{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "883af123",
   "metadata": {},
   "source": [
    "# Exploring Optical Spectra of Black Holes\n",
    "\n",
    "## Learning Goals\n",
    "By the end of this tutorial, you will:\n",
    "- Understand how to read in SDSS BOSS spectra of quasars\n",
    "- Become familiar with computed parameters of quasar spectra\n",
    "- Shift spectra to rest wavelength\n",
    "\n",
    "## Introduction\n",
    "<p>In this notebook we are going to take a look at a type of astronomical obsects known as quasars. Quasars are powered by supermassive black holes that lie in the heart of distant galaxies. They are visible as gas falling towards the black hole forms a fast-moving, hot disk that shines so brightly it can be seen in the furthest reaches of the universe.  </p>\n",
    "<p>We will study these quasars by looking at their spectra. A spectrum measures the intensity of light in many different wavelengths (colors of light). We will be using data from the Sloan Digital Sky Survey which has measured the spectra of millions of astronomical objects.</p>\n",
    "<p>You will need to download spectra for the three objects in this tutorial. Here we have assumed they are saved in a subdirectory/folder called \"BHM_spectra\", but you may choose to point to your Downlaods folder or move the spectra to the same directory as this notebook for simplicity.</p>\n",
    "<ul>\n",
    "<li><a href=\"https://data.sdss.org/sas/dr19/spectro/boss/redux/v6_1_3/spectra/lite/015173/59381/spec-015173-59381-4351098892.fits\">Object 1</a></li>\n",
    "<li><a href=\"https://data.sdss.org/sas/dr19/spectro/boss/redux/v6_1_3/spectra/lite/015301/59314/spec-015301-59314-4602374937.fits\">Object 2</a></li>\n",
    "<li><a href=\"https://data.sdss.org/sas/dr19/spectro/boss/redux/v6_1_3/spectra/lite/015023/59232/spec-015023-59232-4555307714.fits\">Object 3</a></li>\n",
    "</ul>\n",
    "\n",
    "## Imports\n",
    "This tutorial requires two commonly used python packages, and an SDSS specific package\n",
    "- _numpy_ for doing math\n",
    "- _matplotlib_ for plotting\n",
    "- _astropy_ for reading fits table\n",
    "\n",
    "Missing packages can be installed via `pip install numpy matplotlib astropy` \n",
    "\n",
    "<p>Let's start by importing some libraries.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9eecdcb5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from astropy.io import fits\n",
    "from astropy.table import Table\n",
    "# for plots\n",
    "from matplotlib import rc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7354c0c3",
   "metadata": {},
   "source": [
    "<p>We will need to load the data from files for individual spectra of objects. Here we load our first object.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5e41781e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "current_path=os.getcwd()\n",
    "object1_filename=current_path+'/BHM_spectra/spec-015173-59381-4351098892.fits'\n",
    "object1_data = Table.read(object1_filename, format='fits',hdu=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f18da84c",
   "metadata": {},
   "source": [
    "<p>Now let's look at our data for our first object.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f0262da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><i>Table length=4648</i>\n",
       "<table id=\"table4734142992\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>FLUX</th><th>LOGLAM</th><th>IVAR</th><th>AND_MASK</th><th>OR_MASK</th><th>WDISP</th><th>SKY</th><th>MODEL</th><th>WRESL</th></tr></thead>\n",
       "<thead><tr><th>10^-17 ergs/s/cm^2/Angs</th><th>log10(Angs)</th><th></th><th></th><th></th><th>Pixels</th><th>10^-17 ergs/s/cm^2/Angs</th><th></th><th>Angs</th></tr></thead>\n",
       "<thead><tr><th>float32</th><th>float32</th><th>float32</th><th>int32</th><th>int32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th></tr></thead>\n",
       "<tr><td>57.025764</td><td>3.5523</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>20.047207</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5523999</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>20.061258</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5525</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>19.964983</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5526</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>19.916162</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5527</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>19.874899</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5528</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>19.90086</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5529</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>19.998386</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.553</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>20.031792</td><td>0.0</td></tr>\n",
       "<tr><td>57.025764</td><td>3.5530999</td><td>0.0</td><td>88080384</td><td>88080384</td><td>0.0</td><td>0.0</td><td>19.884356</td><td>0.0</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0162</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>3.276536</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0163</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>3.9298553</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0164</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>3.990698</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0165</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>3.9908333</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0166</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>4.1147738</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0167</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>3.773253</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0168</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>4.2439957</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.0169</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>4.2641864</td><td>0.0</td></tr>\n",
       "<tr><td>0.5072969</td><td>4.017</td><td>0.0</td><td>83886080</td><td>83886080</td><td>0.0</td><td>0.0</td><td>4.210641</td><td>0.0</td></tr>\n",
       "</table></div>"
      ],
      "text/plain": [
       "<Table length=4648>\n",
       "          FLUX             LOGLAM     IVAR  ...   MODEL    WRESL \n",
       "10^-17 ergs/s/cm^2/Angs log10(Angs)         ...             Angs \n",
       "        float32           float32   float32 ...  float32  float32\n",
       "----------------------- ----------- ------- ... --------- -------\n",
       "              57.025764      3.5523     0.0 ... 20.047207     0.0\n",
       "              57.025764   3.5523999     0.0 ... 20.061258     0.0\n",
       "              57.025764      3.5525     0.0 ... 19.964983     0.0\n",
       "              57.025764      3.5526     0.0 ... 19.916162     0.0\n",
       "              57.025764      3.5527     0.0 ... 19.874899     0.0\n",
       "              57.025764      3.5528     0.0 ...  19.90086     0.0\n",
       "              57.025764      3.5529     0.0 ... 19.998386     0.0\n",
       "              57.025764       3.553     0.0 ... 20.031792     0.0\n",
       "              57.025764   3.5530999     0.0 ... 19.884356     0.0\n",
       "                    ...         ...     ... ...       ...     ...\n",
       "              0.5072969      4.0162     0.0 ...  3.276536     0.0\n",
       "              0.5072969      4.0163     0.0 ... 3.9298553     0.0\n",
       "              0.5072969      4.0164     0.0 ...  3.990698     0.0\n",
       "              0.5072969      4.0165     0.0 ... 3.9908333     0.0\n",
       "              0.5072969      4.0166     0.0 ... 4.1147738     0.0\n",
       "              0.5072969      4.0167     0.0 ...  3.773253     0.0\n",
       "              0.5072969      4.0168     0.0 ... 4.2439957     0.0\n",
       "              0.5072969      4.0169     0.0 ... 4.2641864     0.0\n",
       "              0.5072969       4.017     0.0 ...  4.210641     0.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "object1_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a302d8f6",
   "metadata": {},
   "source": [
    "<p>You can see we have multiple columns. The two we are most interested in are:\n",
    "<ul>\n",
    "    <li>The flux which measures the intensity of light received from this object at a particular wavelength</li>\n",
    "    <li>The log of the wavelength (LOGLAM).</li>\n",
    "</ul>\n",
    "We can convert the second of these to make a new wavelength column as it's often easier to think in linear scales.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0dd1b64",
   "metadata": {},
   "outputs": [],
   "source": [
    "object1_data['WAVELENGTH']=10.0**object1_data['LOGLAM']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c93dc53",
   "metadata": {},
   "source": [
    "<p>We can now make a plot of our first object</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cd0c450",
   "metadata": {},
   "source": [
    "<p>This is the spectrum of your object. On the left side is the flux in the bluest color your eye can see. The color of the light gets redder as we move with increasing wavelength to the right. On the furthest right end of the spectrum we have light too red for our eyes to see (the start of the infrared). </p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "79787f91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAEqILXkBtorlMgo9J62RNwRhHSWiAEpKDzaViJ555pmmQoUKgamdF154YWDIgEPTPouLBhcMHz7c/PLLL6ZJkyaB2xs0aGB27Nhh1q1bF5TFtnz5cvs9P8OGDTNXX3114GtlsBFkKz6RhGLbN6hqZizbWOD2jdt2mo8nLDLHdM9/zQEAAACkpy+nLLH/VyyfUeh9Az3YyGADUFIy2M444ww7WMDJ+DrttNNMo0aNgrLA9FEcFNxTcO2TTz4xP/74o2nZsmXQ93v06GHKlStnRowYEbht5syZZsGCBaZv376+j6lAYbVq1YI+UHwiSXZ8+cxeIb93++d/xXeBAAAAAKScWcs3moe++8d+XiGz8FNaerABKHEZbJrKmSwqC9WE0M8++8xUrVo10FdNAb2KFSva/8855xybkabBBwqWXXbZZTa4xgTR1FG3Sm52pJ+qWblXngAAAACkr+Ubtgc+X7R2a6H3pwcbgBIXYEumZ5991v4/YMCAAkE/la3Ko48+asqWLWuOPfZYO8Bg6NCh5plnnknK8qJoypaJLgPu3q/+NpMWrDNvndfHlCukuSkAAACA1Lc7Jyeq+zs92NbTgw1AMUqZAJtKRAuTlZVlnn76afuBkqdyhcI3t7Jh6kh1dertMQvMKX2aBW574Ze59v8fZ6wwQzv699oDAAAAUHps37k7qvvXqJRXIkoGG4BiRMoPit3Nh3YwF+zfyrRvUHiPu7LhUtiMMTd+MtX39t27o7uKBQAAACA1bcvOnSAaKfeQg0gSNwCgKAiwodidu28rM+zgDhHf/7frBxbLAAUAAAAApSuDrWpW4VUy1fNKRHftzjGbtu8s1mUDkL4IsKHEaVKzUtQ/UybNI2zK4Hvp17lm0sJ1yV4UAEAx0skhAKS77TvzM9heObNXoffPKpdhssrlnvquow8bgGJCgA0p69u/cifJSlHCaz//s9Ic8dRvZsayDSbVfTJxsbn7y7/NUU//nuxFAQAUk++nLzedbvvWDJ+yJNmLAgBJtT07N4Pt8C6NTK8WtSL6mRoVywfKRAGgOBBgQ0qatni9ueD/xkeUwTZ7xSYze8XGAref8cpYM2XRenPRmxNMqpu5vODzAwCULue98afZmr3LXPr2xGQvCgCUiBLRrMyyUfdhW7tlR7EtF4D0RoANKem9cQsjGtWt9PEhj/xshjzyi7n+wylmxcZtBe6zbssOc/Zr48zpL48xS9dvNZe8NcGMm7/GJMsP05eb/xs93/zyz0q7TAvXbCn0Z2jWCgAAgHQrEa2QV/YZTYBtQQTH1gBQFATYkHKWrd9m/u+Pf4NuUzbb1e9Psp8rIKWsNdm2I78B6nt/LjS97xlR4PG2Ze82P85YYX6dtcqc/vJY8+XUpeb450abZDn3jT/NLZ/9Zf7zyli7TNd+OLnQnyG+BgDpo0qFwht6A0BppuN3qZCZEfHP7NyVe8B80yfTim25AKQ3AmxIOQMeGul7+8cTFttm//s+ONJmrdkJQT6Vo7/NWmVGzV4V+FrlNo65K3MDc8kQKgtt1abC09jpeQ0A6aNses/1AQCzdnPu8XHNvKy0SIxfsLYYlwgACLAhha9Y+Vnnalq6cVu2uePzvwrc57SXx5hTXhqT1EDVqk3bzQGP/Gxe/GWu/fqnmStM1zu/Dxrc4MgoU8Z8OH6RufOL6b5BON32+uj5CVluAEDycU0FQLpbvXm7/b92lQoR/0zXpjWKcYkAgAAbSpkNrgBbRtky5uOJi4v8WCoz/WzS4mLpb/bkiFlm1opN5p6v/rZfn/nqODvRyD24wVG2bBnz3w8mm1d+n2ce+m6mmeC6+vbKb/NMy2FfmV2uyOCWHTvNDR9NMRO5SgcAAIBSaGVehUedKAJs9xzVOfC5ql4AIN5o4oFi9diJXRP6+3a5g2Ex/t1UmanT2+GgTg1MPO3YFToLzyvDFQZ/euQc+zHn3kNsQO7O4dML3H/PW7+1/787bqGZf/+hgYMIBepQ8qzfkm2qR1HeAAAAkO40pCzaEtGmtSoGHYtnlY28fxsARIIMNhSr1nWrJPT3DX44Nygm2XG6MlU8mWCRB7tUIuqlvnHKVCuMMtu+nrrUdL79WzudFCXLxxMWmS53fmfe9AztAAAAQGhbduT2UK5YPvIgWfnM/FPf7Tsjv9gNAJEiwIZi5RMbSpgjnvwtLo8zccE6M+Lv5cW2Xo57dlTY9TR50foCt6kEdJ8H/Ic9uN01fLq56K0JZvOOXXY6KUqWq9/PnRB786dMswIAAIiE2rdsywuwVSofeUFWeVdZyA4CbACKAQE2lFqr86YLxWrs/DXmnNf/NLOWb4z6Z5VBtnzDtgK3u+Npf/671kTb5m34lKUR3e+1UcHDD7Zl7zLvj1sYWKZfZ600xz47ysxeEf1zi9cEqDVxep1SWQ1KRAEAAAr11I+zTM+7fzAbt+dWclSKIoOtTJkygSBbNO1aACBSBNhQajPY4m3Oys2Bsj5NAJ2/KvfrcJSZ1OfeEWbU7FUlYr08MWKWue6jKebIp363X5/+8lgz/t+15qI3JyR8WXbu2m263fW96X7X92b7ztyrkOnEPTyjVqXySV0WAACAVPDQd/8EXUTPKhddHzWnTPSMV8am5fEngOJFgA3FqkwUvcZKOmdSp8r6NAH0pk+nBn1/0dotZuXG3JHhTgDpnbEL7OfOtNBkr5cRf6+w/y/zZNXpQGX4lCXm3NfH2WCgSks35V0ZLC5bsvMPalbnTYJKJ+qj59cTBAAAAJGJJoPNfcw1e8Um88mExcW0VADSFVNEUazKFjFucOthewZNyLzjiI7mts//Msm0ZnN+8Ew2b99lSy6Var5px85AT7S7j+pkpi1eb750lXE6wbmSlNnn7St36dsT7f8/5AXhVmzcbp48uVux/X53Wax3/aSD7dn5pQkZTHgFAACISrmMMqacq69atH3Y1m7JLoalApDOSJtAsSpqptbZ+7QM+npQ+3om2W757C8zdt6awNcbtmbb8s8zXxtnFq7ZElQW+u64hYHeEH6SFU7JMfmBLPWVc2zcVvAAw13Wqu+HymhTkPGOL/4yv80KLoMtjDuoNnrOapNu3L0/0jC+CCCGsnIAQPTlod6qAQYdAIg3AmyIWdWsTPPYiV1N89qV7NedGleLe6ZWk5oVTUlwwvOjA5/PXbXZrN+abX75Z2WhgUSdF/04Y7lpccOXtmxUTVaT4Z/lm3xvz95V8MTNuSV7127T+fbvTKfbvi2Qaaay0t73/GBe/X2+Oe3lMVEty87d+Qc16gunrL904j6o0zoGgHD89tMAkM6iLQ8tEGDbRQ82APFFgA0xe/XMXuaobo3Ne+f3NTce0t7cf8xege/FK4ykgFSXJtVNSfXwdzMLzRw7+7XcjLFhHwf3bivp2RKrNuWXxq7dkj/185Xf5tmy0g3bwvdqU+BsvU8K/l9LNgR9fdiTv5ll6wtOXE2HDDYCbACiuSjhSkYGgLRVqXz03Y7cJaJcuAAQbwTYEDcNqmeZ8/drbapXLBe4LZ6JWsnK+orEiBm5fctC8aagvzZqvinp1Jfis0mLzfUf5QcENRa9z70/mH+WbwzqkRfKqDmrbOBs8CM/F/jeWa+OK3DbxxMXmbTMYKNEAUAhsndyIggAbhWLUCLqPp2gRBRAvDHkAMUqnkGxVO4DP391fo+2WGh1+rXhySxbxuzMK988q38LW7IZD1e8O6nAbbrad+Cjv/jef/fuHJuZdfFbE8x+beuYBWu2FsiCU0ZbqLHoD34z0zb/v+qAPUxp5z6o28EVVACFyHZlsLHHAICilYiGzAwGgDgggw0x88bQ3F/HMyZWtgRnsMWTymxH/neAqVEpPxPQ8c/dB/v+zA9X7x/4fGC75A2EaHXjV6b9Ld+YH2esMLd/Md2Mm58/FMIJrimj7dhn83vZeT0+YpZ56sdZQbep192V7040P/+z0pQW7rJQSkSB1A6Wq2Remb3FiX0GAASrGGOAjdkxAOKNDDakTAZbnSoVTGl35ZC2tsxW3AMFGteoaAa2r1tgFPnrZ/c2/VvXNpkZZc1pezcz81dtMXu3qm1KiqmewQUKrkXioe/+MQPa1TOdGuf23Xvwmxnm00lL7MfxPZqYyhUyzYEd65t+revY7/8wfbmZs3KTuWD/1ubf1ZvN99OXm1P7NC9w4KWS1TFz15jLB7c1GUlOiWTIAZD6nh452/zv2/wenPPvP7TYftdOV6ark7EMAOmsKCWi7qAax18A4o0AG4o1qBZLCOP6g9qbB76ZYYNOcvsRHc3ImSvM9lLcL8H9R98dYPv9hkGBz2fcdZB5e8wCM6BdXdOqbpXA7Xcf1TnvMYJPvE7t08y8NWaBSTUKxulkVQMk3Mv/wfhFgT52c+89xJQtW8ac+0buAIluzWqa018eY7eR5Ru2mZsO3TPoMU95MXfSaeOaFc0JPZuaZNpONgqQ8tzBtUQORtHfB30k+0IBAKRaiaj7KHlbNsdfAOKLElHEQegD/FgS2C4a0NqMHjbIXDG4bWCIwsy7DzYt61Q2xeGgjg1MstV0lYW6A2xuWeUyzNn7tAwKroUKcN562J7mnqM7m++v2s8k2xCfQQeF+XD8IvPkj7NDfv+kF/8I+nrigrWBAOyYecHlqW7Kdks292AD9bXzBkYBIFQGmxCYB5DuKhZhiqhbqJ7AAFBUBNgQd2Xi2DetYfWKYctM1a8sXpLd4q1Xi5rm5D7NAl/vjiHgcma/FqZR9SxzTPfG9usalcqbZJu9Ivqg1n8/mBz2+2PnrTEL1+QPkLjv6xkRbXu78k5UV27cbj6fvCQpJ6rubBRhVHx01Jfv5d/mmRUbtiV7UZCmNNQlkbz7KQJsANKN92JkUTLYdrkGG5TmqhgAyUGADSmtQmb0f1hrVS5vrh3aznx2Sf+g2yvFeBUsFns2rGbeO79v0POJpceOymlVVuoE1spllOwyIr0eRbXvgyN9b3dKp3QwtmTd1qCDMmfdnvbSGHP5OxNtHyU/+pkFq7cUS3aZdzQ8J8vRueGjKeau4dPNKS/llv0CiTbF02NStmUXXzaEdx/hzWgDgNLOezGyKAG2zdvz99M/zSw9w7MAlAwE2FC8U0SLIa7jDnYUJcuraa1K5pKBbUyXpjXMxFsOsL3eOjWuZq4/qF2g/FTlqYny6lm9zPDL9rG9xNxijem4M/+8wxFKmiO6NIr7Y47/d635ddZK0/XO702/+380V743qUD57cy8qX8f/Jnb10127tptrn5/kjn+uVGm5bCvzH7/G2ke+Cb+fZYIsMVmxN8ripwZCRTHEBdxZ9TGm/eiS7YrCwMA0sFOz36vKFNEN+/YGfT1zGXFOwEaQHop2WfdSEllXEWi8Zwi6jg8LxjTrn5Vc0jnhvbzns1rFgjmdWlS3bRy9Wv74MK+ZlD7eubxE7sGbqtZubwNpg2/bF9Tr1qW+fTi/ubtc/uYY7s3MYnSsVG1AsE1cco7+7WOfSpoZpgMtha1K9mpmhfun7igoleFzOLZFZ3+8lhbSiifTVoS8kR18bqt5p2xC2wmm+738YTFZtz8tYHvP/fzHHPvV3+HLBNTKeurv8+Latm8ZQmUiKZWSTfS2/ApS8wtn04rcPsBj/6SkL6N9mv2GQDSPYOtCFNEN28PDrCt2rQ95uUCAAdTRFGsiuMc+LJBbW1J5d6tatsA2bQ7hto/sHd9Od28+vv8wP0O6tTQzFy2wcxdtdl+3atFLdPrzFphH7t6pXKmX5s6UZUENqiWZZZF2QdKY8UP6tTADOlQ39SrmuV7n7uP6mT236OuGdCunolVubL5ASwNjdC6u/bDyeauozqZ/drWteWUyupSIKk4n7ef+tUqmAquA6Talcub1Zt3mOKkLLWHPNP/hn08NezPvPDLXHPjIR3s5yob/XLqUlO9YjkzZt5qG5T7cHxu0Ldni1o2s1LDKMLZ5DnA8/ZkQ3hMT0SyaELxpW9PDPn9n/9Zaffd8ZbtuTCg/RgApJPtnjL8orR3GdqxgRk+ZWmxX+QFkJ4IsKFYM0tiHXLgp3xmWXNwXuaaVKmQWSBzzlmOol7fV+bd2f1bmlciyEpq37Bq2EDTCT2bmPddJYiaFPrnzQcUGiDQQcORXXOz2GLlzpA7q38L25vtt+sHBd3Hb3mqVsg0Gz2BIEfTWhUDz1vPqW7VCuaf5dGV6z1wbGczuEN9G6i644iO9jX7T98WgRLKPW7+OmgIhDurLBYfjM9/PaLR4oYvzcm9m9lsNz/qB6Yef2s27zBvnN3b7Oc5yZ66aL2dWLV0/Tbz1h//Bn3v39Wbba84BYJRuAxS2JAk3veu17M/zS6eABsZbADSnDf7vyglovcc3dleEH34+398HxMAYkHIHjELd5qbyHNgv3hV58bVi/x44Rqnzr//0KBMroM6Ngh531P7NDfHdMsPlClTLBnZN6OHDTIj/zsg7ETRbs1q2P8fP6mrGdKhnvnkkn4F7vPC6T1sSe7Dx3e1/eP2qF/FvH52b/PNFfsFBUELM+Oug8yJvZqZOlUq2K/P6NciEFzze4xIHjMRQgXXHAquyX9eGRvU8PybacvM4U/9Zo57brS57J2JZsn64KDsBW+MN8c/N9p8PKFowb9ozFq+0YycmdvDLFURX0NJ8OiJXczNh3awQ3Pa1Ktib2tZJ/f/4u49RN9GAOnGO0imKEMOdFH3ssG51TB+PXEBIBYl44wVpYr7vDeR58DePmZl8oI2Ovn55sp9o348lXD6UbaWDGiXm6Fw2t7NbRZbKCoVfMTV960YBlJGpGH1ioEhDqG8e/7eZsyNg23m3Etn9DJt6gU/r/8dt5c5sGMD8+FF/Uyz2pXMwHb1zHdX7W/2alIjaP0rsPnP3QeH/D3KdiushFLO7OcKuPkMalCfvZJMUy5Vbjxyxgpz4Zvjw97XyRR8b9zCYl8u9Yk669VxZppPk/ZUoHW6YZt/ZiVQ3Nw9HJVFdu6+rezQnNP3bm5v25DX9zHedngy1pgiCiDdbMuOPYPN+7NksAGIJwJsKF4JjLB1b1azwG2anqmTn/YNcq9SRaNT4+rm6VO6F7jdObd6+YxeZvzNQ+z9wl1Bc+JOjWtUtP/v07aOKakqZGaY+tX8e8I9ckIXc3zPphH3VVPG2Yhr9jcfXtjX3H74noHvNatVyXx9RWQBz4Pzgpy6yvifvGBbn5b5JZSn5p3QOubdd4jZtwSt37fGLLCTSM96bZwpif5eusGkonl5fRWBZFi7ZUdQLx93b03Z6smwiBdvzzX6NgJIN9t2xt6DzXvhVq07ACBe6MGGmBWYFOr60tsXrTgN7VjfPHlyN1t+l7tcsT+myh/9pkaKyjxr55U3qgz03q9mhF0/mmKqZvin9G5mUq0EavSc1eaIvOmt4bx6Zi/zxuj55vbDO9qvW9etYkxdY3o0r2ka1aho/pi7xlw6qI3tUxaJPq1qmy8v38fUrlzBNKieZUtcFai87J0JZtn6bbb0duO2nebbv5bZTMLimFqbaJpm9cpv82xW5IPfzDRNala021ffOEyTlaXrtwY+T9X1Re8pJJNTBn7XkR1tqZEjK+9Cy9YdxXOy5i0JZcgBgHQvEXUubBRFhXK5ATZKRAHEEwE2xJ07qJbI83cFCw7v0igQYCuOslPRhEivynmDFvw491eA6aIBrU2qObpbE/sRiYHt69kPv9dGpaX6iFbHRvlloE6J6/On97Rlgnrcc/ZpaT8cCkg5zujb3LSpX9Xc8uk0U1I9dmJXc+V7kwJfz1m52dw5fHrg60kL19lpV+NuGmJLa2P1xeQlgc9TM7zm32+xtPhj7mrz+A+zzF1HdSxQoo2SYe3m3BLQWpWD34/FncHmDSwTaAaQ7iWiRenB5s1gIxsYQDxRIoq4y3HN7iyOKaKJ1LJ2ZTu9Ug3/Ha72O0HePKePnRjqDvS0qlPZNK9dKRGLmnZCZV9dc2C7QBDm9iM6Bg2Y0HAGlfW6y0zdju/RJKJMPT+NqvuX1hZG01gjzWyLh8Y1KqV8k/QU362EddILf5jRc1ebS96K34UCFE+JaM3K+dlrkpWXDeHNsIgX7/s12zP0AADSLoMtlgBb3vAsMtgAxBMBNsSswLmuKwCV6ufBymB7/4K+tuF/uAw2p7eaRn87vrh0H9uDTH3NkDiaSqopr3PvO9QG4ZRdqCEX31+1nx3OoLLel8/Mfz2HHdy+QEbZ1NsPNN9emT8VVW47fM+gSaZ6PMcpfZqZUcMGF2l5q2YFn6SHcttnf5k7vvjLDHzoJ7M+hibq7l4jm/IGK6SaUEHu0mTR2i3JXgT4UObsrBWb7Oc1PROZnQy2Gcs2Fkv5pneoQTYnhQDSTDymiDqc43OGHACIJ0pEUSTdm9UwExasK9GZJk1rVoprptQhnRuYr6YuCypH9BuqoEw2ZRbUjLDPGIqfd8hFlQqZZsZdB5nZKzaZjo2qmfu+zu2f17BGRRtUVdCraa38jVeDGjREY+ayjebdcQvtlNS29aua2fccbLM0/UqJI9GqbuWI+4eMnb/Gfsi7YxeYC/YvWrmxu3xtwZrUDOKkauYdUt8Pf68IfO7tJekOlr/350LbOzGevBlr7mmmAJBOPTAdWTFcxCaDDYm+QPfB+EV2cJsG5KH0IsCGmMvzFCQIeb8k5LApwDVp4VpzUN4Eynh55ISu5sx+621wMZySPCUU+bLKZQT+wL30n57mq2lLzYX7twqaTKXsRWWi9GyRW1J66+F7mq5Na5jBHerbrzPz+ne4yz0XrskfIhDOYXs1NPcc1dlkZkT/HomlXNTdv+SN0f+aO4/slHf7LrtO/lm+0Wb9aYiEhlOURN5MntJo845dgT6DKDnmuybYegNsmp7s+PHvFfEPsO309mDjpBBAelm+If/4p2pWZpEvcEoFAmxIoB9nrDDXfTjFfq5Km1gqUVRMpWN2lEwE2FAkZcKUuCX71FcBruIIcmlH1jtE7y6ktiF71rcfXt7XW0G3k8JMgX3ljF7m3q/+toMJ9tujrj14e//PRea503qYu4ZPN4vXbbVTUN+7YG/7vxM8qVe1glmxMfKg2d9LN5qHvp1pTurd1DTxydTUpNtdOTk2o9I7QfSJEbMK3H/CgrXmhOdG259xV0C/elYvM7BdwaEVyVbaMnc+n7zErN+ywzSvHXyx4p/lm0y7Bgw6KEm25E0I1fvb+/5yTxQdMWOF+WH6ct/9ip+Xf5tnPp242E5tDjXcYqcng40hBwDSzYqN2+z/lw5sYy6McXCYE2Bzt84AistfSzbE/Bg6vu9z7wg7rXzq7UODWteg5CDAhiIJl1QR1KKM5AukEZWNvnpW78DXykC69fCOtiS1bf0q5umRs80lA9sUCIp9f9X+5sMJi2wQLhK/zV5lP54aOds8d1p307lJDbM9e5dpVbeKvRI79LFf7JXdjy7qZz6ftMS8N26hHbrx8cTFBR5r9oqN5toPJvsGrf5v9L8RB9icnlPerL7iUBz9rZLp8hCTj7mqXvIszzu569a0YCazAuYaoDJmXm4p97lv/BnxVWrnva+A/I2HdPC9j3fSHRlsANLNirwMNl180rFVLCgRRapdHNZxwLot2YGL5t4LsygZCLChSDLCpGS7p4hS3YR0phNu5wCwdd0qtszYT/VK5WxvP78AW2HZbRe+OSHw+dvn9TGL12418/LK2IZPWWKu+WCy/XzsfP+fH/LIL2HT2b+fvtwcUEgWjgKJRzz1u70KrOEQxR1kK00ZbOGCheq517kJfTpKkkVrc0vAG4SYGqz+jE6ArSiU5RppaXRpCzQDQKQZbDo2ilX5vGMV78ULoDjsisPkb3cSSyk6FC51yCtEkWSWjWzTIb4GRO6DC/ualnUq2z6CL5zew4y9cbD54Zr9Tbv6kZUJnvLiGHNtXn8Hueq93OBaLM57489C76OpptOXbjBzVm42e972rXn+5znms0mLzWu/zzPFwZu5s2JD7gF3Kgp3YB9pRiMSQ30K/5iz2n6uJsV+Ii0JDbU9h5sM6t3uKREFkE50Mc/pwVavmv9FjqJksG139aYFSvLFYbVyCXxOhK3EIsCGIgnXmD2oRBRAxHq1qGVG/neA7SF4YMcG9gCyWlY5c/3B7eL6ex45oUtcH0893BwqtdBU1ivenWRu/2K6mbNyk4k396AG6X3vCNvHLBVRmpI6NEVYAdHalcubvUJkFu7dqra566jcwSGVy0fWgHjz9p2Bzzdsyy398OMNqFEiCiCdzFqxyU5CV+ZZwxBZxEXqwca+FAmwKw4XxdxBNQWcUTIRYEORZEY4tYcJeEDs+repY7PYjuzayJzQs0nMj3dM9+geY92WHb636wT/uGdHmbNfC53lNn7+WnP2a+PMuPlFL5vz2pqdH5Bw9zFLtYMNldRe5CrxRcn20HczA5ls4f62HZI3wVqTYCMJgm3clr89h5tC7H2s0lQqDQDh6GLdgY/mtrTo16Z2XCYols/MfYwvpyyN+bFKAzXQ1983lOAMNtdjcAhQchFgQzH0YAMQTxUyM8w3V+5rHj+pm7nvmL3MEyd3Mxfs3yqmx7zlsD0Dn392Sf+w9+165/fmld/m2Qyen2auCNw+dt4a8+e/+dlrfq77aIrt5Xb8c6NNvGzd4R+00OCHVOpL9dH4xWb03NySQ28fLwcZbiXHr7NWBQJn4dSqXD6QvfbV1MJP3Da5MthUbh2Kd9tm2wCQLk558Y/A54X1hY2UewLj9DhMeEx1Rz87ynS87duwmdQout058Q2weSeLo+QgwIa492BzZ5GQvwbEh5Mxo+D2EV0amWEHd7ATCqfefqC55oA9fH/GGwfXwaSCc9KrRc3A7V2a1jCfX9rfHN2tsWlbr4rvY905fLqdTnrmq+PM+H/XmHu+nG4HIEQjXiVtW3YUzGCT018ea9rc9LWZvHCdSQXLfXrHKbh255EdA18/+M0Ms3DNlpTLziuN6lTJbap92aA2hb5XNeFO3vpjQVQBts07doZ8rZ0SUed9zcE1gHTh9F6TWpXKxy1jyzFqTu4FlHSmYycFcEbNLnjhDyUjg80dpKMPa8nFFFHEPYOtUvnMiO4HIHZVs8qZSwe1MdUqljMt6lQ2Z7wy1t7+0UV9TfdmNc3KTdvNJxMW2xP+fdvWDbwn92pSw7x+dm/TtGbFwNePntjV/N8f/5pbPp1mbzt/v1bmhV/mFvidxz5btGy0H6YvN01rVTJPj5xtrh3azrSq6x/MK8zWQjKIjnz6d/N/5/S2zzeV3HxoB3NE10ZmgyuL6aXf5tmPO47oaM7o1yKpy5fuKlfIMKs2GbP/HoVvV3ce2ckc9uRv5s9/19iAWbiS0k2uElEdO6vHkPvvqDdAXblCpi0r9fYiBIB0UL1iubg8jjtTa8m61B2WFG+cuxUPd0A3LhlsKVSxkW7IYEORhGrw7JTH3HN0J/O/4/aKS48EAOHp5F3Blz4tawVua1i9or29XtUsc8H+rc2AdvUKHDQpUOANclV0vWdvPKRDXJfzorcm2KDD19OW2QEIRTFj2QYbNCyMstnicTBTnNy9Tvq2qm3O3beVfb38pqPd9vlfCV46eK3dvCPikzsFu0Wb4PZCSjk3ujLYZPN2/wCyE2CrUalc2ExOAChNvFm9uqAYD+6LdXN19QRWBtGBlOjBFm4KvZdavNz0yVTfygnEH28hFMk5+7S02RbKkvFzap/m5vieTRO+XEA6U0D71D7NzLHdmxR5wtbBnRqYJjUrmsO7NIr6Z7+4dJ/A5wPbhc/y+Xf15oiuLn8xeYlZvyX3KvO0xevNQY/9at4Y/W/gPs+e2j3kz/+zYqMpqdZs3mGez8sOVMmhMu4cmhx7/zGdk7h0cNu4LduMnrPabMjLNGtYIzfrMxx3oNo9JdTPsvXBgw1CBc6cg/MaFcuHDcQBQGnyx9zgIUn6GxkPJ/VuFvh87srCj0nSJYhZlgF1xcIdHIvHY+yMokT0uOdGmbfGLDCXvMVgrUSgRBQhtapb2fzvuC62P4xTdjaofT1z7r4tbWaMsi0AlCz3HB1bYEblZ79cO9CUjbJE4JQ+zUznJtXN33ceZAMSNSuXN21v+jrk/f9dvcXcPXy6OapbY9PJ1dTfHYDqftf3ga9n3HWQ+fmflUH3OXeflubgzg1NuYwyvr0oFIx75IQuUU9NTYTrP5oS+Lxjo+om03PJ2G+dFFZqiPjTwWz/+38MBNekSoXCD53c2aI97v7BBr5DvTfnrQo+sQsVOHMCdXWrVogocAcAqWblxu2mWsVMO9zJcbJrwMENB7c3zWpXisvv0r507I2DTe97R5hFa7fYrPJ0rbxxZ1eF67ONJGewBfVgizyDzZlWXthgMsQH7yCEpCsYPZrXNFWz8k8mnjuth+nXuk5SlwtA8Yo2uHZCzybm1ryppBXLZ9gSx3IZZU1mIY+j3mIqGe11zw8FsnZmLQ/OPntn7IICWW8z8+7z9RX7mqtDDHq4+v3J5uupS0tcuah7QES/NrULfN/vCv2Nn0wt9uVCsHVbdgQF15TdWRS6chzKqk25pafuQQd+nOVokJed6h6OAACpTgN9dDxw8GO/hrzPhfu3juvvVJBNF010iDD44Z9L3LFCorizoejBVjx2uQYTFXVwlXv7ZMhByUWADYVy7wPY5wKokFnW/HD1/oGvz9u3le9V3wm3HhDxFes9b/3W9Lz7ezPs46l2yMKJL+RfsZY5KzeZ9/9cFHTbwZ0a2v/b1KtqLh/c1sy8+yAb7PPr/fbI9/+YkmLB6i1BX1f1yYhqWqui6e3qqSfvjF1oSgu95l9OWRq3ybLF5cupS4O+Prt/y4h/1sk0c+wI0YtNQTy3UJlpygyVpjVzszfWu4ZhAECq+/avZfb/uZ6s3uKkrHAnoLR43VazNE17VGW7gj8E2MIfuzz83UwbDI7lfLqo5aJFyWAr6cdZpREBNoSUv3vNfzNTngSkryO6NDJjbxpsfr1uoGlTr4r57fqBtg9j2/pVfe+vLKwnT+4WcdaPMnmUqaZJpl5v/lEwA+jEXsF9HlVS8uBxXcysew4ucN+nRs42qyMYjlDcVIJy7HOjgm7z26/qtjfOzu/LVlLpIPGFX+aYKYvWRfVzxzz7u7nk7QnmxV8LTqktKfScbv0seLjEf/o2j/jn3UFoOfPVsUFXrf9ZvtG8Pmq+We3JYNviMyVXP+cE1NS+wTnQB4DSwtu0Xfu46z6cHPj68ZO6FsvvPaZ748Dny9anZ4AtOIMtqYtSol353kTz5I+zzUmei8CRcB/quQNlRe7B5gqKhnP2a+NMUaVrRmeseAshJL9YGhc1gPRUu3J5c9dRnYKmXDapWcn0aB6cZeWlYQn/PbBdsSxTqKusKk/189mkJTagsWLDNjs97Pmf55jz3/jT9l4JR4ENJ3tIgQ59uCeARmL6kg2mxQ1fmva3fBMUGAk3TEJZgS/+p6e5YnDbwG0TFwT3z3h7zAIz8KGfzPxVm+0yDft4SlD5qZ+Xf5tnnhgxy34+as4q85UnSyucV36bZ77LyzIQrc97v5phjnjqdxONhWtyG/sri60wKhd2T3tLBD0v73PSIApvr7xwNG30h6v3C3w9as5q0/XO7+26V0n0gY/+YqfDOtkaLfMmj/plpk1ZtN5sy95tymeWDUzxXr15h9nJlWmgVFi6fqsd7JPOvE3bNfXQyVzXOckhnXOz1uPt+oPaBwbTaMpiOgYVgv+WcLJX2MANZTvGIsLYWNgAW/bOyLbTX2etKtLvGjN3telyx3fm/T9LT/VEojDkAIVyB9nJYAPSy1eX72t+m73SnNW/ZcjAVWF0UKystDpVyptHTuhqOt72bczLdcF+0Q9ZuXP4dPu/ghpui9ZuNV9evo/5ZdYq07VpDRsYWbFxm7ny3Unm0L0amvu/nmGDeZ9e3N8MeOinoKvpR3bNv/IdiprYH/JE6J4y4RywZ3378dPMFWbyovXm6GdGmam3H2ieHjnH9GxeM9CX7YFvZpgJC9aa5Ru221LS+fcfaktRVaaovnjuUoG78tbDsT2amFNeHGM/r5aVad67oK/p0LBa2ECXsw6VJajtwflabv1smrnzyE5RPT9v2eSMZRvM66P+NVcOaWvqV8syI2euMGe9mnv1VcEqlQMXN53kereRPRtWM/u2DT8Z1493eRU8U7myX8ny/nvUtduKpuW6rdq03Rz5dG6wr2OjaqZmpdwporI1e5epSroBkNJ00afvfT+a8hllzT8+GdjpwlvKNmZe/vTQOlUqFPkYpDC6mDWwfV3z1dRl5vJ3Jtrfo2OCVnWrmHSR7QrcFLU/WDpQb+FQ5Z2fTVps6lapYPq18e9VXsYVuMzNPot+oIb7d3szPuPt8ncnmo3bd5rrPpxiTugZXDGC8DgqQ0jOjoDdLJC+9mxUzZy/X+uYDmyVdfPRRf3M86f3tFNK99sj+kCFm0pTdcU5HJWuRmr60g2m5bCv7LRkXa3TweUNH021GUc3fTLNTl9atyXbnPpSbjDKccW7kwpksg2fssSc/MIf9oRJ2WbnvfGnzTAL5fJBbSJaxi5NawQ+73z7d+a5n+eYc9/4M3Db19OW2eCa4/jnRpn9/jfSnPjC6JD9vW5wTTJVA/2DH//VXsXWQaKu4juUPaZ+Ixe8OT5w20fjF5mpi4IDQW+M/teW15zy4h92QmwkJYzOCZUy8NS0/8infrdlwn3uHWFvd4JrMuSRX8xZr461pb5+ZTzvjl1g3hsXephApPwabFeuUPTJcjcf2qHQ+6gPX+t6uSdz3vX244wVgc/bN6hmeyA617oSndkHIP50cSQRJ8wlnff5b9+Zv39rkJc5X1x0QceZ9KgLF4/+MCutMtncGWxp9LSjFupYWBfHdEx4iuc4MUiZ2DPYdruCn8Wdwa5jdxQNGWwIiWQ1AMXhqVO6mVGzV9uMnWlL1ptmtSqZq96bZANanRtXt1M1n/85tzeXMpl0PKEyul9nrTQHd2pgS1MLo9LVwe3rmRGu4ESklGHnHGy7+ZUEqOTzvmM626uKKv1bkRccUTBu1opNIX/Hz9cOsM870qzgGhULThUNZ9z8tYHSwp53/2D+d/xepm+r2ubK9yaFLRvQ83FGyX9wYV/Tq0Utc9k7E8wPfwevxxs+9p9ouvd9uYExvZaaEvvmOX3MPm3r2PInvaZ7t6ptqlXMP/SYv3qL6XHX97bc0evHGQVLXUfOXGl63P2D/fzVM3uZge3r2cDcPV/+bQNzcthejWwgNxI/TF9us+YuGdjGPm8Ft/xeZ62Hojp331bm6G6NA8vt54X/9DQr83oEesvE3Cd5NSuVs9tMpXIZZvOOXbZf27M/zTGNa1a0PRIBpB4ShvxL3twZzsqAL07eAJ4GLuzzwI+mZ4ta5omTu5nSzj2RMt0z2HTh76I3x9u/+xd4ptZmZvgfsynT3P03u2whPZVUdnlUt8YFhiEVxh1Tc47VikulcoSJioo1h0Kl+X4WQJxp+MFBnRoEBS5ePauX+XP+WtOzRU07rKBjo+rm22nLzPn7tTKVymcGDnqiyaR7+IQu5r8fTC4QHCqMgha6GhkpTT71ChdcE/Wyi6bk/j/9WpgnfpxtikIHfsoEU3Dyp5krw97XfcB2/HPB2W9FcdrLY8ykWw8wV7wzyYydv8a8Nmp+gfv4Bdfk7NfyM/T8nPXaODPhlgNM97u+D7p92YZtpmXtyubaD6fYYRzn7luwvFkZI5u27QxkAXZsXN3c9tlfZoFnMtjdR3Wy2XWXDcrvg1cUtauEP4ju27q2+fmf3Ndm/dadIcumnGm9KvtVgE0/o/Jgad+gqt12daL49ph/zYm9m5nGNSIbMAIkmk7in/pxttmjQVUztGPu34N0leNZL+najsXdtH3t5h1BmVTR9L8sigbVswoE95as32Y+n7wkTQJsZLA51JdWx436KBBgK+u/HSqz3KEMSN+LfK71es9Xf5t3xy0wI64ZEHI5/I553SWixX1+nuVqL4LoEGBDoRp6/ugAQLwpqNbf1bdC2TjejJxoy1RrVCpvXjqjlw1CqPxTKpXP8J3SmEivnNkzqC9aJNR/pnntSubf1VsCJYXqjRENlZEmgxr7FxdvcE0GP/yzHR7xxeQl9msFoNS77LgeTczBnRraK8bHPBM8yfXnmSsLBNfktL0jnxpaGAWRVTqrPoSzV2wy13yQPx1P1LtF/l66wWZrbs/ebTMO3dkEJ/VuGpi4K+5ecRqa4PbtX8vNt1flD1lIFGV+tK5bxQY3k0EDRcYvWGtO7d2s0CwCJI+yXB/O60WonpHpzH2irDJJ/T0srVTW9uvsVaZH85r2YluoIE83z769albxnrL6Za1Hk5FUmgZMpHsGW7jWC+VCZLC5h25t3rHTN8DmLu+UOStDX8hVBv/5b4y3FRLHu/qfuR+jqJNII1WxHCWiRcWaQ0jOFbSmtSqZl8/oGVVPIwAoKVSKOvueg+1J3OgbBgdu10ADx1FdE1NeN/GWA8yg9vWL9LP9WucHIE+NY+CnNHKCa46/lmwwd3wx3Qx97Bc7wMLLL7Mu3ga2q2evVqufngZMvHB6D3t7Vt5BbIeG+QMRTn95rM2uU/mrMtXkmgP2sJmPkZq5fKP9+UT6ZtpSc8H/jTdH5w1lSAYNFLnl02lMPivh/Poohrrf7Zq2uzJ8VnAqy3GltngHv8T19+TkmPH/ri10Cra+r4sBkxeui/syqH+oMqrPdvXXdOwIMxXx7P4tTbICbOrDGsm6vfOL6ebUl/5Iyd6Y2a7swXTPYCsbJoM0VImoO0D5ym/+xxOhhiOEyuBXRYEy8YN+j+sxonk8Nw1Zenpk4RURTvUIokeADSG5dyGDO9S3PY0AIBU55SXVK5UzL/6np80meue8vU3/NrXNsIPbm8dO6mZO7t2s2H7/2BsHm5l3H2RqVi56H5kbD8kf7KCr//ccHd3EzlB0hfSMvs1tiWEoKpE5q38L2z8vlWmKp6b1RULbRnHSdFhlM47874DARa1wAxHauV6f9y+I7IJX//t/tCXC3oEUxcXJklR2ZbKzIAorh053Cr5GcoKmANeZr461E32jpcyfUNuB+xzW6TOowPi+D/5opizKD+z879uZNgB+0ONFm8ScCtwvQ3EG2NTO4NhnR9l+oeE8+v0/toemM704nt4ak9sr889/c/uEum1zDTVwDOlQz/x63UDTqXF1U9zVOrXy/j57/xau2eLfxsB7EeeV3+eZ32evNr/PLtjftKRzB4i8mVZFvdgy6KGfzG8+vV5LvDDJiuVClIi6y5sVRPZ7H0ezXkPF+Nw9WYs6hEPvf+1X3UNE/BTnvqi0I8AGAEgrCmwom0hlmm+du3egx8Yth3UwNx1SMMAx9fYDTas6lc05+7Q0/9x9sLnlsD3t7a3qVi5w394hmuErsBdr2U/VrHK2J51KZwe0q2tO7dPczLjrILtc3sCQMo5VEunQQIWTehUcs37a3s1sYPGOIzuZb67czz5ep8bVCtxPAyNuO7yjOaRTQ/t9930eP6mrueOIjqY4PXtqdzOkQ32zR/0qNgswXsFFL1V5aLiDhlC8cmYvU5wUUFM2Y8Pq+X3SNOQjlL2a5Gdc9m5ZK6JpvAooasjF4U/9Zlrc8KX9GPH3cjsV1lu2NezjKeaTiYuK/Hz0GFMXrw/KoEsmZ2hEqCm6UtgJRmmlKcGdbvvWZtsU5uZPp9pgpXuibyR0cnbAoz8XmL7sZ0v2LvPv6s3msncmmoVrtppL3p4Q+N7sFRtL/cletuu5Fdck0fVbss2743KzOp/5aU7Y+7rfxzqJf2vMv+alX3MHD8UqXPbcNp/Mrzb1qtpKmuKm/pafX9rf/H7DILN/u+B9qyaBO4Fi/e8uZXWotN+hALGmdA955GczzbUui5sC5n7LFgn3RMp4XBrR8B0Np1If1lBe+GVOYDhRSRKuGDiSDLZQ7+No4mGhsujcF0ViLRENt099/uc55rcUDBSXFOT+IaQ07bEKIE0pHf68/VrZptvq2abSve+v2t8Gtn7MyzISBbRO37u5ySxbxpZVfPfXcnt1vUqFTDvprOWwrwo8drx66tzoCQDqpEC3vfzbvMBtDapVtBnH+lAvLE3GVPBQAR1lMzlDH3SV/u6jOhd4vOGX7WtPIvRzavZbq0qFQD8R9aH57JJ9bCDqp39WmjFz19ipneo/cmqfZqbNTV/nLWd7M3beWvPD38GTQNV0f83mHbYJsBO4e+qU7ub8//vTd6qp4+DODe2H47DOjcxNn0wL9OaJpIQnEr9dP8g0SuJgAO/vVsBWf4vVz8zbhLuoznk9d7CDgrTatpvXqmRa1Kls3hm70H4c3S0/MOs9MdY6H9S+njl0r4aBYRGfT1pisz8+mbjYzHX1lHl37EJze17gtTh6GCk4pmnEDWtkmbuGTzfn79faloM7vCeaKhm97sMpNiB8ZNfGNmDw4DczzRvn9LbTbdPJ8ClL7f9/zF1T6H3D9QkKR6WI+ll9KKPH3WPTe7Kpkl5tPw4F2SYtXGcaVc8yk13Zl+e8Ns72MNQFi1SjoIvew35l3tvdAbZCAokKjm7clm0DT9GY5MoKdE7U3X2jQp3cq1ees69Vb8twpZSR2Jbt//wUSPVOUJamtRK3P3YmlF8xuG1gkrlDk84fOr6LOeqZ383m7bvMpxf3D9oO3e+Tp3+aEwiE3P3ldPPu+X2LLQu1cvmMQEufY54dZZas22oz/pyBOJHKdmdGRRi4+WnmCvP11GXm1sP3LNBzzP23wM+KDdvMvV/lDujRlO1olzdpJaIhM9hyCgbNPbON/DKGQ/1tDLUE7qBaYRlsOtZyTzf12350DODnvq9zXxvv8JUtO3aamcs22hYr6TqMJRIE2BAS7xsA6Wi/tnXM11fsa7O+fCdBGWPK502MqlA2w550uD13WndbBnP2Pi2jzvooCp0kPXlyNxsw0LTKGw7OLyW9aEDwBKwXTu9psxPeGP2vPYkIRQdO9aplmTN9+t44J2XKAtSHuwxXJY+rN+2wTXnP3y/3AE6ZMg5lB7w7doG5IW/y6l1HdbKZhE+c1M1mVygo0rZeFTOwfT0zfekGO4xAJ9leOrEZftk+Zu2WHWafNnXMf14ZawN0ynK7aEArm7nlTCHVa6lypFnLN9rnXdgwiWRyB9GuHdrOnNGvhQ3c+nGX3qnsuUXtSnYduoOtkZZQKqvT/bh6/dVHSEEOZQ3qNVd5mUpAP5qwyHRouL/5dNKSsKVmKusb3KGeDS6f8Pxo+zxGDRtktmzfZU9W9b45oWcTM3LmSnuwruETDmXY6WREt+k9qMyzt8cssNvK2HlrzDfTlhXIEFBp1tCO9UNmFCi4Jle8O8kG2O7+8m/7tZ6XU6Zb3JQloulxfVvVNgcmaHKmXk8NR9H+zDmRi6Z8t6j9pPQedCiL7Y9hg4O2byfILu7gmuMon/LEETNWmDuHT7f7tVNe/MNe6LgszH6spNAkysvfmWi6NathPrm4f1DQWoFIBcwiDbD1uXeE/d+7PgujDEE3TcoONYjEXe6m5XOXC8ccYPNkjSpI8H9//Bs0sMVt3zaFZ+rGm1/vKe3v9OHocud35pdrB9qg4Lj5awKZlt5AioLFxUGDcpQhd2LPpuaB4/ay72mnZ57KVdVGosgZbK79g36P9vOXDmpj9qgfHNQ9M+/4plntSuaSgW2i+n3u97+2K13kKYnnv96pvn4ZbLrPYz/kDmwJn8FWcL+ri7Q6jvQP8vkH5CLNYOt734ig4L3Xcc+OtsdkkdCv1VM/85VxdiL8/47bK2j4AoIRYENIZcImyQJA6aSDqQ4NC5ZJRuqgTg3thw661FPLe1BaHBSs8Ab6/OgEW032H3YNeIgn7wAHBVXm3XeIeXvsgsB6cActnc/Vm84bDOzerKb57qr9TD1X4MXN3ZNH5ZzKEOncuEYg+OmeTKjXUyez7gDbS//paTo3qW5LVDRAokWdSoGfTRZNylV5ryaI9vNk/HhdNqitDSoqSOUEyC4e0NoGn6pXLGdP5j+duDgwJCGc76fnZxoqA/PKIW3NYz+EDp4NevjniJ6PhjU4FGzd6/bvAl+Pnrva3PhJbqBV7jqyoy0pevX3og+c0ORUhwK0Cqrq9/69NLhc1V225UyF00mxstwUUPT2nLUnr4vWm9Z1K4e84h9poEXPTx+RTM5ctHaLfS2L+jt1MnbQ47+Yf5ZvMmf2axHIKCwss0QBL508qSdVNCWLz/w02wZC/++cPmaDK8Ami9dttQGhV3+fZ4PAkZQ4+1GAVx+iKaTn7tvKBl7VZ/D76cvMxQPbJC0bRhcI/KZdf5A3cGPiguAssju++MtmjbqFOyF2Bz4m24y4BoHgiNNnNJS1m4Nfj7+WrA8ZYHMHVf9xlXqHy4YpzBuj55sZyzYGTUxVAGBpmGEXT5/S3QZvkkGZYdp3av/QvkG1oLJZx37/G1no4yjjMFy2YFE9k9ek/r0/F9oAW/au2Jrfu3/eFV81Z782zk7Y1mTribce6PuzazcX7FFX2BK4p7kvWb+1xAbYlJnmnhzq9yoqm3/c/OCegpH2YNN6972GFmJzCR5yYMIKty9x9smRUtA9o2yGDa7JB38uIsAWBgE2AACKKVCnk790p/WgfnEO9wloqOwsR6TBST1mYYN4dNL99nl9zCkvjrFX/YfkBaWuHLKHKUkiHSikPmzjbx5ialbKH5yhDMbfrh8YuOJ+xZC2dqhDtCdc4YJr4ag0+MSezWx2R7Ru+cw/gyUWBzz6i+/thz35W+BzBZ80DMI52WhSs6ItsXrgm5k2KKugxpL12wJBSPVkDBXwUvnMeW/8aVZt3GFeO7uX7a/32u/zzLqt2XY7W7ZhW1BmSMs6lW1PvL6ta9vXzF3upeXZ54GRNsg14ZYDCvwuncAVFhBWibaen5NR6Bdgc5coqU+X1s2Kjdtt+a+Gm0RDJbdy3YeTzSGukm6nR5UCOprmKwrExUOHW7+xFzKcjMQK5TJsn8pFa7fa9Vrc9Doc//xomz1UIVNZvL0KlMOG4g2uFXZS7P6eEwTT63Tqi2PMNQfuEfbvjbJ93RSAVianH3dQfsy8NUU6IfduY7f6vL/DBddkvz0iW4/F4efrBtptSNm1v/yz0mZJF4UCIppc7e61GQ8bPG0R3IFwdzZapNxZiwoEfT11qX2/Krgma7cEB2jdJfh+w5sKy5LVvtKhdhQlNcFEmdCFxesXrA7uaRrqfez3d9ivlFRCxWPdQbriGCSkIPr0Jfn9BB3bduy2A1IcVbIIIYXD2kFIuhIOAEA8uUsB431VvzDKVBtz42BTN8mloPGigJqXu5xF/Z7m3HuI7Ve2atMOG0iS8hllzbE9mpjGNbLMQ98Fl7ZEQyW+3ZrWsFMH1b/Q6WWmLEmnXCkVuAMHOqlWYCtUMKH3PSNseZMGn7x5bh/z0q/zTLWKmfaKvk5+nKCBApsVy2UESqG8QUuVdzn6tKxlAyUn9WpmBnWoZ2Ys3Rg4wVIfHQX3lHF0Vr+Wtjx64oK15sTn/zB9WtUyj53Y1QbhFMDQSa+mAmsbUFBj4dqtBU7whk9ZEjQAQieCC9dusX0n3QEPZQO2u/kb33WgEt6vpy01p/Rpbpau22rLXt0lx5u27woqAZObP51mP2Kl4JkyAd2c4JpoOp4+nO2wVqVyNriukv1N23babDcNE1HmqgKcgzvUt5MONflPmUANqmXZ8ladaEYS4B81Z1VgW9e6vOHjKebHawYEXUiI5jz427+W2aECdx/VyT6G8zh/zl9j1rmCHMrMlBs/nmrXtdaBvq9pz377hXV5ATZtt8oU9TuJdl5bBX/9sta0jfVpWTsw0Vjl2uqvd9mgNvZ9898PJpuz+rcM9GiUP+auNie9UPgwjUhLNRNF7QKclgFqQ6AMawWJla2loJnKML0U6FVm1iPf/2NqVCpn+3Vp/Q2fvNTuH+PJXVasbWG76/3m7qemYJuWN1RWp76v7dYdMFNQtbBWA2oF4dCFAa/Crum4M9j8glHaDrVf0t9sP8rUvu3zaeaxE7vFPZDuzmBTCWdFkxGyf5LWn195s38GW8HfFWooRagqsqAhB67PlZWtfdg1B7Yzi9duNV2aFm3q7gnPjbb7By9lcE5bnL/Nh2qfglysHYTkbigNAEA8dG9Ww56sqLl+MsTaQygVqQ+aBkyob536A151QFsbfHOaih+6VyOzdP1Wm90XzoPH7mXL/JTNUb9aBXN8jyb2xO1lz8TVzy7pbz6btNgGKNS/R73b/CjAql5z93saKosGFsxYtsEs37DdDhT56KJ+ZuTMFUXOrotGuEwdJ3Ckk5B+eQHLwu5bGCdLSL2o9OGlrDhn+uMx3RoHpkGqRLjH3T/Ydej8nAabKLtAveW8Wt9YcADLBW+Otxk6kZ7Uq8G1hkqoZFZ973QS7G1orkCEe6piPCmrTk3VNR23MO4gr982qAEpU247MDDp0AlAu6kEe/896tlhGm+O/teWY+ukv1KFDBus/G3W6qD7q+dWr3t+MO+ct3eg1UCkTePlhV/mBnqkaV0rK+2U3s3Mcc+NDrqfE2BzZy49NXK2PRF+/ezeQfe9+v1Jgf5hmpCpbVfbjrfBuoIa+z4Yvuxx6GO/2GnTytZTb0Vnn/rB+IW2BFb9Lg/d69AC225RJPoCTChaR9cf1D6obPZAT3asBiBocreyihS41RAhJ4NWAeiTejeNqbzcyx2UUp9TDQwKfM+131FGqkpzVZJ979GdAoMcHEc+/bsNrLt7smq7K6x03dn+vOWljsK2eQ2KCBeM0namINy75+9t20RonbovHl345nj7v51+fXF/M3/1ZtOtWXR950Jx/55dPs/NodfaKVePJHDmN5QgVAm+e9PX+rlz+F9mv7Z1Q04RVRBbr4kzwKZnlD34HH7BNb++7FUqlJyhFCURATYAAJAwOnh1n6wgcdS3ThlOjmpZ5cylg3JPrHQCo75gL/4y12bQPH1qd/PF5KX2qrgTNFNGkIy6YZC9gh2u15VTfvb4Sd3M1as3m1s+mxaYWnnh/q2DhnGoDMud5aIMO03HVT80ZXZ1bFTd/i79fvVD+mLKEvNl3olEYRRYfOykruZ4T4AiFelEywmuuTkZW87JfDQiDa5JZ1cPPfk5ip8tjLYJZ1vToJNZriwqb6aMMou+vHwfW8YbzfJ7afqwE9AK5f0/F9kPx8cTF9vSXG2zyuDyo0yyK9+dZB45sYvdljWJM1pOv7Ynf5xle/95PT1yts3m88Yx9Jq8N26BzUBUed//ndPbfDwhf4iEgkDqRakT9YvfmmDO3belDcAoyO0OmoTT/pZv7IRjh7uXohOIVTBJgxUinfCsILqGukQ6pCWZNDXZ/bmCqU4PMf19c/qh7tu2TmA6tvPeuXxwW3Nk10bmld/mmZN7N7P75I/GL7JZb7cctqc5qFNuXz1lUSpz9eBODXyzhbwBDw0AcajEWxdMznntT/vait4nyjDUsjoBJE0cdTLx3L32KocJnnwxeYm57J2J5kDXYBxlSHvlePZb+v37tK1jm/ef9MJoM8HVj1DvQe2nFTR0nr+T4eb8XdBFBGdKtLv/qi4e6YKPE1h2T5IuKnfppTLY1H9OWYDKNHYH7RXrUuamH7/Amd9QAr/gpN6b7jJtvZ/f/CP344FjO/sG7LzvXQW6I+Ee4hCu5NQ77CaZ2aWpgLUD35HYipIDAID0olImp5xJmSmfT1psDu/aKBBck0Y1Iu8npGBE2/pVzbvn9y0wkc2h0lINw1Dposp3lfnlHMB7e9LpBEzTQjV5TiV/ymb6cPwiG5D7Oe8k0qFhDZpul1GmjDmoYwPbK0hZHBrk4Kdjo2rmxF5NbQDCXSaH+FDGWKiAiwKuQzrUsxmSOtlWYFUBWSd4eGjnhranoENB1zfO7m0DTe4Ao5em68736ZHkuM8ne7IwChiECq45Zi7faA59Ir/Xn6Pbnd/Zk2G/E2s/Oud96LuCz0/rMVQG5fUf5Qe8VKrstmfDamavJtVtAO+bv5bZj8IoG0tlki+5gl9Os3M/p700xmY4RurNc/rY4Is4ATYF3EoqBQ9HXLO/DZ42DZOJ/fAJXWxJuZsyep3py3/OX2tqVykfCMAqK0uZR9oHzVm52QacNSDjvQv6hpgy6S+3HLvg7ZoI2/veEbYH6X+HtgvKMt2WnR8QUmlrKAquyXeuwTgKjP00c4UZ8fcK209NP+7OSrvmg8k2MCeaNO4OrokCwWe9ljuRVJl2yhr10nbhvM+n3zk0cHv96lmBILuClvEIsLmzxMbPX2suemuC/dx9UcjpW+f390x0QeeQzg3s359r3p9se3D6lYiqhFgXt9yUIezmDuIFDTmIQw82ZWIq01ZVBQc//mvE2dhZ5ZI7EKqkI8CGAjR2OtQOAwAApAdlCv1+w6C4HROEexx9T2WrkVwd130/uKCvzZJQGZnTVL5mpfwSLJ2gH9W1caCH1XOn9wh87+Hju9iTPtF0zQv2b2VPWFWKpMf+T98WZvP2nbYf1qD29Ww2lU5CsjLL2vs9+eNsO3VWJ8E6oVN/q3NeL1gK9/O1A2yJ662fTQtkkuQ+vwybEThp4Tp7curuTaYSRPdU12ho+VWapX57ji5NqgeCHQqsDGhXL3CC71CmjQaOaKjDSFcvtWgoAKbgp3MC7qUStpfzpv3qhFGvmUoyFWxSTzTp6cqKUmDVff6o4JpfTzSdwOrDoRN8Pb/+bWqbfdrWtc/roW9n2vJJNwWMfpudm13k1q5+VRscKy7eZvGRUNlpPFwysLXdvu89unPYk2kvBdpvPmzPoABbOJEG1xpVzzLXHdQ+EFxzS9Yk2EipFLswzv4sFLuded7qyjxyZx+pfFwTWJ//ea4dDNCjeU3bT7Ao8UcFdfX+0HtBWXQaguJwlzpqP+An1PAE7Q/DcYJrcvZr4UuGFSzzy0pVL0qHeow5KroCPcrI00Ucrb896lW1/SpD0XNU0G7Cv2vN/47vYvtY+gXYnOCaeFsZ2PuFCXJ9NXWZ/XCXtPoF4l49q5cZ2C6/xFcDadzcQTV3H8YizLIoQH/b9OHeFvx4twn3MqEgAmwogOAaAAAoyccE7t5Rfv31pt4+1Da096MBD3WqVrDlXaEa2ass65juuZkUvVyBH3FnUjmuPmAP8/qo+TbAdXS3JjYw17x2ZfvxzZX7mRY3fGnvd9heDc1Tp3S3nyuzTwa0q2uWrNtmJ8OKslau/XBKUPDqu+nL7Alyt2Y1zKXKivhgsj3ZUgng66P+NWPnrbZTctvUqxr4XVomlaQ5X991ZCebiegOsFWtkGn+75w+ga+VuTdyxgqTmVHGtKpbxXw1ZamdUKlA4fHPjzIaNvjSGT0LTFV8/KSuJjOjrA3KqsH7bZ/9FZTl5Eww3atJDfshWt4Xf51nrhvazvc1cL9+GhgR6RAVDd9wu3hgazvJsWfzWvZEWr39FJQ7+cU/AmXLmh6roJsCPqe8+EdQQNTxw9X72cDKGa+Os4Mm1LfKPWChJFOg8eoDcteztnlt+4VN8XQHYP1cPqiNefqnOTbQoO3o+f/0sBmF6s3npmCn9zan1/NR3fwnmZbGDJmjujay25WC+sqqdEqiC+OewPrD3yvsR3FNWA5X+n31+/nZwcmkgSyO8pn5+wVth+rTqSCeer1+fHF/M3rOajN50Tpzdv+WNpta+4EDHvnFluA6ut/1vR1QoX6H2jc4+4TC6ALME4UEFyNxw0dTzHOn9TBdmtQwH/r0dHMHt9zZuk5Z7+6899/GCEu8Cxs6EVGALcIM3HRFgA0AAAApT6VsKoHTyXlhJ+jxKCVyUyBLH97G8e7soR9nrCxQZiRqPO5uPn58z6Y2Y07BCpXrdm9W0w6kGDV7lTlgzwY2a2/sjUPsbQpo9W9dx/b8cbJ+NBBCAbnz80p9NdxCjcmdMl8F9Jypn63qBWfitKlXxX5411O9alnmh6v3LxBwVcbXJYPa2OCaOBP9NGF1j5u/DtzPr5ROgbYnT+4Wcp26g2qhgqWRUEbkg8d1CXw9JK9/lHo2qbxY/YV0Au68bl9dvq8dGqFsITWJl4Ht6trgpag01V2qqoCEO1jy9CndbXmY1pWClU75m0OB1OdP62H7ZinwVa9aBfPMyNlxCZw4mYxfXr6vDTaqlPqV3+fZ/mbO0AD9/975fW0G39otO+xJ+z1Hd7LTVBX8+X3OajN9yfrA8ijwIC/+p6e55K0Jpm39Kuak3s3M6Xs3N1cfGBwcbVarkp2Qq3Wn7VZB4esPamd/h4Z0uOm5h6LeWqWB04ftpkM6FJgk6mSrattxTxxOtlDZSd7pvcUhkvWwxBUYznaVoqpBv5MhpzLUTyYuMvd8+bfN6FU7gdWbt5t3xhbsYSnP/TzXdG9e0xzzzKiIl/Wq9+ITcNTFi6OfGWWO6d44qF+iI1RvRJX8OhdPiruk2l1CHC6bEbnK5ITraJdmNmzYYKpXr27Wr19vqlXLnfxTmjhvwsKoyTEAAECq0WGtjmz9glzIpf5IyrZTw/4nT+4aCBxFSkHEVnkTSb+4dB/TuUl+0/FQx51FObacv2qzGfDQT/bzv+4Y6tvsvbj9PnuVDYAo+89pZO+l0r1jnx0d6GmlQKQTpJy2eH0gSCdDOtS3GYBexz07KlAaeHLvprYv071f5ZekjbtpiA24asLj6Lm52WBPndLNtK1X1U5cdCiwPPGWA2MKSIpKpNWL8OhujW1fPPd0RKfsOhRlCVUunxn0eunxOt72bdD9rjuonbl4QH55r3ub0WCHEdcMMKlO5ePj5q+1AVonCO2XHaSprCo5V1aUk6XUvHYlG/BUEP3aDyfbIIeCpxpiUBKFChDJ7YfvaZ4aOcf2HAvnriM7mltcGXuFiTQwqXJkd2AO0VE2tAZxOE7p08yWmqebDRHGishgAwAAQKmgrKESWtVaYqhUyj3MIloKXo4eNsgGe0IF12TYwe3tEIH/HrhHkX6PO7ATaYlovNlecXk9/sJlyH11+T62/5xKhN1TP5W5p+CJeu2Fm9C4Zkt+j6n7jtnL/u8E2FTWqmw0ldkqwPXir3NtCbIm6jqlh59OWmIz7xrXrBhzcC13OTNt43OvwoJroXqP6fE0GODE5/8IBFm2e7Ji3Nx9sFJZjUrlbaZaOE7maW72aG5PwTkrN5malcoHeoPpMZSlpCCdMpeOfTbyTKtQ9Hjx6qWlrNlOjauZfq3rBA2aEZUvntm/pc2idAbMKItTgX71oXSCc5o8rUEzynRUcDGSUs1Is/6KM7imzGD3dNHSqGCJKBls4ZS+AncAAAAAxaZh9Yp2YEI4KlH99bqBQUMIoqHAw4RbDjCTbz2wxGckKrCr3nrPnNojqIy2esVy5pOL+we+Vq83PwvXhJ506g4uKsClrC8nuCaPnNDVTLn9QLNno2r295VU6l837qbBga+37QwdHNkQYtpsutC6cjfe13vByYDbo37hAxYUwHrv/L3t9GSvM/o2txNQ3z5vb9vfMRoKFvttl9ruVNarHpOh6H3xwLGdbRbna2f1CnosbcMqR1e23uhhg+3Uad337XP7mPuPiS5TSuW4CvZFQiXqoXoMRmLWPQfbgTXhaN1cUMSLGSWFN5AZ6RTkdEUGGwAAAIC40gm1X++1aLiDDKlKgS/1K1Oz9Qv2L5gVJsr8US+3rnl98tw0dTYcBR+rZZXcwJqbO/io/n2huCcCI1jVrHI2MPbl1KUh73PPUZ3sEJV3xy0ssF7vOLKT/ZB3xi6I+PeqbPn7q/azPQXVV+7aoe3MncOn2+85gV0FAj+6qK/ZvH1XYBCKOxRzYq9m9kOUjRmOc79+dqpwTbN43VYz7OOp5rgeTczqzTvM22OCl/28fVuamw7d036uYTDHPTc65GMf36OJeeDYvex7RwE29W9rVL2i7VUZ7ufcGteoGDajU0NTtMyfXtzfjF+wxjz/y1yTqrw92Ap77dIdATYAAAAAKCbeyaZeDx63l3l/3EJzcp/coEI0AbZUo6EbY+etsSWBXu+ev7d56NuZ5o4jc6fOwt/Tp3Y3p89dbU564Q/f79euUsH+7y0XvvGQDkFfK5MtUpoOrCw6DbtYuXF7UNmgO3OyR/PgqcuhqCRWwwgioWChPpTdJhr44gTYXji9hznQk6nXs0Ut8+qZvewyXvTWhODvNa9p/nd8l6Ay3u7NyhcoS3dMuvUAGyz8d/WWoOmjVbPCh1EeO6mrzchzysiLm4aGhBqIECtvIJYpouFRIgoAAAAASVK/Wpa5bHDbwAm5X4+u0qJT4+rm7H1aBqaauu3dqrb58KJ+djorwvObwqqyyxN6NglkfmZ5prGq/2LQ/UNMW556+4HmlTN72snMDvWEs49ZLsNmpipApiEYZ/VvUeBx3ULNU1Sw77S9m5lPLlaOWnQa1sgvtd4jRCbkwPb17LbmdWiYMtZQGYMfXtjP/JEX3Av3vtQUXed1cL+X/e770PFdgiY2/37DIJsVqAECbn5lvu6hEA5N902UnbvJYAuHDDYAAAAAKIFKWwYb4sNvmMXU24eachmh+xV6M9aGdmxgp8UWeOxyGWZQ+/o20Nnn3hFBATZ3ue+jJ3YtdDlD5Topc+zuo4o2iVLlqp9e0t+WKoaa7pv7O8oFDSO4cL9WhQ6d8FIg2AkGuweW+GX/KXjXqVF12wPPzW9Ii0pd/2/0/MDXDapl2X6Vb7huk/5tapsjujYyV703KfC7HfvtUTfwuUpcJ5rYhi28elYvc8NHU8zyDf7TXrVtqf8aPdjCI4MNAAAAAEqgaiV4cAGSp7JP2aEyydx97jTV1vt9N03Iff+CvmbcTUNs3zKHM1ChrOuxCiuJDCVEAlvM1K+wV4taEWf5tapT2RzcuWHguRXFmBvzs9jKZeavGydbTQFLBdk09dct1BTkKq516gTx3OvruoOU0dbcHNK5ofnrjqEFfr557crm7fP6mHfO29tUL2LfQvfU7YHt6pnMsqHXj1PqSgZbeATYAAAAAKAEUblY/WoV7P+AV6UKhWc2egMhfqWcyrZSQMivcX2mq4zXr6S3pHMHG6PpN2fCZN35Pd6Iq/c3X1+xr++QEskKUYp73dD2Rqt1YLv8TDS3c1yl1KECgxqQ0rd17aCprOGyGJ0BDXLv0Z3Ng8fuFRQELOxnJXsnGWzhUCIKAAAAACWIysUuHtA6KEgAOCpF0JvPGzMLF2TyC5poymbg8yg3w/uO6Wxu+XSaeea07qYkCNVvrqjcAS9lj4XLIMsKUeatslX1XnMPiXArFyabrMDvcG0PytxbuyV/IIPXDQe3txmLTWpWMrt359ifdTIYw2X4aX9039czzLad+QMuUBABNgAAAAAoYQiuIZRISh0VPHELN4zAL4PNnbUW7bZ4cu9m5tjuTcL+zkQ4cM/65rvpy83pezeP6P6dG1c3UxevL/R+0WTEhSoRlYbV8wc2eIdCuAOchansCuKplDNcgK1cRlkbXHN+x+FdGvlmLfqtGymuaaWlBSWiAAAAAACkkM8v7R/43Jkc6rZX0+ApmuGCXd4G+pLhCqoVJdab7OCaPHtaDzPhlgNM2xDTRr1ePqNnRPeLpJQy/76Rr4eiFl+6+835TZiNdNkzw3zP6Qe5mQBbWMnf6gEAAAAAQMT2alLDHNW1kZ2q+cew/Ab8jhN7NjVdmuQH2dx9uiIJsLkrFMuY1MymVBaeX/AxlHrVsiKa3FsSgoehSkT9+vNp+IKjZpj1EW7IQeW8wN2W7ZSIhlOytgwAAAAAAFCox07qZkb+d4BvwEdlpGf1bxn4unxG6MDR9uxdYYMtKTjjoMh2eUprY81KEw1BKE7u5ansmjD73VX72emnZ7u2g4bVs8I8jv8LrcdxylA379gZVMqKNAiwPf3006ZFixYmKyvL9OnTx4wdOzbZiwQAAAAAQMK4e6tVDjN51K9xvTuolk7tAMMF2Pq3qR3oMReNDg2rRXS/osatyrkCrO5sNk0MrV8tK6hvWt0qFaLKYOvTspbZo37VQAabVs9Wn4AsSumQg/fee89cffXV5rnnnrPBtccee8wMHTrUzJw509S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      "text/plain": [
       "<Figure size 1500x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7.5))\n",
    "plt.plot(object1_data['WAVELENGTH'],object1_data['FLUX'])\n",
    "plt.title(object1_filename)\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed3e7a7f",
   "metadata": {},
   "source": [
    "<p>Sometimes a spectrum comes with regions of bad data caused by things like cosmic rays hitting the detector or for reasons related to the spectrograph. Luckily, the SDSS pipeline marks pixels that may have been affected by issues like this. We can mask out the worst of this data by doing filtering for pixels which are marked as having no issues. </p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5c1f4cb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "object1_mask_pixels =(object1_data['AND_MASK']==0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50064aa2",
   "metadata": {},
   "source": [
    "<p>Now let's redo our plot showing only pixels that we didn't mask out.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "95d27938",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7.5))\n",
    "plt.plot(object1_data[object1_mask_pixels]['WAVELENGTH'],object1_data[object1_mask_pixels]['FLUX'])\n",
    "plt.title(object1_filename)\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a89c9cff",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "Do you notice any changes between the masked and the unmasked spectra?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04f32cba",
   "metadata": {},
   "source": [
    "<p>#possible solution<br/>\n",
    "There are a few changes at the ends of the spectra but most features remain. You might want to explain that these masks aren't perfect and won't remove all poor quality data</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05843fa4",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "Have a look at your masked spectrum and answer the following questions:\n",
    "<ul>\n",
    "    <li>What is the overall shape of the spectrum?</li>\n",
    "    <li>Where do you find the biggest deviations from this overall shape?</li>\n",
    "    <li>What is the biggest of these deviations from the overall shape?</li>\n",
    "</ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02cdc64a",
   "metadata": {},
   "source": [
    "<p>#possible solutions<br/>\n",
    "<ul>\n",
    "    <li>The spectrum is generally a bit higher on the blue end than on the red end.</li>\n",
    "    <li>There are a few big peaks above the general shape.</li>\n",
    "    <li>The biggest peak is around 3900A</li>\n",
    "</ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01c1e82a",
   "metadata": {},
   "source": [
    "<p>In spectroscopy we typically talk an object having \"continuum\" that marks the general shape of the object's spectrum. Peaks above this continuum are known as emission lines and valleys below continuum are known as absorption lines.<br/>\n",
    "\n",
    "**Exercise**\n",
    "<ul>\n",
    "<li>What do you think is the continuum in your spectrum?</li>\n",
    "<li>Can you see emission or absorption lines?</li>\n",
    "</ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a384f778",
   "metadata": {},
   "source": [
    "<p>#possible solutions<br/>\n",
    "<ul>\n",
    "<li>The continuum is the general shape of the spectrum and is a bit higher at the blue end</li>\n",
    "<li>There are several big, almost triangular shaped emission lines. There aren't any really obvious absorption lines. You might need to guide the student away from some of the noise at the ends of the spectrum or from some of the remaining hot/bad pixels.</li>\n",
    "</ul>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddd591de",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "Load the data for the following files using similar code the what we used for the first object. Create pixel masks for both of these objects to remove bad data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1a9c0502",
   "metadata": {},
   "outputs": [],
   "source": [
    "object2_filename=current_path+'/BHM_spectra/spec-015301-59314-4602374937.fits'\n",
    "object2_data = Table.read(object2_filename, format='fits',hdu=1)\n",
    "object2_data['WAVELENGTH']=10.0**object2_data['LOGLAM']\n",
    "object3_filename=current_path+'/BHM_spectra/spec-015023-59232-4555307714.fits'\n",
    "object3_data = Table.read(object3_filename, format='fits',hdu=1)\n",
    "object3_data['WAVELENGTH']=10.0**object3_data['LOGLAM']\n",
    "\n",
    "object2_mask_pixels =(object2_data['AND_MASK']==0)\n",
    "object3_mask_pixels =(object3_data['AND_MASK']==0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73156c18",
   "metadata": {},
   "source": [
    "<p>Now make three plots of the three spectra. You can put your plotting code in the cell below.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89393eb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x2000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,20))\n",
    "plt.subplot(3,1,1)\n",
    "#object1 plotting code goes here\n",
    "plt.plot(object1_data[object1_mask_pixels]['WAVELENGTH'],object1_data[object1_mask_pixels]['FLUX'])\n",
    "plt.title(object1_filename)\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.subplot(3,1,2)\n",
    "#object2 plotting code goes here\n",
    "plt.plot(object2_data[object2_mask_pixels]['WAVELENGTH'],object2_data[object2_mask_pixels]['FLUX'])\n",
    "plt.title(object2_filename)\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.subplot(3,1,3)\n",
    "#object3 plotting code goes here\n",
    "plt.plot(object3_data[object3_mask_pixels]['WAVELENGTH'],object3_data[object3_mask_pixels]['FLUX'])\n",
    "plt.title(object3_filename)\n",
    "# there is an issue with this spectrum at the very blue end, we can ignore it and manually change the y axis\n",
    "plt.ylim(-10,80) \n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d387dbee",
   "metadata": {},
   "source": [
    "<p>Let's take a look at some of the features of the three spectra.</p>\n",
    "<p>Take the biggest emission line in each spectrum. This should be the triangular-shaped line that is the highest above the continuum. What differs between the stongest emisson line in each spectrum?</p>\n",
    "<p>Take the group of three emission lines between 6500A and 7000A on the spectrum of object 1. Do you see a similar pattern somewhere in the spectrum of object 2, what is different about that feature?<br/>Can you find a similar feature in the spectrum of object 3?</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff377100",
   "metadata": {},
   "source": [
    "<p>#possible solution<br/>You might need to guide the student a bit here. The student should see that the wavelength of the strongest emission line gets redder as we go from object 1 to 2 to 3. The same can be said for the group of lines. This introduces the concept of redshift to the student</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fca219c",
   "metadata": {},
   "source": [
    "<p>The SDSS pipeline doesn't just produce a spectrum of the object. It also uses that spectrum to measure lots of parameters relating to the object. It's quite easy to access these. We can do this by doing the following:</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2e655328",
   "metadata": {},
   "outputs": [],
   "source": [
    "object1_pipeline_data = Table.read(object1_filename, format='fits',hdu=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f44dfa6",
   "metadata": {},
   "source": [
    "<p>Now we can have a look at the columns.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "04a3f6ea",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['FIELD',\n",
       " 'MJD',\n",
       " 'OBS',\n",
       " 'MJD_FINAL',\n",
       " 'MJD_LIST',\n",
       " 'TAI_LIST',\n",
       " 'RUN2D',\n",
       " 'RUN1D',\n",
       " 'DESIGNS',\n",
       " 'CONFIGS',\n",
       " 'NEXP',\n",
       " 'EXPTIME',\n",
       " 'TARGET_INDEX',\n",
       " 'FIBERID_LIST',\n",
       " 'SPEC_FILE',\n",
       " 'PROGRAMNAME',\n",
       " 'SURVEY',\n",
       " 'CADENCE',\n",
       " 'FIRSTCARTON',\n",
       " 'CARTON_TO_TARGET_PK',\n",
       " 'SDSS5_TARGET_FLAGS',\n",
       " 'OBJTYPE',\n",
       " 'CATALOGID',\n",
       " 'CATALOGID_V0',\n",
       " 'CATALOGID_V0P5',\n",
       " 'SDSS_ID',\n",
       " 'SPECOBJID',\n",
       " 'CALIBFLUX',\n",
       " 'CALIBFLUX_IVAR',\n",
       " 'OPTICAL_PROV',\n",
       " 'MAG',\n",
       " 'PSFMAG',\n",
       " 'FIBER2MAG',\n",
       " 'CATDB_MAG',\n",
       " 'GAIA_G_MAG',\n",
       " 'GRI_GAIA_TRANSFORM',\n",
       " 'BP_MAG',\n",
       " 'RP_MAG',\n",
       " 'GAIA_ID',\n",
       " 'WISE_MAG',\n",
       " 'TWOMASS_MAG',\n",
       " 'GUVCAT_MAG',\n",
       " 'EBV',\n",
       " 'EBV_TYPE',\n",
       " 'FIBER_RA',\n",
       " 'FIBER_DEC',\n",
       " 'PLUG_RA',\n",
       " 'PLUG_DEC',\n",
       " 'RACAT',\n",
       " 'DECCAT',\n",
       " 'COORD_EPOCH',\n",
       " 'PMRA',\n",
       " 'PMDEC',\n",
       " 'PARALLAX',\n",
       " 'RA_LIST',\n",
       " 'DEC_LIST',\n",
       " 'DELTA_RA_LIST',\n",
       " 'DELTA_DEC_LIST',\n",
       " 'FIBER_OFFSET',\n",
       " 'XFOCAL',\n",
       " 'YFOCAL',\n",
       " 'ZOFFSET',\n",
       " 'LAMBDA_EFF',\n",
       " 'BLUEFIBER',\n",
       " 'HEALPIX',\n",
       " 'HEALPIXGRP',\n",
       " 'HEALPIX_PATH',\n",
       " 'FIELDQUALITY',\n",
       " 'EXP_DISP_MED',\n",
       " 'FIELDSN2',\n",
       " 'FIELDSNR2G_LIST',\n",
       " 'FIELDSNR2R_LIST',\n",
       " 'FIELDSNR2I_LIST',\n",
       " 'SPEC1_G',\n",
       " 'SPEC1_R',\n",
       " 'SPEC1_I',\n",
       " 'SPEC2_G',\n",
       " 'SPEC2_R',\n",
       " 'SPEC2_I',\n",
       " 'SN_MEDIAN',\n",
       " 'SN_MEDIAN_ALL',\n",
       " 'AIRMASS',\n",
       " 'SEEING20',\n",
       " 'SEEING50',\n",
       " 'SEEING80',\n",
       " 'MOON_DIST',\n",
       " 'MOON_PHASE',\n",
       " 'ASSIGNED',\n",
       " 'ON_TARGET',\n",
       " 'VALID',\n",
       " 'DECOLLIDED',\n",
       " 'ANYANDMASK',\n",
       " 'ANYORMASK',\n",
       " 'SPECPRIMARY',\n",
       " 'SPECBOSS',\n",
       " 'BOSS_SPECOBJ_ID',\n",
       " 'NSPECOBS',\n",
       " 'SPECTROFLUX',\n",
       " 'SPECTROFLUX_IVAR',\n",
       " 'SPECTROSYNFLUX',\n",
       " 'SPECTROSYNFLUX_IVAR',\n",
       " 'SPECTROSKYFLUX',\n",
       " 'WAVEMIN',\n",
       " 'WAVEMAX',\n",
       " 'WCOVERAGE',\n",
       " 'CLASS',\n",
       " 'SUBCLASS',\n",
       " 'Z',\n",
       " 'Z_ERR',\n",
       " 'ZWARNING',\n",
       " 'RCHI2',\n",
       " 'DOF',\n",
       " 'RCHI2DIFF',\n",
       " 'TFILE',\n",
       " 'TCOLUMN',\n",
       " 'NPOLY',\n",
       " 'THETA',\n",
       " 'VDISP',\n",
       " 'VDISP_ERR',\n",
       " 'VDISPZ',\n",
       " 'VDISPZ_ERR',\n",
       " 'VDISPCHI2',\n",
       " 'VDISPNPIX',\n",
       " 'VDISPDOF',\n",
       " 'CHI68P',\n",
       " 'FRACNSIGMA',\n",
       " 'FRACNSIGHI',\n",
       " 'FRACNSIGLO',\n",
       " 'Z_NOQSO',\n",
       " 'Z_ERR_NOQSO',\n",
       " 'ZNUM_NOQSO',\n",
       " 'ZWARNING_NOQSO',\n",
       " 'CLASS_NOQSO',\n",
       " 'SUBCLASS_NOQSO',\n",
       " 'RCHI2DIFF_NOQSO',\n",
       " 'XCSAO_RV',\n",
       " 'XCSAO_ERV',\n",
       " 'XCSAO_RXC',\n",
       " 'XCSAO_TEFF',\n",
       " 'XCSAO_ETEFF',\n",
       " 'XCSAO_LOGG',\n",
       " 'XCSAO_ELOGG',\n",
       " 'XCSAO_FEH',\n",
       " 'XCSAO_EFEH']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "object1_pipeline_data.colnames"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be9554d6",
   "metadata": {},
   "source": [
    "<p>There are many columns, too many to go into here. They cover parameters measured from the spectrum to important bits of information about the spectrum such as the exposure time and the moon phase when it was observed.</p>\n",
    "\n",
    "<p>What we are interested in is a parameter labeled \"z\". Let's have a look at that parameter and its error.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "65a43e8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "z=0.36250922 +/- 5.620322e-05\n"
     ]
    }
   ],
   "source": [
    "object1_z=object1_pipeline_data[0]['Z']\n",
    "object1_z_err=object1_pipeline_data[0]['Z_ERR']\n",
    "print('z='+str(object1_z)+' +/- '+str(object1_z_err))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3eaeb9f6",
   "metadata": {},
   "source": [
    "<p>This parameter is called redshift. In an expanding universe, distant objects appear to be moving away from us. The further away the object, the faster they appear to be moving away. The further away they are, the faster they appear to be moving away from us. This changes the spectrum of the objects, moving spectra features to longer, redder wavelengths (hence redshift).</p>\n",
    "\n",
    "<p>The observed wavelength of a spectral feature is related to the wavelength it had when it was emitted (the rest wavelength) by the following relation</p>\n",
    "<p>$\\lambda_{obs}=(1+z)\\lambda_{rest}$</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0259446b",
   "metadata": {},
   "source": [
    "**Exercise:** Extract the redshift from the pipeline data for objects 2 and 3. Then add a new column to the spectra for objects 1, 2 and 3 called \"WAVELENGTH_REST\". This should be the wavelength of that pixel corrected for the redshift. Then remake your plots of the three spectra.<br/>HINT: use plt.xlim(2000,8000) for each of your plots so they cover the same wavelength range.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fd3c87c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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d+RbzBTYOvj4hmBX2060nBv/OCnqvehUzf9TaeKXP27hq6WCAdO4DPV0fePFC20KH+hVs3dZdwcd6N69qlUon2ohfDwWxUnNj1wZ2TO2yduFrv8c0/Xdz17r/Hx+9wGWtKZiZvGufbdq+JxgsPLFhRZf1qXLTmSu3WJdGlSLO69xXJ0Z83AvSSbQgXSQN7vom5P79X8wN/n3121ODfy9Yu9X1KXjS8J+CmaUnRmmj3/KNO2zM/LUueKtgOQAgvvnPzeijLqWEGJ9Lf0ZdhpsEAAB8CNTFYPq93a32HV9FfC6d3XfYxR1qu4yg23s2imn6KkmHSlujqVk++uAJOHzxFKTzK1u8iMtgU2noE2e1dNll0QJ1T5/TymWQ6Zx77dZdVjXp4Eiy427pbJ3TkZWnbXfcgnW2bOOOFM+NXbDeWtz/nW31jVYcb9oMOZjRKpe8MdnmPNDDvpm9xvb/W+5cs1xxtyz9g4J0f2q8y6hct3V3zPstACBOMuri8ys8bvlPa/VDcfqwsAEAyAwE6rKZBi0Y2O1ISypeOKebglxOg1hMvbubywBUppfuKwNQp9kaLOTT6X+7EumGVUpZqaKFgxcsXpBOalcoYZ9c28FO/7d0NBaRgnSeeA7SRXLyMz/bX77PoxLelf/stA+vaW+/Lt7gBrtQkE4+n77KLu1YJ0Wfdz/MXWt3fjLLHurTzJUI3zJqpn30x0p78fyjXcZeRrLw1IG34sOU5gJA+vkHQSCjLn38sbn0ZtTF6e+aAADkOgTq0qlJ1dL28oWtg/1tFUvnRbguvAnSIbN4ATivVPqX2w+WQSs4dEyUjqLDHVWzrOVX/iCdZ9bfW9xgLe9OWh7yuEaaVUbe/Id6WmKhQ4PIPD9uscu2u+p/U10gT0E60WAZFUoWse8HnmBlS6Q9yItHGZI9n/rJqpcrbm9deuxhf0YAyKvUDYOy58JHX/cH6vJinO67OWtc5nenBhUyfd4BX05duvuoy4PLGgCAnBC953dEVaNccXvz0mPd4ApvX86FNOKHAnQZyeBSVl3/9rVs5v3d7cOr27vMsHihwPikO7vac+cdlW3vGR6k82t+/2irM/hre/2XpbZr736btnxz8LnXf10aMu2GbXvsqIe+t7XJu0IuHGXiko1296ez3Hvd/uFMe+K7BW7wkhkrN9uSDdvtp4XrU4x4CwA45OZRM6zVA9+5vlH9wo+3eYk+65X/m2oXvDbJBSrjKaPOP2IsAADIODLq0lC0cORY5glHVrQfb+mc7e0BsoKy6rzMOmXi6dbr6Z9t3urkTH2fWuWL29PnHGV9nj840msk42/tbCc8frDfvHcvb+sGzpD/a1HNjq5Z1rWrZ9Mq9ugZLaL2HZmV9u4/eOHy4Jdz3S0W3Z4Yb3v2H7Bz2tSw67s2sM+mr3Kj7oV79t8R+fwj6lYrc6hUGQA8GvX9jBcnWPPqSfbI6c0tP/r4j7/d/yOnrLABJ9aPGKjLglhWjtq8Y0/I5yxUMHODY/7lld6Ap5dRt2LTDhdMvOK4Otb36OqZ2j4AAPIDAnVp4NdB5Fev+Eq8D9exdcrZvf/XxPWJVzKxkE25u5vrD06ZAY98Pc+NHisa8KJW+RK2bFhvlykQ3kebglYz7use8T2KFyloO/bst3jk9d335oS/3C1WH0xeYS2qJ9m23fvstFZHZGELAeQ2vy3e6Er1dfMH6nTsVN+a4aPFhxszb60bEOukOMqgzqi9+0Ozj/2DIKQ3KyweHFA/pVE6fPN/L6rst1BGBiNPpUbVv7zSu+g0ONPCtVvd97p+6Bs0cgaBOgAAMoBAXTrPZeh/A/mpxFtlsAqmdWtS2YWs69/1jXvuP2e2tOSde+3ZHxe5wSomLtkUdT6/3dElRVaYBr1QVqqc0bq67dt/wHX47b8wiWUghRu7NrA3JyyzT6/t6Nq7aN1Wm7Vyi9364cyQ6dSXZOXSidaqRhnr2riyXf/eNMsNnh6zKOR+t8aVrUQih20gv1PpvY53HpXhe90eDPlqnhvFWoPitKheJuLrNf1lb05xf8+6v3tIf6fhASMFgzTCeDzb92+ms2e/735ui9Pph5kew3+ytnXL2ZNntUrxvD9+lxUlvv5AXfpHfTXXx2oerjwGACBbcMWXBkYLQ34WPiCFRjLVr+T9jj7CBdIu6VjbXcTporFB5ZKuT7aTGld2/bLJ4iG9rFBYJ9+RxDJNJANPOtIF67wAX6Mqpd0tqVhhG/HrMnvirJbu8apJRYOBv9za79uN7093/9/es5FNX/GPrdmyy/WVWaZ4kWBGyW0fznTr5+NrO7iOxv2UZaMBL0oWLRTx4g9A7qCMpfCye2Ulez+I/PeXg31lfjh1ZdRA3W7fcXDrrn1RA3WXvjnZZT+Pu6Vzjv1IoGOXBv5R1wnRfsDR91Beyaj7bPrfbvAilfVGOlaHZ9RlRGpntv45ZmTZEaQDAODwEahLA3E64JBezau6m/+CoXDBBLvqhHoh031703FWqECBDAfg0iNSeVD3plXcLRJlhvx+V1d787dl9vzYP7O0bRd3qO3+n7s62X5fGj3rMD0e/XZ+8O9WD35vfVpVs0+nrwqZpsm9o11wsn6lklakYAFXEnx2mxr23dy17vkWRyRZzfLFbdLSTS7z5O7/a+L6wytfokjwIlAXx7pGi1Z+BSBnaHCacDv3piz7T21UemUxH/o7emRl3IL17n8NbuM/9menl39aYsO+mW+39mgY0g9dtM8j+33DlUaLNSkYNvCD6XZ5pzpRvy9ywo7dqXfhkFpGnTIgb3h/mjWqUsqu69IgQ+/vH6BC8wMAANmPQF0awi9RCdwBaVNWWzyrVKqo3dqjkVUvW9zenviXlSpaKEX5bvu65W3Cko3pnvdlneq4srK7ezcJ6SMqqwa+CA/SeVZv2eVuHv9nuf+L0GycWhVK2D2fzrZ6FUvYh1d3cBmJ/V76zWXpfTagkxX0XRmm1neSR+XS4xass1NaVsvQKMR5ydM/LLLxC9fZ/y5rS9kyMkWkLKrwPtqchLQHxZFd+yIHhvxBmmve+cNm3NvdkopHzrzLSgrSyeOjF0QP1IVn1B1IOytMxzz9gKKb+kXNLjNWbLZ/duyxzg0rRXw+PX2t7vMFJOXXPzfYlzNXu1tagbpI/cAefPzQ395iffWnJTZu4Tp7rX+bfH9MBwAgO3DVkAbvgvSBU5va8B8W2qP9WuR0kwBkknOPreluumAZ/PEsK1uiiJ3ftqat2LTT2tcrb60f+t42/jvQxXENKtjPizZYsyNK25fXH2frtu5y5aUaHEOBudd+WWpdG1eKGqRUZ+9fzVplvy7e6AL+717ezs59daJ77ruBx9uRlUvZO5P+srs+mW3ZTRes8uf67a5s+c6TG9m05ZvdY/d9PtvuO6WpDf16vhsFW31fndy8il3Tub7VqVDCFq/bat2e/Ck4rzE3n2BXvDnFlmzY7gKFvZpVcZmVd386y645ob51anBwFN/8QNku+t7I6Ywk5C3+/tc8e/elL/PJH9jb+W9gaNXmnW5E6vOOrekCcuFZemMXrLM+R2X/oDb64WDLzr2pThMeqPQHsKItmY3bdltOOO3fUc9/vaOLHRFhVO8dew4OPuQ3++8t9uviDXZppzohpaXhGXXb/x24KC2aX5shP9htPRrZWW1qhDznn6UX5Bzy9Tz3//u/L7eLO9aJ6T0AAEDGEahLw7C+BwNz/TvUtova14qpg3sAuYv262G+ILwy7aRM8cLBQJ0youauSrYa5YoFs/I8yjCIlunhOa9tTXfbsmOvK79Vtt3SoSeHHFPOb1vLvpyxOiT7rWWNMta6Zll3seoFfbLaI18fKq99e+Jyd/MbOWWlu519TA1buXlHyHNdnxgf/PvJ7xe6m0dBypcuaG09m8VPmVlW8l9wx3tn/Mg99kTInvMei7VUMSRQ929A7oL/TnIBdmV8vXRh6xSZXcs2brec4M/ojSa8fNefaLZsw3YbOXmF9T36iJDuGHLifM6/flTCHClQpx9+wv3fs7+4/xMLFbBODQ4OxBTxc8cYr1UGovqUve2jmSkCdf7S1xSBwDgdWR0AgLyGQF0a2tY51Jk+QTogfxl+dis3MuJtPRq6+02qHX5Jr790LNIxZcQlbWzFph1ukAj1GecvM33jt6X2z47UM0uy0wdTVqT7NVe/PdWVmeliUH331atYMl2lVOo0f/7qZFfW16FeBTef139dZo2rlLIO9eMrW8/fYX9G6IJd/Qjqe4hyM6SWNeUF3vaGlUJG4y8V9QJDCtLJj/PXRczsijVbK7PFcuYV/rn9g0mojzvZvW+/Xdj+YL+hkhPdb/rLjNV/aCSpBdt0zOzoO86FB9L8Zat6LpYgZ2rvH141TJ91AABkDwJ1aSA2B+RfGjHx9zu7ZmuQXgGZBpVLRXzuyxuOs9Gz19jU5f+4vvBuHTXDlatK3Qolghfaujh78qyWdnTNsnbpG5Nt0bptKeb1/HlHu9Ejnx6zyLJbeH99Z7Subrf1bGg3vjfdWlRPssEnN3ZBgb4v/Gata5e1BpVKWoNKpezmUdNtbfKhcrWeTatY27rl7KF/R8CM1M+UBslQn3mNq2Z/v4n+EYYzMjrj/Z/Psfcnr3CZi4+eQbcLMHvv9+WuTD9aoM6fYZUQIcT1z/Y9rsTfv236+6vzB7nCM+q2pTHIQVaJ5fgbHrDyDybhueezOVa+ZKKd/G8Jek78+OqVGWc0y7ZAQkJIIC38uOLvj0/bRMECaQf4tS1oUCj/QEL+bUEBTk+koxjBOwAAMh+BOgBIRTxl0qpMSn0UXWoH+wgqXexQdt7ogcfbyn92un7jlCHjZWB9fG0HF6hSQE79T2ngjBu6NLDeLara3z+Flq16ru1cz14Yl7Uj4vp9OHWlu4nKfpVFNn3FwT7yFqzdGvV1385Z424ejeS7bfc+l8k24MR6lliooHV+fJx7TP0A6oJUpcwKaqr0uHTRwllakpq8a2/qnf2nQUE6L3MxtUCdgpGaf9WklGV0h0P9gl32xmQ3OuYt3Rtav9bV0+yIPlZ6/biF661p1dJWqfShMvJ4NXrOGhvx61J78qxWVi1CuWJWm/DnxmCflpGMmrLSBeb9gbqpf4UOkPO/CctcsGpo3+YhgWt/0M4f7Hl30vI0+07LDrFsZuEloNF2t2vf+SPY5UC02SrwpPfMimO/v9+/aINcpEZN8r9ufxqBulgycY95+HtrU7ucvXZxG3ffP0f90OPfPiK12Z+9CAAAMgeBOgDIpTS4zTVvT7UbujawwgULuCCd+C/OShUt7G5Pn3OUCzL4S6H8mXvKRlNZ6V8bt9tRNcu6zBNlqqlPvjOOrmE9mlW2nk/9bMcfWdGVAmvgi/d+PxhIUmnmWcfUsI/+WGl3ntzYXdyt27rbapcv7gbJ+G7u2nR9Li9Il173fT4n+PczYxbZpR3ruCCddB9+aMALT+XSiW6goJ7NsmaQhye+Wxg1GJJZFPA65uEf3N+zH+jhBjfJqJX/7LBXflpiJzaqZCc0qGgvjFtsU/76xz1386gZbruqWCrRBn4w3QXvNFBIl0aVXF9XV59QN12BjS9mrrYb3ptmpYsWspn397B4d9X/pgYHXvECGtlBGXAK+KYWpJPPZ6xyWaj+gO7kZf+4EU2P/bcLDwXpRBl5nXzlk+FBZC/u8r+Jf+We0tdUBpMIp37WtJ8oOy1SkO6C1ybZmuRd9s2Nx7lgf0ZoWUUa5dnf/1x4kC02CSGvS+1zhmdKRpO8a5+N+bfcOTwYp+8Ev0hNztjnAAAAqSFQl4bov7kCQM5SEGzMzZ1jnj68v6LOR1a0h/s0C2bXlCtRxN1EpbWXdqwdEnyZdGdXK1u8iMtCG9q3hZ13bC17a8Iyu7VHQ5cV5WVc/X5XNxdg0AAYerlG0T3+8bGW3V7/dWmqz6uM9uq3/3B/161YwkolFrJ7T2liNcuVcAEpLxCm6aokFXUZe8rIG9itgbtgXbphu9WrWMItIwVEXv15ictWPKJsMbccv/cFKDUQiIIDKlVrWq201Sp/MKiamQMLrN68M2rZtJ9K2Rav22ZNqpZ2bVfwYP6arW7gD41Oq5F9Ixnw7sFl5flm9hp3E30mjRqq/rNqlDs4GItoGTz74yK7qH1t+78WVYNB5B/+XTYKEuQ0DRKj7TS8PHrR2q1u0Bh/v5IbwgIXWUFBZmXBqkQzrQCdn4Ita7bsCntsbTBQ5/fL4g3Bv+etTo5pNNflmyJn4Ga1WDLPUmSWpRIX37pr78GAdoTTu8Xrt9lvfx4czGfV5l3BHz/SY8hXc+3Vn5faqKvbu0w1v517DqQZ4Ar4ctqmLf8n+GODaDsN74fOz/+DQEZ/HEhtcX/8x0p33PAPCESgDgCAzEegDgDyKQVpLmhXK9Xn/SqHlSg2r55kj5/ZMuJr1Q+Wp2b54nbnyY3snUnLrUbZ4iFBgvSqVCrRLulYxx799tDItJlhyb99/fV7cULE528+6Uh74t8RbNX/1fNjD5YGn3tsTVdKqEwrlel6wbmjapYJeb2ClVf+m5Ulyvabu3qLvXh+a/tnxx6rWa64G5FSgUGVnGowEb8W94+2CYO7psjS2bX30MX4ScN/sq9u6GRNqyWl+lnVF6BKhpUR9+IFre2uT2a7bMjDcdHrv4dkZ67busueGL0wOODILaNmuKyvK4+rax3rl081EyijvADMsz8udgGWU1pWCz6n5XrbhzNdsEmf+Y1fl9pJTarYkVVK2snP/OymmfNAj+DyVfCq19M/W9nihW3avd0tu6id3kjJ4RltsfBGB/XsiKFfOQ22oMB8eKlvpH1EGWfKltWI2NkxwMm65F0uYzMte8OCRaltX8k791mRgrtt846U8/VnDe7LQLm6KEgnj34z3z68pkPUwHos/Vae/sJvIfcTIpS3RhvAJiPl9mkFRtW9ggYE+vORk4M//FD6CgBA5iNQlxYS6gDgsF15fD13UyBC2Wdnv3IwU0hZd4+d0cL1iTcjhpLXD65qb+VLFnGBFJXh/vfnJda1cSWX2eUF27KCF6QTL0jnde5fNaloir70pi3fHFO231EPfe/+b1O7rD12Rks78T/j3P3jGoSOYKvMswe+mOOmkal//WNzVm2xHk0PZbZI72d+sZu6NXAX6XUqlHTzVd91CpiptPW8Y2sG+/XTMlPw7HCDdJEyihTwCh8VWNl6uj3ar3mKPsW8ftiUlafMTGURbdq2x76bu8YFjFvVSAoGL0dOWWGJBQtYsyOSggFhxQrOejk0yKpA0okNK7plNXHJJhv1bz+IR/+7zJ/5cbENP/tQoLnpfaPt97u6uiy6XxYdDCZrlGV/Z/pZcUrg9fendfbUD4e2s2g0UMyf67eFbIfRKNjXv0NtG/bNvFSnC99+vVJfOffYGvbB5BUusNT8/tGudPSYWmVTBKGyQrTsznDhQbXUgk2rtuy0Hk/9FHk+vuDZ4Y7aHIk/+yzaIAxpxb38n00/LLxzedvgSLD+NisoOGnJRhdc8/cvmZZY4m7b9+xzfXy69pBRBwBApiNQBwDINgpItK1b3sbf2tmVhyoDSo81rlLavpi5ys5vW9N+XrTBOtQr7y40f1280b6aucrGLljvstq8UrRnzj0qOGKs3HxSQ6t759fu7x8GHW/1K5Vy/fd5pZnh9N5XHFc3UzLzvAyow6H+xLwgnWgZhBs5ZaXdf2pT++Ovza4fLbn3337H/J76IfpIvi+PXxJyX/3EpeXUltVcQG/I6c2sYeVSdvlbU2zzjkMDZUTLKIrm9o9CRy3Vhf6G7buDZZ61K5SwM176LaaAQWqueGuKFSqQkGrm0sAPZoTcP3bIGOvcsKKNW7A++FjDu7+N+NrDHVBDPpq60u76dJbbFr+dvSbiCM0K2moQmNNaHWHVyxZzGZMqa1TwTNlmel59VP7o62fMr9uT49Nsx4WvHcqIDHdHz8Y2Zt46l0mnIJ2o78LM+Pyp0fwjrTvvfUP7agvLqEulf7ZIPwhongoUn/ffg/tV6Ei6B1yfjGmVqz8/drH9vOjQdhOJP9MvIyNBHxz1NfR16nPwp9tOTFHuunrzruBxoukRpa1RldRHvtbnVJacPzAdzbZdhwJ1qX2O4kWyPusSAIC8iEBdGuJowEcAyDPCL3pVHjvgxPrub3/JogJxKtH8Y/k/1q5u+ajzK1AgwT4b0NGNgKognajEUSNVqrRTQYynzm5lM1dusSuPr+tGfZXz2ta0DkPHBAMQ8a7tI2Nsazb266Z18fQ5reyhPs1c9qMoe+ermasz7T28AKun34uh5X6HIyPBEH+QLlJppIIhym5UKbcGJFH/e0UKFnAZng2rlHLPK4jkbWMebYvq90xlzqLsQg3SISrXjaRb48r23/7HpHhc/USqFHrh2q0uyK3tv8/zv2Z4IJbUlEgs6LJGFagLX04aeCQrfDt7tStVDh/JeOg381ywuWWNMq4EPVpGXWr9pv39z84Uj6mPRn+Qzj8Yg9aRRsx+8fyjrVfz6APPPD56Qcj9Xf/2BVm/UklfO33BxRgHe0g56mvoY/4BZDbvPFTO6wXpZGMs5cP7Ay64rR9F0uIvEU4to47+6wAAyBgCdQCAuKYyyuMaVExzOl28hytepJANP7tV8H54YEHBpzkP9nRZJL2e+tmWbNjuykWV4SbK7PM6l0+PC9vVcv3VKciiIKE/605BHX9fVemR1UG6BQ/3dEE4le5qBF8v2OQF6eTBU5uGBOr6t69lb8ZYopjbKePtyLu/Cd7XQCNegGbI1/Nc/3x9X/zVPf7SBa3d4A4nN69iq7bsso7DfnTTndbqYCBawZ+03HdKk6jPKYvO3x/h6xe3sS9nrrJ3Jy13gafMor4TleU4Y+WWkMcveWOy+1+ZlsryVAn1+1e2SzWgHo0yNpes32Y3dm3gsuW8QV6Sd22NmBEanhXnD8hOXrbJzS8ajegaTv0RhtMxYfzC9cH1dM07f9j8h3oG++ZTFt4bvy1z6yDSgB2z/0522YzvXtHWOtSrkCJwpUCaytT1A4XWpQar+X3ZJiuRShaa66MuLPilgW5EXQqEZ8x6tB+rvalRgDmWIJ1s9ffll0ow7u7/i779AgCA6AjUpYGEOgDI+xILFbSvbzzOpiz7x46uVcb1UaYAYfu65e3T6X/boJEHM5/U55mCMHNXJ0edV6MqpVwGmm6ivtQ00IFKQmuUK2Y/39bFldVpZFyNliuv/7LUHvxybrZ8VgXdNGCFNzjHh1d3cP3dKVig5dD36OruFk35kok278GeNmjkdOvetLKd0qKaGw1Xfbt1a1wpRWbS4YpUvqpBPNR2ZXvt2LPfZQylNfhCy+pJKYJNma3Vg98Fy4KjZQbGEqATBf3SQ+Xcyu5TmaYXqHvlwtZusAj10+fXp1U1lwGo7VrliVqGkXiDolx3Yn23T2g9h1PGquecVya6dqvvSG1jLauXsVFTV9iwvi1s74ED9ue67da+3sFA3pRlm1wAWwFhrwRbZdvaR9JL/VPWvuOrmKaNVFYeifqf/HpWaOl8p0d/tCfOamVt65Sz7sN/Co6EqwB3NB9OXRkM1IUP8KDPW6xwQbvqhHp23+cHy9gLF4x+5qkgZnhcTP3QrU3eZdeFjcrsd/X/pqYYiCacPxsvLX1f+M1GXNLGTmxYKWrWXNHCBdwPFgAAIP0I1AEA8O/gA53+HcShu2+QBgWtvEBd8+plbMRJR9r8NcnW86mDWTjqN+/MY6rbcfUr2nNjF9ntPRulmLeCEVccX9cFs0RBMS9IJ5d2qhMSqGtXt5zLUpLPrutoR1YuZbP+3mK3fTjDjVp5aafa7uJfF+iXvTkl+LqLO9R2WT4Kbl3TuV6KkkoF6SYO7pqiLFOlx+mh16u02PPceUcH/1YASGWd8sCpTe3tiX9F7HstmtJFC7nBM+T6LvVdVqT6Eux3dHVrWSPJTm5e1SqUTEzxuiMrl3TBoeu6NHBZR+pYv+UD37nsRa2TBpVKuv71PIN7NXJBrE0Rgk8ZlVrffalRKeuHV7d3gVINdKC2ZpQCPx5tx7rd9P40+/TfAKECQdd3bWD1Kpa0Lo0quW3i5pEz7ONpf4fMp/kRSS5DThpULmVT7znJlm3Y7gJYWm7RdPnPOJeZ6jd6zsEBPLz95Y5ejYIDVoSPVKsRktNLg49ktvAgnahPwP6+EY7T6sdQEnw/+UYKav0wb21I4N8ruY1EWX7hfdSpbF/9cYaXJvu551J5XlZvSZlpmJpLRky2x/q1iJq9SdUrAAAZlxBIKxc+n0lOTrakpCSrcdNIK5BY3Gbd391K/dthLgAgf1KGkDLr3rq0rctc0gVzk3tHu87XFfjSY4frtz832HmvTrKKpRLt19u7uOCD+oKq8W+fZtGobE+j4J5wZEU3yMaP89da5yMrWelihV3ZrQJYyvxRdmDg3yBhVlI/gRq9tUX1MsHghII75UsUscpJRe2i134PCax0bVTJHj69mfuu/XDKCuvburoLCGkgEAXqFLxSxl/jqqXT3XaVnioQ16RaaVf699ovS93oser3UBlGattL4/9M0b+YF2xUGbQCtSs27XAjE2eVSXd2tcr/Bm7Vr1mFkkWCo9yml4KVF702yfUvePlxdd1jO/fsd4NWKDjn9QXpp+Xd2TeYiUy9u5vLngynrLD/jF6QarAOh/xfi6ouYK1jhLah8G0tXigD+J5PD2VHHi4FjOc9FD3TEACA3Bgn2rJli5UunfoATZmBQF0agbrZD/QI6agXAABZt3WXJe/cGxy8IjMocKT8Gw0OECv17fXxH3+7kUOTisf/D0u79u53wQoFzeTOkxvZlcfXy7H2eNmRyjR785JjXXDKGxRCmW4eZS8++s18u6B9LRszb609P/Zg4E5ZRSoBbvXgoawxUV9jJYsWcqXSdSuUsEfPaGFnvjQh+LyCgBo9VX3Z9fBlcOYEfdZG93wTzIJqdkRp+/L641J9jYLDWo8a0EIDZGSkL8eMUMBZgVdv+0F8UmbszPt75HQzAADIFATqchiBOgAAsj5Y1+ieb4MDJlzSsU6OtkcZe8poi1RSGytlP+qmMkP1S6bRhauVKeb6jFOGnDIDFYhV5mSLI8rEXVDVy3JUgFF9oWXEI1/Ps1fCMu0UkLysUx0bNWWlG5XW38+dgpSdG1Z0I7x6A0AoA3Th2m1ukIrz29YK6XvuuAYV7Pnzj7bSRQvb82MXh2SnPXhaUxvx6zJbumG7y16LVtKsLFivBLVW+eJ2SYfadnabmnbj+9Psu7lro362UomFQgZRQOoU5F74cK+cbgYAALkyUEcEKg0MJgEAQObSyLfBv31ZaznFP3pqRqmUVjf1PagBRDxHlCkWEiSKZQTjnJAZP0re3P1Ilz2oDDuN/qr+Ab1RUns2qxqcbvWWnaafiRXIFJVsP3FWS9uxe78LYKq8NlKZc+/mVV2QTjSYiF/3JlXcYBqei17/PdhXouetS4+11rXK2vuTV9gXM1bZm5ceGxzR+LaeDUMCdZ3qV7BfFm+wVjXK2AdXtbOZK7fYTe9Pd49/MGVFzMtEyyO8z778QFmaAAAgYwjUAQCAbOUv7c3qPvOQfZQ1eM6xNYP3ixYIHbTEUzUp5ciu2g6SihdIdZvo3eJQsM/r08+jrEW/vb5AkUZrfvzMlsGMSWX46ebnL2FXGfTbl7d1mXcKrkqb2uXs1zu6uL9Vxnz3p7Ps7YnLLS1jbj7B2g0d40qgAQAAYsHZcRoyWP0BAADSmV0HhHvjkjbWv30tW/Bwz5DBver5RsZtWLmUFQrbjsqWODTtiEuOjams+ZbuR7r/X7+4jfvfC9JF8uCpzWJqv8qIX7nwGFfiHe7n2060C9odCmzedXLjmOYJAADyNjLqAABAjqleNmV2FeDp3LCSu4VTSfHz5x1t+wMBO7lZysE47vm/JvbP9r12ccdD5bBpua5LA7u4Y52YyoCVFar3eGvCMnvyrFZ2/+dz7MJ2tVwp95j561xprUZ8lZY1yrib+uGbtnxzcB4a0fnhPs2tUIEC9v3ctXbmMdVtyNfzLLOoD77Pr+tkLR/4zrLbWcdUz/b3BAAgr8iTg0k8//zz9vjjj9uaNWusZcuW9uyzz9qxxx6bocEk5j3Y04oViVy6AQAAMubH+WttyfrtdvlxdXO6KUCm08AixcMG5lixaYcd99jY4P1lw3oH/9bpuKYdOXmF3fbRzJjf5/ou9V3Ar2ezKnbzyBku4Bc+/7NfnmCTlm6KOoquyoAvf2uKZaY/Hzk51YxEAAByk+RsHkwiz9WbfPDBBzZo0CC777777I8//nCBuh49eti6detyumkAAOBfXRpVJkiHPEsDi4SPnquAWrRSb2/as9rUcAG2yXd1s9JFC1n9SiXt/LaHymPD3dy9oZ11TA03yMYrF7YOPu7PCvzPmS2jvr58ySJ2YqNKdlqranbnyY0sM5zRujpBOgAADkOeC9Q9+eSTdsUVV9gll1xiTZo0sZdeesmKFy9ur7/+esTpd+/e7aKj/hsAAACQ2Z45t5X7/+7eqfdHV7FUov1xz0n2/cDj7crjDwa0+7Sqlupr/IFBf5xMAcLwYN3LF7a2Y+uUs9t7NnJBtafPOcquPL6eG4H3cB3Ie8U6AABkqzwVqNuzZ49NnTrVunXrFnysQIEC7v6ECRMivmbo0KEuhdG71ahRI+R5BpMAAABAZujZrKrNeaBHTNmkGiBDwbda5Uu4rliGn30wyBeL8ME1/L4beLz1aFrFRl7V3gXx/E5tmXowUOW813aul+o023bti7mdAAAgjwfqNmzYYPv377fKlSuHPK776q8uksGDB7s6Y++2YsWKbGotAAAA8mNZbHqpv+TwUtrhZ0cvaU2t9LRuhRJ2ONly+w6knjGXvGtvhucPAAAY9dUSExPdDQAAAMgtTj8q+siqhcICdf6x4w6n/zjF6KL1s+dpV7d8hucPAADyWEZdhQoVrGDBgrZ27aERr0T3q1SpkmPtAgAAALJLgVT6bgnPzAvXrXEl9//gXo3s59tOdANa+AN+GiW2SdXII97d2qOhXX1C6qWxAAAgHwXqihQpYq1bt7YxY8YEHztw4IC73759+wzNkz7qAAAAkJsUKpiQruCc33PnHW2fXNvBrjiuruvD7odBJ4Rk1JUtUcS+vvG4iK+9qH0tK1q44GG0HAAA5KlAnQwaNMheffVVe/PNN23evHl2zTXX2Pbt290osAAAAEBe1a3xwX6aL+9UJ8PzUKDtqJplrUCEEtkqpYsG//7fZcfaeW1r2rC+zYOPFU6jLBYAAOTDPurOPvtsW79+vd17771uAIlWrVrZt99+m2KAiVglGCl1AAAAyHmP9mtut380y54/7+iIz79w/tG2aN3WqKWpGfXRNR1s+PcL7Z7/axJ87LgGFd3t02l/Z0r/dwAAII8G6uS6665zNwAAACCvOLtNTTut1RFRy0uLFCpgTaslpXi8ZOLhlaO2rlXW3r68bcTn9vtGgQ0fxAIAAKRfngzUAQAAAHlRRvqAO6lJFevdoqodVaNMprfngG9E2fT0hQcAACIjUJcGzjcAAACQm6kkNVq57OHyxekAAEAmoMdXAAAAAIedUQcAAA4fgbo0kFAHAAAARObrog4AAGQCAnUAAAAAMoSMOgAAMheBujTQKS4AAAAQGYE6AAAyF4E6AAAAABmSWIjLCQAAMhOjvqaBfDoAAAAgstNaHWEf//G3dapfIaebAgBAnkCgDgAAAECGFC1c0D64qn1ONwMAgDyDXHUAAAAAAAAgDhCoSwNjSQAAAAAAACA7EKgDAAAAAAAA4gCBujQkkFIHAAAAAACAbECgDgAAAAAAAIgDBOoAAAAAAACAOECgDgAAAAAAAIgDBOoAAAAAAACAOECgDgAAAAAAAIgDBOoAAAAAAACAOECgDgAAAAAAAIgDBOoAAAAAAACAOECgDgAAAAAAAIgDBOoAAAAAAACAOECgDgAAAAAAAIgDBOoAAAAAAACAOECgDgAAAAAAAIgDBOoAAAAAAACAOPD/7d0LcFTVHcfxA+GVGHlDAE3CS0HeoFTB5xQqxEwFdChQxFCkD6WVCg2CVRCZQJR2BC1VVBqsIJRaQRrFgBBQFHmoAQMUiICg5VUQAoKBJKfzO517ZzckGimQZff7mdlk796z97X37N397/+cQ6AOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQcMkE6tLS0kz37t1NTEyMqV27dqll9uzZY5KTk12Zhg0bmtTUVFNYWHjRtxUAAAAAAAD4vqp872dUkNOnT5v+/fubbt26mVmzZp01v6ioyAXpGjVqZD744AOzb98+c++995qqVauayZMnV8g2AwAAAAAAAGGXUTdx4kTz0EMPmfbt25c6f+nSpWbLli1mzpw5plOnTiYpKclMmjTJzJgxwwX5AAAAAAAAgFB2yWTUfZc1a9a4IF5cXJz/WK9evcz9999vNm/ebDp37lzq8woKCtzNc+zYMfe/uOCk+5+fn3/Btx0AAAAAAAChx4sLWWsvyvrCJlC3f//+oCCdeNOaV5YpU6a4bL2SvnxuqPtfa9p531QAAAAAAABcQg4fPmxq1aoV3oG6sWPHmieffPJby2zdutW0bt36gm3DuHHjzKhRo/zpo0ePmsTERDcwxcV4AYBQ/LUgPj7e7N2719SsWbOiNweoENQDgHoACPUAkY46ABjX8jIhIcHUrVv3oqyvQgN1o0ePNkOH/i9zrSzNmzcv17I0iMS6deuCHjtw4IA/ryzVq1d3t5IUpOONCJFM5z91AJGOegBQDwChHiDSUQcAYypXrhz+gboGDRq42/mg0WDT0tLMwYMHTcOGDd1jy5Ytc28mbdq0OS/rAAAAAAAAAEyk91GnpqhHjhxx/4uKikxOTo57vGXLliY2NtbcfvvtLiA3ZMgQ89RTT7l+6R599FEzYsSIUjPmAAAAAAAAgFByyQTqxo8fb15++WV/2hvFNTs729x2220mKirKZGZmulFelV132WWXmZSUFPPEE098r/UoqDdhwgSCe4hY1AGAegAI9QCgHgDUAcBc9HpQyV6s8WUBAAAAAAAAlOni9IQHAAAAAAAA4FsRqAMAAAAAAABCAIE6AAAAAAAAIAQQqAMAAAAAAABCQNgF6qZMmWK6du1qLr/8ctOwYUPTt29fs23btqAy33zzjRkxYoSpV6+eiY2NNXfffbc5cOBAUJk9e/aY5ORkExMT45aTmppqCgsLg8qsXLnSdOnSxY380bJlSzN79uyLso/Ad3nuuedMhw4dTM2aNd1NIyEvWbLEn08dQKRJT083lSpVMr/97W/9x6gHCHePP/64O+8Db61bt/bnUwcQKb788ktzzz33uHM9OjratG/f3mzYsMGfr7H1xo8fbxo3buzm9+zZ0+zYsSNoGUeOHDGDBw92n6tq165t7rvvPnPixImgMps2bTI333yzqVGjhomPjzdPPfXURdtH4Ns0bdr0rOuBbroGCNcDhLuioiLz2GOPmWbNmrn3+RYtWphJkya59/+QvBbYMNOrVy+bkZFhc3NzbU5Ojr3jjjtsQkKCPXHihF/mV7/6lY2Pj7fLly+3GzZssDfccIPt3r27P7+wsNC2a9fO9uzZ037yySf2rbfesvXr17fjxo3zy+zcudPGxMTYUaNG2S1btthnn33WRkVF2bfffvui7zNQ0uLFi+2bb75pt2/fbrdt22YfeeQRW7VqVVcvhDqASLJu3TrbtGlT26FDBzty5Ej/ceoBwt2ECRNs27Zt7b59+/zboUOH/PnUAUSCI0eO2MTERDt06FC7du1ad85mZWXZvLw8v0x6erqtVauWXbRokd24caO98847bbNmzeypU6f8Mr1797YdO3a0H374oX3vvfdsy5Yt7aBBg/z5x44ds3FxcXbw4MHu89a8efNsdHS0nTlz5kXfZ6CkgwcPBl0Lli1bpuiEzc7OdvO5HiDcpaWl2Xr16tnMzEy7a9cu+/e//93Gxsba6dOnh+S1IOwCdaW9KelNaNWqVW766NGjLmChF8azdetWV2bNmjVuWm88lStXtvv37/fLPPfcc7ZmzZq2oKDATY8ZM8Z9+A00YMAAFygEQlGdOnXsSy+9RB1ARDl+/Li96qqr3AfSW2+91Q/UUQ8QKYE6fZgsDXUAkeLhhx+2N910U5nzi4uLbaNGjezUqVOD6kf16tXdFyxR0EF1Y/369X6ZJUuW2EqVKtkvv/zSTf/5z392n7W8uuGtu1WrVhdoz4Bzp89DLVq0cOc/1wNEguTkZDts2LCgx+666y4XUAvFa0HYNX0t6dixY+5/3bp13f+PPvrInDlzxqUxetQMJCEhwaxZs8ZN679S4uPi4vwyvXr1Mvn5+Wbz5s1+mcBleGW8ZQChlOY7f/588/XXX7smsNQBRBI141AzjZLnKvUAkUJNNpo0aWKaN2/ummqo6ZJQBxApFi9ebK677jrTv39/11yvc+fO5sUXX/Tn79q1y+zfvz/oPK5Vq5a5/vrrg+qCmjhpOR6Vr1y5slm7dq1f5pZbbjHVqlULqgvqguerr766SHsLfLfTp0+bOXPmmGHDhrnmr1wPEAm6d+9uli9fbrZv3+6mN27caFavXm2SkpJC8lpQxYSx4uJi1x/RjTfeaNq1a+ce08HXQdMBDqQ3Hc3zygS+CXnzvXnfVkZvVqdOnXJtmoGK9Omnn7rAnPqcUF8TCxcuNG3atDE5OTnUAUQEBag//vhjs379+rPmcS1AJNCHS/UP1KpVK7Nv3z4zceJE12dKbm4udQARY+fOna7v3lGjRplHHnnEXRMefPBBd/6npKT453Jp53Hgea4gX6AqVaq4RIDAMur7qOQyvHl16tS5oPsJlNeiRYvM0aNHzdChQ9001wNEgrFjx7pzUUHoqKgol8ySlpbmfsSUULsWVAn3TAp9GFWkFIg0+mKmoJyySl977TX3YXTVqlUVvVnARbF3714zcuRIs2zZMteRKxCJvF+JRQMMKXCXmJhoFixYwBcmRAz9cK/sh8mTJ7tpZdTp+8Hzzz/vPhsBkWbWrFnu+qBsayBSLFiwwMydO9e8+uqrpm3btu57spK6VA9C8VoQtk1ff/3rX5vMzEyTnZ1trrzySv/xRo0auXRf/YoQSKPaaJ5XpuQoN970d5XR6B98+EUo0C9jGm3p2muvdaMhd+zY0UyfPp06gIigZhwHDx50I4/ply7dFKh+5pln3H39skU9QKRRtsTVV19t8vLyuBYgYmj0PrUoCHTNNdf4zcC9c7m08zjwPNc1JZBGu9Tof9+nvgAV7fPPPzfvvPOOGT58uP8Y1wNEgtTUVJdVN3DgQNeMe8iQIeahhx5y35ND8VoQdoE6DZChIJ2a+a1YseKstEMFLapWreraJ3vUXlgXazUTFP1Xs8HAF0FZGXqT8S70KhO4DK+MtwwgFH9RLigooA4gIvTo0cOdw/q1zLspo0Lp7d596gEizYkTJ8xnn33mAhdcCxAp1AWOzu1A6qNI2aWi7wr68hR4Hqt5lPobCqwLCmLoRyCPvmfos5UyVb0y7777ruvrK7AuqIUDzV4RKjIyMlzTPfXf6+F6gEhw8uRJ15dcIDWB1ft4SF4LbJi5//773ZC6K1euDBqC+uTJk34ZDT+dkJBgV6xY4Yaf7tatm7uVHH769ttvtzk5OW5I6QYNGpQ6/HRqaqobFWfGjBkMP42QMXbsWDfSsYae3rRpk5vWaDRLly5186kDiESBo74K9QDhbvTo0e7zkK4F77//vu3Zs6etX7++PXjwoJtPHUAkWLduna1SpYpNS0uzO3bssHPnznXn7Jw5c/wy6enptnbt2vaNN95wn5v69OljmzVrZk+dOuWX6d27t+3cubNdu3atXb16tRtRfNCgQUGjA8bFxdkhQ4bY3NxcO3/+fLeemTNnXvR9BkpTVFTk3vM1AmVJXA8Q7lJSUuwVV1xhMzMz3eei119/3X0m0mjFoXgtCLtAnWKPpd0yMjL8MjrQDzzwgBs2VwetX79+LpgXaPfu3TYpKclGR0e7F1Afds+cORNUJjs723bq1MlWq1bNNm/ePGgdQEXS0NOJiYnu3NRFtEePHn6QTqgDiEQlA3XUA4S7AQMG2MaNG7tzUx9ONZ2Xl+fPpw4gUvzzn/90QYbq1avb1q1b2xdeeCFofnFxsX3sscfclyuV0eembdu2BZU5fPiw+zIWGxtra9asaX/2s5/Z48ePB5XZuHGjvemmm9wyVOf0pQ8IFVlZWe57cclzW7geINzl5+e77wEKSNeoUcOdn7///e9tQUFBSF4LKunPuScQAgAAAAAAADgfwq6POgAAAAAAAOBSRKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAAAAAIAQQKAOAAAAAAAACAEE6gAAAC6QSpUqmUWLFplQ8Pjjj5tOnTqd03OHDBliJk+efN63Kdw9//zz5sc//nFFbwYAALiEEKgDAAAIM+czQLhx40bz1ltvmQcffPCsefPmzTNRUVFmxIgRpiIMHTrU9O3b14SqYcOGmY8//ti89957Fb0pAADgEkGgDgAAAGV69tlnTf/+/U1sbOxZ82bNmmXGjBnjAnbffPONCVVnzpypkPVWq1bN/PSnPzXPPPNMhawfAABcegjUAQCAS15mZqapXbu2KSoqctM5OTkuq2zs2LF+meHDh5t77rnH3T98+LAZNGiQueKKK0xMTIxp3769CzZ5XnjhBdOkSRNTXFwctJ4+ffq4LCnPG2+8Ybp06WJq1KhhmjdvbiZOnGgKCwvL3M69e/ean/zkJ25b69at65a3e/fuszLE/vCHP5jGjRubevXquWy1wEDTvn37THJysomOjjbNmjUzr776qmnatKmZNm2am6/70q9fP3cMvGnPK6+84h6rVauWGThwoDl+/HiZ26vj+dprr5XafHPXrl3mgw8+cMf46quvNq+//nrQ/NmzZ7v9zMrKMtdcc40L9PXu3dttv0fHSpl6Kqd9ffjhh01KSkpQlpzWr9dH+6syPXv2NF9//bVryvvyyy+710D7qdvKlSvd8dT9v/3tb+bWW291r83cuXPda/nEE0+YK6+80lSvXt01A3777bf99XjPW7Bggbn55pvd+rp27Wq2b99u1q9fb6677jq3D0lJSebQoUP+87TOH/zgB+ayyy5z+3HjjTeazz//3J+vY7d48WJz6tSpMo8zAACAh0AdAAC45CmwooDTJ5984qZXrVpl6tev74IoHj122223ufvK/rr22mvNm2++aXJzc80vfvEL1w/bunXr3HxlkCmYl52d7T//yJEjLrAzePBgN63mjPfee68ZOXKk2bJli5k5c6YLTqWlpZW6jQq29erVy1x++eXuue+//74fvDp9+rRfTuv87LPP3H8ForRM3Txa57///W+3b//4xz9cUPHgwYP+fAWVJCMjwwXFvGnRctUkVoFN3XRM0tPTyzyumzZtMseOHXNBqpK0fAUMFfBTAFTZdSWdPHnSBR0VHHz33XfNnj17zO9+9zt//pNPPumCaFqWjkd+fn5Qk11tvwKqCo5u3brV7fNdd91lrLVuOQp6esE/3bp37+4/VwFEvTZ6no779OnTzR//+Ee3PdovPXbnnXeaHTt2BG3zhAkTzKOPPuqarFapUsVlxClrUM/X65aXl2fGjx/vBxoVVFRAUMtcs2aNO5cU8PPo2Knc2rVryzzOAAAAPgsAABAGunTpYqdOneru9+3b16alpdlq1arZ48eP2y+++MLqY8/27dvLfH5ycrIdPXq0P92nTx87bNgwf3rmzJn1YpzSAAAG9ElEQVS2SZMmtqioyE336NHDTp48OWgZr7zyim3cuLE/rXUuXLjQn9eqVStbXFzszy8oKLDR0dE2KyvLTaekpNjExERbWFjol+nfv78dMGCAu79161a3zPXr1/vzd+zY4R57+umnS12vZ8KECTYmJsbm5+f7j6Wmptrrr7++zGOiZURFRQVts+gYxMfH20WLFrnpQ4cOuWO9c+dOv0xGRobbjry8PP+xGTNm2Li4OH9a973XTLTfCQkJ7tjLRx995Jaxe/fuUrdPx8sr69m1a5d7zrRp04Ie12uncyJQ165d7QMPPBD0vJdeesmfP2/ePPfY8uXL/cemTJniXkc5fPiwm79y5Ur7berUqWNnz579rWUAAACEjDoAABAWlNWkjCvFqZT5pMwrNblcvXq1yxxTU9arrrrKb9I5adIk16RSTVCV2aYmmsr48ihzThlrBQUFblqZX2oqWrlyZX+QBTWl1HO9289//nOX2aVMspJUXtlYyqjzymvdyu5Tppunbdu2boAGj5rAehlz27Ztc1leam7radmypalTp065jpGavGr9pS27NGquqWaigRlismzZMtf89I477nDTyl780Y9+ZP7yl78ElVOz4hYtWpS6PmXqHThwwDUb9Wi/leno6dixo+nRo4d7nZTl+OKLL5qvvvqqXPsamAWoTD1lIapZaiBNK+MuUIcOHfz7cXFx7r/WH/iYtw96/dRcWdl5auKqrLvApr0eNaMt7ZwAAAAoiUAdAAAIC2rWqqCcAmJVq1Y1rVu3do8peKdAnQJ5nqlTp7qgivpEUxNT9WmnYEtgE1QFXhT0U/NY9S2n4J/X7FVOnDjh+qTTc73bp59+6ppSql+0klReQajA8rqpDzQ1r/Ro2wMpSFayr7xz9X2XrQCcAkyBx0XUzFVNgRWAUuBQN40Mq6a6gcsrbX3/S/grHwXuFBRcsmSJadOmjRvYolWrVq5/vO+iPuPOReA2ewHKko8F7qOa7arJq5rdql889df34YcfBi1Tx6pBgwbntD0AACCyEKgDAABh1U/d008/7QflvECdbl7/dKL+0DSQg/pWU9aWBoJQwCyQgm3KylMmnQaaUIAoMJNN95Xhpoy2kjcv6y6QyiuI17Bhw7PKq5+38tA2qL8zry8+UZZeySwzBZa8gTX+HxpwQdQHn0d992kAh/nz5wcFHLVN2o6lS5eWa9naZ2WnBfahp21W33CBFBhT5puColqHRlJduHChm6f75dnPmjVruoxKve6BNK0A4P+rc+fOZty4cW5wjXbt2rkBPjzKllTWpMoAAAB8FwJ1AAAgLKj5p5otKrDmBeVuueUWF/hREC4wo05NYJWppcCKmj7+8pe/dM0wS1IGnTLq1KQzMJtONKDAX//6VxdA2rx5s1uOglcaiKA0er4y1BQgVHaessIUQNSop1988UW59lFZghr1VAMWaOALBa50X5ltgc1T1cR1+fLlZv/+/eVuKloaZYEpwKhMRY8GhtDoqxrIQUEp76aAp5rCljaoRFl+85vfmClTprjAn4KeGvxB2+vtiwZgmDx5stmwYYNrlqyRZTXiqpo0e/upQRz03P/85z9Bo+OWlJqa6gavUNabymuwCQUYtc5zpddQATpl1GmkVwUpFYz1tk/0WisQHNgEGAAAoCwE6gAAQNhQME4ZVl6gTn2IKWOqUaNGLhvNo2CaAlBq7qqymq/RO0v64Q9/6JahwE5g81TRczVyqoIzXbt2NTfccIPL5ktMTCx129Rfm0Y+TUhI8PvPu++++1y2lTK+ykvBQWWiKQjZr18/1y+e+p0LbG6r0U0ViIyPj/+/M7mGDx/ugp8eBS213pL91sndd99tFi9e7IJm5aGmxxrVVSPZduvWzfXbp+Pq7YuOi46ZAoBqUqrXTfuWlJTk5mvf9bqqPzoFFUtmzAVSQHTUqFFm9OjRrs85jeCrbfX6LTwXek3/9a9/uf3W9iloOmLECBf49SgbU9sJAABQHpU0okS5SgIAACDkKBtPAbl33nnHDbxwvmlACQXDlImmYNqFpL7fFMBUtp4G+7jUKdNSwV5ldJa3eTMAAIhsVSp6AwAAAFB+K1ascANTKCtMI4yOGTPGNQFVht2FoGa1yuIrb5bc9+E1F1UmpEbX/dOf/uSak5bMXrxU6fXRsSNIBwAAyouMOgAAgEtIVlaWa765c+dO1+RVo41OmzatzCa3oUyj6Q4cONDk5ua60WDV1116evoFCzoCAACEOgJ1AAAAAAAAQAhgMAkAAAAAAAAgBBCoAwAAAAAAAEIAgToAAAAAAAAgBBCoAwAAAAAAAEIAgToAAAAAAAAgBBCoAwAAAAAAAEIAgToAAAAAAAAgBBCoAwAAAAAAAEzF+y8Mn1pxX0eg3wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x2000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#possible solution\n",
    "object2_pipeline_data = Table.read(object2_filename, format='fits',hdu=2)\n",
    "object2_z=object2_pipeline_data[0]['Z']\n",
    "object3_pipeline_data = Table.read(object3_filename, format='fits',hdu=2)\n",
    "object3_z=object3_pipeline_data[0]['Z']\n",
    "\n",
    "object1_data['WAVELENGTH_REST']=object1_data['WAVELENGTH']/(1.0+object1_z)\n",
    "object2_data['WAVELENGTH_REST']=object2_data['WAVELENGTH']/(1.0+object2_z)\n",
    "object3_data['WAVELENGTH_REST']=object3_data['WAVELENGTH']/(1.0+object3_z)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,20))\n",
    "plt.subplot(3,1,1)\n",
    "#object1 plotting code goes here\n",
    "plt.plot(object1_data[object1_mask_pixels]['WAVELENGTH_REST'],object1_data[object1_mask_pixels]['FLUX'])\n",
    "plt.title(object1_filename)\n",
    "plt.xlim(2000,8000)\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.subplot(3,1,2)\n",
    "#object2 plotting code goes here\n",
    "plt.plot(object2_data[object2_mask_pixels]['WAVELENGTH_REST'],object2_data[object2_mask_pixels]['FLUX'])\n",
    "plt.title(object2_filename)\n",
    "plt.xlim(2000,8000)\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.subplot(3,1,3)\n",
    "#object3 plotting code goes here\n",
    "plt.plot(object3_data[object3_mask_pixels]['WAVELENGTH_REST'],object3_data[object3_mask_pixels]['FLUX'])\n",
    "plt.title(object3_filename)\n",
    "plt.xlim(2000,8000)\n",
    "plt.ylim(-10,80) \n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd423d74",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "<ul>\n",
    "<li>What do you notice about the lines you previously looked at. Do you still see the same changes as before?</li>\n",
    "<li>What about the big line in object 1 that has a wavelength of roughly 9000A before correction for redshift? Do you see this in the other objects? If not why not?</li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "329b0b98",
   "metadata": {},
   "source": [
    "#possible solution\n",
    "<ul>\n",
    "    <li>The lines should all now be at the same wavelength regardless of spectrum</li>\n",
    "    <li>This line isn't there in the other spectra. This is because in these spectra it was redshifted beyond the wavelength range covered by this spectral observation.</li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc371737",
   "metadata": {},
   "source": [
    "<p>Below is an example spectrum of a quasar (credit Vanden Berk et al. 2001). On it are marked several lines that are often prominent in quasar spectra. Which lines to you see in each of your spectra?</p>"
   ]
  },
  {
   "attachments": {
    "fg3.gif": {
     "image/gif": 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tAA36EBtFaRCmYAl3OTaOCXBlWTL5IAbIEJfBsjlb8HJxaDuw4AeGqRmqMH/BhRnuYANd6TalAJtkGZn/0A642Zvgwg51JpzrEgYPaJy5UQbAkJsDAQ+4uZY3Qwe6QHubgwYzF4cZ/rQCmhkzbXB3kOkZa1Cd1HUzeKCPA9EZo1AFNBkHiRaetzEHuNAZrOAE+cVwYJifg7efX8ifwxYFrjAsN3OIAyqgXVlM2HVMBGowC5qgOdOgEOqGo4OgEfpLB3pM8VKgFuqgO3OIDfF8GkqhBsqhxJShF/qgtLJunWOiJPoz/lKhE2eDIYqhI9qgLzqiN7qhOYotIHqigjihNKovh3gPPiAN7xekIspw8dI5NvihONox4HKIrbKk+LKitGIPgVal+DKlULouzxcaNphr9belAvEJZICGQGoRoRAG+5KeHsSFcPqmchqGtLIPdkdzx/QuRWMue7qheuqmCLot7dWn/oHKp4Cap4ZaLQbBS4n6p+pCqHmaQc4GqUfTqOaiIkeaNJbqp7oyESqyqYVqEWrACNgFqogqEilDqZqahaxzqoEqqa4aq92lqkvTqal6qEfjcLJqLXhaqdDCqH6qq74aLC+QjMhXNLA6rDTxqax6rIgYNEsjrKsqEbcaLZ6Kq0rBrC6hrQPBDtMGrNuKrdeapoNKd9oimqqXprgCrstqrsGiCl+gE+u6bJexD6kQBdgKfWeYMkUZM/1qMv/Kr9LirwMLsAWbMrw0BbJwpIuqhekSh2fYsJzHLBCLLBVLsRYBK5bxeBHroB17sQ/rsPM6sa7BsRYrshIbkil7oSub/i2YoSsfi7Ieiyy6AiuYAbIjq7Iz66Ymi7Ekm7MXahlmMAk/27IxuxAa26osu7PpAiv+ACtGe7JIy3kwK7W4urEyG4dJ27MhO7VuWrXMUrOch7OYwbVAmy2dAbaukWs+MA0YZLXP8rIi2xlme1wSAbUOmng3m7FTK7a0YbZ0O7dKi7aDm7ToEAFeKyyPByuBm7ilsbh9S2+u4bQ2W7hTC7lfuxCjIAWch7nGoRCwYIcJahAM60Ej2TQjykGnC61+GitIgGqQyLqBmrq027r6Amurm7umu7t0qrq867u9W7uza7vYArzGK7znirxHIxBxUAkFS7zagru/6595Sr3L/nu7yluZw1u82euF25u8/Qm9/SADx9Cy3Au9z3u+6gu+2CK9wRu+5zsPE5C+7Bu91sur9+u99TsQp2AGmdq+C3EK7BluXGiSBnzAsWIEuYDADNzAsuvAEBzBEvzAE1zBInQzq2uSN7MGFTbBGWzBF3zAH7x3IgzCDTzCBdEPQGAMsqa7FGzCS9O9P+O+NDyi7aCQx1TD6Js0FozBwssP/dsz7tsP/GAKYeBt4ZkPSHwuwAU1TczE+tIPT6xBUQxclvEEr9CpXSnFKErFHQrFX+zFPUMyuaWhLWYtZNzFXBzGazzGYOzGYuyiolHGW0zH1NXGP5PGYXzGcIzHM6PH/n1sx5gjyG+cx4X8x4fcEIOsxoQcx7LiC88QEfswNIBsyLJRlJWMyI5sxpR8yJzMyF3Mx+uSyWbcyH5cyqC8x6Zsx6HBD43syqncM/hQCudwD3H4yWzMynMcyp18yaH8yqssLYu8M62sy7KRWwbRCJI8NMUszKKBybu8x70syjPTzGgczXCsDFU4MzdjzeAiCnaYJy8Mw+SseE5AhuWczuq8zuzczu68zlw8wu88z/Rcz/X8v/acz/Bcrfo8z/IcTPcqoP1gg/pLvwaNv/C7v9U1BEc4xfqZ0Add0Lzq0PkbeBbdhRcdp+9bvBQN0Qi9vhGd0XP60OtLNbGr0RSM/tIVjdFk09Ec7dESHdMivdEKLdMs3XeQ+X4O7dI1PdMpPdIrrdIJbdJA/YU8PbBH/dE9fS1LXFsCcQpU8HzdRcJUfbw7HMM7rA9yF7subNXfe70709UyPM6ou8M+XNVjrcNeXb1mXdZfzcNtTdZyDWssmb1nvdZgLcTTmzNizdd7HdZ/rddo7deDDdgb2tfIUpY5HNgzPKJqvdiHzdjc7NiUjb2RfdkI+tiEndmV7Swi09kWAQt7Kdf9PMFUgM6lndqqvdqs3dqu/dqwHduyPdu0XdsQDAtb8EFcLdlY/da9zdYWMQVNWdQgrdQhfdPEvdRCXdw2vdzKndzH7dzR/g3dxl3dzU3d103T063d1u3TQY3d3g3T4c3c4/3c3J3dJG3e6b3d693dyH3e5S2yEJ0Kuc3Sbg3c+J3X+g3X23sEahff7i3dAQ7e793e6P3d8F3gCG7gAH7g4q3gDy7gDk7eEE7hEt7gGF7h6r3gHB7hBH7hGs7eHW7hH17iwQsLFnnctu1BloEEXLfiMB7jMs7a/zzjNn7jsVbjON7aOr7jDtxeopDivdR3iJ3f/G3kv80tVVCQSX7k+93kUH7fTy7lTl7lUc7SRT7lc83bVH7lWW7lF/3lNi3mXV7mW17YSG7mZH7meA3mcs2Faw7nXI7lc77mqwvieE7gdm7i/gzO0p1BC08wLJ2Bh3me4IWeG0QAaT/r4YbO5yO+4Yze54f+6CIe6ZQ+4I2e6ZLu6Jbe6SSu6Zc+4ZD+6ZsO6p4+6qhe6aQe6j6arv9AClfgbLCSrILjhXwH1lFj6+B76wOxBG2Ht/yd67U+7JAjkxsk7MVO7Mi+7MFy7Lj+7MHe7AjN673N7Ik97bue7c9rEM4e7d7OLN1e7dKu689L7ekS7m69k+guu+qO7dsOrdYO7u6O0Nw+78ZO7/AO7fJ+7+SO7+te7/w+l/+e799+7v5+8AHvkwO/8Agv8A2v8A/f7sRkC65G68fs48PrBAvs5hhfzz3e8f388TkO8iRf/toiH8ImfPIhX+csj+bsvOcunzSoMNoDC58lPxAufvM6v/M83/M+//NAH/Q/3w+0QAXUDJWCzdmYDdlK3/Qi0Sr4IAW+gDJ1vdlMf/VWLy0Gd9dYb9hOn/VEsfVUzvVgLzNe3/VJry1i/8Jkf/Y4sfaaHfagrfVz7/ZKWfdmn/Z0v/R7//V3z/d/7/cxYXBcY/eD7y5w/0uFn/dAE/hqj/dV4W0YIfmLH/mKb26Tj/iaH8WXD22ZH0yV//m/ciK2EOis639+DPIpgwQaKfSu//qwH/uyP/u0X/u3QgpYSGsw3+Ze7kGImY/Vtvtp3fK8r+ZzLucx3/vJb/zLz+Zj/o38xU/nzS/8V8380U/9vm39z0/8Kx3n3F/9zn/qqp7qbu79pk7h+gDVtKjzOMkEzanlts/AKh//8g/D80//Pn//c47A+u/x35/9APHP3z+CBQ0SHHhQ4UKGDR0eTOgwYsOJDCsuTHjKi8WLDz1+BBlS5MEktgSORJlS5UqWLV2+hBlT5kyaNW3exJlT506ePX3+BBpU6E5XXVJ2hOgRqcGlBZsi9NjP4JNZCqU+fHoSq1KuW71K7Ar2K8WwZMdaLIv2LMa0bNcqzBq3Ldy5Sd/aFZvXrF61fN36pXuXad3Bgp0SPmwYqmKtgPHuhdw38t/JgR0Xvpw4M8Grrqww/uRnFfHizY0rPzZYZRfB0Izluh5tWvJsyrQtn8aMW7Nu0rxl1wZ+2zbq4MSFF889PDny3cqbM+/tPDr038etG8e+/Lr27M+3e+8+/bv48NXLvy6N3rd6gq2MFrx6sF/WoTT1QYG1r/5+/v39/wcwQAEHJLBAAw9EMEGdWnlCoKX0U9Alff6JwpUIQaLvwgx32lCnDnP6cKUQqYNpxPEwfMnE8j5SkTsXRWJPpRhPnBGlGl8kD0fzdLwRPB4JEyWMfyB0qLX0YuuRvH2oMGlC2J4sLb71kIxNSul29BE+Khmzkrok/+mSxqiq3NKhMMs7U8c0s+SMTC7dNBPOhtbM/lHLh+gEc8w75WQITz/1jHNPQQMldE5ADZVPlSgKIrKg0PwxsrmLKpqUOEqFqzS3gYycQhYnoboUtUyfCzW5UdsUFVNVU2U1uS5LFSgZNyyl1aBXayUVV1RNXZVX1G5dDtbogM3V1l4lFY7Y6SpS9jdmjx0WWtmaPTXPVptrltpkt7022l+5dRVcZL8lN9xysRXXW3PXRfdcddttM59/YBmDNWPlZfNCj5CgxVp9//UJlykAJrhggw9GOGGFF2b4n1OqsFO+hj8yIpeJL4bxH1uawLhjjz8GOWSRR64P0lPCOLMfqfQ5M6GlXDbr5RxhVmupCZ94JdLCZN6RZrd4/gY6ZqFrHvrnogO7yJUrhpy56Z6dDppoqY2eGumj7Yqaaq2trhrrq3f+OrGsud7a667BPlvssBcb2+yy0X5b7bTZXlurtuEmO2+39cZ7b7/7BlzuwkSpFx8rWzSYHydWI1lkXTjeCRhZmmm8cssvxzxzzWtKZVGL+sGnzCmhxMifIWoh/covVxdd9blcaTA6V+KYyJ9ufDDvojAOkEEKBoaQ559UBGm5dS+NFzP145VP/kjmz0Me+ud/nD5f1quvM3sstb/eee91O4WKTzkaWR8rZtF584RjyWK6cyaY5yA13hApDQIqIcgTAFZR/BT1/wdgAAU4wPVRQXsjowLj/ghYsH7cwgkOgUIkmIIBdISkEwsoQ0Hu4YAkqMMC48DTAkU4QhKW0IQogcUWPpK+5o3uewqZgi7G5zrsbc+G3XOhb6xECyZIDEz+OEYJ4qMJKoTuIaEJRwEiEDqp8IMIEKgCGRq1vBdSMYc0rGILsXhFK27Ri10EoxbDKL0skpGLYkSjGb+YRu6oQoX+2twRcKGjE9ZHP7MwIEbkJYN+EQQEwHhRIQDgh4MAAgAdqAdCWFhHRjbSkf3B4RqFEkkrwkILornchJAgi0ciyBU91FlEOMGDf+SDFi+YoUNA4IF7/IMfUrmHLwBwh1110pa3xGUuGSaKS2IkhAu7yj6q/sALXQqIF0eo5UEekI1/6AAVIqFAEhKCL0IoYGDFxGY2tbnN/oSGFrFbiH7SR0k25is+oSlCLNQ4RuqVsZ1nLA8+biEF84QOEGxgRgXmEcqGQMAI/zDiP44RAQo4wIfutF703inJhbIzoTUk5zrLyT2FPhShFIVoRTF60RtqtKNHLAgprtClRslLSsKSTbVUKi2USmkJrWDauHw1U5nWNDor7VZKWaorZyVlIqrooaPgiI9wXEALgPhHKxtVkdDoYwYN8EYp/YENEJgiEAB4REDh2NNg8RSnNL3pTrs61mKVdVleFatZuarWr9pUpzlFaVzRCte5gvWtdpUrWc+q/te17pWtafVrYPs62LaGNaetsYVRTGoQfiCuYE6wGDfrow9f3EAWs5CFLWhxi1mgzpVgwkIAwgGjUQhgBInQxRga0Il9vEMCCJCEZGU7W9rWNmMEQUUeD6qyxiGhKrb9STigsAQuOIEJTKDCFD5jkD2MgR+vDMk+wJEJK2SBD8zsxz7M0QgsLBK43wVveG/ZD1pQAboLuUqm7iY4vrH3b0IFqBR+Aaz10m1udqubz9pr37jxd7/4LQw+7EGQVv7DSQnhBzw6gA0jAusqV8mHfu4x4FISJJX6fa9/Mwzg/nL4vxgOnIZD7OENg9i9IzaxiE+8YhW3mMQohlp+Y3zf/hS/mMU2dnGNdTzjDu/4aT+uL46F7OP6gk5jsWOWSR0boYH4Vrw+gVBHSAEEfPgjRJFK75O1vGUun5AUyz2KRyPKWDCVpCNjtig8GzrRj2LSwP54sFClMQH0edc8RtKPidG8UTWnmaF+diif/yzoQLe5z4Rm854NPehFF1rRj/aoPsLnEK2GTCpMAGSXPdINNYwEumEKRhwQ0InPrmQfUknTkjW9ala3ekAZ2UjpLlcSVzOkFgDgRkzeAIh11NrXvwb2AIsS5owWmyBUSbSYlW3sgsziAKSoMXzZso8Cl8bOyXT0sjkKaWYzmtvb1vahG53sbme73OQG95v+4RnQ/pxIYcPEdqtfgQBPPCUrpx5UQ6691WD329//ro97jGUVVSfoPvkB9kD8sQoAqMKGx7HSLxkDcIpX3OIyYZCDGjJFj02oQv6WJwL8ZyN79SneaLp4ylW+cpYEKaZFCre3GbKkJsXc3Om+KC0AQIo14YnjpNn3vvH0bXETXebnlmjS16x0QKO76DZ3+tFx/nSkL6cfimKUQh41zrq6Na9/PQinPAVYwpK9sHf1etcNm5t9bAEBrGgTrAZipUiFZorZGkzEzb53uvL17F8X7N/Vjva1p93vfMfr4AFf9r6DPfGHb3zgEW94x1Ne8pFn/OMrX3ipyIteJY8XHRXGL367/roM+yu1jGLDIpa33vWvN8jDIjZwklWs36ERAwBSUXrY9973v/+JyVDWp5UVD8gyPv599YOzRRIZ+UF2Po15/N+r3CMKAwDFgV384FC1Zj735b70k9/j6Ze4/DAe/4fPf+Pokz/95n8/+qG//hzTf8j2b7/6489+/Pd///X/vxdLCMIBqMO5HMVRoGADAwIQBeBzwAeEQJ3oHIowsqpruu6wstOxQERjOg5cOoPQDzA4AE+4kj9Rt6mTOqpDwZtTwRZMwRdkQRiMuhikwRm0wQ7EkvBJJYgoOAQxHwEYgAtYgAU4BFfrvBJQgFJoiS9hvQh0wiekLUdoAAWYAAVw/oA86sGDoYJ+yQd6kJcs1KUHAIIGhMIyNMMzLAh64IcJS4U3AqkNHLfukAJcqIcJ8S6jq0Ec/BIAgAJV4JlCkUE9hDpBhEM8vMEPvEBE9MBEZMRFdMQ4VERIbERJfERFyzJ7acOTs5wjuAVH2UFNa4AvUAV9+EQ1GUQ0RMVU/B9/GJ9XaJ+DqhxNUqfUq7V+IAAs+ARV1MVddD3oCoVegguJS5hgUg0Sqa2ESAAtWIVIXDIw5MVnhEaEmZBv2jharMRTjJjQIIJZlDYXzENmbJ1+0AcG8IJUaKJDMbkT9MZDnERDJMQVZMdrLERslEd4fMd1vMdAjMRP+TKSMojF/rK8zAvIs3MpmBofA8Q8wYM8zbs8hhysezAAJXA40JsOhKS9hpw9gSy8jSS8jlw8hdw8j1S8kVzIgZw8jvzIkxTJkkRJkgzJlExIlYRJhwRJjGxJltSpidiHgUisCpOSxrocJ5gj0QOvA5ACUNDEaFTKpQSv+Mgt9IIPYUyYTTqgJ+uHBLgCpGTKreTKLSMv80qZvZq/AMy/sCMIfJACX6Cv52NL8RvLt0QUCAEAL1CF9LpE94NLt2xLvNxL/ctLvtTLwATMwfTLvoS/vyxMwUxMwjxMw5Q/x+Q/sqQ/I7MFJJMPJRuZJvutYPOHBtiC3ZPKrhTN0XykLxMReqTE/s/qh5IIE3cEx3nMNwCQAkHwF9dsR9S0zXrEx9e0R97czduEzd4ETuHUTX2cREnTrYWoNJC5tEwjytmKCALgBAjAl9AkzevEzgCCNfKxHFpzxmLKBgOQBwf4uew0z/MsoWEjueDMIWSDReMszm/0s1fogX8QgESyRvmMz3hMzdzsT9wEUPaEz/8UUP0kUOI80N9EFXZbCK4LmWLMT1arhUUBAApjiWZEzwzVUP64CIHLSM74zgE5uPLUNKlohR5agAjd0BVl0cbJOCurRpHxOAv5tYRAhUsygH1r0R3l0V0SEhLtxgGNKJozsABFUHcciFmoAnswgGozUP+EUiNV/tAEFVIprdIC5c8oxdJ8pMGr85yXEypIkUmXtMnU65TxUTgy1ciVfEk1JUiDYAVkagBU26qaXNOZNMmY1FOaHFOcxNObbFM/ddM+DdRCLdM/ZdNDHdQ9zVM+ZVRAVdTc6Lx5qRdanNR8WRjSs07gigUu2KDn6tFQFdWJkb1421SDsb1g4wdL+ocEOK9RhdVY1RfhS5niU8zGvFUQ/Afmy9XIRExcZcwRu4pTQIJ/CAB6sK9ffcxeBUBl9VXIbFZovT/JpFZnjVZmnVZrzVZpLctlDdZnxdZuBddvFbEBLByLbBwE5Mx/kIWlSQDPktV4ldcDmcDPWc4sragMhNcr/j1S1NSHV1iaKaBRLsXXLfVNfp1SLe1Xgx3OhLXSJ31YdtRBrAhRATEf9AE2qViFJPgHLSCFeQXZkAWQWMBCAEogf8MFFcICU3g4kXXZl5WJFFqhiGW6GCrFhkXYnFUIWkCCfQADWtLZgl3YoXVYht1PgkXag4VYo6XSpSXa4XCjpGwcOXpO4KqFzwiFJcAXmOXari0Rg2DV9yQZTeKkGs0fKBAeN/TatWXblgNGiDhVgCFGYsrYfxADOviHWwCnuG3bvg1ZbwInhRAnoRW3c/qHdEpanHVaFxoIYbIQHgLToE3co1VawpXcyp3cprXcxb1cxd3cz8VBIxEpfywI/oCE1Dtd1It8KTBF1NZN3UaF3eiQglOwB1tA28i109wl1Eg1VNQV1N/tXd191ET13eDd3eLl3eRF3uUVXkd13tgl3uZ1K8RSLDgCSsuBLH/jglPoh1UYGL712/CV1Yh4SjfjLZJxsn7Dgt1bBXoS3/eFX84or1f1IfXiVv9bitZAy/lazP4FVv/1VuqzMLtFSsgViLsE4HFN4Gsl120NV/y932qNYG0VVwZeYAdu4ArG4AvW4A6G4AeWYPQKncocFswUGc30NyyAKVsYAh2N3xcOWdNUPabNitBYTVs4M5rF3B3WkoHQgk/oh21YAAtV2KJ9Ws5FYtDlYcr13Mwt/uLOZeIo1tzyQE5Ka5zmTDiCKINRGIgBMF0YBmOR3U5Z606T6DctSAV5OYCbDeM2llX1HIkntiL3XOIpruNIkgAL8YcBqAZ/AFIplmMlbuI71uFBNmRALmREpuFEtuNJ7AwwM8sVSRh44z1NU4AJwYcggCk35uSQ9VBTrdgAGVFgC40BoDAzIMFOVuV4fdEHKR8KGdhaJAgAKIgt2ORVxmVRdbk/VlFCfh4iZeNGVuQjhooESKp/WF8jVmYoFuZmDmQnZuRn9mVihuZFLjcvzTqzFNPhdV2cFLsLe93TlV5xVkkpGYD4+QcuaAU7DOfoPd5xdmdubuduNl55Bl7l/oVnesbnd+Zne67n5yVnf95nLfG8SsWyCsPU0esX8JWtAyhSL/iEUM7liS7DUi09htaXVAW2eHBogvACraTokM5QWiU+AzM+Cv7gcNrVnAFhlA7hDM4RqbCFCyiwKyCkOHtpDk5pnc7p//XpAP5pBQ5qCx7qDS5qD+5poFZqoV5qom5qo37qbjXXApTkiVHXjK0FiHElTlgakfZq9KxXX7rXakYofbVmao7EVLjdfciFS4oUaT5kZ47muT7rZU5isrZrQR7mvO6OiZUIif6Pi3Vh8dIHXmiCPGsFrf7qxb5Okq3KkDnZYNOF5fIHWFCCrWXszN5KmfWIfYPrOrFZ/rpGa0bMhSIaiGWg5bueZr5ebWb+bLmua9cWbdaO62eO2kquHKpN6O9qhWsaktTW7ODmxYkI24tsHLIFNv34JILQDwmQBYwW7uhmOV76HJKZW19LiH3YBUi25SKV7u8+Q8CtRgcdbe0xXMRtbdWOa8MFKvjogjiYbdmObfXea/kub9i+79fWb0YW3ZES3H+EI31mXmkpSNad5wO/5wF/jFgoVnwJhRigh5PqZ4COZwoX8HxG8H+G3guf8A3P8IG28A9X8BBPcAwvcWmhXp9kLMAekOwNNlq4Jv2gB+AG7xqPQPJNzog535FJX2BzBchpjY5mcRsncvH6SvodOPtt/mlp1V/5Wsslh3KYDkD9xYUsaA194AcGmIfqnOAuj3Kedukw93IpF/MvP+qdPvOkZuo1d2o2h2o3R2qkoEzLtBUTDhkUNtsfZ6wULfI+f0AZJrb87uwyw2H6xu8pteFXiIL4wAeDilxD3+/51utDt2/arm9Ij29MZ9oqboix7hgs/jWpmAIwOAgIgIcJgW4/V3XxGmO4GPIASYJnCrYCQNar4IcDYKZV1/XWg+PbEvSxeAICcAS8rvQUXICAkgogkIN/qAb81PRfh3ZLp/Rnl/ZIj/Zip3ZGe+R2q+qDqQIzMIAoGIZfi4CC0Af9GIUqIIGG2/V2t7hPvuhX34/7/ngFa2CCBXiD4Gm1cawHItEHWkgBAACAU8Bsdzf4X2vlGA0Zj9tkXwgBEch1TZuQBkDngtC5BFCAXGzZg+f479rlQZd07FgS1GmleQCDZc/2lL+OfYAA/fjCf9AFA1gCABgFIon0cWCGZPCFSrP2as/0Se95bAf6nyf2lMdm5tY6gSBvEPfw5eCUWHDSeMDdDg9oEtdw0HuAe8BsY2CCQbiAWzbx3g0NcfiBDuiBI2CBC6AEoYKGNBAIV6gDvFgFPqjwpr/6uq96u2f6vOd7vPd7DhfoEdd7we97wLf6vUe7gShoirzUx0YYJ4MQfZD3EaIHL46p8xoDtdUXd5CB/kKAh9bAhhDQeDAxhiUIjW7IgIbAAW7s+NYfCosOk1RXECMYypLbFB6AhicbiF3QgEjeB1YIXH0pAzPw7n3YB2f4gG8oiF9IAgihgVdYiG2QANl3/epnEX44mVo1aTOP6hxZPleAEFs/SzZYADyo+DQvczKvm3zgBSmwhyhD+lwoVldCijhHPn7Qhg1YB3yBEHxABD8ACHz7/t0K8u/fvlBV8h3s5++gnTn/+B18+M/iwYwVN2rUaBFjx4scQ4osSfIjSY4gO6JM2fLkyJAvZcZkWdPjzYwzbZqk2ZPnSpw/hQbVmVNlypJFkbo8qjTpTqJQnUY1OtTq0qdNrzKF/slVq9esVbv6FEv17NexYMtOHWpR1Jh/+PrxTGr3Lt68eveG5OdEl117qjoAKcX3MOLEihcz7piKSsp+r1JQbGw5caI3lSs+pKfRlpKM7Rqo65jvg7XLqlezbu36NezYsmfTrm37Nu7cui+nigK1Hz68Wa3aHe6UeFuX/obUamiVH7974BQ58LK1uPDsd41/RX49Ofi+rEI737hOQL7N4b1i346XIg1jwctDZ3jQFpSDFLEkmphRlg7lHTdgdwRyd6B27Sm4nk8LfvcgewzWJaFQDkYIYYMUenchhxliOOGHFWpoYIIjFngigu6paKGHHYLY0SlU6LMdd7vBpo8V/rOo1xFF+dSTjAgg2Dgkkf+o0kU/O2bkwD1FHvaQPgUMRBJF/QykixEa7UIDXf/QVcUjToo5JpllmnkmmmmquSaRsUB2IpusUbHLXvTEEieee9WihV0NUJNnRxnIU1lWuiDhn5clOJMRPQ2s4yWgkUo6KaWVWnopppbBskVeSrb46YugihjiP1PkYp9d6aVVIqkkrmhiiiweFAufM5I0hCoCwsqqixoZ0M5X+vgDDBFG7eHGQfpAgkWXvW4o6rOhSjuqs67KSi201u76aqso8pqtt9xWG+610WI7rbnpatttrNuWu+647WqkCqeQZqraEbho5KlGVmZ0TY332iiL/hM8aiQGKpRuAOw+tqYkjBCo/gNOBfP5gIs+Egu8Mccde/wxyCCDBAufHTUbclIzIiHLTSth5E8/O0wQCspE5iMLFF2+/BAVCUvajxOjTDnqLFI09NA9P6TCDzQc2FMz1FFLPTXVVbMmSskynXwXOMQcg4w3lXa5TxW8UOmUsJQAEIfVs3VJb0oDmdEJpZtkrd9B6cz3TzBZJntQJvnVcYfJbRt+OOKJK54nRbQ8kdRASnYpjRgzFAAAAgtc7oAMdFTzLrkmNksREXdqNPRSQ9/Tiwc45Kpu6Ox+iy68ITW7zytMbD20FaVsHXu8rPajzzwdjPPQ0P2QwUeXvgzx/g+q+8iDgDUdgCPS0O5qL7u44MobfPe0A+/97OeaD/v35Id/fu3ip+9++ejH3z7748O/fkabkXLF79kzdHIpaMCABoDgCGvABCM2AQclhAAAAHDCMHRVk6C4zEMUfNHJltCKfzgMUfmz10H20axx7EEBQhjVBalVQRClcEMrRKEFY1i4g+QiCk1ST2XQsAro9eSF3mlhy160kibtwQXnwNs/SgECdzQpH8E4QrIwEoYY3KAe+xIiFlWYRRduMYha/CIXwejFMJJxjGZ0SxfRKEY1lpGNZwSiG+MIxznKEIYsrOMP8ThBPf6Ejnf8ox0DmUdADlKQSLRFF3h4Mn4s/uUKDohBJMQxtH3Mpx7ooEQR1iYpJ+irfr/7hzdGYIFfLE41asCC7TKiBVFUah9q6IAjbrGMVkDBAtHQCS1CsyNhBOASSZJgKYMpzGESs5h7wQgq3jRDLzVrHkAIASz4EZwkTamD/siHLzxwhHcAamUE8skv87EGBUBBY8bEixZC8UkvmUEUjIxUl/JRjDIQwQlHaIQ+oFMZdaSmL53wDL/OKdCBErSgUusHLajAj3V2iS70WMEXovM0HiIkhA/Bx0TXsYYYZIMtWzHLqr5SGXxIwRdbgxkSV+IvDobwINYIgUl11haQ0nSmNv3oTcPikspM4RUgbEhw0EA3NdYU/qdGJUmXKlOZfAzEHlaUCxIrs1L7TOkjMj2qR3WKVaDkNKte5epWpRJWrHQVrFo961fFilazppWsYyULW+Oq1rbCda5ydeta7apXvNJ1LXetK1//6te9ArawwPmHLR73k378DyOc2NtPM3KygfTDE/CI00OQMAvGFMUzBi0OF0iRFSuQAlPqyd6zAvbZ1bK2ta49EymskJdmOWxGFhldRoT1Tk+9r37cqVISbPHJdV7xthlJ3vzs59vk9vaDWDDFVfSRBVZuD3wLwsjQhPUS3L7kZcz9Lv7oJ7/wKne8oGuueNNbXvWid73ubS98wXte+VZXfaDTR4zsAtnT0YW4/gv1IJ7owgRgqC8r74QGIMbR2n6I4RReyQIr7iXCyPYLmLB7LYYzrOENL8Yip7DOSUCi2kwFF07fQgcQKACLES8uDA5OChh2yOEZ07jGNjaoKxIpLvVcownfOMgzqDABLJSDvPF91RM2u8ykEPeDDZkDBoogYvpyb75GzggXVBGULoHBMNatr/gCKlm8NJm9VP5ylcG83Cuz2cpuVrN54WzmNsv5vWe2b52PDLouuUK2Z+vIPoqiAkUERxsOgEQ67BADpMapCnQCcGTek5RyjEAEjHgqQanAMmCWoQz1K5OYkWiXMt+41KY+dUFboWMLO8Q7jihCPmZUhUPccAUJ/gu1mfQBBVig9kl4Ycg+4qEIEDiB1IsDwDL2wS9ZHIpjLEY1tKMt7XO24nH+yEoHO4IPJtSiSf/AwDYyYgk6KBVPM4qCK5JL3CnNRxylJeg9HEBRkqSCT7guE6nzPe1987vfbRNFGCp6l14fZAfIOEg4HuCwSMRlM7jWs4T2QQVbsPQupOZXs6b55jRzHM0iAcBxbRcL8kDa43hOCa5xTWqId/zkJr/fxl++5pi7vOYwz/Odb95yncs8zjufOc7F1Q9V+KalBvOHeuhiKyioQh/1MMbzoOoHNlSYkHu0eh/7kpEpyMKai8XJ1k5Gl+z5o4N04UdH2+hHQ2Yd6z68/vpGbAUBL2WPLgy5BRdEXci9w53vXzdK2MG+5L4Tvu1sf7vh/Y74xadx7YpvPB8Zv0bHF17yao885N2e+cNv/vGTx/znNR96zo/e85c3CkNgERcA273qLFEFCma0PJbyAwTCEJ+YkEALCifmtyGRQBagQUx/DCAfD/mkKwr2TTKx3N/Ofz70K3WKKow5lSE+CAqw8AcHHFEf2khCD54tJiPkYje35QUVQsCJYMKsHxDwtu344QotGDv69r8//vmN9FOEgaF2P+lBMMQ7uAEXhMM+MMQ3EMJA2Mc75VVgEdZghdwTvAK/qEVDLYVSBd4/1EMmJEANMMNbRWBhiSAJ/qqFWuCDBPTDPeyIRaRC3s1FCJogWoBUqzGalyzFBcbgDJYVBMpgSBWVA46gDwJhXw0hDz4gEgrhDurgDx6hEjYhExKhYBlhFDphCS5hEF4hFGZhVLxFXMDgpwFY9tzbmfjFow3JteGDN1wBB2wC/CGOPwDAcMACyeWfHd4hHkpbb/zGftmEw0zSRjxczp3PtTEHeenbTUDHPeiDJCjBwfXcnNFc/giAZw2FK5hAH9oc0HULIkriJkKindHZz/kcKDafJpLiKUZi0HkiKvJcKoYiK6piSMRItslEVvQXwVnRVbEJjujIZUjhFenDGyYOLIAcSpEEPATA8o2JKeah/jM+IzQmhpssY0fYQjxoHSakQWwU2V18wzPc0mHMyTOGAQHgxQJEIzqmozoa06Z0SlIQgTJUHEZogSC4nolQBDMwQC+gXCWsAGGgQAi0AbpMgS7U4iuSGmrxwSS4IkN+IqhoAQ0YHUkogN6NoiyW4iC2okM2pEZ25EW+YjNupEh6JCyuoklaZEmiZEi2Itzwng1mBBGYjU7oAzwoggYYpImlBDNkQAQoWUi4Agowwz08jTUAASXsRb6MJIEg5D88Qgg4gTlEDUiAASqoVEcoQCYCykquI1d2pf5pBMlYX1IkAwVQwAc8AAI4gARcwAZEQAhsgANMAYHh5GLcQQaU/gIUBANJOAMEPAOq5EM1YMDn3IXKbBqRvJA+cIMPAAAkVM0U+ExS4IMC0KVXVqZlXuakYI1LEFc9jMM80MMM4AI8tAM8xAM6pMNBeBsZ6gU4MEQRlN9PNQIdhMQ9qIEmmFP1kY1MIkZ77WJIBEcxIkE/1QxFlIEnJEVlBEBWSkp7YaZzPueNNY5ikUTk/GZG4IMfOAOqzMhEueT3NIsQ7EK28QMUyBhdzIcnrNoyUUQRmA7sdCJyRovD4IM2PIEEcORHhllGVIHvaF0ImQAoIB5IqhuZZWR+KmVKYqQoKmgsJuiALuiDNuhWOih+UiiCtpf+8E9I+M9PCYRGPE13/srFIvVQGs1IcCCBXmZbB0TDGwrEMviARFbfQWiQwBUeAA4eXYDE1lSJRuhDs1TWT1neG4He6V3RP5xBhGmck/1DGZRCk5yMkMoRkd7EjdqjlIpekZrekGLplpJellZe54Fp6YnplyYemXapll6pl6LpmappmlKemcZplMLpnE6pmx5SIv3PvmBgfNbojSABMaAWPyzAjIyNl6BDA9SIE8CmbnBH/TlbRmTBKESIFqwfdF4qpmZqo2ZEMr1kP2yNgiHKMa5mY+wDEvhCSMTDOUKaO2DAp+IFEjTABmjABHAACGwACWRABZgAOBaJd2XEOnCjx/RDGYzCfyXFHjTB/qMCyjRsgfhpKrRGK+JowwV0AAdUQAfc6ghcQARkgEIxFEf0AzNMwBDMxzTMgRyUQR28wRmsAR2cQRkAS0D5YEMdRBDcwkSMFD9IwHxYxD7cQzxoAG4iET5EQSuQAz24gzmgAzyQQzi0Qz6EqGDV60lQrO1UU7jaAQSAgTxgYRF67F8d1hkcZx9NSSpkAVFZIRVyYXnUwgK84cp+7BbKLDAmoRbW7BPi7M2qLMj2YM/abMxO4c/mLM/OrNAarc8iLdAO7c5WIRMOxDyUAz28w8LCwzh8wzqggmKpVGNpRDf0ABzohzlIQiRswiZgQiVEgiZwAibEw7LyhRJQHEts/kDYhEQzlEB2IIF7+unAksk+AMMK6MA0eAx/bgfBPOuaBMMBrJ60Nq7jFtNkacQo+Nle1BbSpWE8VUTfxplFQIHc+odDMMG7mUQlYIGYAVct1NZ1vmqdXVxKMEQ6TMEAjAGmMWid6QMWTGp8ukJ+qKSB9sQiAEB+/KqE/u6EHq/xJi+EVijyLu+FKm/xOi9JNm/x+mtuXacpKBNJZKWqKIlFMFXJqYYRAMY7dUkh5IHJ+MMeEEKBDthK5FP4skaKZAU+4IMxfIARiEOmWAQWbJBX9AMuFMHHjMEOLIFvPi4CJ7BUpgxFmIJ6egSLEdxr0AUSAEZI9AIJsINpmEAz/uhFiZFqmpTDEzTCxnxBhN0FNQyABF+KFzhB7yowDMfw1CDfA+vFChuq8xYBMPgDavWDGVjH9w4CyoJHklnFCk9vgRIm9LbuQeCAl4nlP7xshJ7kP0zAHgzBlAii9B4oEm+xhXZx9IYxFU+x73ox9Y4x8y5xt0xJn6Gcf4ZEOfABQEJABHSACHzAB3ADbOSDENweSczDC/xAJiADvUQANuyFo1mUZfSmpNVMAkSljHbEfVqYmgzHA9yCAXSsDG8yJ39MoHUEK6jncGXFOoCAGghDOrjDPITDOqCDOeToaziD/l7R8MRDKWTBDVSBJXCD0uGFrvGa35XJ+2oEOLxA/nNUSgLMw0XQbwPMwxFHyvEtgDtMwD48cydfMzafCRCxgrVlxQrjgx6Igbdd2wwhrpVWnX2Q8+lQMkuhmxXyBSPHDRLtgxs4gCKUxqSAnJ+axj84gCbvb2pewD08wD9ns0EfdJoEFMDtM3WmxA4YQ2rW6KtixMrhxUC0UHAMDXSA0DpJHMVRJju/ZxLbhfeCELDBQg5swO6l8YL6gwF0J7/sQwTckjWf8YdYBAWYgwMACxo/rxmrse2WsRgLdU+DcVFzMVJ/cVJPaK/xwx7GKN4gXYXZihL0wr9qBENoDJ0aTMiRXQcFh8b8zmZwncScXZj+3ahAaWSNKGpljzy8/gEAVIIGs6mcdt5DMIS86R3yZEQUcEEt1imX3ulP7QMB5IMFKDOPjmldKzZgr6lgN/ab2ulWM/ZZQ3abTnaZWvZiZ3ZldzZlfzZngzZdRykOQZXq6V3rRbJOQMIJdOyUvC1iuK5L3oXuxW+a+B4HUQQrxEAEMGqcEIDDZEUrGARsr4kGnAMHvII1IzRzN/dtFMX0qTYlq7MToJJ0w4ajUiP5oUxlHCAbSMAfQHIl+0MBnIgylPfG8EM+VMA7zA0IOzd8x/cE8wP/+R/03OiM5AMLSERJJBU70+sKZWC4ItG6/cMESrDF0qwV5qBQCLi9sFsuxIACHLOCOy1J6LOP/qaErQRAJR6tzgZt1cUCBOwDGFQCU3w404L40iot0Vp4hbMsizctjKN4jKt4i8940dK4juc4j7u4h/d4FjK4VcCFiOLePwxDWybAB1TABnhACIQABqRdpJihVKbhP8DBA3wCmxzAMDIaA2zMQ1hCE/wDGGi5fJ85mufGU1fscl4EPoTDObgDPITDO8iDOYhDOiQ4SjYLDhbHchzzUtj0SzIZcViEIvaDMSSDBAt6RngDAIAvYR7AdAM1uOgDGfSHF4yuTw91UHc6GXs6S3P6p496qB+1Up86o1dok9EijcSnPjwNP1w08f5i0doFjiSBGRyLG+xmJVshRQgjm8SC/g8QCqETgDLfC12AwVGOQR2kubM/+yJnBDDAQRvcgRtAwZuYc/WBNJtQQRtwQiVAQiVEw3tnyjwccpnEwhXsxdxxTBtAlyccirZDO72jeTU4wiVMgiScQb3cBa4Ji23H86jFjxTgQj3MyAqnuidZtEZIwwIggVr/NEvQgtGE9D9IQLpJfCymwSTswy8IMFGHPKhvuqkrvFGLPKmTPMqX+sqr/MiTZEP5dyrUS/19qjEoQzQkAzIUQzIoQzMgQy/gM23AJ1Liawi1ufwSqL9vx4xwQwqYQC1s7mxgBC9Q36eAARpct6SoAc0AQ8TUO9iHvcVJzCsM8Tl3BDTgAA4Q/kENAEEP5AAP/EANCEEEOMFgzjtuqIzplDtz1kU+vMMcRAARhKqN8AM2SEESJHEWWBumWEQYbMI/yELFiz3lVz5GbHQo3I1HNJm3DaM/tAMhvABq5qRiZLfFhVAiQ7GvKn1WNAk7wAAHaLpupAICZEGXVx9dkMHkYwpdqMCkAoPfzHblD3+az4jjQE7JbWe+Hpc/0MMYJFKgK/3Anz7eEAEsABqlD96gu/FRzOc+GEKxuPyG/gMsKEBobJlR7IMkmL3wL3WCII8CNEkvPE9NZ7/4s/zLu7/Gl7z9n3z+ozpA/BM4kKBAfwUR/juYkOBChgYfDnT4cCLDigkvIsxY/nBjw4gC9Q0kZaUfwn0E8/3jR1DfRHz/Xg409+DbwJIcceaUiPCmTYUEe0IsGHRJq38hB670qFPo0p1Mfw6F+i8o1agCq64M2pLgy6AVL4LVOFUfqwRZQF61SjBVlJhN4cYNO1Us1LkED8iz9+uIwJNOnwYWrFbuWMCF7RoeTPju4rqHG8dlrFjy48GRCU9OvBky5cyWEXfmfNkzZtOlUY8OTVq1ZtGvWcNePdt1bNu0xU7cd9BWl38pg/LbWJWg0pB54HxUvlx5x4dOcE1lPp16dYrKiVvXzrBkKwBRsl+cFWV7efPLI8jrR0vJ2vPv4ceXP59+ffv38efXv59//n///wGMrydUqEiop36yk8q9fzQpI0D4kJBFsgcpxIggIHz5bxYi/EHQOYFcKcEapSqUrwF6/qEliRJZbNHFF2GMUcYZaazRxvPWo4KfBG+qqJ+/kLrppn2OsESl6zJ7qiMhLerxIaXwkcKXqjqcUKiOFsLSyqiWxKpJLw3866+F+nHDASyU2TJLJDfih0CY5LoppVsAMGopLZO8ks09uRMopQnW+aeXIQxy0iI1Ec2TSz4tVHTNQx1NFM9JGTWMUkgvbTRTSyvNaVNPO70zVCVH1RPTUhc9VVVNUX2U1VU5hRVUWUWllVRbqXrJlifi6ge4Dxk6ZwJ6SLxxJyRm/jHWxX6I4aIBR/irhQqklpvFgFSUZS4XCg76JYlisw1X3HHJLdfcc9GNcaTywB1IH3x4sCOfD4GttznltErClvDu/chef/uNKMHiGELKFACOACeifx96RQl/nCvpIH6Y2KMphpFcOOCHJM7FCHz6GcaFexbzrFGNAU4Z5ZUzbhlSll92+WSZTa5ZupsPmznmnXXu2eacfy4ZZ6GBHnpLopE+WmlFk2Z6aYx5Dvpp5fQ5pcCH3ioIGGGk+UUZY54h5phmfMlDhSnsOZJFYH1iAhipy/23o3z2QYcGDPLrp5UuqDWsp0t4bZrGgyyBoh9/4ingnQXTbdzxxyGPXPLJ/ilc6BQvLMrIn2mMCKKIH4LYgQcgbDiihzaQSVdfpyk/z8772qFki+puMQFyMgL57R8I4Gnd99+BD1744c11xbfq9knbS6X4CYmfrKM2mnWMn0hWQZh9lh7q7IGieuPoCZpiALQ4RogdCM5gUmWatd9YjUwMYuAef/7CHu7t7/+e+6bxb3998Pmnv/z9b39TI+AA7ee/BBaNgQE8oALZ10ADLtCBFJxg+f7hCiswpF276V5B8FG//PRvOVXYhUDadSMSDmQey/iHLWjBQeXAwhnvccgXBOAEqb0CCWwzFhxCIRB8QOAWxDPiEZGYRCUukYB7++BQHKI+r5AoheLS/gcUYCHCI87CAdsgwhVcNRgRDgIDfagidQ6yBQDosG99+hEspsC6G+ljDZZAihsqwUQ97pGPffTjuVrBK4g9RIssScsD6+PDgv0jCq6YHLBukgoAZKEAs4vKwJiHFVOE4AfUgA8XKvmXgd3kJbnogfLOFRIVwE8gZCDFH2EZS1nOkpb3EUUY/lFIk3CkJCRqYwGnhx0B5pIKT6ADGubwhhMC8ILMZN3A3LUKAFghAV7Qh8SS0qe07MMcXpAAIeAWFDIAIAn+IFGCHJIKAWAughVsp5X2oYHFvSQMoHhnMBHpTmeusJnA5Cc+LQjQe/6ToMOUoED3aVB9+lOh/UTg/kAbilCGpiwYftDDGtSQBPL4BSEroR/B2ijClYDrNK3xUWoIJhAphMEQnMDEJJxREiqh9Da1wc31BhOSVwDgCjyFXrFKokURyuMUAGiPY5hiDy1854k/CUo/7MELBEjBKqCx6VWtalUSZYAdMSmDH5xHF7HmLKtjRSpZzVqZtH5mrSWVDVbbStObopWuZ7WrWuuK17uyNa983atba1rWvgJ2rn+VK1wHe1jBBgYaiJjEISBxhjGgsHsp8clHoDmuI0iIZEcx4j5mEYAlTBOYxlnJNpRQDPNwAQBSmAiwwiGHCHQWXQ5Y3ElGEQRF1pK3vfXtb4G3kH2QyBRXYxyY/o5YhCJm04ikEAATJnnG5ShlH5mNyEpY24TtJACV52LAPAbCCyEAl7zlNe95Jce8fZgiDDwqST5mqjbh5MRQr7JvrO5bkJM4wRVIUcqjPlWr/AoYv4bhx0qkME0EBE6UdWGe+oCE3AILpAoHuEJn52sgv5ykHwLAZqoGfKsQmyohJ4lAOv5iiyWspb4TJvCsRgxiF4t4xiSusYxhfOMw5pjHL/YxjXsM5B/bOMhEHjKOj7zjJEuqVUzGFZKFHGUjSxnKU7ZylbGsZBEvRCmimCzIpOc7fjhBF0ujHBQCcAUDdGG309GEFMRBnTAAQA1yJMg+FNC4WnCAebzQIXoB/h1oQQ9aRhBrC0X6AT0N59OhENSIP4ZQC8pONKAFxexAoJAA1v75INbtiUPWdJJ0BIEAijiZQ6wAAFL0El8D2QcEJGzpSi/sFkBwtTDIUyxZQ5TREn1oQnu9a2DPOtgRFTaleU1sZSeb2cNuNrKdHe1TP6W4v+RIgFNpBVnoMrgrmQJPAVAFKmvZS/sgWSku8ANo6CwLCjjFWrRkToUQABvpWsUU+HESf9iCCYT2978BHnDzbAQWV2sz8KiwTCVSIQCsxULexuEFAhSCtgb6AgBKsR0hiMLa4VKDGySSiydYVuAlN/nJUT4QWFjyI9KVsLR/vb8p5ILkz475zfXr/o8sAOAJBMDCSS/9kWseRR+t6EAacPoP1q6iqQz5ix3GC22p/8wMGZ/XP2pRBJg7eupcx/lBj/31hYq90WA39tmLnfZlb93sare51+HedoExJBWWtO7L4yGhppfo4P84QnSYGznnsDYJBhA3Bq/7EXP/ox75SMQhfnmSLRAAFsxcBgDS5QVWCsQWP0j550EfeuAGBRZa4Ml09kENG2zgEPJwXEgiZObJNUEBV3CBFGQKH6D/Jh+2iMAOeJEQKgCAFR1PfAOuXq58SAAXximGdvsueulPn/qCP4goTI8RaA7pH88AAwXKkAzBwWhIVQg+3B7HWilwwQudHRgkt0Qy/nZoIQJsqPk/yDCFc3gWfAg4ZLhuQgFESBeMgKOGhxuWQRqkIRheIvqq7wEhsJZOghYCp8TUJqWsYh9SIh4SgQNqYPPeTu4QbyWIIBaSrutEkO2wAACmYAksaThazUpIDmRuoQNIwBgG4h6+wBRySZu4IwHiAe3WbtFy6QHYgUR0AQIWx+3YbuwGwg14IAZ84AC4YCPCLu6cMAVRMAu5sOy60New0AvFEAy1kOzI8Auv8KBIhBSugDhECDgwUCBIBkX4wRaggAHmYAn9Sq/4cA8zgyiMom/i660Wqw8JizBWIh9uAAAcwAuWQIQ+7OUikXG0giUmQh3eAADeRqWC/iibJqIqcm93YOK1FCsnFgHkEGsxeiID4oFkkMICnocUTSquZjGxJqIeKEDrXi4VDbEUE6sWDQsYe1EY/fAQC7EYfTEYCZEWl/EXm1EZA4sZo9EZpxEaaUMpekN3gsMKucOyimEJCEACFMHlZgQ6logfAAAAboAQcOk84C8hdqEb/OQMeFA7VkICwCs/vIA8HJAhxsEAUISjMkAdjEUb6AAO8EATfqkcCsIbWIIdECIkLkAHIrAiLRLQHOJNTg8rPE0g6CEVfuACDEEcpsEJWiAaxiX27Exy0hELUAEMLlA/soS6BoIeue3SGiB18gMH/ow+jIEF8iGTKAAdbgQU/i6gDxZhEorABwJyIC5AD/8hBGirGHwgIzgABy4yK7Vy9GhBR3hELmjyH77BEDjABkKhH+6hHgRCETyAG2KM3LJsS6BESogDLu3Syd4yUbgvAL6jFU4gJs5IfTTiJv5rKCJMvvyBEEjgDwxw0QxFH7jACvZhTJosKrqhBgygAUJikCIlT/whJYzB89RGH1RgFCZzF8cNLw3DHuwABXQyH/BhDkZgHDgqBMwBIkBAHCyLF/riUfZBAoKgB5/sLjsT266MOI0zLouzMpMTOZnzOYdTNYtMOZtTOpdsOaMTO/NSO3XMShLthQLHR37lI4JBCixADVCyb0KiEjxALY3l/iCQhYkKAACg4BwOQPbuox8UAAMQAA3kUTtcwbjqQxNiQBMWwPXoYw4eZiLqqUYmgQb2z9X+IQ0cZCAsIAgNwgPcASuIgQcy4gOAgBy3ckRJFInWZTtKwhZIoBHO4SaopSWE4wvkYAvHMF/2hUbPcAx1Qz9JQIf87yabxrp0bSDwYQGsoBdkIALShH1W4eFi0tkywBD+YQIwNEePQgzy6Cq8IOOeFEfhbwOI4QJT4h2qICUOAgMYUog+YENbAhh84CpuIgNqgF6EMATRsE6bUEfx1Ev31AzT8E6ZkE8D1U8jqmoEFCEUjcR8k9X+oRx08kZKwm2WCBoMAAriCABC/uLueG0jHMAIUqILIsAMrEMWtCCEVnI5qGEAXK8BVOG4tGMhskAUEKIMTsFU+5E+mAEFGMJUb0IEiHIgRKAbUoIfkkE0C4IfLgAJjK9EmbVZfcdy2OnRposwI8pFVudWzQUAFGAKqEoB8qBF+KEAsu8feKEENgAlp+MVqMo++C0k+qDf6IMCNjEqxOATaEQR3gBpLqAdmIcVBwIZjLUgPqAAnbVgDTZ4jEc7eoIIhuHTGrMPBZVlnsAJ6kAP5iAOgo8c/1RPEcIA1kgL8mGSBvUEdwIAkIAg7GENBgFn/GEXGsA9124VoG88PqrXbmICeqch1OAR7i9ikQQOsnSX/giiAgLFKiigJgRiGITgIvLBA3QxT610Y6O2T8Nwake2DKtWarWWarG2awF1CAlCGOSgDfLAD5rg8DpqIwvCCILBXTJLU0ukCtLAES7hEBaBGYinHxAgB5pgdghgXL0WNfXrJBzgCmRI6E5CAh7CD66hPM6gzvAhFuKIPiSg4vRBHxJhcmXEDTThzjaCAwiSbv5BBDZUIIzhqBaEA3LgYFm3dc/lwJwhEypBEhgBDLhg76iiIw6BBuShfoAOW/njil4BzITzdw7iMzHPC3SIqVzVPi5iHxZMKYBDRN3lAWyhIo4BAxIAFuDWJ7xgEwQCGEagPiQgHRTCIVSERtyg/hHOV4z+oQLS9Cg4wByUQheIYLgQwgIoEkhdt3/910UyFb5WQYc40wIZIiWogHwWjXpZJCSi4HWMKCUSwB+m4HYNAHNaDGqrIgGu5jAFwhlooB4vayC+oBMKQh96IQECgEvRSCCyAFv+AR0coHuX4wBOQoSGgQL490HkYGVvUikgIB8FogMI8h/sQRmKoGf/AQSOgDL/94mhOEZCAZd2mNsu9wTwoN5ORmO5Vmj2gQpsAU6u9mvvCQD8wQnQohSgQN9GGPHc2Ol+4gG2ICgvkI0tAQLAQIgp6yAKAQuGbiBe4QA6gBIS6CDIoBTSZh8eAGJNJhkIoB3cxSou4B48/ihwJaofekEFJFTDNsAdSOYgRuAdRJc3H/Z9beACrWtrx5hjwTZru5iV7RSWoVaVW9mSaTmWKXEfDq2Uj0TeduIvpKEEDgAAGoAEQiAFNKAEMuA/d/EYjXEqSGQKYiFrQtEaeREZhZEf6GEByHUY6mGAT3D3BuMrKJEgAOAdKq54/4EefoEDOgAVAu8fTgEKsoYfpmAOCmEBgqGaJSMouuASDCICAqWNAOsg8mEX4LVmBYIA0AF6npkaDVogNoAoi6W6CoEgKEBhBsIB0EF5lsEImufO/iECeoAaC2sYnxGlq1GlTxqbU9qlVxqmW/qhrdmZk5Glr5mmcdqmiVGn/v1wK/6BZGBhsmLyvXDXH+zBG7xBHbAhHcihG8ThHOJ3/FgECWKIgSMH836jH16hAipkSAIgOwizJOihEQygDJSHMF8BChAiDeCnCkzYOsaBBVYhJgoAQeODD1aEufZhBeI6RvjhDaZlQR7hZAcCAxrPLyzAfFXiF3SAn/+hA2wtiim7sv0jjE4BbcU6c/xEKCyrksnFCHJhiQTgkLS6RPbBALqUr/dhF2RgA/SLFnDPJ05AVseA5aijEVSgaP/hABIVRcMAEwhjH87AE2h4hA7sHmgACeqnH0jBApohKRDb1TZgHSaTH5phdZdCfy27u717hLCCH9jLvbY6J5Di/h5eIqSF07+4kTunEy5P4glcgducMzurU1FcFB8QoB+QIh8SgP/ezzov63AgwgHc078MBUr+QR3uoTB3gQQOCR8AQBX4QRWoylA6YiXMYA8+mR8goB78yzoPog0I+SiYxA1KvDDtO1QW4iX2YQwWAA7mAA6EQAXalv82IM6OxAV0/B6kQQkafChEgAgAEzq3876R3Mi7072vM8lX/MmPXMnfW8CPk8qpU8qbHMtT8w8FwstgYhCDTnDHZcwUDokOoFhOu0QYYHoiGiGoQQHS+h/4IAHwQR9oAW2nox/KYBQoqwXgOT78QQw6gZz/YQ1EAXjpAym2YRIU4RHeTcae/qrNE2IiT/W7Lf3S/WWXte+3ByIehgEZoCEaggEaqAEZhiEZ5qd5bVmhICbSrOSWoZYffMEF6NzVSrvTXtk9FoIAusthhWJHSK4fMuHAAGAbfgIywRcfdOHhhvQjtMBee1ANKKHmSGgETPicWqnEZXl/ICb5LMsfkOIg6oeKUMhXAqMfNGAHGLWWyXiWcx3WfdbdV9lq2X3bCXXe4f3mLGewF6YjlAEHACAEhsAGasAHSgAAdKAm4DJG9MEKZgGrG+f6AGDNJYLiEb1fFuIersEASAQuJUYpSuADMoEGXKDeVuIJOpcfXGGvqUMfyIAT/EsQVkw+IMAeBPMfyiAS/qh6P1ZCA/tZIQJTIYiDBN70uDH96C2b4AyuPI7gdo/iIOTBCaDg4v8j4ZLoFRAAAP5iJUq7RGSBAczYPOZhEgAABjxAVv+BHRQAB/nBGRbAk6pjAm5cIHyBCOYDAn77DwglXLgYYNId6QE/8Kdj5aZrcTmkHm74IO4hBTwBd105n6ZAF5bV3h//IVQhHd0jzen9SQRCkgrgIqwLSPbBG3IAAN5gHpDhA2qAWI7CAA5V4R/iFkIg0Q5CH2QBBqTOHyZAiJWiJLgBAaqU8g/KiROCHG/CGpQhGpgBOFcd39/9+Z0/+ut98+V9+vO98nH5+h2/7sQcKogA8FDIsjaB/g6cqUT+zvEnhxUI4L/3ASn8rzz46fINQInbuPhJph+GQAGoABYawA9cLdwA4p/Af7oC9BuIcCCuIwj3hXtQL6HEiQn9DbwQsWK+fxEyUvwIMqRIiv32iTQJco0MIDd2nBoJM6bMmTRr2ryJM6fOnTx7+vwJNKjQoUR1HhwIS4vEoyPzEemFkt9AfZHe6Cv68yoSWVi7wrT4bxSAAVcF7gPwT6rXhPpwDQBg7yDTj2AHHvWXL0uBH6+WoDQZYQk/i/nGAPAoMR+uJFEFOnhlsW5Nfqs4wKs4kEGyf3PXUpT8D3RozKQHgu2X72pZz6xbu34NO7bs2bRrw/ZnUZTS/on+Oic8igUOxSOG/q22PfHoviq8eCP3efCVgAIJ0XIuKlrgKwAG/uET6NuuyHURWPi5ktAUlX8b/xFYsCu5wEFVJJpB9X30TS9svFOkMolA2bF210dqDZiWgB/lp9ZzDj4IYYQSTkhhhT2ZRMsTH5nUoHhmtZNBKAnhE4kL/6AkEYKmiaSigiExJVURsfzGYo0htagfSDjWZdE+oRywwGgbURdejnSJVKQOv6gCwAorTtQhRRv5IwYAACDRYD+zEDEQNAYAsASNAvGzQCcNWnQFKTee9A8Xp1wl2j1reGIkQjvaCFKRDYkU5UTtXefcmoLqiOeRgxpK6KGfFbqo/qKBJgopopI2Gimlkz56aYqMYmppp5x+qqmjoVYKammZmuqpRA2ScoVvKLIHKHgIObMAM6sJowA1CEklGWii+Tqqi3aiGus/S7RyIkKd/UossKgyO+yzwf7zSQDWCZTPtcUKy223onVmEgCuuGLAFvV0eJBkncmFUD77IMPAAEzY888LToiTSxP2SIVBAk4AkJqyAsHTAD33GDfQGpW8Cu2TCOnDwDBTJTiQF5cILG3G0TrMcYJzRZnurjTOtY+60zbcbZ0o16nyyS5r3PHKMr+8ccrO1szyzTHTvDPM3vL8s88tC61z0DjPTHSzSuM89NFAN92z00KrZUsXsH48/qBop1hggxtyzBCBMDhC6EQuFvqUigBQ/PVPAK68FgAXriCgxKaqcrbPAEUAIlA2TkTwxbUHqDIPAsfVNQcA+emHBRd9znRQA+8MmI8cnFh454tnb855555/DnroI9WFynpL2aWngPzwU8shjxRz1OMUIjGL6BO1ow5IpRCQxasE1OfaAUy8QkAUPu1Dyjb7qIXPIhsAUI4/9Egwjz4EbLTsGpAs7yIkBcsukwTudPyPHJSAb3v66q/Pfvvuv59TP7RQwU+RBdqpVlll5SMVPvm9ShoEgUWAKXsSgpgnhV/4ZoCGIiDLDNjACP7jCWUQ01VcAYAwACpbVgMfAxuF/qDYCUQfDqDCJwBwhX2gpEi9kRWU2sMgbBWjAAHoAytIEA+O5E5Z+FAHFjLhwsG4Zx0uDNSAjgEwhOkHLH5AgEn09EEjSlA+2zLNUVh4xc+oBYoFdJEDvzjFUIERhGEMYBmjNUYpknGNamyjGM8IQTa+UY5mpCMa4ehFPC5Rj1Gcoxvr+Mc72jGOgQTPd2yhoTqhhjMq2sU5JNOhsdnGIrRz3xbAAJJOGMBq+iHAFlLxNtYwoApaAIBwfPK4fUQACQBoABZ6cwAvTAQKAPAEsC5giwfGZBhIoBhFJECP1MFvmMQspjGPiUzYkMIKN5EKEIARqwahr4tMm1apRNaP/iTYIjuZI5U1v2mqJmThdBaRAgCYSTEAQGEKMeCbKwgBzmqaKh8ByEIXAPCKMSGJUiaJIj7E8AAAcMAMJWMAAEwgK0PswErVENZVyKCH46TqOgvJB27u9g8IhMNuxIon+U6nuZB6s6MkladJP1pSlJ6UmiptKUtfqsuVxtSlM4VpN08l05tONKcc5amoUmrTntJUp9ecyilMR5HFkSabuICSRYT5nIMwAZrtm8Ju8viPe6JzhAAQwxMMIIB/YIE6gvBGTXHyuyng8x79xKldnkoRNFhpAZsQiDxGAACmlFIBiqPIJIpQRZnoAJN62ocKUCFRCBHVo8lsrGMfC9nH/oLlFLLkzdgk8YLvSJJCSZBCHuAgCD001XZY2OpEpDAAKSSEADm4QgHQsgW0FABZQwkHAFrgAg8Qgyhg2ccvyrAEBZRCQIFbBWdqQYMBHOARHwGGanOiAbOGZA3Djax1r4vd7Gp3c7rQAyD28AcpcBJyCKECEQA4zbMuFqhGegIYGhGJRCACGb50a1B/yrQrYPI0CYnCALzgD17dYwAJoMJY+IGFA0gDADNKL1Fj8VoAIFapO/WQc/RBD46IwiL8+AIBjqAPfxzBSmWoX3JckUj7+uMA9AJJPtJwOfuqV6j3HalPbTxUGs8YvznmcY1lvN4bA1nHQe4xjn9cYSQX/lXJjN3xkZ08EWYgQhCOoEQXkJqQPoXHHs1QwQsuIQxjRKMa05AGAC1UBbP9g63qk0IYLEoRDAAADPwbiAAAMAUBKOAfUziAlWo3FFIQwEq0TfJZ9zEXS3xjIIqIAQDccAUEDCAAMW7IUXbhgNFCDiwRaLGYBEIIHkioyDDdrqlPjepUD0WIA9mHKraAsd8gyBg8eAEMbLADILwABzWYQTfOihx9QOEVf4LqqDnjBPTUSSpWMp1aIgEAAw/gHioAgAAQMIqgRKYKGAiAATqhbYyWzD/80Ic5EpAAAMigAFXgBqxyJBVbAOBixl6KHTIwjyI+6RYAoEdiVQ3wgAt8/uCmVguiV+GE0CDozANpz8EULqbNxuYqUSi06MByjy1oEKMAOMAXJJKAJBigAPQYuZW48hOw4CMMpQSAxY0cKvC1pz1A6PgC2nCwspz5FgbwAGJmUgE1Z1Ei8KDADiWOHSITfOlMb7rTExIKDTI8yxRB0cFQ1I+Q6dvQpNblPqiQyz8N2cdQjtYVUkx1azMhR/pQZ8f5cWdCjz1UXlCClVLxEahCFYAtbBA+DPONVnhAC1dp0KvksQgCBJOmR4lGA/JR57pEaR9lypLSya73fZK965y//JM7v3nPz330XBd96UOP+s+bfsllZz3o81QRfqTCeGa5W4CH9apFNvzd/uQrGtSMFrWBNGgKshA7u5jm++QvjXwkQwIZxNMhK4lhYvVA4QEMUH2wMngjUUJarE/khDxcwOUbAeACPz2aznTIJIf7Dj7oNA9yhFL4CPkOPRjAlJUxhRYAkMfD6T8x9vADKXZ+yLd8NoN+3VKAFhZ8wOeAvweBymeAE9h7B5gzFuh9DRiBGPg0EliBFIiAIHiBIpiBD+iBIfiBKYiCKziCKtiCLFiCUGMS3wELY6BP4iF2OLJFAsENzOA5SEAL9WU7XkB7UAIACNAERSQA1aY4X/IWh4B0MkEGnRA4nxCFMoEjZYEPsnM//zABKBcTYNECKRAeouELXPJ0aaiG/mvIhhRyCsATWMJ0CNEgJpWABp5jBGqmPlLRBbC2RBZxDncAAAmABS60DzPQcQCwD19iLdZRDuaASv8wBqXABQEgIl3RRwmxQgNRD9OAMfyQBUYwDjWRAPnkQWOCCwjVhqvIiq3oikPRD/xgCmFgPwehD0WSD08QDPdwIGaBBYaQH1wUU5koSIVUe0/wClNHjITkR80ISCCFD0sAYL3IHrXQiFqwOvrEBSVwAwBgDQDQiAGQFmAABmWRRiB1DSGgCgaGd2qxg4PkQv0AGsphFu54gyZhDRFAA8UAKFJhCgCgCuyRNQLiD+7QBzBwAPvQHis0j/8wDwTQC8YxkMNI/k3LiFVq9A75VozOuJHP6JEdCZLM+JEiGZIXyZEkiZImOZIqWZJ7BI8uaYwweZIsmZIyuZI22ZIWiZM1qZM9WZE/SZFBeY4feRSiYIP4sCx5Vw3KwJQtkAnNUGbI4AzRYApMoAIauTn84ATxoT5ggQVdsECgYCUGgI12kgu4sATRFncAQB18NgU9YRGxYACqMAUB8HKvkR0HYQ5nkACSgHX6MAU3IBO+AI4FMCUs0g9lYFqcUwZ++IqPCZmReTb+MHt00Q+LAxbQEAM2YAMyoAAfMAM70AMuwAM/0ASbMDnHp3qpZ1lDUAtd9HqkNxEmkQVfQGFpQQpWEgVdgJlm/kFL/vVaA4AA/qAPVkAFqilj+kAusFALCDAjDKNjUGV5eQRnkwABQbAZatELA9AOmicIbBkJkPd9TzILJPBzrrd6o2IBGBAZQnZ6qwmfstlksfme8sle9ImerFmf+5mf8cmf85me9ylUR/VvdqInPKAM+kAv/NBPPLI5xTkL6WUhB5EPSWCDExEK6YYEGycRTqAAHsAdVkIAuAEG6HGFp4MKPpAWAzB/4dYoeiIV+/Ad4bAFDIAGTHEAZtUi5cANbdAkMwkPCBAgnHMQFgAA7yCZSaqkS0obsGA6mzUXvJBDLlSgFkIFXMk+XZAFj8MKCMA7V0CNApEFCCAAgzaW/gdTBVi2E7YAa/tQDrwnIQdhDETAFOI0dQhBBhuwAY3QnVVKEbfgAJ52NtswAAMAD37KpImqqIuKE7DgmCCRXkgphO7Zn241BbqAqK0HoGSnBGo6EKngpZ3FMlXwJVZiqgJhVZSaELPAGCcykU+WeSERYidSIP5wCwlgBf83EY3gZzSwhXm3KBmQDJmKn02mD7/gAxQAiZX6nwKqn8wKrZvqn9HqrNMqrfapqtWKrTDXrNnqrdxaKqngh/V2p2Midp5zBJoGbBSyBSKQFgDEJAOgXycCQFZgqmaKFv6gBZjkE7SgbAoZoOMJJSHBD7fZBwRwSiyzBTEgCiN0rlSE/hBJ0ABlsGhGUg7acBsfYQxDQAGgoGOMCrIhC5lzkRQg9RGfoCtKxF80GSFaAYbqswsLkJBPgg+poJtbgCIYZ2BWYhg0dJlPsAUFyg7nEIYCsQrGU66z0ZBjchD4wAOBUAAikLIIIQzNYAoGMAS2WJO7Fw/mNAjPkBCP0HFg+xxwEAVzUAciq7Zry7YE+Q+68RnhcQsLEAP5UQxjWAIpoAIjMAIssAIbMIr1JhvKwRys9yAWAQtNYACv2WoCIQoJYABT8KjJ8g9NQKYAsAqN+A99EACw9m9lEAaZKh624KkSGp2ahyBlkQoiQEMYQLTC1waImAB6MLAxlT//8AbT/oEAxJAIxvAPf3ABN9ADfPMcNLAJoyBqk9q2y8u8r4ghaKeJQpgPd5BPaXEP2GAN5IAO4rAN30AN4rBoLBSwjEd/MpKA1PqtwsJhfsAFCcAFWjtC/wgAWaBBPTIVO+sJ6NBy9HAFAPAFU/cEV0UpPQICj5q0ZxWrkIpSKGIS7GAGDJAARuAP2/ACSxAKFWAlICAP0Uuw9KcP64AIIMCIAEACGLAAx8AJP3Ct/HkQIXAOvfADD7vC6AuuM2zD2tqtNYzDNMxkO3zD6aupPizEQFysQ0xTq9IqEvEq3IcQvIgQEZFhnHgcCwiDHUgsc3EslLt1MXiCL9iC5iAISLAI/gDABb2FFFYCBWHSuAJxD1ZiCvGAQQOwDUlAxvRXF2SgBJE0LXimq933NEmZgFq3dVLxMQlRD70AAATACg7AACRwBAdwABGACxEhdiBjJFFCL+ZgDAUQAwYFAKzwD8QAAd3ZKxyYNA9zDQAAD8HAJRLFxaYsNbGsgV38yiRoxbZ8yi5Yy7p8y7ycy1X8y168y8AsyyYIy7N8zMaMyyLzD1VzNbviLFNXbiMUOmUTOvygDoUgEFcbBUxCex1iBnc2BfSjb/qwAgCQCvoQCmwJAEwAAFIwIFDwcf8wA8EAEwWwHiuLFV1XJEQQUF/iBVaiAHMQLVA1IPtwD0Q7CFBQ/gPywKASMKW1sQs2cA/DcAQH3LwZrdEERzqeGitZFzS3J4QnKhuVBDrboAoFIBWnAABNwArvfFruXAW9wxv/aFxi8Vp8lYQUoQUfxw8REJAjEQD1YboTItJbQABvkQMAEAm+wKBhWhNHYY6hMSUOsEO00Q8y4AX4MAw7sNFfDdZqKD/0Yz8udBoogT2YMAUm4AFWQAv2UBanKJQSNA/YMA3L4AzXoAybYbsCgQ8JVIBDmZNA6Sv7gAD/IhCfsABZMArue0UosQRcgABMUL/ggRL2IJdq8tJMEABEAAAYoLLg4Q9dsAQZ9gCgTRLU3ADQ20JzDY+tjUU3OI+3myxk/gAE2wAHABAE9BKMFTF0KWJwN6gP/fNw98ABuAAtgs2TtccNqvwP0yAA75CNrh2TPkndM7mTLJvd223dyq3d3c1HhB3e132T4P2S5l3d4n3e6p3e5D3Y7r3cunSZzZxI84g9LdIPS0AEqAAO2QAJNKAGsBEKH8BrMaADPHAD3XAnJu05+lAAW1AA0CAPpxAATgALBsAFxeIPVKBW9uQcqAAAtYNBTzAAWWBt/+YPXDBO2GAl6RULAICV7IMGSrARwnACIJBLQlHIYcBctfELQTAQFMAOYU3kRS5wyzQ6DsMrf0AD73AU91APK2AJBxybaqDN74YXfMIZ2sRN49vD/vRwAC3HCqSgNussA+UAI/8ABVQQAE8wTtGUFjY7D/wwCwYgCwZg4nkFGvHQDV6AAWxgqpsgw9ehrwHQmz0sUwkMrI37BlPQHvBwBgSABG+al5onLIYXYIOwANVrxDUmCF4tEBC9dTwcxETs5aWuw6b+rD+c6q2O6K6O6q8u67FO60UsU/pwVCBxmy7SD8FgAe0gj5xxEMrQANmA0T/BBMgCFu4SWDQyVaDDDwpgdwpgCqzgSSw9AKkAV5yhBVawAO6ApB5yEKyQAPWDQfuQANN+m1cwBWBgJQgwFgAQhAPRDufSnlygAK7sFaAHGvegDhSKjz6QcJt6QOxyDSBw/gQsMA3L2hpgAQeOMBAYAA2/StJGbvEXDzqTVVkpMjZIcImb+A+IQAeuoQLQgBPaBDr4AABbIAAHwAiiIAAVNwIIcJdZQAVhBT6tMABrJgsAs/ICkACYcQVOYAWvZaRvUYgDkQVvrvRhJbgWMtUJcRle8QkD0AAMoAJPDxQYQAso4QSWgPFhL/aN5QrjdSlMIQTCYHn9cA+bIAfWiir60AD80A7JMA3fQKwI8QSApupwPxAAoAQB4GdToFyu8NKoUHsCQQUmjlEDIQ4CwdL/AABJEAAI0FAJQQVYEAVW0nJ3hhBf8ARi9wWUYLLbOuswGhqZqugUESXSUAOooAkG/tCdDmZ6FUBEaSEHjjDofW/6tX7qtg7rwD/rwu/7q97pxe/3wf/7p/sPrrCYACiw/wAGizAVTGEGdtAa2qAAVFAAKpADHwADxAsThdvsEKJC/4AAWGCqV6AAA7AKrYDOEqFfCGAWLSKW/3AAWGAtBJAQ+RAFWAAQXgQAeAIggIIC//7l0/fli0KIZVgp5AfR4kWMGTVe9LcRYkeP//qF/KdvpEdug0KC9FgxpL0Uf0jOpJkRg7p/+PLN+VTT50+gQYUOJVrU6FGkSZUuZdrU6VOoUZmyhNiqi8WTF/tRvUgNQ7N9EEcSe4DuX1ipIv+1AoAoXk5/xnC4+cc1oz4o/rDQpl1aT4AUAIGVFABAitSAW/ouLtkCQLFCrhX7VXyFwF4AwAbvXQxD5EhgKIEHANiscIqVugrzgQm1l+9Tu1kpWoQ3I4MpppLRqurx+iI/Zg3aQTxjyfdx5MmVL2fe3Plz6NF9tnpS1y5E12ejVcNGrBobB8OsOXNWTdcEP2chRwV5zRdGdypukVQMZQkgQXr0CArkR5AhO+iRLjWLCKBCAAMA2GK0Wdji4qJ7tmhso5MeSwWAfwaoYgAEMFRPoSoMGGgAYEQgYDSLvsgCInzQkaEn6K7jaCOQXMropL3igaSBKN6xSEasKFTosX98iUAX5MJS5gaL6JBkQCij/pRySiqrHJAfdarR6BxrrGyqI3rmIISQPfbgj48/BEEijA892iubHVhoIQYWeJDBhhRogOEGHnJYQUsbZdMIyI8Ghcief2zUJ5EuspJxHyq+WMSPRAppZJJHAhkkEXEKXYkkQtcLqaKOEtAiMACSSLCVTQLbi5cWmPAigIUMVQifVTBcoAtU8YFIMSk4JIyeKQBI8J/N+OGCC3P0CCsNHLwpCVRqPw1J0BtJyk4siPJRT5wfGOhEK5JsnFG1kroYhcAfq/XoUWZ+yClRRpBIFKNQ2aXR3X2tfZdfW//1t1+BCyb44IARzihfhgFe2GF8IT7X4IQrfnhgiyPOCBM4/hQSlJOHWGoY44spLllhyO5JhJE/Km1EkkcACSQLKLDDiFTX6vlHwF91hkhAnz1td2iiRQ1SLF9Z/KcecDwQGiIbpYAl6J2XnvhpfY3Wemu7qLrmpI4ACC2wLQgD5RUDNEgsp1QO4IJXb7k1t9ZYMLwmlMAKeGvaf6gYLTB9tDggQZ7/6cIItub4ZwtV+CEyNa66vpprjbmdXLaOBDV3pOxco6cfQBBAzeN2BZVtpLmJbOMRvrHOWvKiZ1OIGB2S/gcZGmqN/fXKt+Z9cthdj7z3rH8vmp9zKhcweK3fOilp5osfHnjio7e+euyp1z7267fHunvusw/fe8rJv/cf/lPamCxIS8jYffrx4/9e/PnJ7dkiAT+HZQzZSY9bdn6IzDp808fckkQ6hdiDATQ5wiwIaMDoqAIB56MHAKKAKicEhhadUIAUTOEPYbxAFQBAwgXP5yZaBAAf+7hQYKQAtX9kAVUA2McFA6M7KTjBFQCYQh0A0IuRYMtLJruZQvZxEm40wlESs4hLynAF5bABCx/qxQ6G6KU/TAGC/yAHAbZRvI30oRAWWQE2rnhGNKbxKP7QBBg6wpVQmEGNS3lMASFiCipYzn6W40cA2yQ7IR7nJPwwhgloUgRcWAQtfhwQKRKAPx6iqjEAqEUpDDCFU/yDFQAYBQAWkIaE0OQV/gLwVq4mAAAvmOsKGEDVPWrRIQDgABimmcIrAECEKiigNHNEikv2sUWk2EIC80iOCjJhkV6UYCu8jE4/+PAAcmgkEQCQlk/2cIj12EBLzORmN+foj36cAgwa2cQ4vRmUyFBkH6YIQyD7MZJ8uKRGt3pCMO6BlkEaEYEXAxJIgHQSSwyHQBVJhBxPiJGwPMEVj8kn3xipsX76zlP/1CQNSXeAJQhgIBIIDCguxARY/GMUCdghAy70uKPtIyyo8BApCnCqPN7DJVKQIAAGsDMGoKpx++DCEhhhAIwywB8ytVVEwSgqoyZVSCKZnkv4ATbZxS2AOMHISZaZrURZ9R81/piE7JRa1I2EpQPdwKc8LBAOr/brq/xUa1vB+la2auQkcwAANrliDxQgIBpb9KdFBtGIx+TjBtnARyD7CleIujWui00sYs+11sYy9rGKjWxlJ+vYoUH2shnJRyrMQNQfnUINSQskgToCjT3oYAVMAIVCgpGNg27Wspml7G+G5JKGioJ/hZ0cvjqyg11IZwt7wAgzJkCMfPHDCUiqUj6ywY9VPFIt/ygAFmYYGFiMcAqy+McORRGYVIRyJqYQgEJgAYAMeogiGGhFAXYAgBWiSgBcyCQXCpAgAARBvedECktGoASqEgUkbkjPcfjBAYGexAM+4q9yOsIHKJjAgK9Y/kEKqjmTjghCEdbxxwi00WAQh3hAljgDOc1Zk0sgoAOjAAcUEmCIfzyBE+f0hz9SEQUa9cN2AkyUIVZA2qeV1nXEy8g+vGEDHySiGttwhRcm0AnUvcsfQ6jFPqkiZIn2lsgQCa8/PkEA2QGACUkwwgxdsUks2KIfeBMEACjxCVodNSumeKQ/uOGIYgFAA+9J1CMBsATH5ANVASiAEv4hhutCYpco03Kjd7flPS6VXX11STpwsIFW6AvL053uJ2zwaEcP+SPoKIBZzqcBUYBa1aJedZZbfdRX52sfeVCEC3KBESRU4gOwvQgp+sAHRbjjfyNBBCCkagJoMJHVy3Y1/rNh7eyRETHUzab2s6sdbUbHWtn8yAQCSNCCF4DABTIowQcu0E5Ob4QfpUAAE6L5D3VgoALpYMA6tgVpbZOsiFZWCB5Riq/S5sMKYQBmvpACT3noIgsvwAERFIHWdGtEH1aYRcGfc4oF6EMWAsDnPwCQgC80IW+ctGUTYtEPdleBAKWgBQAsfq8RrqcKA2FAKfygC39gyIIIGAkADnCqBDwhcCMvQKrBCWLNBqkfiuFHIx5whGQ7GiSyocYArlFtpPBiBvgwlxqehHURG2UkdNiDJLxwEXFUgB0z+JpYamADSCgCDDwShFUFIQiLkIAcNQ573/3+mkuI4RrUOIc2/rIxDm5sQxLuy9dIOvAAkYzEH3VIQBTEsGnpTF0jsMijtT2SDxUMwtTQ2UdH/lcTKgS3SllYQHelCxEACOAKtWCBTZfwjwtBgQ4myNUUCPCKZgShJqqgFVqwYIEAIKAVCrDCPnR+BYt64gCrIEwT/AEGVKWAAKr4+xr/gQ4qQKARRdmHDCJxnGPY6yJqwET3+SIIR5BjAYX7hx/W8A8YfCNFVVjPLBiATYg4BOKCCBcAB/c7QAREClFoA+wwvX/oBDahiWgogDFCC33IhcCIOv6ChS2YCWBihhWogMBAgRD4thQogU6BNmVTjYqwEfjJiCnIhdPLmGnzPLvQhwK4/ilXQAB86Ih9wIcCCAD+yyADyAJ6qAdzeIIIOIALgb5M0x038Ye6EQt5WAdjGSEn8Dh9MAArwJB+YAUDaKEqyIcpCIDA6MIn3DRso8F884hN27TSO4uKgIUEeJzkEpU2GIIaXEOLIITbi5utoAPj2MMVtMFC5EN8U4g/4AN9aIIZGxIQQIZ/eIFuiBtaGIGwkIx/YANDyAcf1INEICO0ujdC1LdSlLY2zDYVNMVUZMNVRMVXzDZPYMB7OguQ2IQSWzZDGIBdYDqFgAcA+LRYdMVrI4lASoUOjDhJU41r2AZvGAdwqAZqKAduMEDm4IcZZKBEgqEYgQgGOAB/CAUD/oAaeuiQs6uCwJgihfAEAECAMxAAgWAF0/GIWYCvixgIUSCABwGAeUiAKSivtQCAVAgAA6gCVQCBBAkAgbAdZ3sNRIw0jQAmikiabGQ2f1AMXRCC43iD8ROLfLCDr0tApwCERfiHV8iBuLGF3vgHEfgihfCCAbQIPSAE7LCDkoSIFaAGkdxJnqSJTzixRImbUWBAmlACBcAObxEHBiABbzIXWNCCqqoJb+mHeJoXkciHTFSOrNCqkFAMJOAuz0uOa9ADwhApD3GJwCCFf0ACM5yCW4GF0VACAFgBAHAF0yIJUmi9yEOWHCAIAKiCe/CzDFoatviuVAmDAXiAdAQA/oMTSa7Iil+KLQyDCGgYgFzAMn0oh6PIBzSQBK5kA0eQvJ40CpC4gzGKBw/Qv30oAk/QGRLYJn2ggWk4i5HwFT4osIrgj8jEBxawhsYcTeDsu3z4BDFwql/BBDT4tyJKggPQp6XJgQUwgG3qJr4TBahcGCFzCeVUiARzDrSgqLOoAl7AKueoGwNAgBFIgaOEmsFRSy7wuQdRiBFCABkiAAIIBZSpx19RiCdQgBsAAChyuQR4T4VwpB06gxVAAQBQBQIAACsggL2hzkKEKo0AxH/QhJB0ti4ghHd4DFjQAxv4hXH5h1v4gScgRZo4iQm4tYvIgy4ojd8MzqgUBERQ/gg1IC51MIDNuIcY0D+FUAFnQJeSQIQahQg/2LCkGQGIk1EmPcCTuAS6yAhLSIPW0Rh+MAMEeLecaAIzkL5LYMgpkbV/oIXq0IistK3ZeCex6IdYCAMI6AYZechX2wsZyYqKIIJYQFNYLMaQwAeW6kJUgRp9sKlX+IckcCGIqIchiCR0bJzH3IglgUJ9yLMq2Efngz62AYBQKABZMEMA6ITAOBWTSEQ+3VPPe8NyETUiyZxZkAApuDplxAjFOAMFWIB4EAdMSIAFIAwBOAJ/WAEFeAFEIVVOK4cFIAcX/Ida0MijktNhPBliNER/8cE6YJ1/OIYOmAdAkCNPDAGd/lQILoAE2wkLPCgwkfgDPcCOFJAGQXHWUlXFd41Wd5VWU51Xez3ECcUOkJkbb/EENiBFlphDACBKbBACKvAHe/AATIRWhiXWed0LUrgCbHGNqWyii/CWfOiGPAgBHAAEa9yn+pGfrdFEbtQjk12CTHucdqWf8hHZBwSAORCRG/qfDqmvBm0C3cGCBCACANACAwgpX9mciwiL09MHkPCCwDCFI7AFDEkAPwDAegRVT2hQFpCFdBzHWsGc3nrBlg1ZrwXZ4pnHK7Mt2ciOewiHKJgAGIst0eyWM0iABEgBBygAAcgDTUgAA1CAU/mEDhiXbeHa6YIGF9CHzdgLZ8AA/vrDFsBd3K1t3PdxXOGBXIWQg0MojRnwBQgoBog4gWQrJT3sQYjAg3R9DEuxB5dgu2RxWcZ9XNaN3Nb1ndV1XdmFXcmVntoFn681ntyNXd/JCmXghMK1iHzoBbXsn6fxBzgYAQVggQgIhJ3JB1o4AR2YFqrgXdt93evlFqpwCVu4ioqFmjiFj0qYAQWhhs2I0afAvItwgm1sSL7IB1vqpLwJMwRYhX54ggaIgBWZFuvaAhPAAwBAhYYFIIvIjFR4gsEEAFmQvIEcoVIIDFYABcLIoEUDzsaTuFroACXQQHX7h3eYhBAwCBQAh324h0bogI97AXgwg44kijjggaEh/ocMGL0mFQo+QISL/IdKoIAe8CcV4IYhsQcfuE6FqAUGGCP1EECLQIEPq2En7klSQd9/4IZqeIug5Yd6AGJuygpU6Lw9UtONeAUnUIArkIUa6IWjQaOvBLvjqJtQOIBA/RCfY4V84IIqcILOCwt03IJUqIcESIUjqomVRUcAWIUlgAJaAYBYyOFcKYUByJUAVoUEWQIefKonFuQhSYcmQIBH8ERtAYYZGAAfQBd6CAMESAd8cAQHiAcpzoQxMIJl8IAdsGR2OYHGuWSg2ANGmBZ2uE++SQFYDYt52IEa0AM7yIIKIAKZuJdCWNuRcIFqUF9cnuYrOrqskUiO0M6h/uUwb+oHWqACWo7KrOmHYYiDEXiBTqgHb0GkkdAHqaot2rIVw8KtDs4JKfCFduVKyYrnfVaIVkGFDimABUCLfKgHM0w1L3CCLCA41WiCQgMFf6g5sLVmrpy6x2gCAyiAXkgA6MOHBAiFYe0FIGi5ugEAUSiHQfhLBuAZ2Em6iYLnl8YsyzEsfc5m53QJrMwFCsABnAgkbFSIepCCPCBofXAHQXAHZBGA2ZSsjuCAwMiAECgFBDoJMbjJ0jqsfkYqmNZqmebqrJ4uC1SNfVgHeBjWdy6JikCFPUAEUUgHQlgE7WznuImblt7qu+zqu/5qrJ6tmNZrV9tr2QpsfuZr/q8m7Lw2bMD+CG2erhp5DBStEOdEi32Ya7tO7L5GbLBFmn+whTJ9zKnkimmYgQ/gg2iYDJdAgl9AUSvpCCRwoCnJlRYKjPlQiHsYAALItCWwgifgP4h4ggPIgolYUCnWiiuggVBUAFa6h+SZDX6wB3OIBTNsrX8QgC70ZGr2ibBohx+AAEfQFpEwF9fABwuwAvRlBgSwARkggEPgu3apg0oIy+vW01g1l8KCA+c12eGOb/12v7FtMFIYnZrQh2rYAQo4g2Qw2oXwByYwhr3AZnqF11gl2yRQM/KE8IcMixFiR1TxYnrIaFa4hyeggijIAhtZggTIglSoIAFeRqKp/ogpmAJ/wAcnQAADGNaL9IcAQthuGAMD6BKPYwLSqFd8ZcVnFWc3JBqGOoWYJJrSM07nXAh+YIUHYDBIM4MH4QcjeAV5shk6WITtbMUBBnOHHfJ92ouwwOq9iKd9SAFhsBE3J3MLh3N5lfMwL/JTjHMij9c6B1kek0wjZxfIpPMxz/OSOAUvzggwhYh7gAZBuAAZWIR32IojyIWO8KP8VorfHAkmmKUafA12rMfAMAAoGhIFAADceIIvoAIxKGAGSAKpVuRotaou4D9/UDnHWIgztY66wVgA2AMZcOKRARKs9HOPyZyNsKOKcAEyqMSaKINPsAdvASZBmF5p3m8j/gqijSAqfsgFDsgIP6p2aw9353BpR1smcA9ThTiFs1sYg/MFLWiAJfAEIUBjbppw+EaOVhCA80KVLnCJe/A5B7KCLrCFRDqJJxCALcjTAQDLouCCzpMCBAgAYMIHXAiAx0CAPBV3okhBVBSFB3iA9/4HJZDIaxgAWpiJZpAXjV8jTZgBPygEKNgAY2Djla95m4cOV7iKn/CH/+mId/iEMnMCY+gH1dZzYlVDi3gC105jPN/TfuAEAShpspmNwCjUKoCiQIG+JChUAViFWIeIK8CCkWCL88thzvoiHTuAkGp6tp9zQr/gUcmIFTCEYYXDizCCARgBKYBOdUDRTgiC/h+8lmhYAKoZdCF/e0GvQWzWh1NABEewBHgoHge/V8Sv/MO//Lbf8wd3e8znfBbX/MlPfDG3H1cAcPmmiFCxhj1QgRZIhOXWyqGoAtVz8Ne4KuJ74I+TAqgMB7QygAHQcirQedXQhytQgCNYKAFg+AhneojQgnHyB6uVao9YIYgoAOl/NTSa103D5l+wABvgNTPdCGMwAzj2uY6RuDMw1yJjCZm/+X2LQkV6fwh3f/qXinP3dqTDCKtg/mLHmmjfC4DAh6zMA2n//P1LqHAhw4YOH0KMCFEfFFj7JGLMqJFhv3+lAJgCAGBAkyn/sIyRJ/JUPypQ/vXrmJCJAJD7/gSQOohwY0MnWvLhS0Vglj6OCWX+45cQ5L98PJ9CjSp16tSO7MoYUOQ04c6FXRNe3Ffu0qFIak5cdMhtQySGX4/OlJSUKt26du9CfAsTLEJ8OvECDix4MOHChg8jjqo3ceFWT/4+TOswbdGHOxcPxqyxaBRXjKWamiEOgIECS8T8g5Ki0IAAtP4pGfOvckIsBALE+gfg1j/JeSHe+7LF3j9ZAFS5Beswgay0Sj9Dj6hZ4XS4EtP22zcrxIhrBxM+d/h8K7997yCkS/4vlw314RfO8fS8evT6VJFCxM+wsu+H+u0DGKCAAxLo0H8N0XegUQVqpJkoYfSGUX/fhedU/lf8dNQVfRtipKBXkVFhy2wYcShRggu9IkU8IhkwBRf2RAGAAAgYYEo+UZiUUFH9WJGAAaTYA0ApCr3nH4KpeYFQKEIeqdxCOM1lnXQkUmlilVNK5KFCWoKHkV+VucGAPN91aaBCX/6TQxTMkMPOHwqRUwIWTUa4UBqO7MXVlb9Z2SeWf/IJ6ENFiudWR+FN2BCXZArqUImN0hmopJbtSamfkzpaaaaXWgqpep4uRKiiGIm6IKjUaRqpkRypEoVCEyrlz46BzNWfb05tlVAh2qiq11u+morqhwyFN4UstH33a6/LfirlP/ic8oQ9ARhwwBOPWTGSSKP4k0UZB1Xm/k8VIoWyjwG4lDnslh9W9kUX+dBTywGszFXke0Vp49t/yjbLqLD/AuyvnuoGDOxC+waLkH74KbzfQvT4sw2xB0fJFbKFVPBABDM4IAc++JDiwj0j9nfvP2WwQfDAAQtsMMv8quzyygUzqzLDea776oihfrhwzTT3K7PALf8889AwAx1z0UQHvTTSRgsdtdP9Mm1zz1S/dbN+UjfdtdL94teRU7DIVvFeuUaIhBHfDOrsP90owQM9pTKoEBKvLQogKlvsIxIAUYxxDxYiuQBAK/88YQWRCS0h0ir+HMeyRi1FoRQpCaySqNub1t05p4X2piB9z+3TjyQGBAFABACM/oINAHDszHlCvSiAjue3N5gq1bjz3rvvv8s+FX3AZ3RKFTlPfGYVBmxBTH5cVdPFBGtojrsRufDeUSpV0APAAQBMIQY/GIhEhQCq7PPEGPoxIeMp+ACQS96WxUSGFAmtQkArdAs7P/H/lwkp/qCEN3jynHDEQxv6qMMDjgAB4vBvYPy4QHoAaEHdXTCDGtwgBzvIFX6cIgwKismzLuKPi+RiAwhgwRtusY16yAQf1mhFGmCAgA8w4x/2QNawNHMZPvnQaAu5yBNeUaofWiqIQxOWXkKBGu8BAAmP8dsWAPCaJHzrHs/hUQIAkBtsJCQfohPiTvCxD3fYIx+xAMCY/vL0HH5kzUlwTCIQ60jHO25KiXp8HkwwIxMMSdBJZDiAHCCWPECSKS0j+8cCALAHfWzlj0eJowjAka4m7RGPmLRjHjm5SUv1w4+TVI9zRImzT3ZSk+rJZCpbicpXrtKTsVRlD2VZS1oy0Za5xKV1QrkqD+3El2Y65SxdWUxY3nJYopANPrY2KoWIQgYiIcACYPCCESSgAAc4wA5cAUkL8sMJu/BdK6wwD79VoQv88FsWCqAKfkThfuvCRQHc2ZHq8SRXxvEgP6Wyk2G44AbO28hOikKObuwDn47SwOP66dCHQjSiEp2oXVLhKvr5JV358Ec/kEGIHBjAAAgAAASi/qAIZ/jjhPxAW6cwpargucUfQ6jF515q00+5Qi7/AEUW7uE3KHRBNwIwABoAsIp+JI42zwGAEPDhDzjyEKYHW+lOsgGwRS3qUS7dHVdVJtWuIo+PjPpKZd4BhgfUwR5h+1cw/dHMMK4qOWmAhNlaatevevWmeQWrEPUa1rhuda+ClRxfl1hYrd7Vr309LAYJO9jFPtawkT1RTRlb2ck2FrL/OAUVosoRul2kHc8QRzXoAZm5cJR4+rDCLCIIHYQ8YTf/GMUY8iESBDShCbqRUUhElAXFPVVPAFCcdYYHEaWsVJeapWhgWDmqffiFH794AQiqsctC7YOlUn0DJfzH/ly6IDaZ3x0veQVk3MtGNBZUWC7FIoMQzwKQCuP03BMCgAt8oCIL+KiJAa7wBX2IpAChCAAr/IGFoDYEAFsoL4MJI5NJcAM6iShCgyts4QtjOMNTgcWCJYSRfCBXrIF1LIk1O4VMJAMa2ZAGOxJr2YjsQ1wAoBcJ5lTFA1zBCecUiSsCsIp/SAHBztGHAbTwzFM5KSJZzaxkS9xk9oZXsU8mpkP0gZDSATYyHULQMRQwCygzOcovHjGY0bs5KYsZs2aecpqd3OYyI5nNYZ7zmt8s5zrT+U/q2MY1oFGNRXQ4byeUSHIZdN6FHIEENMBBDVSgCAJ5wwlMIgA8/oEK/pFYgQv/GACPvfiPK3SYSPVAAHFd/NjgZknDcbYzl/iRUYXUoyGudS1SnkGASqi6uVtec657netDkzmDkcDBC2SQAxHMKVjqCqapmA3AoiABFmIbEDj4YIgAAAABWWAFAIqyCWwnFQAFEBIAUgGbUOcJfB3x7qSA7WsCxdE6++gDDHzRbgPuQx4voMO7++3vfwPcc/7Ih1N4Sr+IbPG47C2QTPZRhfkSaBakHgCnFcwA4rwCAAnYQhb6URMAuKIAOeHCSxpSCV8skt0L0gxWA54RVkM2LfIIxAPY4I6Vi/ghTmGFBXLjcn/uOs4/H/pDMbMOnrj7dyOThRMgcpE5/g6RsJLBjJ1h3iUiwCJ5q75SRzoBAC18TyRKSEBCPCEAbFziC7sFgCcG8Ip/MAELNyPOYimL8KAHu+p5zjvesww6w0rmIvnYxRA6gIp0Yca1kjGHA3KA5r2b2s2QH6aS+45XyeM581vXPN85H3k4d37zlbdMBKh85NCj/vNNUcgorPCfW5mtSBfBT5Ey9LXbJy33zloCvdDmTK/p3l8fkYKMRtIFADhFHZPoxyZW4AwCjMQ4p/iHF9TuF9+8dV1feRoxlbJWin3l97iH2tS8yv3zY41q4v+r7f/qfZ4tBIaHeEAalFKyU66fLwnBxQPSczPzpx8ACuDLBCABDqAQ/uUfMbWf23DN+FVN8KHfAR5NAZIRBU6gBDYgBFpgBpIf8HWgA/pMRzwAA57eBRrgCVYgBvqLlf2DLQSVU9Ae1TGZ7zQBupBJ0tWFP3xEjLDIEjxAKPWDUgQDBHyEuH0C5vQDFJQa/CGGnREdeFkeWOzCCpiBa9ndP6hDBFjXE94FDnLhF37XO5SeF3IQUqDCeh0ZCVUYEsjCmUHHklCB3wDAAjjAwMFEeVDBKohEAKACArRCPnRBFSASGYLheKGaPuDDO+jaP/zADhTiI0JiJCoEPEBArvUDLVABIj3Tr0hSy8gEMEEWEhmTeCUPPkiBLxCKKCLTdclaQtzDKphG/sVpC91tRRLAgt/Aggvowj8IQ9blSTAlHC/lieh84sFJlioeUzKS4jKyojI2IzP2kjHOx2fpiJPow6EEI4LIhB8pkjJMAL0448A4VzjeoHKVozAiIzSmlumJozmm4zPCYzuiYyjS4zHW4zhC4zmOYjzq4yrK4z7+oz+eY0fgA9lBBj7y4zsGJDkqZD/4hS08hsD0AwwSogUhBBJ82YAghCgAAAfIYgAY5BZhwStgGwD44rNMmSS+G1K0wyHYDl10RDUMgCaoZE3aJMDtAwSoXESRwhI+Rct53uWxl/clgS0ciN4RWlJwJADEgAHURAEogKysoxKYglMCAE25FT9M/uPKLNmadaXopZ5Q3hlYqh5Qrkx4mEMPQMAoBJv3+YMG4MnjBaVckqVYXqHqIWVd0mVY7iVeTl5f2uVfjlmsVEB45CVfjtlD6ANnRcSrJeb/dAQTAIOUBUZHlMJIRcHHGQAARJdCQEEqVFwt1ENR0I1C4oUT3mTnacYc6QMmKIAcxJqayYQd6IBCpaY5VEE6IERFpmZvMkg+JEDDWNhOnIIXWAZvMgQq0J3vFGVKHsYoAEAALMG4iYQDNEQViMJmAsDb+WYkCkMKlAAo0MU5TMAwdOdDTAIB6NR5smcGgVgD9JorINhP9t02zIEEYINpYh5YPkFGtpdeNksqiEQW/sghADQEFWScSKCCY/odYDroYz6omgGohAbbohQJPUxCBDRBuPRdP0gBFeTKYfrlXEIoWAkCAOiBYFLoiE7ofiLmigYmicJohLroQrADAlwSi75ojQ6TK/jk4igb5S0EMWgBApCAI2zU7zxcjtbHK9TE4ESnAShAQzyBK0wT9jRoZsygJFrd3UXEORwCfJEYHCRAOHCphOxDICjAIqhee7qplkqEJhhksF2QXrTCfJqeMD2FPpRCDTDVKcAQ8FCERRBIPqiCSMQW9EWnc8AEE4TEuOWGs70pwCEXCzonz/RDO1iAGVwqJNrBAPDBTk7qqCYGQpQCBtjmeDnGaTWE/m3qxSOEwAMUgAswwyL9Dmd4xoAUxaURAJQKwIyUieA4gkhYgoYwKWGgppt26TN5VjxMTkL4RS7IgHZ1ZxGEAA0sJKlqa3SkxSdYZ649SJ3AGKkoRCQogBpowzhIQQIcwTIwaIwC6D6ESOzs6GIBQhiIxBH4zQEwAIjliRUoQQyA3ChdiIr+lZDqaMLCa72OZc4h7N99Cg+RwBK8ZN0pRC8IACC0AzHogCKW6Ix+LI9KWaysgCvUwDUyylcyrIgurMLSKOi5bMjCbMuKZT6AwpzS7Ms27F31Q6vozMSgmtUohA44gmklBDGEwNehSgSioAkKUbEcy4cwbQqyTGVk/pNIcEFNYJsB2GpvGEEXECgtEAdLIYwKgo2qlG3TcuADfqAGmq0DTi2VxZue+My6yB7PXIMPaIDPbd8pudXJgCQAEEAvbGD5qa3hUm3iOm3FsMAnvEDXym3heiDbUm7crq3lIu7iXq7kwi3nuu3hTu5bOMUpjOD7ve3nKu7mEsy0kc0lTdvBNkk/wMMWBWE9OMIHEM/dsCNj+NQ0IQF1jkRDcAETVJEpjNG2ltddJsQjHAATmMNmIAMAXAAQBEAAwICz3qRMiMApwADyei+B7EMqPECqfpfxwK7K/ZFMcCjwXI958UM9aKcBEN++SoZSbAEVYEEAmFunfq+GZQc//qRDDkyAz2FEPBzCN8QDNPgBA5BBRLwCIbQDGIoAK7CAqPbvBVPFKDyAazHXU4XQCInN8eqpk2zFPUQSQ96jORKREc2jPUpWPDSSSBiC30BfNf7DPSRBFkCBpzFqH7UwQmZrQqbwD7vjEANkP6KwZH2iKUFdzmRUIgzAcrZXQsFEZRQFCaiAMVyDpSoEKCyAAiiBeFaPaZKxEQtkGbtwSh0FCxCDAIjDzoBiGhexHBNxHR8xGgMxEucjHs9xHvOxMP6RUnDCAcijH5txEuPjTizTsySgQjDBMijEL8xDqjnZgIQTxAGIPwSJSBwAKQBA4VBTMf5DFmhAfdEUBoNh/lr4RTzsr8JtCTFIAADwQZEIwwOQQQQIAJsSXT/MQwZ4gwtYAyoLM2JsQiXmmkXlhUMKCxYUgkIIAcQZ63dIxvG2qGal1EzJKInVg98YwKVNQdg1TFGcwgE0wbmI6+6KrMzubM6qM8vqrPKWYEzlyjRIABVAQ/gBaZ44Qk3ockKQwhBcgDs8AgQYwRtn88y+85XwQzaMADx8ABgJZzWvc0If9ES3s8Ei9EVXNFJsggWwM8iCNIlxlphyBX4wQwPcAS5ogwysQjQ8wzhUAzV0gzVQwzfM3kFwMIGsVmsNSN9oJysEgBJw2gAsTj5wQgLEiH8G8TB3UJohl4Vswxc0/oAh9A9ErAIDbAAf2II/mEPS7i8wSOfPZUgzyEA/lMA4LBxTqzWfKMUnMECvqVdaJ4U0BMIOxIADqEAM1MALpEAL3IAJvAAL8EoGyRe8CS4AKABHOsFIETJDwEIA7LAtvOtauxxxfoAOPIOkwE0CJAADeAAdJltC6MAKTLa/ScMN3IMKgBFlszZdfMIIIucGcVhGEApyBYEx/MNozkY2HqtGn8oU6AJJZ/ReBQl1ekICKIHgHsBbeN0VzFjMhvRwp3N0WzR1u3NhLUopYeEVSMB6RtAOC+4NgAHdnkMGrAlGV/d0O9lzNMMK/EMKBLN1o/d1y3dF07d6S3d+pzdf/pTCAqzsfOuOKgSaRvSHHCjDEJX2f+LOEdigXEMhdfhNArCCAiCBuBE1Q7SCtgFATvCaXSRre963G25JruQCHkAsXIACJhxBOkDuP3TCAGRBJVuYK5zAP6BAN7R2jkvFKSAAtRriQsCCkQUpVxLkQfRwUiBETjMItLVhgCAEPPiNAHzEFXyc/YFHKQgAHCgAVjq4jk/U3O5DUSR4QemIUrwaIPmFOnxBAqyBy+0DIqTBP5RAJtSVl9u5Q2RCBvSaKAi5No4rvTIEdtApYzRcFfCCgCzVAQhAAZyCArSPATDAIj2HKuDoNmQU+d5551idZmxF9aRF9VjxPzjDAFBA/ou/mx8Mwj8EAh+IeKZ7+Sm8datTlFLQQkRORp3Xrw8vBG2YkkTbnVIUAQHr9+goxIqIxAKQgyMkgUhM6V7wgz64gnUKHoDbN7X7urVXaBRqHWYoFUz0Azj4gCOMzDR7O6p0uz7cQytIuKzvd7vfdx4Mgj0EwiEYVoi7O7ZDN37fe7Xz+4SOAtm5Kr5/dD6TwhW83kI4xXsUSVH4xv317em2bcSf0hIcjm9g7uSGB/SVAAFM8hMQgAL8AbLcwykYqELwkOqCbudCfOV6rsRfvMqnfPAl4MxPDH70h1+UggjoQDDzEK5E3ULYgz9QwSP8FcqnbuYavbP/wx+w6RwA/oKCu3zLs/zKvzzqai7SY33oSn3VRz3VT0w+nAJ8nvPVa73Xr/xzuODqxWCWQv0FOQGW1kdX9O43uxoUfI9DnEIAVIaSu3rRaTs/gMMWWMC3gNJDJEIB/Fhs99M+/AEj3AMiEELfSz51ZEIlWjAHdcUZUp4aYoniBwhGDkhHICrZ6UMUEEABnCUrIIBwT36/qe8//IIKpAAzGCZkycQWTAD29hs//AG9GwIh8H3rC7MmGLP/YqIm4pxXkA4D8jYi97Erm+IvlK0hG9ZELoUBcEEAJIQcgMAC6EOo/8M8PO82ivIdH/Ien78Q07H5r/8Zp/9S63E8rqPoLH+U5EN2/oEBAlyf2wShk1zEMQDECEX/+vX798/fQYULEyJc+LBhw4cHI05UWNGiQ40WMXKk+PHfnT//6Gw5aDBjx4kqIYL0uHGly5gwW9JkKLOmxJk6c2bUyPOmzYs4gwIdKhSk0aQ+WRZlSvSo0p9PCR7k929UAooopTaNSrUr1KUpxfbD98/WE5z98hGU6hNuXLlz6T5FMqtuXr3zAACA0kBhKAVf9RY2fBhxYsWLGTd2/Hji1X/iqhZ2JANyZs1yiQT6hysG0s2jSZc2fRp1asamHkhW/VouKSuIUcKtTRXuW7FB4V7tl8SWUd2ij8LNV68vlQAKPzmwqtF17dtk4w63/i73enXs27V3z839u3fc46nblntb4j6F+srfRhkOALvdxcm/DH+//syHMZr9w+aCPfHKy68m/AY80D4CeVOQPgT1Y3C+CImTMDsDExxQvVQqcK1CCCf8sMOM9DmFCrjOeiks2BYziAlgVASpngIA6KIAhUqBAB/1pltoxxd9/BHIIC3cySd9fDuIlGd6gsgGFY7pUUgVT8DmH2VUqCzKLLXckssus0oIyi4da+gUL1IaTszFgAuyHwIAoGIByUZBwME07bwTT9jciACN8w5iRwMFDsnTtIRSsOYfbm4glNFGH+JHHG680Wac07jRxptqzHE0rnxOAYxTyFzpwrAw/hUylULwPNTpCbwKXNVPhAAQIAo6/+FHlQBONE/AC319sM4Fg23w11eHTbVXYIsVdlliJ0L11of66QUGD5I5ySeDqEmCgDuGNBYrcJUdV9xy/wnBm32SmSFZc511F9lvmSV3XnhBVDWjfdpYIIQUYICC3ncXJEIFF14AYKB7262X4Xc7EaAdf9RbWOCK4/UQJVdms8i1U2OVN8sqeMH2xX0GUCCLA/7BJ59VIvCp41BlnpmxEC2CNmaI+gkDATrgMvKgbkYAYJnHpBnglZztbMYAd/65hgaapd7SBwCIga0feQA4Y+qFKgHgl64Ta4VUj59FU2x9oIBlYh/5AWAA/ieWO+gTrbwSG++8t/RNn4SIGaGHYIiV7BwTQFCn5n+AACANR7PJ4axoVpBQ78oXwwGAYu5B6pxvqHFasav40ScdAuhom+aESFHgFcvzakUtf6RCPaMewTFnYrSBZC8KV4J8x4ACloBAIVYYOApa15VfvmGSbz6oLYT6aUeNBOCALiNOACjlGU4SMwgaAoA4Ifo7UYrGhYOqgYCe5Jl/Xy4hFOjluYeq+eEEEmrYAIl6JmJkUwdxh88UUoxTgOQsWltD1ybWCQD4An5wEUUY/kE7i1gwMgtxAgAqUAJVmA1kF6vTPqhgi38EKIQK4xE+AHCAKShgc/xIxQNulRCJ/ijNXjYLmAibxcMdqhBWFPNhDj8Gs/KcZWLLEIEGfFEb2u0jH2k4QBACAAV44Osg9QgHDmygjgMILjfs2FwQU6iPWVzpIB2YBpZ0SEQhAvFYcOyhHH/IE8wJo22u4UYIJtE+fPQDDywAx0N8AMGEvMMDKCRFHfhhQ4WIIwBmSGEbm/ehfHwCALog4ybjaLN+qCIKCrHgVfzRMTBJayH2GIIBmqGLHTivQUDhiSzBNcsMHmQKskBhLIFFywUlpC39QMABngAAhRAjfeWDpSOZZUtj+ZJYzhQWNIkiTV4+s5fZxOY2p6nNbnLzmsJCD5ZgaZCY7dJ/6phDA+pQv4Ow/uceCRGBAfqyCHAeZB9WKMMGEhCJeQQhCuphpij/oQJGhBOhOKHmCf9BiDKs7B8e0EYza1lRil40mhbNKEarqdGOctQm1lTPDADADIV0bAKtoMdC8nGHHHgMB8NQyDmIpxBGsGFXBLGHPRDQhqpMZ6FB9WZCadIWUjyQPTET6j1pstRvPrUqbYHFGNwZVR6pah/y4UdtdPcjJNCCnLCxR1+igCPoQamrEVQr84YjmUYqBBgn8ICSesQPauyhD0MAwALzMg8K9KUO6ilEAkKBw3+oYgE6MGxq9nGIQgRIBddY62Tz8oMBgJFklQDCUPxhECQQQiNDKIZC1jGCAPWD/hI+nQg5ErCGxTZqH6gIwCvSqrdTVAGEV9ULSvax1Wgxygi5+FEp64GAN70Mn5Sj7HKZa8Rb9fYfcHAVSAqSEHzw4x4WmEA76jKMEhhgD+B4x0G4kYEahIkHHpCB+0oTiEJMjAegbe58H5IDAMh0IifQpG9/u4zJoYQHYbuVOkZwUky4YUfrIAAb2IunUQhAFs0t5SnCAKWC/CMfFj4JTyQTvX2gdTd3mwp1ZvePJ0hiGuHARjXi4RQSg2Um0lgAAJRgzFLWTzL9UIqIeRxiH4umx0D+cYqIDOMXHxlFRk4ykonEZFS6pXZW4Ur9TnTdJ0dvp5oQgbdcvBAwJCAY/v77xz3aQo0AMOG3DeEHOzJABgDcYRuSCXKRqcOPq+jBD1YpBCNOFKY5K7nJSxZ0oAm9pEEbutBdTnQ/ioCAXeATJbpgAUMxDD32UCAbJ0ECMsYYDhpW5RNkSO4J9xEPAFB1xHQ+tKIR/WQ7/0N7ws3xkAHdalbfmjAHkcc4pPENbxRCDCsDKl3acYw3aokfTQBBDGBgghZQAjb+EAUAAqAKyjSYvtnWdlWjrJA3DODRcRlHHBDwhZWiLp8FuNpEFPGBZOSAAD8IUh4GdZA8CGLb9LUvMXTiD0vIYSwH2cFoD9IDCF6FHR7QCCfkAJR3AEC1YsuEAOg3WUzAoNkm/tAAwFJilrgoAwQsAEUFv/JaOrrxTEJwVfn6jcWAgaIvrBg1TKBFSYudvJI2H2LOXY5yTs5R52F9nksq0jZpF1LOlP7HOqzAAGlk4xC+0ET7huICAAxBdo1E4T6YoYEG4GGNz0HBDu7hBxI4/SDpwPnNa9ODR1ilD4MwZ895/sag353uN8f7s3oAABdFZxN48EeAEtI2HRTtVkAAhtbT0QFKV0LUDpEMPQBwvTrmfecg1AQCBGdKzK8980SnCD5kVwoq7JIjUrkKLIiwATdM9Mm1VZE+rBALZaroFABQwCpuj+t8/55Tqn4WQiQzDz0cgGvY6oeOSFEAD0QgAwVI/kAjPnIJRVQgDldUvkD3UY7FwUEeiRCCNQqxAFTwYx3pyMEMssEMChxQNVdBgTQUcghDCB347zNCAJSBEoP44xEA7qqW7x98ALOUQKauohw+7SAsQQ08Zh/ugfKSb2Zs6Cq0J9zex5lgoUQ+RC6+QQ4qAApWgWaoQJMqKTNSIQAOAKzyzwVf0CJ6oQVAIBRWwh92gNrsABJ+gOP4YRF0IACCYLziAh8ewfkKYAASgAAS4YQSQhoUIA3mwAA6IBSGMDVQYKLU4w+OAAYjKCF4AACQYSIowQx6TyFuYLTUQ/EUIh5CQCMkwfIeoh0AoE+wLU0c6BdyKoJc4xVMQi5M/s7K5GETciAEDmEedGuSPu8tpiAXSE/I7C4jQgEAEIAW9BDoFBETIVETE3ETf+7yOrGTiihfrCIh7mERGsAJJmZi9IEdrgEb1GMOBOAWgIEJAKAAToAcRrGGDqISAmEPtIAGkqEe2GMfEmIJEEACsIAKFEAEhEAMOREu9gEeOABRDiIZokbvMhEaPdHnQhEUfQXe1o3k/mEbGEA+JkIf0IECWqzgCO4f3KE1aogT3GAi8OEcCoACP3Eb46gYRwEAWlAfubHueOUmUsEP3Uc3ItAcgoAANqAPtI9RjgAXTgWDNEMnVBAAYuEiTE72utAjx+TzXostFCIdYgALHiIC/heCHswAAAiAAJJAEeBhjLKl91CHH6JnBIDgHtxhDjDgAC5gFTqrNL4BBNzhRK5BBz5yeSRDCBbA2B4FDLhsIiYhC/LhRIrApA6iHTjAKvLBEx5wIu7BAMbADGXGFACgFSgLdV4hC4aPLngiH4YhChqADJwBHK6AAgDyTtgDCTQS/1CDEwIAAGTOA5XSMLtGmvaBPdgBHRARuuyBG1TgAOIgH8rH/wrEtzaHAH8Lw7YBH/ynH9TBFSigACzBNKohBdaDGWoA9Q4Tb/bhBgwgA5+jHBzAG07JGilASfBJB47hRMrBAn6LDA1iyuawnfDmEhLg0TqSZnTsH0RBCzou/jwa4h4sYQVSQBLOwh4OQhc8oBvMB5+qYDZzizSu4hUmsRaGzjXX00eCDlqixxIVAj7/AXEmIneKBHp8Yox2xRtiAAES4Rz+cjE4YVEUghkkIB7Kkj1npgYOYBlmciEEYQjkAVvkAQRS4SFwQAzPIh4yYCE8YQ7GqDbgAR/JM1TOMj3Hca3UgxbUYhRzZjqcAQwsgAt+oS228538wRFIoBsvMS5q4yqIwC9PShudC9b6ggQXgiOL1Bv30UedNCCbVCCz8Y2gBWfkYusIwiDsgRI2JUv3weiUTinyCMpYiqD4YWLmoQwEIAy/0SAMIRCu4kRYgP6edEpDD/TydO/K/ugfeGB+yCkh5EEJiAAaqkEbYMEE+ABb2gIIloE99IEcQABbGOENsOXG6GEAHqoiB/JORWPabkFBqRRKe9Q+FUI2dgR1ggkRiUED5GAcVkoh/mghmMAPdsmaFGqocPXJDmIJ0nKXho2pbvW3YMFNSkHpwsqpiEpYl9WjQqpZk1VXoSpalfVZc7WprJVZmQVYEdFSufWnFoJ22qIcjCACUAHDdGJzcop2joRIF4IY3VUnzmJz/EELFOABPGOj8vWd/oEKmPAgcgQGwmHmqBWkoPVag7VaEbZgsbVadUIfciABsrItOoYdBqEGaMAFZgDacPRfc4FCBSgWZtIc8MhM/sPBABpHRT9KX511YY3lKvLhLEfm9gw2W1eWZltCJ4oRLUhFVU9qx3jErQLEgqpBGAjFCSYSBRfDGV7pIEQBBgIgwpJ2Qad2S4bDwu4hEiSgCCryMn9UFC+iLe5BECYAwjSjBKJWR0xgE5iTarPEIHTA78aJoewMTC+Ct6RHdnSrLM8B4gS0UfzhEgIAGDZVeWoDFTpwVy/MNiZGqSgi6e4ECaKWbQujFY6HIF5BCgZTudqWc1NnX8XBB1SgsMzGDn2vMtqGE0QAAKK2MRKiBKjhIeTAEaqrc2fmB0pqq6YMXAni1cJKzmaNLNxhr/LGCwRgPCerH2iBCvjLLWdJ/jICBHj5wRZGgdJy5s+czHQlAx+koIl0htacbB9CwQH0YXPqoAkOIBeUSndXLdcSrX1t7X1N93rZN+Dct37h937l93vpd8T4t2tX4n8hQjIY953U4xAAwAmGkWQaoh/cSqEGGJYIQhXrB2jsQR4+IAXKodaCQjKcgQLWgbfswQ8gIT7zN35P2IRTuH/td4Xxt4X19xGFD1xlIACeoc9A4ibzM82sIkCiJ3onGMMw9aGkZ39ZeH5nAiWuohbBqnf9rIhd+Ijx1+PSYi2C6S0MoRoyYhPcwOS0JCHuQkVCAVT+IQlgLi1rF43hRzK+AQgWoAZfpDa2AACIQMwYYxdq/sB5AAEP0nhmgGAAPMEaruEbsuXzgsYavqEZBkANuphQoEAA+mS+ZAMxrmINb2hlTuAS8lYo9tRDfAM4eoSTP7Sm8oEJzjIWQJlJ7VRKV1mVWzlKXZlUY5lTu40gNyJ37qERDIAJ0EEiJMJK/5A35AwdZkEAuGCT6uAF3MkRFCAXOzWUYXmWoVlUIUQTQIAESAAFosCXCaojLLmbifQGUQAERgAGeoFDUvmVH0Q9qGCYTDSdZXmaRYRETMQi4gEQAkES/uAExsARCMEQGoEQCEEMDgAMODNPWMRF7GUxSGEC7kE9mCAWAuAEpZaPK5o0smN2RIccfkADIFKFoxhc/q9iHxBhA7IYMRqCFCpgJE5KxyBAwCyaUHzLsJwzTAL4ybgqIYBXajZIK95qcv/2IMrkTDhCHOC0EP6gBLiAD/7ADg6hD/IAEz42VNbkp/VCMBRiCs4TFgoTprvaUfphG7h6M8ZhAhjg7RJjExaACEDnIVrAX726C1tTarZX9+hrVApjHzj2B4KBcYkRQln5nRekVdxyVA8iFQbgRKggFQjAd3bVmdEZnvH0mQM7nqVZsiHbWy/IsSNYPQk5LjoGGUwAAqRaheRhAwCgGhsiQPSACy1bTzG7sin7sr2WtmuZlt1ySb/xnY8AABbgHAh3tgub7Q5CYzIiZ96KSGGB/q1zpLbTRDy5bTT0QR9UYQIUAgpmgRzUDK63ezEm+1GwlB9ioY4J27N7wyc24QCY4I0LgwwW4AT1YTqa4QHquKq5u7uB+bPx+2dKN00WxwCK1gsngmwyu0wrAyW2s265rb5RQ23YBjY8YQGiJQpMgdTs28JD5XH/wQgsQBRggxjfoAEeoA84IRzk2ic+ABXyAYUqYh4WwBuY98KrtpC5o5cR8x+cwLhMqLlgByFKLCNOREEZOE94p7ELZSFUYYwfQJNCNcabvC7c07NppxIYgApg9UN+WRftAR+yAQRa6ABG4IzlYhIiIBxK+B/sIQZIwcSdvD05m7xvuyYYmVEm/oa3CWCil2uCUlYX/4EN+Fqk16M8clu4xYKETGjNY/u7/QEVXkYf6oEApBq4X1u3I1vSB73SH3vSo/nNO9u4y4M9GoIcbGABREE6vvaWCLsevAECBmAEDsAAKINZ4sECWvtYSREO6i3SvVvTKV3XEX3XlVS/jdQnch228RQfaiwA6GdHej246+OTQmlgn0NiFCIXAEAFxigbdoAFTmAHbiAGckAFaiAFBslEa1Zlz90mXCOXbPVgpZUmXCMVjIkRuuHTpp2zEtbdzZ1lbZZhWzbf8Z1g+V1hBf7f/b1Blt2xcTO35m53FWI75cERIMAKBmmcpqPiHdsgUKcfxugd/rChHCShp5hFH/BAAg6xH3bpZQ+iE3AATfud4AMe3W/W4KeV5tsd5mFC4ZcprC6eW3PeoAcq5l0+6I2lLYqpAEhwZoV+34e+4OnDIKQK1Trm6YH9Hd9g5AhCHp7BGbYBGbBBGpQBGqhhGmhnwUnjq/z2MVDCEwjAFASgFQiAwNlc7lHDamFJGwChPy5dF/PhKpQABDjWIkrLFUr9WaDhADSYv+d+NJhdrIc8czNyvm7LnadDFZ0T9Tys7FMjuFTEExDgLE/BABpf8Uf/NZJYpkvmILbBALgBLkwAARC/dpzTAyqO9GtfMZqgL25B9Kdmwios9jEMeCcGPoNJaPd1/hf5F6RRmOSeIGmwV/kjgoFRAQI4wQBiwZgqCMRieIOf/4lhWIa9f/s/uvu5X/udX/zLH/l3w/+UIol1t8PeySDqAfANnP03rNOxn2TU4wVSdEeEQQIOASDu/funr9/Ag/4G5vsXZgK5gxD/JZQYEeLEiRUpasx4MePAjh5BcvzoUSPGiiJRkgy5cuRGlS8jpoxo8F+/kxBr3vSoE+fBnixjWmwJ0ydCojKR5hzIj98/IwAA9Fr4z6nQo1dXGtVacubQrCZhihrzD19NrCV/QrQ6Lq3bt3DjluTnZJfcu2kNnmKACgCqA2fxCh5MuLDhw4gTK17MuLFjwScD+cD2/jgvFjUe9+HAAs/m233KLoirTLq06dOoU6tu/APAAF6rY8NNFaVrP3xoO16r4YwguR4RdJyjGDho2q1fjx/3N6SWW+Rou6ptRWCT3wFV30JXClP5c+3gv4v3Tl76ePPljaNfr769y/Tv2WcsPj83Sav/zI3BcIneUrf0VXQWRgnBogA2+B1USwHE+GNQgij5g88J33gWn3vdyZchhkmdx2FyGnYI34b1AfhWgDSFN6KIIYLI00EA1ICALFRxx+KH0eFoo4sRnUKFPs+hWNYMgCyEjgWL4OOGEFzJJpg+VswCIWk6oVIAKAis0kBN2znp5Zdghinmash5pZZn/uwT/ksGOWhz44VfoXhCDBkJAcOZyDlVgiRj9umnl10GquKfgyXEz0IJZEKAc4SuFgsVO7qFCg8HaYHZQiQw2qhbVNglWysAlAJAKgtsauqpqKaqalzjdNFAIV0qBoULA8XiVDxxCLCJYJTcsOqvwAb7qz0IcJKAK8I2BssWcE150BGxlNXPCNRMlIgb/63II4ncHjSFLkB6CGdFVu0DCgOkANDKAWdqm+O4b3a7bbz0zmvvu/LiW6++90bqL1j8BvyvoOIK+JZV/EykSgc6UDOQkAJbWFEzAUiSDAAlROICAHSUWNI5AWRT8L4DD6ojwCWP3C/KLBPsbsovt2wyvBDl/vMOBJgAAFu+MLcYscsRqcKsxG5BSISn+UBgD27/cNIxzWMegcvKifHDyQOhCECLAlAn6/XXYEM2M89Ez1cjPV08kAjJLCdITw81CNBCCgUAkAAqJmb0AjESQRz2304CfXKsv0pwic6A43USLFoYHFc+U1iyjz/D3DmQPnTkEe6vQCIhS2wGWWndKwAkbvrpqKOK0T5A1gNLDO1U5k9C9/ABAAHDPAOADIj0s49Bfmf3zz5aDOJs6sgnD7Y9BJgywCyTs4y8KI1zBLFVr9QwkB9xQORANQStWtM+VewcWykPpKJuAwIp7/77qQvucUlUMd01y/sM5Asio/wTTyDg/nCHQh5WEp0MBBMiyB/8FvgY+ZENcPqIgHXsUiMGMuUftHhCSfI3Jfz87gNruAQGuOGUbYABCMMb3NjYdhanFCFaK3PgT0YBABrGonQ+kWEMV7hDlf2Mhz/0Yc9UKESZFVGH7Srgwd6yufzRJ3jB8+A/8mE/INlvK/gxVD7SIYFOJCR4SBzi/cJoxJiRkYxQPBEQxUg2+QHvAZkAACvWWEafsTEi+CHFFeijwAEGJkHciAIScnGQa5AhHGt5CU5y+KZFbsgngVlCK1KYI0byCCfAG8gqIFAJAMDCAZdTZCNHeUlSvsuRN7LkKU2pFFS6SJWtZKVQXFnJR9oylbd8/mUua5kiHhXHICf5JdGidxAgGaQOdwifL1N0EgjZ4x/PLGYwX1IcgQhCewQspTZXuc1YdnOWsoQlOL8pznLuMpvvKg4kw3nOmJgTlzdaiDokUI8g/MIegXmnLuG5z37yMpH/sEUXpki0hHGIH+Gyn9ecQMjVOGUVAFAFAJwXPAta9KKA65KQ+kEMGsSgN4fZij8QtsJnUMA/FcWoSleKGHgQ4B9RQBZGMYIKSDnOJn4b6UD6+K9NIWEWoPvHKQwAUVFAoB87YalSl2pBg7RjDBBQQ2cYU5PjxcUg5RAAIpjK1a4WCprsaoKmVNoPWlCBHyjikkysEi6SDq+t5inT/o7M1KSMWAUfUvgFfegalqCARB+fSMDhVDEBhXZIrmDhq2LnytjENhaxkI2rZP06WZdElrKYtWxli7LZw3b2PyhyEDppUq5s6iN/ugABCbax0dFapLTCm0g/rBLa8e30H0SIQT369tjPYuWyms0sZ4XrWeJ+BbjDDa5yk8vc4i7Xuc09rnnY2o8H5MMIu9iHAoW0WMd6F7nQzQlubKHBmPRjIUl1yzzGAY5uYCMc4/BG2VKVkJ86CRQLOEVEATA7r/r3v4Czyj3acIBJbkoaA4AGgBfM4J1GALe6WCoprFAYYLaiBwgQgQtW0AEWqGAE0qDjGZfYjyTYwigjzggn/hSQBQBkzap1JKIZRUzjI9Z4xjbOMY53bEeWpdGuH7mHNKZ6snyi5ce35ccH+hBEHsu4xyl28hhvDGUqP/nJ+YiHBf4hBF9cUMdVBrNH9OGjtBj2t+OQwCzmYZB9OMUeQIJxowzCBGA4aRQKiMosStfgPvu5geFBjpuFR5jugvcfitAAN4j550ZfdB4R2McRgIGP/BEucRM5hRdCEisv7GGA8xWWiZ30idsFQBalcrSqV92nZ3CjT/kDRwQOcZB3yKMdcmY16uKASK+yowL+MMLUlOqKgQrmLEIQBn6c4o/NhVnKGXoCUNmmQ3/0JSqwYNeVpyxmbkOb2lb29rPH/r3tNoabbFHMCCkoMIgv50WNKuOHIIhAFQ9QQAJRAF8Pv71vcou73OD24RGCwVOA99vg+NJHAvTRhFhUEOF3PHiJXEFhIPcyIkkw8BRzraryuZY0+iDzEgIwUQTo+uQMjvJc3gKLCKBgGT0G41vykY9ajMAY/9BDAASgAAMcQXooJ1SX+LEPI4D033/jxwDw8QRhLLUVxv64TZAjiwwsOolA75M+oACLgqOmE1aIiikQ8PCgm/3shV5JP9agADXMQ0zrwAAAimEBE5xCFhAAAAwEiHbU5QDnS03ISOUBgX8MoaEsbYUG+5uZkuAmESXwel1RBaSYpuYkqcCCa2jB/ueU9v3z70PjdI9SjLk1I2IyL1pEWhCALiigBAN5RgcSUAdngx5sRkhGVxeyjwX44wnmW6kowkDJtEjef+UoQhOo4Y1tjEMd58iGYVPPb33tgwq2UGb1L9iPU3ShbqIoQB+p729zd9v8248x0tFf/oCnX/R5S8vxMBLny60hAKg4C5KV6BZL/6MTDMAAOKANVEEOMBAAfNN+Esd+EKd+DLh+eCQRQ8AM86VyDUhG69AA+9AEv0BoTaaAH+ge/aAKtXFbEahTR6FA1dACHpABL7ACJbACG3ACHdAN5NROtIQUPoEfUyALtudOOBiBA4EKRxAVqfAAWAeE/PRPTKiD/kF4g0vohFGohP4khVVIhU2IhVaYhTmohV7YhWB4cTliZMKkFhDCU89ED+GAH2Qohl8khkiRIPOAAgCgCcVED/PQATJAEWEIhVfYh9wUiN4kiONEiPrEhUKIW1Nje4e4hY74hezEIv1gD/4gAb83Rw/XiJDoh4gIIgaxELBAFh74idliEbPlFO2DDxx3KkhAC6H2GLRwDE0DBVGhCthxe7jYd0PHFASygMfGFP2gDZXwEvjQCA3QFrkoLDWRAx3oVe1QAf8QBJ+jVKdQBUn4ioxXcHDlNUaAeKgRBWTRCVVAcqZgAMl4juh4JmhFEuQwRw51ObR1EOagANmXjsGi/gOLkHXvMw+FRwRTc2mnM1KnEAZp9YnqFEpTFC4KtJBSN3nhJV3GdRD58wSvMH+9FRRNUQUP8Aem4AW3Ewl8ZlDPBZEj+Vu+5ZAkGV0mGZEouZIl2ZIw2VcvKZMqGZOGdpI0+ZAuWZMWkl69tI4awVYKIQwRwATx0Es+CVr8l1QToUBUkQ9xhgVK0FeHtpM6aZMXOZM3yZI5mZJXaRKyNQS192VViZXfhZN8NT6skwD5wAS/sI1l2ZVW6ZV0OZcTMRbSwjbZRA/jcJRJVxerIQUAwAWmoAUE4AJScAAAaY+MyWoY8Q0qUAKrACgQsQ+zAAKNqSoGMQRz4F++wDVO/tALS0UbtnFmFSEPalABHVAGA/EKVKB/5+Z+HMEcYwWB/3EFABAGJAgAUrAC2JFrFmibISicETecD3icsnmBsemLK4NkvUgRfdQOlFABaUBkr9ic9gGdEpkPHwANPBWcyMmcxpmcxFlGBpEEaVBB4Eme4XkQVnEKU/APUzAL6rmc4ymePvKDMoEc+pAFQbANoYAGA/E2bNBTfgIlUoIa/HAPuGkFphAFANAFAWAGnpeZFrpAcQk8xrQPxqACISAyVMNDwMRs+1AEhHChc/YwQ7AGTJUQ+4APqfAF++AEtYlRj2KgFQEJOgAkmMCaw0MPIkAKXtMpq0GLWaAKTBAA/lMQAA+Bok76eRPBDnZwCmKCCFH3pH+CBD7aVaHgBf4gBTLFUsvSLCUxBHZmD5LQBmchCW8gnsUZKd+in+wZEfigBANgBZ+gBQEQBVxzn376pg44p24aqIO6noVqn4BqqNcYEQokkl2Ibp9xOZNAK+2ZqIhKqH+Kqf9SLjwgB+WpqICaD5pQBvpgBMGXqaAaqELTkBtyNAMRCm5ARQPRCU8jLFITooWhBQZQBZrQBQCABQ+GpcKaLKnqN+dVEfCwW5nqN/zADRDgJsM6JvxwA7XKVatwBvgABF52UYtTPaXoFvmABXOgD/6gCWJQTFXwB3JqKp0zjalBi2VgCoLp/gQMYJrReq9dhUk/YSj/4AQPIKSkoa//oAKZgK9gsplqYFCLOT3M0gS0oLAqRT0hATE1AQ4hkApNgy0DoQka8Ezr+ifj43GqMQUEkAWgsAUGoAQMQFAG27JfA3+CdkGX4ABV4Jc4+m4lEQhQYK8uexpA0Jllt1KlcAb+gASiGbTw4xQZtEEeiE75MwwKwAmewAb8gA98wAHgc3ypqlHu+Q8vJKjv4hRXIABWIApKIABUAAFae6lby7Zue35ga6lwe6hzu6jfanFZMX7Dgw/hQAQVAArXiXpvcQoe0D4fUg8C1LZ1K7fvB0T+AASi2LiLq35OgQplsA9KoHEgyLg9/pZHe1QRPIVe3woMLwAAPNAHIrAEyuBsexWJf/gmkTRJ3+m6ObIQRWAAW4AKHtkEoORunWiITwi8UwiIg1i8hWi8mki8x7u8yUu7j6i8zcuJrrVOSzFNifRHEfFM80AJCiAF3pCJ7SRMgRECIcZN22UTO2A5Bzm8zruJwvu60uu+xptJ/3AEdoBP8Qu9wYu8G7IQlUC0TwAM+Pu+v8u/7MsjViFQBPVHIuURqfAGd4AMPLsqDLUaSjCYqbAECBAFL9WzHsyt8Aa697ANZ/AJidEl+YADnqAc+CAGLQARWqYC+ujBTqGl/rUJWfAPUvAKKkVTNnVxSPUcQomrWTpt/qYRD+/wD1DQA4Q5BQhABXz2wVLMYDXxsYyBEYWQBHL2BHo3OwmBCK5BfFMMFwZBBAXKVQkRClzwD2KlVGV1Vmmlg0OsQAXxVr77lVs5k3eVV617lkGRD1twBvlwBVdQBZ2geUzANccnl2YZl3nMk4+Mx1kJyZMsyX6slZVcl42Mlpk8l2dSWw2Jgo16OYZiFWUpWhYiWwNxBxFgTB4RDxAgAA0AUpdgAmPwBAmgDkF8yZTMy5bsyJ28yZg1EfqwA3KgXawayZrMyMzcXWyFCmRwXbyAzNepzJ4szC95GwFVXpiEXtBxD59wCJEQCauQD6u4KfVlxKXRBDlcBVnA/gWHTABWkADnPMb2fFGBAQpWkA6A1gwXAApC0g0YoAwkwAenIAcH4ADC4A8gkEz37BY7AAf+ZQpmAGESVnGD8Q1zEAFHgAdwQAdH4AF6QBXA+bbyZxNJYAIvUANBAASRsKw24QRcgA9L4AVisAlbUABTwF/QobiS+9Obq6lC7dNBTdTKGX/81xLLpg45EAGjYJpca3FboAcv4gQpcA+DYAASIAALAAkDoQMIsA2By7lHDdRlHRE4UAd3/KkmvR75wAks2mVrXalDvUKV8AM+UAMuAAI/nBH22g+GsJo2KBEJoQxW0AGfwGzBQmeboAzLEA3J8BALqxxRQKFMkAVX/gAKu9vKD93ZmBZoBfSGkRACOhANisNEfJACWKAKkHBeRCYOAMAE/xAOJRAACZAMX1QMH6ADNuvZEPEDd1BpM4w8nmAGkkZp/rdA6IANxHAM2DAIazybJfEFNmAOEQEkaWIMHeCKXpMEzoG0iyHTT+EFW9AJVGAAWFB4vr3eXuUP6bAFC9AKFQoXytABA1A3NtAEFsAKDWII2PQP9yAGPEAPCskCCEAC8sDeB8EDbepVl6AGwTZsFnUSrBDdd/ELH6BQGOEU+mALHDC5KidtXdu04kYFjUMFUnAFpsDFVdC7Z/3ibA3ibQ3jdG3UMW7W8+MREGIQ0ynbQr0QxkAD/gPwAQAQAAYQFY0AAyKQiE4hCK7xakU94zce5SFBBGgA3qgq5dxSCl7AcA6n5XGLMtr8D6yA0YnongZBB4UgFOZ8EEzg1clSBZ5Sx5WhBWDwD1bABFUwClxwp7eo4IAeOHSUbm6hDlAec4wKD5uwD2cgAYAQA7cTAQqWEfmgQNLQAlCg4CFXBHjgX6eABUzndE11Ev5Q4Xc7de5ZBOAyQKgsPJMgoPUsJlsHC5sz2UxUBVaAD+xcBkigBgDgBC9lxYE+7KfjFLOFEPcwCc9gGLKVELt1D9jQD/LQBgDgCMcePq3uRHVQAJ5QCjy83jnQ4EolePzQCax5eDNFEqzg/gSEzbQQYQTBgJCSR6umvCqVF6aVASRVEJ/7rgVSACpaEGmsSuwEXxrwVyK2dw9bYAGUYLg8xDTtww/BAAuVaYIV4QcF0AELUL5jfBJF4KlctRCmAAa/d6oYFQrEt8gS6ebGUOmEVnCTQAYSY+Pdcn3Zh+V3tA/v7LVVcAVRIAsF0ASlw4ZgTrc4XuNFn+UyvvRHz0IhvHLvgd0HUQoSoAMw9y9PVHwCsTnreBa2tw/gIAF2owVkoPJkPeU0HubGLpYkTvNh3iWWIAYb2IFT4vaDqk78QJoW37VpAhE38AsOX3zh8wiYQcDP2748SCNDob+JeAVWMA89sAUSUAGl/qbBd8v48Gv48su8+8v5B6z5mF/Anp/5Bkz6oy/60ZuEAksSZUhAZwgRuFEP6eAFGzAJ+CBO2Mu6FSQQD8dTQEKJ8zAMGRAVofD5pY/6nZ/6x3/4AIVb5wq+xn/6zA/6OWEPqQDAmNi+oT/985tIuBGKvkuKI84PP4AGi+AIi8AIjcAImGAIlvAIh7AIjzAFZywsrUjijdEEjQMAiSB2AWAFAKHg30CCBQ0eRJhQ4UKGDR0+hBhR4kSKFS1exJhR40aOHQf6a9jvY8F9qSro+CcyI7+BLBOqBElwn75gOBJw8JhT506eKnOk4Rl0JyY1/4K4EpoU46kqBFUafDpw/h+0PHHk0BEUxw4gO3vwxMGTR042pTmN5FKahMu/AqYAFIo3IAqBsnXt3sWbV+9evnxV8usnkpyfnDAVxgwMEl+7UQJm9YUc2aEON/9iSt6rqcw/LWgsY67bj5+pMFELBv6Xz2VMfQPvDaxn79++fANb/7ttumDMywd5Hx6Z8HfCff+evCqOcLjy4AiLT5nyboEnALL+AdjSAF9L4J+FN/cN3uDy8N6Zmy/fe7z43ewJkl+PPr769vLr03/vPjj+/d35e/8Pvvv8I/A7+/I7sD8DA9QPwAIRUqkf/v4yzaXa/rnnwvTKS24fw1KSqiX1VLrQHnuAAMCZ+R7ccEEW/ld0McbzGEzQQQMlHKifIeq4bbUXB5SxxRl/dEqqfaaoI59Q1OixQQERpDFKIhU8bSBRxvgHH9P+Cy457hAEzSF+nNglKX6k8MKfBToBYJZ+CpirxjDnpLNOO+/EkyPd4tHrKU7eakgWL/MkNCKRhpijUKWciOWfUTxT1CN/UonisH62ay5Cf26brUhPF+KyQTC7E86fIWrRL1Q5/fHnCC38cUCTAnKZBwApCBDJJVAbUrVXXn9lyNdggd11WGOLRZZUZQ1Mltllz2sW2mfLi5baaeNbSLeDnrrsNy9FokKHX+pbSNcJwfyNUzKAotYfHRZBT9hqsb2W3HpHdTZf/mhFSiINDeUUNWCAB5ZXIZekeOUfVLz4t2B9rX2Y3ogHOoUKToXTNseUBpUYT32smEXXnfTRwgp3IPgEAFroAcALBECMNGaZZ6a55o6hVEgkf1aDpwsDGBG52IxthPAffmrDJAFVCBI5JhYCsZlmlfBhYY2oMwJpH3yooGWfUcC4+iJYqBA4IlXvpKLMpLIA+wDqcHknACoKCLtuu+/GW9F8erkgB2X6TEGG1toQBKEWlvg37zvVSWAzxSliYhZ/Tsni8Ydg2ULMhoKWdmJ8Owe9oCl0udhzUa/4wp0ASgGglX4CkIIBe00nmNh7BXY49Jt3n1333iH2/XPgh+dd/vjicbed9tyJ//14mMvVeKBzwjCgsoGH/lShfUBaRIJq/mkBEJL8EQeAEpRPPnjkj729doZcGgcAOdR3f97m7ze+oHyKIH2TM+hfnvMC2LxUZO5579tc1I6AC/xdhAle4McDTgEAU1wHCxKwXAY1uEE6DTB/2YPQxYzhg084D3vRU4g4AuAESUDgBgcpXwc4WKdyyG+GDrECL/BRCXbdMCqw0MK2IHK2SLUGCdYJSmuaYAV0ICATB5hFPQDghAaU7oZXxGIWa6aey/CDJa/5hzwgwbGOqIclYwBAGldQukwsgAVajIw+5EGANGxvYBpsAiz+IYov8AMkRAwbq/YY/kTlYO+EB8yTSvZRBV70RCpaCIMUUDBBV/jDAEqQnRXhuElOdpIiHkShQm5Tm328IAXHqBJDDvmhgggDAgowgQO88S8oMKECLCGjJ5OSDhsmDo5Q4IU/OuEZX26wOLR4gvaMdhDOMTN9zPugwJ7CkiI0qoHXY9o/kEAFKuSCFAB4RTsEQAUI5LJ+7QPlOdHHvnXaL5rqBOAzBSjPa6bTnvR85ypD0hBOsUQf+LjHHhZwBns0EyoJZI9IFNEEfuDgEf9gBz/ooQQC+AEDyMDn+typUXRm9B/22AQYD1KOAGCJnfE8KTQ5yp3R7eMTWPDoPVPqPF2R4gq6GVRtomIa/p2l8nNchBh9gCox+kRlCa3oFL6E2rGoQEEKTijFBFEFgCY4IJtEDWpWsbrV2S21d0PtqlbDylWlirWsZBWPV3/aMbCedaxvdWtc02rWuaJVPkVl6kF7w1P0cEw29DDGClKgjMT1FISGDeUyRVYPfQzCAo3ogC5EAYALtKMG27hHVNTKnrbWFa6eletd6SragtwDAOMqEkvWgQA72EOzo+0saT8r29CqpzZACCYp1uDar7LVt70F7lp75xJbdCE1B/RjO2fmBLQkRQpdgEIrNgGAW7gDAWdYgS61u13u6kRVGdvHPeKRBwDUAVPKTUhr+JEJAQBAAASYwQII8Q8c/vytuxwBxwKG4RzGOU6XRkDKKQh5xcuggmxCzNEh8YaExySFCViQwiw6EQBa2CMBsCjmfTW8YQ5nRCW3AQYg5KHgTxrEpe11LyS2M4P9dvgi69Av5/ihjgJYzZMgYUKjRAE2OPaDFlQAzEvSGiGMJRZIQwoSjBDiEnxI4Re6eRKVnJklK4zhCLlgHVKT0Y4QJfnIQgKzksP8ZTGXmcxnxpmX04xkNo95zW6WspnfLOc4o7nOc7Yz0eCs54Mi8j1EhlBymoSbL4IxY/4AtG/+oiCtDaQRreDCDLaTjyBQgBPJkZKa77xpPuc5yp2es4TaAQBdRC8m5YvDPpIztE+3/tpJr66Rq5eJmynkIh/+U7WR8bxrTss609vaji2SKZ9+6BSQVwMJg4UCkiZggQq32AUAVuFTF1fb2tdGaEG4LJTtzXgeBBGGBlyAbUOxowDEsA87APCG7UahTJnwrxZJYQWLiKQaokgIJcIRU34jsB9JsAV+0smSfjRhC0ZA6gFYIZN+bxSeKn34PGdaz4Z3dOLvBIk+yqEO9CLkHOQ4L0odLtORe/SQTbtqp/xBgzbIo2iqFLJUdsYqDd1jCQ8oAxOYcfEcNdriJed5xPHhjgIE42IxeQcA6PAloDf958rKxxGA8Y9LsMugFA86yUVZsYWE/D7dUIEYXE4QfAhB/gbvuDqdRMKEqQdFJFEwwxJewQ9wzkYkJCZ33ilCDVuG4AMnEN9EyhEErxNkEjUAgQYq4AQG6n2d/wmySIhxAxEEA+vZAom2JpdGBohAI4pggnblAYAy6cYc5b1HcY6tuCTsYh+cWAM+VH/DmJzCC6V6SDy6wIJlDIQXHsBDzQC+KC5EIRXX0aPjlZ8TeIRgEu/YWTKC8D9D3aAA70AIJWTQyH+4AxQQWMfylRIPOwjgDtsOikuK8wkgwIAAUdACxy3SiOx6kh/nQABGD3oOAFhPl0L4BX/YBJOCI1cwrongqVHIgEjgAw1gBdnIuopzlidosMtTFiqogiOwBZax/oV+0CSJc7qOgzitU5582AVJIAVNIkGRe7r08oL5YQmWoJpB0DWD0Ic2qIILMIeDGIYJeIb86ARxAMEWZEERHMKYg54qOYYaYIDjSztpyhncqAdkOAYkAIACoIQRdLQRMEIL7MJoKp9iSIhyKIAzKDwtjMA0rBYomAV9EAUuyDAvLMI5RDBXoLclQzDhCIY0+h6bYaQa3AgtOAAAwAV3AIDmEj+luAMGeIE6+IANYCBPIIMs6g0FYIeDOAYPOJZZ6IBzyAD0Mxp++IISsg+8IzAJxEOGqIdDiAB0aJ9D0geR8RAuYIBxs4hFSIFO8qJ/eAcCMAaEyAdxMIA72C4p/mgFfCCFNqC9g2iFA9Q1HEmIGJSFCdADN7iAv/k0OtEHKIAFc+IIfaiCNGoFfUCAaUtEoegHNVi34qiFA6gBfUiChcsINzCCGgACHsiBHggCGyiCHMCBIKgTaQgBkdgOfkgOCwBFhTCHCtiFftAAcDgIEngGf0gOnXrCc7QIltgZggCHVNgBfNOT5lA/kSgHXQCAS7jFDdClfVAHAOC+oKkVZeSkP+IHJCg1TJjETWqFZBIk4jCYgXCDEOAF0ViFDHCEssGM1ogCpEiif5ACAHCBceAHZxA4jNyIUTiAOhgI2bACAICGDUhIiYiJakCGZ3gGZoAGagiGaZCGtbSG/joxhcy5kAvxhxloBocQAqj5BwhwOV3BBwcoDnIABUpIB9xQvnQamg8zCHtoBAnYAj6JOO+4OtnAhwcwBIsAhHG7yLxRj3UIgGSYNV0xhwKAg5kciO34gFvwB1KgPjgShTBIqoUwp28ogiBAB3rYlH8gBx0QgsLsFlREw4PYByqwBcNUQxvsyi2Yh9yMwuP8wpWiwyMsmn4wgVzMh+LIB1UAABPAEi5RleLwknzIh0shCJEiwuD8B0DgA/Uiu3/gAlJ8OUA4gtTQBwwQwhBZBhY4hyFQgCqwggegAVT6QDlEz+eMTBB6uSSkFp0iCGpQgRGAT32CFo7ZyNoQgzGI/sPP6QcokCFAxDjglM4p+4d4OIBQKI6naA1yGICl45wVLNDoJIh8AADZE4WiaFEQJVDp7AdVqJQuKwiNRDmXoAZHsId6KAh6wIc34Ibg4qzfEq7P0ZUpkAUriq3Y0pVw7FHbiM0mZVL7qFIn5dInDdMx9VIwhRlnMICigMB/KB8AgIf8+NIfLQjZWNPZME/QwlPaAi18aING2I3bYINOONE+6wUNIAsj/QB6sIzkGAYQWIBCQL9VgADQtKs4FdMy7dLNwtRLhbI+Gwm+Si0TK61/qAd4iAQM2IJ06FRqyzyDkMXjIohYAIA+jCuQqA0dgAEjs1Qy1dRehS1P/Ydu/giAnGS4f0AHAxADWL1UX61UM2VWe+GHdLAAy7ApZeXVX81UbB0VkagNWDApkeFWavuzXbwNfTDFOUECWvCzMloCADADQ7PKnACJRCC1P9uHCaCBOq23WYgERGCESHgESGCERnCERtAERSiLeuiESmiESKgESaAESIgESYiETkBYgnADlBTVN3go4aiHDlAFXamAcsimYwCASHCKwAAEOPDGeHU4l4gKfriGHBi31fMcbViA0qQIGAiBd+LMligHAfC/bFK31vQkuvgHTLi9TWIKBF1XUZXTWZOZs1CKIwCA1jxXl3WIMAAARQ2yfxgGAGgAyMwITKiDNqADO3AD/jeAAz9oAznwgz0oC3vQA7Wtgzt4AziQA0B4gzn4gzzQmEGAA/ywAk9YiCfQAm4gB3P4Bm+QgGv4hh0ciGIAAHcwGhKRhlzUWkcKRZHQh8KUlObYHkV4I7HkBxhwgazNG5YkgKJAiJasDJu9G51pgIHIBLCR3ajZmVMojZfg1owZpVX7EuHVNFDrtQYpjuMwKF9TpqeUgugBNFaDtV/bM+YtXutts/mIiS0YgKMZiHwYhxFYgUMUDTrzDtTwQC3FENgAo6Gi3vgo32JTXzCqB3j9h1ZAAlj1kIHgAGyAmQjhh3DggAsAARO4ABIgAfP5AArAlGPo2VGCDQawXPed/hLjtWDsrd7prWBNibmvjQkL+d7lbRAOTqXbuIdp4IARM7OYWIEXyJJD0+DrjeHsPTKQiAcASJQL+VoVpQMdnuEMjrUfNt+pYQcJ6Id9uIUNGLT39TQhbmJMvZIXdh7YOAdzWId0AIdyQId1YAdx2MwwGRO1CYp9iIIASNbctYgxIAId2IEewAEg8IEhGIImQIhugOMhEAIc8IEgIII17liDGAU+XuM2fmMfIIK3PIgwKGQ81mM+ft6DYIdG7mM2duMg+OOCGAVCBoIfQFkxcQQCQCoJ0QUIuIRv6E/VzUPvaFmeQLktvQx3YAD6SAerkk2S2IcKgEim4YcI4JMP/jZWCRjQzfUI01BYIx3m0+yA3psIGehQT2qHNF2ydCCARNGlfIgA7JwATqIUSznD9ziGC+CAESgBCyCBEgAAB/AAbGhV54RRyzAVVAnB8WgVAEjWD1zBaRgGZEiGYjgGYTAGZ4AGVDqIe/BnZ3gGYHgGaTCGYEiGXO6WdlDoYNBnfi5ofSCjaOjnfz7ohDaGXwSTYeBoid7nfvaG1x1pYTgGkoXhlugH93sCR5gCCaCFzIoDBDCDcxA5XdEUTlnpptPpHGFOqd2HEcAFkNAVRBi2vSpWw/SHCSAHDWGJKAiF26A5SGgKe8bRD2XnF4U4CTUPb3GKfSgCBzDcfOKn/oHIR8+BARAIZujk6hDFlphwBQBYA0HSFX6AhwRAg4bJareGa5LAjQl4DX9IAL7e6r/W6oSomLbuSTzUB9kwyH8IAyDw2aQEmS+2CH3IAgBoir7wpzutksc2GtX7Tcl052zSB9BGbcg2J4rcmNPmDtSIxtloa5hhCWcwBD5ohHtgiXygB2CIA0Ruhk0Yhxh1iMRMCczGCOQu391ghXG7u33gBglAZIKwhl42qA8gh+RuiVuQAI+ejXSAgMYTZodg4iJBNO5oBAXIgrCcOM+1B2UIgGmYCB0AAaS8m96IBAAgRhDZSH8gBwKwsU3iVmk1yHxYAE6KhQND41SqhyMw/gOaSRulwAICIFa7QOXoqe3azhb1PQ8O1wi6nDJ+KAYPgKmBYAAxNBvM+C7LqAEsyAV34AZKAIFKiB5KQABn9KkPuMSDEIUL4INmcAZCSIGjLO+9yIdu2IEHOD6PSAcD0MuPeogcOAHt+mQ2SAh0SIAL56R+qCJEQ1o4whzNYQh9MGqQgIcOYEq/zlH8GZ3a9qArEIApOCHEbIhVxg2j/smn3dL00nOflNpUnm0EklrTUI3nAQFq9gUGwGmYI/R4FtE9/9F1SAQcMIERuIJG4ZZxkIFSC/SRMIUOEZF/cAY3UAEUaAPL6+Y2T+zzRGw2N2uGSA5d2QdJUIAn6AZs/mII2asBDYiGf5iGBrCD8+KPGahyPm91A7Xzz8iEARjwLouf+XlrVod1gVkt3IgHDJr2ZG9n/VAFAyKxUPHepF06mVmga6oIJhAA2LQM5b6Iizyhcc+Z2j6h9M0WEOc5+b33j0oATpiNFNCDa7rIBo+IJ3RtqG0Jxl5lfY9ap7U2FwVWCPkXb8ACBziFa8KeTWgAAEARAmCAXlhVtDaBG7s1AIiDhCAHG1rJac0HdqAALOoNIBL0ZkHRSHgDfI8jbUIinmgNJgCAtchwD0PAOSvtQxqRfQoOo5+Iy8ARjnkKk6UGekADHDDmiiD4MsIW1NiOI2Y6HEmcbsk4T92H/i+yDFY68qToIrJvhANoguoWS4PAh0dAsQYgAAD4A4ZYgZE3zX+ABACwURucozr6IwKfBwiojXxQgOS6epkRhQEbD0NqkCsgDJzfC0X6w5yQjX1gB03oBiwoAB3Hb4zwEdoZ/VQ8b6bb8/8w+4mY9YRYhQ34BRpogaofeslYfcA2TufwUeHcfRv08LPfdg9V39oIBy2gAEjAePFwBxIwgCDABSZAAGfXJJboAQHo8U7aBATISdPgpfnJUA2KiXuIgIGgh2z+fsVhCWRSJs7hFn4Qh3B4B3lYh3E4B1cAgxCQPWU3uWyqplenu1IDCFYAXBkBYOYfwn/8EjJs6K8h/sR/DyMyXIhwIsR+FBnu25iw40WKGj3+A+nRJMaGIz2mpGhyZcN7ezJk+LRPn8WELSPm3LgT4k+HJBUONbmwX8uXLhPC5JjwaMahQRlO1Sn1KsmqIbNi9dg04teoJPU9LZnv36wHSaz1pJhz575Le9z1s1dqgYAF3SomZAEAWUutErv6JExRsGBEBXL8+0ouwBjDERFLBlpZKMN++vZdKFlvwGWqoa1yLe0xJ6krX03+OwtzJbUPE2SP6DAiyJ9vfDGTFu3791bgg1UyXNKqpPCdgRsuOIVPFQJaSwBwsZeZd+/g2QenbAqVacPvCNtqTNlWfOPw6cteh0neMt+U/svNN+wIc5yjcAnxId/+sDtx8mGn3XDJFbgeePQxRBZrbdm320cIErXghAQqN+CBGWZ4oXAbwredhwNyCGJTOzVV3nXtOcWQdfR8w4Uo/ZFYn4z/1EPWP44AAMAYZ7H3wwHM8AfTciJ+SGCIBhppJEaDCEEBXwutg4Ad9hB5pIZFKrmlf1iOiNA99AiA0D4WWNmhll0uyaWFXkJkkS1dtCYhP0EJOB5//9yj4VB9+vknRU7kAihWAPCyjycArNIEAF34M5FghBYmKZaTUVopppeSFBaN/SAVqaWaihoqS0NxmqJXo6q6KqutuvqnYJzy4yNrh01K1qP9wHOFAwwU/kPaPR0A8MyrxRobUQ2TZBDRPuokUMax0UbrCwOuFSAttppihAoVYDF1KkL9WIQjeNkWi8Qsrj60DwC69LNJAq0gAYAXFZp7L775EmqRP+Dqiy+k/wo8MMECj1TrpS2Vt08mCZjgTkrabNABMv4WjC8QtWTQlkLqFLDGxSGHK4oWZOXDgMgD90MLFfxwOlJg45I5s1k0hzpVwLbyudVUFuEjxS9f5XxzQ/rIMwAq84yyACVMHHCFQzBPijOSF4106kSc9hvuYVdv5PVkYAMltlhYVy2RRfyGhyOOHNpJNmZU7zzc21xPZhFIJaZt4d4b9u321IHrLDfhghM9uOHw/k0Ft06MhyvzhGnn48oYzHQ9nt0T8YOjj6ck0MAe493zjQsqVJMlQqscdzjriice9+t1DjEKBJivJw4AceyT9+u+FY448K0T1x8marQWjwS72y28772T9jvz4fJnyxME9uMaqCCm3OdD6BZLDwG4/EPKjjuKsT366WurPvvtu/8+wAm9I8UDh/iY8EXjHEBACIIkBM4GYqCMqjSCC/BTVT+EAAsNaGgdAHjDAc3lD1OgASHwqF0Ej0UKK+zrHZmIxCIe0QhIgPARm8BEIjCBCUigYzRn61Cm+NKPJNjiJ5SJCDwOgAt+YKJ8AIBacG5Yqk25UEIiKaLFLCbEr+nM/l5NZKJpJjXEVBGxilS8ohSz+MQtkkqLXeRiDLWHoTAuD4rBWUk+9nGKC+zAGd4i1UImwo5GyMAAADAFQqzxgRc0g4mIEIEXyTg3McJwjP/ABxFgUQFyDecdAKCD7aYYSEMWspKELBdCMAEGhLRjAdpw4hdDKcglgrFop+jWRvLUkHSkgQ1+YIMd5KCHN8DBDm1wwx7QwAZ6IOx9GmECMIp1DwWgAh+tAEAAAHAALVDyVdmTZCkJRcpoDc1160vZDaFnzehlsJvUxErPNLKQdoTBAYmwpN1W8qgr7MgMN9jGMzqQAzfezyGRGIE3L4UEVBSgGggzBwDqcI+OPDOf/lL0xPkexYRWENSg1zxFvSZjQ/icxR+99CYNvxeAQaUCmTsKg8UcKtKRkrSkJj3pRVwBASJIY1RnicQCAIAAQEDCCjhgRiP8R5E64BOlbtlBMoLQx4SE4xj/OAcA3ODTUZEiovtYQjCXCihXyIlQ/VBl5hbCD6xG85Iv9OqBnpCuZr7QH/wAwCn+oYodJTOimJwkOgf51TJ2da5GFCVZ5XpXsUATr3GdpiCTaKrBRrGuegVsXhH71yIq9q1uIQ48qKCARuCDY3yFyD5EkQEA0GAJeIDBMNQwBN7YwARfMmxj7VoVeABgGUBYBkMwQQd/kIMAZ+CqX8Ga2sNKRhRo/jDrP4ywur6OkrFIRIgrOMgTzC7EGtaJSD4sm88q8IKul9IHThBgi390ApkJGICcLlqs3SrxuIXF33kve8T0Doy8hMWiYaWavt0KRroMqccoNkCEbKzXI2lEiBmSaYsaXEADJADlP3LgArDmE7vtCME/fhBVhExCoOEwwB3keylPqAEfZKmCLzTsp1ZU1bqNwcg+iuALmW2NriHdnj6gAAvxXioeAoBFPj6xowEAoAoi/jGQgyzkIT9WXAkhRxYaQIg4gjNC6aDADP6RhQIAwAHzoEgLULAP+5o0HBvoBw6CMad+PKKC8QBAG4hcmH5oYpP/0IcTavFi+baieo/a/ggj/3EEYdBMvNV0H1mi4IpVdacA6eooAQQAAGiJjL7GZa80Cf1elMbq0cRVcwTdu948/2MVHGjEn33TSxwEoh6OIIBMrxGRe/QgBfU8aUrawYF/DKEZOLrHJkrgj3IUAA6Yhs89TmE8hEBhUL9OiCjCUCOK4OofTDBGdBHE6SBaGq5i3AcVtjvtvMZxHwnAxT00sSNUd+G5l16sFc2o7v6u+43n1u2k2Y3aahtWsOmWt7utrVp653bfkIb3vfP9WFK5JiHrWAeCtBYhhlSDHP34hQyOEIO0CsUFK7CZvnn7b7vGcR0QtkEviNcAf4xDAJDkmKM3rvFLT2QUUFtI/hV6oY8S8bu4KjeRKqKw8Piw5ga/2FNCgAEKvtTqtEZ305rY848pyILTaSIQv9gli3l8IgAFQPUURPP0JKlJOEIbntex9HVUbWfsINp6mh5yItGsPeltcjvX3x52q7Q9JHUfzN3VDvau813ufY874NGOIcGjafB7tx7b9y5OGu1HT3vX+4oQchZznwIROqgg13C0AxVsDulsytBCgKFKwp9dPZx0wD9m8IiPJALC5zDA+V59dLiTHkm11xBM9pEHNiQECLcAeukLL/zgE9/22HnIWWARGXtppJ5pk3BDMoEHGnsTCbTYq6RGwlpZ+GMUPiwDbo895ILCWvzml+BQ/iwSFmuEwh2ElU+/+CGMZUEEHADwgEbmPKp+GGEZ+qfUSIhDBfzDIsQBQ3jCA/yDOgDAGZxfQ1RBFpAJEtzC+Z2Cj5lYU+wDEQhDTvCQHfiUERibq5wZLeQDJwAAlTGgA64gC7agCxaL2PSDMtwADxAL94TLROSDP5yDAMRI43DDAnTAv/xAMvyfpozDBvzDI4AMcngCBvxDOiSVXgHZQlDBB5ZEE+SCEZqUWZ0CSIlE86nNEojPmyGEI5wP3aST8/DMGqbhUjzBK0hXqJEGUoSLt63CP3QUAzABAOhciGgT7ATPNg1iIHKTGxriHLLhep3K1dhJWT3i3CTiIRJi/orU4RsxoompoSAWIiU+TxtKIihCIiA2zyaS4iUGxUi4zFYcDJiMQxgMAPgNRyMOj4/Ywzp4gAbsxXBcQwNcgDrIoShOipGFwIQpIiJeRNbUAgnkQyYIFJgsAgfsgziYnI+oTSl64jUaYydq4/DggxDwQj90BBW8As2YTSQGYzZOIiduhShEBj7QHEUggTFkzT9oggGeFD84wS64ikbsgwHkwj50FwCEAgCg4QseJEkNV5+wAiZswiZEgiRUQiRQhDJcgiRQAixwGUKuYErwQgukQDJYVULcAABoQkN4wwN0ADTkCzoAACyYi0ZcAsgs4YRkwgboAzoQwBxwJEI8/sEuWEQUjAL5oVQq+GHYqNJIBEEZkNAjQMIiVIEQZMIiaIInSIIjUIL7rVzGNdajDEEt3Fy5AIAq+AMo7EgmAICyXVTKvZu/saVWzhtYBpzNueVaUoQ9PEEAyAP2YYQ/XEAdtEEawAEcuAEc1AooREAKrAEcsEEPHACjbWXNJVZkohtdmtcV8WXk6UM+SAIBkAE9OBYbgkQx/MAfbMU2eEALwFZlVhE7AAAe9NvKaUQnrAE+SIIa1AlZZIIH3IM7JAAa1FNdwuVqnsQ/QEEvAF0SMBNoziVkxiVFnNK2NQ5DTEMb4EEc1MEa8EEamEEetAEb1AEcvIEeqMMUwpgV/syCRvrJ1ZzVS4oCqh3TBW6kVA2lQ32DDGyBA5TDVcjDAUgERkjNP7CDBUQDRmBXBvCZfM5nG+YfQYWeCriAmEliP/LHIewkQ7QCBwRBEZoLP9xDOwCAr0nL1VwCG/TDK0DYQuRDIoAAP4wDATDh+TWfhN2ZJbhZefpULKBS9lgjRyAfSVHBPhYLANCCP4QCASTAKgwAGSSo+/iDKnQBEViBLiAEObjRCnLDBRTCP3DAlfXJNQBSdP6DMQwBbtEBJzApmrZGPcRBAbwB8PnJIaDAeuhDEVBBD6wkvgCUAdInoXDCQZzDEyZEJ2CAPpxDAixpC07BLYCEn54fLGxB/p8gTFNUlkL8WXDCZlVMgS6EKceRyTwQwCzsQykokyoIwBT4y6Uyp3A253BmETaYAAMQwjAswQIMQj68gU4Z1kLQwkVyAiZMQiZQgiWAgiY4wiU4J6s2RDwghAaIg1Z0RDDwwEZYxDJ4QERsgSRMJsC16qp2K6ZqayauyErwAzGogAlYjsXM3DaAgE7gjinwQC1w6ltGBD4UQ5sm68DtwyPsJDkIYUIsggT8A+7Iwbciq7cKUhDIQqWaAqJSJr4W7KWpAqRin0NQ36yU1BGQoV2l3zscQCz8AysIgAFUnbJJxBYeS6pKpsqxCjJQgAmo2j+8AwhIQD2YgD9R3yBl/gIbpEEewAEd7MEcxIEb0MEdlOaNjso0+UMGvMNyJoQqWEE5zIIkWMIvcBo/lEApNAQ2TADThmuaxo/BClxG1FM9zIEGnAPZQYQ5bIA6kCE6GEA2gMETnM7GioomGEAJOEF6qgo/XOc/rMOBJcQmQNjAuqAUiJk+4AMq2Oj4MQQsKGfa9kYd5tlK1OHJDgxZIIHCtoo4Kco9jOoBlKUBXe7XusoYAIA0kMWeGEJB6oC8Rmq45MNZ1ENj6APktU9FSQB5WkwgYMADHAEanMEQEEAWmJtG7EIKdIAZtMIgRMEDnNPRli6QYQQ/LMSetNgXXYMCdMAE+II84EFnsC4Q/uBLJJxAAhjAMfBpn2iEEHQCPoTDB+QJP0yCBtxDPAxAFOzDf8RoEmwqQngCF6DIr5HM5WwESNgXSKgvvhwMdRULPiBALtDDKdjRKhBAiUkvweDDAhiB4x0SMxBAALBCXvUJ0IWf+uDNP3gAO2CKbeql492DE3BwQ4SCCADADEQAANzBm2JwplkmnkkeFLWEFijTAajBCdRBPUhCAfSUuVDCELdWGUrLDyjDP3jDB8zJP1zCrAHUrL0apk1EE1QXQqBCGgCdAnvTrlbPUtQJ46UHXIhRysbVuP5DEXysw2aEPQwpP3TUAIjbQTTtHUPsw6qqIHeVKQjA6pGJP3wo/oQpHVzNQzmkwzesAzrIgzicgziEAzx8pte2JUTEQzq0gzi8wzrYgzmswzmUQz3cT070YwRwstd2BPDhQz6ggAj2gx1wQCqscDvMAhHQQE+UV9gSMjGrLLfCpr3BV0SQC3q0wSm8BUQMwo5UwBRgwDb0AzBAQAoEcqUsBCaswQVI4TDrhA8MyjlEgKrNyuD+wzgAQAOA67wW82+onT48gZgtRCUwmiOOMzdzW0KkxmowxFn0RFuQBUEfXuAZ3vAhCUwYR43cXv5dBAKgwRCkAgIkgOiamxHN3ufdHkf/nUd7HkgLxUOgAQLEgz28RQRUQJfS1Wn1oxVsAAiQwANQ/sAIkMAHZMADbIAFdLRCgwc6lAAHhEAJQEAFkEAJgIAGREAHQIljOQA7YJV31Eg+rEQfgExH1EIKtMM83E+K4QFWhTTt/bTxLTTqmPVH+51aAx48pq0Au5iE1IpB1yMF1EE6pERHdEQuJEAv5AENbDNCBMMCGINPm/VZOMEd4IAB8ME9XMlYq0hwNQM95EMPqKY9UALKpMMBhMCZFN9Ze3ZaJ7RZt4MBTNjTsobZlTVoi/Rabx2cyEnBPQUqxls+CYqrHAW9EEB3BYAoNAoPEww/hEECZGVCcEIACIA2AOh1gYlC8IPyWM293FpzP7d/IgkGrPD6Ypw/+EIQkMkS/pDC9YbENWTA6/42F9J2WSTDCLxAMX6EOjABPUQCAHyApyDEDRTBvdgAH1yBCMDosSzEEewjP+jAiiFEJVAAPqRDAmDQCtaDA4QjQlzCsKnZtqAS2NU3pnkPSYwDxTFEOkwCV/VjoxgAvAxAd9XL3rrKKogCeSLEKUwCdv8DLGBCS6cCJegnQrRCJ6RDQtgCJZBDQpiCJnTtP5yCKJhDQrCCJLT4P7TCJLS0K2CCOCTELVjClI+xJrQQQrzCkTvtJPA4QtACJhB5K1CCfqinGBBAiz9EJURAG+h2ipNErdhH9XZyqzhIY9Q5xU5AO1CsY00ELzCGQmwA2tpOOHYA/jrEuXmLn0XEwx5AQBLsML+gQgMkYZ4PAgkoOqU8BA+ImSQQrIj+AxAMA0LkADOEIz9cQgbkwzMQQE+zYDzUDkiEQhJq+kmtTMu8DN/YTsyEayieI7D3DEL8TNDAx0KsQgKohCYQgDAksOQdzXSIQkylwtNsozqaIkM0QhpYA0LoAyTkwTaECyHUgTXgCCDgQaH/wyC0ATlcLCWggX4+RCOwQbjPyiL0ATWMhyTQAX81RiDIATrgyCDkgW4gBCGggW4sxCSoAZA/RCSkQTR0eyXkAbc3RiLUQeoaPB5ceSBOBCyAqDuESR5ogDfsAwTMgP5CN7CDzbj4SDVa+6/n/kzLA7ETAdecfACO+4bXsHHtgokh1IFFUMA4vJnLIwQFEDk3Yvs6Kj3TY+MxBvsnouPTL04mtpjWoPB6bJmeZAMPcMCZzulC2MM48JePxMIIjFXSO72xd/sQJEM+LML0OXs65sxElEMAaEM+2MMPOAPQNQK7NoILRCPvzL3Uw3zhDw+D9GdJ6AoB5Ik5jqLaL33kN31jTI8aKwz2UPg/aLhHgMIEQIQpDIAIQwT4aAECeN8AJMryEcx/HLRVYK+9kMXd+chU0L4wAkfrQwh3/J8cnIAF+IAFPEE6ODcsbEAKAIakATL6KX9DUMCyFgUHqMNr1MMHhBhCEMGxksYy/nQA6S46kcEEIigAE2h5GalfORjAgZ0xSQQBbCXCFUrLOji1qONCrmiCtVJCFFj6CsaD/M9KBNQtQPwTOJBgQYMHESZUuFAhKSsME/ZjKHGhP4YWK15kyO9fvyS2MBb8FkpgqAMGQQGARZEgvANaCmQCECAUgCsDQ4ZMqBMhz4EcBe7rKJCl0KBDkf4D+k9fP6AhWeZzKnBp1KlKBxb9h9Hov65CKWo9StHnVoT4/nkLJo3fPn/+7r1jVk9oLCCpBsJKd7BsUqEYy/YlKBgnQq2AD0q0eMFcYYHbdNgK6m8Omq78/FGpgvUfsgpovW71J2SQY7MZUSskLHD1adUa/lPvhP06ds/ZESciXIqPn7UdEUD9HKjPH8V2F1Bgzacl3m3bA/PVgPbvkB6qzvkejEdhYBI4QBtV+KfpyYfrtbOjN9iafW6L9BAMxLdPQmj1BdvfH4zdoL5TVBQCbT3WZIPIwAMRNOwfJoBBCJaT/llFgYL48YSBVg66R4ElAmgFAAVGSWAL/BIs8SeJWDJoHxQT4odF3SxKsaB+YoyoRoRWTErFF038Bx99OBNNKYu+YaENjs5pwJgSadSRxB4TbFLG/ZAKYa/9LgHgoYHmEeEDPBxxxA0KeLBnsDU2SCIRUBgpQwMh7nkSyjnprNPOO/GsMz/BcgQqkwW6IChH/pb8maGAZgQSA4BslrrznACW2YcRPuZzLc9/zsnAK34+OWOgLi74B5IpQqi0tUtRNRGwBQYLIB8nU41VVYFO8aKnU2XNlaGPLBVolQcEAgUCnkxJAJeD6AHAhAVUEUCBmsKYUtdpIcqPNmoZAvK0DRgR6JEOsA0XIm5g/ceQdYbrCJlD7JADE20IAmqfckiRww44JqnmPHH57dfff3sMZxqGHvkgln7OUaAAahQyh5YSXwHgGX8WoSNXi9LBYCBO3hhoiAn+mUQKTQEuuaB5IpC3HvFMBtiVQJnMTT/TCry25n+emEXFCBmwyJMGCsqnlAQexo8fAABAABUACCgF/gBbCZJWzpt128jqhRqtGuurFco6PYW6MoijfsYhQJd/yqGAlQG3XkhqKm3WWiEZfQqbQqbqwU2fvIkKMiv+pn4u7q+pJlzwwtkePHHEAzc8Ma77vvsgGTIg5xcABBBEoUJKQE+LGsrJR5IbXp2ZQITM+aAftDjxwKLRXH9ECwlKV7zxxQ/P3XHc4wEWK3gGABxuxofXHffH/3FlS7ENevvvluusgpd9BbJQoFIYsE+gUQCopSB99NnnAAEQ6CTpVggI1G5ZW/Oa+bbBhhxH+XeXXKF8gDIGgXaqeUHzyLsms2m5b0YMWZ9B8Fc8pjRqSgeE3gMhqCfh0UxuCWmK/kCKZhAfAOAYL1hAAOaQOC10LkE3WEQ98PGNFOgqH+MAwUBEQbJ/+AAE92jEFkYQQYDhwwH/yIdRuKPDcLUCZgCMGq6EaCJ9QAEW6/MHKBoQp04YwDHmqwVoQgKPAMzkE1s8BQA2YzJrEY+CvRrj6cp4vGoV0DUcqYQO3iCBPWxqTkicVmvIQkEgFUc4SHnVW/pIEbT0w3lJNOQhI8gRPlLFHQtYAjuQIhFSOOATBCBGGyy2vn4sg2ni6NXj3NGAYgikGy/UVS+CyA9zQEAdSsmBBf7BCSfIEJG54kg8EjAcfCygkLWcUyueIKT5mc6X6YqCKxCyCgIIJBMsI8gp/hSAIe11hAAAYEAqANAAUwCgDGI04pPehpFwUu9JBDyNOcUpQOJxxSCOMMAPwiEQbdkuatjCY4EcaJ98amufRynmPwFaPwU2DzfTFIg2gMABktjHHzLgQg4fcQej8AQSF1gANXqJkW2Y0h/qyGGqWCKJNRDkAsz4xz2M8AF/RGILHAgoqijCjlANx3d2fGlCRBEGgx4kn8+jZxpvF9SBeoUKkpknUTihAKGMAgICEoj5ZCEUqQxyHwkoAAA0gTRsesFMxDzjQczZxwDCr0X0e9/c1Ak3u3UjH/6YZ1jJibyforGgaP2aE/2CH4ksxW585OsE6Wo8oQJ1qIUl7GED/itQxH5SjWy061gTZ7d8JGICUegqWoSAACz8YxAAyERVBkKJPbjgIYSyjTlEkLd9nMMEfktsYwX1j0fEgSr66MEuBDKEBvjDEVh4ode+CtvFBjeoFrmHBOKEEdopZriAZexgX9u4fqgiCgNZnyIbdSOfUtAnPOlu47yLO58sZQqyqB1W7hEKkP2jE8FLV5amh7MRbUUfSAPAJwTQAGxOYT/hDdx3h6ddIwpYRwROEYGz66QEy2jBjjUL3XCXor3az4f/6KpYKXhgJ03Jv8UD8HYNvB8Gx8ugYRPKUf12Ygq/DrwtVmCHuSteGf93xh6ucYxpnOPicdjBIf5b1sL2/qp6+KMbRcjAJ0qXiAKoIXkAGMN2Y0AHLQAAG2VM0TeC6I90gOy8n4RxYI0yiTqg5R7+KIIzmDKDEPxDElsAWpc/nNgvm/HGgY3zJ1MEj2UORB0CyKCcXVzGOQ860HS1yKtg8WS/SeS8vbxpQpDwMK+RIpf/CMUFSoeRUQwgFgJpwhpKBw+kGUAUM/EEAMzQ5ZIR17DRbfVzX32nPAo2QTa9mHN7mdFH75rXCLqnpdqiCM16shEAIMQ/wCEAAEjmdOuAgB1AgYBjHIgcKgBNNzSQK4mAAQ0h4UEvtpIEYFXiCevttZ22kYHSrUgItzg3lE4RxnI5+t0FMUIuEuOJ/gnt49JVBIDO9tEEJgskHpgTACcAAIFNAAAN9Xa4ndL58AciRuIVtzhqXCQRfFyDCBAwxSIAYFJ99MIB/xvILXwQAXLsYwavMBA/xrFCgXhDAeOwNYKAMEel8GMHfABSEjRWCSho6uYP51QSrPsPJ+js4qrhxymiZRhGSy0sBRIMxdNzdVdjfWdPeIXdJKIK92LCvRjhhyoQoIrc3sQfbUlANr8IgVJLwc5btzusw9KXvCuoI3onit/7zvcmIW/wBC3X6QRDEcyw0SiLz3pBC/8krcOa62yMfD0DTyWgON4xm+cJRRrfl8pTafKlt/rpn2P61KP+8at3fethz7bE/v+d75yPXOnsYQ9JGAAGApAGaAShBB9RRMkoQIsbbBDX520Dlm2HhwR8cR7Vp2fwOpi2UW6Qh3/QwwYc4IcjsgACbT2F9bIvv+TPT/qCXkILkTNC9LU1Tsrfffrmf71jRPFkfEC46VhzAm7X4xMWgCNGoT504tRmQSiewAywQh8KoAAODmm4R9H6rwIt8AIxMAMjKEWuARkkoDkICREAIBeaoyMagQBaix86wXU0ghk6Byh+wA9sCQiSgTX8wQe66R+IYAP0YRK0wAM00DZEIQ1cQwqYLggFIhWqqydWx7lYrblm5i2GwHtcwyJCAQH8IR9AIQK0px9KbSXygQm6/ql0kIYATi0AZEIMdsrVoPCx6uoN+c4N4xAOFYsNv0muyOgOhcsOYW275vAP8RAQ97AP+fAJC9EJEdGrEnGuDg/zqpBA5kkf4mEJ+KF0agEAlAAArsErIiEBXAAtwgEAmgGumKIR+EtbcGCk2rBm8CEGEMUodiAN8MEfiMAD7iETvGACzssQCbEXebE19METGm6ejEAyCKwOfXERyeg/UGw9iu7R9MEKZsF9RCFlYmnPCGIVAkAXOAIJ2K4tkOYBRKGaXAGMIOgXlZHWFutO6g9KnhFVWG30HKMdkbAe70h4UOQvxqYfwCEVuAEAFgAAksBFasANzsEinG1J3OYf/hJBFQUiDWgrsT5B52LGHA6gHQjiCuguH2gABL4vC2DJHv9GE+arOxqkFysuFgAEJTOQCgDQIEQBAgQCFZxpKGriWP6BCoiQIpCmAECBABJgFQaADESyKI3yKJGyKF+FGCZAByAhBATgAEYAHADg9waiBxAFIiyhD5BiEe4gIephBmoA2TbBGkokU5hiIJAh2/5BBi5AHyTBC3znKOOADc7pCaiwHmGhJCErD5NREWdmCnShGf2hFFjlH0phAGTEEwiA6aLACjhCH+RhAJBmDgDgAJplCgoJHQGTETnTM3EtrZDxM/3y1+QwEFFzEElTHQ+xM0szHUcTNg0vfpKC/h/cYQoYQAfYAGl4gIP6pgZ+ACMLSaQ4AjMqgQsMLxIAIARyARAMQAb0pRfdwh2cySLOQQCcYR0AoD4cQQrARTVlE7r+MiGcABGY6x+a4AhbEzRdU7BUYb7ojRdr6QhwEoBaoYf8gRRksiOM4hQWwBihgCiZwh0OAHO8IAAMoIt0aivojVpWMzbbs0dMs46cix1DcyExlBGTEgMfdDYNo8t+pQQEwAAo8xcIQg0EYNoYIhLwgCryoRgOYBQQ4gYAEgAwQAEIgAjkAUF0wQKcqh0C4A3SYQAqwB7moAnMAymfIL76AUiY4NgyUCdgof0cDAmBBAlkQWz2wRQCYCuS/ipI9mEQDEDt/AEJbOXE7AsLLjMlkLNBN/RN4TRO5dRB5cRFTuof0MEJ7MuU7JQQBAAZ0KoOIKAQ7CMU3cBJ9qEIGoABkIYyBwASEIQROqYjJCLZwCAcGAAEcuEIFKECFu8ddw0jjMDdluIIbIUULU4UqHQ9nAdUhQj0pOcg8gEVJMBMTgFoCqIIDmAXzGQKFvSkDKCarKCalKmIkqhDxRNZa000Z2XiwtMR6XBOpRVC7UowtKV0lsABEsAQKOJVsqQ+EeIeZMAAanAg1gEBGq5XcsANfqBAB8AAAKBFe2FHGWIT2iBd/oEHFKATLiAIioEHUAFcVE0DJSIK8I0g/gYhC/Sw6TiCFoJpfrxG1yIUPDOUI4ig02LrH8TOrTYhiORpQRSAFdzqCNJ1H+rBvrIAAAYgqxjQD6nVL3ONWas0NWfWQ1mzEV12ECWWPU/TZmkWWgUxWZ91FW9WWYn2ZYtWZoEWrIDqMrziVZzhCRDgEASkEADADfhPKUIRAKZjKLJhAIagV94hAFzhBTagESJgyqJAHBagBQjrEpisdvJBOZugA46AGHJAFXpoYoWWb+HGIvaBCE5SIO6hFIhS9IZ2Pf1yKUjhChqIIF5FwgrNyyb3zizXQ5cAQ8JGH/ghFdbrEhggTqADCRIgvoYADES3HwrUJgogAdj0wpzk/nJ1DMeA1iey1g9tV7p0V4Fut+6qNHfrSSfmrHfpbHZ9t3ZtFnj/Ridk5Dy/yXmL18aMN3ppt3qP13qp93q1N3u5l9BebHetDHyvI0WyJk7yRhVKIB3ugSPy4Q3kIE7oVSCyQZqaAAB2QH0J4ge4djjcQQPuYAN00AGEwRdoEQO0IQC4kIIicxMOlSkwYuGSwAJmwBh6ABZCwB40bHq9V9Aqt856JQhyQXQFAhOMlce+94Q5GIUBTYGAwhYCJXLjxVV3zQkO9m/6oRMOgCNCAWgU7x8yERY4ognCwK28QmUBoH4DoNSMdVoDSobtUT6ZOIolVGb7oXTQIkYSwQdw/uESOCAaqKITPmAbLAEAgDBy0CIDrG8gysEBPmAJ/iEMSIAf2uIaNgAVBMAB3qEisCCEwiYSAiAEMEAHcsEHZmE/j3IJ8K1bWcGNNTAkUGElHYuQkBBLA4sTPHUfOKGHGuUJAIAX2gIJ1FAfigEJmAYAlgABBsAZNuALcFaKXfmVYTmW+c5uOEIRZoIACCAiwUEMOgARAlINGo8g0AAAjqA4+AETlK00toEE/AEtxoEBPIAABgAVGCIHXtIs3sEOAEADfmAXfsAVQvIoj+BsloIVGABVK64faIEK7BR5AIwe5zH94vn+JAcfpMAXGOweRuEC4gQVqOg09kEIAuAX/syEChTWEFLAvgCACgLyH6xgs9CPntVPouc59iLaoicaoyva/jSaQRf2NOAZ8eRZpCmapAmPCRd2keQvpEF6pFu6pF+6o2Oao2n6oms6o296o216p3Gi6hJDXs5DXuKkEKzAAK5KAfCARiYBAAzAChbABODBPrp1EALA+ATiDRDAAKKBI5qhq7jhAOA1AeqASqpOCExUKbTlHsjBACDgbnHgFDhgH4xipV1aHk06p++ajYBECrIUKchOIPKBHRgGr2eap3Uapw27I9DCFh728yLXiYvJIpBAPQmCFAagODyhPvqBHjACCgSAFdiBH5Kgm6RAoQFgCpiGH5hAQGW5/rVd+7VdW0olAABEYAMKwFbuQRGuaoveoJ1PRxIEYALeoh+CwAAaLmxss0A1QA1+oA+LoBgY6B/MAROHgBh8oBQAGCmPIPoIpHeGwhNYOQMdwh0TdzwXtyM+wrQEQhMOQCh+0h+2wAKAYgkAYGlsgQkctwqqaQC2KBMFgMjIBY2MVnGT1m+PlmJ7tm959jUN/KNzVsEZfMELXMKRtsIRPMKjtcd8inPPoQ2UTQci4BwSYQG04A6Q5l6TgiJ4YUSVgSk+4AciQXuIgx9yYAyQwRpGgB/qoRRYTDiMYBmWojjPAdV0QBmIYBSSlBQH3LxvlrmUoK/Tch8WgDj64RPE/iAwynvJ/QOSD8KpeA2JJIJBmscfXKEABALt/AEKDMAi9CEJGIAUCoAWqoAL/CEKehJpuuBDbha2wwWykRCK+by196RFLAIolAEFLoAAhgEQEgANxiEEAGCseSodloAGdKYdqhIpBmU84AHmJgAGSIEBPNkg2iEBJiaS/kEdEmAWeCAXICAVIqAa/qIeMYIK8lIgCBQrRMEh+w8jauVW3g0LGhhBeMUnVMF3oOgeqEABMCIKEAB9ZGEJwsAeULtRAWALAuAwWTLQub3bvV0D5SENGkAIkOYUlIIDBhchnKAEokEWPqAZDcIdTABpAmATDgIZ1uwghnwYbKCQ68EG/kzqKJNgF8jvH8ztE371Al+mWSn8wgvCCiQgDOB9anKmPzS2Z/7BExDgFJDAzJsZCpSme5AADP4hCUw7ZZdJeTF8wlfewiGc5WHe5V9tyWk+y22+wZlc5g/85XXewcmJIv4AczpZfv9oZ/4hEgaAADjgO0GPjXLAiHOwIJqJn+LlBqRhCE6hPnQAXGPe4Xu+V47gYGOkHQyZFELAEnje69WejZSngnw+grAhBHbAEuCgRKoAALOmE7LnH7hHAobgn9ETALIgAHoBCliZ3EsZAJ4gBviAxJwV52tegohpjR6/4dNePL+dQy+0LxFCED4EAUxqSrzGGBgAR13Ahwop/hOB0g4OYhO+AJ2MoBr/gZKN0hku4GwuiCkOIDpVoQCeDJ17jYiWNvMASh3crRI8BUGWqIkco8qjKJaS5gkqQFtIuQqWjQiwoM5XF2mgwAuSy88zP/zFf/whCLv+QRQqIBnewByIo8IAKbBg4KrsMrDM/x/yAABmgA3yqO24wGKADK0BoserEPjgrOn3L6HChQwbOnwIMaLEiRQT6jNFQJ5Cfv/wKaj1714pAFoqmjyJMmXDVk/++fMHcZ/KmTQXcnTpT5Sak/r+RXH1cBWBhJcOQFCiQGEUBEoM4BJy5p8SAAEAABjgxUpCmTW7ev0KNqzYsWTLqoQpEW1EtWbb/rp9CzcuXLYPEda1mDBdD4Y9/3F1aC9IgQjS7v7r688Rh0pyEqLN9w8GroZ28f0rksrCv0xw5Hrm+c9UAYdQgFkeBWDn59ULRYXxO/Hm2ol0HdZueJsh5H2g2vyzuzD3Piq2DjPsx0mBTFEEADRVeARAFAC6lISpx8SqgeZMtvyVDTF3cNrk05afbT49+vXhz7dX/579Q/EK6Tt2bzgicIj75+O3/R9uATJkn0sDjgeffwkCuKCADRI4UX8OgYdgR7AlxA9HcTCzFWX/PLLCMBYy+A9kn4ShSR36IIRWOwBMIyFwNqgiwT+ezLEihA9WGF+PCsqn0D6pNFAiQ0XA/uIPPqcAIMY9B9b35H07QnmcKlEE2RBH/lBoII9SUullbXSJyZdCopTUF5gbKTSFLJBheU8oEyS0CQATSMFAkUEAgMUBuhhBhU8ACGAVAFSYsaaOan7JaKNketnlopE2OmmllT4q6ZgOZqroophSqmmnloYa5qaginqpqb+pKiFdraJKqqeqfjoqrLZCGqujs+4qKq2+8lpqr6yO199+CFGYpoWW/bMIBHrQY1ORCX0ijpMKHVumQoa8Ye1W24iwJnj92JNELBj8o0gby3KK663svnsqpLI9ksCbeAURSEKmAHAFsLIKC3CwAhsIGSxjYLgQQvZaytpJN13yGkpI/rTQxA5MGOGDEEYIsUIA1/zzyRcA4NlXEwFAAYArSaRxDxWFWkVFSZI2THPNNt+Mc84678xzz3EVeJOx/fiSggy92OZPP9hKdJM+juzQbUKjjECpQjfMggE+kZDh82pILPDPTWg1IYbSnACwxsJdmzQOEVD04AQSPwxxxBBCoBBoQhKuujZFmCBa4EJDHILML8QEo0swwuhCRwH+6AOKFwk8wQBXSEiXACtLoOGPEy9Lx0Xfoo9Oeummn4566g3b1Q9a+LzDBwJ12PsSwijt080EMgCDcCdvVJ2QD6ZgkI8lBBSjulgXQIDgERDAhAkAbCT/kDy/JANMMYsHM8wu/rrsEcbevyGUI4PioXU+8F2m/xta/YTSRl9ix/RPE6zY49ebPaESQEKWNOGAIwzFL1QwwBIWQAsgVOEfl7vKoLSQt33kBn3vYZ8FK4hBBV1Qgxk0XwcdtEEPcnCEIiwhCD+ooxCekIQrNGEKUYggFb6QhTN0YQxhSCUZ3pCGO7ThtfSWG7vwwy7uS8ib7HGPY6AgBMbgW1/0QSG03GSIekvIBQ5ggmXdYxFz6Mf8wmaRfRBhABH4hysAcAzj8M2HUtJhDnHYRoj0ZAAy4IoUpzABJ6GmX6liWBx5+EZAVjEkTtqH/hISioPhoz+BEx1CQrEGlPDDCZMB47U8oYCe/oRiCwEkUkIuN51aNKEM/zCCVQSQghFIwQuNpJ4rXwnLWMpylrSUyH7WIQcF1EE2rWyIEKxiChF5gwtyEB+bAHCEf7zDAEer5UnaQYBKOOQLCTiMKAIQFWda0jH+SMWV5tOPdfmIRONUFYkQcoowLIw+LxkCSC60KlAcoB/5+MQWIjCEGvklO08AgCqSwDUjGOAAAJjCEmK2zXKiypwMXahDIdVQiD50ZhNVH0UlitGLatSiHPVjRjtaoJBGyaMbJSlIRyrSKZ1UpSZtaUr1EyEwUfAvPWHGDBRxH17mR0ZWGQAAiAEJA9BBnNH6x9nm8A9zAMAXBjJmkD7RE/G9/lShHyVpP3YBgFt8qR/1WMAQo4eov1TUpSiNDZYGaQoqJAtpqGNdIlGiDyvIQqxmigBHNLGECSShmi6pAp+WaoQcsGIqPtWCFaxABiJqc7GMbaxjHwtZjFLwLv3gimIHyb7+6AABAGhOM1x2h7vs4x6wEIAsfhMDaTKsHIXBUD4MlQK49AMobsFEBehB14QQKR+qAEAWZgmTyj4EFnnr5elM0YWUUGEXOgoF8/5xCi8o4AhJkUl2sBCAXTwBAQm4HEG9cNCDRXa85C2vec/L2NyqhB+R6KkA4mABEKRCvQypBDkOQ4VIOgQyjFmIPQjAhQo49Sv6uEA93LIIzUCo/qsJSQUB0OBYtcBiCxThUkRLOtWH3GQfmlDNRKeQC7W5pBRg+wcpmFAAKBxAIUkYwHRy0YRBee4qXUhCFrzwQ5ZmmJw/oiqGy6pjIAPpwisd8lh3TGSyBnnJRq4qko8sZB8XWcpKbnKOI2LZhgDDDPsYcEL/gQ4DRAcAHWAAN3oinnxwhB8wuUQaGMIRUmjgH77DizYEMAMHMPkh9ABALvbMkCWAQY0LiYcC1PEPOQjgCgN+spNHauF/pILCa6QlP4zxZ5QcoZIu+Usr9OwPUmhhAlAgwLKksIArpIwJA3gAyq6iBSiAIWJjRa+tz+voW+v6dLXRSFUjfa21qiMG/j2gxZXn05drSIMPPgBABq5F341AxhKdacgnIoAPQ+wEFXX4BxEEUIAELCNDbflFAURUO7Iw4QsM4Yo+FlAcIwiAlC7xcurE+orfHkeWRGRzS3uChNOukR/7MEX//LGJKSxgCBWwiBEKsIQAwKIIAECAEApglSoYYQsL3LXHPw7ykEeWH8JAQHJDEm0fqeUx/3CHIFKNaPXooyf0+IWdBukl4EBiCl9+BAj+8YMY5GMTr+FBTz08FrRUYqnA7ko+mBC+L+3jHQXAcXQGbW/UrRwmZwInLdfqELvsowq82C8qJIC/U1yhAVBAgEKKcIAuAGAXKFvAqwkwBiFswQxR/hO53/8O+MD7DC37EAc2ElIMBhghIb6Ix5cTpj53J4QbQMAAKkq6LHckAQZhBx4zDNAT8BhiAV4wQgfqsYkeVGMBzSHA78yCEFEIgKlksYsLiuOQdhwADfWYQgFo3ViZ0KIlD5EJl3I95R4/RMQeQhgRYpEtVQzgcZnYwgScYAALMSEB2VnFEArwgBhb5QtL8EK/aMXj9CcZ+VWmMvvfH2Xlqx/KgJ7/o+u//vjb/8f4p7+Vk79/HQUcHKEPf5EO0gAZUwACi+ASvnB4ieJH3xE2XBEJCVAF6DARaaIP/jAMrwBnFHUP7RAASPCACkEEhXIB/ZAGL9MAMNAGMNF0/kUGE/swCQeAPDhHZcDxDgAgC/3RE/sAA1nAD7+EdF4Gf/23EH9BClYgIWIFGfuRK300MLoiLPtBV7WxH0vQCoR2GPyQCnPyD5bgV1CQFB2BBCY3ALAABFbRTwFgAE9gBF2AKMbBFlFoh+4SL/BSK+3Ch3r4KwHzL1MohYFIiFQoiHfYh3moiHvoh/5iiIU4iI8oiZFIiYjYiIA4iZa4iH8IeQvhJAujZgsBCBiQCAmxDKawDmzBEftBIZaBP9kQBBwgIpDHFhLkiVxIIau4EOEAAAmgDHiRD5czAATFAyJwAAIwAI4gAUbgBhC4iaoSCRLXiZc4jQhgC4W0EGo2/gU1wEAAAAb4c2yM+IyYWIn7pooJYQvJ9YQ2YVxrk3ULQUkf2A+dcAAcEQpWYABFoGcykQQAgDK0sAQv41NmoARSsAXvKHgJqZALyZAnIR5iBxEcwQopoAn/AAVbcGDNhxt9gQjEYEsjlQ/zYBWosHI54EAG8DIUoA4VMAligINioQkCgAtflBLJUJEN0QsHAHar2F7NMBUu2VjAgQp5s296g5CyFHCNwgkVQHCckAWK50n/0E9y1wpHQCgvUwZL4ARooDTt2JBfCZZhqZBFNI1CxBC7sAfpABNTgATe0CE6EoMf2VILUQ9WQQdDhBC+wACDAgAo2ZcA4ADmgAGY/oAA3eAWSUAAiZByFEEKZzAmdpAAXdYorLAAY0BxLhmXsNQPtEAFVNR5e+hGf8RG6zMfQRORCYEPUuAL/cEP9zAKF+Akp+AEE/AE2XcYv+QFAIAL04FxpzQFQWAFakBUPdRCxVlDxkmcx6mcycmcgTSak/Wc6gOdyOmc1Cma1kmagpSd0elR07mc1fmd1xme24md3tmc4nme5Dme5gme6QmRfCNFT2Q7kpkP1rIsvAAJ7YAQUWADmmAM2JCRGwYTM5cQ0GIbG/aSSWM7k2UPZgAAdWAt+lAJVfEyBoAIGaAB/tAHn0AAh+B4Ctqd6mMXPZEdv7Ny0jlIgOAb12IZ/lEwGpUWNk6yBFagYpSWnuyJnu2po1IiPuH0D7ZAfK7yhF5JPTCBBLPwEKQwffO4BRDwBF6VEFAQANnRCkZAAD5lFQEQBk1wBVohll8KpmEqpjPDijjYD9xQDOewCA7ACAmhDKGAP+DhD63wAKXQFqjAABbwEv5QDwiwACQAACVQAwAgAfXQAxEgE+dAAFgAABxSFkIABfpVE1DwZgyBCgCwAPRBBF4QHdkEWUtIE0f4fy3lZauYBGwwCZlQCqPQRAmhCQcgE5/QBAZABRLAFVOBMrDQQAVAKAUgBkvQBFrQdKLqfvqXf0jIf6NKrPJ3rMpqrP5XrMgKgM0arc4q/q3tx6xFuSla8iWyIROEpxBv0g/3QG509gKWUCLKAAqvsA5q5ggN8AS+No38oWEK0QgTwBH0cIIb8EtuIAQOUAX70AQTkCTo4KcAgK7Y2nkwQQROwDWRMlVDIF5qcQm9+CVqoQ9IwAWXY6Mneq3LqhDIMAqhkAmSIAZE6RDDmTythBBMcChn0AZlsIVD5AovqgpSgAC1OaBf4wQEMAtTkKXaIQVHEAZYMKZHi7RJa14P+ZLsCKPZaHz1EVz+4Apf0Acn8AH3FQ4qIAGwsKMttQ/84AwPkBAiCQAoEAVHkAs14AR2oA+tQAM4oQNWMQf4kJkVgRZKMAVjoFUd5RAA/pUw/bAKAIAJdWGkWZkA7FZVp1MLdAAGY0AHQRA6bIVeSQASIqYKZHsPmYAFAkAFCoAWbXcFBBALDdQcVjEGUPAF4qW0reu6r/t3XiY/CmEPvPMSIgAADDAFz1CAYSEPBEAFnPAMVvEJ9OQP31AKpeiJl7MAP7CYKnEGfPIEG9AVTqC4akEKAsBcEcEHFtCPZXCUvLYQrDC5KAGy1JqtPPIESOoSWgIZqsAA/lAFAXAFD4AEo5EkbedXtRAdV2kVUOAEXYBj6Zus1WrABDyt0IrACou+AcjACuzA5wvBDUzBE2zB92etGXzAnxkRcRlta9YtMPgPxeAMUNAAAKAA/ioABaSQEH33tA3RE/NQFWwACVehC5ChDxlJJc1AAKr2Thk8ChhnBVrQAFwRl7XRBDvRD6lgBpYhBQDAvlmSEKSwADEGlOEYwc/6UT76D6zgpVJcaztDpP9QBdsbigrRCUlhBQNQq0Ngm/VjKAHAC55zlW4IBk4gBYMGu3vMx31sOqU6EbYYEVAEKUgkCUvwD8SwC+mQEFLQA6vgbzC1EEolAB+gBQBgBfCQLLVxDzqQBQnQqmHxCQuQAHzQBQkQvguBBGtwD/lABVoxEtk1rwmhDg0wBQTwGs97b2OnDY5BvrMMROSlD1AAC2nCOp/AAPWAMk2AAFBQAX1xOX5l/gtDUChYmgVH0ARgwHx+zM3d7M2kQyuXBZ9GNIHh6hI5AhnVkAv39Q9ooAJHMAdO8ijjAgIOhLC2YxdPeBOiIAcBkAj9YKBfEVQJMAlS8AD5oF78AHwQ0g9EEDFC8AD2ULEBsIXp1hD3gKk3IDOLBQCwQAzlkGhOgBP0M1498RMPoQr900/3hBRKwRQGcAs/QAB1LABdkAYLYLQv/M07zdM9nRJeZkxS9B7A1hfbrEYLQw/CUApvMA8c0QVSkBs0QABVUQBpBMN4oTebMAA2YA8RgAhf0TIGYAChcMJl5xDrEAHsrCP3EAU70TkEkAahQFDBAE8NoQ4GAHFIF0tq/tEPBkBcsBAGAJDLZvWxWkxRw1EcasMPnJAA+AC0fvUcCREd06ELSUCh2iEGO8gFf2GEhp3AGLzBFQzaCyzBo53FhY3aGkzanv3Api3aBbzactnBhL0puSXC5MzX/RAPR2AKMmEZspEPP7gMbpAOkEEFTAAItjBzjAAABXAAXJANELs0RbIPmZAAEkANduJ492Fs5YQPE5AADnA2AEAHnvAPtKcQ9GAA0McgTWC0+6AECYAGlGAn6J1b/aAPQIAAVEAGKnvBsO3AHLEPBFALWQAKViHSbxktW+KI5ZiI4gjhtSEbbbIwMnEPoMA804EEd5InkLEnfZILv9SbVcEF/usAAHP4tJoY4Q2u4pwIiS3O4ni44uQI4zQu4y6eiTce4w+O4w5OjS+u4zbO4zv+4zk+5KIChTCa5KwJebkYLWslVj2xLLXQATaADP71D+BoEdYyDKrgBYFgD/7QDAiwBfKgw7CxVmnSClbBAhW3AghjDxXACs3QRzAxoMGABAnAXY1wAARgAG2ADhSQLCYeyji4Dz4wPbhAUF+ganRuO1XUF6jQzDl9HzV+iEHuJfkgDdDQDwVgBjGgAZ0FlOIiLX47S0hgbFxCCvUYHXI3BQxQMicDAFVKUP6LkQJgoz6t67vO66mdg4ziRekwBRswCAo+HlxxxmB2BnrAEcvA/gWckAqnWSKTcNllhCHw4FMQZhvoAAL28LAraBUMIArNDQBegAv6pBC8oADsDREI1Y+dBQAPQOqUwQkFQAlsAHaw5ARg0A+fU1Bkqa3kZQSZJiX84AnVdIJdkLOV80mYwwpJ0JuF4gXyAAAn1+sXj/EZL8ZGCROLRAsUAATTEDQA/5YZghBcAQ+MoAZ7kBDQYAW0xRfvAAeF4gHAkR0AkAbiAwoUsA6akQ8q4OZ5oA58WQEnMAH18Cb8sAkLYNYT4hMHM2ZVMQZ2Dk5LTACfsKK1FDNrThWFEnVhRz5ShaIhSvahqZ5JKJWuYEdVJH3/4DlK0AACtBUFdEAJ9DnA/tsPB9BxkVyeY2/2OHr2Xwv4g+/3cBT4OYr4h6/4hF/2hs/4f1/42vn4jh/53An5jS/5ld/3mM8grWMYnv+ZoN98ol/wGFIs5Jzl9xAPUZAAjXAhT2SalvQm+BB6fTGudWAHCeEMTjAKrHATQYVxHQAI0ZALS4ABVDEBDcc3SvMPl1AAr7AB+mAPBBUBrjAP5UAAuDsACQAAIFAHyzIJAGAKIJooLnIG+cADbthZvQCOgkwl+MAKDEAJ+hYql2//7zEP+6AFUwAK6j8AzQEQX/7d4/fPoEF/BxUuZNjQ4UOIESVOVMjPya6G/j4p0NcEgJYGRxocRAIgCgBaSwQA/mAJgICYeQC8JKRY0+ZNnDl17uTZ0+dPoEGFDiVa1OhRpEmVLu3ZT2E+VSDIKaQJ0enBggf7JXQq71GbPQaxuQDQIoKAGr86EWApwIAGf4K8LawUIMuCT+lYRjlYKN+WAQUKAAjzDx2ZTQVqXF2YkJ6BMmoACCBAQMCwf1UfYmoQCg1Tpf6gSbCFJcoNAQNWsnTy0F8/fBI1O5ydUfbtiLWp+htSC+HBhKEO9CPyEcIQCQb3MQHwBIAqJJVZDqZS7+O/rBB1N8atvbvr77TD2849nuF2qua5l2fvvT349+Ljk3dfH759+fjp3+efv/9+/wIEcMDz1EsvIsYeStCh/gUbYqwqmhLS56AJlfstuwd/2wcrDv9xqsJ/8jGoHS8AKEMeDgDoYgYDABjgAJawIUKWMfohBxdrJjlABQCMuIWlL+y5Kh97EGiJgncGAGCDAiyIrSF94nkLCAMqoAUARvpxKruG+GHGBE/M+GfD/WjpgRnN0APOwDUjGgUABLRowgAjWwIAiiczy0hN0JjSx4pZuDxIFAjysQKAJSZIIgGEqgAACwB6GQKAwSa7LgAyGuxzU0479fRTUEMVdVRSS+WJTz3nK1A+9Jzqh0wHDdJU1swErWhMERXqx4c1/tkhAZZatBQAV4hAA4J/JgGgBDdcBCAAPQCIoJsxY+tH/p3VDniAHgAWgBMDe/LpVdd/1gEAggsA+OEdA7T6zaGCVGHgn1Hkge8TA3SAx1QKZWGJi5MCYIktAqTIbFZ+maICo4YI/WcKAbZQ4AgFxvyHOSwC0MWJSimVyToxEhZ5ZJJLNvlklFNW+WTGFHlEJ1Q39Eacf4qAkS0A4jCBJTKEaDIZLGCMAQAYA/jgAWoaewdGlhiYR4ADBOACgATwYIBhhfCpE4A00nkA1YX4cRKAWyQSBdiyS5VEGoNkgVqHCAAQtq0sJrJ1Vf3w/k9vARWaQhcQgSMFgYcFUIIAKA44KIkBTspFCTtd7GKeAbxoM+/1MD9Q88v3ztzzzUHv/rzvz0kP3fTRCSxd9dNZT51v19/lXHbRaUfd9thTnV332nm/3ffcURWeTVoRlCir2Y6poIhr7g5bIjIZcxWSjgGohRglL/iAahBaEthZAChQSJ+E9Po+AnaIVuKQYdOoJZ8wnKCmnUJYEviUex5YEGGD8hFAylk8ZB/+sEX9CmALvUGjHrBj4OqmQAuD7MF7kWPJFgzivJXlriFHwMWtDMKKBvjjCHaZABQI8CQpLOAKxFpCAHA2mSzoYwGFyWANbXhDHOZQhzskyvBUtRD+Fc81sDKIO6YggUggBIMdUlDgQiQZADjBCfCoBxUmo4DvPcsAAigOWwTQgn/gY18H/jEXATwQgAZACgBk8MQBlPSRA4iDAQQ4QMYUkIId8eIf0LBKQ/KBAGoU4BVONAg0CvOAIlAqFhDhRxYgyBQt5MIgTtDiarIlACwwJIg8fMiEkCAL2fFjH6YAwD9KMoUFDKECBtGHEQrQQlgUhyVvrAI8DFAFTuZSl7vkZS99+UubzAZC/cMOKSLwA2Q08HRV2UoYDcOSRJzCIPYAw7AiBwsAnIAla7AHGgzQCIO8Yx55aIYzMPBGALThEtO5EwCq8MYlAMAGSZDBQfbhquOFEwA4AMAv/qGIaizkEweQBwCosJJW8AMeyWxIB1zBFIvMwh7/oGRL0GmpumVkk7q8/so+qkCHTohiFJxQRv9OIYEqEqAKDYAC4Qxisy4AQBfOsRMBxsAOA5jhHsDkaU99+lOgctKHu0PVJslUoXd4gQGEcFdEkCdAYu7gAs9QCLdS45KWCCAWHTAEWy4xkHGcwyBuSEAaDBIPHbTIBeLQhABWg4UCEIEALTLAAMSwhM9QSIiavOCYAkAZUFbhFxVKiCoEEAIGzEBuo7DHKtJAyH0kQBexcccx/nEGeuSEGLFBDxOE8A96WOGN3/vrswjABKjaaqi9W+3vGFOQIQBhDW9IwxhekatUAMAZQviIBJxgAH3YiwkJYM4qhECA6n2hHgm4AvBaGzziAU+Zr1vd/nRxZ13pVle7rcPuc7sbXe9ul7rcFe91y5td8qZ3vOs1r3rby170wje87vWQRDZ5X/tCj0OiNIgwemAxp1IXVgXRBx/7Wg96FOCiFDhAAGpRjWywZLP90Aes1BGOnXJBASzpQSTEMLdneawldziDKAqSq+xiaEzwmAACBNAKePAAF+bIxkT5oYkDICCLG3jGKjIJRGJYzyAB6EIwAOALhezjGfZS0D+qwIvtbGgKDsCHKmZZPQBwQDJVaBARRZQgYfKtNmEu3ZhXR2ZyHWQJqwBt1vaBigTcoiRSaE4CsuCGehwBAV0YACyAYL/pPAEeCBCTxdJ0ZkS3Ds2jM7Oi/hOdukXbrtGQfjTuIu27SVu60s7ddKY57WhQUzrUmh71p0V9alKj2tSpZvWqXe1pWItZ1mWedZpTt6Da4Jqv5NLM/ngnqNhMlIm00oygCpIgQU1U2AapBw8sACwq0IAMG+hBMgwyBgIoZKcoHkhHDKCEVmDhBENIF9RmiTMFzGMe4wMi7xZkD8gNgAMGSIAbNCGGEISxJJZyCwDgkIozWIgmq0AAGsrxjwWIQRQAkEVsnNGJfyThFba25xM6uFdWPmFerKAgVpfwDwxY8MsVAVsvm4BAflRoQ/zgBLEgR4UCDEEBU2huSaCAEshZ1EQx2ULJg/pzoAdd6EMXqoGy/jKk3s3KH1mZEBDIEA0VSOIS4uBHrmLTjK302kL8CAIABKIcSQwgXS9kCRywU6ElXjcJLWmRArKwvUdYIJ4tiQQP3OiJnmPFKaigmh0I8aiFb8IfbyZDKrawCYO8wqwGuYI/nQKFVjT5AwEgx9AiJzADSGEfUJhCrGS1UV1+sq8K4YQC7JBIKyigCAt4guU8EtNWGCGLPLOOGfjRTKLnXve7533vcUiTBR2hD+sGylW4pA1qVYMeR10ImV6DcSEoAAz7IJM6wKEMrAJAAd0ThhOOMIkQ5ckm/GDOYFaCgMEACwApyCItlIEAA2wCDVryxyvQsCFIIWAKVLvCzbvw/g9CuINJmQAuKIhT0AKaeALfMIgqYLOFSIdoOAgliYWOY4kKSAN88IIpuD0GITX0iBD4+MD2AkFWeYiswIco8IXoUQ57EAWyiAIDaALfIoAjIAN86LoSwYWTQCcBkAJ1AIBJEL/1EEH0IkHyIEIkDEElLEEmPMIldMImXJUkjMIhfEIptMIqpMIDmUIo7MIr1MI24cIv9MIsJMMtxMIzBMN3EcMyHEM3bEM4TEPPU7qrULqsWMFUgY1iwAEPYAaNwjjguMPR66hcyRUyucNCLJ6OsgckkABTsJAwmofuYQkhQAPxqYVhGId9sAAJkIYKYQfauIoKGYIe+AQKAhYD/hiMSmEFfCg7NXgSTgg4e8AAgSmJBYgCKjgAXJICSlISDfgqTyCD+qoCVYAFZzCHJYAg5/sHV2iufwiyPhuWLAqAJli3MHgC2+mHL/O5HUoI0bscUnACBCgJLXgAJ1AAIwiDffCIeIo9ArioMLiHAFgFbvQ9e7xHfMxHfSQKdYADAVgDIiIKTTk0iFACSPAHhByfTUiCEsiALCiGBeCSfTAGruDEPhAHUyiFBaKNM9iDhQO0yLkqAFgFfKCjJLAChOwHVRDGfJiMAQgBC0wRJGiEDCi3AQgALxilLOAHMbmCVggAKxACEugEQYEFLnAKWAiAAeiEjuODAOACg+gC/ivYifmSL/DKp35IAluQnoPQBCkogLWbEyo4DgdQlHaChX0rAIEpgDDglldYoqp8L7mMr7mMS7q8S7vMy6v8IfrSS760yr+sy70kqsFkrcL8Hb8kzMDEy+jCr8upinwQJWFYARGwrHYznsthjA0xQs1MFWY6CCCwhaM7iNj4BC/wgS9oBwcAsBBBiHzoh4KAhi8og3QIIzIoBXiYBxDBh32whxwAn447gAJYhX14IyoQtk2wgFQgJQWrQARgiwJgix04BVGIIQBIhyzApg4YjClISHXAgi6QhTCYEI4DAFCInFT0BAOQA9gwhc57CCHsKadgAmBgiNtrBSh4ACZA/gApQIAnKAAkAJYiUAAnIIBZ2D87MYAogIcFYIV9fFAIjVAJHTofapWEYDo4MAC2EUz0aiaE8VAT7AdT0IaHOAdt+APLiUCGyIeVaxMKwwMvyIY46ACIA613qBkASCTgHK0AiId/YAkjUQODCIXsE5YWwTyQFJYNUwULIhYqKAU4YYkxyBV/IQBWoAKnMEUG+ASBeSMRAABSWIB6EBFT+L89ETqtrC+/6QEscADIuQIBoIIEMIJzeQIEuAICiIV9e6Ex0Ic4m1BADVRBHdR7zIaVqQ1TyKvRgwi0I01emIp/aBZIyIQhOChrWgADKIZA2IN8oAfoDAAUoIRhuAG5/tE5tpi9FyKAADiAA1AFLPCfU7gCUnKJAIiBgyiFlQgCLCiIVxgABUCF2dsCMM02g3AFM72JxDTMxdSMJwigMcmsf2gHAkCAKjgASrKCB0CCAqCp/XSUWjgCa7oTrXFW6FrWwyxXxUxXZVVXxDzX7zJXeGVXdF1Xem3XeK3XebVXeX3X3dkkQflMNe0jzGQk/dKO2MiHcCCzgLwVftip33AKb9iGfGgDb3EWmFwCRkm5EKEBomEJMEACF9K57JugyInONmgARRAAWmACf2wJBJiJZqiBkDUYfvAEAVCAWW0J59iFC3gSV5jKLsEuTqoChmGC1QwRgaECBqgCATgi/iEYADstgByjggDgBUpajQAwgC+4ByEjVK/9WrDdx2TV16STiNc0CERoBs8TWIINsIgYIIpTDj7RBy6pDXuIjVMYAAnQAgo4gTC4yU64h8j8B0zwHjCAkdVAAL6zE6bJootCAAUg1T8AVwHoGAEAA1hYicGQAgSaA4GBUm2hlHhaCFY41oDVlXrMIX2AAljYkCi4gAnhFoNqDgBoAv+cACEQGAFIghoAAFuQJfDBAnhAifgMW+M9XuRNXlBxiuejFUIYgDg4W5+wywapw4QQkYTMRtm5Cpr4suzIB1EwAHwoiHowBVKlln/4AhLo3ZagM537yKyyk9WInNGSAvWL/pw78J6Y+jOWyF8BoASWwIIXyJWEYAVszN6GWNhfmpAoeKh/UIJ5+Yd6mFYlgABK2oIISAL/VJIGsCISuIUfsAz7kZp9UAAHPV3lTWEVXuFApd4mY02FQIYaCIEAKqr8GthdwyCVgw8dZqWFKIWRGIh/OAUpKISDsIde+IPAcBHd/Z4EoAVhVZKbDFedm+ICqCtrYgv9cxG2iIJ3dIkDSAIDIABXEAxcWghRKAwFfp57JVs3ticqQCB8YALFwQ6WgIIAoDNHUYICEMfBIIKY2wUlmD0DEIN3AIBYgJVNGtt8bWR+xddHfuNIduTzYuRJvuRKdtdMbmNK7ktN9mRO/sbkuF1bE8yPgNQHdSgEA9CDfUk77Mgnt8Wbhd0SezLlAsmOCXGKVZAAFv0HfVgFy9mprFhccCU7uTGIDgCArlOSuGmJL45f9LyoEbCTJggA9GMNk+AHcKUCEIHNVOALSLyVpas1RiNnSTNnTLPPg5iCWNgpKRiJeiioR4mAkzgCCWipigIAJWiAKtCFSakUgeECc8GaBrk0g+40dD7oUos1WmvoZUpohHbocpboc6bodLZohVY1hn5ojI5ojv7oiQbpihbpiybpjG61jQ5plR7plS7p0Snoy3zYmK4vQSGiCRE2ZugBBsCG9PC1NfFpmaY4WvagvnIiLhnqYSOw/uZTCEtYgGXThTZYNgmGhxUggP9cDZxZgMzqOixQALYghWQGAP61qO8pgJWYPSYOlgHwgPmlmgPwgnswgj3z4diAhTFY1PrittTFISQIIH2gggZ4TeuIogIA15iSAgXgLaJpAgB9hSNA3JbYgnoQAFhgYcu+bMzGbBu2T37gB0qIhzUG5X2d6d/JCn5wBRNAiNdwCjKB2yZIgH2bDASASQDYEE9IgSmwgRUAI3cYDCZIhHQJSSoW7ra2E3Wcmv8jolM4YxQGxJ4qgot7ggaYkMGOggmYlC5AgHOcFMo4ggKwAlZIAizzgoICpcw+b/RO78sGvmYiJKAzbeNjY8Y5/gIELQBfeAIfEACw04J/8IT/wwclOYAGUBLFsqQKHJaLihwEKIV+2AIkmIuj4wdTCINZ0RJfVroRzPAi1HA2TDKKcgUROYJ2+Qd3SEUlqIB4guAjIADbBQAHoDMsoIWxHhgsbdUL2g4jfEM51PEwRMMeV0PP9PE1FPIgB/Icj8MfN8Mk5/EhN3IOJ/Ij33Ekb3Ilp3ImL/Iqx/Irj/Iln3It93Iut3Iwf3In3/AOlZXtML7ZQLowApFiGGc1xb1dk/PLpPM0s3OaOLo0R/P1gO93IZNcodvi2YdSgAEhmIUowowkeILOI08q+Idr8ITYYIlFig5IMeaOS3CQZIkD/tCFeVACLdCHXMkKUbhrfNC1oLMIXTCIIzjalgQAKQiAeMqCBjACAhUMAkCCAyCCHqCAtn6JmJiFvVZvYi92Y7/HQ9sCF5g4CjVBflCCUMBJg5gGZIg8D3mHbhgwloAgR2mGA//2AzeILCjAxvhm14CNTwbM0Vbt3jAIIxAfEr9jA+CtLDgOCEDQbwPLtngj6rCOiXNlS97kdVd3SBb4ghftgyd4STb4hUf4hlf4ToZ4UZZ4ho94Dh145yZt7hiwMTGEApACd8j4Ud41tn3hku9A2QFBRXYXf0gCV2gCs/PlDuEHfwARAHCEzoaECRhsO1ECFcCyjjPmBKiHfsiC/i/IE5o4BW7OjWG3oT+RhQ1Rgor5B3kwEi0ggENJFG31CGlpAgcogjqplJXg7wDIBdA7drRPe7W/ofli3qfqB2soAghohTB3eIs381Y5GIeggn93777ah9hAA2vwkFDoU3D9ngOwgtjO9MghAx7owRDpAkliCFh49LsEKiqoA1MAhRUApHzgWgDIAgaAGImRa3zf598CzsHwAutIm7V/fdiPfd2rkEeQgCpoel/6Bm5rqi65XlTQAgkPMR/ggE5I/W45cAMfAAuisHHehkwQBU/ohDawIFjGeMYM5YOQgiTQgi/4UlSQ4MmwXykwHKsmACNQEgL4rSXoGGEZgMkZ/gByDXi7n/iLT/j6f/j7v3v5p/j5r3j6v36A+CdwIEF/BA8ONIjwoMKFCR0WhPhQ4r+GEC06xLhQI0KODClWBOkxIsWREyWaFJjyXz+Q/AS2FPjS2pBs/16WFAkyJsqdPinilLhPJUR9BvkZNIXlXygABSbESiIrCYAAAJoCyKpVq9VTgwBs+TcHgIwrxVypMRPmTJCwLEHCjSt3Ll2QR24JjFLA3j96AxJYSXAkQJYJUAYEOQBggZUFS7SGEZVVQBZ9C2zVzax5M+fOnj+DDi16NOnSpk+jTq16NevWJHvmpMgzoz6Es0PGhi3x9safu12WHCqRX75/01L9Q5XV/mYWWkgAEACgysDW6lZd/RKApaU3YHI48Z20JM+apQd5u06PsDaSWAKHWKjYzukSBc+nLBgywclkKAAeZ8WFJdEBUAU8BqiinoILMtiggw9CGKGEE1JYoYQYNdRPS/jA9A8ysFg42kgKCXeSiW8JtM9QnDRxRz79mFHLFQJ44EAs1WklgFak/AOAFv7os+FAz8jihglZZIReiJ/FtE8Vu+SlgEzQbQEAFQRU0cATByRhAHVRQBCEATp+UUpWBIzBjgG73LOkm2/CGaecc9JZp52lrbSSkgQJV5tApVxABTxE5XaRToVm5BtEwgWFEE4jFfeKFAc58cAcfSExwFYS/miVxACg/GNAExC1KYsTi97U0aG6GYpob7IN9BIRIP7jxAH/1FMPAAg0cYAQPkrgBAHPBXBAFQAYcSYZkmX1RT0JsILba62ymqirql77UbbTWlvtq95iC6624nL7LbXndouuuemyu6674aoLb7vyvjtuvPbOi2+95dLbr77+8vuvwATtOVDBHVJU4ksaCtRNDhKIoqhDB6P4G6xAgVSikiV65Oc/oGixT1DVcFPPTcdm5QEB82glCRRQ9mCFyA8VJ9AoVvBW4j/FzYahvBr5jC/Q+gZNMEFL1JDJPVEsIJA6ABjQhQPPSQHAEwhcndUUETyhlRNmBmDAE/AgAOU//kNZVPSJQ5erNqEnSvv22j/TLXTd3LINt9tx88133nID/nffexNOtOFtH6534oD7fffcdkOOt+OBT9545I9LfjnlmlueueeYg44w3LdpdFtLFjW68z9t/oOJBkuwUy7ptuk7+3m1326R6XGnPtRsqS/Mp0GyhLG66gPZk48gBBoRQDwrACAALfMU58UXxtcskFH/2NKF6r+vdCdcTQgwRj9EOLB6P1nppYSVBQxRgAwAHDAsAUVodQUmAGhaBsuwhE98AhwgAQtowAMiMIH3MppDhBONI0CAGQfM06ogwpNZrIGBteEHLACQgyFQoQD7eA4C1sESf0DBCiQJCiqo/rAQnjBMgRQ5AgDG8I8ipK8iWelCAfBnBQXgT0deKsIEaBigTUQPAGTQ1S740Y8AyjCKUpwiFatoxStyRiGNkkS0sDia0/UDJ7fZxxaqwIQo3OoOxRrIPkpRBSeKDia0oAIcX8g4hYyIcRPJY9/22KqR4GRpB9BCrQ7QknQ0CwBREJUEmJAVqwCgCRQIwgB0RIZRTGYKT/MFh6zFx0/+MZSeFOWrQDnKU5aSlNgyZSpRuUpVaouVr3RlLGFJElnWkpa3tKUfddnLVgJzlsHM5TB36UtC4dKYxfylMJtJTGcmJCZK8gdOGCUTgeSjk3vCIy+R2U0UTVOaSbqm32Ly/qjz+KlmYkxRmxDxhFIcAgD/SEVWdsYXWkQBYVpsky2eALh+8AyKBTQIDc3wDyg0YCj5yMoSDkBDLTygCTniVQCoEj0wkOKRYbhHAFYhUC+CNKQiHSlJSwqh0nmhkyady0pAcQV+TOUfrCDAMQiyDm2YhBQq1AwFtwU3gP30IAt7Thb6QYUJFAcf7CsAVZhQgCjoqAAEMAARCpCsrGABFZoqQBjoAYBXpG5gQQ0YWcdqVj2KFa1lVetZ+5hWt64Vrm3tKbnmWsF8xZWuC7SrT9nqV7n+Va945WtdA3vXfRF2r4a9mMXexpOXULMHC3AEUBdbWMBWzIISWwhkHTuQ/ny04xr+8Ac++vELEnjsRed8mz5O4UKIqBSLLalPF/qxpZasAwAJqBQTECAFBPAHalW5AgH8Qx0sZBRqUcCHMmK30udCN7rSnS4WewpIg/DEFRYQgjTuJFjEEmpPSEkVoca7j5aE1WAGOYUXMvJRBFJlDPfAz0v2IYADXMEB7rtCAKKglQIsgAoM6JrWTqGVMlA3wQpeMIMbDNJ0jCECi3BwZjxGF1d4ry7frSxmN2yvrhXvCLfaxzruS4UD8McKDrhqVg7w2yToCABh6IRWJtXXDh+Wwx7Oa47fuuPEDtayisXxjX8s5CAT+bJGTvKQl+zkHvO4yFAGMniZjGSK/qWXJajIwA90huQnS5mxmsXYxFIEnH+4YqeO4vABrwSGfwjhVv/Ah1UEXAUBTAECP6gKAQKAgCPwKgFWGYMloncAMVA40YpeNKMpDObhgOQe+LCHJZo85SNXmWJYBkmQxCyQVmQ4jur1oj78kwUUWqA4LLOS1SKJYuo8MgkKEAKBkAvrkJGz0breNa977WthZu8cOOV1TBqyt4O0wp+jRRUWa8MfNPxDCU3DFQEQoAQI8GcLEKBhAKzSgGNJIapi8ET0BvBm8lLs1+peN7vb7SY9tcrLA8lFAi5BoUcPeZu5xtaeRFE8ea85zEq+tFv1UbWuKkHO/MgKFAJQtWNZ/tQA0SkCVRUDACiAosVkyEfwRF1lfH+Z4CD/uMhLLnBLnzzkKSf5ynVs8oG33McvRznMa07zfJ85XF7uhz5Y4YAiUCOzKr+spjdLOzLrvFth7Ycq8mlmoVYkrIVDHNUVV3XGBcU/VfhHFBqAK3lgNQL+PYIEuhZjACihAVMgUBlMkUQvsM5glZu61et+x8UNDu+C2/vc9d73q+cd8HznHN3vLvi/2z3wiR/85zbX+M6FDvKOj3zhFW/4xSP+8pq3POcZf6KeCR30YyRIbViXDzEwoBCZ77y8eIMR198OX6KPfYeAZzTby704sLAheTuUPcxOMFlpmG8DXqQrADih/gA07IIit3KAJij/TFAwcFbc4u7rYz/72qcTvG3DD36o4gM0+EaCR/6PU2zd40K/4q/SUKsG1Ob4UZjAEADQBQQ48pEEOAIBppAVJYACJjVLlm1fARrgASLggyiEhhgEPvhDPmyBISRgGJ1CGCgJw3TaMnnTMeFGMjHTQdSGRG2dDBSAQLiDARSAElTAYygBA+APdACAA1SNFWSFKfwDjTlF+gmHvsEVN3GgD2pgB34TEELTBypTEW5gEBLhMzHhETahEUJhEiKhEP6gWi2hE2JhFFKhElphF/agF3qgFD6hGGYhGWrhFZ4hGA6hGnKgNHmEG8ZezdhDm/CDcPhg/hhu4RSioRnyITi9IUz84QlpiyjYUGm9lRTtgyORwT3EIDZlhRQEwGNkAQMQQVYMAAEMiwH8CgDgBRIFQAGQwXsl4CiSYimaYmb8jkBggSKkm6+lgtNtRD/E1tDdHC12hD/8ShnoAwBEgAkynCYCQBZAgBAUgMUVgBYUwHMAAGZoggEgQIEQBcWYn8zFXJTZnC2y3DVmYy1uIza6XDVS2TdqozhyIzl6IzWOIzqW41sV3SspjEAQgwPoQNBZWTfaI4e1Y2MthGtZ2EaIovjkAxUAQAx8Av9Ewz/IwzNqAQHQ4BJIAA3FWASIws8lgHT8A7lpChe01SlyZEd6ZK/t/lhL9IOXtcMY6MFKPVo2jAIoqEIoxMFr/WMUTcEAqECVBIAs4AMjBiMDTIEAbEEC4A+sFcAnNICtCIAuXCT9AMD1fGRTOuVTQiXArRsvbAEZgMEXGIH1QRo4Ypo5HgRUVYE7CEABvISuCIAUJEC4KcEA5J+OEMAoGEBDCUAq6ENyEcAXHJs6nqM1riNf7mU46uU9BqZXEuZgGqZfCiZiFqZiHiZgMuZjOmZkdiU7npmxNeZkQiZmyt3FxNBLpIJbtOIVHYEAkAE/YCJf+AVgCAZhBMtkLMYqOEZV4AX1DQAhQeVt4mZujtSSHYw/SKWCTGNmrt95/N4rIAntiVRt/iyfV1WAfNCHfQAAfgABgVSFmQCILPwDOfgCVomkbnrnd4LnghXNArJbQ3wfU9hmR4SmAcWEPlzJF9hDtR0FlVgJlmjJZESHKYQJAhDALAiEV4Ei68RkeBJogRooa/BmxvwVAgXnQNQGLfhTA/WeZNbjYm7mTfhDEABAGfCDABgArugKr/iKj0QAgGSFAdCTEZlNPGQForlVg2pmjFboZc6ocMJojVLojerozP2ljO4oV+Koj/JoYlJoPo6ZUATVj6YjA+ljmVGEx+hUzhAEzzxe5Xne5GFpZlFFF5xDAUjJPzxN1EwNAFQNf3xiVpwC12RFLNDD6hRjFOgM7B0e/uH5HZ3OaZXWKZ7eKeXlKZ/uaZZa6epdqeQRaqDaKeYd6uYNqqHqKaI2qqIKaqQmKushZ9/YDpN2COpUaqH2KaB2qtCVDu4YjUXsg0F0z/cQxHiJlD+4zxe4QyPew/ooUgrWp4bqSP10wv1kxSwQxz0UAABA24EK67AS6wAtWa/xRAvZEUyspwElS1cBAAOoxA71EAD8UCVahZdowgQoIy38gz7gQ/9MaLGSa7ma67mKRj/MUR0dHdvg4R7m4RjGa0IEEhQYABbYF1n+AyItpSKJSgTkn1aIwiQVgAG0gkDAA/9QAevw4LuyIRd+YcQ6rMSuIcVWocVC7MRqbMVu/uzFdmzGcmzIeqzIguzImmzJoqwePixDiFMsql8fwmvMrqy8yixctaxtcEg//VNAeRFBbWg+DMACKBRDOZSPRNREiUJFZQUuOOIAuOiAomvUSu3UFqhObYaS9mWs3MRzYAE8JIAEJNVSNdVTRdVUZUL0AcDBsgTU2NBv5uiQWqiQAinW9miQ2i3dEqncLunbzi3c0ijexu3d+i2mOune6m3WymhrvZZDzKIVzVYCdIE8EIAh/UNu7dYD9NZvBRd1BMBM+RcCuMc/sIwDNAOVUu3pom7qshTBgaRAsJd7kdRziAE7JMAC1Nd95dd+9dd/LUAqMIB/cGL86ZbqEm/x/hqvbmJYZgDu3xIEf4TBQn0oiZkYilnrijnfKSAAjAGAt/rDPBDAADRu4C6vjQ4u3xqu4PZt+p7v+Jov4qLv+pbv4dYt+8pv3r6v+yYomqkZ1B2iAVHBAHTBLn7onNUZA9xZnu1ZAPQZAnBCoA2At+JDPBgABRxvBVtweN7obg4pqBEuIHpRPvjHFcTDAFAAh6yaQHZNrzgBrFWFJ8zar3ZRj0gJ1F5wDdvwDUdXslXESLitAoUgAJjBLn5pPVTbtWXbtlWFt6kCmUaH2dRDASwuDePwFFPx9kmxeEKEv51NzuFv/BZc1YABOtDPlFycwxUIAEQcAQBCMxKBYtCC/snIgwBAiaq27/x6Mf3erx2rbxcThDaIA/PusR7DbyDb7zQaQx0X8h17MW90F/kSsoXWQzr08PoxHSzKG2RJ3acyqp/CTdZFZz8YgNfVA9gBABaIHQCQndmhKVFSAXUgxz/YgwGgwvE4KidD6qQuqibr8p9yKi9vsqf68qeuASYEczHXMjAfcy8n8y8r8y0/KqUy0BBcw/oxczXv8jJfcxwZRDvEBzYbszPbsuWZQvpxy2y0hO7xXqOcc1wFH7CqAwIUXz8cX/ItX/NphSyIQjJmBS+0yS66QhW32xzYG0ALEA0gg0FcMbvVQ3M2WCqcwSQ7BPpdaAerRwzJhULc/oNB/B5I/AoaSC784Qr70J/94R9XuAInEIBAAkAvCIRS1QLwEXSDsUEkxLSdjBYQ1FRuusMDNFg/oMIZKC8/VOAFtkQGqizGCsQ99MEPVAAA8MAhqINHLCAoMAACFEADTMAARIA2+MlI/HAVMCIBmCAKqiALumBW/CouGBgNAsAs80M8yLE6vey8piFS0+zMliFdwyxe1/XHHrVf37VdVwQeaII2kexfH3ZgA3Ze1+xi93ViT6kQNMM9ZFljQ/Zjnyxi6xKQYIBhZ7ZiX3YfxsQnTMFmCwQhztmlMogWYEEtzMM+6IIUkLNEAIIh6AwBIkQiKpE9AIDX7cwjRuJO/lYi/xCAK3QCMAIA0+7DPRAAUta0r7EBJDy3nbyAM+imO+SQghmEKrhoZrziRciiIhMEM2TAOoyWyLwDC4SCW70EFrRC3PlJd14ELirRLvbiP7zqxQGjMBKjxb3CJ+gzJ+6MPyTAK/yeNPLoNnRC2oh3XQE1gquvJzQyIPdEOGjCNMFtKRADIlcEHESCfF+jLvgCg9+YKjg3zYkDZZljPQwCiXsLIZgDX/4CMLjcL+wChkOEIJADhLf0IQAVP8jAhufGMAxDvXBCOfyVJZBDbJyCN6QLNQQDvTxD6OqRPfg4WjkDdrI3IeiRP8TDA4D4QYxCN+gRKJAf43D5tLTC/jlgyytYg0PoAyBAxChgA3qMwjaYCCwsOQiaQvGEVSlYA2+oQiPzY0kkdGz4gxNcgnn+AzN8aW/oAwiIVpUFZIHswxgjpEIy5H88ZBIBwC5MZBFUZIKM5C/EAzubBixoJZ04wEaf1D+MQcQ0CD/QQmmrRxuMAmvkASXAdF3sAU2PBj8YgiKAhkFEAw2AhjbIwGfAgDYor0AAwpXXBT/4QSJohg40w0ULBDesQF3AADYsW048gh3MhREoQ1zwwxIUw07oAxMccqtIQh3AxSa8AUi4QwiARClkkFAw9KJIAFxRAS9IhLpLxH1rixKwtG3owxbghaokAERcAa0ghBT4/oK2PAHTGo0o2DpCbEEMEwQWvIJAxAJMUkgI2ARCuAA2UMQEyAO4zlldzKQZsMzDg2tWTGJP/mRQZsV/F+UBHCV59SODyIKN2Ul2V4gYyHqDFMMRNOtnxEGlrcYbALtp9AEilIYgPIJoQAOyfwY3pMBnpAA3cIYgIELQx8Uj9EHT/8M81oU3sIDZS8QO0GNcOAK5y8UO5DRcHMG5w0UQRDlIUIIdwD1BUEIcgIQ8UDBFaEKwQgQ8/LtEfDlFJEEuSMTFS4ScOQQT+ALcQ4GWLwQEQHzDI4QVUPlX5kLQvwKCLcQW+OfEt76qwwVuy2hMkIPRE4QSJP1CiMMAxMEJ/gzAAVzAFeR6WYGlO/y+QZglWqolW7qmK8ClXKrCSxDgjZpTKTAlha/jAOdxlQ0FGnwCH0vELAhBILsBrzsyQbDBQM++TMBBJRApIDjC4LfVUFhDDODcTTyDDWzjDDj7W+GEHwBEn38DCQ70VxAhwT54EiI82FAGNYMNEfIbqC0ExYcNb1T7t49iQZCU5oTcSPAGs4InExZJpi8kwXw6ksW0+A/SGo0FPb1JyPKdBIcJLbVZmZDdhaMI3VVYWrCIr6cDmdhC2G8gv3kTGt5EMotiviS6QjoA2fDJrYkFp7yqOLCJq4aspLAcOAXsP6wEt8A6mGrLwL0xCRc2XPCW/g2KhwTpHVywlwE0zezZa8cpRafD/44IIMOPQAF7/+YNSGAlwZEAWSQ4AQBAAIBaqxYsARBA7T9++Tb39i0YFJjfw4kTbmC3ePKGajjBVK58GBS9N58XxtpmU/WYe+to1p6w3xpL3wvWYUQemwvnyfspu/Fc3wyPxf8wJN7I0HTfOKT93sbhNxyQ6c0SONYLaS8g+jtMh2MOUyKZfc4KKRIzCtPHEzW2+8edDBAc6JOSGtqrng4o2uueDU4cyAliVlyilxPdoSCmJOSiKAtdJEwIHwamqqIW8P6RwqqGnEhlri8IeiyLWBLShwtWBnolCyHJ+42fUtLQKyvBNkmD/jqCHlJmkX/wEQwfZzSoiTCYjgBAh00AgEAOANYAoAAWDGgBABoOKIGA1wBQ484XXovDFE5aSYUUUEJx5ZNVTiHllFVAiYWVU0YhBZZQWEGFUksx1ZRTT0Gt9NJMN+30U0pV+cSVN27wBBRXQFnlVFFVLbVVVEdd1dRQUyWV1VyHBbZXXU8RJZRVANhUFFOURdbYX3mtdtdihbW22FFKQeUGOFIxRZRRtPU122DRJVbdaTm91RRQ7HiBE1ckpXbbdJM99lphYVFlFCC2WMUTVSZdF1+E+0X1X1I8CWKMTVAxZRSFz3X33FddcUILWm3FNV929/11FFc6MUWJKUZB/uUTWPTFVmRUvEWlDxXGLfdifjOGVZEOPL4V5oQ1PkWDQT5pJdKDMQ7WlFQ88eKKRkX5OOh3V4mXiijqvXdhZZldBYNDRol26Vab9iSTDqSmeturRRGFFU5KAOSTUlIBxeWYZ56CipvNbRfvVRz+oBCJKUa45JNLyGPlltOVtFwV6GjFYHzPVoOJtYF2FdZTvPjh6KT9BVgSBAg22F/BPeEiCcMrthQW1SeRwHWGVXGYkghqh111FPjYHW+AVYjjdE1P0RiUA34G+Wwe9NAc8lFmUINyckv25JROAmg8dnKbXaGOsU1RJfhRXGCj+FHO/sGORh/9JJVRzMjBlE5e/rk6lGZbkGOUUMbvnAZo6EQqyKAFjTzmSoXZRBkGcpa9fEJDDUHOQO5hCDrwZkX/0EcowLAFL3whC1oYgxiiEIYxSKEMYODCF8BwhSuAAQxQMGEUxqBCMIhBC1soQxmoUIYzVAENZADDGMawBS6YwQxVMMMPgzjEIh4xiUsEohCJaEQkKpGJVCziFsZAhh5m0YlWjCIYqwhFLE4xjGaUYhPLeMU1atGIZTADFchABimYoYZtHCMa9XhGNj7RjWQE5B6D+AUx4FCHhISjGgUpRj8uMpBVOIMYugCGMGiBC3J8ZBoj+UdHvjGMW6jjFMiQRE8yko+D3GQZy2BHMfDw/gyQVCQnZ1lFLnrRh6n8ZCMzmUQ5UsEMYvCCGJ6oSVD28Y2GRKQxedlJON7yi7pEpSdvOYVcntKZodxhNLG5x0lW8pK9XGUx50iGMkwBj7Qc5xZ0yMNrLlKTckSnGAxJzkcqM4fMlGYrpfBKKsQyjfGcYzCHac81jsELlsxnLbe4zXeGsovWbKQoyUBKU8LTlbDEaD81GtCM/nOj/gSoLUdZSl1C86G2dCgTEarQRFbhlwQlZhzLec50krSiJm3iTNv5RWBSMgxiiCMPzYnOMXzBlhEdQxkqERKQhGktMZngVBKCCiZgkEv90Acl7rAkMf3DH4PBypn+4Q2ljIgg/hbJB1n/kQ9/0AOsZuIHPtiaj37MI673mCtb9eGPehAEH/3IB1b7+teBBHawBCksYAVLWL8yNrEDWexhG6vYx1I2shq8rJkqK9nNItaxhuVsZif7D72S9rOd1axoQWtZ1qq2tK317GtRS9vQQva2mM3taHcr29Xi1rXAna1wf6vb4Bp3uMgtLm+Py9zkOne5vo0tbFNbW+JO17rKxW5vqWvb5kq3utzNLnS3+93uXje85h0veL37XPait73RPa920+ve+ZK3vvJd733fS9/4lte++10vlxAyobYSOKoJVrBdWIIVrHiDBAcuyD2+4IiCIBAmWDWThM5qYMEgZDSj/iGIPQwc4oKQ+MT/EPFAUDxiFZ+4xC8ecYxXrGIawzjFNW4xi2XM4hvPOMc4drGOf+zjIAN5yELmMZGPbOQkI3nJSn4xk5/s5ChDecpSNjGWt2zlLHO5xzZuspirTOYre7nLZv4ymsO84zWrOc1ujnOR4dxmOsvZzmPGM5XPXGc+v3nPWs5zmQMN5j/PWc93VnSiGU3oRTu60X0uNJsPPWhJP/rSkQa0gWHyGH5MNYFvucA5GhKDYtxkqg8BST+ioQFQ/+QmB3qLBkMS61pL9ta0poitd43rXuu6K74ONrATwuthy7ogxi62sJdN7FkjO63Mfnauod0lZydb2ti+/na0t23tausm29z+trKn/etxh9vb1Fa3udd97HY3+9zdBre8ya3teN/73eV2N7v5vW9/wzvf9g64uAee7n4D/OD6Rvi/Fd5wgSf84RsSDAJDfZV/+CBICDlHA+rh4YII4yAIRAQb+tGPVxMYqnsJq7W9Cta9pNwgL7e4y1n+YZrPu+Urx7nNdQ7zm/u85zMP+oVjXnMCDz3nMif6z4Wu9KQbXeVO57nUj071qEO96DuvOtaZvnSkT53rX9+61q9O9qwD3epnb3rY0971p5vd7WCHu9jLjna2333ubae72r2ud7/j3e55B/zaBV/4wB+e8Ijv++AXb/jEP77xin87/lRPrvKfKHgpqV7LQ/TBCRjM4yy8IYJO4voPdbSjgf9QQiPWso9ukIAXGl7JXs5yk5c7xzm2zwrurX17X+teN7yft+91DXx+CN/4yLf58X+/fOWj/PnEz73zmw/96ku/97u/vvaLT/3uW//72B8+96cP/vKLP/nbD776mR9+8md//e6P//nfP/75w7/99L+//fOP/+jXP/3kr//47//2LwD1bwAP0P/YrwAT0PsQsAEjkAEnUAAlsAIpEAIxcAEvkAMzsAM30ANDEARHkAAp8CwajDdMruIIYx+eIApaIR7iQRaIoAgQwhkkAAcKAhk84AyAIR/s4RssoQTsgK2S/uPkjrAwkJAwlFCqktAJl/AJmxAKp1AKq9AkovAKqTALrXAntLALuVCCsPALt5AMx9AMw9AL0RAMLy8N2XANh6IN4fANqUoNy7AOz9AN7TAP8VAO9bAP+ZAO9/AOB1EQC/EPCfEQr4QJ/RAf5qESiKAADOAGHkEeqCMf6AEH9AAkHmIcBEEHHAAAQsAMVkGvoGrmomojLOIhNiIVS48Vo20Vv6pLYjGqVBEVYfEWZzEXwY0WS48Xd9EWfbEVe3EYgdEVZfEXhREXlVEXmTEZX7EZofEZkTEYpbEaqfEYazEbffEatZEYl9Eat7EYnbEbuVEcwREbvzEa09EY1XEa/r2xHeORHM9xHeFxHt2xHMcxHPGRHt/RHPkRIOVxHwWSHe+RIO1xIA1SIROSIQuyIRHSISNSGwmjCFcwJu4BJkyRIDASwfzhIPbBIuwhI8Vw6Siu5UzS5lCSwFRyL1jS5tAKwazEJWNy5mbSJj+EJksSJ28yg3gSJn1SJndSKHtyKH+yKIOSKJPSKJUSKZfSKZsSKmvyKKWSKanyKa0yKnWyKrXyKrkyK09yKr0SK8dSLMsSLLfyLLsyLb8yJcNyLcky50zi5CxyDhXrJekSL/NSL/eSL/vSL0ONHfYgCqTACgIhJH6BDqzgCUAhHSiiGxhhCrogD1SiIe7hE9xg/gq8IC/+kjM70zPx8iDOYRcoYh9OQQ6mIA2KJCH2oRoEkwtMoTGHwhweoQu24BDm4zNzMyRiQQysQAx0QbQKohoYIQyYIBGSwSTZIRUoCQ1aoSINAhcG4QqqIBNiUzcpQho0wQuegArcIBY87CC0oRE66A+cgSLWYRXmwArawBWCU0yWwQ/AQAswYRt+YxEB0SC+7SD84dz4kyStROICFCclzh7QIINqoTcjwef+wRr0AAriAB2WjsUYgQvAYBceQiVbTkAzaENhskMBdEBDlENF1ENJFERHtNe04QLKgBZcARayQAOugeW04AUAYRZYAQsWABg+oiBmAQLOIBZa/mEOSiAOPOwdNuAJMIEVMEEHOiBDc/JESxRFpZRKo9RKT9FEsXRKr1RCs7RLL8wHVIBHC+IdSKAIIoEVGCEHIgCuEKINPmAOaCETmmACyAIhdqEBwoBZ5MAFDGhLtbRKAZVLNdRLW24fVKAHGmEWIuEHHgCvJoQQPEAMUGEW4IAEomBMBwIbGMAJMsEVDuEIIsAbrsIGbCAPVKEUsEABRIEwnhRKBRVQKaEDvuATaqEVCAEJNCBCC+IRKMAMQGEU9IAGhiAhtKECiMAQaOESjMAByCEhcIAE+OAWRsELMEASmi0QQ+3TWPDV8kEjfcNVv1XbbKIwoCofisABxvUf/pIhBGagE2ohCTjAGKDqHpCAAwiBFuIgA+jALhphA7LAaTZgB+6BXAlDXLmtYBM21xT21xh22BwWWxdWYht2Yn2AEhCCD3QAIYzBSUeMFUCAYMWkBYrEHvBBHThAHBDCDrjAtJzDCc4jYilWZh92Yml2ZmPWZnMWZ3d21iC2Z2s2IfDgA1agIbpADFp2IMigDhDCFUygHNbjFkAgTOyhAm5kINxhAxwEYYH2Z2+2a3X2a3E2Da7gxLQASQjCHCygHEYMHlBgRwviCVhPxXhDDyyEJxSDI/9hGTgAr8LWb9XVawcCA6AhbweiDOxjIOihAaBhwlTASRRLCQ6BIPbB/h/8IAwUax9W4T0+Ijw1IB6gVAX7ssH20PLu0hevszjiwQuIAAAo4h5AwBP+4a/yYRUoQBt80Q2owB3aKh/KYQUyIUyMwQHEga5Kbg54AHWTV3mXNxsoYB8Ilh/O4gZUoSB64Fr1YT3KIDAIIhGUILPywRCiAEPZYQFGNfWqoQHe4VWXl33b1yI3Qhg2YG+vAhdAAPVSbxwcABzALR4igBdST4OMIBJ4I6y4wCecYx/64RNgwH05UxdAwFl3BICTVkOwlyBIwQUKQhZUIB6wKh/ioQLME9wqoBdUbSCqgA/W1y+x4h4EwIQ/YhS6gID7oQ3gQNcSGBc0YCKUAQV2/vcjsEIdQGAYqAMDfkGwsOKvvsANnEovNU/rlkJcMdQ6prhVqbhDn+ECsIAcICBTCWIPvMBMeGwTTKAgpiEEUta0BuIaKiAaCqIDYCGN9SIfmsAPBtV0A/VL8ZhQ/zSP7ViF79iPXVWQrbgg0MEVMAiD/IENOCGtAuCwCmIdzsq0ouAVQpYg5MEseDQVlqAhoMAVWpKQ+XiP9RiQYbWPTXmUAzmUSfmPWzkf6mEEWoEbiHZy/6ENyiQhuqAVbmIWjKAhcKEGD2wD1hYh4sECQHKVVbmKl/lDYVUPBELCGmICwiGMC6IC1OGw9gARLJkgzOASeFQaIiwhgIEIQJmZ/gu1lEtvHiTAhwsiErpgIHjDBSizIOpBBMbhLPpgaSfsH+4Amv+BGkqgIMiqFzaXa7MVoVPZFz0uqhgaldN5awM3om3WG9aqdSf4H3qgF2BiQu7BAyRiIArBDPyTgv7hDQqBILqhArCKYPWhGWjgdI0ObAF3pieaZ2n6pm36b3Uap3dapnPa6JhvQvAhHSwgRvRiF2TAg8HtnvXBIiLAHB55L5LAFCxiH/AgPwiYICRBOgbjYH/ap58YqMU6rL+arHsarXlarcE6rdl6IErIH7CBjEWCBwZEqweCELbEIhjBDgh2I/aBGzDgLMghAhCsHz4tBpYBoyXarRv7rNf6/rGNzh9wABeGOiHK4QHqikuWQBec+h9y4BfiufRE4QqsOhSU5K7/4RwOgB+ow6xfu1y7kA2AwBkGQxQk4BjOAh8AQB/E6tOO4HHxoQlMYUksQh9cAVN54xOwICusuq3Sd9n8wRRZgsEOcXS9CqrCBCuym+goj3SPAoEeI+SwdLy7tLwJFSbq4SCEYufmYQFIbUkIlgpWgUe1ZkkwiBS2ACbwIRaYQDASmR8AYB9kTbxpssDDG7zJ28AT3LwX/KsQ/MEVHMInYsLjqsLP+y4xPCY1/MCxFCS42R94YwuWmDfuoRF8AqwOJAhQYTTQAUD2oQjt4RGqgCCIoBY0jDe0/qGwCZXDGZzHHZzCJVzIG/zCgdzCh/zHi1zJkTzDjRzDF0Gg/6EbVIA31oMCOrggeIMWdoAgokATCgIm7MEfOOBz+YG07ZKs5oAS2i/IiZzJN9zJ43zJu9Qi6GEB3qEZzoABAIAJIOGvQAIfauEIBONA0uAPRMwC3gHGJ2wZPIAg1qARcFzFROB2m3zOk5zJ90EcEkEERuAMhEACbkBKsqIWfADNB+IQ9uB5/+EDRpU32MobMoCs3IARzqQI92EEFoRLNGwum/g/7fPXExrzChEfCCDnqEEEGkIfCqEPzmKeCwygPeAhCsGGa7mtSkCEE1HbhT2mEZHb79PbkdEP/r892MUdPweiF0RgHtYjDiyM2/aBDSZhIIKhBlTQgfzhGLjcIzNgf1GNID5gHMg9DgW+Lod928093A2e4Mcd4Q3xH6BhAsSBYL+hA1iRGzxgu9dCHMT5HzoikQuiBhzEHy4hgh6jHxThDRys3BW+4Q+e5V8+puGBAlKhAhoBHPahFKCACdiqE8hA2/bhEuy2HRaAH7DCgUjjAcDKH4ogSPx9IJYg42Ae3B2eIOrgA0hADJ5AAmBAawciFjA1JvtBFKwAiRuA2DxSHxwZJK7AFEzyC0iBlRtY7ofjIVr7HiAAgfgBubfVF09hC85CAPr2JAI8K67gE2JaH6Tgk+ee/vEb/zk2Yi9iIBTGlB/W4FpZYh/goBIkJBiMgLuT4Qb2AgN2dS34QQOc1fFTX/V7YwRAgSDAwdEdox/SwUSW4uIb6Aas4ST5gQamASYuYZ9bsugxAcVXP9TUAQAqABsSeR9wAKV1I+hjeh84AQ0kpB0ywMMsoh4WYC+IYDRlkR+MQDWvEytCoQSy4cD6IRMsIGUtAhZYdiWLPhZoXDcQYExDNx8KgCCsABVeEiS+ACBc/Rs4sF+/f/oOElzob2DDhQwdQoz47+HEfwr7WYSYcePCjBclYvRIsGNIkxdRTlRZcOA8Cf/wKRwIa8pAfTf3/StlE+GCmAP38btZ4J9O/i+kbg79N/RLUqYFSbYceTJqVaoprWbFulJrV64cvYYF+1FsWbIlzaZFO1XjVbcUcf5rhwNLvnwDh/bxo7RlnEYDhe34d2/pw1lGgJp4prNiSw3g8krFqLbtZJZn4X7VPJZz5suVKbMV7XltactvQY/GTFBfGi718FXMZgJqzHga7jV+yC8ci3sDaeBqOxBFtn/0FL3pt1Qhvkl5CqeevvU0adXWWaP+eO8A4H/2ZPMjVnvoqSp9KWsSM3DdBX+6RY7TABSKqd0tkcySTH0z9slLVaMANvvghdA/hfQw0D2iWMHcVPik8oU9eAkgT143/ZMPAHJNYYpRGRI2RC3+/hgW0okopqjiiiy26OKLMKrojz4AXDTLFFJ5wgVBBMzjGEH87INAQVl8MtOPVsgyWYxMNunkk1BGKaWT/eATBBa2OdRJFUc+9IMwGsUjQGMQ4aFHQ/tEscpFxJTw45RwxinnnHRO2QoAREiBhRVMHAFBFlpAoQ54FaRzkSlLQKWGJW8uqMA6Aw3Dw5EV+RPFKHVmSqc6AKBDJogmHOePMSx0OZAZmmjkzwXWXNRLDmjqIchF/DxgzpKaXtQQG3qAWJI9HRgzEDYjUOqPP2QkQtAJy0y0jzE15DXIHWN90E2XVcqobYq4ToUipbpu+62K4H417kQP4TOAXKJVc4FE/kv9U4chebVwzEHx8oMNDCAS0kaWCpmAzFnnFnxiuWMZfJXCWzFs7sHkRpwiwgTrOg8OUgxkIGXUfADwQAmYkxcKw6z1DwgD89PPHnOIVBEfceArscMJQzzxzDbTXPHCOffM888NXzTOKqe0Uostp3wCAiuowFIYPz7s92Y/dwTCz4ycjOGrY82cwA8+/tRDgY8i8RNCMzgD/bDaNbO9s0QSgDMjQToBAQxe9hhAT7wKtfBLXk9sYjIgbzDVjyhKuOwPNxkMFa/PQbvdmhO3aLiWE67IRQE5BPFmg9T/aPGJSMcqorVRvSSOnz7mUGC54t3mShGKsa8Y++3inrjk/gAVHSmkbJSV+M8SqhBkhuAHCe8PJ1gONAsSIFXEjwHA/4g7t7mHdD3t2YeL/ffcg6979+iGpE8OXsSWUgThTOVPMyNYdMUm/hw5DQatAUPD4wPVIIxo2xuf+LRHPogEkIAD9F74FihABiLwIjrJhz2Ygg0THKs1hIgD//5xhMoNBRkbuAglyDCUfNTjBcWYiDsU0LsCzq6BMHxgDBW4ECXAYij9aIw6IEAPgtRAF96yhwJ6OBBAzKF+EEkCK26CjglMECKscAIAXdg5Fx5ECZi6iBSWKEEiyMJZBshHkP4BiR1BRB9jmIRO/DEOCVSPMqjIgezmSMc6noiFE+FH/g6AcREOaANEi0jDReKwCOCJIwMXkYab7MjIRjqSjvYgghUUCAdBLkQfOFjEQohBgjf+IwmHgEgJgsEQVLRgg49MpSpXSaVurMCT5MDANRjSiw4QcSBK+MNG7MEBUhLEEivAi0XYYElWGnMQZlzIJZ5QvUsEYSJ+yBhB5tO+hRgjA+1YiBE0ERETFM+YC4EEGaw3EHlYwFAD+YQMXEYIaQ7EHBMQx6euwQF3SGQKfZjIDZYIICq6bIZrixwNZUjQgRo0oEH5iW0e4ocmQGQfiYgBu5iRAXQaxR/YeEAyJKKCD9mmHj2YVfkSOFIHHtSA/mxUQUsKUJSS1KUmZalL/oQghaXkwyMNQUcFBqYTe4DhCBPJghzgERRRlOCmC1FFCMbhmHF8IBdtO+kLVwrTlk5VqlV86VVlitV/UnWrZ2xINkBwkU58gBtNdcFTCJLRWSiEHmygwkLwoY8njIGI+tDFBOyZJatmNaZV/epfZ+gPduBgCedASDxCQQFmSCQfKfCEr3ThAHRARBBOEIdDwgGESxwpGgtoFpr8wIOocvW0gZ1IOxJgiiOFIw3oGQg+8lEDRBiIH8mAgDdu0hBAEIEd0xQCJWLSEH1QwwKO1VgkdGAPY6UydhQzmZMO2FWVRi4BBsTJPVQQioXEIgTgyEf1/vAE4LQHBZAw70CY/nGBaiyEC0BIKXVRC9b6DlawXq3ufFNL3/tu5QkNcEIUnlCFK2zhCkwgBERQ8YETYOEJEwhCZCCijR5UoApWoMAI+BiRNWQACExYAQfyAFj75re/J+avik1sXRS3eMX+dfF+CQIOIpRvDxzQARM+0AE1XMQXLqhAEo7AACJYlCDvEMIBoMCEC8wAFfqVr5S1Kl2qTYAGR7CAEI6h3oEQQwYRYIIVOPCBSUwEHlKYQA+wYAIFnIFdBHHECUaQhBxQYAezxO+LWTyZYgBBAj5YAhdeUAEy3HIg0ZiBAZzghA60ABMTmYcTMACDKuxgAlh4YlDugYkQeEALR3AADrZR/pJPgfPUq7zgPLD7V30U4wUgmEQocBCCYmxsH/rgxxEq8AZSmGEC+czLQe5BiQggARSPqMAUeqiQ2qH62dCOEz96QYtSxMIVqmhFLE6hC2hUCij8KIbRRCZsy/UjH+KIBSp2O6MS3qRKscDFMPKxD5lF+9741pRHZuIWuSRkH7XARTNwPRT8EGYbtLjFOvDiSZzAIxaqwAZ48m1HJAInH7uYhTw2pjKg9CMcsZCFe8uNl3PXAxinaMaxcn2gi/5DGbjQRTtYjkpHKuRq/xAHL2jxil708IkPwck7aKGKaEz8R87RRSqOQVTh2aZKz6jFKtiRQ28hMdVTftKMYwzj/qAMhBonkk0wsFCGUJj6ddT4QxjwAKlLaswfm+jCGZIBl7PLOOt+TTGf8a7nreud6wsxUJff1Bg4nzFEfzWQ4S/4Oor5fc+Aj/zfJw95yj/+8ilt9okaY2rG39aADzGv4Rdi3o3dncqW5zsENXYif7ce8Q55iIE6L3tvnb7EWTVW6FkfktKfyLyeJP2CXr9BzN/s+DqTvGiSb3vJYQhDJGGXTO5SRXbpwx/Ubwm7IrgxnAQfoaYN/9vAP37xS9f5y4cc+c8v0PV7PUP8iFcEgYSReBWX/vGnf/VwKH+gpDi6zdd+5heA7pd+6AeABiiA5beA7FeACEgmB/EgXlc9/sljETqxf43SEBhIEgjYgWmjgA04gFniOPbXclCRfxLBLiRIN/4HFQbBgtWjGsyXgObSEFcHItWjE5qhgSwILrdGFt3HFB7xKSU3VSSBUzLFganlXG1zhEv4hFfFhDtDEvyjE4+TEAsxQW90fVlIGJe0S0cHe9YlheenhFEIhf5Fhs1nhmmIhvmlhgbIhm/ohtaFcwQhG1sIEXhheqbGcF8YeK/DW2WxEXBYiHQoh2N4iGuDiIy4iI7YhI84hWuDQwvBP3v4h61hghqyETjxKVzYg5IIiaIYiqRYhpFIf4DIh3oYiFvDelu4EZfYGoTYKIZ4hraYiaaHVJnoiZzY/lefmCG8CIifsg/ORnHG6CLQZTM1JxrLuBTLeIzQGI1WdXMCRDHUeBXPKI3auI0fuBbLeI3ek43cCCVL8hCOR4BT8Y3Pl2/gOFLi+I4z84LjOI/k6BDRUx3KSI/6uI+kIUDliI5Ix48COZAu5YEIVIwE2SQP8Y97Zo7VGI3n2JB6t5D+OBZOKJEYyZAaWZEHyZHes5EdqSvXuG+F5z4FUZILdZLvZyL1B5AUGZIf6ZEjBZIxCZMzKZMuRZM3aZM5qT1L0Ria15K+QikSCJQiUZQmKZQRqZM9yZMUwZRPiZNR6ZRZBZVVKZVX+RY++X5BKYHNcZScl5ReiZWkQ5bk/kSVZYmWTmeUH/GTzYeUU4QRYRmXEriUZvmSW/GVSDeXXemWKgWXffl++1ZyCJmQ9FiYhpmYirmYjNmYjvmYkEmQxod7qYd6lXeZj4eAQ4GXFvE4FtGZs2MRCDiZeYeZqnd7pUmaeoYwovlArBmCrWmZqhllsnmaXWeatWmZr4mOoKlAo2mbe5ebNBObJbWbfTU7vymcLdWbxemazpki3xeZ0XY9VpmW1SWd2ImME7mdGWmW2YmdxZACHiAJ9TBd3LkkQVmT37mT6smeX1GdqJae7tmU7Ql663mf+Jmf+rmfjTkPFBALytADoMCfBFqgjzSbqNl3wKl8mdmNIpic/pSJmxGKoLdJocEZoQY5gxmamgtamRPaoRLKoQMRCxNRCkJQnrdQWhAhCxMkjht6gCBqoQzqoAwIkCFYoyGqoMinfg+qIsU3RzLaIkGaoyBoo0ZKgxUao0qqnDr6oUxapEiKoxAqok5apVR6pU0aQ/2ABc0TFPtQCWYwELvwAg91BimgWTC6o+g3pGyaeTR6o3DqoVgKpS9KpymBmAaap3oKmTcojnv6p/9gCDlwIRAhDhIgCrkQA5NgegMRCCmgaYAaqZLaipNacW96pAhYqfd5EKsAAA7gAAVQAA3gAEYgClKqIvpgCxsVQ5gwKAvxCbwAEa7QKnQEDoziSL9Q/jIQ4QeDFyVjkABcAFxPwg0SUArrOBC9EAIcQAlE1CUfUAe3OaVrmqd16oApRUfJqKZ2miLi2KZPmqC0iaE+eqlROqPfmqTneqFzCq7sihF4YGbluZmygAL0Qpw8ShB3QC/IZwai8Dg5kARwVgS4AIfsGg1kKqerORCE8AgT8QLeMHqoWQ0DQAHZ8JnZ02hj5HUP0QITABz54hiN0ADfsG/kWq0i6K1WmrDaaq0ri67i2rKnyq15JD1JWLOBdZH+hYQ3a7NGyLP3hbP5RbJVRJQRQbRDG1U627M7u7RK27Q/67NeBbTWlbRPy7RV67RRGxHxUgeOUJ4E0UPKMAEb/mMqRisRR8IPZyA4Zlszj7AF+xeqCxEPD+CqOZtaVOt11hBfU2u3fEswhNArn3IC3ma1WXuH/zAJAABUQVtV+wAOAMAIlWhNE6AAxBC5BPENB1A4FdMQZesYncu5NQO6b3O3KiW1pgu1peuzoitdq2t7rZt+r0u2SNu3dXtVQru2m2uAspu7nXsQpoenmio7Qxq837kGkdBy9TYQVQBp5noifBBK39MP1UBWBDELPLBHBHEM61RHzBADjPQQeQAIE7EC5GB3UQIGAMBhMfIGA8BUmZEHMRAAcDAWKnMEExCdEWo7xIuw4cqPKIuj+xvAAgxtaHCrz7cPZGBmLLsQ/vWmB5DQIkORAccxEG7QB3WgCHnxCGmQqVFSP8vgA5NhoXigYDPBD+QbpyzCG9wwAF4QIw1xASeAMPuAAsUQARggFTpRCQBQCwPcw4/5glhYn1MpxFlJxNY5n0OMxEWsxEfcGf/RH/TJxGdpxFMsxXhpxed5l1mMllUcxQ/1D3LACGzJD/mwAauKc6owAgngACQAaUCJDXjAAQGQABqABTz1D6IAAABQAAAgRZ8BEU6QFHjRA7IQCkwgPF+QCc9XDUzQAATgAHDgDIXgEKVgDcS4ENXAvA0hDksAAA0QAWeQWA9hDD8QEzNRCzUAAAzgAgomGgFHDnOgAKMKBUT1/jjj4AWe7ABPQA2JgIWdWgALAABM0HIi8AziIAVzDAFRkFgsKcRLwQQQEF4h7FXWAABaAzzJWxHUUAL34AYIAERGEZS/gACPADzWGBr36B9aycVX7MVJ7M5LDM/boc7V8cT4yM5bTMXacR1Q/Mcs5sMAHdCMxA9xoMkEkQ9fgCUWQQkaAFX/IAwuoCwE0QRsMLjpUGwTpBB0IAl+ShCb0ML/8A4OQA/tQAEGMgJy4xDZsAGIkGvfIAcUUMoDIQhgEFTcNBDS0AGCMBTb0AY3sBDN0AIQoQkcMBz84As4EGwDkQdtIAJ4YA780A5ogAQQEQ8oAAj4ENV3gAAzkBaB/qAsmscCtgACfHAh97AGWyAl/PACAGAHMbIIBoAINhgRf0AtugAAbzAZ9wAAXSrQfr2P9YO/zbuuLkvY6pqlaTqD/4vY/cvY7XrYjQ16ZgADXNAFTtAFX3AEB2AE6CAzqEAC03DQ1SABkMIP4GAB/WBe2McEv6AR+dAPdVAJ0TkTFrEMIoARtRADB+EClcsOEAB04xABlcB7YHCw/XAOCEBuA7FDrioOF+AIQfcPRLAJjaEMMMAuovAB2/A1x6IND4Cm/3AHCvAH+3APx+IOD0CrGHEFcFDex7IPZnAC9HcIfwA8xYUCEnAKqm0NE9DOB9UQnIABLZAAZDNDQQAA/reARHzzDzAgDFmtARcggYQXAisQgeSarSkb2Y892Il9ryi82NVlsjGrO8D711oHoiZumPqQB11ACregCpKgAJxAtwexDykgDIynvEbyD+7AAM6Q4/SXD2bAvDG0DxvAVHRQCBLkBonAD7CQOAQBCGlQIBKxDNFyE2/QB81mB/8yEJAwSVReIregAwRBDfyCRDWQCo2iBcjzD3qQODkuBpiARN/QAFdjEc2wA07HD4IgUhhCAg/MeP2AAqRW4hXBAZiQCQ0gCQHkAgDwR/34D80QAhf0BgfgS8bCA7VRjIaufHoK4oe5pCk+6qQ+R3dwCUHhD3AQBRNBDgnwBE9A/gVe4ARXQAUkYMCrEAFNYAjAsFsToQeP0NGU8QTdFQR/8w+mgAT+oAd8sBA5EKsQYQyDQRDb0AEEUQ8cIA0E4QM14AVZ0AVWAAVTEGJl/tMDgQ4AIGhNUOtUkAUswLADoQf0AmeA4AgEAQldwIrXYO4EYQh7MBExEBkKoRMqMHJOwgccwA/6QOEwsgIE8AwhwQd4ADzDYAAt0xUzMAKlvvHa2K2ibtgcruGF7dgjL/KQveH8i/JEqvK4UgeWYA86oQ/vUAI8vBDI8AGnAAunkAqy4AqpAAvlQBD3cA6hoAY/kAE1AO0EgQYYjJ4TEUj0wACyYQ/fYAH4QAPq+w8h/jAoSHU10SBHCyEEnvUPjpAEEgECllALrzAKTbPzzsA15q4PzGACO9/zqgAL2QZcNxUIfu4QfWDvMiEI4ssQ1PDTSLUPeiDRC+ECzkCJxUFqHF4OBmAJQ2EIBAALEtMQPDAAKWS5IfA/lBECHnOc/5ACK3DyJc/yH0/yqN/6Ia/66fr6HD8noD77/KgGw71pvLABh8YNHnATvXpGwCEK77IQeABpGYsijeEMMvALMhAvJiAMAgBnP1SJ+TANV+4QsmDuI/BFBLEDueCJXYb9BOEOF0APkLqOgu9JfeDnmKAFnkQNp083dqBJEOECaMUUBgID1RQjQ9EFAAHi3z9//uIOOBlIMOHChf7y3QHAieHAbAY+xUrFatYRAcIY7vvHz4GViQP9lWR4EmVClSsVuoQZU+ZMmjVtlmy5MifKnThv/gTqE2bPiURTxuwXVOlSpk2dPoUaVepUqlWtVtX3b82jgfxMbgHzD6TYD9GyDtznNZ9JtCbzBXF1lh8cRmNn7qs3ocscf17/XREjw1/af/j+wEkacmAyGGoH3vtQ7NWNrkntxOk31i6/pMVs/EtMghlar/cI+qUTaWC/k/j8DPIrTcTq1tVYJPYqqM++pGNNWFM8UF8Jbmd/IgPg6J890FkCdJOpchaAM8ET1inCxUqUKFyICHDDMmEzAH+M/l9Fn179evbt3bv0l/j9fPpUjTaMeb/+fv79gybeB49MJqpHAmL+OUsOJehZ6B0y0sEHtDsmWsKTf9b6Z5QkjoIJnyceIGWhUgIYYyAMhwEBGYYk8cE0BAd6BAsmLkkoK2sYSIahTES58B9sVFgokB3SMXEgLMRJSJBCahzIDq4SSoER4QZaBAeGWjGiR8ViyGaiEaA7Cx11aiKChHYGijCaAdaoqR8HZlhtIReIScxFD0ooqRUAVnmRp/z+HMo/QWnSj61ADx0UPkAVRXQlkPzCr1E/JRWKUUt1WhRTSotCqlOY5NP00klFrTRUU0c9tVRUV1W1VU43ZUg+r854/lIh01hpIZ6Q1nrjBFf+oYeXHbKYB0F8cpCDmqSwaUSCe7LiRx97KKglKUhXOisSANLhbKBwAAAlwrZQYUCRZeEAQIeuxMrHHgwueEfLC19pQI+sxHkjg2USQkaGbgda44NSBkJGhyLiGcsPQeTdZw9A7KpmgzfqEYuOBlKAtB97CvgVNLFIAGehtVYAB6R+0iHhBAZf4ukUAGgUy1glINgmTpjqeWIBjxXaJoQIXSxMDwCAYegeNgBY57yFQEWJ6ZKcnghqDkl9leqpU60a61g9dUnqpTNlNeuwt/6U65W8TujatUDdqae2xXb7akPFkzvuSO+em26992aZb7v5/t4ZcKZ7Ghxuw+s+HO++81588b8ZdzxxvyVn/PHG30ac7IFw8ei8e/b545yBmKOnlRIOYOCDRRaqh5szRhAAgQ2o6GUh00ZpQQBWYsYvp3z26eYQNAv7hw50CsvJGSkAQAACOZyBxK5/TEsElBpb0iYJAgC4YA1yCktqnlCmJ/4fW2wAAIAXLuHHH+bwKWaYKQkehjkMywEjfQbGuKUF04wDBgkAEKKBNMIdQLvQJFb2D3mQQQE1q9xLTLGGpC3EHt9oggKIFDi25OQVQ0tIPhYAAAMAwBLg+4caEJC+AihiIRdowkK8kpPCaQ5yNfya4iKXOcVZzoeU22EPoyY3/g42DocJOWIEeTi5JdpMcERMYhF70r5EVdGKV8RiFrUYFZWYjB//Com4TMMaf7SEH+KKkNP4gaFrocQr/fjitc6itITsA41uZKMbxWWc+CxkLMzRxz4IYxK5rMQvzBHkPpwBA7ql8Wnrik8ZhSOBa0CObgiU4VkK9SIVhMWPe0TitVQCDAbIb4unRGUqVYmofqBtla+EZSxlOcvE7AQk8fGL0vwCx/kh0SR+kd5dCNLKdeEkl1MDEE+OKcNh+qWNa+Ml7+jWxyJmBRVA8Istf+nEYvalEUIIpqpU0pe21EQVAlAHLnu5LjiOJTFMWII/6DhLetbTnlSp5avuM05N/u3TkobyZ+Om2U+CTiqgBy2oUBBq0ITqs6EcWqhCHxqpiDqUoReVKEYt+kje5TMkZ8GQZtCCoTwGZx8YKuTOiCnQjxYpOLgZy1lEKhaZFjMxmZnfWJwJ0mLmUlwlvWlMbebTgTjBQjcdqUuz2RWe/mMM32sJP3O4jzl2c6CR2oc9nhAHcTmTqUrtSjAiIA0XhfOqGUXrRtUK0Ymeda0UbStA4/qSirJVo3ZNK17f6la99hWJWWHNPQU7WMIWlj5EyQlidfgTxcLKJoktlStXkg9KmGYedfhAOgLKqE1eRR0YuIQk99YTXUiAR/80bGpVu9rFElFsrnJtbFs7W8C9/ta2sq0tblGbW9ru1rcs7S1weTvc327SuGCDbXClZka6+rItUg3cLecW1ZjMcG6yuht29cZcvclHuizzbnPnJsqEkIMLKwSAFbhx3TqKl2XWtQ51OWodlsm3avjQBhaS0pLwSpUNtmivY4kr3OIi97bBPa6AC6xgAjc4wVZDsIF122BxsdbCF8bwPe+D1KadxGuB9VqCP8zNWJ1kwyRemocNqeKmoTghz6JviYsYqRB7qsYw6VYbUzzjGr0xwz8GMhZFG2QiF9nIR0byYVUp2SQ32cnpebDWIszgKI9tyhAecJWTm2UJX1nKXKZyl8GM5QV3rbpnLluazYxjs7kRpc1r1sk8GaLjIar5bG0uCZ3nrCmzTljLBx7zl8ssaAeLedBWDjSiD73lRU9Ex5198hX/HGlKN0WyemYmmxmM6bS92ZCedjNM9lEoTrt4z3ZuMarzHJNRh5kpkK70pL1sT1knmjaVxnWudf1qQ7+y1pDDHJkbvB4tB3vXx0Z2n5G9bGanVrLPxvNPoK3qOsP5ztQ21LStrWgey1Yll9YUk5s97gsHBAA7"
    }
   },
   "cell_type": "markdown",
   "id": "534c5faa",
   "metadata": {},
   "source": [
    "![fg3.gif](attachment:fg3.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1716890",
   "metadata": {},
   "source": [
    "<p>So you've had a look at the spectra of quasars and seen how redshift can change what they look like when we observe them. Now lets have a look at several spectra of the same quasar taken in different years.</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8341670b",
   "metadata": {},
   "source": [
    "<p>Next we need to add a grab a few more spectra of object 1. Add them to the same directory as before.</p>\n",
    "<ul>\n",
    "<li><a href=\"https://dr18.sdss.org/optical/spectrum/view/data/format=fits/spec=lite?plateid=7339&mjd=56799&fiberid=611\">Object 1 spectrum B</a></li>\n",
    "<li><a href=\"https://dr18.sdss.org/optical/spectrum/view/data/format=fits/spec=lite?plateid=7339&mjd=57518&fiberid=611\">Object 1 spectrum C</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e55fddd",
   "metadata": {},
   "source": [
    "<p>First let's load in the spectra. Note one small change, with these older spectra the column names are lower case.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9ce6a31a",
   "metadata": {},
   "outputs": [],
   "source": [
    "object1b_filename=current_path+'/BHM_spectra/spec-7339-57518-0611.fits'\n",
    "object1b_data = Table.read(object1b_filename, format='fits',hdu=1)\n",
    "object1c_filename=current_path+'/BHM_spectra/spec-7339-56799-0611.fits'\n",
    "object1c_data = Table.read(object1c_filename, format='fits',hdu=1)\n",
    "object1b_mask_pixels =(object1b_data['and_mask']==0)\n",
    "object1b_data['WAVELENGTH']=10.0**object1b_data['loglam']\n",
    "object1c_mask_pixels =(object1c_data['and_mask']==0)\n",
    "object1c_data['WAVELENGTH']=10.0**object1c_data['loglam']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21f7d4f8",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "    <ul>\n",
    "    <li>Plot the three spectra of object 1 (called object1, object1b and object1c) on the same axes. Give these the colors limegreen, blue and red. Add \"Epoch Comparison as the title\".</li>\n",
    "    </ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "819a6ece",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#possible solution\n",
    "plt.figure(figsize=(15,7.5))\n",
    "plt.plot(object1_data[object1_mask_pixels]['WAVELENGTH'],object1_data[object1_mask_pixels]['FLUX'],color='limegreen')\n",
    "plt.plot(object1b_data[object1b_mask_pixels]['WAVELENGTH'],object1b_data[object1b_mask_pixels]['flux'],color='blue')\n",
    "plt.plot(object1c_data[object1c_mask_pixels]['WAVELENGTH'],object1c_data[object1c_mask_pixels]['flux'],color='red')\n",
    "plt.title('epoch comparison')\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "240744b2",
   "metadata": {},
   "source": [
    "<p>Now let's look at when these spectra were taken. The date they were taken is actually in the file name for each. The spectrum filename has the form <code>spec-plate_number-date-fiber_number.fits</code>.</p>\n",
    "<p>But, that number doesn't look like a date. That's because it's in a slight odd formatting used by astronomers called a Modified Julian Date (MJD). This is a modification to a dating system with a rather strange origin. Put simply, that number is the number of days since the 17th of November 1858.</p>\n",
    "    <p>To make life easier here's a little function to convert MJD to a more familiar format.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "99011f0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mjd_to_year(mjd):\n",
    "    from astropy.time import Time\n",
    "    time_tmp = Time(mjd, format='mjd') \n",
    "    return time_tmp.iso"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c4bc34f",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "    <ul>\n",
    "    <li>Convert the Modified Julian Dates for your three spectra into a more readable format</li>\n",
    "    <li>Label each of lines on your plot with the date that spectrum was taken</li>\n",
    "    <li>Add a legend to your plot using a call to plt.legend()</li>\n",
    "    </ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4379d7c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2014-05-22 00:00:00.000\n",
      "2016-05-10 00:00:00.000\n",
      "2021-06-16 00:00:00.000\n"
     ]
    }
   ],
   "source": [
    "#possible solution part 1\n",
    "print(mjd_to_year(56799))\n",
    "print(mjd_to_year(57518))\n",
    "print(mjd_to_year(59381))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e2919038",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#possible solution part 2\n",
    "plt.figure(figsize=(15,7.5))\n",
    "plt.plot(object1_data[object1_mask_pixels]['WAVELENGTH'],object1_data[object1_mask_pixels]['FLUX'],color='limegreen',label='2021')\n",
    "plt.plot(object1b_data[object1b_mask_pixels]['WAVELENGTH'],object1b_data[object1b_mask_pixels]['flux'],color='blue',label='2016')\n",
    "plt.plot(object1c_data[object1c_mask_pixels]['WAVELENGTH'],object1c_data[object1c_mask_pixels]['flux'],color='red',label='2014')\n",
    "plt.title('Epoch comparison')\n",
    "plt.xlabel('wavelength (Angstroms)')\n",
    "plt.ylabel('Flux')\n",
    "plt.legend(loc=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6301c7c9",
   "metadata": {},
   "source": [
    "**Exercise:**\n",
    "    <ul>\n",
    "    <li>Take a look at the three spectra. What can you say about the different spectra?\n",
    "        <ul>\n",
    "            <li>How does the level of the continuum change?</li>\n",
    "            <li>How do the positions, heights and shapes of most of the spectral lines change?</li>\n",
    "        </ul>\n",
    "    <li>Given what was mentioned at the start of this notebook about what powers quasars, what do you think could be happening?</li>\n",
    "    </ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dceec96",
   "metadata": {},
   "source": [
    "#possible solution\n",
    "<ul>\n",
    "    <li>The spectrum of this quasar changes with time\n",
    "    <ul>\n",
    "        <li>The continuum gets a bit higher from 2014 to 2016 but is a lot higher in 2021</li>\n",
    "        <li>The positions of the lines stay the same and the shapes stay roughly the same. The lines appear to get stronger in a similar pattern to the continuum. Note some students might get a bit confused here if they know that redshift is related to distance and the object has got further away inthe seven years between the spectra, maybe ask them to work out how far it moved and what the change in the redshift would be if they come up with this.</li>\n",
    "    </ul>\n",
    "    <li>The quasar is powered by accretion onto the disk around the black hole so some sort of accretion event must be happening.</li>\n",
    "    </li>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "254d158f-4ff5-4f43-bec4-cb78ac1fc26b",
   "metadata": {},
   "source": [
    "## About this notebook\n",
    "This notebook was created to illustrate how to find and use the various Coadds of the SDSS-V BOSS spectra\n",
    "\n",
    "**Authors**: Niall Deacon\n",
    "\n",
    "*Editing:* John Donor\n",
    "\n",
    "**Last Update**: 2025 June 26\n",
    "\n",
    "If you use `astropy`  for published research, please cite the\n",
    "authors. Follow this link for more information about citing `astropy`:\n",
    "\n",
    "* [Citing `astropy`](https://www.astropy.org/acknowledging.html)\n",
    "\n",
    "And of course, please [cite](https://sdss.org/collaboration/citing-sdss/) SDSS when you use our data."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "pygments_lexer": "ipython3",
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}
