wGlp\nxwzFMMKtDA4G2d06QT4SJhtoYcducLp7iG+IMzTcTqw3SCaZZvtZccjlCLWGiW8M4WRzxNrCOKk0\nsfaQm3OlBzEyGbR4jGjAhgBYmQBtLXmcYAgNMNJTmHoUIxqGVK4gdKJtbnsj3cpghVyxh6ZBOo2u\nW4CBHtEh4HHneFREocqEVtxXEBizB52gjgZFl9AS6jJUEi5raSWgiDJBWF2IMBN8Y3BwcM4+x3E4\ndepUE6ypL952TKqcgp13SKU0cimL6WmDrkiaPRsn0NsThEI7ODM2xPTkLtqiMDShk25po80eZvuO\nGCePJ9m6Q2NrZ4RDxwNs3LuNxKZOxsdyhM86EzuVostOs6O3A62jnXwkzslD03Rva+fi7SnMtjNI\nHh2jrTVIItyDNTyOYcTp6Hb7S8ZSIzjd2zAnU+htMQgZmM5smG94glBfN45uYNhZzJlp9EQUK5nF\nicYIJaLuytOMhRFz+0EaZhbHDKKFQoWG3JZmgOlAKOaKg1TGfUCRCJbpZnIVxlAoFaFppWFG74P2\nVNUvXF/RBVZxcw7z5mJJvQZBEHxGhJnQcFQrJsuy5rRlGh4e9jXc2ChUpX9VTFPXITVpEQwaOLrB\nzp2QmjBo3dqDZpkkIzG29cFwSxunb8nzwqEcjpOjZ1Mvo8E2us7MYBsRes8O0PL8y0T3nsbxF2Yw\nyNPSHmQmGGPrae20tGuMPz9EpG8j22I6Fjq5YBsBM8emDXlIxMlNOhiv2IOTTBJ1UphtnTiRIFbO\nhmjUjQbaWbRQBMtxCpnuVl7DSbRhGAZmXkPvTGBaGlgmVs5xq/uDW0chFnPFlu5gmCYQcvO9TBN0\nA9DcegyBAMzMuDlf4ThGzChqH2+p+GpunjL3lhGt8E9Y2TlKKAKlc1UQXHN21zsOKEJPEIQFEGEm\nNBxV8LX8s6ZpnHHGGfzZn/1ZM8yqK8pTlk67qU/ZjIMeNWiLuSLt4EHoadfIBwxCLQadw8eYbtlM\nW3eQk1NTxDpzdGyMY0da0LM6iTB0hFOkp6Pk+7YyMZSjt08nG0wQ7wyTG56EgMb0jEbbjk6y6TTB\nqEHUyTKVNgiHLJx4C1omA+GwW74ha6M5biJczgoQDmQxHVdJWjNZjO4ImBZmQMNxHIxwAGssjxGL\nuZ60lAlBHUIGhpMr3LtjWmiGjmFoYFpug3FVzE3TCvliWibjPpyy5K2C9vGUinfQ5uqX8gaL6uLZ\nBP+SX4b3d6O5YdM5c1UQXHO6KekGdZVRkvAlCMICiDATGs7VV1+Nbdu0trZy+eWXF9varDG8+ebZ\nGTfEFgxCQHOIxTRibQaxrI0R0sj397MjYTF9aoZAW4JEzCJtGbTZoyS7eunqbiekJ7DNPOFcloCZ\nI7J9I9NJByM1gRbRsCM6sdQIJ+3NtEVzZFI2ecsiHrFBC2KFYujBIFoghJWz0RMJdDOFZZnkjBjh\nFlzvlm1DZys4jhu+1B3MtAXT0+iZaQgnQNPQowZW2gSMohByHCzNwDBnK+zqOpalYaieko4D6TRW\n3ppdQclc4eQNWc4KOgtjrn6pJGq8iX0L/WLK55r/1KpTLos1+t0XBKF+BBY+RRCWTyAQ4Dvf+c6a\nFWUKVYKhrdsoLBqcmbTo73dXagZyGcyUiZbNkLc1Nm0LMT5q0toVYnO/RrwrQiQCrW0BZiZMjESU\nSKtBOhsAx0GzTLRImHAiDPk86XA7iVaHQFAjzgyhuIHR3YYR0tyKE2kTA5OIk0bLW249r5CGhoNj\nz3qg8nnIZFxBZLkeMCNmQCKBFW8r7RWp8sGUELIsV2sooWaa7rZXpcZi7nXKIzYfs0qo4tek2nfH\nqHHsJVCeuiYIgtBoRJgJvnHBBRfw+OOPN9uMhuN9gQcC0LXRIJFwK7q3bIhh6A7b9kRp7TTQ9CB7\n9wZJmQbTGZ1JuxXLdJg5OUVXtwaWxUxKI9Qew8mZruBqiZC0ogRaYoTibqugWEJ387vC7l9px5hN\nwp/dztghVxzN5m+FApbr/VJlJ2JuzNUwwFRVv7wiy3FKdVF5WYpqBbMWKu412+yx8MyWKtznu65O\niqpB2m9VIiJVEBqHhDIF3zBNky996Uvs3r2brq4uNM9L/Oabb26iZfXFG/6KxdzWTODm1I+NQbth\ngRYgntDJDmeJ9cZJDdokoibh1jx20GByMozpBHEMAztgEw7lZ+t5GeSm0sRCBqGYAbnZ/og5E627\n2w1H2g65fJBQcLZhp2URaw0CoBnuX3kjZhS7Unu8X47uKeCqVS5j4Q5QKoQc20HLV4j7zZfsrvLQ\nTBPLiDUuyleneOQad/YuCkmVE4TGIcJM8I0tW7asiRWYC6F0Tj7vhi9VN4B8fra5eSTkCqC8SS7a\nRv7YMITbsewAwVicTNoh3K6hmSlyZphEPI8Vmu3dk7ewQlF3leGs6DFCs03UDdsVOfkA+ZSJ1RbD\nsNzG21p6trq+ZrnNH9XKRyWOZg0vKaxaSyn7WRvKy14U9Jj3DV4u0tRks9X452U5qxkXsH01sVJM\nFlEmCI1DhJngG1dffXWzTfAFpUWmp90+hKqERiTi1jeLtBpYFgR1g3zSoWVTO23RINmczsSIRSyY\nJdYRxjFC5Eyw9Ij7ImyLgW2jWxaaYUA25w4I7irITBoAI2IQjBgEAgCGW8ZCNVz0th5S3aaVEjNN\nNG2BkGC5KlA5YbFS8WVZbumMkjd4uZtlMQpjPoG3VFah28db+kMQhLWJ5JgJvvLHP/6R/fv3Fyr9\nHzp0aE5z89WO8pglEu5PywIch0zGjSym066uyGSgJWKR13Ryk2myM5bbFqkl4JawQMcI2uimK7gK\nKxw1V1Q5Vt7dbeUxNAsn4tYTI5MhkynaY+hO8frZkhOOQ7GcReHEYtK9Y1dIIqqUZOXpLek9p6T8\nRdm5hQu8Qos5H6tfu1CyV6VBKu1bZaIMVOkPQRDWMiLMBN/46U9/yte//nU2bdrEc889B0AoFOI7\n3/lOky2rL0o3eCKEbp5XDPKWU1i5GY04RFt1YiELKxCirdvAMd1VjHbewdAstGwGU3NbG2GaOEbI\nHS+XwzLc8hPWhNv/yUzPThiJoBxkJYaYJk7OTfi3LIpLSCvdQ6a6CJvvnueEP6spLa+48nyeo7mW\nIqgqCbeliDm/WMzcq1BMCoKwOESYCb7x0EMP8alPfYp3vvOdBNw4G5s3b2ZgYKDJltUX70JFoCCC\nHAdioaJAyKVmV0Yasz0jAUtzz8tMu2G2YGsMLWRgmU7huGkC+XzBe2J0t7nRvVCxblhFgzQNK68V\nS1xUYlYklLRJ8uz3Ytue86uNV00QVclfq1i7rAZKzKtkjK7PL4CaueRSlnsKguBBhJngG+l0mu7Z\ndj8Ky7LQ5ysOusrwvvvVZ3V7pgl2sCga8pqOEdJwV50hkgAAIABJREFUbId8xvVkBYNg5Wxibe55\nmcxsmyPNrahvGKAxW+LCE0b0VrR3jNAcW4BiLth8XhfVW6r84griIZOpvL98zqrU4imq0UO0oLax\nrPlPaqYnarFzS60KQVjTiDATfOPMM8/kBz/4Qcm+n/70p+zdu7dJFtWfShE69VPT3AUBKq0ralg4\nQR0zbRGLu56sdMrBsNLYefflG4s6bnhT1wu5ZYZmFd7Nju24CeGeivaWVmw/VO0lPm8u12wJizn7\nywaIxSrsr2UORR09RQtqm3nCtqsO8bAJwppGhJngGzfccAO/+c1vuOmmm8hkMnzsYx/j0Ucf5f3v\nf3+zTasblSJ0ymNmGG5Zi0KIUzPcXC7DwJ5tdh4KWBAKkZ4y3QR8yyLnGMVir7ncbNuj2TEyVolQ\nU/M49qxYM81aHWClA3gXBVRSWJ4BakkjWyvJ9ysCeW6CsKZZOzEkYcXT0dHBP/3TP3Ho0CGGh4fp\n6upi165dhXyztYqqSOE4bpFZhaqqn8tBJu2WQTCibo2xUNgs1AbLzzigSiTMFkNTra30qAEaWGZp\nL28rbRYq/ZcX6S98rlR2Qu2rUuaicInneLWqE3M6BVTrDlCt/EU9i3atlAJggiAIC7C234jCisNx\nHKxZpWDbdpOt8QeN2cR9q6wMxawXScMhFrKKOWK2gxEzXJHG7IIBbyuBMlEEnnaR3mT82XplVaN4\nta5erDBflcPVKS9mu9Cc8+1XLCbXqnwsydMSBGGFIh4zwTeOHj3KF77wBUzTpLOzk7GxMQzD4K//\n+q/Zvn17s81rGIZmYduuQDLTFqG4Z7mmYaAzG860IWAYWCmz2PS7TFXZebdheaHqv9cLpntWAWja\n3JUI8/WxnG9f+WHbhnIvZy0eKW/7p1rmrORh824vpkBs+XmrsLisIAjrAxFmgm/s37+fv/iLv+CK\nK65A0zQcx+EnP/kJ+/fv584772y2eY3DMEjP9svUQh4xMCtSLHQM3FWOsRiF0hmObkDeRgvOiiDH\nITNtuSs2KwkL7z5V4b/SsUosJtSnDK02dzW8XQdqpXzc8ntcKiLKBEFYoUgoU/CNkydP8ta3vrXQ\nvFzTNN7ylrcwODjYZMsai+MUux6VVOGfDa/puD+V1sml3G3LAms6U/R8mWahjIbyJhWcYt5K+pW2\nl1KUtRrlomx2/Jqig4sVROXni6ASBGGNIx4zwTfOO+88Hn/8cS666KLCvscff5zzzjuviVY1npI2\njzkTLRxyc8mCOhqQcwxCzmwumqaRD8yWxTA0tz+m8jJ5w5OaW17Dwii2P5qvL+VCzAorZcNy79O9\n2XnGWiXJ+I7jkMlksG278B+KenLq1Cmy2Wzdx20Ua9lex3EIBAJEIpGG/K4FoVZEmAm+Yds2//Iv\n/8LOnTvp6upidHSUw4cPc+GFF3LPPfcUzrv55pubaGX98XYmsvIaxuxOc8bNJZtdaInuWGiGTiym\n4eSsYtjTE7pzcmZxVaRhUEj5qoNnybLAwCou71xkgvycUmemVexGAKVCbJXkeGUyGQzDaFgRZF3X\nCQaDDRm7Eax1ey3LIpPJEI1GG2iVIMyPCDPBN7Zs2cKWLVsK2/39/bzyla9sokX+oQrqGzGj4CzS\nQgaWVYwMmqaBYZmFIrEVF1Jqxpyc+DkpXxW8UQtWqVAeOjx5YItoh1TJwVC4h5KmoZSW41ipnrNZ\nu2zbXlOdKYT50XV9VXkEhbWJ/Isj+MbVV1/dbBOahlfnVFhsiW2r2mJ64fwCHvGi9qvaaOARZeq8\nCt6ohdYKFFZMekVTre2QTLcGW6V7nmN0+bj1XJRQT2btkpDW+kN+50KzEWEm+IplWQwMDDA1NVWy\n/xWveEWTLPKP+fROweu1oIJyqfjuUGqtwgQLVsYoXzG5iDCm20y9BhG3hPIcJQrUS6MF2yoIswqC\nsDYRYSb4xp/+9Ce+9P+3d+dhUdX7A8ffs7AIriOkuWeg5opecUVBGcwtpRRNzcTU6qrXKz/TrFxz\nuZmZW5iZhoZmqdedynIB1xIXSjNLSUqlQlxAhEHGmd8fXE4gMyzGMIN8Xs/T8wznnDnfz8w0z3z8\nfLd33yUrK4uMjAwqVKiAwWCgevXqecaYPfQsJBVK1et/CYGyVNj9syvzXla05kxmVOoiJDH3V7IK\nifmBgikua22WkTFqJaFu3bo0adJE+bt///4FjsNctmwZEyZMKLH2vb29uXDhQpGvX7RoEe7u7rz8\n8sslFoMQ5YkkZqLUrFu3jn79+tG3b19GjhxJREQEW7ZswdlSReQhlntQvMmsQq3On/fkrqCZtU5F\nKw5ZuShna6fsxotYaSrugqy2qmAVtPhsOeHq6srXX39d5OuXL19eoomZI7t3716ZmowgRFHIOmai\n1CQmJtK7d+88x4KDg4mKirJTRPZhVP218r/BoDwE/upBzF1BU4pXuboXLfY05kpW8mxq7lZAJayo\nCkvKintfe26J9BBsx5SamkqXLl24ePEiAGPHjmXDhg3Mnz8fg8FAUFCQUlX773//S58+fQgKCmLK\nlCncu3cPyK6EvfXWW+j1evr27cu1a9cA+O2333jqqacIDAzMt/BzeHg4vXv3Rq/X88477yjHly5d\nip+fH8HBwcTHx1uMedeuXXTv3h29Xs8zzzwDZM96DQsLIzAwkB49enDkyBEAPvvsM9544w3luc8/\n/zxHjx5V4p49ezZ6vZ6TJ08SFxdHv3790Ov19OnTh7S0NO7du8ecOXN48skn0ev1REZGAtnLZzzz\nzDMEBQXRvXt3vv3227/3QQhhA1IxE6XGzc2NjIwM3N3dqVq1KleuXKFixYoYcrKTckKZ5OfkhNt9\n484sFabyDND/3x/Whl6R/1IrN3tAlipjD9KtaM+uSBu3rUpPxykujiwfH8yWFuMtppxEK8f48ePp\n378/8+bNIywsjNGjR5OSksKwYcMAiIiIUCpsFy5cYOfOnWzfvh0nJydee+01tm7dSkhICOnp6bRp\n04apU6cyd+5cNmzYwMSJE5kxYwbPP/88ISEhrF27Vmk3JiaGX375haioKMxmM6GhoXzzzTe4ubmx\nc+dOvv76a4xGIz179qRly5b5XseSJUvYsGEDjz76KCkpKQCsXbsWlUrFvn37uHjxIkOGDOHQoUMF\nvh/p6em0bt2amTNncvfuXfz9/Xn//ffx8fHh9u3buLq6snHjRipVqsSePXu4c+cOwcHB+Pv78/nn\nn+Pv78+///1v7t27R0ZGxt/9eIQocZKYiVLTvn17Tp8+jZ+fH926dWP27NloNBo6dOhg79BsLneR\nxlJekJPvWM0X7htrZmn7yNw5U7HzjqJ2RRaYORaDPbsibdy2ymBAN3Ikfx47ZnmXhGKy1pXZtWtX\ndu/ezeuvv261q/Pw4cOcOXNGqVQbDAY8PDwAcHZ2VhK+Fi1aKAlRbGwsH374IQADBgxg3rx5QHZi\nFhMTQ48ePYDsBOnSpUukpaXRs2dPZe2v3Elkbm3btiUsLIynnnqKXr16KW2NHDkSAC8vL+rUqcMv\nv/xS4Puh0Wjo06cPAPHx8TzyyCP4+PgAUKlSJSXWH3/8kc8//xyz2czt27e5dOkSPj4+TJo0CaPR\nyJNPPlkuJh2JskcSM1FqQkNDlcf9+vWjUaNGZGRklIu1zIxZf2Vm9++cBAUXccxmUN13gaUVJ/5W\nIaioTy7sGkddl6wUmXQ6kg4fxqzT2bYdk4kLFy5QoUIFUlJSqFWrVr5rzGYzISEhvPbaa/nOabVa\nZWkIjUaDMVd3tKUlI8xmMxMmTGDo0KF5juckcYVZsGABp06dYt++ffTq1YsvvvjC6rVarRaTyaT8\nnXttMRcXlyKNK5s7dy56vT7P64Lsrt19+/YRFhbGiy++WK6X8RGOScaYCbtp0qQJrVu3Rq1++P83\nzNkPE/JXzwpLyrKyKHAvypLY0xtLi6g+yFgsS7M5H3KWXqLJ09Pm7a5atQpvb2/Cw8P5v//7P7L+\nt06ck5OT8tjPz4/du3eTnJwMwM2bN7ly5UqB9/X19WXHjh0AbN26VTkeEBDAJ598wp07d4DsvW+T\nk5Pp0KEDe/bsISMjg7S0NKvVu4SEBNq0acPkyZOpXr06iYmJtGvXjm3btgHZ1a+rV6/y+OOPU7du\nXX744QdMJhNXr14lLi7O4j0ff/xxkpKSlPNpaWkYjUb8/f35+OOPlfchPj6e9PR0rly5gqenJ8OG\nDWPo0KGcOXOm8DdaiFImFTMhSoEy4J+8iVhR9hbPKV7YcmhUnu2TcjdYXMWdzfkQsHWR8P4xZt26\ndWPQoEFs3LiRqKgoKlasSPv27Vm6dCmvvPIKw4YNQ6/X06JFC9577z2mTJnCkCFDMJvNaLVa5s2b\nR506day29+abbzJu3DhWrFihdFsC+Pv7Ex8fT79+/YDsMaPLly+nRYsWPPXUUwQFBeHh4aF0K95v\n7ty5XLp0CbPZjJ+fH82aNcPLy4vXXnuNwMBANBoNixcvxsXFBV9fX+rVq0dAQADe3t60aNHC4j2d\nnZ15//33mTZtGgaDAVdXVz777DOGDh3K5cuX0ev1mM1mdDodH330EUePHmXlypVotVrc3d1ZunTp\ng3wkQtiUymwuB/+kFaIAiYmJtrt5rl9tDw8PpXJRhMtLlbK2bK5FZosSr8IBujCLFW8Rpaen41YC\n48Ss0Wq1+braHFl5iNfSZ26pm1gIW3n4+5CEw8g9ZqTcKOaPgr1+87K3g7K8mG2RlKEfayGEcGTS\nlSlKhclkYvjw4axduxYnG3RtRUZGcvLkSbRaLTVq1GDs2LG4u7uXeDvFVszXatdev7/T7WjleQ5Q\nSBNCiDJFKmaiVKjVamrVqsXt27dtcv+WLVuyaNEi3nnnHR599FFlQHG5VtxRCjbICm1SSJPRF6VG\n3mohSp9UzESp8fPzY8GCBfTq1Yvq1avnmZL/d9cTyr3kRqNGjfjmm2/+1v0eCg4w8N4mzTvA6yov\npOIpROmTxEyUmq+++gqAzZs35zmuUqlKdBPz/fv306lTJ6vn9+7dy969ewF46623lAU3bU2r1ZZa\nWyVB4s3ewkdraSmREmTr+5e0hz1eFxeXMvX/vXj4yKxMUWbMmTOHW7du5Tv+7LPP4uvrC2SvuxQf\nH88rr7xicZFMS2w6KzOX+2cNOno1whazHG1JZmXaXnmIV2ZlCnsrW//0EeXa9OnTCzwfHR3NyZMn\nmTFjRpGTMnsqao+coydwhSrzL8C+6tatS5MmTbh37x5eXl4sXbpU2f7Ikn79+rFz584C7/nhhx/y\n3HPPFXgfIYR9yOB/8VCIi4tjx44dvPrqq7i4uNg7nCIpKCm7f3eAMin3flPigeXslbl//36cnZ35\n+OOPC7y+sKQMYPXq1aW2gXdZqrAJ4QgkMRMPhTVr1mAwGJgzZw6TJ09m1apV9g6pcAWMIjAa/zpv\nMYHL/Vx7jEYoSps5P8jlcaC+jT6Tdu3akZCQAMAHH3xA9+7d6d69e579Kr29vQE4evQoAwcOZMyY\nMXTt2pXx48djNptZs2YNf/75JyEhIQwcODBfG/PnzycgIAC9Xs+bb74JwOXLlwkJCSEgIIBBgwZx\n9epVACZOnMju3bsttv30008TGhpKQEAAkD22VK/Xo9fr+de//gXA9evXGTNmDL1796Z3797ExsYC\ncOzYMYKCgggKCqJHjx6kpaWV4LsohGOTrkzxUFi+fLm9Qyg+C32ZOb1+2avwF9DXmfu59pilWJQ2\ny2NCBqSnq4g77YRPayNubiWXoBmNRg4cOEBAQADff/89mzZtYvfu3ZjNZvr27UvHjh3zzW4+e/Ys\n+/fvp2bNmvTv35/Y2FhGjRrFqlWr2Lx5M7r7Nlq/ceMGX3zxBQcPHkSlUpGSkgLAtGnTCAkJYejQ\noaxfv57p06fz0UcfFRjvmTNn2L9/P/Xq1eOnn35i6dKl7Ny5E51Ox82bNwGYMWMGY8aMoV27dly9\nepWhQ4cSExPDypUrmT9/Pr6+vty5c6fMVMGFKAlSMRPCXiwkLnl6fQpKbHKfy3n8oFWaB3leOU26\nisJgUDHyheoYDCV1v+y9Mnv16kXt2rUZMmQIx48fp2fPnri5ueHu7k6vXr349ttv8z3Xx8eHWrVq\noVaradasGZcvXy6wrcqVK+Pi4sKkSZP4/PPPlTFoJ0+e5OmnnwZgwIABHD9+vNC4fXx8qFevHgBH\njhyhb9++SiJYrVo1AA4dOsQbb7xBUFAQoaGhpKWlcefOHXx9fZk9ezZr1qwhJSWlzM0EFeLvkP/b\nhXAguXOsgsbLWzz/oJUzWResROl0Jg4fTkKnK5lqWc4Yswfh7OysPNZoNIWO99JqtURFRXH48GGi\noqKIiIjIt7zN/dfnbLVmMpnIyspSzhVlNqvJZGLXrl24urrmOT5+/HgCAwPZv38/wcHBfPLJJ3h5\neRV6PyEeBlIxE8IBFTZe2uL5Et5Oqdhk5R2Fp6dt94Vt3749e/bsISMjg/T0dL788kvat29f5OdX\nrFjR4ritO3fucPv2bQIDA5k1axbnzp0DoG3btuzYsQPIXpImp606depw5swZIHudwtyJWW6dO3dm\n9+7d3LhxA0DpyvT39yciIkK57uzZswAkJCTwxBNPMG7cOFq1asXFixeL/NqEKOukYiaEAyqscmbX\nApe1oKTyVmpatGhBSEgIffr0AWDIkCHF2j1j2LBhDBs2jBo1arBlyxbleFpaGi+88AKZmZmYzWZm\nzpwJwNy5cwkLC2PlypXodDoWL16s3GfkyJHo9Xq6detmtUrWuHFjJkyYwMCBA1Gr1TRv3pwlS5Yw\nZ84cXn/9dfR6PUajkfbt27NgwQJWr17N0aNHUavVNGrUiG7duj3oWyVEmSMLzIpyz14LzBZFVlbJ\nFrSKs5yYh4cHydeu5X9SSQZVgmSBWdsrD/HKArPC3qQrUwgHVpL5zwP9nlp6kgMmZUII8bCQxEwI\neyulovUD5VOShAkhRKmSxEwIeytDXUPljYz0KH/kMxf2JomZEPZW1A0zRalTq9VlakyV+HuMRiNq\ntfwsCvuSWZlClAVlfcZjGd3I3NXVFYPBQGZmJiobxO/i4kJmZmaJ39dWHuZ4zWYzarU635pqQpQ2\nScyEKAvKQlJWUPJVRhNLlUqlrH5vC7aYSWpLEq8Qtic1WyFEySioy68MJmVCCGEPkpgJIUqGJF9C\nCPG3SWImhBAlTSZrCCEekKz8L4QQQgjhIKRiJkQpmTp1qr1DKBaJ1/bKWswSrxC2J4mZEEIIIYSD\nkMRMCCGEEMJBaGbNmjXL3kEIUV40bNjQ3iEUi8Rre2UtZolXCNuSwf9CCCGEEA5CujKFEEIIIRyE\nJGZCCCGEEA5C9soUooQlJycTHh7OrVu3UKlU6PV6evfurZzftWsXkZGRrF69msqVK9sx0r9Yizky\nMpKTJ0+i1WqpUaMGY8eOxd3d3d7hWo03LS2NxYsXc+3aNTw9PQkLC6NixYr2DpcVK1Zw6tQpqlSp\nwqJFiwBISEjgww8/5O7du2g0GkaPHo2Xl5edI/2LpZgBvvjiC/bs2YNaraZNmzY899xzdozyL9bi\nBcf8zglhjSRmQpQwjUbD8OHDadiwIRkZGUydOpWWLVtSp04dkpOT+f777/Hw8LB3mHlYi7lly5YM\nHToUjUbD+vXr2bZtm0P8EFuLNzo6mhYtWhAcHMz27dvZvn27Q8QbEBBAz549CQ8PV46tX7+egQMH\n0rp1a06dOsX69etxpLlYlmI+e/YsJ06cYOHChTg5OZGSkmLHCPOyFC/gsN85IayRrkwhSli1atWU\nmWAVKlSgdu3a3LhxA4B169YxbNgwVCqVPUPMx1rMrVq1QqPRANCoUSPlddibtXhjY2Px9/cHwN/f\nn9jYWHuGqWjatGm+yp1KpSIjIwOA9PR0qlWrZo/QrLIU81dffUX//v1x+t++qFWqVLFHaBZZihcc\n9zsnhDVSMRPChpKSkrh06RJeXl7Exsai0+lo0KCBvcMqUO6Yc9u/fz+dOnWyU1TW5Y43JSVFSXCq\nVq3qUBWd+40YMYJ58+YRGRmJyWRi7ty59g6pUL///jvnz5/n008/xcnJieHDhztU9+v9ysp3Tojc\npGImhI0YDAYWLVpEaGgoGo2Gbdu2MXjwYHuHVaDcMbu5uSnHt27dikajoUuXLnaMLj9r8UJ2RcqR\nqyRfffUVI0aM4P3332fEiBGsXLnS3iEVymQykZaWxrx58xg+fDiLFy/GUVdcyszMLBPfOSHuJ4mZ\nEDZgNBpZtGgRXbp0oX379vz5558kJSUxefJkxo0bx/Xr13n11Ve5deuWvUNV3B9zjujoaE6ePMmE\nCRMcKtGxFG+VKlW4efMmADdv3nTogd4xMTFK3B07duTixYt2jqhwOp2Odu3aoVKp8PLyQq1Wc/v2\nbXuHZVFZ+M4JYYl0ZQpRwsxmMytXrqR27dr07dsXgHr16rF69WrlmnHjxvGf//zHYRIHSzEDxMXF\nsWPHDmbPno2Li4sdI8zLWrxt27YlJiaG4OBgYmJi8PX1tWOUBdPpdJw7d45mzZpx9uxZatasae+Q\nCuXr68sPP/xA8+bNSUxMxGg0UqlSJXuHZZGjf+eEsEZW/heihJ0/f54ZM2ZQr149pcI0ZMgQ2rRp\no1zjaD8S1mKOiIjAaDQqg6q9vb158cUX7RkqYD1eb29vFi9eTHJyskMtl7FkyRLOnTvH7du3qVKl\nCoMGDaJWrVpERERgMplwcnJi9OjRDrV9kKWYu3btyooVK/j111/RarUMHz6c5s2b2ztUwHK83bt3\nV8472ndOCGskMRNCCCGEcBAyxkwIIYQQwkFIYiaEEEII4SAkMRNCCCGEcBCSmAkhhBBCOAhJzIQQ\nQgghHIQkZkKIUjNr1iz27dtn7zAKNXz4cP78888Su9+gQYP4448/Hui5qampTJw4kbt375ZYPA/q\n119/Zdq0afYOQ4iHmiwwK4RQDBo0iGXLlhV5sdPiXl9WREZGKo/Dw8OpXr06zz77rF1i2b59OwEB\nATg7OwPZye2FCxdQq9Wo1WoaNGjAqFGjqFevXp7nRUdHs2LFCiZOnJhvj9OtW7eyb98+UlNTcXd3\np3HjxoSFhQFw+fJl1q1bR3x8PGazmRo1ajB48GDatGlD/fr1cXd358SJE7Rt27Z03gAhyhlJzIQo\nh+7du4dGo7F3GKIQWVlZxMTE8Pbbb+c5/sILLxAYGIjJZGLz5s0sX76chQsX5rkmJiaGihUrEhMT\nkycxi46O5tChQ0yfPp2aNWty69YtTpw4oZxfsGABPXr0YOrUqQD5tory8/Nj7969kpgJYSOSmAlR\nTowbN46goCAOHz5MYmIikZGReZKzmTNnAjB58mQA/vnPf9KpUyf27t3Ljh07SEtLo0mTJowZMwad\nTmfx+pYtW/Lee+9x4cIFTCYTjRs3ZsyYMVSvXr3Q+DZt2sSVK1fQarWcOHECT09PJk2axLfffktU\nVBROTk68/PLLtGrVCoADBw6wc+dOrl+/TuXKlenfvz9BQUHK/Xbs2EFUVBQqlYpBgwbxwQcfKNW9\n8PBwXFxcuHbtGj/++CN16tRhwoQJSuUvpxJ49uxZDh8+DEBUVBTNmjVj6tSp+SqF91fVdu7cye7d\nu1GpVPk20c7KymLjxo0cO3YMo9GIr68voaGhSkUstwsXLuDm5mb1/VOr1XTu3Jnt27fnOX7t2jXO\nnTtHWFgYS5Ys4datW1StWhWA+Ph4WrVqpcRetWpV9Ho9kN1tmpSURGBgIFpt9s9DkyZN8ty7WbNm\nrFy5kqysLJycnAr8TIUQxSdjzIQoR44cOcLUqVNZu3ZtvorZ7NmzAVi4cCGRkZF06tSJs2fPsnHj\nRsLCwli1ahWenp4sXbrU6vVms5mAgABWrFjBihUrcHZ2Zs2aNUWO7+TJk3Tt2pWIiAgee+wx5s2b\np+yLOWDAAFatWqVcW6VKFV599VXWrVvH2LFjWbduHb/88guQvcfn7t27mT59OsuWLeOHH37I19bR\no0cJCQkhIiKCmjVr8umnn+a7Rq/X4+fnR//+/YmMjFSqSAWJi4tj165dTJs2jaVLl3LmzJk85zds\n2MDvv//OwoULWbZsGTdu3GDLli0W7/Xbb79Rq1Ytq20ZjUYOHTpEo0aN8hyPiYmhYcOGdOjQgdq1\na3Po0CHlnLe3NzExMezcuZP4+HhMJpNyrlKlStSsWZPly5dz/Phxixt+63Q6tFotiYmJhb4XQoji\nk8RMiHKkV69eeHh4WKzOWHLo0CG6detGw4YNcXJyYujQofz8888kJSVZvL5SpUp06NABFxcXKlSo\nwDPPPMOPP/5Y5PiaNGmCj48PGo2GDh06kJqaSnBwMFqtls6dO3Pt2jXu3LkDQJs2bahZsyYqlYqm\nTZvSsmVLzp8/D2QnXd26daNu3bq4uLgwaNCgfG21a9cOLy8vNBoNfn5+JCQkFDnOghw9epSAgADq\n1auHq6srISEhyjmz2cy+ffsYMWIEFStWVN6jI0eOWLxXeno6FSpUyHc8IiKC0NBQnn/+eb788ksG\nDhyY5/zBgwfx8/MDsrseDx48qJzr2rUrL7zwAt999x2zZs1i9OjRSsVNpVIxc+ZMPD09iYyM5KWX\nXmLmzJn8/vvvee7v6uqqfA5CiJIlXZlClCMeHh7Fuv7mzZs89thjyt+urq5UrFiRGzdu8Mgjj+S7\nPjMzk3Xr1hEXF6f8cGdkZGAymVCrC/93YJUqVZTHzs7OVK5cWXleTjJpMBhwd3fn9OnTbNmyhcTE\nRMxmM5mZmcoA+Js3b/L4448r97LUFZjTtQfg4uKCwWAoNL6iuHnzZp7NyD09PZXHqampZGZm5qm8\nmc3mPFWr3Nzd3cnIyMh3fOTIkcoYs59++om3336bWbNmUb9+fc6fP09SUhKdO3cGshOzTz/9lISE\nBBo0aABAly5d6NKlC0ajkdjYWJYtW0aDBg0TTI2bAAADzUlEQVTw8fGhevXqjBo1CoDk5GRWrVrF\ne++9x7x585T2cz4DIUTJk8RMCGFVtWrVSE5OVv42GAykpaWh0+ksXr9r1y4SExOZP38+VatWJSEh\ngSlTpmA2m0s0rqysLBYtWsT48eNp27YtWq02zwD5atWqcf36deXv3I+LS6VS5Tvm4uJCZmam8vet\nW7eU5O/+tnO/f5UqVcLZ2Zl3333X6nuYW/369YmKirJ6Xq1W88QTT1CzZk2+++476tevT0xMDGaz\nWRn7lyM6OprQ0NA8x7RaLR07dmTHjh1cvnwZHx+fPOc9PDx48sknle5rgBs3bmA0GgvsYhVCPDjp\nyhRCKKpUqZJn/a7OnTtz4MABEhISlEHrXl5eSrXs/usNBgPOzs64ubmRlpbG5s2bbRKn0WgkKyuL\nypUro9FoOH36NN9//71yvmPHjkRHR3PlyhUyMzOtjuEqivtfI0CDBg04fPgwJpOJuLg4zp07Z7Xt\n3O+BWq0mMDCQtWvXkpKSAmQnOnFxcRbb9vLy4s6dO9y4ccNqfD///DNXrlyhbt263L17l2PHjvHS\nSy+xcOFC5b+RI0dy5MgR7t27R3R0NKdOnVIqmadPn+by5ct4e3uTlpbGpk2b+OOPPzCZTKSmpnLg\nwAG8vb2V9s6dO0fz5s1l4L8QNiIVMyGEIiQkhPDwcO7evcuLL75Ip06dGDx4MIsWLSItLY3GjRsz\nceJEq9f37t2bZcuWMWrUKHQ6HX379iU2NrbE46xQoQIjR45k8eLFZGVl8Y9//CPP8g2tW7emV69e\nzJ49G7VazYABAzh48KAy07A4unfvzrvvvktoaChNmzZlypQphIaGEh4ezp49e/D19cXX1zdP2336\n9FHaHjx4sDKzE2DYsGFs2bKFN954g9u3b6PT6QgKCspXrYLsilZAQAAHDx4kODhYOf7RRx+xdu1a\nILtLdvDgwbRu3ZojR47g7OxM165d87zW7t27s2nTJuLi4qhQoQLbtm1j+fLlmEwmPDw8GDNmDE2a\nNMFgMJCUlMScOXNITU3F1dWVZs2aMW7cOOVehw4dyjP7VQhRslTmku5jEEIIB3PlyhUmTZrEJ598\nUubWb0tNTWXGjBm8/fbbRZ60YSu//vorq1atyjPeTAhRsiQxE0I8lI4fP07r1q3JzMwkPDwclUrF\nlClT7B2WEEIUSLoyhRAPpa+//prw8HDUajVNmzZl9OjR9g5JCCEKJRUzIYQQQggHIbMyhRBCCCEc\nhCRmQgghhBAOQhIzIYQQQggHIYmZEEIIIYSDkMRMCCGEEMJB/D+/rEIJ+adXQgAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f10c53464e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_ccplots(\n",
    "    master_catalogue['m_90prime_r'],\n",
    "    master_catalogue['m_ap_90prime_r'] - master_catalogue['m_90prime_r'],\n",
    "    \"r total magnitude (BASS)\", \"r aperture mag - total mag (BASS)\",\n",
    "    master_catalogue[\"stellarity\"],\n",
    "    invert_x=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## V - Color-color and magnitude-color plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of source used: 4355 / 38629 (11.27%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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5jSivvpiFeY1VzGYMYaQJtZDJR0Ra4zoOzUkPx1GTqjxEWujPBmQLEYVQE/dd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OAAAg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kho0ZzSi9vb1wd3cHALi5uaG3t3fcsbm5uXj99ddRVVU1VfGg1+vh4eEhvvbw8Bj1j0Sv18PT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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f10c52b32b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_ccplots(\n",
    "    master_catalogue['m_90prime_g'] - master_catalogue['m_90prime_r'],\n",
    "    master_catalogue['m_mosaic_z'] - master_catalogue['m_ukidss_j'],\n",
    "    \"g - r (BASS)\", \"z - J (BASS, WFCAM)\",\n",
    "    master_catalogue[\"stellarity\"]\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (herschelhelp_internal)",
   "language": "python",
   "name": "helpint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
