data_prep.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preparation\n",
    "\n",
    "Here in this data preparation jupyter notebook, we will prepare our data that will go into a Convolutional Neural Network model later."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Setup parameters and load libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python       : 3.6.6 | packaged by conda-forge | (default, Jul 26 2018, 09:53:17) \n",
      "Numpy        : 1.15.2\n",
      "Rasterio     : 1.0.8\n",
      "Scikit-image : 0.14.1\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "import io\n",
    "import os\n",
    "import sys\n",
    "\n",
    "import requests\n",
    "import tqdm\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import quilt\n",
    "import rasterio\n",
    "import rasterio.mask\n",
    "import rasterio.plot\n",
    "import shapely.geometry\n",
    "import skimage.util.shape\n",
    "%matplotlib inline\n",
    "\n",
    "print('Python       :', sys.version.split('\\n')[0])\n",
    "print('Numpy        :', np.__version__)\n",
    "print('Rasterio     :', rasterio.__version__)\n",
    "print('Scikit-image :', skimage.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Get Data!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download Low Resolution bed elevation data (e.g. [BEDMAP2](https://doi.org/10.5194/tc-7-375-2013))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"http://data.pgc.umn.edu/elev/dem/bedmap2/bedmap2_bed.tif\"  #link to BEDMAP2 Bed Elevation GeoTiff\n",
    "path = \"lowres/bedmap2_bed.tif\"  #path to download the file to\n",
    "\n",
    "if not os.path.exists(path=path):\n",
    "    r = requests.get(url=url, stream=True)\n",
    "    with open(file=path, mode='wb') as fd:\n",
    "        for chunk in r.iter_content(chunk_size=1024):\n",
    "            fd.write(chunk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with rasterio.open(\"lowres/bedmap2_bed.tif\") as raster_source:\n",
    "    rasterio.plot.show(source=raster_source, cmap='BrBG_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download High Resolution bed elevation data (e.g. some-DEM-name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "highresDict = {\"highres/bed_WGS84_grid.txt\": \"http://ramadda.nerc-bas.ac.uk/repository/entry/get/Polar%20Data%20Centre/DOI/Rutford%20Ice%20Stream%20bed%20elevation%20DEM%20from%20radar%20data/bed_WGS84_grid.txt?entryid=synth%3A54757cbe-0b13-4385-8b31-4dfaa1dab55e%3AL2JlZF9XR1M4NF9ncmlkLnR4dA%3D%3D\",\n",
    "               \"highres/2009_Antarctica_DC8.csv\": \"https://data.cresis.ku.edu/data/rds/2009_Antarctica_DC8/csv_good/2009_Antarctica_DC8.csv\",\n",
    "               \"highres/2009_Antarctica_TO.csv\": \"https://data.cresis.ku.edu/data/rds/2009_Antarctica_TO/csv_good/2009_Antarctica_TO.csv\",\n",
    "               \"highres/2009_Antarctica_TO_Gambit.csv\": \"https://data.cresis.ku.edu/data/rds/2009_Antarctica_TO_Gambit/csv_good/2009_Antarctica_TO_Gambit.csv\",\n",
    "               \"highres/2010_Antarctica_DC8.csv\": \"https://data.cresis.ku.edu/data/rds/2010_Antarctica_DC8/csv_good/2010_Antarctica_DC8.csv\",\n",
    "               \"highres/2011_Antarctica_DC8.csv\": \"https://data.cresis.ku.edu/data/rds/2011_Antarctica_DC8/csv_good/2011_Antarctica_DC8.csv\",\n",
    "               \"highres/2011_Antarctica_TO.csv\": \"https://data.cresis.ku.edu/data/rds/2011_Antarctica_TO/csv_good/2011_Antarctica_TO.csv\",\n",
    "               \"highres/2012_Antarctica_DC8.csv\": \"https://data.cresis.ku.edu/data/rds/2012_Antarctica_DC8/csv_good/2012_Antarctica_DC8.csv\",\n",
    "               \"highres/2013_Antarctica_Basler.csv\": \"https://data.cresis.ku.edu/data/rds/2013_Antarctica_Basler/csv_good/2013_Antarctica_Basler.csv\",\n",
    "               \"highres/2013_Antarctica_P3.csv\": \"https://data.cresis.ku.edu/data/rds/2013_Antarctica_P3/csv_good/2013_Antarctica_P3.csv\",\n",
    "               \"highres/2014_Antarctica_DC8.csv\": \"https://data.cresis.ku.edu/data/rds/2014_Antarctica_DC8/csv_good/2014_Antarctica_DC8.csv\",\n",
    "               \"highres/2016_Antarctica_DC8.csv\": \"https://data.cresis.ku.edu/data/rds/2016_Antarctica_DC8/csv_good/2016_Antarctica_DC8.csv\",\n",
    "               \"highres/2017_Antarctica_P3.csv\": \"https://data.cresis.ku.edu/data/rds/2017_Antarctica_P3/csv_good/2017_Antarctica_P3.csv\"\n",
    "              }\n",
    "\n",
    "for path, url in highresDict.items():\n",
    "    if not os.path.exists(path=path):\n",
    "        r = requests.get(url=url, stream=True)\n",
    "        with open(file=path, mode='wb') as fd:\n",
    "            for chunk in r.iter_content(chunk_size=1024):\n",
    "                fd.write(chunk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download miscellaneous data (e.g. [REMA](https://www.pgc.umn.edu/data/rema/))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "miscDict = {\"misc/REMA_200m_dem_filled.tif\": \"http://data.pgc.umn.edu/elev/dem/setsm/REMA/mosaic/v1.0/200m/REMA_200m_dem_filled.tif\",\n",
    "            \"misc/MEaSUREs_IceFlowSpeed_450m.tif\": \"http://data.pgc.umn.edu/gis/packages/quantarctica/Quantarctica3/Glaciology/MEaSUREs%20Ice%20Flow%20Velocity/MEaSUREs_IceFlowSpeed_450m.tif\"\n",
    "           }\n",
    "\n",
    "for path, url in miscDict.items():\n",
    "    if not os.path.exists(path=path):\n",
    "        r = requests.get(url=url, stream=True)\n",
    "        with open(file=path, mode='wb') as fd:\n",
    "            for chunk in r.iter_content(chunk_size=1024):\n",
    "                fd.write(chunk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Process high resolution data into grid format\n",
    "\n",
    "[ASCII Text](https://pdal.io/stages/readers.text.html) ----> [GeoTIFF](https://pdal.io/stages/writers.gdal.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.81 s, sys: 948 ms, total: 5.76 s\n",
      "Wall time: 5min 35s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# change to highres directory, list all the json pipeline files, run pdal pipeline on each of those files\n",
    "!cd highres && ls *.json | xargs -n1 pdal pipeline --nostream -i"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO:\n",
    "- use Python bindings instead of shell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.8 s, sys: 41.6 s, total: 46.4 s\n",
      "Wall time: 48.7 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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V3EmHql6Iq6PZiufsmpkYY2EGqGEYhjEuVt1+SfI4eDEL0pnbN4TkZrcxWneq9ENrrnd9OryXtNgdzuIHaxzbPc9SpQzDMAxjT8YMUMMwDMMwDGOr2R0F0gxjMlGvZsvDNih0ZKvc7Bh2hUCaGaA7EREJEsMHe2np7P5zcfWLfqOqp4xzzMtxEt8f9aEGxiRFRG4AXgC8TVUvn9jZ7DhE5EJcLa4rVPVc3/ZGXHHuxcAmX7Db2M3I82I293E5oARxIr/dKrTuxwg/UY3zljZ7vZBCV+4x3XMWb/35DMPYJnZHgTTDmEyUnrwlepb+De7e58Sdcs5dIZBmdUAnlvtxNZG+N9ETGS8icq+IfFhEjhORn4rIKhEZEZEVIvIpEZkS9Z0qIl8UkSdFZFhEbhaRnfPf0jzPGSIyJCLq5zdnK49f4o/d6XWKROQUf67lmV3fw30+7t/J5231tzzq+yoR+Y2I9Pv38o8i8g8yhkUSjbUkar7Vv65f+D5FnDjAEuC7OFEAwzAMwzCMvYbSk7c0/aWpZ/72XMwDOoGo6m244sQ7FRHpDHWPtnOcA4GjcEWPjwZOBn4NDABvBP4ZKOILCgOfA/4W+BPwK+BNwHUi8hRV3bi98xmD1wIhkWyKn9+EKJ1t6/VX1Ut3xnwiVuEMQYClwCtx7+U3fNsmABH5O+DLvu1nwGbgNbjCy8fjCjKPG1X9OY1i2QD74VQJAd6sqnv2t6phGIZhGMYYlNbfnG4YR5RR6nhvoHbvs+dpK5kHdNfwYhF5QEQGROSbItIFLgTXe4duCB1F5J0islJENorI+0Rkue/z6syYPSJyjYiUvFfyGdEYwev0XhF5AnjItx8kIleJyGoR2SIivxCRp0fHvVdEHhORUX/+G0TkqdE5XwGsAe4GbgIOVNUzVPWtwCd8n5f4sfYB/gq3RPMiVX0z8C1gJvBuEZkvImtFpCYiz/bHXOfn/X4ROdnvWyMic0RknoisE5GqiDx3HNf8rX57d+Z5eK3huv6LiNztvaXLRGSu99Y9kXM9l4jIW0Xkfv9elkXkYRF5Z9T3Qt/3eyJytYgM4w00ETlbRO70x24Skf8UkVNwRjzA4tjr6q+/igvVRkQ6ROR8EfmTf9/Xi8iH/b6X+NfRJyIVcR7pj7a7QKr6qKq+19f9usw3bwptqnqRiMzEhcYCfFxVT1fVs3AGPsBbROQFeeNnvMdP+NdySnSNLvfXemXUrxb/Pxi7LyLFRrgtLtQ29SeZv2hf9phCscuVbZFC+i/3xG32AaW+lZT6VtI3OEjf4CDr+vuSv1V9W1jVt2WHXQPDMAzDMLYeM0B3DZ8Efo/zDp4FnJ3XyRsjXwIOwIUnng0c2GLMdwGCM5SOAr6Y0+cTwI3AL0SkG7ge5wm8F/gxcApwvTcGDwE+C8zC5aX+AjgI550KvAJXtFm98dIX7QsJWav89kigE/izqj7p20KiyDO8B/Q83GfwMm/EvRhn2P6Hqt4IXOLP/2mcp24h8O+q+rsW1wQAEdkPCIUF344zgp+XCQMNfNhfjxHg5cA/Av3+GgQ+7//6cTmKjwPfBL4DLAIuFZHs8tPrcF7FK4F1IvI3wP8Ax+C8f8uAQ/31+r4/ZiA6Vx4fxXmVn+KP+Q1wuN93ALARuMqfcybwYRE5s8VY4+W5fiyA/wqN3osZcgRe2uLY+HX8t3++KtMn71rvMSHphmEYhmEYY1Fa+5vkb3j9TQyvvwkhk+Wl9fy/XAogHe5vD2TPnPWexztV9bsiIsBfAse26Be8dFeo6ttEZAHO45i3UPAzVX2NiJyKMyzzxny3qn4DQETegDOIVuM9orhCzEuB1+OMGfz5rgHuV9VVPj8PEZmKM+qawi1F5CTgH3BG3Id880K/HYy6BimvfQFUdZmI/CcuTPdSnAH2l1EI5oeAl+EMVYA/0L6+U+DNOGP/TlW9Q0RuBp7v5/7xTN+PqOp/eG/hh4FjVXWTiFwEvM3PMynMLCL/AfwFzsCeg/PeHQacCsTB+o8DJ6pq1R/3J9/+z6r6Wd/WqaoVEbkUZ7Buis8V4z877/FPz1LVH4QxfNv/AE8CzwR6cAWWj8e9Z1eN45q1IhYDWpfZtxZnkOcqpanqe0UkFIS+KAhxuZeS9Gl5rY3dh5W3fhKAQsfUpE3GEBkaa3+MJp7U7FddcxmW5oMzP87+x7jTf85Go2p3qu7H/sFNGwAYqFUB2DhactsRtz37kKPGnLNhGIZhtGJw1XXpiB9p8VuZNUIBJfrhkgLp38LwuGOrQ3Z3J8wA3TWEMNAQ+zWjRb8D/PYBAFXdICIb8QbbGGPmaTHHweVLonOcn+l3iKp+VUQ+gjNyrgUQkYdwxumfcAZWEbguPlBETscJxyjwalW9y+9a77fxaw2PY0PmUzgDVIAfqGoS+qqqZRH5HI2cxC+MM5cyGPI/9Nsf4AzQt9JsgI73vQn8hHyPX9YIuy0Yn56D/fbW0LCVeaHzo7nljfEVnLd3rHltLXGu7kLcokVg35w+hmEYhmEYhtESM0B3DcEQGUtRdbXfHgogIvNJe6C2dszR6PFyv70TOEG9K0CcOqx4T+fHfd7fQcA7gffjPJvn4cJvf6OqSUEiETkbZxz2A69U1dgDeD9QAQ4SkYWquh44we+7J+oXwjRHgLNE5Cuqems0t4v8axXgYyLyQ1Xd3OoFi8gRNLzBHxORj0W7DxeR41U11oxvdR1r0ZgFVa37+QTj82RcuPD/4UJ3JXP8aOb5Eziv6Yl4T6mIdHgjNZyr3VLWRpw3eYYf44eZMd7k+50NfBvnUf67nHltLbdE5/1rnJcYEXkJjUWNsGARPq8Dqho+y3X/uvbcZTojWbkdjz5UEEbObvMoFF3kvsYruvG20bP5cbuwJNp/MdaTretV03TvL93vviK2jI4kbas3u6+dNb2bAPjhG85pcwbDMAxjb6F/xbKmaJ/xlC1ri8Sezvi3sdkbWtr8CN1zD92+8+1izADdvfgmzth7m8/ZPIodd+O+DGcEHQfcLCL34nI8TwFOxxmovxeRG3GhnCf544Jn8BW4HFEAROSlwBU4A+c24E0i8iZwYZSqul5czdK/AX7lQ1DfiDNmLvVjvB2nvHojzhP6U+BKEXmGN3S/jMuxvBiXY/o+XI7sW9q8zpBfuw6Xdxs4Huf9PZtGLmo71gNlf95vi6uJ9CEaxtiFOMP7ReMYC5yh/TXgP7yI0jCwP060KYjwLBKRrwOPqOq/xwerqorIF4B/Bb4lIt/H5djWcJ7d9cBsnAf75TiV2u1GVftF5AO4HOP/JyLH0VDBBfiOqobw7Xfj6nv+CAiiWStxYbqXisjDwAd3xLwMwzAMwzB2NVsed8F12fBardea2luR11eRtKGZZ4CSFeHbc9f2zQDdjVDVG0TkXcAHgNNwRtn5OCGerEdta8ceEpEX4oSJTsZ5CdfgjN6H/Pi34QzP+TjD8yrgYhF5Gs7b9dNoyP1peNdO83+BkMd3Ps4L+kbgEFzo6AU+tHgpTmRoGPhrVX1ERP4blwv4aa+E+macJ/Vj/lyvAt4sIj9S1e9kX6PPkwzG6cdU9cvRvnOAy4EzReSC7LE516ssIu/HGXxvAoZU9f1+nM8CzwauxgnmtDOIw3j/JSIj/tqcjjNuv+v3LReRT+M8jOcB99FQno35CLDB93s9Lmf2S37fX+MM3KNwxvd/0ngftgtVvVREVuHK65yMM3wfxV3Pz7Y5FJwX/dO4z8fLcYsJxp5GyOdss6LbKr+l3f4kz0UK6W0297PtSnLwZ479Qxw8nmEb/J61etqbWtfgGW20VyrVVJ/Tv+2Eo8tV17550AWH3PnOfxxzHoZhGIaxNyOqY0WFGrsSEZkd1GVFZBFOabSAy9N8bILm9M/AX6nqERNxfsPY2zn++OP1jjvG47jfOay6/RIgbYAWO6cBUCh2+n3F1PNil0tL7/DbEG6bouDXQAt+X8GLHIl/LpnQXNcpM0jGAPVjaNGlTA/VG4bjsF91DuJDg367vuS00vorbp0vhN5uHh1Ojl25oReADf39AJS9QWoGqLGtiMidqnr8RM9je5jo7ybD2Nlsfuya3MXXVgJDkrNgm+0bnjsBvrxQ21bCQ629n91zl47/RY3BrvhuMg/o7sfdIrIM6AXOxH3Clk2U8elZAfzLBJ4/hYjMw+ciZtikqhft6vns7ojIs8j30t6mqt/e1fMx9jySfM7Uj2gLj2NG/bZtOFKTgdlCBTcXb3gGL2XGW5qXIVrPrLcGz2c2B7SxX5v6jsVJX29UxCpXncHb743WdeudNlvfJV9qPtAwDMOYUDY/ds0OHa9hjKaNTh0jpzP1OHmeJf2bVNrkClx0z3vqjpn8TsYM0N2Pu3CG5wyc4uinmeCwRVW9eiLPn8MsmpV8wRnKZoA28zTyr9cVOMEiwzAMwzAMw9glmAG6m6Gqr5/oOezu+HqS26vuutegqpfj8jUNY6sIobeBgjTCaJsU/5oUAFt7PhsrwRnPZ8ucz60RWmjdN8kBHWfqSQivhYYHtFgopLahvZBp90e5ccplAKp+vCnvcqWNu7q6Uu0j69YmR+p345R7wzAMY0ezLR7P2KuZ1x4/T5Tex+P1TJ6PQUoBfnyRObsjZoAahmEYhmEYhjFpCeq1ML6SYgGRQq7RKYVibp5nrtFJIa1lkBXcS7UFojlqi8d7MGaAeubPn69LliyZ6GkYhrGDufPOOzeq6oKJnseezHjUb4OsfKFjau7+Jrl519t3yv4Yj0P9NvsjPC7F3HB+R7lea9uvHcVi+jzTupz4UldH42d1aMSJGtW9l7Se8ZYWCpm51hoeV3nRs/0kMwLoXVMA0F/dus1zNwzDMIyJxAxQz5IlSzAlN8OYfPgaroZhGIZh7CX0r1iGqltk1G1YbIzF9+KF1Fj5PUknQZLFT02p2rbydOYslLb0bLbzeDaPU+r9I909R7U5ZvfADFDDmABu+/LLeNY7r53oaRiGYRiGYezR9C3/yZh9xgq7zYbaxuVU4vDauH61tsrlHJMWcxkrvLZdmO4ehhmghjEBmPFp7BGEVeNicxmWQFhhHkuQIb0zrnWW87z9pDLbnBVmGkJD2dIr8b5AUdKaZjV/ExCLEAVCiO2wFxbKtqfO40Nuq7Va6nk29HZk1IfZRiG4tCr7UvQ3Ra8/3T2fMw+AeT09SZfef/98/rGGYRiGsRtgBqhhGFvNwz87n8NevnU3uavv+CwHHP8PO2lGhmEYhmHsDfQ++C0KndOAtIcyJg67zXo/W4XXtmrXoHVAIbNQmrNoOtZCapOXczxezEKLY6Mx1C9gavPC6e6IGaCGYWw1WePz/h+8nae95mttjzHjc89h+W8/AkCx0wkKCZ3jPjZ4RAO5ntCs57Ol+NA4PKJN4kNe4Md7Nes0vJ1Zz2fNP09Kq7S5cciWX8m2Bw9o7DUNHs9yxlva4fuG/YyOuG2l0ugUbjSCd7bor1WnL4XT6d8Tf/6OyAO7+KJ/BWDq1Kmp7ewZ0wG48a/e1fJ1GoZh7E6suesLgAt/7ZwyEwApti4JFgzP2OgcT3ht25zO7TU6s0ZmniGZHSO33Eo9fX5vbIpWqFWGXY9aJQlJnr3kVWPMa+LYmoDlbUJElovIH0XkDyJyh2+bJyLXicgjfjvXt4uIfEFEHhWRe0XkmdE45/j+j4jIOVH7cX78R/2x0u4chmHseMYyPmNKG+7ciTMxDMMwDMMwdmd2lQf0VFXdGD3/F+BXqvpvIvIv/vn7gZcDh/q/E4GvACeKyDzgI8DxOAX9O0Xkx6q62ff5G+D3wDLgNOBnbc5hGLsdpd776O45cqKnsUvoXnDcRE/BGCfjUQ4MfaSYrpOWLd3SKL0CLT2eWc9n3qpyvVV4UfqYrLfTzcEPQU5i6Bh0drqfy5r3WtZqbhs8n12dzbmhVe8NbVV+JfGABs9nXt5n4vnsTG87nAdg6pQpqTGzj2PCXN/8o/8FYO7MGQDM7u5unM4fe/GzTs0dwzAMY2ey8YErkWIj6mZKt8tvr9cqieezUOxsqTOQeDQZZ3htnqhQesCtewG5nsssY6ng1qPncXsheR57PWvVEeq1ih+m1hSJtDsyUSG4ZwCn+MdXADfgjMMzgP9RVQV86b7KAAAgAElEQVRuFZE5IrKf73udqm4CEJHrgNNE5AZglqre6tv/B3g1zgBtdQ7D2OWUNj9G99ylLffvLcanYRiGYRgGOGMzixQ7KXhDM5vfmVdXuun4yGAcV3hto/PYKrStaGV0xu0pQzbnPFqnYVymDcjGAm4drTnRumplhFrVpW/Ua+VENLBeq5gB6lHgFyKiwH+q6teAhaq61u9fByz0jw8AVkbHrvJt7dpX5bTT5hwJIvJ24O0ABx100Da9OMMYD91zl7Lq959i0Ynvm+ipGMa4SX682wg8hDybRA03c0y8utwYOKt6uy3ZIK0UdL130f+Qxyq4Wa9ol5/jiFefrbW5+WiVAxo8n8G7WIu8mMEDGrZZD2hoTzygteimIbwe7+Fs5H6mc0C7utzzjmLze5Q931ivLZ7/+353XWrfwhnOW/rep5/YdizDMAzDGItdYYA+T1VXi8g+wHUi8mC8U1XVG6c7jVbn8Mbw1wCOP/74nToHw1h04vv409Xn8vQ3Xj7RUzEMwzB2U0TkG8ArgSdV9em+7UJcutEG3+1fVXWZ3/cB4DygBrxHVa/17acBnweKwNdV9d98+8HAVUAPcCdwtqqWRWQK8D/AcUAv8CZVXb7TX7CxVxB7O4OXstAxtdGW1Nps7QGN00LyvJuQTfcInTsaiRfxYqi28Fa2ZZz9suPleUm1jviZxa+trrW0t9ennlTLQ1TLQ65/rZwsANdraaG7MNb6e7/GwqPfPr757mJ2ugGqqqv99kkR+QHwLGC9iOynqmt9iO2Tvvtq4MDo8EW+bTWNcNrQfoNvX5TTnzbnMIwJYzIbn4/84gIOfeklEz0NYwdQr7ofs6CCuzVkcz8bZEKdsm3x87ZqgK3GCCFVjnCE5uR7Bq9oqP+ZrQNa9p7I2DMYHgcPYdHXRp3mPZC1nPzNoH7bqv5noo5by8lrDZ7P7ul+Av7neqorPUDIPfXnj8cOirjj9YDGcw+Pg5pveH2d/gbvmuUPATCjs5GjFdSEQ58X77+k7fmMMbkcuBRnDMZ8VlU/HTeIyNOAM4Ejgf2BX4rIYX73l4CX4KLDbvfaGfcD/+7HukpEvoozXr/it5tV9RAROdP3e9POeIHG5Kd/xbIkMkbrNYpd05PHwWAsdkyl4PM9E6OzhaotQMFHgMRhtFBAW6rUtjAWU/mVW1s2ZVto5HQKmjIY6zlaC1IoJteuVh5JjM56ZTgJu01PMV1yJuSGaq3S1Hd3Yaeq4IrIdBGZGR4DLwX+BPwYCEq25wA/8o9/DPylV8N9NtDnw2ivBV4qInO9mu1LgWv9vn4RebZXv/3LzFh55zCM3Z7ShtsnegpbzdYYnw/99N07cSaGYRh7Lqp6I7BpnN3PAK5S1VFVfQJ4FLfQ/yzgUVV9XFXLOI/nGf5e6YXA9/zxV+C0M8JYV/jH3wNeFCoLGIZh7Eh2tgd0IfAD//3VAXxbVX8uIrcDV4vIecAK4I2+/zLgdNwXaAl4G4CqbhKRjwHhrvyiIEgEvBO3WjgNJz70M9/+by3OYRi7Pd0LTpjoKbRlxc0XsfikD2/z8U995aU7cDbGjuLhn50PgHhvm6/znUtzYe9i/vMmhVtorX6bJbS3WYFuMUbI56xGeZ9jrWNnc0TbeUCz7cFjGNcBrVbTns2mHNAk99P3i+/1k9xP72kMHlDf3uXbx+PlLGTyV7OvIZ5z1gM6w9cQDfmywVtci65VeDzV77t9g5NfmO7nHGZW9u/J0T1NkgzG+Hi3iPwlcAdwga8EcABwa9Qn1sLIameciAu73aKaVKuP+yd6G6paFZE+3z+uYmAYTQysvLapTQpFBK8FILXE0ymFIlL032/S0fjuDnoC2W/qoIgbq9Rmf09yw2rrjZAYjb+Ld4RHsx3N4bX1Wjm3PmlMHG5cr2UUbisj/tiMOFEkPBS8qvVIETdEM+2O7FQDVFUfB47Jae8FXpTTrkBuhWxV/QbwjZz2O4Cnj/cchmFsP1tjfFreq2EYxnbzFeBjuFvqjwGXAH81ERMxAUdjaM31uQZVnIJRKHY1xOikCOIF1LJGZzAOU0J1rRYscx6nVGcjQzNSlW1vdI5VKiW7P2+xLx1iC87orOWURolzVrMpK8FwrJaHqIcw2tT1LSaGpmq9YXRGiriV4UEqpQEARvt6ufWLzhR69t//qsXrnBgmqgyLYRh7Cbub8SkibwAuBI4AnuUXseL9BwH3AxeGfKsdKebRSjBkd6IYlFYz5AlAJHVAEwEJf2wh/Lxk1Gpd5/S+plXtNtkhrY5N1G/TxDU/w+NCJqiwllMzFBrKtpD2EkLDMxhyJEP9z0q1cY2qtfRqdUdH5ie34lenQ1Jq7MUMuZ4Z1duOsPVjNY1Jsze06F9wVsk36+3Me51Z1d9Km9qw4TqG69vq9u3BTRuSx9O8eu90/3mZ4j9HM6dPb3mevRFVXR8ei8h/AT/1T1tpZ9CivReYIyId3gsa9w9jrRKRDmC275+diwk4GoaxXZgBahjGDuO2L7+MZ71zt7OnsvwJeC3wny32f4ZGKD/iYkl3iJhHK8EQ3ROKdhmGMWEEUUX/9DW47zFwehffFpHP4L5TDgVuAwQ41C+SrcZ977zFVwX4NfB63OJZVofjHOAWv/96H5lm7MUMr78JSIsHiRRTK0zxAqQm6RddaFImq4PcMFkp5JTSiim0WZhshLomns/4ceSVdMdubehtq/75CraxZzK0xT/tsaptnlhfrTrS8CrXaxDEmGr1ZJxUqG2tknhJq6NDjGxxa0VD61cxvNnpro4MDVEq7Z5huGaAGsYeQO/DV9Fz2JkTPY0x2Rrj8/Fff4CnnPrJnTibfFT1AYA8bQ0ReTXwBDAUNSdiHr5PEPN4ACfm8Rbf7wqcZ/UrODGPC33794BLvZhHIhgCPCEiQTDklh33Cg3D2JMRkf/FKf/PF5FVwEeAU0TkGbgQ3OXA3wKo6n0icjUuaqMKvCssaInIu3EijkXgG6p6nz/F+4GrRORi4G7gMt9+GXCl/17ahDNajb2MJhFECXnoxUY8SbGIhJDTjkISXquFrijapdDaqCzkGZX1dJ8mMqG2idFZzajaRmNI1H97iMNgoxDbepSDmbeOHGsjpErFREZqbLg2wppriYJtrTKchObWqiPUvCJuZXiQ0T5ndJY2rKW00a1P9W0ZoDQ8CsDISIVyZfdUwjUD1DD2APYE43NrmQjjsx0iMgN3Y/YS4J+iXYkwh2d7xDzaCYZk57PL86y0Nn5HbPjRbBIfykjo565eZ1e8s30yohQtV85ztkFIqNrGcVMgHZKapRGq2likyAr3hNDbQjEdzhoLD2XLryTiQ6FPEnrrzzM1Un0Kj/0xXd3pkNSxSquMp09WQAmgUnGPOzs7fJ90qZoQZluLSseE8iv1jLhG45bQewny5uDf87AgFGZcGuxzD2JvBtA9c0Hb1zQZUNU35zRfltMW+n8c+HhO+zKcuGO2/XHcwle2fQR4w1ZN1jAMYxswA9QwjEnHi1/8YtatWxeeHikiIVztg6raqiTThbhw2sHdofKA5VkZhmEYu57IcyntzATfJ+v1zAtdlY58z2hq0Sr2cOYIC7UMr83OPWeMVvPKjpGz2CloyjMZhIViZVt3aAsl+GS4xhj1SJwo2R95PbVeS0SFapVhqqNOVGhk85OJp3N405OM9G8GYHBwhMEh1780PEq57FXZy1VGvS7Bx1/VzQd/Umq+BhOEGaCGsZvS++C36Dn8rImexg5h3T1fZd9j3rHLzvfLX/4yeSwi96nq8eM47ETg9SLyKWAOUBeREZy40I4S82gnGDJh3P+DtwOtxYcCcYhR8sMZ7lOyoVZNXs3456ZFTk/Lcix55I8RvG3BuZgtrdKO4MUs5ixAZD2gwUOY7K+N3wMa2unwNyhdU8OgjQGnTA2DuK5ebCiMn4wZPIfj8IhmX0Pwdsbt4fHU4AVuKm/jPaDRjVu4XoWsoiOaOiZQiK5vVhBqLEqbH4smM+hP5G6qxH8+py183tYNahhGAylAcZZ/nC2TEuVU5uVuxgZdKr+zg9ywWokNyZBbWU0/1rg9M09woRXx90j4upHMfFqUP0mRY3TWauVGWZNaI59StZ763csK8mV/LxOjMxuqmxPGWx7eQqXkjMvSxrWUfGmr0sa1DPS7773S8CgjI27McqWaMjqHy26c4YoyXPFRQbuZ0sTW/NobhrEL6Tn8LH73medP9DR2CO2Mz94Hv7ULZ9IaVX2+qi5R1SXA54BPqOqluPrDh4rIwSLShcuL+rEX5whiHpAv5gFpMY8fA2eKyBQvDhIEQwzDMAzDMPYKzANqGLsxz/3H3/K7zzyf5/7jb1PtG+67nAVHnrtDz7V5cIC5M2Zu9zjr7/0aC492HrWND1zJ/CPOBqDUt5ru2el0x1LvfYmXt9S/nu5ZzQXq1/RvYf9Zc7Z7XgEReQ3wRWAB8H8i8gdVfVmr/j6Hc4eIebQTDJlIpJgOFapnckHDym1qtTdZKc6GHY3Du9kq9zMh7A8nyxGnyKy+hwLldUIx89Z5h4GsRzAQvH6x9y/0nT4tXX5lcMSFPYU8ymq1Weyiy/cNXszkuc/zrIal6WmNHNCpU1yh9pHR0dSxwXsaxsgj63nN5rpmy6/kXYdwTGco2eK9mCPVZkGLrkzoWcixbeTjei/u1ni4s5+NevA85IXshb7uOvavcGmPldF+tx3eAsDwllXJkQe/4OLxz8Uw9gJKA77izpSs5kDe928Lr2ehVa3OLMGrGT9uoWobSEXRZL8H/PN6mXF5TyNiJdvwc1yL1GZj72UT8c9a0CHICa+FyPNZr6VEiKpeVKg62s9I/0YAShvWMLTefV+VtmxicLARXjsy6uZVLje8nvW6UvG/20OjylDZf19XoObDgapbKwK8kzED1DB2c7LGJ7DDjU8gMT5LG++he/4x2zzOwqPfTmnDnXQvOI4tq//I/CNg0yPfZd6hOdoWIYQOYPTPQLMBmmd8XnDTtVzyvJY2Y1tU9QfAD8boc2Hm+Q4T82glGGIYhmEYE0FpsM/lcoIz2qIFoFaLeBI9CH2yNk4r87MRMRuH9cbbHEM37pMyUrOKuDnGphRS4bXJaBkl21aKtMTGZFSKJjYy65oudxLngMZjVMtDidFZHupNcjqH1q9ixKvaDvbFSrZlRkYryeOqtyRHq7WQoUG1DqNV97qGRqOw23qSxUFNlbOf5d7jK2+b+NIsZoAahsHw+puSvKmtMT6DYbnpke8yOvgk+x37LjfGguMAOOTFn6K08e6U8dm3/CfMXvIqAHT60wEoPXkL3fs8Z9zn3Vbj08gnUb9NarkV8/vFq9Hhh7fYmds3YavyOsdBU95R8Hw6QtnCRi7o2DmgrTyhMcEjGDyfXR0dqfY8D2jwWnb469nd3e36eO9m8FSWfL+wP3VsKS0akc0nzaPVvlae0Pj1F1t5Tf17X/OXM+Ud9tc4mzsb2utxTlamX/CWRiUFXZ/sres48rdSN4w57bVK46brnm85odnyQJ/fN5o65tl//6sxz2cYhmFsG2aAGobRUrQjGIaxgVra/Bjdc5dSevKWxLCcd+gbeGTzxqbj1/X3se/8Y3lk80YOnTuf0qaHEuMTYPr06Wx+7BrmLn0t/SuWURnePGmElwzDMAxjd2Xz4EDyuECRDr8YVEWShbt6xqe5dTJx0giSF0mOba07FqVXxOkXiXez3HhcL6e9nnkKtzFaT9XvrFVcSGtWkTYOk00OjcWG4lqekSAR2fJjpFVt67Uy5SHn3RzuW8/gmuXu8aYnKW3ZBDgl28TrOVpOiQqFNI1KXRMxoUpNk7Da0aoyNOpeX7nm9kG0+OcZx1rrLsMMUMPYw1lx80UsPunD23z8xoF+5s+clTxfc9cX2P+Z7+G+75/Hka+7zIXkLnxekqPZPXcpv1yznBfv7zyWvYMDrB4tUarX0M0bOWzufABK629m34UnMbDyWg498GXOCJ331FSuZ+/gAD1LX0tpaIBZi0/fjqtgbC1/uvrc5HEho37bVMuz3pymmvUySTHUxewKg4TRM9vx0OZXskXN0Gz9z+wPbx4NRdf8zuWcuqjBA5r1FJbzcj+9qm3wbM6e5cLcR8vpfKI5s2e7/m3yOrdscXmMWQ9onrdzPF7SVnPOvq5iJge04j8LU4uN24c81WCIvNB+G3p15PRPgu9aeFOb8sTakC1/EOdyBbL5WQX/eoIn9OZPP9c/b9xklgZcysBpn3hwzDkYxu7Kmn7/XYKkVKhHE+XwdP+4T55gQSFjUoYyZnU0MWpbE+eM+qbY6KyXoT7i22OjMw7dbUHG6Kx6o7NWHWmo2Ub5mO6QtJKtez2R9kGt0qz4nhlHo1DbyrBTsh3etI7BJ11O59D6VQz2OeN/cGg4pWQ7MuLmVa3Wk5zOaq2Rv1mpRQZoZIyOVhvGaGxk1uuxIvz4fhd3FaaCaxh7ONtqfN66YQ1Ayvh8bEsvtaVONOjI113G0Jrrk5DcYDSW+tdycPdMSn2uekjPjJkc3bOQI6bNSozPNf1b6F54EqXBPmYe+DJKg5udB3SgtzHOxnvomTGT0uZH6J4+k9LGu7fpdWSZLMrBhmEYhmEYkxHzgBrGXkQIpS0NDfDsBfs3Kc/O3XB9ElYblHaDCu2TA33sM3M23bP2o6NvE92zD6DUt5Lu2Qey/LcfYcnzP5qMs/+sOazs28yBs+dS2ng33fOP5eb1qzhp4aKkT/f8Y7hx3UpO3vdQHty0gcPnH8udG9dy3Pz9tum1lbY8Qfecg1OiTYmqnzEusmq4WfIEe4O3KawYJzXQsiISqVXj7Vn7zFfQDaFiWa/b9hDnRs6Y6tRvuzrS1yirJBt7Maf6Y3rmOA/nvJkzANjQ1+97uMWf7qkuJ3RadGwYr3/ArZTXM/VA2xE8nx2ZPNW815XdHx6HHNfQd4T06+yMPATBWxnUcMO1r7ao/5n1mMTUE/Vi1yfpmatmOcbnKOSE+jC46kjrIuwhCqBec+NnP8/glCYBrv57pxKahMj5eqqlkvOevvuqvvbzMoxdyKq+LYkqeB1tqFRDoh6k7b4vo10ScrYlUruOOhQECv6ptIiMSJMJsQUfXhs/bhVqm80cx31P1L0ybK1MrTriH1eoV4aTx61+y5qif0hrH4gUUp7OME4sYFQdcd/vw5vWMbB2BeC8nqF+5+BQI9Q2VrKtVmtUgmJtreGtjL2eo7V0CG45ehz6x8e28ni+6ZldfOeuiRUiMgPUMCYRf/7dxRz03A+13D9t4fPYPDjAlJFHYfqxdM9ayL296zm6xxmhxU53w1waGmDBkedS2vQA+887wuVyzpqdjLN49jz6Vyxj1uLTeWxLL0uf/9HEGA0cOHsupaEB7tWFdPeu56SFi5oM3pP3PZBS7x85vOcoegcHttn4BOiec3Bz28yebR7PMAzDMPZE1vX3UfGGUnYhqGEwau5CXSzcpjQWgQoiSfi8apzf2X5RKdBYTKqmDcw4xDa0JQtN9dZh976PoInxV6uMREZnOVl8cqVUmg0uKRTTarU5IbgxsaFZr1WohRIq5SEqw87AHN3ilWzXr6R/vYs029I3xOCQL9lVriZht5VajXKINtZ07uZYobaj1UZ7qxIrBUmHUMftE40ZoIYxiTjouR9i1e8/xaIT39e0b2hoCBl5nLk9R1GqOE9MadMDHN1zRNJn9pJXJR7LNXd9gTmLT6Vv+U+YvuCF9A0OMnuGO25g5bXMWnw66+75Kvsdcpav8Xlg4vUMdE+fydFapXvG3ES86BerH+elBzwFwHtAj6LUt5qe2Qfs8JqfxvaR5MmNw2EpST1O/8u2NTmgYyrl5u3PP6ax8tt6RT9701XP3OCUc3Jep3W5fM7g+UtEOmru2Iq/E5jh/0cAZne7up77znWf6eBVHPZ13ILHM3hGuyLvZt+Q89aF/NByuZza1jNezDjfs+H53Pq7jKy6b5Inm5MP24pww1sNXmF/zdrlgwX1YiTyzgDFtjmf41PUyLvxDBT8exCUoEMuaKKoOxqVWWhxzYNnNDy/9MzZqXaADu857+py4//15RvGNXfDMIzJiBmghjHJKJc257bL4B9cXubQAN1zD03qfZY2PUD3vIYR2j3/WAZWXsv+z3wPAyuvdUZp/1pmzmp4J2ce+DJ6H/wW+x7zDnofvoqew85kcNV19Mx8GtAwQEtrf0P3fi9g4wNXMv+Is1l56yd56bM/kOw/eV/nMXXhvKvZf/YB436dq/q2sGh2w1i9p3c9x/Sk64g+8ZvW3mDDMAzDmAwEYaGaNoe/V7Wx5NZqYc5J+uSXrurwC4SxwVAAOiSMKSAhlrchbFSgEXZfTHk9R5yXEzLCQmMJDEXe0Ho18XTWKsPJY41reWYEhgotSoaFMNpsCG5c1iko5VbLQ0kob3V0iMqQS5GolAaplNzjUMtzqHcD/QOu7+DQSBKiPzxaSbyesZJtvU4qBDclPDQOr2dy3SXdFmdghH2thON2JWaAGsYkYvNj1/CUUz+Zu6+06XGqI33MWny6M97mH0NpsC9lfALcvmEtJxz4Mkr9ayl2L+KJLZs4eM5+rOjbxALto3vOwZS2rKDn8LMoDWyg57AzWXX7JSw64QLW3fNVuo95B9Co9zm46jrmH+GEjQ6MjM+YgaEhZo7T+AyGZmx8Ak3GJzR+CAzDMAxjMrGqzxud1BuRHwS16kYBlTjio66aMkbT+9w2DqnNGirBOC2IJMcWkaR/hwid3mDtFG2E19ZHxlazzYt2iBRxtTaalE+ploeoRwZoVoEWXBhtMDpTYbZaSz1vZXSGc9XKQ1R9qG1leDAyOgeolHzYbV8vw/0u9zsYmqXh0STXc3BwhOGQM15thNqWq2mjM2mvNdRsK3VNHhcKEGQICpLO8UwM0EK+oRm3A7zjeU574Ks3pWsg7yrMADWMScTcpa9NvI5Zuvc/hXLvnZTW38yihSexom8Ti2fP49drV3DqfouTfics2M8beftx47oqJ/fMo9T7Rxb3HAXMc2PNWZzUCC1tuJ1FJ1xA/4pl7OuNz0BpsI8Zi17SeJ7JEwUXzjvzwJflvp7S4Ga6Z8xNtR3Ts5DSwAa6Zy4Y83oc8RdfAb46Zr+9kXr0Q90qADZZPc65L8iKtCQ/4i3KpKTCbJvCc7MzyZww91g/x/wjcsnmKdX86yu0CAGOBYdC6G34QQ/bIEI03QsJzfYlVwBmT3ePF/oQ3NA3tIcw11n+eVeOwNBT9neRByG8888rVwJQDSVUpkxJ7YdmoaKmkir+bibbDlAoptvqSamaZvGh5JjM9Quht7XkZtXPI7f8SvDYpNs7pNEjtY3PpenPSzZvK/GKhJvTWvrmFKDoxYdqOK+J1EK7u67lWrOgUONa+89PJtQ5uz+vz9fPXcDino7jmgY3DMPYCzAD1DAmGd37vSDXCB3deDuDGx6iZ/Fc1t/7NWbP2IcSx3Hqfosp9d4Hhal0z11KqW81x/QcQGnLE5y878FsefyHzHnKq1M5oKWNd/PnjkM4HOhecAKlzY811fGsloeYPaMhXBRyQGNKmx9Lwnl7Dj+rORw4Mj5LA72JqFDW+AyCSIZhGIYxWbl/k8sdjtVsO0WSxZ6yphd/AolnVDVZgKqpNhbUCo3lOVcfNGexKOof+oH3evpFl6lSQEKobbU0TjXbDFpNeT2rkdBPEP2pVUZSud3JQqhEXs/MglR4XpDOlMc0JSrkw2tr5SGqo97rOTRAddS1V0oDlAfcotRIX2/Lep6QVrgdrdYYLjd7PctVF1YLLqQ2FiEKFARyNZEKkcKCNHs7k2NzQnOLBZlwISIzQA1jEpLnAd3859t5yqmfpLT5EWYufSZKge7p0xlcdR1bVt+dCBd1zz6AzYMDzJ3TMD4BZs+YwTXLH+K1S55K9/xjOdyP+6MVD7NkxmyOyZyv57Azk8chRPeJ33yIg19wcWOe3iDtOfysJE+05Wua2ZMygmNaGZ+lDbe3HG9v5Q9XvhGAgvfwxEgx/ydB80KjgkPKe6QaIU35ZVLaM5YnNPaAdqTGr2Y8dNlyAvGNVDthImguVzI1uh6Jt9CPF27wQnvwfAZBIWh4NoMYUV/J3cSEki7Tp01NPY9Jyrp4b2ZfyYkSLfft7USIWpF4PjNezvh1Z72w4bqWfeJRZ5cX04nuiLoy5XuSayPhBtWNX4gK1AdEG2UdsvuAqPxKzmchIQhg+c+Az+kK4XT1ao76pX9vwzbxjnpRotrIcM55/BzrrTyf2eeN69LRka+qaRjtuHXDmlTcRkdOKaNRGt+DjTJGDcq1WiKsFguuFaSQ/B9nP515obaxYdohwhT/vTGt0OFyPAFqpdahtrGybSAVghvGKFMZdaVMskZniGqgXkussmLH1FyjM87plEyURko1N4TXjvQneZzVkeGU0RnCbkc2P8ngoJtDXE5lZKSSGJuVWrjWpNRrhyuNUNvY6EzCp+txhE3zIkKWzkLa4IwNzSTqJDI043zQrME6EWxPMTbDMPYA7vv+eQDse/RbAOieeyiMrmH69OmUhgaYseglTJ9/SOqYuTNmUtqyIjE+H968kZ+ufJTXLnlqql9poJczFh+W5F+uu6cR7lra8gTgvJOLTrgAgINfcDEDK69N+jz+60ZO6Pwjzqa09jdsfODKlq8lz/h088hXlOxecELLsQzDMAzDMIxdj3lADWOSc+TrLmPV7ZcwpbvHrU5KITHMuqfPZGDltcxd+trUMaXeP9Ldc1TyfJFu4LADc8SKFuyXhMY+/LPzOezln2doaIjp06c7saJNDzBr8emUnvw93fucCJDke5Y2OI9sEn47NED3fi+gu00p0Ps3beBp85pzP8eTD2q0Rorb7p1pnQPaBs3J52t/kuhJ8Hb5HEW/ep4V4QiM5fVsR9azB1CUUJ4kXZYkeD7nRh7QUGZlus8zHO5wIVoNz6jbTvVex/kTozEAACAASURBVJGQ1xkdG7yWQyNupT3kfnb5/YHYAzoebyg0vJ2x1zObJ1prESkXX5uubMkW//5O8V6Jzjbvc8NjHVb+vbd0XK8gHFoIg6WoRzUAsxQyMW3q3yPxfYMHVOvV6Bh3nq5O97pGRtOe1eDlbHhI4/ckI+bSqkK8sddy4zqX313LRJzE0QaafKYan59avZ54OMP/YF3rjbDcKPe5WCgknq+CNM5Vq0vyv19VTf7/OkjnvU/xkS5TCwW6w7zqpdaqtslryXyRRJ5R0YbCLDhPZDXygIb/Y2h4MgtdU3O9m+28nsF7Wi0PUR1x45dL/ZQHnJhTdXSY2oiLNKmODFMedO3D/X30D7j2UmmUkVEfapsJsU3qdubU8hytaaJ8W6sref/+2a/tsWqrZsNrQ9mtjkK+p7OVIu6Fp0/jwmWtIz52FmaAGsZewKITLuDRX7oQ28pof2KAlrasSAkAlTY9RPe8p6aMz8FV1zFj0UtY19/HvrNm87NVj/HyRUs5YYGzFLtn9lDqW81hL/98Uxht97wjkjDe4fU3MW3h8xr7/Bx6Dj8rMWbD2KXBPrqj/NFAnvFpGIZhGHsaN65bmQqNbSWGNlxzlktRxIWe4gzNepTvmTU2s6G2uQJgWics9QzXqhTrrk9XodgIzRVhijRCbaf7hacpAtScAmxro7PpjI0+3mDV2iiVRGHWGXyVkf5UfmcIry0Uu5qMyqQ9x+is1yqJURsr2ZYHtyTqtZXSAFW/2FSvlJMQ3G0xOoOBGYzLSl1T+xs1qqMr0mIdqlV+Zmx0dhaj8NqM8m1ee3bMbakTvSMxA9Qw9hKKnV2s/eOv2OeIkwCSOqAAD/303fQsPTExHoMHdMN9l7PgyHMB2HfWbFb1beHli1ze5u0b1vL0+mNMW/g8V8dz8yNNOZybH7sm8a5OW/g8Nj3yXeYd+oZUn2B8PjnQx+LuWQB0z5idtBsTR9ZzFOfXFIreYyTZH/4WKrhtyd6wtBgrGi+7rt6oYefnnnuW9l6ncPPWWPFvnnsQ2wg3jiGPM5sLCjDde8qmd3iPmVesDR7HsH+a3x97a0OfundBlsvuhqwaeUkh8spFHtFwY5GX4xkTzpG3v5bJMc3mwMa5tYXEK5zx3LTwZqZuunz9wCmZOUSZu74hx8uZtGXzuyp+25z7mczZezzDZ1zq6duheq3afEyLG7YOf1Nepeb7BbGTZg9oECip1+vodnjnDcMw9mTMADWMvYRY/CcpodK/HuoluucfkPZc9hzF8PqbWHDkuSn12rj25gkL9qPU524OewcHmNa5T9M55y59bXKuFTdfxOKTPkyp9z66e45Mj7PpAWYUutlnnisHs/mxazghExZsGIZhGHsaIbQW3CJNLC6T9mI2h4rHjEQKtuGYMEYj/D0tAAZpz1etXk/iMF3feqN/8HoWCklY/dRCkWkFv2BWLDrPJzihoVQtz1ZEXs/Qv16mXnHexfLwlobIkA+RlUKRjuJ0N/diVyIqBrSs35m8vupIQzV3pJ9yyYXaxjU7ayMlahW/oDdSojzo63cODDI45ObgvJ6uT7lcpVp1ryPr9fTNjFYb3s7Q1srr2Yr4fYo9nZAfXttZaO3pzPNuZpviYycCM0ANYy8ihMN27/McALpnLWTNXV9gYO0TPP7rD/CUUz+Z9F1513dZdMJ0uucfS2nj3XTPP7Y5jHb2AZQ23E7PghN4YssmDgZW3/FZDjj+HwAnShRqgy4+6cMMr7+J7uj4ZJx56fzSbE6qsf3c/lWnFNwx1SmyFqZE3sxsPlzwCuVqv4eDxqgD2sojOi7GVjwN3kLVtOeznZeznumbVRmsZUoYdOb8iAevaLjBC7mawZs4NcqnnNXlPZ7+2iQeUb8NNTXD/uFCI9dpWlcIO/Me13K+Ny/U/GyX95n1cObVG23VN1szNOR+duXd/Pnr1pV4ANPe0sTDG13WkFMWvKXlbM5Y25tbT1BiDl7wWgjvC55Q79nu7Go6NNyINuqBhtPm5Y3me0BDe6Geuc5djetcrabHCze0eYjIN4BXAk+q6tMz+y4APg0sUNWNInIK8CPgCd/lGlW9yPc9Dfg8TuT066r6b779YOAqoAe4EzhbVcsiMgX4H+A4oBd4k6oubzlRo4mb168CgkHZXBKlVW5m3Cc2HuNQ23LK+Mz//MRRG9lxQltsxMaRDeH/tjMKu51SKDA1/O9LobXRmXoe6keXyTNA65VSYiQCFDp9FEmXMzq1lSFer6UU2cP/aLU81MgZHR1KwmjLA31URxs5nfWU0enCffv7hxtG5/AoIyMh0qSeqNlWa/lGZaxmO1ptGKOpEFvf1pTfKe0fx+q1HcXGb1FWybazmL/QkHqck/cZfzY6OopceqZLeXr3Vc11j3cWpoJrGHsRc57yau77/nkMrrouadv/me9hzuKnM3X2fpQ2PZS0LzruLXTPPxbAGaEbbuf/Sj2p8YbWXO/qgA4NcPCceQCJ8Vka7GPfY96RGD5AYryu+v2nds4LNAzD2PO5HDgt2ygiBwIvBf6c2fVbVX2G/wvGZxH4EvBy4GnAm0Xkab7/vwOfVdVDgM3Aeb79PGCzb/+s72cYhrHDMQ+oYexlHPm6y4CGd3JozfXs/8z3NPXrX3s3owOrXRht/3q6F5zA6XI3Wx7/Iavv/glHvu4ypu//wkR4KFujM4gInfCOZU1jh5qjxq6nnuPZaepTCx7QsfsmqoQ+J1THkwM6Zl5oZr80fqqy/s1G3bv0nnbyCs1KuWlPRZ53L1aCdFs3xxlTnZczeDOnRd7FkNsZPIDTtSs1RmdGZXdarTN53KoGXPB0tvN41uqhRmn+/mxuaGdn861AQwU37QENr7Mzukb1bO5nMf06A5r0j3JdMzm9jdcdPnvtPKDpz1rwiATPZ/CkFPx11q5G7VsNwi64uYb/i6pXwcw9W3Lts/U+XXsbx3JCUMitVmstc0BV9UYRWZKz67PA+3Aez7F4FvCoqj4OICJXAWeIyAPAC4G3+H5XABcCXwHO8I8BvgdcKiKilqzakt9vWJN8rmv1OBS28bhSr6W8nnniQfH/ykh0uWtaT/5f8jyX4L5fspEZrWo81lQbfQqFpNZxV6HIdP8BnlboYEriDS0gSf3e5nqhJHtyQm0hquNbhRCZoHU6vLdTCsXk/zap8RmPXKtQrzQUWpPw2kjJtjI8mCjZZkWFahWvHj4yzPCA6z84NJLU8iwNjzZEhSrVJIy2rvlqtpV6Q2woDsGt1lqEP+d4H7OeymLs3Yy8nkkd5WJ+eG02TDdX+bZQSH1fJdEaUXuhIBNSp9gMUMPYy+hfsYxZi09n32Pewb1Xnc3RZ17J3Ze/jmPP/T63fP4UnnP+DQDM2vcoBKX34avoOexMHvjx33HEX3yFR3/5GY4+M6rVuegMoHWNTsMwDGP7EJEzgNWqeo80GxfPEZF7gDXAP6nqfcABwMqozyrgRFzY7RbVxEpY5fsSH6OqVRHp8/03ZubyduDtAAcddNCOeYF7AL/fsCZ5HFvkyWKNaiJOVqnXGPaCYbEBmg2dDcZlJTNOMnarUFvV3DJRecQKu0WR5LipxY5kkaxTJDE6pxQKdAQDJlrKa5J/01B6JTI6m0qvRPP3uaTFrhlJuLzWa0kZsFg8rBYbmpGSbcjpLA9sSUJtK6XB5HG9Uk4WUOuVMsMlZ4z2D5SSUNuRkUpidFZqtdyQ2mrNGZvhcRyCm4Ta1luHTkPacIT88No4pLYzE3Y7Vv9WhmZsUBYKklsOqiAFOjrCwlmxZXrBzsQMUMPYy5i1uBESe/SZV3LHf72K4//mJwA85/wbEkOze+FJ3Pf98xKP6aJjX50cEzN/5qxdNHNje8jLaRvvMe1yQSXxfPofsKYc0K0h6/lsHquV6u1YCrd5ZD2fzftb31wEOqNyBW7bmGvwLiRjdOZ7KUKZhc4cr2ZQwc3Wlmx43cafzxkIOaCFVi5S8lRwGyUa4rnnkd0TrmM2JxQaNUJD7mdiXGmzCm3ziYIKrr9G3sNSq+TXtGv3OU6qKzYpP8fXN7/uZyO/M99DClCtpcd9z9X9nC9yZ8sJxXMQ6Qb+FRd+m+UuYLGqDorI6cAPgUPHM+62oqpfA74GcPzxx5t31DCMrWZSG6CtEvDHyz296zmmZ+GY/ULJCsPY09j4wJVMnd3DqtsvYdEJFwBwxF98JdkfjE8gVS90Z7H27i+x37Hv2unnMQzD2INYChwMBO/nIuAuEXmWqq4LnVR1mYh8WUTmA6uBA6MxFvm2XmCOiHR4L2hoJzpmlYh0ALN9/72S2zesTS1s5Xk9y/UaFb9oUa7XGalWksehPQ7NzZIvVNR4XGix0BNpz+SWi3LHNns9O6Man1OKRaZGobadkddT/DJSh0gSJi9adeq34Lb1yAOaF4Kr9Uj5tpqExNdrlWSRqFYdicTC3HiVkX6qo967OTyY6+msDA1QG3VjVEeGqfnrXq3WEoGv0vBoKtQ2CAxV6pqIA9W1sYg5WlWGKw2vZ/CGxiG4kA61bXggm0Nssyq2ed7NzoIkHs2OQjq8NtDkJY1SAcIiWEdHobEoWWx4NLPezVS7FJqO/fm/Hs5pn3iQXcGkNUCjBPyX4EJMbheRH6vq/eMdYzzGJ2DGp7HHMv+Is5tqd04kZnwahmGkUdU/AkmdKxFZDhzvVXD3BdarqorIs3Bu2F5gC3CoV7xdDZwJvMX3+zXwepwS7jk0ckp/7J/f4vdfb/mfhmHsDCatAUqLBHxg3AaoYRg7j77lP2H2kldN9DT2GoIYQ9GXYYmRFrlEbUNvs6vuTWVXskQhneGWtlWYbpsSLkkplWTU8d8fa2YbyHonmsqGRISw1tAnm4cVh91Oz5T9KNfyw6AbAiLNJRSGffmVkZG0QEcIvc0rwxJW0bMhuK1CcvPag4cnhOsmJWOKxaZjGmVr/Gp8Jn8seed9v2nR5yp4XUa9tyiUZWlZfiX+zCRvaAjBDeJDdd+cDiEvRucN5VfCvlrNiQ9prZbaxv8b9UxYcpxzld66OWZLr7gxxv68isj/AqcA80VkFfARVb2sRffXA38nIlVgGDjTG41VEXk3cC0uCuwbPjcU4P3AVSJyMXA3EMa+DLhSRB4FNuGM1r2COzeuBbxHLBE2a5AVGArezeFqlREfQj9Sq6Y8o628msmYmc94npc0G+re2a40VtS/s1Bs6fUM/5+dUki8m0WR5DutQyTVp5h4MUsZD6h/nPV61t3jWnUkVSolzuuMSyUF8aFa2Xk0K0MDjPQ5x3ulNJgIg9VGhxOBoVq1kcdZLleTEPdqtZa0l4ZHKZXceeL6nXVtCLXVlURUaKisqRzQVu9HO69n/LhdKZWg+dNOVCj0KUrs6Symcjc7io32PK9nQcYWIYrZlbmgk9kAbZWAn7C3JtIbxu6AGZ/G/2fvvaNlOapz8W9X94QTbtbVVUQSCgTJJAkJA0bk9MMWBkSwFxaGBT8e8HCARTIPeIAfmIfBPBNs2egRlkE2Julh8TDChB/YgCREkBBC2crh5hPmzHR3/f7o2lW7aqrnzLn3nHvOvbe+tc6a7urq7po50z296/v2txMSEoahtX7JIttPFMsfBfDRhn6XAhiyITcT82dH2nsAzl/icA86LBZsMvplaYPEQVXaOpz9snRBZzGwxkNhwBmT1wLD+dW2PZJzXgJeIBnLvc6IhiaI2kqhm7VsW8sGl8rmXStxnpyUVyOyw67XKIFyxrypOcBM1KCagy6M22w5cAFlVdqAUgupbV2rs5bPlv15OwGky8JO9izM1DUo+3t3YcEGoHutpFYGl0UplosS/UEx1KffLzwjIXa1LSpXn3NQafRM+eX5gbZ9ws9XGv8wRrnZAn7QOY6TrVKifxBQ2gA0CwJQ095u5UGg2SDLbpDjZuzYHqmVvFI4lAPQRbGSifQpLzQhIWEt4N8/9FsAHJMTY3Z0AzMXMkiSEY21LTvMg1Ls5szKQGtC1HAH98qjL5KHZR/6Io6VXVMKhlmCpnIHXWEKJNmI2PF5nR9mY4XjZwzz2VuoGWyZ5yPXJcIyK/bVmA61x6kXEhxLPgQ39h1iPgNm2bR3JHtqXgvzfqftA1JT+RX5fkXeGVyJBn4YtnvkptRK4doz86ClhWspMLpMUViGRVW8HrzPGLNA7qExISEh4XDHoRyANiXgHxCk4DPhUMLcnnswuX68nOj9BdcVTUhISEhI2F9cdf/ddoKjCioGh6VPZP3OXllY2fygcqynZEZLrV2dTrFvk/FQ0ySYhDQeamdZ1GSonWVW7l+XUwmk8kJ221bKMZ0gbxKNJ4UUAZmZ3GmTQofPWeyq/wBQsRsDU3uz6M9Ci7qetgavLlEOjKS26AFs0DS3E4PZmgEtFpxLNakMlWBDAWDXbTdZw6CiqDx5Lcvai6JCf2AMn/qFZUkHZRmt5VlUcVOhsKxKjGEOy6kwJJOZK98oiLc3SW1le8vKaJUvtV1C+yiw7L8uySJY1U63Hu/kNLJWXSM5607gqk89Hw85ceOZix54P3EoB6CXI5KAv9SDfO22G/Cc409Z7rElJBxUOFDBJ4AUfK4hcD21phIVwKhc0AAy32nsNJPmMiGL5X7qSD9eDh86w4dC90DZfI7woZDXJ7JhBpTBD4yyQH2sn9xWmjIsfZMLGpZhaZJaxRCWX7Hs5hilXFzB+nrdkxEyw8rSviCHNiy/Ij+7wnwvOOesufwKl+QRTTYHtN5HB8ynZeerYF0sc97ZqNxPxnApHPP+tMu3Alx5H5nvybK5hJXFz7bfA6D+XskSTfyfKKvKk8zy/0rKa52rbYmeqeUpg8tQXivvJ/JeIhUU5SK5v5nyZbSyrBOXZ2qrzAYrbeUC0Ik8t3LbDm8n5clr+foisw74QWfdz+V9ctCJ/r0oe3UZ2P7s/UJlMPDGz9eTL8Ht235Fbw6DuVrKy34EAEBZPlTa7eLXHm+vnaIobQBaB5ouAB1wYBrW6eTgstLuO1D5ahkOTKULrszp5M/Hfk5SuiraZdApg8pwPxl0toR7bbudLyqvle1hvc8Ywjzzdpv9AhSyzmS93J1ALpazbr2ctdpQrTaU+T6tJA7ZANQUUW5KwB8bKfhMSEhISEhISEhISEhYHhyyASjQnIC/nJidncXU1NRKniIh4ZDFlRc9F2e+/CurPYxDGjaP08yMNzneevsYKdRoF9xwm+ITmg5LG2f8JIZREk0h86mX4ILLYCajyZW2L+r3MUKWMnSwZJaim7dEm2MrYsevwnxSwWb2zTQ+54AWholpt+vcxXwJeZwTnXqfkOkMc0RjmDLnY2ZXNTHcGHYEtiw057yy/Et8OQrTi41RoH2335GwzGfNqOgG51z+Ho/iIFkGGO4jETKfDJePW7+v/sCwuoL1NP8+vOyTd44YRcJS8fPt99jvmWQ9AXedyVqdpdb2ui+1tu0xee2gqnwWU7KbEdaz1JVlOsuqajQbYmRKYaJV3y9aSjlFgsrs/SQjZfPK28KEqKUyK7udytv2HpOLewoznblwbs2JnNRWOQku4K7BVrUXGNSsZ7WwA/35nfXnsbDXmgpJyOuO64nvD3btnvUZ0IJl0Doury3hmQ0VDR+7dL6V3xOP0Yw42HqsqGBJa+fgelnKdKUs17KeWeYxkW3zfx8lrw1zznk5pnqRDt2yT6vdRm6c71WrHWU9886E7UNZjqzVHus5YX9xSAegBwIy+PzRfXfinK3HrOJoEhIOLsjgc+9t38C645+xiqNJSEhISFirYHktIMsxuUii0BqFeRCfLwsnpfVktS6oHJSlDVIHNqCsFg00uZ/rMxx0hgGonOzhiaB25gLNelnIaxuCzlhplVwpL/AEfNltRmTLrbRI2TJILSJv+o7Y7XawAxjUElyZx1mVfRx71p9gpbF3tmcDROle6+VuBsEo9y+F7Bbwg8emdl5uZU5GK6FIGKwJ2W0YsJr40uaAttu5CDr9kimLlVJpcrSV7VJqK6W5eadrTdayzgTyrgs6lcn1lEGnanVs/wOJFIA24O0//jbee/aTlrRPCj4TEvYdKfhcXnz3vY8E4GzVSTW7ezJG5b/VxxDOubocaosf1FXsdFBBG+f3xet/ygc/e7QxiU9vX35ICZgyFbCbTcyoPF4ZvE4Y5rMtHhb4ATFkGPmnnh+KY6wi1//cM2fKGBgKbXLSPEwE9T9ljlIW5GlOtEczoBJh/c/17fqBRTK7ITKRXyZhmU/BvgB+0MBsaMvmgIZHD3I/5XZtjEoC91vL+huWftR3lfOcR7nf2pEED4ehAYjNEaVhpnQJhHVCQkLCIY90S2zAqOBzbnYWk6ssu731B+/GCY97x6qOIeHwwvZf/QO2PPj3V3sYCQkJCQmHCa66/24A9aRFbNKphJPU9gOnWl4eVKXXR0pmw8mmsJana688I6EY09kku23nuZsEEqxnppSdpGopZSexanZT2WUnzVWipJOybKgSzrZKSm3NcocydM0xJlQGqozMXVcgVTuhailQ14WdzKnKwQH/3d/b882DYvJa+b8IJbUMRcJgiIa3ATXrKetwSnmt7BtjPSVj2skzdLtmEpJZz2y8Wp5uYksNyW0BgFQOXRXm89BRV1vV6iDvCKltd9hsqG4fZj25TJXEkLngCiAFoAK37t6BEzZsXrTfYsHn/Xv34Ih16xu3z9z+TUwf97Qlj08iBZ8JBxqHSvBJROcDeBeAhwA4W2t9RbD9AQB+CeBdWusPmrZbAOxFXbaw0FqfZdo3A/hHACcCuAXAC7XWO4mIAHwEwLMBzAF4mdb6J2afCwC83ZzuvVrrT6/E+7Q/WMasUO1DTod1vV3SvlybMcgF9VjHRfJER/z46Yj0LjoKPVxgvmkfdmUNXXElM8ruk1XQh8GOlLJOZs45PA11MUPIh2F+kO2ZHNCQ8QzXY+CHXn5ljMr5dPvWD1PMgPIDWaUD1hoRhrPBPZhzz/y8M2Y+TQ5mQx6nO59wyTU5oKEjp9vF5D1X/joAVCaXrTKOnJz3PAryQbF+Dd+nz+z7D5Op/ue+IFY+pe9JZ11w2SsL116WmDf/00prL6+7KcgEmp1rmwLNMOiUCgJ3/bWci3QgtZWS2pjUtq2UZdQzInuvameZvYoUuVupUxQoW293QmXocIdqTjhNK3u9ESnABKOgfL+fUfcHs30N/kiLys/dlIjVgJYBYggpl+X07KacztARt5W5vM5OPiyxbbdadlkGnXY5cwGoEi64MogklTuvBpXZ399qsGCDzqrSzhFXBJFZZwKtqXX1uToTtqxKGHTaIDVrNaqXjn/MW/GL6955ZfxTXD4kX3CDu+dmxgo+x8Go4HNu+y9W5MK+7muvW/ZjJiQcorgawPMAfK9h+4cAfD3S/iSt9SM4+DR4C4Bvaa1PBfAtsw4AzwJwqvl7FYBPADZgfSeAcwCcDeCdRLRp/95OQkJCQkJCQsLBg8SAGhw1OX1AzjO55Te89cvecTpmZno44WGPwLaHnYtjHvX6fTrug57zUQDAzhu/hE0nP2+/x5mQcKhCa30tAFCk9iIRPRfAzQBmxzzceQCeaJY/DeA7AN5s2j+ja7ruh0S0kYiONn2/qbXeYc73TQDPBPD5fXs3zeDC3HnuMzthvUNgOP8tG4PxHHLB5Vl1Obtej2C8AUcwqpZnuM6z1aNyQ5s2OdfL0lvvRqRJYb6oLAYP+I63ssh7bGxhndGeYOH6BUuu/NqTTcynZDV5ecNULb1qtUz9UXOssP6nZHC4bZOZKR928DUMjzg9Mzr2/ZH/vjrkO3Tm3mfIjPniDORQv2KubjL/t1idWgAgU9NOzviXJm+0DN1vg+++XzuUv8v1Psxi8P+IWQpmKKrKvc/f+eANo95VQgOYuQxNhfhaKbVGrxjYvmwm1K/KoXq/gF/DE4jX51yM6YwxnkB9XU13axZxot22RkITeW6vkYkst9efZD1r9s2xmyzBVaKeZyaWAXd/qQ2H+Jj1a0cpTJnva4t08/Ul26nuP7nl9HjfA4S9PR01D1LkmMjw/xZzrJUIXW1l/c4Y69nKHEuaZ04B027nTmrbygXrqYbcsKUbrXS1zXNl7yWUZfYeI42AdFWiMPcmaTYkXW1bk+uQmeVMONw2SW2zVhcqE79p4t62HO7FS0UKQFcBczuuw+TmBwEAnvru4dKkd1zx4X12GuPgc277Nat+E0k4PHCo5CMT0TTq4PFpAN4YbNYA/pWINIC/1VpfaNq3aa3vMst3A9hmlo8FcJvY/3bT1tQeG8+rULOneMADHrAvbykhISHhoMb9vXqSQcpre0URleCOm78pEQaV40ptGZlSVmo73e16QaeclOIAJvMCSvLltcotN8H2AXkut1JuCwAdlYnJMkJo7Aaglr1zPigpG4ACB9bj5OWPMXJRkWe5WJmUPKfoZKMsz6LImbN5+2YibSDzg052su3krmxKu53b4NJzts2yaLDp533WbaG8llNiVKvtT4wt1KkB5aBv02iyvBUtpdKamo662ubdSZvXqTJnHqeytktLIHVAHI1HIUlwI5BW3/uLvbPDRAoHnwDwgw8+dmj77H23jDzm19506qLnTcFnwoHCWgw+n/rUp+KMM87AGWecAQCnE9HV5u+8Ebu9C8CHtdYzkW2P11o/CrW09rVE9ISwg2E7l16UsgFa6wu11mdprc/aunXrch02ISEhISEhIWFVkRjQCB6+ZdvinQJcveNenLH5yKH2dYsYFj3ujf8OANj+64ux5bQXAwBOe9ZHMH/P9zGx7fH4+cUvxcNe/Flvn+d84Poljy8hYTlwsEi8L7vsMrtMRNcEeZtNOAfAC4joAwA2AqiIqKe1/qjW+g4A0FrfS0RfRp2/+T0A9xDR0Vrru4zE9l5zrDsAHC+OfZxpuwNOssvt39mHt7gouHg3z8ZWgfRWym5VUH7FlWPJvX3ViFIVXFFON0m9IfGDbAAAIABJREFURrrqhduMhNGsxWxpmqS2rj6gvy4RSl+b2qX81BkV1UdmqRs7V3JR+FxIYe3MPUtxg/OFTMeMkIP2Flh+FUhwl2AIxXJAltWyrHeUCdF0p55RZ/Mhlg6G8uRR89dsHOMkgr4U2XvXVWg+FPy3+XvD2yv3GdmyK2Ugo+X/m9mFZWdcjqU+3LAUPQZp3qUrX2Inepl2HayPPHTCInj3T1yafldIV/ul72QbwyjGc5SUton1rMrKk7B3O/V3asPkJNaba2Yib7m6nmOynoxR12Qm+luzISIntyVlZe58zWmtUbAZFknbr8pPl+DlqhDX4NGNY1ku/Ndz63tTWWnrJLtYaS0powUQlekCTqYr+3hMp5LutYL1FJLabqftMaCW6STVKLFlSX5mfhOkvFbJ5VbbmgRRltl70GBur5cS0JpcZ/tbeW27bY2E8u4kWiZ9MGQ9yTKdQmZ7zpuGP9RVRApAF8Gb/v2b+MBjfdOgu/fsxlHrN3htseBzKeDgkzGx7fGYu+u7Q8FnQsJq4mAIPvcVWuvf4mUieheAGa31R4loCoDSWu81y08H8G7T9RIAFwB4v3n9qmh/HRFdjDqw3W2C1G8A+B/CeOjpAN66wm8tISEh4aDAO6/47lBeJQDMVgMrp2wKLiVCuey+5HUOBoUXdE5N1EHThslJTLHsttX2HG6VyNe070GURFFBHqc8ZywIlftmStnJnJZSaHO9WSKUJtjU2nrj+vV5h3L0YfsdaLzhKV2bX1mPbtjlVgaXUka7FCiCDTRbSspr3fJEp4Vu15TIEQGolN36btYqKrFVrc5QLqcfgOa2JrfM9SwHfRQLLpfdlkYRQWrWnfCCTl7OxDKpzJZOkXmeay3olEgB6CIIg08AQ8HnUrB3dnZRVpQxefS5+3yehISEOIjodwH8NYCtAP6FiH6qtX7GiF22AfiyMS3KAXxOa/1/zbb3A/gnInoFgFsBvNC0X4q6BMsNqMuw/CEAaK13ENF7AFxu+r2bDYmWC1/505MBuFpk1RgPa03g0hT8IypNXphNslbxhoWyM648m57xz8w4Dzqmzwi2NHw7TSVOeF22x3K4JHg7s35Tucuf4Yc5k15kHzC5T9fk2kiuQTXWmfExEPlsDGYri8J/YGwquyIfXpnxZJYm1keC+wOwOWzdzH88CNlhWW6GWWD+rMNvHH8K9qFc9zE+/NImNmcNQFn0vJ7alpTIvF05D6roC/a0GD0Gxex/pFTBMANaIzQlSkhISEiIIwWgK4QYSwo4Se6PP/4MnP2ab6zoGL70JyfheR++eUXPkZAAANd88RU4/fmfXO1hjAWt9ZcBfHmRPu8SyzcBeHhDv+0AnhJp1wBe27DPRQAuGn/ECQkJCYce3nnFd+1y0+SQz0yOf+yl1u2syvh2Zj03T097UttxWM/YcqWrqNS05cn9pUzXHbO2EnK1douI5UBbOE3nJCdvRH1my4aKdmCRNIn9wxue0vXls+ZUbeW7RQORScaGeTzZTzrlxljPiRZhoj3aybbdannyWr9WpzMYYomtarU9MyGGrMEp2VCZ/lL2arOhojdnJ3FJZci7tdR2FOtpj6kkw9rC8Y85uMRUKQBdZlx1/9145BFHecHn3MxuTE679Znbv7mk4HPPrZdi/QnPHmrfddNXsPGBz23cLwWfCQcKB0vweTigMiwQ54CyRCgsVaFFyQ/7A9iQXxgrb2GPY85nj8HMJ9mOPDK385hSKs7z0g05m37fpbUDjtUbBC6anM/ZyvyHwvrVMJ/mIYBfuXC8LDESlmyBzVvzX7mkRL9wnzM/BHPZlcVYNXbiBIBp89DcxHiG7R4Dah6s+f3y9ynMtWtHvivhR+3cK4McWBKPHtpnMRtZ8NL0K5xHWNN30B4pa3uvWu+126og95MCxlfmazGyphzowYJ/3oYC74c7ZE6nlNEupkxg8Pe2qQzKUsumVGVllQayfb0pXySDzqlW2+aES8faoWuczyPuWf2wzBWXW1HKBpp8XLcvl5NxuegZRH61OC8BniNuFHz96kLkUVfw3HHHLYW0BLzhKd2htlYQUdqUbfORNeXoVxrgf1Olxf1FuWO2c5cD2m3VeZ2ACTqNIkQ62SpFVmqb51k0AM3ylr0PyFxOyjKXy6kyKHMPVuLeYX0UBgs2v7PozaEyy5T5QSfnfeadCbSm1tljx4JOIoUHPPbt0c/qYEBKkR8TZ378QyO3/3LHfQCARx5x1NA2GXwCwPRxw7LeUYgFnwBGBp8JCQkJCQkJCQkJCQlrDYkBHRNXvuZPo+0XXfdTvPxBj8BDNx+4MgnSGffXX/8jnPasj0T73fzdt+Okc997wMaVcHjg/ms/iyMe8tLVHkZCA/r9ehZbdfz5RSv/MWybl8/JDrnKtHHOZ+CGK8GzsJz7WZV1Mfispfmg9UvUw5YRzIGS8tors6/M4wxzPZ0vpJ9/OI77rWP3/HZZv8+O1Eri6r4smbOMITvdBsyEHFMT5ov6s+uLfE/LsLCrpp1dD9nLehzMegLO/ZaxmLyxKxjQ6ZafNxp+NlnEwbPpPJwbmltZ4FJyQIPcz7JmPquyeV/O9WRG1K0z6+/2jbH6gGMvNEvrKvfZVIHJiHWHZhYkYFXPfftVjWM9VHD33Aze99Mf4K2PeJzX/r6f/gBA/DoMMcoBVmIpktqwPSaxjZkdbdu0EUeYVKmQ9Yyh0tpe86Wu/PqjkeMrYSrkvTetMS+uf1YYtBVQc5/1/aRtjtMihZa4rkbmm0u3W92HJ8eVShVzXc7d+yNMHnlO8/EWwR89sb7/KPJrezojJtdX/ut5MQ/ei2Q9S3v/jTvZtjK/fmfbMKC5qOvZxHqGpkLSEEiaCfkMqJPY8n0gNBni16LnzIaaWE9X77Pj5L25O/9aLHu3r0gB6D7i5V//Ii561vPx8gc9Yr+P9R8feSJ+84++M3Z/6YzbFHwCwOSmVLw+YfmRgs+EhISEBAkOOJcDSymPMkpeu1j/6W4Xm9bVZSw2TdYBwXSrbcubyPzLcCKmFJMNTaVgvJxQua8nzxWTTtbhNrPL3ayFCTsh5pxtFcRkGzQK7R8jI0JmA80CDcWs/PJGxuCLxixn/Z7n1J/ZoNRWPluU8ZzNOq/VrcvAdDFIRXsrM2VPVB14Ar6ktt1qeYGmk9QqG3S227kNNPM883I6ZUDZJK/lVJVaGjuc78klzsrePEoTdFb9vgs6W21kYlm643IQK6W+J/7Wf1/8QzoIkQLQfcRFz3r+sh1rKcHnUnD7FZdi28NetSLHTkhIWFu48A+2AAAmJ+ofsL6qWbVu1Yr2H1X/kH9ALRsUYU1dZ98Fd8gNd5x0uCDfzz1YLR02b9QeY/hhytW09GsJcu4nM3etSC4ft3FfZkiiNS7HxCDycMxg5rOJAWW2U7KeMqdTHpdZmPBV5nOG73mYAXUPxuHxuW8W5KO1mDWVzAsjzBHm/FD+TnC+WmXYg4aHfYmwHEHRn60PYVh6wM+B9vblh0tT8xNuF/ugyPlb9j/Bn1/8UlsyiOgiAM8BcK/W+oxg2xsAfBDAVq31/VTbc38Etev2HICXaa1/YvpeAICTxN6rtf60aT8TwKcATKB27P4jrbUmos0A/hHAiQBuAfBCrfXO5XlXCQkJCQ4pAF0m/PPN1+IFJz3kgJzrkjeegqNPOQ2PfvWlI/sdd1Y8dzQhYSWwe2YGG6anV3sYCQkJCQc7PgXgowA+IxuJ6HjUtYP/UzQ/C8Cp5u8cAJ8AcI4JJt8J4CzU8zFXEtElJqD8BIBXAvgR6gD0mQC+DuAtAL6ltX4/Eb3FrL955EiFtFJOVnhS1MikQaYoakQ0LtM5jrxWLtvJljy3rOeGyUlrMuQmkkhMTPkTbou+JzGRVkttuZ3cWAAM4I7bslLbzMr5J/IcU3nbtrPsVk5uVYA1NcuI7CQP1wbNSZgKhWONGRKVPQwW9gCoJ2wmtg29PQDA5/7LcQCAmdl5GCNZKCIMSvnZmDFKoyAhx82VMwpS5MyH5DFk7U8+Rp6Jz8tjPfOA9XSOtZw6kefKmgq12znyTj1hJw1+8u6kJ6/lySiPmRQMqM+Y5qj6tRkZT1AVC3O2b2fjFk/SK43KYuZ/D3zS+4baDjWkAHSZMG7wOXfvj9Db/Z/YfOr5+3yu3/ngDQCAnTd+CZtOfl5jP571TUhYady/dw+OWLd+tYdxWKMojGvioH7ocDUJfQbL1u0UbKZlPJdwPlf/s6aIyLzyet5m59HAFXck4iOIOdnyQ8m+lDltymtk9q+1SN4X4HI/c37YWQL3yQ+vnPPFLpkyB5QfWJn57JoHZQY/ZMUcb8P6nyGYIeV9ZM3PMJgYBKx36JIr+/L7aht2lHO52jb3U0oCGeGDvPL7FLvMSZpzP5vcb+0ZzL4xBt8+TDLbr/x1rw6oYU2ZCXWO0qXXvr/QWn+PiE6MbPowgDcB+KpoOw/AZ0zppx8S0UYiOhrAEwF8k+sME9E3ATyTiL4DYL3W+oem/TMAnos6AD3P7AcAnwbwHSwWgC4CGaiFAedKyGv7xTCzvWFy0pZTme52MdHm2r3ue1/afHA5diGVLePBqMzpzJT28sb5us5EUAu4YLeb51ZeO9VqiwC0JXLKgcKMLSflnVfZHFAnb6VGF9zCvXIt3aqHalArC/rzu9Cf2w4AGMzvxBaz248//gybuziYm8H0VP05FkVpf3OyXh8Trfq8g0ojN5dqIS5tRUIym7tAsqoqDCrf2Vcpd39vZZknl40FnXmeeW7C0slW9uGg05e9dgIJrAsoGaFMlreRylAZB+zB7F4UC3VpFVk/u6kki8SoVLpDGckFdxnw51d9f+y+k0eeMzL4vOpT40t7Ofi8/l/fEN2+585fj32shIT9QQo+ExISElYORHQegDu01j8LNh0L4DaxfrtpG9V+e6QdALZpre8yy3cDiPJgRPQqIrqCiK6Y3blrX95OQkLCYY7EgC4D/uyRj1+2Yz3yZV8capvbeT0mN53auM+pT//LaPuRpy3fuBISEtY2rPst10Nr+fUjtTG7sI63I3JAmxDWTqzbTD5c2fLWdWVyEmPTnDxb3VD4nCfOR9X/tAXZGwwzwlzQcSDNPoC4OyezHVayF3G/bRpLOFZmF0N2BXBsKEvRpgN5+2S3nlnfbNpbreGf85ANYuZzosU5rlyP0M3Ih2wmw7LCkc8k7MvsTUs4dgIANNfLjOVxBt8Jrvtp3G+1Hv6MwnxQK58LHJrDGrgxuNxPw25EauNm6HjH4bNLs5KVABFNAngbavntAYHJCY1ePlrrCwFcCADHPfTBmr8zVeS7U1a60ZlW1uAcxXaO6t8ktZ1otwPW00ha88wqHkqtrZlQTF4bMrbR+4EiUciyQhNPb1nPLMf6tqstKh23ZS52Cf5M47WFc8G8KtCQAoN9xAHU7rZWajsHqmqmbtDbY2W3CzP3ore7nnuY33EvrryoLvNHKnM1MFttTE52zFvV9reGfQcAoChLzM3V1/l8v7AOtnkGTHSMMiJ377MoSuTMgErDIHajVcr+ltXmQca9NmBG7fsWEtxWu21dZeX7yFodayoUymtVhKWUfbJW217/C3t3oezVn2UpagEzQ+oZFiXWcwgpAD0IMCr4lLjhsjfhlKd+wK5vefDvr9SQEhISEhISEg4MTgZwEoCfGYnlcQB+QkRnA7gDwPGi73Gm7Q44OS23f8e0HxfpDwD3ENHRWuu7jIz33sUGVkGjVxReTuc48lpel6/AcMA5znEY7Ty3gebURNeTmnP/ep6uHDpvU6kiCWne1RZBTyUCcDYUU0Q2oJzKW5gygc1U3rYGZqEEeJ4lraTsvgpkyxdlRFbWTnCBaUZkl1nuTroAyjkzwJ418ULVw6BXB52D+Z1YMLLbhb33Yn5H/e8ezO2146IscxMvXTeBoxTZALAoKlvSqqq0DUh7Cy4cb7dyz0CNJ0yrdmXls0pY4tpAM1dot1p22bW7AJRU7oLkLIvKaynLrKy+lsM6aaz3XoUE15VeEQHzwjwGs3vtspXbiv+lUsNB50N+5xNI8JEkuAcZfvrZFw61/eCDjwUAL/hMSEhISEhIOPihtf6F1vpIrfWJWusTUctmH6W1vhvAJQD+gGo8BsBuI6P9BoCnE9EmItqEmj39htm2h4geYxx0/wAup/QSABeY5Qvg55omJCQkLBsSA3qQ4L5rPoWtp78Mj3jpPw1te9wb/30VRpSQkLCWMGAjlL6Rpk6YWfnKfw2NU+rleEkKNifKsuGZYLuvmfkepzxGM3z55aji9YuZ/YwzCluWhEuKBCVVYuVXGKEUdVQdu7AUDK+zZLFnPvdBxISIscHUJ+Tz9Yu679YNdd71+ql6+3x/WPwXll/hUi1ThlFgKWI78n+VZid1X5YeO/miPU9QfiVveEUV+Z5Zk6rAfMgapYxvPmRL/wTbtTHGkv0tY2EcKyk0H7L9hj8b6YIZ63Pmy7/SOOZxQESfR81eHkFEtwN4p9b6kw3dL0VdguUG1GVY/hAAtNY7iOg9AC43/d7NhkQAXgNXhuXr5g8A3g/gn4joFQBuBTA84x3gmMl1+O9nnYu3/vBbS2I9Jaqy8uS1TdJciVIwpVaimedeCSLHevrfO3ldhNdICOme6x/Dsb3MqGZK2WtrqtW2UtuJLEc352vOSWcHVemZ5/D9p51lVsaeE9k7noI0HlLIzH2zozJ0mfkUBkOS9eTrqezPWIPKoj+L0iwP5vba3wTpDCtLC+XdCZST9fWSz+1F3qnl8cVCD0Xhri1mN9evm4h+pkVRWXOgqqo811oAUKRcKomU3ebKk8JSjNFstz0GMta/NhKSLrTufytZTympZ1Z4MDeDcuDuSXzeGE5/ftMlmwCkAHTNYW7HtZjcPOyou/X0lx34wSQkJCQkJCQcUGitX7LI9hPFsgbw2oZ+FwG4KNJ+BYAzIu3bATxlicMF0CyX5XWg2b12aN9yOOgMA1EbGLbiQScGhSzhCpWNFvxJeW1sORyLDGpZ9rup28X6lsvvlG7anOedEbmxK+XllLOjdk4UzS1XcPnUHaUwYY7fIfjBJr/ycjmHqm+Cxf4sqqJur8qBnZShLEfG+ZLBhIoMxLh/a3Ia/b27AQD9mV1QJkALXde9kigmqCyKygassj9vl/Ja1ep45UtcENmx+Z1KONPKQHOUpLYpXzv2Xgdze1GYXM96nPF9z3jhp6LtCXGkAHSNIQw+7/n5hdj2sFd5bXN7t2Ny3RY04ebvvh3bf/0znPXK/7MiY0xISFgbeM9zJu2y+b1GK6t/0IvS/4G3r+Xihiwh5My4beOcH1seY8o7LpvG2MenqOFQkwmRjr4CviGHPELImsbMidhchBlHZh/YfChkN2NlWLht/KIr4vyVf35+KGVWczAYZggnTEkVfuDlh93NI2ruygd+wLE3U9Z8qLnMjDNgqV9buV+yopu1hvYJwQ/NHcNIki27wqYoEVaLvx/WLMWYD5ULZpfh721oTBSaD3FJoJiBkR1ryHhWvpGR97AZPHhahQA/5K6QCVFCQkLCoYYUgK4g7t9bJ3rvT4mKoeDzru9i8uhzR+5z0rnvxUmjuyQkJCQkJCQkLAtCFpMnP5qYzn5RWKZzX8yAMsFoxpx1JXMppbbhcZgZDfvH3p8ET+pMdzrO1TZvWalt7bBrxkLkTW6xjL2btaz8PQN5cn4pfW9HWM8JlSPjiZ2y5zOf/GoZ0B5Ky3r2xQRN304kSuZQV6VnrhMz4ykHfeTdegJUtd2+xcI8stw5SMf2zcoSLSFjZcY1k4ZADfJa7pN3Jv36nW3nRM3nIuXOLyeHqMF9XaIqB1ZqK9NVwkmmJLPdd6QAdAWx1MDz7p/9DQbzO3H8Y97a2CcMPvfOzmLd1FS073ff+0ic+/arljSGhISEgweyTAA/sHDZFct4WndCLseyOPNpGc8GC/n6gOY4DYxYmI/nI3gAsA8Els8MetPQciXKFHjDGlF4pbR5jX7uY1lxIfnmBxNbbH6Rhxd5dueO6Z/fMp9B7meTs6d8nTalJbqdttdPjj08ji2/IvLQ5HuRMr9BMLb1qn6wC/NEw9IrgMth65jjchkWaPOwqWO5xsHnyX354TmAx2ZWw8x83ewzn7weg83n5ONb+Z5fjiV2Ht6H+zblUh8OKKvKup6GeZx2uUGCOw7GlcbKZe4jl+W+Khs+TqZUNBdb7tfOc0x36utifbtjv+f9qkQ5qK/xdpYJ1UBunW9bKvNyr/nKq6AB7fKsWWrbIsKEMtdvJnI9dT8ebIrcadL1974s+14+dDmo+2hdQZn7N3VUYx4/B2zy+5+1B540lpcHszPR3xhSWWP7yDxrlSEzgW7embDnybqTNtBUuZDdkoLKxL0xEngOvU+h2okpLSjLrDICAB76uxcOjTdh6UgB6BrCUQ9/9dh97736kzjyjFc0Bp8AUvCZkJCQkJCQkJCQkLCmkALQNYbZO/8NuioxfdzTRvY78oxX2OW53bdhIduI//zqq/Dw3/+8bY/ljyYkJBw6kOzfEBNo2IDQ7IHZzUqwNdIFcFyMyquLQzANzCIGzKdzjW0GMVs3wil3MVjZGx+rIedTriuK9xnlyhvmsDKryDmg7ILb5NYJwKtlCLgcUH6NgXNJWV7I7retBoa3ijjaMlg6GDoDy37SSEWepx3mdTIkAzHkfmtcaQ17E/6X/RzQ+jjMbLDMkPtUEfdbd9oGht6QpTb3c4TLpZQM1n2b/yeHOj7+5N/GC7/8DwCG5bUxhl+ykk0IWU+JmJNtbP/YcVqt4ftdrCZpyHo6NULmsZ5KfP/ZUXsiy23tz5bK7LUh7x8eMwuy0twOKXSs1DazstsW6aizLaq+UA44tYHLx6+cW3lVCllsC1qwgk3SVCnNtW1ZG1le31dU7pxn884kysHCUP/wePybEzP0kdJdyjIr9c07E1C5ybeWTKfK7NhV1rasbhO0rsQ9og/Nb7uMj/e0Z31k5PES9g0pAD1AmNt1M9A6Eih2YHLD8cPbd14PDHZg0NuDztQRYx/3xx9/Bs5+zTcwCWCTCD6BOn90x/VfwOZTz8dVn3o+HvmyL+7v20hISEhISEhIGMLMfB0QhfmgTVisBEq4vyczjzjltvM8mssZllCJmX3JXFA56SMD13buJmN4EqsrAk1ZbqWtlDdpY829tJuoyZUS+Z0ZWlwWSmXo8IRTmOspJeo22Ow3yNvN5spJS2VwprKWc8FtmJAJJ3xkkMpBrWp1kbXqYLRYmLUlS4revHd8K9ltxyd1pJmXzN20MmERXBJlXiDNwShlLS/9w06UVqWdkKrKvqv8pTNo8V3i93TSue+NjjFh+bBiASgRvQvAKwHcZ5reprW+1Gx7K4BXoC6e9Hqt9TdM+zMBfARABuDvtdbvN+0nAbgYwBYAVwJ4qda6T0QdAJ8BcCaA7QBepLW+ZdQ5VgNzu24FqA3074y7/wEAFPbcdVWjDJfrgN6+exeO27DRtp/9mtFva/Op5wNACj4TEg4hvO3ptf18HnlmCBkshqsDeoDz1MYwfGDw3VEH7yFWa9Mxj5xnGbjgRj4GzodlFsIagwT35abPMD5mLYcRHUPBebnmPH1mPK0L7jBDJPPX5Dozn7zO9T9j7Cn37QYP4FnA5soH5fmifkiz+aK2ZERzTq/N/bQPzfy5mjHZV35/kd9Bfpg2DI9zV/Yxqt7skOttJJ8rhGV3rOmKefA1OV9ZLP/ZQAWM50N+5xONfRMSEhISHFaaAf2w1vqDsoGIHgrgxQBOB3AMgMuI6DSz+WMAngbgdgCXE9ElWutfAvgLc6yLiehvUAeWnzCvO7XWpxDRi02/FzWdQy9dM7YsmNx4wuJ9Np2MyU0nY+6+yzG59dFD27kOqAw+b9u9E8dv2DTU966rPoajH1mXBbv1B+/GCY97xz6OPCEhISEhISFhccz0nHHUuG62sb6yPWQvbZ8sLq+NLTcdX5oQNbGeE21XuoiNhKbytie1laynEhNuPJGVEdlJn06WoSvkuG1rNuSMh7rC7dYzG9KFYD0rjE5W8NMkmDnUKgMZtrDxkbgq3URPtrhrrNYVqnbtR6LyPZYNLSfd90Gymk0SWR4XkRKmQo4BVZlvNsT9PQY0TBUY1PU7y/5s4/iPe/QbRr6/hJXBakhwzwNwsdZ6AcDNRHQDgLPNthu01jcBABFdDOA8IroWwJMB/J7p82kA70IdgJ5nlgHgnwF8lOoEoaZz/McKvzcPi9XrnNt+DSa3nO61xYLPJsjgk6W2AGzwCSAFnwkJhxmYdRuq/xm44y4F1hF0BAsWOiVaZslqneRDTOB6u8gDzqg8S4bNHw3Yy2j5BVHioH6txzoYwZQthpgrL7dZ99ugDqitBzqCAWVwPdBY/hrgan4CziF383T9UMgPzjyO0jx4TgiXTkbP/N+mAsdcBksJJSM6afbnh2mb+6kXzGvAzno5oPwGuGREzYCyUyc/fHryuQDDNWkRXZff3/AbpyvzGZjSCzIHLQTnrTVJCQ9XfO/l9bPH4/7+r732pmBUsvuxXM9w2faJBI5hf8AvycLbWq08GqRKt+kJWy9XWSWALLHSzXIrwW0rJa4rba8tmfc5keU2v7NFytYylkFnW5FbJuVq51ZCXqsLuKAz/Ez5vRsmH9reE1XWiuZxeq6v4pqkfPT92PYTx+TrU2VtlCYYrcpBNMiV8lnvHchAs0Fqy/JaKc1VWRta/EYQ34tFyRmoDDBjTN4oawPja6P2Da8jop8T0UVExNHSsQBuE31uN21N7VsA7NLa/oJxu3css3236d90rAMKDj7nZnbGtwfB51Lwo/vu9NY5+Nz+64sb99lx/Rf2+XwJCQkJCQkJCQkJCQn7i/1iQInoMgBHRTb9GWqG8j2oJ6bfA+AvAbx8f8633CCiVwF4FQA84AEPWLHzTE4Py2T3F+dsPSbavuUaNWFGAAAgAElEQVS0Fzfuw0EqEGdfExISDg5YllOwbaVlOuuZYHa/da++K643E95QvzDmUBjCGj4EffUYrGWIkL1055B1QGsMzCy3DpIvx+F3OeeRGYr+/jCfI+qQ8pKt91n6r/w/i5mihGhyvY2xSxsma9fI9QFDFzK82yZqpmK6NSyJC52C+bU0b6ojmEF27GwJlgcAEOYbx/I3g7qf1aBmQEOGJMzrBJrdb63j54h80RgjBIjvfIM7Z/3qKwLUiDzRwxF1jc/4lZip4Zq7IRPZyIJmw31GGRhJWa0S+0q2k5dZUivrd0p5razlKXPE+1Xl5VKzqqCtMo/1ZIOhnJTNlW4LBjQnyeABPsMZe48KvpIkZqxk7hmZvDZK8Z1v+cynUKJEnW9VFq3vrLU0+OkiMwyorsrodWsGJ85r7jVGupvlXb+Wpzi/5vNTXv/B3GdFfjnzVUQZNpz420PHSVgb2K8AVGv91HH6EdHfAfiaWb0DgLSBPc60oaF9O4CNRJQbllP252PdTkQ5gA2m/6hzyPFfCOBCADjrrLP23dN/jWBu5/WY3HTqWH0nt5yegtCEhISEhISEZcWgKKG8IDIedDblXcr8Ttm/KdiMtctyK+0898oX8eRKSymx7Cal2NW2m+WeBJ0njtpZ5gWdk5wDSsq25yLobCuFDolzcskQMd7h6TqRnqBFmwm67MQNgFiwqr20hgrgyRNdIRJD+pCB6FD5LDmuwh4zy4zcuSps0BkrmQQMB7ocbGoyE2GUR1M2tAg6ZQAKVFa6n55pDx6smASXiI4Wq78L4GqzfAmAFxNRx7jbngrgxwAuB3AqEZ1ERG3UJkKX6NoO8dsAXmD2vwDAV8WxLjDLLwDwb6Z/0zkOStx79SfH6jdu8Gn7bzkd22f27suQEhISEhISEhISEhISloyVNCH6ABE9AvXczS0A/l8A0FpfQ0T/BOCXqDUDr2V3WiJ6HYBvoC7DcpHW+hpzrDcDuJiI3gvgKgAckX0SwGeNydAO1EHryHMcjDjyjFcs2mdu542Y3HTyko+9ZXrdvgwpISFhFcESMFWJefNgOpElt9aESPvrWhTdHlWmogkxKZbXTsp/HTnfydviQpRRe1ZNZVgCAyAA1qEyW8T0aCmoRkiAmTFh6Sv/D3pG8hwzH2KEEkNmi5jJCesssvEQAKzv1NJbfp+hxHh9q96+sTNh+rnv0bQhIZgR4s8vD8qxTHgSXOPwySwPcWmapZRfqWW0LKe1ZiOGDXMlVoaZFN7mjukzME1ywrCtPl8WrOdD+2RB+ZVUM9DHla/5Uzzmwo8AaGY6ed22R1xtZZ+wf+yaaee5vQ481rPVsvLwmr000lil7LKV4KrMlWcicucksu3TrbYnqeXrJ5TU8nVRGw8Ns54SGu7qUIgxotyRr6m+uK5UXeoPAEh8LjEJ+hBb3DAie/+WYULQ11qzVG5ZVSDzTig8f+yYlNfMpjw+CaYXyv8N4XbVtcsDrTHI6nNNxt9NwhrEigWgWuuXjtj25wD+PNJ+KYBLI+03wTnlyvYegPPD9lHnOFSxL8FnQkJCQkJCQsJyY7pr8vka5LW8HvYJ0dRua9x22nZZOtgqIi+P2QsqRdDZVr4ENxP7hTmd1r1WKeQQy6a9Q65PRmTdu5WY4JEhWaW1N4HF/TMiPzfayEs9ULsh2JQO06F8tj5LdFJwaFJOTiDG/geVO6fnzot44CuDSk8+q4bPHWy3DucA+ubYC1WJgXHZLrTGwExIHBEZacLaxGqUYUkYgV03fQUbH/jcJe1zw2VvwilP/cAKjSghIWGt4A1PqR/q1Ah/H1eGpf5B7huDGzYfYga0HLgcImZDm5jQsLRKbFvTesMBF+8D90A2ThkWRpORkURYWoRRhiVcPPbU79t0FsnMDJkP8f8kKL/Cr6NKSqjMX5/v971+bDwEwJaOsOMw5z+iW/c5eqpWvqwzTN5e8V3oZn75FT7+OtOeB6ZEgPv/dHnMtlZh4b9GGVBjPtTfA8CVX8lFKQcAqEw9P4mw/EpTORbGqO9v0/dYGgzZtjxuCJWQkJCQMB5SALqKmNt9GyY3HO+1LTX4BJCCz4SEhISEhIQ1g+mJrl3eH6aTJ2VardyTodvlQF5rj0fKMo8h68msZktlQyZE0602MrC8ljx5bSZMhbyancQTZfHJMsl0Nvkyt0kh44macs6fxFE84REYC0nWMzqnFpG0euxiEwQrOSTBZdazii83jsGdt4SbKKyg7Z5au3SKwkzSlbqwn51kOhd0hcK8/0JrFA21ZhPWLlIAegDw6et/jgtOfZhdn5vZicnpTZjccDxm7/w33Pz9z+CMF35qn449d9d3MXn0ucs00oSEhLWMvnk+aZs7d6zSAbcxe8dM6KgyLNUiOaCjykxwHh7n7LnjjpH72cCE8gOdHoPNtIxv0M57lkIOFrJ6sTyyxWBZ0WDfkD2tx1b34RxQfuXzMospy0IwZnq9obYYZJ5biKHcT1OWhZlQfljuiTI8W01eKLO1nOs5xXLGyP+zNJ++K78SMKDeg6pYB6y8sOjPRt9fE5sJAKVhRe13jnNtw5xQA8lyLsb283de7sPMZ5bXwdVBbC2x4vjK+bU/5Eu++vnGnE6GvA4n2m3rXisDzXaeR91rw0DTnod8h1tbWiXPxXLLy+UE6jiOXWozItveIoU2u/mSEnc3P/KTgaYWQZZEJoLXjKW2ZU9cLxBBZxdxeeu+BZ0aKlrgRbYVurLrZVWJ35nKKkEUCJk9vtt36D5sPoOi0qhg1Aza3TMqDRtI2t8s+G2FaS+hMV/Ux+iVhVV2yH3/+eZr8YKTHhL7YBLWGFbMBTcBeOsPvwUAXvAJ+HVBp4558j4HnwBS8JmQkJCQkJCQkJCQcNAgMaAriPc95ilDbbfu3oETNmxeluPf+ZP/hWMe9fplOVZCQsLaBxd3L0o2wHDb7Cx10CdkPmMuuAxuYyfQIUfQEbmbi+Z+jsz75Hlzf0rfStukiYeVaYVHiLMNEqH7Lc+ah6+uf3Pu6XC+aDXUziwit/GMPTOOzPxMGbniOIws92Emic1eVGSstq/ZxgxoNiKnlvtuMHmkE+b/2rFuoMP/x4FxY2Y2adj9FkG7YzXL/kz9GrjfMlyB+2FWk1lTzv1sYiTHyUsOGc9Ybih///k8mclTTWhGO889xYGU43Jeczv35bXM5rekgZGQ0SohjZXfR2kq1M0cY9rNcpsX3RKsZkZkzYT8+p3s+CzOKd6TZD1DCalz5Xb3IgWyudMTKgPx97+Y86WuimXLodRWMKPepRsxCorIXAtocW+pvHunHK8W99BCyGHlnY5Pn5MzXwqP43025jg6HA8v68qeqxA58tYpvCydckRrq+oYlOWQwgOAlegmrH2kAPQA4K+u/hH++IxzAGDZgk8AKfhMSEhISEhIWLPoFwXWT9WS7ykRaNZlUjjQzBodaxky0MyI0Mq4HFBu+9fy2vqYnUy41gqZbg7ycjlZUh6T1wLDwSZQB1BSXluISTEpUbWTN6Ss2RYqMZGSr4c2ZyvExFVO5J01VgqlhJOpVnATYIU5fhk47LpUBRcU1n2G271gURxHBtItpexn45/HBaxVQ0BeVJUNHntlgXljwsZB5+yg7wLQBql8WVVe6gBPzrKhW8LaR5LgHgBw8Pkbf/V+r/3GXdv3+ZhzO6/frzElJByuIKLziegaIqqI6CzRfiIRzRPRT83f34htZxLRL4joBiL6X2SoOSLaTETfJKLrzesm006m3w1E9HMiepQ41gWm//VEdME4Y771Vz/Bqx/fseuVNnk0Wts/bisq/6+qKvOnUVUaRVmiiLCfY312KrN/4L8AKmtBZcP5iEGv+k9XHkumiOo/0yNHzVAot4f7DKC9vxBlVY2d4zmo3Cz7Yih15f31q3om3v0fKvvXL8v6r/L/ykqjrLQ1ZZnudjHd7VomqJ3ndvzcR7JEgDN0yRQhU3XpCP7jsQ2q+m9TZwKbOhPoZi7/DYAdj8SUyjGlcqzPWliftTCZ5ZjMckwo80eq/kNl/zpK1QypLsb6o2rB/hX9WRT9WVSDHqpBD1qX0LpEVfbrv6KHqnDt3L/oz0KXA+hyUOd+ViWqcoCqHEBXZTTHk0i5P/4e8zbx3fb+xD4qa0NlbZD5O+ZRr1+RiWAiuoiI7iWiq0Xbe8y95KdE9K9EdIxpfyIR7Rb3rXeIfZ5JRNeZ+9BbRPtJRPQj0/6PRHURSSLqmPUbzPYTl/3NJSQkJCAxoAcUv/jj+v4/d++PMHnkOTh545Z9PtbkplOXa1gJCYcbrgbwPAB/G9l2o9b6EZH2TwB4JYAfoa5V/EwAXwfwFgDf0lq/3zzgvQXAmwE8C8Cp5u8cs/85RLQZwDsBnIV6ovlKIrpEa71zGd9fQkLCwY1PAfgogM+Itv+ptf5vAEBErwfwDgCvNtv+P631c+QBqNYyfwzA0wDcDuByc6/5JYC/APBhrfXFZqLtFajvUa8AsFNrfQoRvdj0e9H+vJHPn/cSvP3H3wYw7Fgbq83psZ7CsEgaCbUzsezV6nROtZKtq82EHBuaC/luPkKOXkGjMJNbUl5bmAk/BrOeXaXQ4fckpbMaVl470BoDnnSrNGou06Ub8PFj7FBtyFPYPgPLgDpJqyxDFWM3Q1OfUqQJyDQCNlDri0m8jAhTxoirHaRnlEI+68ZSeekN3KdXFpa9nC8GdnlPv67rOd8fWBM2AJ48m9EvCjd2MdnYLwpc8C9fAAB8+v85P/IpJqwVpAB0FTB5ZM2Ibv/VP2DLg38fAPCDDz4Wj3vjv6/msBISDgtora8F/B/8USCiowGs11r/0Kx/BsBzUQeg5wF4oun6aQDfQR2AngfgM7rWaf2QiDaa4zwRwDe11jvMsb6JOpj9/Mgxo3bAZfdb/un38m0Css/mixbsNuh30JWTKnHuJ7vhZiNcbxmj8kGXDDM2ZY6ZR/KumlAFD16hC3AM7qHLz9EcYkyle6f9/PxRhZ+rPC+zquEYM/PEyrU7WYooz99UliKsGRp7cLfDN23d3D2sS+wZLAztu9HkynXC/y9LCDl/TbzvTr7R9Glyv/XrgUrHW67vOeR2ax1t63auD1os7LFdmOVkJrMq/GPYPM4l5C47F9yW2VewpIsy+8sDrfX3QvZRa71HrE6huRQt42wAN2itbwIAIroYwHlEdC2AJwP4PdPv0wDehToAPc8sA8A/A/goEZEex456BLZNTQOoczGlE7UaIbHl/k15nC2RDyrzOHN7D3F9ZDmVxWoKy5zOUuQnhjnnLNntUOZyn+HKkZRQ6JtH7EFVWQfYxvM2iDW0kPgWIqAL8yjtcYTUlofcF/mSAxEglpU73iBQQ1SRPt08x2xWX2Mtldl7VL8sowFrqSt7nH5ZYtZcn/NFgZ65j833+9YNvLdQv870el6ue8wlnMfGr3xfXIryJWF1kSS4qwgOPgHgob/7xqHtd+/ZfSCHk5CQAJxERFcR0XeJ6LdM27GoGQTG7aYNALZpre8yy3cD2Cb2uS2yT1P7EIjoVUR0BRFd0Rvs1/NfQkLCIQAi+nMiug3A76NmQBm/SUQ/I6KvE9Hppq3pXrMFwC6t7SyBvAfZfcz23aZ/OA57b7rvvvuW6d0lJCQcTkgM6BrBppOfZ5efcNHH8L2XvxZHrd+wiiNKSDh48dSnPhV33303r54ucqn+TGv91Ybd7gLwAK31diI6E8BXxMPcotBaayJatkhRa30hgAsB4IgppUutUVTsCsunke6w/v52JtzMBrP7bbg+cgxLyBW19UCZURqLIfXrQpJ5jWSWij18RoLfhQ62j8KQ+23gVjvK/bYKWNMQsdp0Up4GuKL3WcfUGDRMwnyQ4xkde+CCW+rh2X4eA7MPLJsLj8n9jpqctm2dCMNZH6znv0pjlIDhtPtaqaGodQifAWX3W3a5DR1tmfkMmVDAfdd0afYxny/X61wKGpnPSJ7zOK66KwGt9Z8B+DMieiuA16GW8/8EwAla6xkiejaAr6CW/q/kOOy96ayzzlr0gtvYqeWnGSnhXuuuMSXapTR3utW2THxLObmsdMFti31zIeXNQVFnaEAoEgIHW6CWtjLjqKHBdkA5kXWCbpOy9ypAozR9FiqNvr0/FIuaAIUfXJN8tskxti/cYd0xHBPJ17fHeuoKA9Mu5bKDqrT9awnu8L9VEVlGWqopSl1F73uV1rY9ZDqZsewXhV2eNwxok5FQO8/RNjViyzJQnkTkuAlrGykAXUP4yp+ejOd+6EZ87+WvtW2X33cXHr316FUcVULCwYfLLrvMLhPRNVrrs0Z0BwBorRcALJjlK4noRgCnAbgDwHGi63GmDQDuIaKjtdZ3GYntvab9DgDHR/a5A06yy+3fGfuNJSQkJAD/gDoX/Z1Smqu1vpSIPk5ER6D5HrQdwEYiyg3LKe9nvM/tRJQD2GD67xdeespvAAC+euuvPbdbJeTjrnxKZqWzXZWNFWjmi6RTVPBLgMhgk4NEDpoIZHM6OypHm8cojleiDjYBoFdVKI28tvACQRc49nVl8zUHoo8sh6TEW6h0nZ8JDMtnZVBpxyPO1Svqsfi5mC6/sy5r4pY5WJMB4mBQRNMBVKa8Mjoy6KtEQCj3lYEmB5h8nhByP+5Tm7U52XbTfqWYUOX+j/6bv8Llr/7j6D4Jq48kwV1DeO6HbsTcXl/Ock9vtqG3j72z4/VLOLTw8+33rPYQDhkQ0VZj3AEieiBqFuEmI7HdQ0SPMe63fwCAWdRLALCT7QVB+x8YN9zHANhtjvMNAE8nok3GMffppi0hISGhEUQkWc3zAPzKtB8lXLnPRv1ctx3A5QBONY63bQAvBnCJyef8NoAXmGOF9y2+n70AwL/tb/5nQkJCQgyJAV1jmFy31Vt/zvGn2OVbd++I1hGduf2bWHfc01Z8bAlrDw/bsm3xTgkeiOh3Afw1gK0A/oWIfqq1fgaAJwB4NxENUE+av5rNggC8BrUz5QRq86Gvm/b3A/gnInoFgFsBvNC0Xwrg2QBuADAH4A8BQGu9g4jeg/rhEADeLc6xKHiCuFL+OgCUgfq30vUssJVvFc1yWpbaauNGqMeQGLJUMpQjWmOYkXuzRJPXQ8lVMDdKUoLLuw67PspDxqSpCLY1yWmtFDfS1rQeax9EJHKAc5AM5bRsRiTbmuRkbrvP4NTnZVMnJ2uUCGXKG6S5TjlTv7LElmW11Zx5NRLYzMl2FzMdIl2zMgMjvS2lBDeQ2BpTULteme0s1S0W5u2+eWei7lPEGZVQFh4tzRIYFYXSW2lgdKCkt0T0edRKiSOI6HbUUttnE9GDUH/It8I54L4AwH8hogLAPIAXm6CxIKLXoZ7gygBcpLW+xuzzZgAXE9F7AVwF4JOm/ZMAPktENwDYgTpoXTasb3eskRDgGMC2Uq5mplKeeVBLGJPxf2LUvcVJ8X3W09bJFGyhZDsn2UmXVO1gCwBQlrGc1yX65lob6Moa/8grqW9KHwHAgq4wX7ianPJeEJMhA87Ap6wq279fVXbsvaIInGqdrFbKZwEju+V7Q1VZRlFKXgeDwrbP9/uWoQzvOTHmcVyZq3Sn7fWdEVMrz+yx++a3qTDjqkYcO7atqiooM8Y8zwE2aFOjf4USVhcpAD2IsJUWMDs7i6mpKds2t/NGTKfg87DG3tlZrJuaapygSPChtf4ygC9H2r8I4IsN+1wB4IxI+3YAT4m0awCvDdvNtosAXLS0USckJBwu0Fq/JNL8yUgbtNYfRV2yJbbtUtSTYWH7TahdcsP2HoBUuyIhIWHFkQLQgwiT6+tcUBmETm46eTWHlLAGsM58Fzj4vH7n/TimPeFNVCQc3NAAihIwk/TO0EKWYQlNiCq/nRnQmPkQjVF2pXFsEVbJbFjKQcxC8BoxMmJFoDUj4j2WoBQMTYga+8k8KGYtm0q2GHi5WUG5l7Dd5lNxjULBsIUlB5raeZZfjofPt749ET3GXOGXhJiWDKg1DjKMJ7OZJa8bttHUNaz79vy+9rXuy6ZD/FoOHItpzYXMNsusm/89rw/mZ8zwRKkIw3xWhv3JWrX5kGU1RzCfISy7GTKi4n/C7OjRj4zOLSWMAWY6J1TmLTPTWZc0kSZWgaEVENwXlMd6FoIhLMS9Qt72mthOoCbg52x+5wAL2hl6yftF3+Z0VugJU58m1YO8b/QjpU8GItdTspt9kfcpTX2a6mBKxnEwcKVObC5mwHqG7GMMTYxkbu5FSil7HxoUpTC6c8xkeLy+GUNRFEtiPGPHVkrZscj3Muo9Jaw+UgB6EGFu73Zg4XZQNo25chqT65P8MmEYp246Attn9mLh+i9g86lpMjshISEhYfXxpKNPwL176/Jy0yoXNWUHwjlZiQCzyabEBZ2F1ijgpKjSbZbRUZlnJiQD1pnAoXpBl0La6lxyB7qyEtl+VWLepCtIh1nAl9U21dvsmX1nBn27XNfSdMZDMpCURj4cVEqnWFkHUzrK9kWtzYGdgHTBnwzuwuWYHFYGeu12uzHA432UUjZIlMcsisI7fhikVlUVnVAMx2KXAymzlV4XBTa8oZ4s2v2XH4uONWH1kALQNYqbvv1WPPBJ7/PaJtdtAdbVJbm+fdeteNL61RhZwlrBl265Do/edCSO37BpaNtENYNJE3zO3/N9TGx7/IEeXsIyQsM4I5ofVmXyOz0G1Pw28+9yU5WVGANaDeoHkiamiBkmuZ3ItNmyGftifR/uE64bFszr4Rws5bp1sxxRUqUp97MKxq4izGtTyZYQ/RFsmx1L8MDFjp5hrqZ3/pA1texps5cgl3dpB+fjh94J8zDZldv5oZJLp+jwNSitAgA052/j/6MtnVIznlXh53PKtmKhZkBDNpNR9upzqHbHtQ3iuZ9LgWU6s7a/bpnQ1Sm5kpCQkHAoIwWgq4Rv33UrnnT0CY3bw+BzaPvkuuUeUsJBhidsORpHrBuehbh7z24cZeTa2399MYgyTCSyPCEhISFhlTGtzeRDWcEynKREXVkxGRJMrmizrYn1VISgVifv56a29pSFldX2BTMZq7vZF7U2R8lrY6xnXe7E7dszEzuzRR/zhWNP540xj2Qx5/t9W9YkZED7hgENWU9eXhBGP5JllNJVuSz7FKWT48p2Zj273a5t7/V6UQmsUqrxXLxclKXHkqJ07Cyf39vO/5sxjI/CcyasXaQAdIXwhIs+5tXzDDEq+BwHX77tevzxhnP26xgJBzdk8PnLHffhoZtrB+Wj1m8AAMztuBYTW8/E5KYVrUmecCCggaIC8n0oiBD+BiuTqxNjQrV9EPBfmQNaHpYTI/JDg3YabnX5r3EX3FF5nWHu51IKlofMJ7OmzJZWll115w/Px2xlv6wfEm19PXarFfmGUxN1juXOvXXuIz9gdjvt6NgHYp3dL9lxNGR0OY9s22TtZDsJkRMa5G+69eCz4hzResW8Km8fm/PJzCczoaU7H7vgFobhZFZTdye903F7LF9ZtWpWNHS0HYVhpnM45zNhBUE5vAA0GngqNkVGpTUKDOdUZ6QwJYMU89rTFeZLJ6vl66OAy6/UcDmjrKgoRNAp7yWVd04XcParyqvNyfvODvqY5ZqcpQtAvXzMQFK7WKApl3v9QWOAKV/D7UVReIGmzMWMHQ9wuZ5FUdjlPM/RbrnccXscEVxKhIEpQwabsbxQKeMN921qb1pOWFtIdUBXCKOCz+XAq45MF1WCAwef37v7Nuyc2YtZrgur4zkaCQkJCQkJCQkJCauBxIAepBhM/gYe9IF347o3vQP08t+Dvuhzqz2khFXAv95xE55+7APxqx33oaMyPOGo4zG3+zaA2nWdPl1gbs9d1kE54eBGOJlbChbTGjEEZNS+wNYDLf18RpkDqvVizqLBYD0Xy4YJNJ4wIf+nSbKKnOvJLdKMJIYYIzrEhEbyRZv2Ha4dysYk5lV8ZmWEFZUI6wHKfpL1kOvMmlq2pBz+P7AjZStg87guIUsDp9lWWf6vrBlM4GjLrrRFzWIycwkAWatmayk3zttlvW2wsKc+elDLU5cud5PdbYvevDm9yS02OaBlkJ8sv5PMhqrMd71dCovJOZ7hPk3tCfsHNk+cm9kpWn3jIb4K+lpKZDVYVNuhzHPB3m0Y9YWqwjyrN6ADBtPljpciX9zdA4bvSRmRy7sn5SS1nry2Qs9cV7PFADPm+9orQrdZV3szxmj2B87Vdr7f9657ltVK059RslruKyWv0gAoynpq7RsJWBv1CsXAKRak22x/4Ltph5AMpRxPk+ERj6s/GHhjCU2G7HibwPuWRW0fD4Bech705786crwJBxYpAD1IcfbHP4Tr3vQOAIC+6HM44d1vw63v+B+rPKqElcYP7rkdt8/uwS/uvwfvPftJePqxDwQAPHjzVty2eyfm9twD5JuBYhfqH/U2JtcfjbmdNw6V7Jm9898wdcyTV+FdJCQkJCQc9jATTRrKToEUusLATtzUeZ2w20x+pS5sn/mytAFK0yRUFZRkkXCTQG6iweWAll7QyeZdUl47Xwycq21vwQadS5XXyrIqCyPktU0yVimrtW2xoLMsveAymg5RIpjtdBLcmHttk0x21Nil7NYGuCUboFWQib02XURXw7OwDF0N7xvbnrBmkALQgxQcfDJS8Hl44HHbjsPVO+7Fix74UPx8+z142JZt+NIt1+F5Jz4IAHCfbmFXbwYP33Isbt61AxvzFrDnrmi92BR8HtpQwaRxmPOpRIeq9KXalm2qRjCgDdvGyhNt6jM80V2PTzw0uhxM//1ou735/KHbbbju2I7mfZvq+0nDkRAqYDjDnFB+7QnJPNf7XD9V50Luma1zJDk3NKwHKssyrO92zXH9N8IPynz+DrNO1YJ8p/XLkHy/7rswu70+hsnvBICsXTOfHUOAcu5nyHxy7qdkT6t+fe5ioWZA2f3W5iNz7ucIJnIpuZ9D+8ZuW+UAACAASURBVJgaqKHbbex8Rz381WMfPyEhISGhGSkATUg4yHDVjntwxuYjsS5r4c+v+j4ee9Tx+NIt1+GUdRuhiPDwLdtw864dOGnjZsztuA6Tmx9Uy3J1Uc84lzOY3PyQ1X4bCQkJCQmHKRaQ23JSBSpoIZGVkHU9LREW1PhkIyEF4WYbHMdOKmmyE1q5UigCc7G+qNPZKwa23qdkPWcHfeteK+W1vYV+1Jm2Pyii7WWlPflpyGoCI8yEhNlPv98flrH2+7akEcpwMske0DrQepATOcFsHJ8nz/P9Yj154gm9eSuTjUJXrjTUqMlNOcEqx8xpBlkKd9Ya0n/kIMTXbrsBzzn+lOi2uR3XpuDiEMel11yNl57yGyh0hS3dCeuo/NVbf43zTjgNAHDSxs0AgLJzHG7bvRPHbzje7j9335UHftAJ+4UHPvRR+MIVVwy1/9dzu0Nt/EwQlH6Mut7afYIf5zD307Z7OaCV17a0nNAmGZV5tTmiw4yWzP0CmnOBQnYTGL+W58h9m3JN+UFLbGfmc8J8vvwAy8xkmNsk8zk3T9d0YtfsW26ur+npoD7mTsMcSkY0rCfK74fLP0yZY0zx/71ybGajcZlp7+29q14V34XMMJycCzqY31WP2TKfJo/TvFaFywFl5tPmHRvm0eZ+ms+EGclKnDdvB+63Qe3Oxb+Ti+d4LoVVTRgfm6bX4f69JkcYDcEi4mrKCkJSq7XIE/WPVQnZrQxkOeiUwSZfG72ywKz57smSKbP9vpfTuZi8Vkpq6yB1uMRJmBfZmCMZKY8iZbXRYLMo4wEbKb+dz9UU3OVtoOWkthIyJzXW7kl2pfS3LAAOQOfnXRAck9eGsttYH6XcDx4pgK/pLAfYqTfLQS+ta6Prz34h/l4TDijSnfUgRFPwCSAFn4cBPn/eS/C1227AqZuOwKsfcibe99MfAABOXrcRP99+j+13++5dWDc1heM3bPIP0D3xAI42ISEhISEhISEhwSExoAc57t27G0eu27Daw0g4gHj7j7+Nt500jb/71VV45YMfiU2dLn54353okMKEmM0/bsPG+AGKXQC2HJjBJiQkJCQkRNBkGiS3l0Kaa9UP2olwK609AyMtlmVtT5bSDqoyynY6JtQ3FWJ2cxTrWZbOsVaaELFLeb/ft2zlWKZCI+S19jhlGWc7JUM4Tj6+NSTS/jGsdDXuWAs4RjR8H9Ydd9B38lrJZJYFwH10Jd4HS23HKHgt1SNKifFmjg3N8iTBXcNI/5GDGPP3fB9Hbnt8dNvcfZdjcuujD/CIEg4E3vaQM9C7+zt45YPPxxu+/w2cuGkzHrP1mJHSbImYIVHCwYm//m5v0T5/8dzaxIZNh/g1y1tDfavQWKj0zYjk48yyFKcIH5BCuaNZlzI8KaWTWExWK7eN6rP4vvGHOle83m1vqfontms+6z2DWnbGpVTaI+Sf6428dFNnwhyr7nvkRC3NZRnvL3fe560DwB4jb+NX3nfWSF/Xt9cBqPPnADQ7SwqU/RlvnWW2AFAZqa0yhj5sMsQSWDYf4u9R0ZtzxzUBAJsNZa2Ot87fSVukQ3xmbFjUJKMNjbIkbJmVMcyHElYGLLWttH89DyonnZVSW3nVVkJ2y464MuhcKEv0zPduZjCw3/1eUUSDTc7plEFkWVWLSm1lDmi/KKM5nV7uZii75fcRlCPxlmVAxzfAMK8zDEBHpFz4jrFCgsv7ZBnQEgGeuRaLqgKM1D8MmG3wWBbuOF5wKYLkovBlt7H7T5PUltMLlBr+veBzmvtumL+apLdrC0mCexBjoin4vPc/UvB5iOJJn/oEPnzDdbh7yxMB1D+Qe/oL+NyN14wVfCYkJCQkJCQkJCSsJhIDeghi8sjfXO0hJKwQ/va883Gc3o7JzVsBAH/1hGd526+8/y6cecTRqzG0hDWKN39lbtE+V/zdb3vrypao8NmgWBkWZrl0wHKJjsMnHLsmWz1HWgpjHCnDA5yMr9EcaAy205VFocZ9mNkMTY+YeR2wZE4YCbGBEBeqD88zaqxcmoWPP2VY1E2GGWWS4ejJdWbdfaa3G3OXCbOPZH8Ax7y2mUEY8f/QRW0SVA7qV2Yz2Tyo3t2wlPkeb1/LJlY+E8qsJ+DMh8LvmmU+A0Yy7OdtW4r5UDasAPCPlebnVxqcPnTnnl2ew627xv3+kvVk59uBrjAw7fPFwHOqZXZzT38B86Z9UFWYHzi2U7KaADBodKytML/gTIi4valm5yiDoZipkJTXFmVpWceR8tpRbGdoNBRjOiUUOXZRlnga9IGSr4UFyzp6/OuosZSCGY3Jcb33pIfbqkpIajPfbKgJvL/on9jPtYf9CkCJ6HwA7wLwEABna62vENveCuAVqEvavl5r/Q3T/kwAH0Gt4Pp7rfX7TftJAC5GnZx2JYCXaq37RNQB8BkAZwLYDuBFWutb9uUchxPm7v0RJo88B7tnZrBhenq1h5OwDPjti/83/u7Zz8PW//YhzH7kb6N9Pvern+PMx6cANCEhISHh4EClXWmV0LHWlkfRlSiVUlnJ+3xZWKn5bNEXDrYDO+HSL0s/Z5Mni4rCSmyl7FaWT5E5nSzT9dxdw+AyFoyWZaN77aL5krxeH3S8YJNfpcyV+5BwjFXkciOVcvsWhQuAAZH3EExUyfNyQCidcishwY0FmiF4Yi7LXB+lXLuU3YbnkcP60v+NHz9hTWF/GdCrATwPgPc0TEQPBfBiAKcDOAbAZUR0mtn8MQBPA3A7gMuJ6BKt9S8B/AWAD2utLyaiv0EdWH7CvO7UWp9CRC82/V60j+c46PHH3/v6EOt1467tOHmjbyozeeQ5AJCCz0MET7joY3jtE5+E/33T1Y3BJwD85eOfcQBHlXCo4KxX/p9o+6+//keN+4QlLxiN7FPsYWWoHEu8/Io0K+GHUGtCgsUZzhCxMisxSEaS2Rd+eOU8Tlk/MNyHYbfxvgGL18Su+sf3xzxjWM1tJif0fpFXecRknfd77NT66PviMi1xLtH/7F0+5+KfGbPgtgwCPwsH5VcqyYCOyNMEHOPpXt1ji/sOxtkQHjNvl/md4+Z6bnvYq8bql5CQkJAwPvYrANVaXwsANCwnOg/AxVrrBQA3E9ENAM42227QWt9k9rsYwHlEdC2AJwP4PdPn06iZ1U+YY73LtP8zgI9SfcIlnQPAIRGAvu2Rjx1qC4NPRmI/Dw084aKP4dGnnYL7e3N46yMet9rDSUhISEhIWDYMxORGIZlOXdltA60xIxxrLdM56FvZ7cygb1nPsqqcMZlkNQXrKSW2lukMJLiS9VyM6fSMhAaDRtbTMxWK1cBskrTGmE5etgY/ERZVMod5FneElQxsaHDknUf763x82dZkIBRbl7LaGOTkklLOWEjWM1UZ9Fcvaz5GwprESuWAHgvgh2L9dtMGALcF7eeglt3u0tom+sj+x/I+WuuCiHab/ks9xyGBpZRckcHnj+67E+dsPWYlhpSwQtj61j/Bfe/7MKa7Xdxyz71D7OZld96Cpx5z4uoMLuGwwGnP+kjjtruu+hiApbiGVg3LEXD+I/f2XHD9HFDe1OROKxnJMngwCtnK4fXmcTrX3cpbj7GYA9uXc0D9By7OVZPnU8HEbts8pCn47dPssCtY1QdtPAIAcOxE/Ruw1zyg39+r92015KACEA98/hiZxeR8TiXOl7W60UOFrCnnfmqRJ8vLyjjahk7M/P3iXFB2vpXbwu9gE6sasvX1GMvGbQn/P3v3HidZVd7//vPsXVXdPTMMDMyIyF3FGxovECXJ+Xm8oBJMAoommETAGIlRX8afOUch+lOjeE2MJhqvkSgaxVsQPGIQvER/SVBBDIKIDLefjMhtuM5MT3XVfs4fa+1dq3ZX9fT0dFd1z3zfr9d+1a5Vu3atXV3TU08/az1rNA7fZ19+ujlUc95edGnHz832breavzwr0Iz/ZqY7HR7Y3qsuPZ+gMx1W207aoZzfGecszzGnMw0uq/1ut394bRXUzvSGtA4bGjvf4bXVUibd2rzOWjBoGTSTarDp75xhlWmr1/ThlbF3FHTWR7pkA4bM7mguZz3QrD9WdvNfvzG4j7Ii7HCWvZldYmZXDdhOGEUHl5KZnW5ml5nZZXfccce4u7Mkbr53M4CCzxXm0Lf+FXe8830c9aG/o1sUfPmkF886RsGniIiIiKw0O8yAuvuxCzjvJuDg5P5BsY0h7XcB+5hZI2ZB0+PLc91iZg1g73j8zr7GLO7+MeBjAEcfffTOTyRaAQ7de99xd0EW4OY3vYPHvf9d/OQ1Z4y7KyIDHfDEV/bdv+vn5wJpJmmOv3CnBTEGKtf/LLOcvV/PnaRYCQxf/3NwJdvBFXOHZTqLeWRP51pbtD4/dFB2ND2uma5xGbOU5XzN1THzV8+MltVA09cvM59T8Xzd3PvOUa3/OWcmOjxWru1JrerxfOZTesyalpnQsuJtmuUcNLcTZldizmL139SszGdZkbn28/RkqN58zWfO61Ixs7OB3wFud/fHxra3EaYTFcDtwGnu/ss4JenvgeOBrbH9R/E5pwJvjKc9y90/FduPAj4JTAEXAn/h7m5m+wKfBw4DbgJ+393vXvILBu6L84fva0/zQByi2jfUttNmW1mptujSTbKF5XzsudbwLNu3bW/3ZTvTjCnATKe7w/U7+9bpnJnpy3pOT4c508XMTFKAx/szncOynsOKCaXDa9OMZZpdLEcGDBqiWjgUcdhvt5NkK+tlhof0cVi2Mstm76fHQ38BoUHnGZTt9KK/2FBZyfZLFyK7j6UagnsB8Fkz+ztCgaAjgB8ABhwRK95uIhQR+sP4i+/bwAsIlXBPBc5PznUq8F/x8W/F43fqNZboOlecH95xK7++QVVSl6sj/+4dbL77bvZdt46rX/tX4+6OiIiM3ieBDxJWACj9jbv/LwAzezXwJuDlwG8Tvv8cQZhu9GHgKTGYfDNwNGGk+uWxIOPd8ZiXAd8nBKDHAV8HzgC+6e7vMrMz4v3XL+2lBjfcF+LcmaJbLZmypTNTLWs0U3SrobHp/M52MnS03ekwnSyVUgWj3aJvOZX+/d5w2/J24PDaTqeqWJsOr52enu5Vsu10Bged0D+vMp3fOZ8KtulzyyCu2eqfR1kqz9cXACdzN+tDawcN462rht3SXzV30FD++pzO9PjqGmx2ENr3euBf0fDa3d2uLsPyPOADwAbga2b2Y3d/jrtfbWZfIBT+6QCv9PinSTN7FXARoQDf2e5+dTzd64Fzzews4ArgE7H9E8CnY5GhzYSAkgW+xh5PwefytnXrVtbutRdXv/avOPgtZ/CLt+xxKwjJCrXfI04e2L71rp/EvflkQmvVb+lf6xOGZxF7j9cylcO+VDF39dn6c4etJzpTdPtu0/md5XnLL9H17GW17mh8ndYca1yWa4rWq+F2BvSrPO/28vri+7gmZkla81nj0ssMaJybWVvnNWskczHzFnMpn5Ou/1k9tzbHs1TOCc1q8zznmnNc72P9NdJqueUxw8734Me/fOjrLDV3/66ZHVZrSxdZXU1v+vMJwDnu7sClZraPmR0APA242N03A5jZxcBxZvYdYK27XxrbzwFOJASgJ8TnQSgG+R1GFICKyJ5lV6vgngecN+SxtwNvH9B+IeEvbvX2G+hVsU3bp4EXLsZriCxHh771r7j5Te8A4MY3nlW133PvvePqkoiILDNm9nbgFOBe4OmxuSrUGJUFGedqv2VAO8D+7n5r3P8VsP+QfpwOnA5wyCGHLPBq+v3hw44E4L0/uXRg1jOtWJtmQKeTIbV9x3T7q+CmGdPeebwvw1neVsNrk3U60+G17XabTpmhnGkPr1g7LLtYHudFr/iPF/0VbFNlFrGR92cOy+O63aSwUHm+WiGhQUWC5vjjXJ9BQ2fN+ocAD8poZskf3NKCROkxaGjtnmqphuDKiNy/ZQt7rV497m7ILrj5Te/gke95K9e+7k197fe/78Nj6pHI4lm13+N2eMzWu68LO9b/Radby+ABs1b9HJaZHNRe1OZLDlvbcz66tXNVc9Ky3pe6di07Ws7xLDOh9bVDp5JsXKuWmSvvl8+ZitVvy6ucTOZQlhnOLUX4MlpWzl016/p2fL31dV2rjKUlGdD4etW8yXK+aDn3tdOf+fRkSGE599Nq2d+y2m059zMbkB2uXrf2esOym4PmdVptNdQdrUs6Tu7+BuANZnYm8CrCENulei03s4H/uJayfsaWmXa19EkaLLY7HbZsm6725xrZALOH2qYB6EwM9OrLo5S3ZdA5PT1dtXc6nV7Q2enUArkkoKwvpwL9cz3nE3SmwVr9c5/OBy1HFAyqWlufx1k9P/lxDauGXf89MWA+JlnWP7w27eew+aCayymJ+f9vK2P3/qu+P6vtp1uVJdsd1INPERGRIf4FOCnuDyvIOFf7QQPaAW6Lw3eJt7cves9FRFAGdEV5zWNnL2eq5VVERER2b2Z2hLvHoQKcAPws7l8AvMrMziUUIbrX3W81s4uAd5jZunjcs4Ez3X2zmd1nZscQihCdQqjlUZ7rVOBd9BeDHJlt7Rnu3boVCMNr06q26UiFcrRC3zztouhb1zPNgE63e0NpyyG2aQGhtKhQ33DctBhQKc1clvfnOiatPJuu35nKG7OzneV5yuxptzN4iG2a7SylhYfmoz6Mtv5YeVv2MW9As9n/+IB9ZTtlGAWgIiIyVqvWHTG4Pd5u3jx7nebqO9mQ5TKGLc+SPqd+TP3r35zPrRUY6hUSas7qQymvDXmrn785YAhwOWy3ER/bHl+v/M+7E19jKhmCWy/e1CqXdIlfMJvVcgdJdc2S9X8tKAv7FHFJlXKZnaw5Oeup3h2ynE3ss8fbdMmVcqht9fK15Vfqw2gHFQ0qh9bWh/rO9ZzlzMw+RygGtN7MbiEMtT3ezB5JWIblZkIFXAj1Lo4HNhKWYXkJQAw03wb8MB731rIgEfAKesuwfD1uEALPL5jZS+Nr/P4SXeJQ7zzmmbzo/M8B4d9PGWjWg86++Z3d2fM7251OX9A5qGpt2p4GnVVFXPf+4bKleqCZzq9Mg860Im5VSTYLczmhf6htlvVeK53TmVbETV+7PsR2vsFm+jto2NzNVFrtttHoHd8YMOQWDa+V+VMAKiIiIrJMuPuLBjR/YkAbsfrtK4c8djZw9oD2y4DHDmi/C3jmTnVWRGQBFICKiMiy9qh9N+zwmEt+edMOj5lVfKjMfMa/8JfZxpkBhWjqmdZiSCGj1JaYacljNch6kaPe0i3x8QFD4FrxOZOxb1vjGolZ7b/vRnLusk9l8aGyiNNUzCquqbK0AzKgRcwixkxod2Yb0MsyWnxuliy90suOZvH127E9Zk9ntodzlEu4JBnJenayzIiWWdKslglNj69nPotu/8+tfEeq5VeSn6slmepwruVbfGhPlf57qWc9Bw21bXc6bG8PrlqbZj0HZjuT2yIddjuskFA1pLYzfM3OUmZQft4ata/dZdYzXbezXFe0tNCs56AiQ+nvoDkq0/adY9AxlmmtTtklCkBFREREZFkoA0pIhsl3i75As5wbur0901/BttyfmRm4tAr0B5tle7UWcFELLtP5l2kF2nSIbCqtDFsNda8N302H5qbLpwzrQ2k+w2zrQ2xnPT58vubAc9Se61/95o77IDIPCkBFRGTFO/Yhhw1s/9ebrq32hy3ZUs0zi1+8puexPl5vLmj/fNKBxxb9r1u9TjlHc0DxkbKvk3G5lenaki3lEnt5LUOaKo8pX34izt+cqjKC5ZfbtO/lXLWQiSyzmFXfm1Ph4SSDWC234v3HDlvSJF1ypb78Sn3u56DMZ/383bgcxbDlV3bGQ5706gU/V0RE5kcBqIiIiIgsC18+6cUAPOczH68ynfXhtYPW7awPqR20P+uYepVbL3pDYItkP61kC72MYVqYJ0syh4X3Mp8z7f71PtPzDBq+O2x4rdnw9nq/YHBV2x0Nua3xb/zHDo8RWQgFoCKyRzGzFwJvAR4NPDkW5MDMDgOuAcqU2aXu/vL42HeAA4Bt8bFnu/vtZjYBnAMcBdwF/IG73xSfcybwUqALvNrdL4rtxwF/Tyi6+k/u/q6lu1p5/mGP3OExn73+amB4hnSQqgpu/GKZDhusjkmWjYBe5rNbmzc6WasEmyqfU692W0uqkg6a69bmgJZzP6vvx2X123K+56BKwkWYP+e1+Z3p3M9hZmUma1Vw88mp6thyPmhR9FfIzQYtSUF/pdsq8xrnmFbt1bDFiXn3VZafzQ9sYWu5JEuyPEp7ZmZgQAn07Q+b61kNt+0klWrLQHCm3dvvdGpLkJTDa623D/3zMtOANa2I2+tgf9BZ6nZ2PMTWfcfzOkv14HMegadf/J9zv77IIlIAKiJ7mquA5wMfHfDY9e7+hCHP+6MyWE28FLjb3R9uZicD7wb+wMweA5wMHAk8BLjEzB4Rn/OPwLOAW4AfmtkF7v7TXbskERERkZVBAajICvPHX/08n/ndPxh3N1Ysd78GwIYVWtg5JxCyqQBfAj5o4cQnAOe6+3bgRjPbCDw5HrfR3W+IfTg3HqsAdIz+8GFH7vCYj1xzOTA7e1lmPusVblN5NvizVj6nNWDOYjkvdHUjZBzbMVNXHlveH/S6ZdXbRsyCTFQZ2PLYcm3DAetmltmcmPlkyFzMsvItJBVkY5+8XjG4rH4bM73ZgOsdth5or1v9WVXoZT4709sGniObHD4XtN5HWX5u2bSJLH522+32wExnXyGhZKhtekyn2+0v6pNmJsuMZZrFLP9NTUz09vPa1+WqeFBSkCg9txfJGqLJOqD1Srap8v+kNBM6V1GhYsB5dpTpTNfsVMZTxkgBqMgKo+BzSR1uZlcA9wFvdPfvJY/9s5l1gS8DZ8X19w4EfgHg7h0zuxfYL7Zfmjz3lthGeXzS/pRBHTGz04HTAQ455JBdvS4RkRXl1rf9Dfu9/i+q+2VAmQajs+Z6Dqok68XwoLP8o0w55Ls1MTvYLJ+XLpNSBbTd2uskQ3oHLcmSBrjD1P84mh4/rNjZXOfMMgWbsuwoABXZDTzyPW/l2te9adzdWDaOPfZYfvWrX5V3jzSzq+L+G9z9/CFPuxU4xN3vMrOjgK+Y2ZHufh9h+O0mM9uLEIC+mDD3c8m4+8eAjwEcffTR85+cKEvi5Y8+amD7a777dQCmWnPN4+zPQJZfkgdlPkuT8UtwOQd0S/xiOxWr4qZrIgJ4cq6M/i+wZfXbRtnuRe02+aIc+9jthDmgZVbT4jnKuaDp3EmvMp9xTmanPesYSCrcJvM7y3mh5dzPYRVs65Vu07ZSmWmt1hKdTzXc8ny7UDlXRER2jgJQkd3Ata97E8ee81EuOeXPxt2VZeGSSy6p9s3sanc/ekfPicNlt8f9y83seuARwGXuvim2329mnyUMpz0H2AQcDNxiZg1gb0IxorK9dFBsY452ERFJVIWH2u3+obZpprM0rNhPWlioKHoZzmazt58W7UmH1KYVcdNzpMNohxUVKu/Xh8UOymIOG15b39+R8g9E3/7B/J8jMgYKQEV2Ewo+d42ZbQA2u3vXzB4KHAHcEAPLfdz9TjNrAr8DlBHuBcCpwH8BLwC+5e5uZhcAnzWzvyMUIToC+AGhWOkRZnY4IfA8GfjD0V2lLLb3P/W3d3jMe/47DH/LYjZzJmbdmrWsWzeZlzirYm6tQmZ5v1cVd3aSfCqev6yC27TyS3uZOSxqt1TZ0O7MNlLpup/Qvz5oOZ+yyoSWt/GLfFX9do5qv73Xqc01rWVTPQkyipkBc1gBYlfnzIDWsrMH/fpf7rBvMnr33X9/2EmH1EJ/AFiWhPaif25m+fnodnsloFuT/culpMdAGEJbBp3DPl/pnM5UOrzWMsizXr/mE3Sm50lfa5j4O8K/+6Phx4gsUwpARWSPYmbPAz4AbAC+ZmY/dvfnAE8F3mpmM4Rv5C93981mthq4KAafOSH4/Hg83SeAT8ciQ5sJASXufrWZfYFQXKgDvNLj+EQzexVwUTzX2e5+9UguXERERGQZUAAqskzYH5+Ef+bL4+7Gbs/dzwPOG9D+ZcL8znr7FsI6n4PONQ28cMhjbwfePqD9QuDCneu1iMiexz8WptrbS05Oqr56bQhsUhwoXYezPD5v9Ob4tqf7h9WWdpR1NOu1z1UIKC1IlJ57R4WH5tMHwL93xY7PI7ICKAAVGTN70Qn4585X8Cmym3rd439zzsc//rPwpbIsMASQlcWA4hfZVvwCWw4eLIfoNuJtJ/nCWi67Ug7BbZXz24qt8TYWGKoXI4L+gkTQ++Ieh6ymQ28rtceK7o6LD9Ufq6svu1IOvU0LD5X79WVdrFbFdNBQ3GrpGFkZOt1kiaBkmOz27f3DaMv9ZqtXTTYrYCYdspvMzSwDw0EBYn3Yb6lelXZHczTnM9S2TsNrZTenADS6/PLL7zSzmxfhVOuBOxfhPEtF/dt1i95HO3dR1qQsLff3cNT9O3SEryUiIiIic1AAGrn7hsU4j5ldNp+Km+Oi/u265d5H9U9kZXnZo564w2O+fWv4++h81uMpix2VGdC8zGrWM59l8aE069ntL7xSLr9SeJndbPfdQi+bWF92pSw+VGYoy8xkWkhoWLZyWCGjtPBQlRWNt83mXn3nqEuznuX557VUi4xfpx2ynQDT23oZ0E6nl2HMc1i1Ouxbmt2s/YG3GPCvKB06m2Ymy3MMG647LItp2exhuIMk2VH/zmWDjxHZDSkAFREREZFlyz93PvbMY8Kdbqe3bEqjEQJPCMNuy2DTakuf9AWS5R9kBlSztYy+qtBVYDrkTz9zLZ+yAxpeK3syBaAiIiLL3NMPGDyS/Mq7bgOgSHKjWZwpOlFm97oPhFuvZTyrzGfvS3NRy4DWs5vVkitJdqee+awbNs+z75j6kjTV3M/+uaDpHNAyGzrXHNMd4opH8wAAIABJREFU9W/gnFYREVlSCkAX38fG3YEdUP923XLvo/onIiK7l3Lodjq8Ns9Dlds6L3pZ0PlkJdOquqV0P62Cm1a7nYv11gFVtlOknwLQRebuy/rLtfq365Z7H9U/kT3Hr+23/w6P2XrvPWGnXuE2fum2YnvVVM8Iev3+HNnEKktazq/M++d+zjXfMsv7534W7dCnonbO7vTWXl9jW6PZCueI589qmdA0W1t36G+9aehjsryUcyTtmcf0D32tgkeAdEhs/Kymn4ei6M0BLYr+eZp1fcuqzGf2NVW//JuXzu94kT3UPBYmEhEREREREdl1CkAjM3uhmV1tZoWZHZ20H2Zm28zsx3H7SPLYUWb2EzPbaGb/YBZKD5rZvmZ2sZldF2/XxXaLx200syvN7EnJuU6Nx19nZqcOeI1bzeyuev/iMWfGc15rZs9J2o+LbRvN7Iyk/XAz+35s/7yZtWL7RLy/MT5+2C68xlvMbFPyvh2/HPq7K4b1bzGZ2U3x5/1jM7ssti3F52m+n9mzzex2M7sqOcc4+zP0NURksFV7Hxi2dQ8L276PDNv6x7Nq/ePptLdUW50XXbzoUnTbFN027t0wL7Tobe4F7gWW5QOznMPaB+nOtOnOtCmKbthm2hQzbTrTW+lMb+21J5nYvDlB3pzA8nzgPNDyGgZty9GQ37t/Y2Y/i7/3zjOzfWL7SL6jLCuD1uEss5nFgG1mprfV1qjFsv6CRamiCJnPevazNvzWv3nprE1E5qYAtOcq4PnAdwc8dr27PyFuL0/aPwy8DDgibsfF9jOAb7r7EcA3432A306OPT0+HzPbF3gz8BTgycCby/8Qktd4BnB17GfFzB4DnAwcGV//Q2aWW6id/4/xNR8DvCgeC/Bu4H3u/nDgbuClsf2lwN2x/X3xuIW+BvE1yvftwnH3l10wj2tdTE+P71n5h4al+DzN9zP7yeQYdnDsKPoz8DVERHYjn2T2792Lgce6+68BPwfOTB5b0u8oy5JZ2FJlEFrf5jLomDJwHdRWFAo2RRaBAtDI3a9x92vne7yZHQCsdfdL3d2Bc4AT48MnAJ+K+5+qtZ/jwaXAPvE8zwEudvfN7n434T+a42qvcQ3hP4P1ta6cAJzr7tvd/UZgI+FL/pOBje5+g7u3gXOBE+JfQJ8BfGlI/8p+fwl4Zjx+p15jB2/dOPu7KxZyrYtlKT5P8/rMuvt3gc3LpT9zvIaILNBeBz+n2tYeejxrDz2efR56Ivs89EQ2HHkaG448rTq2yh56sg3JKlrewPIGWZ6T5fnArGM9O1q0t4ctZj692w1bef5ub8uyPGzNFlmzVb1eec65Mp/LOQM66Peuu3/DvZrEeylw0Fzn0O9XEVnOVIRofg43syuA+4A3uvv3gAOBW5JjboltAPu7+61x/1dAWSXiQOAXA54zV3v9NSZqfTuQ8J/RoH7Uz/kUYD/gnuQ/svT4qh/u3jGze+PxO/sapVeZ2SnAZcBfxuBj3P1dqEE/o6cMOXZXOPANM3Pgo7Fgz1J+nnb0mR1knP0Zdq5bERHZM/wJ8Pnk/lJ/R1l+v1/LYbFpFjSthltfn3PgOQZUvE0zn+74xf+58D6KyFB7VABqZpcADx7w0Bvc/fwhT7sVOMTd7zKzo4CvmNmR831Nd/cYTOxM/zYQ6rm9HHiwmZ0wR//G6U3AQWYWV4dmb2CVmV1MyNa+jRBQvQ14L+E/TZnb/+Xum8zsQcDFZvaz9MGd+Twt1M68xnLrj4gsjf1/7fShj934728c2D7feZ8AxZD1Pj0uvZGu/1mdv7b+Z/31BmVbS4f/32fNu2/LiZm9AegA/xKbRvYdJenD6YQhuhxyyCE789RF4Rf/J3bc/wh38gY0kp+7DaqOm1zeoKG16bm/8R+L2FMRGWaPGoLr7se6+2MHbEODuziM8664fzlwPfAIYBP9Q2AOim0At5XDVuLt7bF9E3DwgOdsAg4u+wd8BXgt8D+AW5L+HQRsp9+c5xzQfhdhWE2j1t53rvj43vH4Yef6M+CH5fsIfAj4W3c/391vc/euh/r3H6c3BHac/d0VS3HOWdx9U7y9HTiP8L4t6PM0pH1nP7ODjLM/I/k5iIgsN2Z2GvA7wB/FYbWj+o7Sx90/5u5Hu/vRGzZsWKSrE5E9yR4VgC6EmW0oC9iY2UMJk/NviMNX7jOzY+K8w1OAMlC8ACgrfZ5aaz8lVpo7Brg3nuci4Nlmti4WZ3k2cNGQ17iz1sULgJMtVIQ9PPbvB8APgSMsVJBtEYryXBD/0/o28IIh/Sv7/QLgW/H4nXqN+F6l80aeR6940jj7uyuGXutiMbPVZrZXuU/4HFzF0n6edvSZHWSc/Rn2GiIiuy0zOw54HfB77r41aR/Fd5TlZ2IibM1myILmjdnZz8L71/ys1vQMhYf8wn/H/+17fZuIjMYeNQR3Lmb2POADhOGvXzOzH7v7c4CnAm81sxnisFh3L4sDvIJQrW4K+HrcAN4FfMHMXgrcDPx+bL8QOJ5QFGcr8BIAd99sZm8jBDkAbx3wGuuBNUAz7Z+7X21mXwB+ShiW80p378ZrehXhy38OnO3uV8dzvh4418zOAq4APhHbPwF82sw2EgognBz7t5DXeI+ZPYEwBPcmQrZ0oedatP4uVJxjOqx/i2V/4LzwXYEG8Fl3/zcz+yGL/3ma12fWzD4HPA1Yb2a3EKrZLsXne5f+DYnI+OxoOOvGS17Xd3/Q0NxiJgzu6Wzf1ne/5HGIbrrMStYMJRGyIUNvy2G9WXzOci06VDfk9+6ZhBoQF8f/Iy71UPF2yb+jLEd+/iUA2POP6w8sS4X3Da/1r317lN0TkR0wr69vJCIiy8rRRx/tl1122bi7IbIgZQBaBoBzBaDT927uu1/qTIfANA1Am6v2AmBizd4A5JOrgF7AWQ9AUw99+jsXcimLyswu995yWyvSuH83KQAVWXyj+N2kDKiIiIgsmYcf+54dHnPNBX8O9ALPMuNZl2Y782YL6A9KoRd4ytK7/PLL7zSzm8fdjx2x+pqh87ee2VOfdmd72vXCnnfN87neQ5e6EwpARURERGSnuftuXYXIzC5b6VnqnbGnXS/sede8XK5XAaiIiIiM1aN/78NzPn7Zx393Vls5lNfy/q8yw4b6LodhtyIioiq4IiIiIiIiMiLKgIqILHPzmGe1kuawqK9LQ33doXft7BOWup9LPs9KdtnHxt2BEdvTrhf2vGteFterKrgiIivccpnTMR/q69JQXxffSumniMhKoyG4IiIiIiIiMhIKQEVERERkt2FmLzSzq82sMLOjk/ZnmdnlZvaTePuM5LE/MLMr4/PenbRPmNnnzWyjmX3fzA5LHjsztl9rZs9J2o+LbRvN7Iyk/fB4jo3xnK0xXu+LYvuVZvZvZrY+tu9rZheb2XXxdl1sNzP7h9j3K83sScm5To3HX2dmpybtR8XX2Bifu+D1cHb1ms1sLzP7cbLdaWbvj4/trj/jlpl9zMx+bmY/M7OTls31urs2bdq0aVvBG3D6uPugvqqvu1tfV0o/tQ382T0aeCTwHeDopP2JwEPi/mOBTXF/P+D/ABvi/U8Bz4z7rwA+EvdPBj4f9x8D/DcwARwOXA/kcbseeCjQisc8Jj7nC8DJcf8jwJ+P6XobwO3A+nj/PcBbkv0z4v4ZwLvj/vHA1wEDjgG+H9v3BW6It+vi/rr42A/isRaf+9vj+hkPeP7lwFN3159xvP/XwFlxP0t+3mO/XmVARURWOHdfFkUF5kN9XRrq6+JbKf2U2dz9Gne/dkD7Fe7+y3j3amDKzCYIX6yvc/c74mOXACfF/RMIASnAl4BnxkzeCcC57r7d3W8ENgJPjttGd7/B3dvAucAJ8TnPiOcgnvPEMV2vxW117NdaoDwuvd60jycA53hwKbCPmR0APAe42N03u/vdwMXAcfGxte5+qYfo5JzFut4FXnPFzB4BPAj43oBr3l1+xgB/ArwzHle4e1lUbezXqwBURERERPY0JwE/cvfthC/ajzSzw8ysQfgSfXA87kDgFwDu3gHuJWRMq/boltg2rH0/4J54jrR9VKrrdfcZ4M+BnxACz8cAn4jH7e/ut8b9XwH7x/2dvd4D4369fZTSn3GqzPqVlVh3u5+xme0T295mZj8ysy+a2ayf5biuV8uwiIiIiMiKYmaXAA8e8NAb3P38HTz3SODdwLMB3P1uM/tz4PNAAfwn8LDF7fGuWczrNbMmIQB9ImHI7AeAM4Gz0ue5u5vZ2JbLWMxrrjkZePGu93BxLfL1NoCDgP9099ea2WuBv2WZXLcyoCIiYzJHUYHDzGxbUizhI8ljYymUscC+Dity8RYz25Q85/hl3NclLcixs321uQtpnGZmdySP/elC+jTkuk9bxH4ux8/qsGIdS/merkMWzN2PdffHDth29EX9IOA84BR3vz4531fd/Snu/hvAtcDP40ObiNlQC9nRvYG70vbooNg2rP0uwrDVRq19HNf7hHjO62MW8AvAb8bHbrMwfJZ4e3v9fZjn9W6K+/X2eVvsn3F87PFAw90vT5p3x5/xXcBW4F/j/S8C5f9T47/e+UwU1aZNmzZti78xvKjAYcBVA44fW6GMBfR1riIXbwH+nwHPWY59XdKCHDvb1wF9TwtpnAZ8cMAxO10kZMB1/9Mi9nNZfVbjY8OKdSzle/rucf8O2t23AZ+BfeLn5/kDjn1QvF0H/Bh4RLz/ytrn9Qtx/8ja5/WG+FltxP3Dk8/rkfE5X6x9Xl8xjusFHgLcSu//krcB7437f1P7nL4n7j+X/t95P4jt+wI3xvdtXdzfNz5W/7dw/Dh/xvHxdwF/XWvb7X7G8bFzgWfE/dOALy6X6x37Lwdt2rRp29O3Af+hHMbgQOnXgW8m918MfCjuXwT8RtxvAHfG//TPBM5MnnMR8BtxuyhpPzNuFp/biO314+bb1yZwB3BoPOdHiFVFGR6ALse+XgscEPcPAK6N+x8FXpSc49r4+IuAjybtH41tBwA/S9rrx82rr7V+P4IwL8fi/dMYHCztdJ/muO7F6Oey+qzGx34BrB7QvuTvqbbF34DnEeajbQduKz8XwBuBLYQAs9zKwPNzwE/jdnJyrknCl+yNhIDqocljbyD8ceRakgqvhD9Q/Tw+9oak/aHxHBvjOSfGeL0vB64BrgS+CuwX2/cDvglcRyjGVAaTBvxjvKaf1P5t/Um8po3AS5L2o4Gr4nM+SPwdMK5rjo/fADyqdq7d9Wd8KPDd+DP+JnDIcrlezQEVEVmeDjezK4D7gDe6+/dICmUQ/iM6kfDXSKgVFTCztKjApcl50yIB9aICT2FhRQVm9dXdZyzMqfoJ4T/H6wh/dS29ysxOAS4D/tJD9cTl2NdxFuQY9BlI1QtpAJxkZk8lfFH4n+7+iwX2adh1L0Y/l9Vn1fqLdTyN8AXrVe5+W2wfx3squ8DdzyMMSay3n0VtnmPy2IuGtE8DLxzy2NuBtw9ovxC4cED7DYSKootqgdf7EcIf2+rtdwHPHNDu9P8OTx87Gzh7QPtlhKVBFt1Crjk+/tABbbvrz/hm4KkD2sd+vZoDKiKyhMzsEjO7asB2whxPu5Xwl8onAq8FPmtma2OQVhbK+B5wE9BdxO6eEM97cNlPQkn9vXa2r9Zf5OIhhL/Anhmf82FCgY8nxOe/dxn3tRK/gHm9fR5OJwyFOibp66eYOwAZ2NfaMScTsjalrwKHufuvEd6LT7Fz3gc8NfZvr6Svv8fw615IPxfDov386S/W8STgvwjFOmDX39OBduGzJCKy4ikAFRFZQr6AogIeyuTfFfcvJ2RkHhHvL2WhjA8R5uHdDzzB3R8LvAT42QL6OrTIhbvf5u5ddy+Aj9P76+my6yuLU5DjzcD/AG4pf/6EYU4/WkBfiX2ZVUjD3e/y3nID/wQcNY++pkVC3gt8LvZvI/CsuP+D5Lp3uZ8sv8/q0GIdi/CepkU5hn2WRET2KApARUSWGTPbYGZ53H8ocARh3gpm9qB4u45QzOWf4tMuAE6N+y8AvhWDqQuAky1UHj08nusHwA+BI2IV0RYhS3VBfM634zmI5xwaLM/R103AY8xsQzz0WYT5RuWX79LzCHOEymtYVn2tva/p+S8ATrHgGODeOLzyIuDZZrYu/oyeTZircytwn5kdE6uinrLAvpZeRC2rWHtffy+5hoX0adh173I/WWaf1XierwJPi4c+kzAPcCzvqYjIbs8XaTKwNm3atGnbuY3hRQVOAq4mFBP4EfC7yXPGUihjgX0dVuTi04T5llcSvpQfsIz7uqQFORbS1/j4oEIa74zP+W9CYPaohfRpyHW/eBH7uRw/q8OKdSzle7rvuH8HadOmTds4tvKXooiIiIiIiMiS0hBcERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIiIiMhAJQERERERERGQkFoCIiIiIiIjISCkBFRERERERkJBSAioiIiIiIyEgoABUREREREZGRUAAqIiIiIiIiI6EAVEREREREREZCAaiIiIiIyE4wM4/bYUMePy0+/p2dOOcn43Pesji9XJiF9H2lGfRem9mrzeyXsf2yMXZvt9cYdwdERERERHYzPwX+Htg47o7Ml5ldCXwJ+Dd2ou9m5nH3cHe/aWl6tzDxDwQ3Ari7JQ99A7gHuDQedwDwPsCAs4GrR9nPPY0CUBERERGRReTuPwB+sNSvY2ZNd59ZhPMcDDwOOM3df8QI+j6gD4tyLfPh7p8FPps0PYwwMvQX7v7SUfRhT6YhuCIiIiIiC3OsmV1jZveb2WfMrAWDh7Ga2SvM7BdmdqeZvc7MborHnFg7535m9q9mttXMrjSzJyTnKIf+vsbMbgSuje2HmNm5ZrbJzO4xs2+Y2WOT573GzK43s+3x9b9jZo9MXvO5wC+BK+p9N7N1ZvbF+LxpM7vRzD5a9ic5x43xeU8zs2eZ2RVmdq+ZzZjZzWb210l/ytf432b2YTO7H3hj7Leb2evicW+M9y80s/VmdquZdc3smPj4xfHx19d/MGn2s/beHZYOwTWzpwHfi4cdHNs/OfxHLrtKAaiIiIiIyMK8E/g+kAN/BLx40EExyPlH4EDC8M8XAwcPOecrCUNBbyRkJT8w4Jh3AN8FvmFmq4BvAb8PXAlcADwN+FYM2h5OGF66Fvjn+PqHAAck53sucKG7pwFl6S+BFwDXxedfA/xmfOzvk+P+Od6/JV7nncC5wKeBvYA3mdnJtXP/FvAMQjbyeuAlwN3AW8zsBOB/AXcBf+LudwIvJcQvnzCzVwDHAv8b+JsB/b4v9qn093G7r3bcLcCX4/798ZhvDDifLBINwRURERERWZhXuPsXzcyAU4AnDjnuj+Ptp9z9JWa2gZBxHJQM+rq7P8/Mnk4ILAed81XufjaAmb2QMIR0EzEjCvyf2PYC4N9j2y+BfwV+6u63mFkenz9JCAL/aEjfm/H2+4RA8afANgB3f42Z/UV8/K3lHFAzuwG4HXgSsB8huDw6vs65ybnvB57i7veUDTGw/BxwHiEQf7m7/yq+3oUx+/pnwAfj809x96LeaXffbGZvJQS1uPtrktdIj9toZh8ETgI2p8fJ0lAGVERERERkYa6It2UAtWbIcQfG22sA3P0OQoZwPudcPeCY/0j2D0te4y/i9rDY9nB3vwZ4c3z8IuAXZvYz4NHxmKcTMrgXD+nP++PzXkEIQu8BzjGzueKIDwNfA94GvIYQfAJsqB13dRp8Rl8AbiIEnzcRgubUe+KtAee5+43IiqIAVERERERkYTrxdtDQ1dSmeHsEgJmtB9bvwjm3J/s3xdvLgczdLVZ8XQe8PWY63+7u64FDgXcDjwT+Z3zec4F/d/ctQ15rs7sfRxhG+3hChdg/JAyfBSizj2lc8Qfx9sWE4PbD8X5aibZ+HaXXEoLq6Xj7l7XHy2G/08AflfNBIVSzNbNHmdmDYlM3eUxxzzKhH4SIiIiIyNL6TLx9iZn9C2Fo7WJ9D7+QMF/0KOA/zOwjZnYhYcjt4wlzTX9pZl8EXg8cF59XZh6fS8hWDnOGmV0OfBR4Fb2M673x9hfx9oNm9n4zWw3cFtteTZgDetp8LsTMHgecRZj3+Zuxj2+L7ZjZ6cDvEOa/voAQ3H46viaEObnXAH8V798GtOP+Z83s3fPphywtBaAiIiIiIkvI3b9DKC50KyEA/Bd6QdqgLODOnHsLYW7l5wjFhU4lZDg/Q5gTeh9hWZXfAl4GPIQwD/MsM3sMIaD8/+Z4iR8RsrInEua53ga82t2vjI+/nlDI5zjC8N8p4E+BnxGKKO1FCF7nFCsIfxqYAP7C3a+I55sgBJmPBN5LmH/6p+7+NUKRoYcDfzvkvWnH/t1ByMq+ckf9kKVng4tdiYiIiIjIYjGzvd393rh/EHAzIRn0cHe/fkx9+n8JFWYfvcODRRaJquCKiIiIiCy9K+LQ2LuAkwnB54XjCj6jm4Ezxvj6sgdSBlREREREZImZ2ZcI63OuISyTcj5wVpkVFdlTKAAVERERERGRkVARIhERERERERkJzQEVERERkZ22fv16P+yww8bdDQHu2r6t2u+643Er97tFgbvTibdFHAHpyW1ROEVRAE5oDm2OQ/Ic4mMUDl5AEZcBrR733n7vCRz1yMcs1eXLIrr88svvdPcNS/kaCkBFREREZKcddthhXHbZZePuhgBfuvEaujHgvK89zUxR0C663LllC+1Ohwempym6Bfdu3cq27W22tcPSmN0YPLY7HbZOb2d6epqiKCiKgk6nQ3tmhna7TafTodPpVO1FUdDZvh2mt0F7ewhCp2MQvH17LygF6HYAuOy7+qysBGZ281K/hobgioiIiIyZmb3QzK42s8LMjk7an2Vml5vZT+LtM5LHjortG83sH8zMYvu+ZnaxmV0Xb9fFdovHbTSzK83sScm5To3HX2dmp47y2mXXZdb7Sp9bRmZWBZfdNBhM1NuzLOvbGo0GmRmtVivs1x6n3Cy5LfdF5qBPiIiIiMj4XQU8H/hurf1O4Hfd/XHAqcCnk8c+DLwMOCJux8X2M4BvuvsRwDfpLbPx28mxp8fnY2b7Am8GngI8GXhzGbTKyjDVaDCZN2hlGa08p5Xl5FnWt2V5uG01G7Qa/dtUq8Vkq8mqVatYs2ZNta1du5Y1q1czOTFRBaLlluU5NJvQyHuBZxl8pgGqAlKp0RBcERERkTFz92sAYhIzbb8iuXs1MGVmE8C+wFp3vzQ+7xzgRODrwAmE5T6qJQrzAAAgAElEQVQAPgV8B3h9bD/Hw8S/S81sHzM7IB57sbtvjue6mBDMfm6xr1OWRm5GHgO9ZlbQLYqBQWirEb76d4uC9kwYGpsnAWKr0Z81bbeabJveHobgdrsAcZ5oyJgWlkHe6A25zeLnN8tCW5ZBFwWh0kcBqIiIiMjKcBLwI3ffbmYHArckj90CHBj393f3W+P+r4D94/6BwC8GPGdY+yxmdjohe8ohhxyy8CuRRdXMcgC6ZswUXbp5ThbnXkIIMrtF0ReIdrsFed67PzXRYs3kJHmW0e6E57Y7He649z6KoqDdblMUBY1Gg06nQyMGs52yEFGzGV8s7wWfEALUZeBx738XW7duZXr7diYnJthnn324/BWvHXe39kj6c4SIiIjICJjZJWZ21YDthHk890jg3cCf7cxrxmznoi367u4fc/ej3f3oDRuWtFCm7IQw77N/Hmges+l5LftY3s/zbNYw3LWrV7F29SrW772W9XuvZc3kJHuvXtU/9xOq28qgDGctmz9u7XY7zG3N8+pafuufPjDubu2RlsefJERERER2c+5+7EKeZ2YHAecBp7j79bF5E3BQcthBsQ3gNjM7wN1vjUNsb0+ec/CA52yiN2S3bP/OQvoq45GbkZtRmNHMcrruIQjN+oPQ8rYcilsGnqunJlkzOcn6VauYzBtMNZps68xw+6otTE602HTXZh5oNEKF3EajCuaysvhQnodMZ7fTH4ymmdAxKzO3q1atYnJykqlWyNg+/ZMfJs8y1kxN8pUXqv7WKCyPT4SIiIiIzGJm+wBfA85w9/8o2+MQ2/vM7JhY/fYU4Pz48AWEgkXE27T9lFgN9xjg3niei4Bnm9m6WHzo2bFNVpAyC5pnWRWQ5vE+UBUiKvfLobfNZoO9V61i3dQU+02uYv3kKh40tZr1k6tYNzHF3qtWhefWMqBVFrQqNmT9VXGXUQGix73/XQC96r59814b1ftx4hc/xYvO19TnpaYMqIiIiMiYmdnzgA8AG4CvmdmP3f05wKuAhwNvMrM3xcOf7e63A68APglMEYoPfT0+/i7gC2b2UuBm4Pdj+4XA8cBGYCvwEgB332xmbwN+GI97a1mQSFaGPBb9yc1oZRndLGey0aSZZXQbOd2iEQoTxcwnM51Q+XaixVSrxbrJSdZNTLF+chWrGy0AJvMG97W3V8FZI2ZAG7EYUTkPtNPpUEAsRuSxAFHsWEb/mqBj8Lj3v6tavzTLMlqtFs1GmDNbBp+tZnhfDt6wnjzLePNl/87qZpO1rQlyy3jZo544zkvY7SgAFRERERkzdz+PMMy23n4WcNaQ51wGPHZA+13AMwe0O/DKIec6Gzh753oty0U52zK3jK45rTxnpugy1WjSdaeddaviQlUQCr0saJYzmYelXMq5o10vM6VWBaAQAk+gut9oNCiyjE6zGYLPmXavY+ONPQH6As9Go8Fkq0meZUy1WlXxpTzLOHjDevaemmKy0WBtc4JWHoLUdrfLpzf+hNwyVjeanHDoI8Z8RSvf8siLi4iIiIjIgvUPvTUyy2hmGVMxy1cdU9sACu/VqerG/a477W6Xbe0ZoDfsttFoVIV8yva40+tMZr0huctkGG65finQCzzzEIgevGE9U60WzSwEmZPxuGaWV1nQcqmbS+/45TgvY7egDKiIiIiIyAqWYRQ4jSTYm2o4q5stcsvYks/QJgRe7U6nbw5onmVM5o2qeBEUdB2mux22dNrVkixl8NlqtciyjPbMTN/QVvIGdLq1IbjF2IPQss/r1+5VtU1NtKrqvw87YH8m8wZdd9ZNTLG62WJ1zByX2eCZoktmGQ9fvTcAN96zmYYZE1lGhrF+r7VjubaVSgGoiIiIiMgKVwahpTAfNKfIncysGko7KAM62QhDbwsvKOIp2nGuZ3X+soJuDEAb09MUSVaxPTPTy3qWukUoSjQmT/zg3zI5OUmrkbP36lUAbNverobgrttrTbWG6lSjUb0PU41GlQHOs6zKgmZmNC2rAk+AAueX991Dw4wH7bX32K51JVEAKiIiIiKygmUW6/9gVRa0654syWIUlgH9QWUZhN7X3l5VzM3N6LozU3Sr4bhTrRbtToduUdAtvG9d0DIAzcwoqmVZMvACigyyRVuGdqcc9aG/o9FosPeqKdZMTVZzX8tr3n/dPqxbtarKcq5utFjdaDHVaJBZxmSeM5kXtLKcNY0mTcuq4HMqy6sAFCC3cI33PvAADTMKYK/Vq0d+zSuFAlARERERkRUswyAGQUVZPKiwKrjKsywEorXMJ0A3qVLb7narALRddJnudKohuL15pOHYsipuJwlEqywohOATetHxiGWxgNKaqUmmWq2qCNNUq0WzGdY/nWo0qnVPu0VBK8+rObQTeU5Gg0bMejbjkNuWZTQsIwcc6LgzZRkhF2oY0PaCn22+g0ftu2Hk170SKAAVEREREVnBMrMwBNedMhTqWwO0LE6UDMMF+h7vesFM0WWGMP/zgZk2d9x/P1u2Tc8KXPMsY3JyEggFjLIso91u02k2KZphGRe6HfAGdDphLuiIrZmcIM8y1kxO9q31uf+6fcizjAetWk0ryzl0r73JLGSB1zYnqqHLmcFEltPAmMpzJixnr7xRDbzFOxgZTYDuNABmDchabJ7ZTjPLuOXee3CciSzT8NyEAlARERERkd1cnmX1EbiVrjsz3S55nK/Z7nZDEaJt02xrt/uOLQsZVcNwzap9IAzBzSwEoHke1gEdw3IseZaxZmqyN881Fh4CWN1qVfM6J/MmQLwfl5wxIzOjFYfcNi20pcEnAJ6+N+EinZBtzszoUpCTkVvG1i33g3dYtWbdaN6AZUwBqIiIiIjIClbORgyZUAe3vsfzOEQ0ZEU9yWQa3SLM98zNIMZV7aJbFSHKs4w8z/rmULYaDSYnJ6ugs9Pp0G63KYqCrTMzsRKuhyC0OyTqXULHnvNR9l69ijWTk1Xg+eC9966KDK1utJjKG6xutuJQW2OfZisOqS1oxqG2q7IGrcyYsJyGWQw80wC0E+a6RjPZRKyYG4LXpmWszRtQTEMRnrP13k3xHAVQsGqfw0f99ozd8liYR0REREREFiQzm9XWvyaoVcfNHoYb5nymWxG3vvPVhuG2GnlfMaIqC9po9CrhlrfF6FKgJ37xU1XRoTJYnmq1yMyYzMOcz946qSH4bJgxleUYYT5tmflsxKHNDTOsCj7LrVMFkeFaW8x4QYGzJm9UBYsopuOxnZAxLYPX+Lytm68d2XuzXCgDKiIiIiKymyqDULKctnUhy6sIILeMrhd0i4IZ62Uqt3Vm2DYzUxUo6gtY84wWIagDqnVAW60WnU6HVjMMaW13OiEDCiNdB3TN5CTdomDN5GRVbKjVaLCm2YrvRUYzz5lqNGhlOa0sY8LCsNmGZTSMEDxaHoPQDCumSbOWFO0w1Li8n60CazFhORlgVaA63QtUqyA0Hb6bge154died8UiIiIiIruR+hqgqbAMS0bXewFmGXjWlVnPmaJgW7sdl12JQWjeH0S2Gg26RVFVw83MaMR1QYuiCEGnZ3EO6OgyoGWgvHqqv/hQmQXOk9ty6+CU5YWaseptZtCy8M4CMYhs94bcloGl9YLIvOxE0e4/thq2W4SMKEUv8Cyml+7NWKYUgIqIiIiIrHCZlVVww5IseRaGmE7mDbZYO1R3zcO6oGF+ZwjKuk7Vlsc1O9vd7qzsZ7pcS56HeaHtToeJVsh4lkNwW60W7XabLM8pxpABbTUaNJsN9l61ilaes21mhlZehYZxrdOMzDIacXmaMFw2HNO0jMm4Hqqlw2fLzCfQy4YC1urPbJaZ0XSIbtGG7gPhsTLgtBZQsGrDr4/ibVlWFICKiIiIiOymqrmbtTmdZcAKvcxnmans1jKW6RDcvkA0CSxnzQXtPTDSDOjkRFjzs5XnVdazWQuAq2HJhAJOjbjG50wMKnMzJvoCySTwhGQeZ5a0Z+G4ohOym2XwWd22q/fBcLz7AJb1AuM9iQJQEREREZHdjNEbbppVw03LarhxQZEYeIbhuFnIoJrR7nT6MqD1gDTVajSY6XRD9rPZpCiKal5oAXFZlqW7ztSffP3LrF29qio6VF5nmgEFqvfCoapWGwoO5TSzjAk60G33hsumcz7LobWWQRbWQg1DbmMWNJ0b6gUUW6FoU7QfAMBjkFt02zRaq0fzxiwzqoIrIiIiIrKbquY8xnmQYSmWrC97CVRzQqugtJbprB9fl2UZjbhUS38G1EJQtsRO/doXZ1Xq7brTavQHn/WKwZkZWWxanTeY7Mt8pkWD0jmgtYC8HKJb3wcopjGfCf3pTNOd2UbRbeNFl9UPecYiXPnKowyoiIiIiMhuIjMj1CMKgeSgzGdu5dIrBd2iNzS3SyhUVGZAZ839TO63ZzqkGo1GlfnMsiwUIhpB4JnK4nql5RDc6U6Hta2JeP0hIAXI4v1mzJKWVW/zMuAstiZZzA5heG0ZkBYh85m1eoWEyqDVsnhsOeR2Gu9so9udoTuzDfeCotuGIlYj3kMpABURERER2U0U7rMq4uax2FAZiM7Qy4wOGl47aJ7nrIxpbb5oVQ03mQdaZFksQLS0c0BP+vKnWTM52be2KcBkoxELDvWynq0s762PGtf4zIhrpVbZzSyMYS7iPkl71oJ8TS+4tkYcqhuPS4JPijad9ha86FJ0Z3Dv0m1vAeBBj33pkr4ny5mG4IqIiIiIyE7Z0ZDcUUsD5dyyXpBZW34lPT6LwWe/rD+jWRUUopf5LI+rV78teZw3WnTwoot7gXsX786E+0WXPZkyoCIiIiIiK9hj9t0w7i6MzfGf/QStZlyHM87/LKvelkNvy6xnWBPVwnGEobdGbw4o1giZz3L5mLhUSjXUNl9FCFAbIRjt3BNui+mY+exVzfXudoruTNVP786EuZ9e8ODHv3zp35hlbHn96UJERERERGSe0uAz3NYynenw21gNN7dy6C1V8BmKL6XFk1q9TGjWihVvQ/Dp+ZrkmFb/89I1QqMy67mnZz5LCkBFRERERGRF+soLTw3DafOsGn4LVHM/y+G4k40mWbydzBs0s6wvOO3gzJRBqDVi1jMutZKvqTbP12BxTqjna5OeFL0iRXHOq1nWt9anZfken/0EBaAiIiIiIrKCffmkF1fVb+vLrJRDbsN+RivLaGV5r/BQor940+xAdDsZW4ow77NrrepZ6RnKYkVme26V2x3RHFAREREREVnRPvC05/bd/8efXlYFn804BzRkPnNaWV5Vvy28DCELWlmDMOczGXpLxgw5hRfc152haRl3FdC0DmvzRv+aoUCZ37Msxzyvht1almMoKAUFoCIiIiIispt55WOOBuBT110JkKyBmpFOE80sZj7d+oeGxjU93RrMxCBye1wbtafobT57qZl0zmfWmGTfI1646xe2G1AAKiIiIiIiu6VTj/i1av/8m39OKw/Db8sYtOth2G1vOG5WDbvd7gUzRYeOewg+zdhadFiVhTmkVeazXLLFe2uepplPzXnsp/dDRERERER2eycc+gjy2tzPct5no28+aMaMO113ijgtdMaLJFiFBpYUHeqdreQeA1DLsSxnn4eeuCTXtBIpAyoiIiIiInuEX99wQN/9G+/ZTDMzzEJt2xzYHoPN6SIElA90Z/5/9u47TqrqfPz455mZnS10EbFAxG4EY1QsiV87QUX9gQFsQbEbW7BEo8YgKmKLXbFjw14RRUWsiQkKWEFjRNQAItKkLbuzO/f5/XHOnZ3ZndnG7s7CPu/Xa14z99xz7z0zuwz73HPOc0hoQESEuEQo9HNICaoy3lYFoq5MJOo6UzXIzFNkLAA1xhhjjDHGtE1bdN4AgCWrVhIBlDCEVBSlUpVK30saQYj69UNdf2m1yFKDqocnEkGiNug0nQWgxhhjjDHGmData/sOqdcrVyynQgPKgmRqKC5AgQiFEiUuEdBE2tFBtYeb++lXZKHdpge01NtYJ1g4bowxxhhjjDHexh07+R5QqEzrzYxJhJhUJTACMns9q/d+RqIWfGZhPaDGGGOMMcYYk2bzThukXn+6ZCFREQp8AJpKPqSVZOv9BFAE8UN3TSYLQI0xxhhjjDEmh526dgfghxU/+/VEw5miXvXeT4lkXRfUOBaAGmOMMcYYY0wdNu3YOWO79OfvfaCZ2fsZ0szBusazANQYY4wxxrRK86bdiEiESDTOJjufle/mGJOhpPPmqdeli2aAxIDAdZAKlGz0m7y1rTWzJETGGGOMMabVmffB9YBL5KKa5MdP785zi4zJraTbrqT3glrwmZsFoMYYY4wxplUJg89QJBoHYOFn9+ajOcbUS0m33dxjoz3y3ZRWzQJQY4wxxhjTasydek3GtkgUDZKIRJBIlJ9mPpCnlhljmoIFoMYYY4wxplVwcz6jAKgm0WSCIJlI7dcgCcCiWQ9Zb6gx6ygLQI0xxhhjTN7Nm3ajexGJZpSrBqi6wFMiVcGpMWbdZAGoMcYYY4zJq//9azQEaUFlJIqIexAkCZIVJCvLUrvDntCFn91ryYmMWcfYMizGGGOMMSZvvvvH5alMtxJQ1QNavSc0SJKsKEMiUURcH4pqzbUXjTGtmwWgxhhjjDEmb8LeTJUIRECI1qwUJFGSJDVIrQsKbkhukEzww0e3AbDpLn9qsXYbYxrHhuAaY4wxxpi8mPP2JanXOXszwwBVk5nDdKkKXkNhIGqMab0sADXGGGOMyTMRGSois0QkEJG+Wfb/QkRWicif08oOFpGvRGS2iFycVr6FiHzgy58SkbgvL/Tbs/3+XmnHXOLLvxKRg5r33Tqzp1xEkPTBZVD1rMkEmky4YDMtwKzKjusC1Ui0AIlEiUTjqX0A86ff3BLNN8Y0kgWgxhhjjDH5NxP4PfBejv03Aa+GG+IirjuBQ4AdgGNEZAe/+zrgZlXdGlgGnOzLTwaW+fKbfT38cUcDvYGDgbGSHtE1g9lTLkq91iBZ9dAg7XVm76ZEC9xDqv58DV+LT1oUmvfB9c3ZfGPMWrAA1BhjjDEmz1T1S1X9Kts+ERkEfAvMSiveHZitqnNUNQE8CQwUEQEOAJ719R4GBvnXA/02fv+Bvv5A4ElVLVfVb4HZ/vzNYs7blxCJRgkqygkqyklWJEhWJKgsX0PFmlUkK8oIkhUZmW8lWkAkGicSjRMtKE4tx5KekCi9TDXJ3KnXVC3tYoxpNSwANcYYY4xppUSkPfAX4IpquzYD5qZtz/NlXYGfVbWyWnnGMX7/cl8/17mytec0EZkuItMXLVrU4Pcz5+1LCJLJqqG3ySSarHSP9J5Q/wilD7sNH9mC0Kp2Vi3hYkGoMa2LBaDGGGOMMS1ARKaIyMwsj4G1HDYKN5x2VQs1s1aqeq+q9lXVvt26dWvQsekJhwAkGiMSL8wsi0QJkkmSFYmqeaE++ZBqMjXUNuwNTQWaQDRWRDRW5PYVFGUM2bXkRMa0HrYMizHGGGNMC1DVfo04bA9giIhcD3QGAhEpA2YAPdPq9QDmA0uAziIS872cYTn+uScwT0RiQCdff36OczWZjGy31TLXVheJVvVsAlSfjpox7DYaQTVANFoVoPplXFSSBMlEKmhd8PGdbLLzWU32nowxjWM9oMYYY4wxrZSq7q2qvVS1F3ALMEZV7wCmAdv4jLdxXBKhl1RVgbeBIf4Uw4EJ/vVLfhu//y1f/yXgaJ8ldwtgG+DDpnoP3757GUBq6G045DZIlBMkytFkzYBUItFUoKmaBB+MZgzNjUQhEiXiez5dkesZjcXbEYu3c/NFJZoasrvws3ub6m0ZYxrJAlBjjDHGmDwTkSNEZB7wG+AVEXm9tvq+d/Ns4HXgS+BpVQ2TFP0FOF9EZuPmeD7gyx8Auvry84GL/blmAU8DXwCvAWdp9RS0jfTtu5elgklIW27FB51BkKxKQlRWSrKs1AWp1bPiJhOp7SCZcHNCg2RV72gkSjRWlDq/RAuIFBSlAlG3XIsLQn+a+UDNhhpjWowNwTXGGGOMyTNVfQF4oY46o6ptTwImZak3hyxZbFW1DBia49xXA1fXv8X1FwaFkWiUANBkZc06PiBNJpNINEpQAZECVxYrLEY0QCSKRuMQ8eeMANWXaqk+bDccvRtQY1kXY0x+WABqjDHGGGOaVDjsFlywGKQNs5Wo+/MzWZFwWXCrzQmtKF3lek0rEkQiUTRwczspDo8vQIMkkWgBsTD7bSrwjIBfhiUMQkUiKG67W+8TmukdG2Pqy4bgGmOMMcaYZhUmFsom2xxQN+w2HK7rlmgJKhMEyQRBZRmq4XDcivSLuOf07LnGmFbHekCNMcYYY0yTmPP2JURi8ayZbiPRaCoJUdj7GQpfS7VANVmRIBYtTr0GiMTiSLLC9Yz6JEVuSZbc/SrW82lM62E9oE1ERNQ/euXYf4Lf/04DzvmQP2ZU07TStFYi8o7/WZ+Q77a0NBH5zr/3/fx2zP/u/+zL/57nJhpjjKmnIBn2VCZrPNJFIlECv9ZnGHQGvtcz1fNZLWFRegZcTbpgNExSlEpMZIxp9SwAbTlfALcCz+a7IfUlIp+JyEgR2VVEXhaReSJSJiLfi8j1IlKYVrdIRG4XkZ9EZI2IvC8ie7RQO9uLyGofrJSJSOcGHt8rvIHQXG1Mu9Z+/lrfVdv1LO7344sWuLaKSIUP8D4RkWtFpEu1ulEROU9EPhaRUhFZLiJTReQov1/878Zs/5n/JCLP5boB44/JdRNmHO69z/Pbv8ctE1AJ3A681yQfgDHGmGbz9eQLmD3lIjRIUllWSlBRnnqEgWPSB5zggk0glQE3FGQJOoMgSZAoT9WvWLOKIFlBUFnmhuQmK0hWlFGZWE2QrEhlyA0qygDouv0fWuxzMMbUzYbgthBV/ZAmXFMrFxEpUNWKumvWeZ6ewI7ACcCvgH1w64qtBI4ELsTllrvAH3ILcDowE3gTOAp4Q0S2VNXFa9ueOvweKPGvC3378rLQV2M/f7+mW0tJAHfjFho/CJeuf7CI/FZVF4kbw/QCcDguCJwELMUthn4M8BQuQLwCKAMeA36L+zlsCOzbkMao6pXVirb1z5NU9U8NfnfGGGPyJsxCGwaMEo0SJMqRaBRNJonEC91zJEp6n2hQbchu2CsqEXdcAEiyEonGUvNBASRZQSTqst66ZVqSEAARd2zXbY9u7rdsjGkg6wFtev1E5EsRWSki4/3i0Fl7f0TkTBGZKyKLReSitKGIg6qds6uIPO97oj4TkV+nnSPs0TpXRL4FvvLlvxCRJ0Vkvu/pmiwifdKOO1dEvhGRcn/9d0Rku7RrHgr8AHwM/BPoqaoDVXUYMMbX+Z0/10bASbiv/ANV9RhcUNIBOFtENhSRBSKSFJE9/TFv+Hb/RUT28ft+EJHOIrKBiPwoIpUi8tt6fObD/PPH1bbD9xp+rhf7Hr3VIjJJRLr4Hrtvs3yevURkmIh84X+WCRH5r4icmVZ3lK/7rIg8LSJrgD/4fceJyAx/7FIRuUfcENO3/eGbp/e6SrUhuOKGoY4QkZn+575QREb6fb/z72O578n8XkSuqMfnFFqjqiNUdTDQG1gCbA1c5fcfiQs+AQ71P/cTVXUH4BJfvpV/fkVVT8bdkADole2C/n096Df3lbRe4LSfz37ihpuH7ThO2uiwZGOMWZd8++5lRAviQNqSK/FC11tZuipjrc81S3+ifNVyl+k2GvVDcctdoiG/PEv6UNz0Ybhu3qirU1m+xvWEVqwhqChLrTUaJCvccNwgyYa/PC4Pn4Yxpi4WgDa9a4APcL2DfwCyfvv5YOROYDNgsq/XM8c5zwIEFyjtiBuWWN0Y3FDFySJSAryFCyQ+A14C9gPe8sHg1sDNQEdcUDAZ+AWwSdr5DsX1QKmqzlbV5Wn74v45HDLZGygA/qeqP/my6f75174H9GTc79sDPojrhwtsb1DV94Ab/fX/jhuO2R24TlX/leMzAUBENgEO8Jun4YLg/8sxFHSk/zzKgENwi3CvoCowwl/7Vl++OTAHGI/r9esB3CEiv6l23sG4gOxR4EcRORV4BNgJt6D3JGAb/3k9549ZmXatbK7A9Spv6Y95F9je79sMWAw86a/ZARgpIg2+zauq3wP3+83Dqz1PVdXJ1ep/6V8+CiwEDhWRB4AbcL2ludaQ+wJ4w7+ej3vf47LUm4r79wNuYfVmHZZsjDFm7Xz3j8tTryPRaCoQlEiUaEHc9V6mJRyKRKJosjIVZIaqAs3K1H63nblMi/okRiE35LbmUi6WdMiY1suG4Da9M1X1GRER4Hhg5xz1wl66h1X1RBHphutxzHZT4FVVPUJE9scFltnOebaqjgMQkaG4gGg+vkcU+J8vG4ILZvDXex74QlXniV8wS0SKcEFdjUkTIrIXcB4uiAsX+erun1elVV3tnzcGt1i2iNyDG6Z7By4AO16rMgZchhsOerLf/gQYleV9VncMLtifoarTReR9YG/f9urB0OWqeoPvLRwJ7KyqS0XkSuBE385z097rDcD/wwXYnYG5uOGh+wP/TjvvHGAPVa30x8305Req6s2+rEBVK0TkDlzAujT9Wun870449PQPfnFyRKTAlz0C/ATsAnQFvgH64n5mT9bjM6vue/+8UbXn77PUDf0PFxifiev9BtcDnXWYuap+KCKP43rNZ+d676r6mu8l3wP4MFc9Y4wx+Ve+cn7GdlAteVCyIpEaeqtJl2woUhAnUhCnsnwNyQo3TDdSUOiCTl8/PIf64bxRCquuQdUfShKJVg3FlSiRgiKisSK6/+q05nrLxpgmYD2gTS8cBvqzf26fo95m/vlLAFVdhOvVqs8522Wp837a615p1xjhH+GQya19L9blfv/rwFwR+Q/wS19nf1xQF/ZYASAiA3C9pQoMVNWP/K6F/jn9vYavf0wruz48FfCCqqaGvqpqAtfjF7qtnnMpw0D+Rf/8QoZ2ulEAACAASURBVLXydPX92YQmAs/gAuFzqZqb2K1avQ/D4NPbwj9PDQsaOC90w7S2ZTvHXcAruKGq5+KCz2ztqq/N/fNP1Z43z1I3dAUu+HwJ1wN7LO7GyKTwRoYxxpj1X3qwmb4NpHpAU3XTejOjBXEkGkOiVX0hkXAYrw9Ywyy5qSG5/rn6fNFw7meQrLDg05h1gAWgTS8MROrKqBreNtwGQEQ2xAUejT1nedrr7/zzDCCiqqKqAnQBrvYBwtWquiEuyLgO2A7Xswlu+O27qhr2YiIixwETcD2fB1YbmvkFUAH8QkTC3tDd/POnafXC4aZlwB/C+aD+/J2BK/17TQJXSbXMrNWJyC+p6g2+ys+nvMlvby8ifasdkutzTP1PJn4RMd+e/r54H9y/lVfDatWOL6+2HQbWqSzAIhL+Dxteq7Z/e4up6k3Odo6j/PNxuBsFd+VoV51EZHPgFL850T+/7J/3FJH+1epv41/29s+fqOoqqgLlTXC9xYjIViKyvYiEwXR93rtpBLFloMxakBbMBN6cGvN73gTXnOev+X9+u0BEHpGqZaSubam25EvG0ihBMjWENhwmK9GonwNanpoLWlm+Bk0miRUWEysszhhSK5FoxrIsyYoEybJSKkpXUllW6npOy9akyoNkmGG3jB67XVCzgcaYVsf+EMyf8f75RBF5DDe0tql+HpNwQdCuwPsicreITMINud0JN9f0BxF5BpcB9WB/XNgzeCiuhw0AH4Q8jBuy/SFwlIjcIiK3AKjqQuAh3/43ReRJ3NDYVbjhtojIacBhuHmqQ3CB06MiEvbmjsXNsbwWNx90M9wc2dqE82t/xAXH4WN+tf11WYjLDAvwuIhchxtCHAaBo3BDlQ+s5/nCQPsGn5zoYaqC17n+uYeI3C8if6l+sKoqcJvffMz/MfME7jMO2wtumO6juEzFDVEsIreKyLO4rMVdgdnA3/z+p3C/QwCviMgE39aPcXM9oarH/TwRuZ+qHuj/qOoS//pNXA9/P78dvvddRWSsnytrWkabXgZKRHYSkTfFJQXLtgzS2rb1pLSbAE834vgwodlDTdmuHNfKdmNhBbXPSW/qa4ePpf5n9bvmvG5TEJFTfJunVNt1P+5zC//fGYr7v6cCl6/hny3XypZX2GEzIrF4as5nurDnMyyXaCxz7qYPXAPfcxqkLcWSHoSGdZMVCT+XtJJkRTnJsjVUlq9xS70kk/TauyG5+Iwx+WQBaJ6o6ju45EILcAHgY1QFFtV71Bp67tW4+YBP4JILDcf1cI7HzQldgQsk9wJOBTbFzR0cLSI74Ibwvpx2yk2p6l07mKphvSPS6ozABZHdgUG4HrH+flmPrXBB5RrgFFV9BZf4Z2vg7+LWljwG90fyVbj5mV8Cx/h9Nfh5ksf6zatUdVD4AP7qy49O6zWs7fNK4ALxRbjexbP8cNfhuLmOe+KC83r98a6q9+Hm/34GDMAl9Znj932HS7S0HDffNVeQfDmuR/pbXMB+APBfv+8U4D+4hFQdgHvq0640cdzvXj/c/NFrgN38MHD8vNyBwJ+BWbie4CNxQXo4x/QG3BzbRbjhzpvggtD/V8t13wMex/WEnuGvYVqAqn6oquc293I/afOU1/Y84TJQL/vnfXAjOp7F/a5dSFU2bnDD98/GfYe+CPwGtwxUOKrkF7j56B/TPNKH/B8uIh2b6Tq1auznr6pL/e9HS825/gQXtH2KW8LpRXG5B/KuoZ+hqo7yn1048iWcqjFRVf+kqi/nOnZ9Ey2Ip4bVhoLAzfssKGlPrLA4FYSGWW8TK3+monQla5b+REXpqtRzGIyG5wTXkxr2nrpHKZVlpVSUrqKidGVe3rMxpnHEdbaYfBCRTmF2WRHpgUv6EsHN0/wmT226EDhJVX9ZZ2VjTKuQNnTyVNzavD1wowFOUtWEVC2D866q7uePORO3rE4xbn72mbgh+Ueo6ou+N244bhTDZribT7NxycM+qXbd83A3oVRVtxSRX/hz7o2bs/4hcL6qzvTHnQuc49u5EtcTf7qqhstI/RHXI98DN399Udp35SjcDZrPVfVX4paBmocbVbGJqv4kIo/igsIrVHVU2uc0CDdP/HtV7ZVWfh/uxs5dqnqmiAzDjS74FNjd36TK9dmH390B7sZQH+DktKRw++GWX/oetz5xGOTd4JOihe8n3buqup+4xF374qZnJIBpwAhV/dyf+zvcz+wy3A257VU1KiIb4EZuHIr72f2AGzExBPczTfewr/stgJ+uEb6vq3EZ1Lv7/cer6jQRuRGXTG1j/74/Ay72N1ZzSvudulVVzxWRDrgbogDbqep//Wd/KW6kTiFuSsktqjrWn2MXXPC6E+7/y++AO1X1rhy/5/8HjPb11+Ayk1+oqkskcxmuM3A3P79S1f2rtfsU4L5qb+cbVd1aRObhPuO9cf9G/lqt3nGqOp71VN++fXX69Ol894/LU0NxwyGx4Tqg6fM1A78UiwtA3VzOIJHwweSaVLAZ79AZiUarlnZJJjOy5rr1RF1wGiko5FdHP9rC79yY9ZeIzFDV6tPYmpRlwc2vj/3Q2CXA0bj/TCflK/j0vgcuzuP1M/g/pEZm2bVUVa9s6fa0diKyO1U9w+k+VNXHW7o9psVdgxs+vzkuE/TbwAPVK0nVMlCK69WuaxmoCWQuA7V3tTpjcAm71kjVMlBb4pKcLcJ9v73lR1h0xi0DtRgXLHTEjTLYhKqs3alloHBBb7pcy0B9V20ZqGHAr6mf83CjDP4oIm/helTLccFDzuDTOxb33f02Lri5Afd5Vl9maHPfpn8CRwDXiciLVC09tAdu5Mdkqt7z5sA7uBEYfXAJ4p6mKmFc6Apc7/AX4uaxv4j7Gc3HjXzphft5TAZ298d/4K9dI3N12s9wG9zIi0dxn/OmvsoW/vjF/twDgGdEZEtVrU9X1L5+CseOfvsT3GiM8D3PwWVrb48LdO8QkY9V9d+46Ql74bJwL8MtT7VrtouIW/v6TVzw/jIuD8KJQC8RqT6l4mrc5/YjNc0EpuBGjczFTclYlKXev3Cf5+640SNT8IkG13e99r6Cb991ifEj0ajLVBsvJEiUVwWNPhCNFRaT8NlvV/3wPRKN8tOPi4kXxIhEhHg8RmzFMmKFRcTbdwKgsENnt14oECR8YqKEW9ql73ENHvVujMkzC0Dz6yPcH2btcUM9/467U5s3qtravsk7kjnUN/Q9LmmRybQD2T+vh3HDX836zZaBcjKWgaqLqq4SkeN9257GTTm4MOxprEN6Ju5JuAB0XxHpqapz0+olgQNU9UcR+R43LHgnVX1Wci89dCTwe1wP22e4ocjbi8imqvpDWr0xqjoSQFzytb1xn9FuqrrAl4dLQfXHBaCvhb3DUjN51QBc8LkAt1xVaXgOv/8U3M+yF/A1UIrrpd0RF4TV5ddk3hxIP6au5a/CNkzCBXtf4XphszkDd8PiY9zw7IW4Ht39cdNSytLqDlXVt7KdRFWnishTuAD0v7UsIzVJRH6LC0CntrVlpLbY1/35MuftSwAy53uG8zyDJEFFOcmKBGVLf6K8rIyly1aRSFTyc8VqIhEhFo0Sj8eIx1cTW/Iz8XiM4uVLKey0AbGiklQgu9sfJ2GMWTdZAJpHqjok321o7fycyQZnd22rVPUhqpIVmban0ctAichisgdsa7sMVLqtVfVuEbkcNyT0dQAR+QoX0Myk9mWgnsH12g5qxDJQtVLV98WtI7wPLqC6u65jRORXVPXivegD6c+AX+EC6PQMqD+qatien3EBaM6loMRlnP4oR53whkEo/fMPl4H6Xxh8QoOXggrP8XkYfIbnEJGuuGB40yzH1XcpqHAI7ma4HsozcT2qj+CycffPckx47vNx+Qbux/3fsAo3SubmLMf08s97kJZR3Nsa9/sWeh/TJLbc/xpmT7kotR0GjOnBZ7JsDdHCYlatXkAkIpSVuwC1slKpjCSJRITKyiRFRXEqfQ9qReJHSjpv4IfmFta8sDFmnWFJiIwxZv1hy0A52ZaBqpWIDMYFn2VAiW9XXdKTD831c2J/lWUfVH2OkHspqPT/kw/FBZ+f4HoCu6ftq20pqHBO4y9EJHVDQRq2FFR4jh1FpLjaOfbGBZ8/4m5YFFJ1c6JBNwtVdT6uBxVgW6nf8lfTVXUn3O/Tfrge0WtzJJz7zj/fHP4e+t/FraonB1LVjOR/UrWMVHjDxZaRaoCt+7llv5NpmW3d0ixV8ziDigRFhXFKS6vqVFYmKSurYOmyVaxYuYYVK0spLS1nxcpSVqwsZemPP/KbEe+w+5mvt+wbMsY0KesB9TbccEPt1atXvpthjGliM2bMWKyq9e2ZaSvG47Iwn+jn++1I8y0D9Rmut28/3NDO74APROQ94CfcfD7IXAYq1ZslVctACVXLQB0F4LOPLvTJbU7FLQM1Ezd0NX0ZqO1xc9t/4U+7oT9msar+WUQ2wWWTLscFPk8BZ4rIS6qa9S9dP9fyGL/5IW64KrjP8XCgt4jkGgJdXThU9xARuR037zPs2d0Wl3SnvvNZPwL+gQsUp4nIa7hkTq/i5k+G1xomIp1wQ4e/rXaOSbjAcBtcroJ3cXMtb0prVze/vRW19OTmEM4B3RT38wY3vDZc/qo9LjHSCmoufzXR38T4BuiEC4CXkLaec5p7cb8XfxKRLXBzVn+Jy7xb1+/7u7he/MNx80fDz213ERkLzFDVGvOrTZVtD7mVL144rSrZkE9ApMkklWWuY33V6jXEYhFWra4kFosSiUSorKwkCAKCQIlExD9H3LNY/G/M+sACUK9Xr15Mnz49380wxjQxP9/OpFHVd0TkLFwW3INxGWtH4BIBrfUyUCJyAC4x0T64OaM/ULUMVDlVy0BtiAs8G7IM1MFp+8I5diNwvaBH4oZWTgUuCJcWwvXUpWd/bee3v8ctN/QAbj3cy3yW1xNxSYXGiUgfVV2W5a3uhwvsyoABWrX+LSLytt8/DDektC7P4PIB7INbTkb8ezrQv6d+uOzGT+Y6QUhVA5/tdxRu7eXjcT3eY32V+4DfAX1xw6DnUi0AVdVSn6QnzII73Nf5wX8+V+OGzfbH5S3YGNebXV/hHNBSXA/2WHXLcyEiw3E3IPbEzcd9lszEau/gkjztietJngZcoqrqpj5nvI9PRaSf/yz2wc0HnYNL1tVQb+M+/8Nwc0snkCXBl8m0wxH38tmTx5EsK01lww2H5FaWr6GkuJDKyoBIJMLK1WWUpQ0Uj0WSlFcmKYi4n2skIhx959wa1zDGrHtsGRYvTCVuzLpC+u+FTrZpS3VpiXTi6yKxZaCMMWupvn87ffzQ4NSSKxokKV/pBjysXPYzZeUJflz4M4lEJSvLklQkFR9zUhB1L7p0KOTMx7PdBzLGNDVbhsUYk5MFn2Yt2TJQ9SAi1XtdQ6+p6mst3Z7WTkTOxvVCV3eHqlZfUse0ETuf8BwAH449KDX8VoMkJSVuVaWOHYr5eflqFq9yXaAry5R2hUIyCCiOC3+daMGnMesTC0CNMaZtsmWg6mdPsi9t9DNu3U+TaQiwb5byF6m5pqtpYyrLSklWJAgqEkg0CkA8HiMSiRCLRYlFYXW5Ul7pRufFY7AmYSP1jFnfWABqjDFtkC0DVT9+rcxReW7GOkNV98t3G0zr9dvz/8G7o11urqCinCBQgsAt41pZmeSnlQEJny86qFDGTU3kOpUxZh1m6cSMMcYYY0yL2Peyj9HARZlhhtvKSpeYqLhAiEUgUPcwxqyfrAfUGGNaOVsmyrQmlUFALJJ5/3rWwgX07r5Jnlq0bmrLS0TtN/JzAN4a1YeysgpisSjxeIwORS7p0GPvr1UybmNMK2cBqMmp3YjTWX3rPfluhjFtni0TZVqDc955hdv3O7TuiqZebIkoUmt9xmIRigrjdC5eAwT5bpYxppnZEFyTkwWfrZP03yvfTTDGtEH1DT6v/Oi9Zm6JWV/0u3IWB4/5D0WFcTp2KOFvL5dy45tl+W6WMaaZWQ+oMesYW37FGNOajdxlH+78Yjpn7WDL75r6+X9/twTJxrQl1gNqjDHGmCZlwacxxphcLAA1xhhjTLM5862J+W6CMcaYVsQCUGOMMcY0m7EHHM59//k4380wxhjTSlgAaowxxphmder2O/P+wnn5boYxxphWoEkCUBEZJyI/icjMtLJRIjJfRD7xjwFp+y4Rkdki8pWIHJRWfrAvmy0iF6eVbyEiH/jyp0Qk7ssL/fZsv79XXddo6+TwA/PdBGOMMW3QXt175LsJxhhjWoGm6gF9CDg4S/nNqvpr/5gEICI7AEcDvf0xY0UkKiJR4E7gEGAH4BhfF+A6f66tgWXAyb78ZGCZL7/Z18t5jSZ6r+s0nfhmvptgjDGmjft0ycJ8N8EYY0yeNEkAqqrvAUvrWX0g8KSqlqvqt8BsYHf/mK2qc1Q1ATwJDBQRAQ4AnvXHPwwMSjvXw/71s8CBvn6uaxhjjDEmz3bq2p2ZS3/KdzOMMcbkQXPPAT1bRD7zQ3S7+LLNgLlpdeb5slzlXYGfVbWyWnnGufz+5b5+rnNlEJHTRGS6iExftGhR49+lMcYYYxqkzwYb5bsJxhhj8qA5A9C7gK2AXwMLgBub8VqNoqr3qmpfVe3brVu3fDfHGGOMaZMu+tcb+W6CMcaYFtJsAaiqLlTVpKoGwH1UDYGdD/RMq9rDl+UqXwJ0FpFYtfKMc/n9nXz9XOcyxhhjTCtz/W9/x6OzP893M4wxxrSAZgtARWSTtM0jgDBD7kvA0T6D7RbANsCHwDRgG5/xNo5LIvSSqirwNjDEHz8cmJB2ruH+9RDgLV8/1zWMMcYY0wodt/WOtl6oMca0AbG6q9RNRJ4A9gM2FJF5wOXAfiLya0CB74DTAVR1log8DXwBVAJnqWrSn+ds4HUgCoxT1Vn+En8BnhSR0cDHwAO+/AHgURGZjUuCdHRd1zDGGGNM63Tq9jvnuwnGGGOaWZMEoKp6TJbiB7KUhfWvBq7OUj4JmJSlfA5ZstiqahkwtCHXMMYYY0zrd/usaZzTe7d8N8MYY0wTa+4suKaVkd+75VpnT7kozy0xxhhjcjun9242JNcYY9ZDFoC2Mfr8awBs3e/6PLfEGGOMqV1bGpIrIkNFZJaIBCLSt9q+X4nIv/3+z0WkyJfv6rdni8htfi10RGQDEXlDRL72z118ufh6s/0yebukXWO4r/+1iAzHGGOaiQWgbZwMGYAcvHe+m2GMMcbUatexN+W7Cc1tJvB74L30Qp/lfzzwR1Xtjcu5UeF33wWciku2uA1wsC+/GHhTVbcB3vTbAIek1T3NH4+IbIDL37EHbsrT5WnrtxtjTJOyALQNOPOtiTn36bOT0Nf+0YKtMaZ1EJELRERFZEO/3eCegabsfTDG1G7Gmecz/JVn8t2MZqOqX6rqV1l29Qc+U9VPfb0lqpr0qw10VNWpfgWAR4BB/piBwMP+9cPVyh9RZypumbtNgIOAN1R1qaouA96gKpg1xpgmZQGo97+vPsp3E5rN2AMOr1EmA/bNQ0uMaR1EpCfuj7r/pRU3pmegSXofjDH18/ChQ7nmk/fz3YyWti2gIvK6iHwkImESh82AeWn15vkygO6qusC//hHonnbM3CzH5CqvQUROE5HpIjJ90aJFjX1Pxpg2zAJQ7xfbta2OiKKttgVADt0/zy0xJi9uBi7CLRMValDPQBP3Phhj6umSX+8FsE4mKOrXrx99+vShT58+AL1FZKZ/DKzlsBjwf8Af/PMRInJgfa/pv5+0zor1P9+9qtpXVft269atqU5rjGlDLABto9bcfh8A+srbeW6JMS3L/6E3PxzOlqahPQNN2fuQrZ3Wy2DWGb1vGtPi11wXExRNmTKFmTNnMnPmTIBZqtrHPybUctg84D1VXayqpbjl6nYB5gM90ur18GUAC8ObW/75J18+H+iZ5Zhc5cYY0+QsADXGrHfq6GW4FBjZUm1pbO+D9TKY1ub9hfNy7pt1/qUt2JI253VgRxEp8QmJ9gW+8De5VojInn7++fFAGMi+BITz1YdXKz/ez0ffE1juz/M60F9EuvgpBv19mTHGNDkLQNdDc5cvY+7yZanX9SGD+rvn/nvVXq+O/ca0Brl6GYA5wBbApyLyHe4u/0cisjEN7xloyt4HY1q9vbr3qLuS99ScL5qxJU6/R+5p9mu0JBE5QkTmAb8BXhGR1wH80P+bgGnAJ8BHqvqKP+xM4H5gNvAN8Kovvxb4nYh8DfTz2+B6T+f4+vf541HVpcBV/hrTgCt9mTHGNDkLQNdDPTt1oWenLqnXtZGB/QDQFye7go6daq2vk9/POM6YdYmqfq6qG6lqL1XthRvatouq/kgDewaauPfBmBY1bVHz/todteUOALy94Ptmu8Y3/5tbd6V1iKq+oKo9VLVQVbur6kFp+8aram9/M+2itPLpvmwrVT3bj7gIM+UeqKrbqGq/MJj088/P8vV3VNXpaecap6pb+8eDLfnejTFtiwWgbZxOmMJud99CwRknuu1nJ9X7OOsNNeuZxvQMNEnvgzEtbbduLZP7av9NNq91/8tzZzf63GXl5Y0+1hhjTP6Iv1nW5vXt21enT59ed8X1lBy4J/rmVPd62GB0/HPIwH7ohCmNO1//vVK9pcbkk4jMUNW++W7H2mjr30+maY376hNO2u7X+W5GnS6f/i7JIGD07utntnb7bjLGtEYt8d1kPaAGIBV8Auj459xzPYPPbD2hFnwaY0zrtC4EnwBX9N03a/C58x1/z0NrjDHGNBULQNu4wrNORgb1R4YNrrFPThlW67EysJ/rJa0WbMrh9V6ezBhjjGmQj8/+c76bYIwxZi1YANrGld/5AFvv+Vt0/HN8+tgxyJABqX16//iMumGm3HQ6YUqNhEQ68c3maawxxpi1cveXM/LdBGOMMW2cBaDrkNU/vNUs5/364lEA7PJePCMJUY1e0Uj2X5dXe9dcG856QY0xpvX5bMEP+W6CMcaYNs4C0HVIu00PyFpeunwupatX1ih/f+E8Xp33Tb3Pn7znYT597BgA5He/Tc0FDenzryG/P9jtH9Q/NUf04DH/cWVpPaE68U3k0PUzcYQxxqyrxh5weL3r3vefj5uxJcYYY9oqC0DXAyWdelLSrkON8r269+CQHls16Fzb/O5PbHPtKPSNf6XKxh7bJWP4rQzqD5FIzaG31ZIW6StvN+jaxhhjmt/pUybUXQk4dfudm7klxhhj2qJYvhtgWpeSjX7D0xtnZhg8a/Wu6ITJyO8PRp9/rcYxMqg/+uLklmqiMcaYtXBPv4H5boIxxpg2zHpATQ07n/Ac/7huD/59636uoKgYGXpY1uATSAWfYY+ozf80xhhjjDHGZGMBqGHGuEHMGDcIgG6XnAfAZrsfQFCRoMN5Z0Akgj7zcqq+DOqfGpIrg/pz3aASPn3smNQQ3Nqy4N5/QjfuP6Fbc70VY4wxxhhjTCtmQ3ANu570Yup1xGe63XL/ayhddAIr/3xXjfrpw23/tX+C34wopXTRtHpd65SHFq1la40xtbngwCJufLMs380wrVy/R+5hyvGn57sZxhhj2iDrATUZFl59IwC73X0LfY58KFUe9oy+NaoPQCob7m9GvIMM6k9Jt91atqHGmKws+DR1seDTGGNMPjVJACoi40TkJxGZmVa2gYi8ISJf++cuvlxE5DYRmS0in4nILmnHDPf1vxaR4Wnlu4rI5/6Y20REGnsNUz/T/nhuxvaia24G4IBR7kesz7+WGoZbWwKiMFBNbdvSLC2qeqZiY4yx4NMYY0w+NVUP6EPAwdXKLgbeVNVtgDf9NsAhwDb+cRpwF7hgErgc2APYHbg8DCh9nVPTjju4MdcwDZea6zn0sBrBJLG6R3BXT1zUkKVZxh7bpe5KJqfNLv9LjaVxjGmIxV8+yqJZD1G6ZFa+m2KMMcaY9USTBKCq+h6wtFrxQOBh//phYFBa+SPqTAU6i8gmwEHAG6q6VFWXAW8AB/t9HVV1qqoq8Ei1czXkGqaB9MXJFJxxIvrMy+jzrzH9vqpFzPXZSanXMvQw5Ci3r/tfL0CGDa5xrq5/GYEMGVCjXIYMqNEzKr/7LWc+vqxG3bYelN4+axqlKxYAMGPxglrrlpWVZf280/UcdXGt+03btuEvj6Nb7xMo6do76/6fVi6ndKXN615X9Hvknnw3wRhjjGnWOaDdVTX8C/lHoLt/vRkwN63ePF9WW/m8LOWNuYZphI27d0+97nvqRADkwD0BmHTxdgAuS27U9YguvPpGdPxzNc6z5LpbM4JWADn2CPTZSTV6RvWNf7lsu9WGkIZB6Vcvn702b2mddU7v3Sjp6O6l7Lph7fdUllx3K0SjtdaZO+raJmubaXs26tCJkg65s1qXrlregq0xtTlo/H029NYYY0yr0CJJiHzPpba2a4jIaSIyXUSmL1pkd/FzyRak6JtTARhw7VeAm9sZ6dDRvT5473qfWx9/IWM7DGzB9b7mGkK63WF31Psa6zs5ZVjunatW1Sja7e5b2HXsTc3YImOckvadspYvX7WKJatWtnBr2rbXh52a7yYYY4wxQPMGoAvDYa/++SdfPh/omVavhy+rrbxHlvLGXCODqt6rqn1VtW+3brY2ZV3mT7855z595W2S97jR0PraP1LlM58+IfW61kApPI8PbFPHNCCYra6+vaTjT9+00ddoDfT+8Tn3lWy9bcb2rmNvYtofz2XGmec3d7OMyalT+/Z0bd8h677/LlvMzKU/8cVSuymYDwMefyDfTTDGGLOea84A9CUgzGQ7HJiQVn68z1S7J7DcD6N9HegvIl188qH+wOt+3woR2dNnvz2+2rkacg2zFjbre17GdsEZJ9Z5zI7PLSF6uvsRVQ+U5LTj6zw+PZgFkOFH1nlMqL69pMPu+aFG2boalEZPH576vLOxwNO0dtt2rVzOEwAAIABJREFU2ZA+G2zEDhvUvCn4/Hdf8fDXn/Hw15/loWXrpobO+5x07MnN1BJjjDHGaaplWJ4A/g1sJyLzRORk4FrgdyLyNdDPbwNMAuYAs4H7gDMBVHUpcBUwzT+u9GX4Ovf7Y74BXvXlDbqGaVoVdz1Yo+xfN7key+Jz3HAvfWpiqmc0tMXoy9y+ex9p8DX14afrVS9MiFSX/746Imt5tqD08TN6ZKnZuiTveTj1eUdPH05ZWeaakPX9XBrikqlvNvk5jcnm9722Y/g2v2L4Nr+qse+pOV/w/HdfcfeXM/LQstarPvM+LTmRMcaYliRu6qTp27evTp8+Pd/NWC/I0MNcUiKgdMmsnBk063Wu44aijz7TVE1rco+f0YNj75pXd8U8kNOOJxaN1rhRIP33Qie/n1l26P45l8jZ895bqahMrrO9pyIyQ1X75rsda8O+n9besIlPEY1EePjQofluSqux1/238/4p5+S7GW2WfTcZY1qjlvhuapEkRKZtCYNPgJKuvVk17w3A9YqGWXPDXtA6z/XoMxlDfWXoYciJR9d6jAw9rKFNzjB7ykUZ219PviBn3dYQfMpJx1a9ThvWrPc+QsVdD6bm3srhB7pyH3x2u+S81Nqu2YLP4a88w5EvPMbU00ass8GnMaHxhx+VM/g8ZsITDJv4VAu3qHltc+2oWvfvee+tFnwaY4zJD1W1hyq77rqrmqbDyX/Ive/U41Kv37nq1znrdTz/TFVVLTr7lNznGrBfI1rXtBavXKGfL1lYo3z0YcUZ2w+fsnGztiP8zNM/3/B1bZ+hquppb7yoZ7/9sl787ylN3q4R705q8nM2BDBdW8F3zNo87Pspfw557H4d+PRD+W5Gg/S66q859+1y540t2BJTG/tuMsa0Ri3x3WQ9oKbBpoysfUitDNgXli4GoMuFVXfYe980Bsic+7nvZR+7Y4YMADJ7GyMR9+u55vb7cl4r17DRltS1fQfiH1xdo/yvE0szto+/bwFXHVaCDOpfo+4jp9a+pmd9hEme0j9fvfcR5KjDa3yGW4y+jE4XnJXaLitPcPt+h3LNngeudTvSHTPhCW7Z55AmPadpPUoXf0rpyiV8vWwxHyz6gUdnf57vJjW5SceezItDsyf2OvKFxxg28SmOfOGxFm5VdluNGUn3v17At5eNzlmnIaMZLCOuMcaY5mBzQD2bx9A4pauW51zrL/To7M+56bXX+fjsPzf4/POm3UiP3XIPgU338kXbcNj1Xzf4Gvk2akAxoyatqbWOHDMQfWJCzfJw+K0G6INP1ut6u469qUF/hMrwI+ud/Kk1snlWrduMxQtYsGY1KxLlFEVjdCksomNBnEAhQNmj27qZkXqv+28nGQQkA2XaH89t9uttNWYkQRCktn9evpxlN9wOwOZXXsr3I8c0+Jz7P3QXb59wRpO10WSy7yZjTGvUEt9NFoB69iVatyNfeIynj/hDrXW6/mUES6671fVodujIneWvc8+el/Dpny6q9bh0d385gz/+ctes+0oXzaCkW/Z965u3RvXhgFEza63z8tzZHNZza36a+QDdb3oTHfc44JI3Lb5rHKe9/iLPDT6OgjNOzJq1uDYyZAD67KSc+7caM5JvLr2yQefMB/sjr225+uN/UhSL8d2SJSxbuYpVZWV0KikhGQQkKivr/A5rKTvddj1Ag74b0213/ZV8ddFIwP1bBCgrLycWjQKkgtFfb78dn/33a4IgYO6oa7OfLIfSxZ9SsuFOjWqfqZt9NxljWiMLQFuQfYk2jAzqj744uX51B+yLTno31YuXfmyY5XaL0Zfx7WWj6f7XC1h49Y1Zz7PJ3y5kwVU3NLytA/uhE6YAMPbYLpz5+LIGn6M1WfbN83TZ6vdZ953zzivcvt+hgEs6pBPf5O4vZ1AcK+CpadNqrPE34PEHal33r92I01l967q9RIP9kWeaws53/J3S0lJisRjxeJwOJcW8d9JZdR/YCHveeyvJQAmCIOdohS1GX8bxB/+OZ997n8rKSoIgYOmyZbRv145IJJLRG1qZTAKwf99dGH/4UfVuR+liN0WiZMOd1+LdmFzsu8kY0xpZANqC7Eu0+cjwI6Gigqe6zuDU+OEsv/FOAMafvinHrdiN+AYbkli6GH1iAh3OO4OVN9+FnDIMvX883f96AStWrKh1HijULzgtPOtkyu/MnNN07/FdOe2RJTm3m8uSVSvp2r5D1n1fvXw22x12R0ZZUwyD3em26+vd27LJ3y6kqLCw1rlk6wr7I8+0Rvs/dBeJykoAon6+ezQSIekDx1zB7XbXX0kkEqG0tGqO+R479mbarC/529AhLEuUcdsLL6X2hXPpASr99YYPOIjRu+9fr3ZOXfQDv4quBKBkg+3q+/ZMPdh3kzGmNbIAtAXZl2jrE/aOdrrgLDp26NDg4WO1nbOx7h62AX8cv3St29EYd34xnbN2cN8HctKxVcNt01/7wL3TBWex/MY7U0Nve466uNbPrzFDdNcV9keeCZ306nOMO2Qw/R65hynHn57v5jRaeDOp9Odv6X2Hu6kWj8dJJBJUVlayw9Zb8dlX/6WkuJjtem3OrNnf8P3IMWxz7SiCIKCyspJIJMIvt9yCjbt0Ztwhg7Ne56k5XzDm5Zf597CBNYLP9CHApnHsu8kY0xrZOqBmnTHykOJGHSeHVt2Fl/57IUcdjhzn1+pbsxo5bijLb7yTuaOuRU48msHPPbpW7dRHn0EG9uPuYRvU+5jbjuyYel1b8FnfTLaX9m/cZxUGn0Aq4Kzx+v7xyCnDUr3MYVAZBp+7jr0p67nX1+DTtE1XfvRe1vJxhwzmoPH3rZPB5y//Pjr1CHsyAb69bDTfXjaary4aybeXjSYSiTDz69mul3TNGhYsXZbqBQ2CgEgkQlFREfF4nK//N5d3P/4065qhW40ZyYpEOf8eNhAIKF1WleCtvus4G2OMMdlYAGqaxJWvVmVx/f59l5hGDt67zuPSl1HRye9Dpy48t6G7m6rPTkr1Vo4/fVP0wSd5bvBxGUFrQ8lRh6MTpnBG6e71PuZPT6/I2L7hiJKs9Y6/b0HOc9x7fNfU6zGTa894u7b0/vHI0MNS25v87ULALYkzb/78Zr22Mfl0+fR3ARi5yz5Z9x8z4QleH3YqALvdfQt73ntri7WtvnYdexM73/H3GuVf/vmy1GPW+Zf60gilP3+fUf/7kWOYf8V1zL/iOhZcdQM/LlxIoqKCTf52IWXl5Xx6VtXSWLFYjFgsxtcXj8q41uZXXkoikeAPG28AkSKQOGjVnNJIJJIRBBtjjDENYUNwPRtG0nzqk8hG+u/lAtBwu5YkR5v87UIWL15M5cIF6POvNbg9MvQw9JmXkWGD0fHP1euYW4Z04NxnVzb4WvVx25EdawS5M8YNYteTXqz3OdKH4ab7dMlClibK+GLZoowe1LbEhrm1LadPmcA9/QbWKA+H34ILPqf98Vz2uv923j/lnBp1m9uOt1QNh//83IsbfZ7bZ03j5B4bgwaUdN681ro9R11MoErHDh0oKytj1hlHUdJ1x6xDacMh+6UrFrjAUytBKynpslVqGO+6kAG7tbPvJmMMuJuj0UgklRcAIB6L0bPbhqnX8WiUpAZ0jBcCsFu3zdirew/+u2wxgSrbb9CN/R+6i3k/LgTciJey8nISiQSRSCQ1RSMIgrr/JrchuKa1eejkjWuU9Rx1Md3/mnutznlXV92dTw2vrSY9+ATQFycjwwYjg/ojg/qn7vC/fNE2FBUWUnHXg6ng87pB2Xskc9FnXnbP9Qw+gazBZ66eUKBBQ3yrB59AKvj87h+X1+sc2YJPgJ26dmf/TTZvs8FnLiJyjoj8R0Rmicj1aeWXiMhsEflKRA5KKz/Yl80WkYvTyrcQkQ98+VMiEvflhX57tt/fq65rmKZxT7+BnPRq5r/t06dMYNwhgzlmwhMALRZ87jPuTva6//Ya5Z+fe3Hq0VDpw2VP3myjVM/k5ldemuMIZ+6oa5l/xXWp5EWHTvwn211/JR+ffERGvS1GX0YsFqP05+9d4EkAEgGJscXoy0gkEhZ8GmNMEwqXCYtGIsRjMdoXFdGuuIhEZSXJIGBNIsHyNWsoisYoiETpWFBIPBJl5tKfiIpQEInw2ZKF9NtpRzp37pw6bywaJRaLVW37US+tgQWgpkFOeODHGmVzR12bWjolevrwGvu7pGV7rZ4A6Jx3Xsl5LR3/HPriZPTFyXx89p8BOHzRrnz3xSzAZbUF+MuLpTnP0ZwufCH3dZsqUVGvva/Iue+pOV80yTXaGhHZHxgI7KSqvYG/+/IdgKOB3sDBwFgRiYpIFLgTOATYATjG1wW4DrhZVbcGlgHhmjYnA8t8+c2+Xs5rNPNbXm9d8M/Xs5anJ9U5971XuaffQE59/QWeGHgMAP0euScVfO529y2Nvv5B4+9j8HOPpgLb6t476awmD3LLysqqNiTmgkPgyxFnUbp8LqXL3TD70pXZs3l/P3IM3142mv9++x3xeJxf3lmz7ans1xpUDb0Vt7TL9yPHNN2bMcYYA7gs6MXxOO2KXfAZj8VIVFayqqyMNYmE21cQp0e7jvRo35HCSIQYQgQhJkJRJMpOG27Mxp07AW6qRLZHa9F6WmLWC8l7Hm5Q/Q5jhiAnHp11vqgMG4wM7OdeD+qPDBmAPvgk+vgLAPW6i/Ph2PW3g+moLXdAThmW2s54PSx7VksDwBnAtapaDqCqP/nygcCTqlquqt8Cs4Hd/WO2qs5R1QTwJDBQRAQ4AHjWH/8wMCjtXOE/hmeBA339XNcwjXDj/x3E6VMm1Frnln0O4Zx3XuG+g1xP34DHH0glIdrz3ltTvaHp+j1yD/uMuzO1vc+4O7POF3192Kk8N/i4VGDbnDb524Vs8rcLM7JZl3TaDCIlEIn73kqAgNIVCyjp0DX7ibz5V1zHzz//TGUyyeZXXsoWoy+jdPGnqeBzAe15cckqF+BqQEmnnhlrixpjjGkaxfE48ViMNYkEK1aXsnj5ClasLiUei9GppIRtu23Ejl03YrvOG/KLdh3ZtLg9ERHWBElWJCtYXllBWZCkXawAcMNvY7GYCzpFAFpV8AkWgJq19O9b96szKZAcfmDOfWMmr3FB5Wv/yDxm2GAIAihyGWP1xcnos5OQIQNSdcIx7HLi0QAZw4C/fddladz9zOw9JK1RQ4cSg0s4lPV1A4YXt0HbAnv7obHvishuvnwzYG5avXm+LFd5V+Bn1dRf/mF5xrn8/uW+fq5z1SAip4nIdBGZvmjRoka90bbgnn4DOfe9VzPK0kdWDH7uUW7f71DA9VhOOvbk1L6pp41g17E3pXopw0B0yvGnZ6zD+d5JZzH1tBHN9h7qY8FVN2QNAEs6dHWJgqLtSf8vPewJrU04LLcymaSoqIhj3/6ErcaMpHTxx1z05iQGdW3vekB9L2sY/PYc1fh5q8YYYzItLy1leWkpaxIJ1iQSxGMx2hUX0amkmC7FxXQuLKJzYTEdCuJERAhUqQgCEhqQCALK/WN1ZQVJv9RWKPC5foIgaFU3ES0ANWvlNyPegWTt2RB14psNP3FJO4jG0KcmpopkyIAaQSiAPvgkm195aWoYMMAW+46u8xKvXbp9w9vVTK4+vKTGUOLa5pia2vXr148+ffrQp08fgN4iMtM/BgIxYANgT+BC4GnfO9mqqOq9qtpXVft269Yt381pNbL1eN6yzyHcMvMDwGXCDQPOfcbdyXODjwNg2MSnKC6Mc/iTVUsO7XTb9cw483wA9n/orrwkJGqI9O+4dD2vGuWCxGiJG5ZLhJJOm1G6YmHG8im5zL/iOr7882XMmPUlO2y5Bb3vfo5HD3SZhKsnN6prrqkxxpiGWVOeAKB9URHdOnZk064b0HODDejRriObtOtA9+J2dCiIExMhEQSsCZKUa0B5MsmaZCVrkpUkgiSJZJJ4QYx4PA6Q6gFtjcNwW0crzDrlP0sze2Oq9142Bb33EfTRZ/jHdXtUFQaBW0bl2UkZdbv+ZUSD5iXNefsSAA4e858maWtT+OvEmvNJg0YkqM42B7ctmjJlCjNnzmTmzJkAs1S1j39MwPU6Pq/Oh0AAbAjMB3qmnaaHL8tVvgToLCKxauWkH+P3d/L1c53L1FO2JEMA5/bZg1tmfsAVffcFXNbb9F7M8YcfRbH/Txnc8NtP/3QR4OaBvn3CGc3c8rXTbkTV2qUdzstsq7urHXEPiYNE3DDcjt0h1pn6mjvqWj75z1dUVlayx0NPsOPYByhd9k2NJVjShwEbY4xZO8WFcYrjcTq2K6FdcRHF8QLi0SgF0SjxSJSIRIiQ/T55UgOSGpAIkoDLmBsOv4WqIDRMQGRJiMw6a/sNXG/MJVNdz6b8/uAadaT/XnWeZ9xJG9VZZ++/fJCaB0okktEjGlpyXcPW8tty/2tqlMmg/jXK/n3rfg06b1PLllzp0v7FGdtfvXx2xnZD5+C2US8C+wOIyLZAHFgMvAQc7TPYbgFsA3wITAO28Rlv47gkQi+pW8PqbWCIP+9wIOyee8lv4/e/5evnuoZpgHGHDK4x7PayD9/m3D57cOPnU7l8+ruMO2RwRpKiYyY8wRMDj2Hi0SfS75F7mHraiNSQ22l/PLdF298Y6WnzV958VyogbTfidJbdcDsl7TulstWGwWjpykWUdOhG6YqF9brGJn+7kECVr84fQf++O5NIJBjy6jsuoF38qVvKpRUN4TLGmPVB+6Ii2hcVURx3gWhRNEZRNEY8EqUoGqM4GiMmQkwixMQlHkoGLvCsCJKUJSupCJJERUhUVmYmq8MNww2H4LaW73ALQE2jXbOnm9tZtFnPGvuqL6uSzcn0S72+/4TsQwxl6GEQL3LnTOv5LDjjRACKzzm1/g2uRbY1R38z4p3U61uGdKixPx/GTF6Tsb3dYXdkDNUtXbWsyT6T9dg4YEsRmYlLKDTc94bOAp4GvgBeA85S1aSfw3k28DrwJfC0rwvwF+B8EZmNm+P5gC9/AOjqy88HLgbIdY1mf8froVv2OST1+sgXHmP07vtzwT9f54Id96QoFuOif73Bjf/nkpAd/uSDPDHwGA5/8kEGPfMwU44/nT3vvbXVD7mtzepb76H4nFMzAtOSdh18EOoDUQ0oXbmEko7dc2bFrW7+FdcBEU7vvStfnXcW8xcv4YiJr7HdHS5b7vcjx3DlR+81x1syxpg2KRqJEIlGiEaqHvFIlIJIlKjvyQzIHBaXCJIkVUlqzeFyYZAZDrmNRaPECwqIx+Op4bn5ZgGoWWtrbr+vQfVTSYuWLmbO25cgxw3llIdyJFnRILVuZ2jzKy+l4q4HkdOOb9ax7E+f84vU6+rrgE67e0D16nmTvhxMSfsuDf55tDWqmlDVYX5I7i6q+lbavqtVdStV3U5VX00rn6Sq2/p9V6eVz1HV3VV1a1UdmpZZt8xvb+33z6nrGqZxhk18iqeP+APHTHgiFXAGaf8hn/Tqc0w8+kQOGn8fE48+kURFJQMef4Cpp43Imtm2NQpvuFW35vb7MobmAj4brg9CI1V/aJR06ErpqmW1Xif9zvik+d9Q0qkn/x7+B777YQGVySSBKjvf8Xe+WVC/HlVjjDF1K/JDcIvjcYoLCohHokRFqPDzOldXJlhRkWBVZQXlGpBEqQiSVKQFoasqKlhRUe6G8nbsSIf2/5+9O49zqjofP/55bjKZTGZjWEXAikqtirUWtP5qN5UiohRRUaQqilsRcVdArVLEfUGliisCWkRQEa1UEWvrt/aLirVaqOULilYUAWGYLZNJcu/5/XFvMslMZoOZyTA879crr7n33HPPPXHJK0/OOc/JJxQKJV+BQMANQnNysv12AQ1AVRaYV99yDyyL/Y65vd7eoGl1U0Y9ZfjPkROP4b/vv4ucN4a+e++d9ut/azt91n8bvHbEb5Y1eK0jKLl29x3ZUaolnhlxBsc/83hyK5RTX3iaGw7/CXf9+JdcvGIpc044ldOX/IHXz3JnBvhSfrTaXYLQ2OynGrzmOA6FV05IBqKhgpKUq+5IaCLwDBWUNBqEJpMcicWJffYnXL4JxOLDi89PZuG9ZeTJrHhv1S6/J6WUUq6A308gZW2mbRyq7ThVsagbfEZr3FeshspYlOp4jOp4nKhtJ18xx0778dV20qfdJl5xu2NMutIAVLW7xPpQ8+Jrzas/3E0qYpb9FfPqW5hX3sQ8tbDRRBhtneH2pav2b/T6R39o+30BU8nZo9POS++e1UBNpTqXC19fkgwuT33haV449Wwu+bO7VvzRISM5c+mzLBr1a8DdA/SVMefV24qlI8udeH6j16tnPU7FzNlYlpt4KFz2lbseFAAnOR03XFkGeEFoxdbkeV29briamevX0scvJAJYvDxbm265mwsfe9Sbpqtam4iMFpE1IuKIyOCU8hwRmSci/xKRT0Rkasq1YSKyVkTWi8iUlPL+3lZT60XkOW/9Ot768+e88ndFZN+Ue6Z65WtFpPNuoq1UBxONx6mMRCgLh9leVcXX5eV8saOUz8pKWbv9W/5dupUNFaWs3fEt68u2saG8NLnuM7EGNJEFNxqPE4/HiUajtUFnPN6h1n+CBqAqC5qzPjRNPPM2L0+c24Pr/v5GxmttneH25Ps+bfT6Yb9210s9dk7tZvDrll/dUPVd1tgociodGVWdyaCH7+Px40cBcPLiebxw6tkc8cj9PHzsCMDdD/TZkWcy7tXFnLx4HsvGnp9MPLS7aO4yA8uy6HXzdDdhUNmXYIdTste6U3KTQacEwK6s10a3yW4wfuUBB6aVh4p6AW6SIoDw9rU78U5UM6wGTgHqLrIdDeQaYw4FBgEXi8i+IuIDHgJOAA4GzhSRg7177gRmGmMOAEqBxC8Z5wOlXvlMrx7efWOAQ4BhwMNe+0qpNubYDrbjEI3HqY5GiXrfe32WRcDvoyiQS77fXVIRc9yMt+6rfkAZ8DLg+lP+JtZ+JqbhdgRtHoCKyOfer3b/FJFVXllXEXlDRNZ5f0u8chGRB71f4D4WkR+mtDPOq79ORMallA/y2l/v3SuNPUPtfjIFrDJ+LBfM3cqjL7wEpAd6HclF82sTfwwYmnkPv6akbq3S0Fqw5razMyOj2c4GrFQmF76+hA8uuYrhC9y8Ty+NHseIhU/x/m+u4Ji5s7l4xdLkfqDVUXePtebu9XnQPTM48K7pHHJf87d3aisNremWi85JOy+79yEqZs52g1As3N2F3C8nBjApQWiooNjbJ3RTWhu1v5BbhAq7uaOnXhDbbfLlOI7DplvuJtQ1PUBVrcMY84kxJlN0b4B8b0unPCAKlANHAuu9tehR3KRqI73vQccCz3v3zwNO9o5Heud414/z6o8EFhpjaowxG4D1XvtKqTZm+SwCfj9dCwrYq0sx+3btyn4lXTm4aw8Gdu3FAcXd8IngEzdss40hZteOfkbiMapiUUpr3ESVhQX5FIXyKK6zDjTx6gjaawT0GGPMD4wxiSklU4A3jTEDgDe9c3B/xRvgvS4CZoMbTAI3Az/C/UC8OSWgnA1cmHLfsCaeoTooGfbT5lf25sqX3fsQkB7oVXz5esZbUj1z8d7J49RkQ63tj9cNaPDafafkN6uN1K1VGlsL1pJ2WiI1G7BSHcXjx4/i9CV/SE6nPfqJWbwyxv2BxnYcHh0yMrlVy6JRv8b2fmGu6/hn6gd4n1xzI2uvu4k1V12f8dnfmX49/Wfc2FpvpUE784NTxczZ9Jo2A7DAiUC8HEkGohZGatcZhYp6u6OluLMjLMviixtuSls3muD3+9l8672Et3+y829I7azngSpgE/Bf4B5jzHagD/BlSr2NXlk3YIeXwTu1nNR7vOtlXv2G2lJKtbHiUIiuBQWU5OXRLRiiWzBEnj+HqOMmINoWCVNtx7FT9mS2jSFq2+56UDvuBqK2+798QTCYXFca8PvI8fuSGXE7imz1JPUXuLq/zM33tkRYibvJe2/geOANY8x2Y0wp8AYwzLtWZIxZ6e2xN5/Mv/KlPkN1UOa1/2myTmJPUPPY/AbrFPZreunKWY9+nTw++KfHNqN3O+eku9Y1eO2qF6ta1FZTa8GaUnz1xF26X6mOJrG289QXnk6ObJ68eB5vj5/I8c88ntyq5cylz/LKmPN4e/xEjnjk/rQ2EutHEw657zYOue82BtwxrcHnfnHTbWy4cUZa2f633dToPTujsR+cGvsMrJg5mx43Ta9dv2nXZsquG4KHivsRLvsSx3HcPZXFzzXvvZ0yfbd2am6CTsHdeUOGDGHgwIEMHDgQ4BARWe29RjZy25GADewN9AeuFpH92qG7GYnIRSKySkRWbd3aQAZ7pVSz+SwL23GIxOPJhENR2yZg+cj3B+gdKkiWRb11n4lpuDHHIWLHKY1E2Fpegc+y6FpYQEFekIK8IMWhEAXBIKFgLnnB3D1qGxYDLBeRD0TkIq+slzEmMffnG6CXd9zQL3CNlW/MUN7YM9RuIJGoKHl+8lAAzNIVO9XeB3Ma/v1h4Olzd6rNtnTjsLy0KXY5E86j5qEnyb/84rRAVMaPbXabidFipTqbF049m2PmzgbcqbhD5j+aDCwvfH0JJYUFybrv/+aKekFoqjVXXc+aq65n3ZRpaeUH3jW90QDz0+un17sHoM/Nk5NrJ9tT1QOPUjLVG6W1AogTbrBuqLgfm26qHe0dd+ggd/otFt+53U32lsiQG+p6EKBB6M5asWIFq1evZvXq1QBrvO2gBhpjljZy21jgNWNMzBizBXgHGAx8BaRuxN3XK9uG+wO+v045qfd414u9+g21VY8x5jFjzGBjzOAePTLv4a2Uar6+RcX0LSyiZ14+vfLyCVg+oo7NluoqNlSU8u/SrRTkBMjz5+ATwTYmLeNtwPIR8Plq9xD1+5PbuhTkBSnOd0dYi0MhQsHcLL7TWu0RgP7EGPND3Om1E0XkZ6n+SOVQAAAgAElEQVQXvZHL+ruotqKGnqG/4nVciXWfMvok9/yl5WnXZeyo5HHepPQRjEwGjX+pRc+/dUT7zpGfM75n2vmM16rTRjgSIyFVDzxKzUNPJsvNnAXt00GlOri3zp0AuPt+rjjH3ZJkxMKnePz4UTx87AhGLKwdTXz/N1ckj3825yGGzG96O6e1192UMcDc/7ab2P+2mxq876vf3cmmW+5OK+sx9cp6o4p11dvfM0XquvDG1Dz0JPhC7lRcJ4o4YXxAuKqKqqo6MzB8BYTLNxHKL+TQUKE7AioWW2+fybY7H6Dk2kn0mHolgK4BbX//xV3TiYjkA0cB/wHeBwZ4GW8DuEmEXva+87wFnObdPw5IBLgve+d41//s1X8ZGONlye2Pu6TpvTZ/Z0opyqM1bItUs7GynHWl29hYWc62SJio446CFuXkku/PId+fQ9DnxydCNDX7rWOzvaqKqupIMoFRQzItRcmGNg9AjTFfeX+3AEtwp5Js9qbP4v3d4lVv6Be4xsr7ZiinkWek9k1/xeugkiOgkeqM1/82c1YyCI038T9bQ754Z3qD1254peHRgkwWTOjbdKVGjJ9T7z/PBl07JJh2nmkUNPULqpzhZgRtbNRHqd3diIVPceoLTzPnhFOB2mm3Ca+MOS/jnp9vj5+YDFgBhsx/tFkBacKn10/n0+vrf5b0n3Fjg+tEE0FdQqZgtLE9ju1H5xGuLGt0T89vyssorawglF9I8eTr3am4xgG7HHAQk/65GSooBitIuLKUUH4hocJuaXuKlt49i623zwQgXLpOg9A2ICKjRGQj8P+AV0UkkdDgIaBARNbgBp1PGWM+9tZwXgq8DnwCLDLGrPHumQxcJSLrcdd4Jn65fBLo5pVfhZcfw7tvEfBv4DVgojGmY2wYqFQnF3NsLBFKgkF3NLSgiN6hQkoCQYoC7oilux40RmlNhPJoDVWxKOU1NXxZWsp/vt7E/238mu2VlcktXeoGmraTOQ9CtogxbTf46P1SZxljKrzjN4DpwHHANmPMHd6+VV2NMdeJyIm4H6bDcRMOPWiMOdJLQvQBkMiK+w9gkDFmu4i8B1wGvAssA2YZY5aJyN2ZntFQXwcPHmxWrdLNtXcHMnIIZukKZPxYBn7/+/zrivbJL/X7McV894C9GTqj4SQcqxedy8DT5zL3/L0498lvduo5Mn5scmRTLjqHB3a8xGWLysmdeD41Dz2ZHPFtKDumSiciH6QkQNst6edT8417dTHzThzdZL1BD9+HZVlpo6GZDLhjGo7jZAwyd0a/ae7nlWNMvf00i6+eSNm9D1Fy7aRGM1aHK7YCFlgBMA5G/IiJp+z/WZ/v4nFU3HMfJAJPXwGh/PqJ0MIV20D8ybYKr5xAxczZ6XV2bAATJ1TScJI11TT9bFJKAdz+z9rdHhJTbIHkNNvE/p6JrVqA5Hl5VZjqaJSCYJC8QIDqaJSyqjDF+aG0epXe6Gh1NNrk/tft8dnkb7rKLukFLPF2RvEDC4wxr4nI+8AiETkf+AI43au/DDf4XA+EgfMAvEDzFtxf/gCmexngAC4B5uKmJv+T9wK4o4FnqN2IDP+5txYJ8HtbknnnbTH99J9Pn84Pzl6U8dqlCzNv3J4qsZ50Z4NPSH9flgiXLSoHSE69rZ71OIVXTtjp9pXqzJqafpTwwSVX1Ss75L7b6mW+rTvttt+0Kfj9/npJiJrry2l31CvrMfVKtt4+M7lOu6FMhe62Kd41ARx3e5n8RgLPBPvRecgFZ1F1/yx3JNQJU1UF+XWC0FBhN8KVpYSr3NHTusEnQKhLf8I7NhDesYFQl/5NPlsppVTDvt6xI+OIpWO7ZdF4PBlIpo5kJtZ7di0oID8vmKwbyHHXgCbq2Y5DwO8nGo8Ti3eMiQ1tOgK6O9Ff8ToOGXo0Zvk7rHp8BIMvfCVZnunLYXu4e1SIa5e0bEpuW0tktK07WuK7eFyzt1vpc/PkeiMwreXP0wZy7LTVbdJ2S+kog9pZhz14F9FolE+uaXzLlYPumdFkneboNvnytKm5qcJlKflgvARBiEWosGXLR2qD0DhIwB3trBOEhiu8ba1SRkIz9qn0U0Il+7fo+aqWfjYppcBNlpcaWNYNNG3Hwef9MJlINJRJamCayKybGDVNjICWh6sz/gCbqj0+mzQA9eiHaMclJx6DefWtRutkmibWWhLTaptyy0khfvvHnQ9UP962me932/lkzc9fvi+nPfB5g9c/+HYTg7r33un2d1f6JU+1psQU2kwjmQm78mNZrxuuTmacTQjv+KI26MQhMQoaKt75bRrDlaVuciIrmLbWM+26J9N1tev0s0kpBXD6kj8ANCvITEidigte0Go3vO4zMYoajdtNLj1pj8+mjrMjqdqjJf7ny6Sp4BNo1eBTxo/lteu/lzw/dNGWZDbextQNPl++5gAAbv9V8zLq7krwCXDaA58jpwxr8Hpq8DnpL69mrHPgXa2zzk2pzurLaXekBZ/9Z9xYLwtu3eDzoHuaP103EXwmEhOFd3zhlpt8Ert4hor77FLwCV5QKQFwIoTLN9evIAFmb1gL4s+Y7Chc2vAex0oppZovMZU2dfuUYG6AgN9dKZkpeVBqsJr46/M1PDLakRIQgQagqoNIbCgPIKcNb7K+XHBWm/RDxo8Fy+KELbU//Jjnl2EW/7HFbf3qnvUATH25NjCtG4ween/DoyiZNLX9gnnxtbRzObN2b/PU7Wr+tjpzIqW11zW8nYRSqr4NN86ol6BowB3T0oLOutNzG9u2JWHbnQ8Q3rGBz50QWAF6STVgESru1+S9zRUq7AaWu26obhAays9nwn6HelN1/YSrKtJvloC3JlUppdSuCPj9aaOetuMQi8WTazfz84IZXwVB91UcCtG9uIi9u3Vl/733Snvt06M7fbp1TU7jDSTyqWSZBqCqwzHPL2vwWvKLW8xNvrH8xoNa1Hbv316bXD9Zl1xwFmbOAswTz2CeeKZF7TbHtUOC9YLR1Ay+ORPOy3Rbmuau70wwz9bubZ7ImvvEuT348NJrmt1GY6PT7W3d8quz3QWlmrRuyrR6QWfq7IJPr5+ecYuWIx65P5ncJ7xjAwD7WmEvc62zy6OembgjoX4Qy8uu67p4xVJC+fkYCZD4qhCuqkoGoqEu33HLMo2eKqWUarbUDLepCYdSpa4HjcXcabeWzyKYGyA/L5gcOU2MpKYGtAG/n+JQKK2dbNMAVO1WunbtCoCZ52aqTd0S5TvTm15ztemWu5OZJutmkm1O0CnjmpdMObz5nXpld6+IALWjmKnBKEBs9lPNajvZl4vOSR6nblqfaa9DcEdlAC6YuzXj9Yakjk5n24Ch9zZdSakOKHV2Qf8ZN7LmkrMJb1/rvkrXES5dx1/HJGYsWLUvcadgtebIZ12hwm7us4yTTEA0d8nLgDvptzZnorv+NBmEFvUmMS1YKaXUzskLBJIBY+p03MRIZ3EoRNeCguSrpLAgGXAmgs66ASiQDGrLwuHkCGhTa0vbS8fohVJNSAR+jS2cDgQCTbaTGEHtN20KBQUFLe5HIvBtSqjX0Q1eSx3FvHaIO/3trzMOb7S9TNuumMfmJ49TN61fedHlDF/wZL36dbeTyOTB04uarHPxiqVN1lFKNWzDjTPY7uvlJhaygly68uNkRlqwCHX5Tu2ruE+bBp8JocJubn9MnHBlWXLbp8L8fBxjsJNBMRgswlVV7n1Fe15iM6WUam2JwDGYG6AoP0RRfojikPsqCOZSkJtLXk6O+zcl+EwNXFPVHVFNLe8INAuuRzO57R4S2SXrblfQWtsg1JU36cLk1NWWePmaA5JrQDPJmXBei0c81c7RTJOqo0pMs+1Ie2mGK7Zy7orlzP3l8LTst6WVFVgIOe6+3tiAz8Qb3aZFNU4/m5RSADe+91a9rVbcv4JPLCwRfN5nb+Ja0OdPa2NbJEx1NJYMNisjESI1UcrCYaKxONXRaDIZ0TsXTGq0P5oFV6k6EtklKysr08ozBZ9D5rujgh/94cy08l43XI2MHYWcdWqT2W13JvgE0oLPl66qv09ebPZTaUmBmvLht98kj0uurf3gSG1Dxo9NHifeO8DJi9PXjSa2kVBKZY+bRdYdVUz9fzrb8q+8ksWvvJo2HRegpKAQgLBjk/jZ2hY/Fd5I6HV/f6O9u6qUUp1CYtpt4thnCT5LyLF85FgWAZ+PgM/nXhMh6PPjSwlKY45NNO4ulojG3WAzUhNNBqOpo6QdZQqujoB69Fe8jk9OGYZ58TV8F49rcTKejmTlrOM4atKbAOROPD851S2Ti47O5bF3atLKrj4uyL1vRtqsf4f//p4WJSnq6HSUQXU04dJ17pRbKwgm2i5TbFsqufWKcbw1olBWWUkcg20c8iz3y1Jhfj5VVVXk5+d3us+OtqafTUopgOn/eBufuIFhYrTTZ1kErNqMtbZxp84mRkQdL36LOjaReJzKGve7YmLkMzWxEXj7gHojoW+dW39ZVyodAVUqRWKLEfvRec1KONRSqSOIqZozUplI8NOYRPKhRPAJUPPQkxReOaHBzLx1g0+A/j1yk8dnvfJck89tKf0CqVQbkwBYAcBJJhlqLc3Jpt0UOW9MenZcLxgtLijwxmyFuPdlKOwFn2WVlXx46TUc9uBdu/x8pZTakyRGOoN+P3l+P3n+HII+P5YIOYmtWYzBNobqeIyqWJTKWJTSmmpKq6uprKnJvC+o97IdB9vuWHuBagCqdktf3HRbi6awNoeZsyBjeXOm4TYnwU9i1LbuF8SKmbOTmXkbk9jG4dKFZcmyk1dMbvI+pVQHZYWartMCddeW5048v95138Xjkq9MwaqcN8ZNRgSE8gvT1oGC+yUIoMZxvORErmIvqdtHl13XWm9HKaX2KLbjELVtd1TTjhOx41TFY1TGopTX1FBeU0NVLEZpdTVV0Why2m0yyHSctO1abMehOholGqvd1iUx1TfbOkYvlGqEDD0as9zd1kTOGIF57hVg59dnZvLZW1PZ75jbW629BDl5KOal5cjIIZilK4D07VZ6//ZaCvLzmxXApm7jkLBuw5ZW62uqIfMfZcU5FzddsYNpq3+PSrWWbyvKCYk7jugm8Gm9JD51E5vVnd7fnMRn5qmF9cpSg9DuhUVsqSjDL0LMOHQvKOKge2bgOA7RqLs/84YbZ+xM95VSao9lpyyJtG273nWfJdiOSSYrSkyvTQ04ASI1UTfozLCXaOK+jkBHQFWHlwg+gWTw2efmybVrlFpBWwUt5qXl7l8v+Kxr0y13Nxl8Pn/5vgBpU9sOvf8OoP5eoq1ldww+oe3+PSq1K/ImXcjRT8wC3ADOXfOZnuRnV7XG1Nvm6llYTNwYuhe62zZ9cs2NrL3uJjbcOCMZfDZnWYJSSimSCYUSSYUSHGOSr0TwWXekE2pHO1O3XekogWZDNABVuw0ZOwpw98T86nd3Jn+Vf2fzxmx2q0lyyrBduv+0Bz4H0qe2/euK5mWyffHK/hmPlVJtLzEFtnrW4/XS3oeKeienuraG9t7Waa+ixkdu102Zltx3WSmlVMNijpN8JQLOmGNjGwfbOJRVV1MZiSRHNhMBZmrgGamJUlUdSW63ksrnq10P2lGm4GoAqjosGXp07fHZo6GgkOKrJ9K3Tx+6Tb48ee3oXn2z0b1mSyRPam0bdmxvss7Ha2u3b+laUpA8XvX4iDbpk1J7uj43T04mFWsswzVQb33lzuox9cpWaae1fXq9u279oHt0Sq5SSjUkEWim8omVfOUFAsnkQtXRKJWRCJWRCFXV7isx7TYxPTfg96cFnD7LIpDjdwNRX8cI/TpGL9QeoaXTzVKn3mLHMY/NJxqN8sk1N7J3795A/S9eRzxy/y73syEfzj21zdpuyjFzZwO1U28B+nfp2ug9Q+Y/yrRl1cnzX9z0r+Tx4AtfaeUeusb/6YVdbuPUF55uhZ4o1X4Oue+25GjfV7+7s1lJxVrT1ttncubSZ9v1mc3Vf8aNGfdpVkop5XKz4PqwRDK+fJaQFwgQ8PvJCwQoCAbJCwQI5ta+UoNOoN5x3bJs031APbqXVceV2P8ToNvky9l25wNZ7tHupf+MG9OSgjw8toRLFtRfP/vOPT/m6Gv+3p5daxe6155qK4c9eFeHy/r61qYvOKb3d7LdDdUM+tmklAK4918r3em0dWKy5F6ftl1v2m3qy7EzZ8BNqJuo6IVTz260P7oPqOq0pq58s+lKnkTwWXLtpIzBZ2J7EpVZ3YyUmYJPgO7f+yEAL36+ts37pNTuKpFMCDrmliPH9P4OpZUV2e5GGl0LqpRSDeubX0TfgmJ65eVTkhukICdAQU6A/Jwcgn6/uz9oICe5fjPg9ydfPsvCSlnjCel7gCbOU/92BB2nJ2qPcvtRx6WdL5q0T5P3lN49K2N5pu1JVGaNrcU68KTfA3DKvgeyfoX7xXrzx4812eaQ+Y+2TucyGL6g8TV0SrW3usmEOqKSgkLC336U7W4kfXr9dF0HqpRSDegWDNE7VEDv/EIClo98fw5Bn5+gz0++P4eiQC5FgVzyA4FG2+lIU2yb0jFSIak9mpx1KuaZ/zZ4vfDKCVTMnN0hp7vtbpqzFmvNC+dzyKlu4Nfr+xc1Wb8tt2xZNvb8Vm9TRH4APAIEgThwiTHmPRER4AFgOBAGzjXG/MO7ZxyQ+Ic3wxgzzysfBMwF8oBlwOXGGCMiXYHngH2Bz4HTjTGljT1DqdYU6n5YtruQJhKJZLsLSinVIX0nr4ABJd0BWLn1a76o2MEZ+x0MwIJP1wAQc2yuGPh9AK54+08A3P+zE5JtXPj6Eh4/flR7dnuX6BpQj65jyC755Y8xb2Ref5gz4bx232JA1dq+bjFdB4wG4PZ/vsMRL17EkOlrstyr5qu7lkFElgMzjTF/EpHhwHXGmF94x5Nwg8MfAQ8YY37kBZOrgMGAAT4ABnkB5XvAZcC7uAHog167dwHbjTF3iMgUoMQYM7mhZzT1HvTzSanOR9eAKqU6Il0DqvYYDQWf0P7726l0ieATYOoPjmbI9DV89Iczs9ij5mugnwYo8o6Lga+945HAfONaCXQRkd7A8cAbxpjtxphS4A1gmHetyBiz0ri/5M0HTk5pa553PK9OeaZnKKWUUkrtETQAVR3Oa9d/DwC56Jws96R1vX37bv1Dd9JdH/2dw379bHJLmH8vaXqa7q66edVfd+q+w36dcWuKK4C7ReRL4B5gqlfeB/gypd5Gr6yx8o0ZygF6GWM2ecffAL2aeEY9InKRiKwSkVVbt25t6C0qpZRSSu1WNABVHc6w2/4DgHlsPuDusdeW+3u2l59N7RzTlK477McA/OuKKQAcPKo2UdE/nz69TZ75u8E/b1H9IUOGMHDgQAYOHAhwiIis9l4jgQnAlcaYfsCVQJtmOvJGR1u81sEY85gxZrAxZnCPHj3aoGdKKaWUUu2vUychEpFhuAk/fMATxpg7stwl1UJywVmYJ57JdjdUM/3g7EXJ409ensBBv5qdlX6sWLEieSwia+qsAZ0PXO6dLgae8I6/AvqlNNPXK/sK+EWd8r945X0z1AfYLCK9jTGbvCm2W5p4hlJKKaXUHqHTjoCKiA94CDgBOBg4U0QOzm6vdk8fzDm56UptRIPP3Vc2gs8543uyYELfpqp9DSSGVI8F1nnHLwPniOsooMybRvs6MFRESkSkBBgKvO5dKxeRo7zstucAS1PaGucdj6tTnukZSimllFJ7hE4bgAJHAuuNMZ8ZY6LAQtwEIKqFBo1/KWtBaPkXy5LHe8I+cuHST7PdhQ7t4bEljV4fP2cLY2dvbLQOcCFwr4h8BNwGJBaxLgM+A9YDjwOXABhjtgO3AO97r+leGV6dJ7x7PgX+5JXfAfxSRNYBQ7zzBp+hlFJKKbWn6MxTcDMl+0jb7kBELsL78rnPPvu0X892A3PG92T8nC3J80HjX2rX58uZIzHPLqXoO8OT27D4/Z35P1dXqGT/bHehQ7tkQWmL6r//yPB6ZcaYvwGDMpQbYGKmdowxc4A5GcpXAQMzlG8DjmvJM5RSSiml9gSdeQS0SZrko2GpwWd7khOPAcA8uzRZltiGJZH0piEl105qu46p3dIRv1nWdCWllFJKKdVuOnMAqsk+dkfd3R8C7h4Valb1jWU7kseld89qsN7+t920a/1SSimllFJK7bLOHIC+DwwQkf4iEgDG4CYAUR2EjBxSv9ALKK9dEgbglpNCDLhjGnmTLmTF15/Xq963uEvGtgc9fB8A/aa5o6afXj+9FXrcMSybcmC2u6CUUkoppdRO6bQBqDEmDlyKm8HyE2CRMWZNdnvV+exKciKzdEX9speWp53/9o9h1k2ZhmVZDNl730bbO+qxB2r7dclVAHw5rXbnnd6/vXan+jnu1cU7dV9bGX7H2lZt7//+dHnTlbLk9n++k+0uKKWUUkqpVtRpA1AAY8wyY8x3jTH7G2NuzXZ/OqO2Sk701xmH8+XK25Pni/P+kpyWmxjVrGvlRemBVGIUNHHPplvu3qm+zDtx9E7dt7v47gkPNF0pS6b+4Ohsd0EppZRSSrWiTh2Aqt3L27cPTh7//MYP6XfU1OT58DvWJqflpo5qNiYxCtqSe3Z3qf8MlVJKKaWU6mg0AFVZs2751WnnP5u6Ku185Sx3F4sNO7Yny3pMvTKtzoA7pmVs+/qheUDr7B1686q/7nIb7aXuP0OllFJKKaU6Eg1AVdYMGHpvo9ePmvQmAP27dE2Wbb19ZlqddVOmZbx3n555HPbgXYx+s3bm9YA7pjUrG+4Vb/8p7fx3g3/e5D1KKaWUUkqppmkAqtpEc5MTzRnfs8Frf51xeL2yTJlwM/nNM9v56LLrmP6n6mRZNBptVjbc+392QrOeoZRSSimllGoZDUBVmxg0/qUGg9AXP6/N4jp+zpYG2/j5jR/WK7t84QL+94FfMGLhU8myhRP78d+/10617Tb5cobMf5RD709f9xmurg1GD7yr6UD0Z3MearLO7ujz/7k5211QSimllFJ7KDHGZLsPHcLgwYPNqlW6fi6b5MRjwLLAEnAMq8/dl0NOfbJ5915wFuaJZwAouXYSpXfP4sC7prP2upv4zU9yeeRvNW3ZddWBicgHxpjdOjuTfj4p1fnoZ5NSqiNqj88mf1s2rlRT5KxTMc+8AIB59S0eHlvCJQtK0+uMH0swP59gMIhlWWy7M33bkI/+cCbYJln37QM/BWD4n26jR2kpY/2SDEaPeOR+wuEwa666vh3enVJKKaWUUiqVBqAqq8wzLyAnDwXb9kp+yMQRx0FODgCB3n2YFX6VS+eUNdjGYb9+FvNreGfzRojW8NPJ79LrhqvZ/FaEJ66cwAN/iSTrvv+bK9rkfZz1ynM8M+KMNmlbKaWUUkqpzkLXgKqsyplwnntgCeaVN3n3BO83EceBYB6WZXHpwvrB5+aPHwMgb9KFybKje/UFO+7d7jB15ZtUzJxN799e27ZvAjT4VEoppZRSqhk0AFVtav6FvRu8JqNPIjb7KcxLyzFLVwBw5CWvY1550y1bsIRr1z+TrP/27YP55OUJ5Ew4j17fv4jwpr9SPevx2vbOHAk+P3LROQQCAZ557Q3AzX7bbfLlbfQOd0+rF52b7S4opZRKISJ3i8h/RORjEVkiIl1Srk0VkfUislZEjk8pH+aVrReRKSnl/UXkXa/8OREJeOW53vl67/q+TT1DKaVam07BVW3qnMc3NXyxuEvD1zyJbVTef2Q4P5vqJjqI/Qqqvv4z+Xsfi5w5EvPsUuSic/hweC6H/7Eaanxs376d6lmPJzPu1l03mnDYg3dREMoDoE+3rtiOw97duhLw+6mORvn8my0sG3s+AMfMnc1b505o9nvvyAaePjfbXVBKKZXuDWCqMSYuIncCU4HJInIwMAY4BNgbWCEi3/XueQj4JbAReF9EXjbG/Bu4E5hpjFkoIo8A5wOzvb+lxpgDRGSMV++Mhp5hjEmsj1FKqVajAajKmkTW2uY44jfL0s4X/3Ys5/mGusGnN/L5g7NfgD+O4M933M2x10+m+OqJlN37EGeUlwPwl+mHcuQVKwgV9Uq289Fl1zW7D8X5oXplU1e+ye1HHdfsNlTbWDRpH06f9d9sd0MppXaaMWZ5yulK4DTveCSw0BhTA2wQkfXAkd619caYzwBEZCEwUkQ+AY4Fxnp15gHTcAPQkd4xwPPA70VEGnnG/7b2+1RKKZ2Cq9pda6zJPPfJb9ILHMcNRC2LY6+6jFNOOpF55jXkrFOJzXb3DP3FTf9KCz5bYsTCp3hp9Lh65Rp8dgwafCqlOpnxwJ+84z7AlynXNnplDZV3A3YYY+J1ytPa8q6XefUbaqseEblIRFaJyKqtW7fu1JtTSu3ZNABV7W7TLXc3eE1OHtr8hmoiyNmjMc8uhUg15tml/POkEG//4Bue/vE+nHzfp+Dz1bvtxSv7A3Drh39r9qNeGXMeRzxyf/P7ppRSStUxZMgQBg4cyMCBAwEOEZHV3mtkoo6I3ADEgT9kq5+NMcY8ZowZbIwZ3KNHj2x3Rym1G9IAVLWLftOmNFnnvYePB3/zZ4WbeYt4cIo7hda8+BpX/+11Dvv1s+x33Biu+aQcOWMEZt4iAHInnp+875SZGwC44fCftOQttNkWLkoppfYMK1asYPXq1axevRpgjTFmoPdaCiAi5wInAb82xhjvtq+AfinN9PXKGirfBnQREX+d8rS2vOvFXv2G2lJKqVanAahqF19OuyPt/OGxJfXqHHnJ6w3eL2ePBuCb8vQtWSYdcgQARz8xi7M3PAlAn8FX8vCxIyAQRMaOAiAYDDbZx+ELnqxXNukvrzZ5357iy5W3Z7sLSctvPCjbXVBKqVYlIsOA64BfGWPCKZdeBsZ4GWz7AwOA94D3gQFextsAbhKhl73A9S1q15COA5amtJVYT3Ia8Gevfo1zZBAAACAASURBVEPPUEqpVqcBqGp3mz9+jImbBrBgQt9k2dzz93IPJPN/kubpxQDsVVTMH79cX+/6OxdM4gdnL0LOGOE2c8FZmKcXYxYsASASiSRHYVNHYw+57zaOeszNkBuNx5PlF77u3jfrFye26L0l2uqM+h01NdtdSBo645Nsd0EppVrb74FC4A0R+aeXvRZjzBpgEfBv4DVgojHG9tZwXgq8DnwCLPLqAkwGrvKSCXUDEr+wPgl088qvAqY09oy2fsNKqT2T1M7w2LMNHjzYrFq1Ktvd2OPMPX8v+vfvzd5HHsuAofciI47DvPJmq7Sd2KLlro/+zrw3/8J/v/ySvXr1Yt2Uaa3S/p7ss7emst8xHWdEtDEi8oExZnC2+7Er9PNJqc5HP5uUUh1Re3w26TYsKqvOffIb7h4V4ggnDlwNltSrI2eMwDz3CutXXMcBQ+5qdts7HnfzN9zwyON07dqVipmz6TdtCv1n3EggECAejxMKhfjXFU2vT1XpdpfgUymllFJKdSwagKqsu3aJu9RlzQvnU7DfgHrX/3FCAKBFwSdAl3NPxzy/jEAgQGVlJVB/LWpbuvpvr3PvT45vt+dl08Z376Lvj5q/p2pzrF50LgNPn9uqbSqllFJKqezSNaCqQ/j8f27G2DaVaz5m/Yr0QObwc19o8n458Zh6Zeb5ZQCEKyqIx+MUXz0RcNd9Jtv+/T38bM5DTbZ/+pKWZ8OvjkaZurJ1phN3dK0dfAIafCqllFJKdUI6AqqybsGnaxj709+5J08czQFD7mLd8qsZMPTeZrdhXn0rY/nbtw8GcwA1D9VmuF1z1fXJ4w8vvSat/oiFTwFgOw5byyvYq0sxgRw/gZTtYU594WleOPVswE1W9PjxozI+++FjRzD9H283+z10Zl+tmkmsegf7Jv49A1vXzKXHIedmr1NKKaWUUqrdaRIijy6k7xhk6NFULXiYUPfDWrzmM3G/Wf5OetlZp2LlF2BZFl27dgVg863ND27V7k0TfSilOiL9bFJKdUS7dRIiEZkGXAhs9YquN8Ys865NBc4HbOAyY8zrXvkw4AHABzxhjLnDK+8PLMRNJf4BcLYxJioiucB8YBDuRspnGGM+b+wZqmNLBI/fVpRnDD43lu2gb3GXljUaqSbYrTtQP/A87MG7+Ogyd/ro4b+/p96IaHP0uXkyJ/30x7z293c5Y8gx2I7Dyv/8Hz8beDBl4TClFZVE43GKQyGqo1GeHXlmi5+hlFJKKaVUZ9DWU3BnGmPuSS0QkYNxN0s+BNgbWCEi3/UuPwT8EtgIvC8iLxtj/g3c6bW10NsX63xgtve31BhzgIiM8eqd0dAzdE+r3YMMPbr2xLLAtjFv/B0gLfj8YM7JDBr/Utq9Zvk7yLCfYl77H7etX/44eW/+5Rcn631ZVsqwJ2cDMOjh+/jgkqt2KvgE+Op3d7oHQ0bWFjaQfGjI/Ed36hlKKaWUUkp1BtlIQjQSWGiMqTHGbADWA0d6r/XGmM+MMVHcEc+RIiLAscDz3v3zgJNT2prnHT8PHOfVb+gZajdglr9T+3rtf5IBZF11g8/k/Yngc+jRyXvlxGMIV1WRM+E8APoVlyTXgsbjcQ69/w6OeuyBZBuJtaCtbcU5FzddSSmllFJKqU6qrQPQS0XkYxGZIyIlXlkf4MuUOhu9sobKuwE7jDHxOuVpbXnXy7z6DbWVRkQuEpFVIrJq69atdS+rDm5bZUXy+MO5p6aNnCbWgiaz44bywXb3/QTIm3Qh4CYk+uiy6/jXFVNYedHlyftfGXNeO7wD1ZYWL17MIYccAjBIRNLWMojIVBFZLyJrReT4lPJhXtl6EZmSUt5fRN71yp8TkYBXnuudr/eu77uzz1BKKaWU2hPsUgAqIitEZHWG10jcKbL7Az8ANgEdLuuLMeYxY8xgY8zgHj16ZLs7qoW6FRQmjw8/94W05ENm+TtuEPrqW8iJx2AW/xHz1ELK7nW3XFne9+OMbaaOgqrd28CBA3nxxRcBKlPL60zRHwY8LCI+EfHhLgM4ATgYONOrC7XLAA4ASnGn/0PKMgBgpldvZ5+hlFJKKdXp7dIaUGPMkObUE5HHgT96p18B/VIu9/XKaKB8G9BFRPzeKGdq/URbG0XEDxR79Rt7hurkEqOfyYC0dx8uXrGUxxa9AI5Dz169COYeR+COaQCsmzIteW/qKKjavR100EENXUpO0Qc2iEjqFP31xpjPAEQksQzgE9xlAGO9OvOAabg/so30jsFdBvD7ussAmvMM4N+7/IaVUkoppXYDbTYFV0R6p5yOAlZ7xy8DY7ypa/2BAcB7wPvAAG+qWwB39OBl4+4T8xZwmnf/OGBpSlvjvOPTgD979Rt6huqknjg3ZQS7ztZC5oln2Fy6A/PYfPf41nvx+/2smzItGXwm1oaqPUI2lwE0a3kA6BIBpZRSSnVObZkF9y4R+QFggM+BiwGMMWtEZBHuL/5xYGIiO62IXAq8jrsNyxxjzBqvrcnAQhGZAXwIPOmVPwk87Y0ubMcNWht9huqcLpjrfkEfcMc0EKl3/aXR4yi5dhKld89iyPxH+fT66WnXY7PbJumQaltDhgzhm2++qVd+6623MnLkyAx37D6MMY8Bj4G7116Wu6OUUkqpLAhv+V/wFQAWWEG3MKc7tvjxJWs5YOIQTflO5ETADiMYaqq+xY5H8AfycVcDgeXLQSwf8WgVjh2j9L/vU719Cwft22VQW7+nNgtAjTFnN3LtVuDWDOXLgGUZyj8jQxZbY0wEGN2SZ6jO4dYP/8YNh/+kXvm6KdNgyjTk5KEQi4FlYV55E4DSu2cBcMXqe8ibtArLsqh6QLdF2Z2tWLFiZ27L9jIAXR6glFJKqeYRvxtcSsA9tgJg4vjEjwGSwy5O1K2TCEYlAD4wxiE3vzuOHSUWKSdavQ1jbPKK++LEYhjHHaPLySvC3zsff26ozd9SW+8DqlSbuOHwn3DM3Nm8de4Ewlve5YuVcznoV7OT181Ly9Pqy5kjQSzMgiWcdNc6qtu7w6ojeRlYICL34e4TnJiiL3jLAHCDwjHAWGOMEZHEMoCFZF4G8L+kLAMQkRY9ox3es1JKKaV2S96KSfF7wagDVp1VlE7UDTrr1scBHAyCcWyMcdxL4vPObcTyIfjIK+7r3u3Pba93pNTu561zJwAQ6vkjDvrVbBZN2id5TU4ZVq++WbAEqN2CRXVuS5YsoW/fvgD5wKsi8jq4U/SBxBT91/Cm6Hujm4llAJ8Ai+osA7jKm+7fjfRlAN288quAKbvwDKWUUkqpdL4QWCHckc0oyRFOE0WciDvVNhF8iuW+fEXudF2TuAcsX4BAXhdCJfsQLOqN5cvBH8jH5w9i+QIYx0bEyriUrbXpCKjqNE6f9V8WTdqH02f9l5uun5p+MW4jpw2Hoi6ECt3tW2Tc6Xx0Qi7fH/N0Fnqr2tqoUaMYNWoUIvIPY0zaPqDZXAbQ0DOUUkoppeqxghAvBxx3Wq3ljYLieBUcN+g0eKOeFrXTcC3ADxIHX9ANMJ0ofl8Ag4ATJxYtx45WURPeRiCvS71knm1BA1DVqZyxth/nXX4xVQ88ipwyDPPia8m/4G7RUuVtz2LmLcpmV5VSSimllGpc7Fs3mPQVuMFoYi1oMgC1vGAzJayL7wC7knh4M/FoFTnBInz+IOR0AX8QY+LEqza5CYjiEYxjk1e4F75APpbV9uGhBqCqUzHL36HXDVdz1ivPJYPOxN/Df38P7NOf3r+9Fr/Ph9/vZ8ONM7LZXaWUUkoppRoUq/qGnFBPN8h0woDjZcO1UgJRb+otjjs6apdDPIwxNpYvBztW7Wa9FS9YdSLJa4mNQnyBfCxfoF3ekwagqtPZ8n9reebWe5GTh2JeWo6MPgkKClj10wiDnngJOW8M5qmFDHr4vmx3VSmllFJKqQZFyjfh2DFELHw5eW4gGShxg9BEIOplxsWuBBMnVvUNdiyCHa3CsaPk5JW4azxN3FsX6o6eJgJO4wvUbsnixNr8PWkAqjods/iP7kFhMQDzb7+dsw84FICjn5iFeWohAJ9/8UVW+qeUUkoppVRzxGoqqC77yt3D05cDQG5+d4KFe2Hl7eVOyTVeFtzYduKRMjeQjEVwbDcBkbGjOHYMKxGAOnFi1TsQX447NRewYxGMHXXXkrYxDUBVpyRjR2EWLEFOG07F/VcCbgD63gf/gAvcOtvufCB7HVRKKaWUUqoJG/68CLsmjJWTi7FtaiIRCnv0Ir9XP7p/9wgCeSWIWIgvgLGj2PFI8l6x3O1WrJw8HDuKiVUAuKOhvhxwbCIV3xCPViVHWNuDBqCqU0psuUJ1NQV9f5ksj81+ihU3HcLV3cfx0WXXZal3SimllFJKNa26opxoNI7jVBO3beJxm2j0Kyq2bsaJ1dBl34OSo6Ni+dLuzcktwhfMR8TCsWNEKre4FxwbLB9YPhw7ih2twhfIxzh2u7wnDUBVpyXDfw6h/Nrz88aAWJg5a/goi/1SSimllFKqOb7ZvINITZR43MGyhFBeLlu2luH3+6isitB1wycU9t0fy/IRKOxCoLALTrSGnPxCfN2C+INFbvBZsYmKr/8PACuQS17J3gDY0SrC2zZR2Ks/djyCSWbXbTsagKpOyyz7K3La8OT+n+aphZy+5A/Z7pZSSimllFLNEo3Ficcd4vHa0UnHMcTjNuFwDYEcP/L1F4jPR6BiBzn5heSV9MSKudNxjWMTDW8jWrWNik1f4A/mUdB7X/yBfHf0E/AHQwBY3hrTtqYBqOrUzPPL0s59lpWlniillFJKKdVyjuMGoNUxgxWJ4/eBT4QdZVXsKKsiGv0ay7IoKsqjS3E+fQd8l5xQAf7cPJxYhG3rPyReU40Ti1LQ/yCK9joQf24RdrQK49jkFvSkpnKLu060HabhagCq9ghy2nDIy8c8vTit/K8zDufnN36YpV4ppZRSSinVMHf9pyHmGKpjBr8Ffp9QHTNsD0epiRviNliWTfeojeMYir7ZSH63HsTCbtKhWLgSY9vkhAoIhIrw5xYB7ohnYmsXJx6tt4a0rWgAqvYI5vllyMlD08pk3Ol8e8PkLPVIKaWUUkqpxlWEayguCBKP28Rtg+OAYwzROGwPO1TVGOIOWAIVEUNVtJIuxflYllC9fQvhbzcBkJNfQEHvfcnJK0lOtXUAEYto1TbiNdX4c/MQafvZgjofUe056ky/NfMW8e8lM7PUGaWUUkoppRpXHXU35rRN7Qadjkk/93tfcWvihqoaQyQSJRKJIT4//twQ+b36UtB7X/K69MYfyMcYh1j1DuI15djxCHY8QqyqgnhNNca0/UagOgKq9hjmxdfqlf3vsJn8NAt9UUoppZRSqilxB77eVg24o5x15foFywLHccdaLAuCwQCBgJ9Q994Ei3uRk1uIWD53qxU7RuXWtYi427CIWDjxKPk9+2IcG+PE2/w9aQCq9mjXHfbjtPOP/nAmh/362Sz1RimllFJKqVp5OW7UaQlYuVBaZbBwA8/iPLdOIkFuYVDYu1seffbbl0BhF3LyCpLtGMfGiUVw7Cg5eSXJLLixSDmB/G7s+GI1xrZxYjVt/p50Cq7aI8nZo9PPzxsDgBOLppXnTbqw3fqklFJKKaVUqvxcH5aA3+cGobZx14FaAl1DFrl+IS9HKAwKPYsD9OxRTKh7b/JKegLuPp+x6h3Eo1WI5XNHQv1BjGNjxyLEayrcOuEKYuEKnHiszd+TjoCqPZOdPr3APLUQgMPPfSGtvHrW4+3WJaWUUkoppVIVFeXRRSwiNVG27ogAEPBDXkDo3aOYSE2UQE4OgYCfvXuXUNh3fwr33hfHtqkp30akbDsA/tw8ug/4EQCV365PZsg1to3j2FRv3+Ket/0SUB0BVXsms2BJvbIzl7pTb3Mnnt/e3VFKKaWUUqqeUF4u5RVhIhF3ZLIoaJGfK+QF/BQUBOlSnE/3boV071ZIsKQnweJuxKoqklNpjR3HjoSJ11QT9UZCq7dvwfZm/VmBXMLfbqJi62aqtm0FNAmRUu1Czh5N1X1TAKh56Em6Tb6cbXc+kOVeKaWUUkqpPVk87u7taVlCjy5BCvKDFOTnYVlCKJRLTiBAqHtvrECAgp598QVDWD53P894JIxxbLfM8hGt/BaxfBjHJie/EGPHqdr8JVWbNxKPO4CDHW/7JEQ6Aqr2WHLacOTMke5JNEKox6DktW13PsA79/y4gTuVUkoppZRqe/G4g99vEQj4vdHOIkq6FlHcpdAtLywmr6s78mkFcvHlBMjJK8Kfmw+AWD4syw1I7VgUOxZNrgW1Y1HCWzdhbJtQyM2caxwdAVWqzZjnlwEgo0/CLP5jveunlP4/Nrd3p5RSSimllPIEAn6CdgDLEvx+H4Vdu2LlBBDLhz8YIq9rTzewDFfw1Yd/p7BHL/YefCzGsQkUdCEWrnQDTp+PYFF3IuXf4ssJENm+BTtWQ3jHduJeGl3HMe0wAXcXR0BFZLSIrBERR0QG17k2VUTWi8haETk+pXyYV7ZeRKaklPcXkXe98udEJOCV53rn673r++7sM5RKJaNPAsgYfAK81POD9uyOUkoppZRSacLVNUSjcSKRGDvKqnBs2x3x7NINfzCPqs0bqdj4KZWbN7KjrIpYuJJYdSVOPIrlyyEn5G7FYiX3AY3jOLaX9baSaDROuLqGeNwmHrfJsNVoq9vVEdDVwCnAo6mFInIwMAY4BNgbWCEi3/UuPwT8EtgIvC8iLxtj/g3cCcw0xiwUkUeA84HZ3t9SY8wBIjLGq3fGTj5DqaSGAk8ZfRKEQtww8Wb+Xzv3SSmllFJKqYTPvq6kxnbHJXN9wl49t+MP5uHEomz68mscx6HfAfshls1ee/ck1L23u8WKYxMo6A5AvKaaeE01BY5NLFzprvn01odGo/HkC8Cy2j4E3aUA1BjzCYBIvY6OBBYaY2qADSKyHjjSu7beGPOZd99CYKSIfAIcC4z16swDpuEGoCO9Y4Dngd+L+8AWPQPQAFQ1j9+Hmbcorch38Tgq7rqNUHGfLHVKKaWUUkrtaWpsgxcbErcN5RXV8NVXADiOQ0F+Hr6cXMiBnFAh4vMRq6pAkomIqtPai0fC7t+aancLFuPgOAbHcbCs9kkP1FZrQPsAK1PON3plAF/WKf8R0A3YYYyJZ6jfJ3GPMSYuImVe/ZY+ox4RuQi4CGCfffZp5ltTnZ7j1CuyH51HzoTziM1+KgsdUkoppZRSe6KehRaOA5YFvXsU0/97B1Bd+i0AXffai/xefd0AFKjevgXL8lHYuz/GsXFibvDpywkAYEerEJ/fzYRru+s+LbGIx20sS3AcB7sdkhA1GeaKyAoRWZ3hNbLNe9fGjDGPGWMGG2MG9+jRI9vdUVkipwxLOzfPvVKvTnjrB8RmP0XJtZPwXTyu3vVD7rutzfqnlFKq4wpvX5vtLiilOrHigiD9enehT68u7NOvO76cXIJFJQSLSsjv1Rd/MESkbBvV27dQXboFx7HJLehJsKg3xjg4sSiBwi4ECrtgxyIAGMdGfL7aUVK7NglRe2hyBNQYM2Qn2v0K6Jdy3tcro4HybUAXEfF7o6Cp9RNtbRQRP1Ds1W/pM5TKyLz4WpN1Jq/5hlm/gB3btkF1Vb3r/1mrX0CUUmpPFOp6YLa7oJTqxIoKQ/TdZy8AuvQ/CDsSJtS9NwBWToAdGz7hvb//E8sSigpDHPm9HxKLlAMQq67EygmQW1ACQE1lKU6sBseOU1lWAbjBZ2L9Z3tpq4m+LwNjvAy2/YEBwHvA+8AAL+NtADeJ0MvGGAO8BZzm3T8OWJrSVmLI6TTgz179Fj2jjd6n6oRkZP3fXH7b/RsAzJwFBLp2T7t2+O/vwX50Xrv0TSmlVOckIneLyH9E5GMRWSIiXbzyX4rIByLyL+/vsSn3DPLK14vIg16ODESkq4i8ISLrvL8lXrl49dZ7z/lhSlvjvPrrRKT+VB+lVFYEAv7kvp2+nABWTgDHsXEcm+rSLYR3bKegIEgolMu+3+lBQa99iNdUEKvegXFsN9FQuJxouJx4JIwdi6a1H4/bOI7BEst9dfQkRCIyCpgF9ABeFZF/GmOON8asEZFFuIl/4sBEY4zt3XMp8DrgA+YYY9Z4zU0GForIDOBD4Emv/EngaS/J0HbcgJKdfIZSTTJLV9Qr6znwfADk7NEUdO/OR9s2c1i3XgB8eOk17do/pZRSndIbwFQv38WdwFTc70bfAiOMMV+LyEDc7zeJnBezgQuBd4FlwDDgT8AU4E1jzB3ednRTvLZOwP3BfgBufozZwI9EpCtwMzAYMMAH3g4Cpe3wvpVSjdhRVkWPHm7Q6O7n6Wf9u38DIByuoXu3Ig48aD+MY9Pr0KOwfAHKNq5N1o9W7GDHhk9wbBvL58OxbUI9euP3WziOIR63CQT8FBXlufdIWZu/p13NgrsEWNLAtVuBWzOUL8P9kKxb/hm1WWxTyyPA6NZ4hlItJacMS5uia55eDMDzGz7hZ7dNp+zeh7LVNaWUUh1UeMcXhLp8p0X3GGOWp5yuxJsVZoz5MKV8DZAnIrlAV6DIGLMSQETmAyfjBqAjgV9498wD/oIbgI4E5nszyVaKSBcR6e3VfcMYs91r6w3cYPbZFr0JpVSrKy8PUxOpXbtZ8//bu/coyary7uPf55xTl+6e+43LzACDQpYwJlFaZa03rqggoEsCeTUJJgai5tVozJtoEoNhvQYT80aNiVleEkOieTFRQQwKRhMEL7kYQQcDOKjoAFGGGebeM9OX6qo653n/2Lt6apruGaa7q6q75/dZ66w5tc9l713VPVPP7H2ePbSP0dFxAFYsH6BaLZGkKRYTDdUO78WS+Gzn+BhFkXNg9x4gjKZWqlXy2thR026rlRJZfB7U50MSIpGT2vg4ds3PP6n4FZuewejoKJff9Hcs/+1f70HDRERkvupfcSajQ4/O5havIQSSk70c+FZcgm49IdN/S/tqAKe4+864/wRwStyfWFlg0jXTlT+Jmb3OzLaY2ZY9e/Y89R6JyIzsPlyQZSlZljL06Hc5sP1R1qxexprVy1h16qlUV65j6YanseT0s8ISLKOHJ66t7d/No/ffN3H98EiN8VqNsf27qY03qI036O+v0N9fYXikxvBIjcI7H4B2ahkWkUXBP/8VIGbKrYQU1/7J21j5u79B46/+jr7f+F/U9u7mzD/8fX74dmXCFRGRoH/FJkYPPEz/yqdNlF188cU88cQTrZfnm9nWuH+du98GYGbXER4t+nj7/czsfODdwCUn0g53dzObs2+U7n4DcAPA4OBgd1JmipzEcneWrFtPkTfZ8cgj7N5zkA2nrwbCup+N0cMkccRzdO9OSv1Leezer1EUTpaFscZWdtvVq1cwcMoGRvfuZO3akJjIiyZDQ6MUcRnCzj8BqhFQkWOyy56PXfZ8GB3BP3kb/smQG+sPrnkVAGMf+Bv8k7fxowe/Tfr6a7Arw/eCZ33wvT1rswS33HIL559/PsAFZjbYKu91Qo/p6hCRxac9+AS466672Lp1K1u3bgV40N03x60VfP4K8DLgl+I0WWL5BsIjT1e7+8Ox+HFCpv+W9qz/u+LUWuKfu9uumWqlgGOtLCAiPbSqP2H88BCN0WFqtQZJYlSrZarVMrse+QHD+/cyvOsxhnc9xtj+3Yzu2cnefYfYf+Aw+w8MA9DfX6a/v0x56XKyah+l/iV40cSLJrVagyxLKJczyuWsK0mIFICKHIP/y79PbC32C5fz5uvfgf3cy9h4/bXhvJs/x4b16/HPfpGN11+rxETzwObNm7n11lsBhicdaiX0eCYhw/bftx1rJfRoJeloLRLbSuhxDvCl+BqOTujxung9bQk9nkd4tv0PWkHrMeoQkUVs9NDOYx43s8uAtwI/4+6jbeUrgM8D17r711rlcYrtITO7MP5H1tVMvYLA5JUFro7/eXYhcDDe5w7gEjNbGf+uuiSWiUiPrT9lOeMjw4yPDNPfV+HpZ5/G0MER9h84zPe37eBH2/dyaNcODu3awfjBfdSHhwBIkoR6vUm1UiKt9JNW+ulfcxqWpHieMzQ0ytDQKOVyRrNZUK2UqVbKJFmp433SFFyRE+Q3f+5JZa1kRfZzL8Nv+acetEome8YznjFleS8TepjZV49Rh4gsYv3LTmP04OP0L5/y0UqADwIV4M44MeJud/814E3A04G3m9nb47mXuPtu4I3A/wP6CH+PtP4ueRfwKTN7LfBDoJXM4AvAS4FtwCjwagB3329mf0RYyg7gD1t/f4lIbyWJMTwckhDVGw0qS06hvisEmWMNpzE0wqnrVgBQqVaxJGXF8gEgTL1dsqRKqX/JUffMG3WyLCFJEtKsRDMfppy0wkI9Ayoy79mVl+Cf/SL2iz+L3/JP2CuvmJiqK/PeREIPM+tGQo9j1XEUM3sdYVSVM84448R6JSLzUv/y9YyOHKZ/YOmTjrn706e6xt3fCbxzmmNbgM1TlO8DLpqi3IEpM+e5+0eBjx6r/SLSff39FX60PST8qlZLlHfsoloNo5RL+zKq1RJ794XEQ2s2noEXOctXrwIgq/ZRNOokaQj5ikadZm2MkYMHGR0LmXSbzZxqpUS1GrLomnV+gqym4IrMkn82ZM73T3wGu/yiaYNP+9VXPblsigy78tRdfPHFbN68+Unbbbcd/z8A2hJ6vP5E6oxf4Dr+34PufoO7D7r74Nq1aztdnYh0yVTBp4jIdJYt7afZzGk2cyCsC5qlKVmasmRJlWqlfNT5aamCFzle5GSVfgDyxjjN2iiWpuSN8YklWFrJicrljFK5TKlcxpLOh4caARWZQ/65L01Z3r6eaPr6a8j/+sZw/o2f6lrbFqO77rprRtfNNKGHu+88gYQeL5hU/tXj1DGte++9d6+Z/fD4PeuYNYRnZ+crtW921L7ZmWn7TmyhUBE59orXFwAAIABJREFUKV38hw9ycRfr++7/sXs7XYcCUJEuaAWfrem6APbqq/C/u6mXzTopHSuhh5kdiok57iEk9PhAPNxK6PEunpzQ401mdhMh4dDBeJ87gP/blnjoEuBt8Tmr6eqYlrv3dAjUzLa4++Dxz+wNtW921L7Zme/tExGZbzQFV6SbRkewV7w0TNWNwefSN7+hx41anD7zmc+wYcMGgAHg8zEohKMTetwXt3Xx2BuBvyUk6HiYoxN6vNjMfgBcHF9DSOjxSDz/b+L1xOQdrYQe3+TohB7T1SEiIiKy6FnbMlMntcHBQd+yZUuvmyEnGXvVy/F/+Mewr+RFHWFm92p0Ynbm+wiP2jc7at/szPf2dZK+O4ksPt343qQRUJEeagWfAP7J27ArL3nSOfaql3ezSSJTuaHXDTgOtW921L7Zme/tExGZVzQCGul/8UQWJ42Aioh0hr47iSw+GgEVOcnY5U9atk1EREREZNFQFtyoi8sc9DqdvOqf5/WbWc/bsMjq11IHIiIiIvOFu2vr4gZsUf2q/2RuQ6/rP1k34CeBu4H7gC3Ac2O5Ae8nZOV9AHh22zXXAD+I2zVt5RcA347XvJ8jj3OsAu6M598JrDxeHZPa+BvA94AHgfe0lb8tXvsQcGlb+WWxbBthWZ1W+SbCMjfbgJuBciyvxNfb4vGzjlfHFG38bcCBNfPp/QP+NL53DxDWuF0xH9+/E/yZnbJ9c/g7sRH4CvCd+DP3mzP9HObqs15o2wUXXOAisrjQhe9pPf/L62TbuvGhqn7VP5/b0Ov6T9YN+CLwkrj/UuCrbfv/HL9cXwjcE8tXEZaYWQWsjPutL+LfiOdavLZ13/e0AgXgWuDdx6pjUvteCNwFVOLrdfHP84D7Y/CzibB0TRq3h4GzgXI857x4zaeAq+L+h4E3xP03Ah+O+1cBNx+rjinauBG4A/ghRwLQ+fL+XQJkcf/dbdfOm/fvBH9ep23fHP5OnEYMIoGlwPdjX07oc5jLz3qhbQpARRYfuvA9Tc+AioicHBxYFveXAzvi/hXAx+K/O3cDK8zsNOBS4E533+/uBwijNJfFY8vc/e74D9XHgCvb7nVj3L9xUvlUdbR7A/Audx8HcPfdbdfe5O7j7v4oYSTpuXHb5u6PuHsduAm4wsIc9hcBn56mHa32fRq4KJ4/XR2TvQ94a3wvW+bF++fuX3T3Znx5N7BhHr5/J2LK9s3ynkdx953u/q24fxj4LrCeE/8c5vKzFhFZ9BSAdl+v07Wr/pO7fuh9G3pd/8nqt4A/NbPHgPcSpkxC+ML9WNt522PZscq3T1EOcIq774z7TwCnHKeOducCzzeze8zsX83sOTNs32pgqC0Ya69r4pp4/GA8/7jtM7MrgMfd/f5J7Z4v71+71xBG22bSvo68fzPQiXtOy8zOAp5FmFp8op/DXH7WIiKLnpIQdZm79/TLt+o/ueufD23odf2LmZndBZw6xaHrgIuAN7v7P5rZzwMfAS7uVFvc3c3sqHW+2tp3FnCTmdXa2pcRpjBeCDwH+JSZnd2p9k2lrX2nAy82s+vb2vf7hGmuXXGi75+73xbPuQ5oAh/vVlsXOjNbAvwj8Fvufqg9EdxUn8Nc60YdIiLziQJQEZFFwt2nDSjN7GPAb8aXtwB/G/cfJzzb2LIhlj0OvGBS+Vdj+YYpzgfYZWanufvOOP2wNY32cWBjq31m9hDwgrYRIMzsDcCtcariN8ysIGRMnq59TFO+jzA1MoujdO3nt+613cwywlTkfVO07w7genf/enz9TMKzjffH4GQD8C0ze+58ef9i+a8ALwMuiu9je587/v5NU8dMdeKeT2JmJULw+XF3vzUWH/NzmKJNc/lZi4gsepqCKyJyctgB/HTcfxEh+ybA7cDVFlwIHIyBzR3AJWa20sxWEkb/7ojHDpnZhfH5v6uB29rudU3cv2ZS+VR1tPssIRERZnYuIfHM3njtVWZWMbNNwDmExC7fBM4xs01mViYkxbk9Bl5fAV4xTTta7XsF8OV4/nR1AODu33b3de5+lrufRZhK+Wx3f2K+vH9mdhnh+dSfcffRtkM9f/9maMr2zfKeR4nv/0eA77r7n7cdOtHPYS4/axGRxc/nQRa1hbABf0RIu34fIZvk6bG8Wyn47wXqwBjwZWKKfcKSAAUwTsjM+OFZ1jNdX74Q6x+PbVnRVscT8dgBOpfi/+OxbgfeNOk9bvV/Rwf7/8G2+v9gUh3d6P9RSxwA1xP+J/1hoBb7fu1U53ajPU/xd6ijSypoO+77/1Pxd/f++Hle0PZz/6H4s/RtYLDtmtfEz2sb8Oq28kFga7zmg22/W6uBL8XfrbuAVcero+2eZeAf4n2/Bbyo7dh18dqHiFlEY/lLCZlLHyZMQ22Vn00IgLYRRntbmXWr8fW2ePzs49UxzXv53xy9DMt8eP+2EZ5DvC9uH56v798J/MxO2b45/p1wjvzbfl+s84Q/h7n6rBfapiy4IosPWoZl/myETHat/f/NkVT03UrB/w3ClOkLCcHGu+O9f0TI3HdUHbOoZ7q+7ATWxnqGgL+Ixx6I/4BWCFOOdtCZFP/fAzYTsjtub6vjh4QvPE9K0z/H/X+MkJXxP2L9K7vc/8lLHLwD+N0p6rh8inN7vuTCserXpk2bNm0Lc1MAKrL4oGVY5g93P9T2coAjafi7lYL/fe7ejHU48PRYx78DeXsdAHOc6v9SwtSsPbGee4DBeOxU4KMelk74ayCnMyn+b3T3rYTRvsfa6vhvoOGT0vR3oP9fcPdvEJJ73NP2WXar/5OXOFgPnDFFHb8+xbnzYcmFji+pICIiIiLznwLQE2BmfxyXMPgl4O2xuBcp+MuEqULrCSOTm8zsvwjPnfxU2zVzlep/cvmZhJHX9YRpqY+1ne/H6f9cpPjf3VZHe/+vJkx36nT/2+vvRf+3E9Zz/AXgOWb20fjc0XZC9s75uORCV5dUEBEREZH5SQFoGzO7y8y2TrFdAeDu17n7RsLziG/qQBMGWnUSni9ZGvcn1gezkGLfObLG22HgDHd/FvAvwC+Z2TKeojg62BrNfR7wsbY2PI8wUnX+pPoLwjNac+0s4K62+jcQRng3HeOaUY70/xOERBAd63+XnUbo/yuBP2lr1xmEpBdvAm4lBOF/1qM2ioiIiIg8ZQpA27j7xe6+eYptcna6jwMvj/vHSss+Xfl0adkfAV7s7puBFxOmLG4mBHsb21LsD7Xd63R33xevTwjPIJ57nHp2xemjramqrfTvtxISPWyO9T4OPJ+QdKm9/q+31V9p6+cGwvOTx+r/RIr/Kdr1NULyhs3ATxKC6/MIz12232tdWx3r2/rfBPZ0qv/T1D+X/Z+4Jh4fjf1/L/CXbe0qgO8QRhQ3An9DmOK6gfD5n8jP44m0ZzZLLnRlSQURERERmd8UgD5FZnZO28srCElxoHsp+N9CSLH/DsKUyVYdl5nZ6ljHS4EVwCOzqGe6vlxBSNjzy4RnBlt92QW8xswqwOsJiZI6luKfkIVxY1sdP2ZmT4t1XE14PrcT/b8kvsetRFA96X/bEgc/atUBvJYQkF4F/OUU586HJRc6vqSCiIiIiCwAc5nRaDFvhIWqtxKynn6OMPIG3UvBP0QY4RsjZH1tZSf9EOE5xHFCQp7LZ1nPdH3ZBTRiPT9qq3+w7dgBOpfi/+Ox/0Ws545Y/sdt/d/Rwf5/INbvhGch7+hy/49a4gD4+9jGR4Hh+NlfN9W53WjPU/wd6uiSCtq0adOmrbubsuCKLD50IQtu6wu5iIiIiMhTNjg46Fu2bOl1M0RkDpnZve4+ePwzZ05TcEVERERERKQrFICKiIiIiIhIVygAFRERERERka5QACoiIiIiIiJdoQBUREREREREukIBqIiIiIiIiHSFAlARERERERHpCgWgIiIiIiIi0hUKQEVERERERKQrFICKiIiIiIhIVygAFRERERERka5QACoiIiIiIiJdoQBUREREREREukIBqIiIiIiIiHSFAlARERERERHpCgWgIiIiIiIi0hUKQEVERERERKQrFICKiIiIiIhIVygAFREREekxM/tTM/uemT1gZp8xsxWTjp9hZsNm9jttZZeZ2UNmts3Mrm0r32Rm98Tym82sHMsr8fW2ePystmveFssfMrNLO99jETlZKQAVERER6b07gc3u/uPA94G3TTr+58A/t16YWQp8CHgJcB7wSjM7Lx5+N/A+d386cAB4bSx/LXAglr8vnke87irgfOAy4C/j/UVE5pwCUBEREZEec/cvunszvrwb2NA6ZmZXAo8CD7Zd8lxgm7s/4u514CbgCjMz4EXAp+N5NwJXxv0r4mvi8Yvi+VcAN7n7uLs/CmyL9xeReWLr/t29bsKcyXrdABERERE5ymuAmwHMbAnwe8CLgd9pO2c98Fjb6+3A84DVwFBbMLs9nnvUNe7eNLOD8fz1hKCXKa45ipm9DngdwBlnnDGz3onIhB2Hhjh92Qq+uWcnBc5AmlG2hEoSxgkP503Gi5ySJdy/bxc/sfqUHrd49hSAioiIiHSBmd0FnDrFoevc/bZ4znVAE/h4PHY9YTrtcBis7C13vwG4AWBwcNB73ByRee3+fbvYVRshd+clG54GwAP7drE8K1EvCs5ZuYbMjB2HhkgMEoyBJKPpBfWiwIHCnQQj98Xz66YAVERERKQL3P3iYx03s18BXgZc5D7xbfN5wCvM7D3ACqAwsxpwL7Cx7fINwOPAPmCFmWVxFLRVTvxzI7DdzDJgeTz/8WnuJSLHMDIyQtOdw3kTx6l7QaMoGCmaNOOv8LJylbwouHvPDi5cezq5OyVLWGuHGd2/hyVWBgpW9J3KmEOfJYx7wViRk2BUkoSSJRQOOUVvOzxHFICKiIiI9JiZXQa8Ffhpdx9tlbv789vOuR4YdvcPxgDyHDPbRAgWrwJ+0d3dzL4CvILwXOg1wG3xFrfH11+Px78cz78d+ISZ/TlwOnAO8I2OdlhkESiAEHo6tSJnrMjjqGUYzQQoJwlNM0qWcHB4mHP7lmL5MOSHoHkIiiaUVkBRI7EqABWDSnEQGruhsgHSJeBNWCSjoApARURERHrvg0AFuDNOtb3b3X9tupPjM5xvAu4AUuCj7t5KUvR7wE1m9k7gv4CPxPKPAH9vZtuA/YSgFXd/0Mw+BXyHMP331909n+sOiiw2+5vjFA4NL2i6k1l4btMSGCtyxvOcnJT+JGVdqUqJHJrD4YRsBST9UFoTXpNQaewGL8DrFKPbScpLQpAKE+Xhse2FzXyRRNIiIiIi0j2Dg4O+ZcuWXjdDpGceHdoPQNPD85pjRU7TC0aaTepF+D+c06sDAAykKQNJRiUJKxwVMQZL4rPdKYQRz/pu8Caj+x/B0hJ9KzZB5fRQYfMQ/avP72ifzOxedx/sZB0aARURERERETlBrRHQsbzJSLNOPQ9BZ+5OERMJjTTq5O6srFRZW+mjL0lJME7JUmjsDaOaXkDaD4391Id3YklKkdcZ2f0QjbEhlm1YAhTkozs4PLqdpRsv7W3HZ0kBqIiIiIiIyAk6UB8HoJY3qTUb1IuC3AsaeU7uPjEKCkxksV2elihZAs09kA+DxXDMC7CMysAairxOM6tSqi6jPrKXsT33QZJCkZM3ayzd+KSmLCgKQEVERERERE7QoRiANoqcepFTuJMXBfUipxGD0VqzQTUrUY5Tb+seMtmWkiqUypD241YOiYmKGnljjPrYEI3xw1haIklSasO7SdIyA6s2kS2Cx7MVgIqIiIiIiJyg1Iw0SSi8oJyk1IucnCOjnaklpElCasaB8TEAMozUjP7yMhyoeUHiBeV0CeZ1kvIhykBeH8EsoVkfwZIUS1LyZg2LiY4WMgWgIiIiIiIiJ6ichlHNUpKStE25LdwZazYopyn1PGdpqcKycgWAw3mTSpLwH0O7qKYlBrKMgSTjjHIGVgZgdOhH1A7tBKA+eoiRXY8xtn83p1/wQgBWnH1lt7s6pxSAioiIiIiInKDWSGejCM98NvIwFTcxY1m5MnF8pFmnljfJvaAvzahmJWrNBge8xrq+AZZVS0ACSRXSJZT6VtKsjwBQO7iH0b0hGPU4fXehUwAqIiIiIiJygvbVRhlrNqjlTQDGms0QjBbhWdC8KBir1ylnGWkSps6Ws4yBUomBUhjtDM+L5oz3LaFwZ33lLPpWhmNmCaP7t1NeuoLq8tWkWTUkI1rgFICKiIiIiIicoGvO+XHec/9/0ijCyGTuBfVmTr3ZPOq8NEkoZxnlNCWJz4221JpN9tbGSCw8K9qXpJxe2UBl+SgUNfpXbSCvjVJduY6suqyr/esUBaAiIiIiIiIz0Br9hJB0aKCcMlAuTzwfWs/zif28KEIw2jaKWS9y8nqNkUad1IxD9XF2V/s5tXIGA0nGiqdtYMWZhyAph6Va8uHudrADFICKiIiIiIjMQGsqbWpGGjPU1oucPI6KFu7U85zUbOKa3AsgoZQkNIqCRkxelFpCWq+Ru5MlCeNpwbLKKkiXHKmwWPijoApARUREREREZmBNtX9iP2kLMouYgGi4UZ94nU+sATppBLQoGGk0yIuC4Uad1IYZGh9jdbWf8SJnWVaibAlL0ozcBjhS48KkAFRERERERGQGlpYqFN56BtRDNtwYVI7lzYlAtJQkDCSlieVYqlmJvCjYOXo4TN0tlSdGQiEEpiPNBkONcUpJwlBR52CeMpbnrFm6sEdBFYCKiIiIiIjMQGpG4Ue/zs1I0pRSemSkcyAr05dlrKr0kWAkBk33iWdIa3mTsWZjIqFRLW9SGxtm5+hh1vUN0MhzSmnKuctXd7V/naAAVEREREREZAauOPNcbvvh9wFI3EnNJp4LraYZhReUkpRlpTJZnEYLMNSsk5mxYWAZuTsjzfqRZVzcqTUbR9YZzcPI6EBWplkUfHPPTp6z9rQe9HZuKAAVERERERGZoTRJqKbZxGhmasayUoVqmlKKiYmqSYpx5NnQvuRIGNZwJ/fwOs2NPAay7Rl286JgaHxsokwBqIiIiIiIyEmqUeRU04ylpTJrShWGmnUSjIYXNOOzoeE50IylaUbJEsaKnLEi5XDeIM2M/qyEw8TzoxCm4tbzfGJkNDWjmi7sEG5ht15ERERERKSH1lb7ycw4rdxHJUnpo5gIFseKnJI7y7MSCUYlSTAzmjiZGZkZA2mGExIWjceERuUkJfeCapqRmlH29udJS73q6pxQACoiIiIiIjJDzyzH7LWNx6EYBWBDZQOQMJRUeGx8lLF6OCczo5KkZIQlW1IzGu4TU3PzoqDalryoJcEoJclEELuQKQAVERERERGZKS+AAiwBy4AEirD+ZzkNWW8zMxIzSpZQMqMcg8iKpRQ4w7lhwLgXZJZghHVFW9caUFYAKiIiIiIicpJL++NOErZ8OASjhKVWBtKM8SKncOdw0QDCSGjhkFgY3SwII6CtREWVJJ04r2QJmRlpDEjHipxHh/azacWqLnd0bigAFRERERERmanWqGca95MypEvAMhrNJpkZ44RgtJVkaLw15TY+89lKMlRK0vDMZ5KSJglpHPHMLKGSJBTuDLdlx12IFICKiIiIiIjM0BgZ7k4l6Se1MlAwTsZYntN0xyA8v+lOrchDgiGcvCioF61ANGTKHauPA1B4MRGQ1vIm5SSZSGzUOv9Za07tUY9nRwGoiIiIiIjIDI3mTZrujBRNSpZQSTISYGlaomw5BU69cEaL5sSznbk7dcJIZ4EznufUi5w0HssLo5XrtppmFHGktF4UNIq8V12dEwpARUREREREZmh1mkw880lRh+bBsJ8P0+/NcCzpZ1VpFWNUABjLcxpe0IiBZS3JOdxsUHgRRj05sv5nPQacjTxnLA/LtbSm7i5ECkBFRERERERmyuuQ16CohYy4lsWyYbw5ghc5SVoGr9NXPh0o8CTFC6cgJBYiAc8gi5luy0lKLWkw1rSJ50IbaQ51OFCv9brHs6IAVEREREREZIb6l65l9MDDR4JPAG/izRHqY0OYJbgfppTXSZKQMbc/W0Z/Vma0CM+JZh6y3aZmcU3QbOJ5z+FGg1repJY3j5qmu1ApABUREREREZmNpAx5PYyCUkC2AgMqWV8MTOMSLZYd2SCuCwpjzZymFxQxUy5AmiQkcWpvK+BMLQkjogpARURERERETlL5MHgzPAPqTWgeCuuDpsuAIizLQgLpEsZJyAhLqhQ4BXA4b5CYUbaEJk45SWh6wdJSmXKSHnkONI6AtgLThUgBqIiIiIiIyGzkw+HPuAwLVoVsVRztjKOfFOBNKkkZB1ILo5hOwtPLMaC0jDEy9tRr9CUpAPW04GCjzkizPjEtty9duGHcwm25iIiIiIjIfNAcxT2nyBuklWVhxDM/BEk1HLcsTsWtAcswr4fyooYVdWjuD1N4syX0lU9lVWkJCcZYkVMhIcOopikJxj4lIRIRERERETl57fvhf5KWBygaNfqWr6d/5ZkAeBKDxVZyIhJo7Kc5ugv3nOG92xh+4mEObX8EL3LyxjinD76Itef/MnhBka2hYikrUmjGp0MrScpY0exBL+fGwp08LCIiIiIiMg9svPBtVJeeRv+qTZT6VuJWwpMKU4ZbSZm0VKVUWUaSlimKnMbo4bgNc/jxR7Dxx8ESmu40ccaKnLE8ZzRvkhCC0IVKI6AiIiIiIiKzdHDH/ZT6V1LpX43FADErD1DkdYq8MfHa06XYwDmQLmH5kvNYfubFnPmcJxgf3UdWHiAdOIuD2akMNesMmDOW52Rm9KUpCbAkzWh40cOezo4CUBERERERkVk6tP1hvMjpW7mOgbVnkJSqVJaswywlLVUxi6OWHqfPFvWQKbd8KpTWUBlogiXkST9jjXFSC2uDJiHvEGVLFsX0VQWgIiIiIiIiszT06PcAGNu/m+b4GOWlKxjdv51y/zKWnnIeSQpFXoe8Tj66iyQtkVTXhYvLpzKe9DPUbEA+zlgRRj3HPaeeh9HOdSuXT9Q10PXezR0FoCIiIiIiIrN0cOgwSWIsja89DyOd7gVe5JT6V5M3a3iRUzu8kyJv0Le8hllKVlpFwgBFTDRU4DQdzl2+qke96RwFoCIiIiIiInMgy1I2/o/LOPuFfwLA7q0fYd3m1wIwuutrLN14KQDLprl+OUu60cyeMnfvdRtEREREZIExsz3AD7tc7Rpgb5fr7CT1Z35bbP2B4/fpTHdf28kGKAAVERERkQXBzLa4+2Cv2zFX1J/5bbH1B+ZHnxZDIiURERERERFZABSAioiIiIiISFcoABURERGRheKGXjdgjqk/89ti6w/Mgz7pGVARERERERHpCo2AioiIiIiISFcoABUREREREZGuUAAqIiIiIh1lZj9nZg+aWWFmg5OO/biZfT0e/7aZVc2s38w+b2bfi+Xvaju/YmY3m9k2M7vHzM5qO/a2WP6QmV3aVn5ZLNtmZte2lW+K99gW71nuRH9i+QXx9TYze7+ZWSxfZWZ3mtkP4p8rY7nF87aZ2QNm9uy2Oq6J5//AzK5pK5+yjpn2x8zOMrMxM7svbh9uO/bKWNcDZvYvZrZmgfenbGY3mNn348/dy2N5z3/eZtqntnNuN7Otba97+xm5uzZt2rRp06ZNmzZtHduAZwA/BnwVGGwrz4AHgJ+Ir1cDKdAPvDCWlYF/B14SX78R+HDcvwq4Oe6fB9wPVIBNwMPxXmncPzve637gvHjNp4Cr4v6HgTd0oj9x/xvAhYAB/9zWn/cA18b9a4F3x/2XxvMsXndPLF8FPBL/XBn3Vx6rjln05yxg6xTnZ8BuYE1bH65fqP2Jx94BvDPuJ2196/nP20z7FI//T+AT7ef0+jPSCKiIiIiIdJS7f9fdH5ri0CXAA+5+fzxvn7vn7j7q7l+JZXXgW8CGeM0VwI1x/9PARXHU5QrgJncfd/dHgW3Ac+O2zd0fife6CbgiXvOieA/iPa/sRH/M7DRgmbvf7eFb+8fa6mrvz42Tyj/mwd3AinifS4E73X2/ux8A7gQuO04dM+3PdCxuA/F9XAbsWMD9AXgN8Cfx+sLd907Rn578vM20T2a2BHgL8M5Jh3r6GSkAFREREZFeORdwM7vDzL5lZm+dfIKZrQAuB74Ui9YDjwG4exM4SBhpnCiPtsey6cpXA0PxHu3lnejP+nj/yW0AOMXdd8b9J4BT2q45kf4cq47Z2GRm/2Vm/2pmzwdw9wbwBuDbhMDzPOAjC7U/8WcM4I/i53aLmT2p3fPw523aPrX6A/wZMDrp/J5+RtnxThAREREROR4zuws4dYpD17n7bdNclgE/BTyH8CX5S2Z2r7t/Kd4zAz4JvN/dH+lAs6c1l/0hBC3H5e5uZh1ZI3GG/dkJnOHu+8zsAuCzZnY+MEYIQJ9FmI75AeBtTBppW0D9yQgj7P/p7m8xs7cA7wV+uRNtn84c9+ls4Gnu/ub251Yn6+RnNB0FoCIiIiIya+5+8Qwu2w78W2u6o5l9AXg2R0Y7bwB+4O5/0XbN48BGYHsMUJcD+9rKWzbEMqYp30eYYpjFUan28+e6P//AkSnEk9u2y8xOc/edcUrj7kn9nHzN48ALJpV/NZZPV8eM+uPu48B43L/XzB4mjPJaLHs49vNThGcJF2p/7iX8h8Gt8dRbgNdOandHf9460KfnAINm9t+EmG+dmX3V3V9Alz6j6WgKroiIiIj0yh3AMy1kvc2Anwa+A2Bm7yR82f+tSdfcDrSycL4C+HJ8/ux24CoLWUs3AecQEqR8EzjHQgbSMiGRzO3xmq/EexDvOd0o06z6E6c7HjKzC+OzgFe31dXen2smlV8dM5NeCByM97kDuMTMVsbspZcAdxynjhkxs7Vmlsb9swnv6SOEIOM8M1sbT30x8N2F2p/4s/A5jgRZFxF/DpnfP2/H6tNfufvp7n4WYVT++zH4nNyn7n9GPgeZzbTq3EpcAAABC0lEQVRp06ZNmzZt2rRpm24DfpYwOjgO7IpfXlvHXgU8CGwF3hPLNgBOCGrui9uvxmNVwgjVNsIX/rPb7nUdIQPpQ7Rl4yRk9/x+PHZdW/nZ8R7b4j0rnehPLB+MZQ8DHwQslq8mjPj+ALgLWBXLDfhQPP/bHJ359DWxzduAVx+vjpn2B3h57Mt9hERQl7dd82vx83mAELytXuD9ORP4t9ifLxGmtc6Ln7eZ9qnt2rM4OgtuTz+j1g++iIiIiIiISEdpCq6IiIiIiIh0hQJQERERERER6QoFoCIiIiIiItIVCkBFRERERESkKxSAioiIiIiISFcoABUREREREZGuUAAqIiIiIiIiXfH/AWTh0awPXfaAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "tifs = glob.glob(\"highres/*.tif\")\n",
    "fig, axarr = plt.subplots(nrows=1+((len(tifs)-1)//3), ncols=3, squeeze=False, figsize=(15,15))\n",
    "\n",
    "for i, tif in enumerate(tifs):\n",
    "    with rasterio.open(tif) as raster_source:\n",
    "        rasterio.plot.show(source=raster_source, cmap='BrBG_r', ax=axarr[i//3,i%3], title=tif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Tile data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Big raster to many small square tiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_window_bounds(filepath:str, height:int=32, width:int=32, step=4) -> list:\n",
    "    \"\"\"\n",
    "    Reads in a raster and finds tiles for them according to a stepped moving window.\n",
    "    Returns a list of bounding box coordinates corresponding to a tile that looks like\n",
    "    [(minx, miny, maxx, maxy), (minx, miny, maxx, maxy), ...]\n",
    "    \"\"\"\n",
    "    assert(height==width)  #make sure it's a square!\n",
    "    assert(height%2==0)    #make sure we are passing in an even number\n",
    "    \n",
    "    with rasterio.open(filepath) as dataset:\n",
    "        print(f'Tiling: {filepath} ... ', end='')\n",
    "        #Vectorized 'loop' along the the raster image from top to bottom, and left to right\n",
    "        \n",
    "        #Get boolean true/false mask of where the data/nodata pixels lie\n",
    "        mask = dataset.read(indexes=list(range(1,dataset.count+1)), masked=True).mask\n",
    "        mask = np.rollaxis(a=mask, axis=0, start=3)[:,:,0]   #change to shape (height, width)\n",
    "        \n",
    "        #Sliding window view of the input geographical raster image\n",
    "        window_views = skimage.util.shape.view_as_windows(arr_in=mask, window_shape=(height, width), step=step)\n",
    "        filled_tiles = ~window_views.any(axis=(-2,-1))  #find tiles which are fully filled, i.e. no blank/NODATA pixels\n",
    "        tile_indexes = np.argwhere(filled_tiles)  #get x and y index of filled tiles\n",
    "        \n",
    "        #Convert x,y tile indexes to bounding box coordinates\n",
    "        windows = [rasterio.windows.Window(col_off=ulx*step, row_off=uly*step, width=width, height=height) for uly, ulx in tile_indexes]\n",
    "        window_bounds = [rasterio.windows.bounds(window=window, transform=dataset.transform) for window in windows]\n",
    "        print(len(window_bounds))\n",
    "    \n",
    "    return window_bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tiling: highres/20xx_Antarctica_TO.tif ... 963\n",
      "Tiling: highres/2010tr.tif ... 131\n",
      "Tiling: highres/bed_WGS84_grid.tif ... 121\n",
      "Tiling: highres/20xx_Antarctica_DC8.tif ... 15\n",
      "Tiling: highres/201x_Antarctica_Basler.tif ... 762\n",
      "Tiling: highres/istarxx.tif ... 119\n",
      "Total number of tiles: 2111\n",
      "CPU times: user 8.92 s, sys: 6.95 s, total: 15.9 s\n",
      "Wall time: 15.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "filepaths = glob.glob(\"highres/*.tif\")\n",
    "window_bounds = [get_window_bounds(filepath=tif) for tif in filepaths]\n",
    "window_bounds_concat = np.concatenate([w for w in window_bounds]).tolist()\n",
    "print(f'Total number of tiles: {len(window_bounds_concat)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show tiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7ff818eff5f8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shapely.geometry.box(*window_bound)\n",
    "shapely.geometry.MultiPolygon([shapely.geometry.box(*bound) for bound in window_bounds_concat])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tile High Resolution data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def selective_tile(filepath:str, window_bounds:list) -> np.ndarray:\n",
    "    \"\"\"\n",
    "    Reads in raster and tiles them selectively.\n",
    "    Tiles will go according to list of window_bounds.\n",
    "    \"\"\"\n",
    "    \n",
    "    array_list = []\n",
    "    \n",
    "    with rasterio.open(filepath) as dataset:\n",
    "        print(f'Tiling: {filepath}')\n",
    "        for window_bound in window_bounds:\n",
    "            window = rasterio.windows.from_bounds(*window_bound, transform=dataset.transform, precision=6)\n",
    "        \n",
    "            #Read the raster according to the crop window\n",
    "            array = dataset.read(indexes=list(range(1,dataset.count+1)), masked=True, window=window)\n",
    "            array = np.rollaxis(a=array, axis=0, start=3)   #change to shape (height, width, 1)\n",
    "    \n",
    "            assert(not array.mask.any())\n",
    "            assert(array.shape[0]==array.shape[1])  #check that height==width\n",
    "            array_list.append(array.data.astype(dtype=np.float32))\n",
    "    \n",
    "    return np.stack(arrays=array_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tiling: highres/20xx_Antarctica_TO.tif\n",
      "Tiling: highres/2010tr.tif\n",
      "Tiling: highres/bed_WGS84_grid.tif\n",
      "Tiling: highres/20xx_Antarctica_DC8.tif\n",
      "Tiling: highres/201x_Antarctica_Basler.tif\n",
      "Tiling: highres/istarxx.tif\n",
      "(2111, 32, 32, 1) float32\n"
     ]
    }
   ],
   "source": [
    "hireses = [selective_tile(filepath=f, window_bounds=w) for f, w in zip(filepaths, window_bounds)]\n",
    "hires = np.concatenate(hireses)\n",
    "print(hires.shape, hires.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tile low resolution data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tiling: lowres/bedmap2_bed.tif\n",
      "(2111, 8, 8, 1) float32\n"
     ]
    }
   ],
   "source": [
    "lores = selective_tile(filepath=\"lowres/bedmap2_bed.tif\", window_bounds=window_bounds_concat)\n",
    "print(lores.shape, lores.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tile miscellaneous data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tiling: misc/REMA_200m_dem_filled.tif\n",
      "(2111, 40, 40, 1) float32\n"
     ]
    }
   ],
   "source": [
    "rema = selective_tile(filepath=\"misc/REMA_200m_dem_filled.tif\", window_bounds=window_bounds_concat)\n",
    "print(rema.shape, rema.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tiling: misc/MEaSUREs_IceFlowSpeed_450m.tif\n",
      "(2111, 17, 17, 1) float32\n"
     ]
    }
   ],
   "source": [
    "measuresiceflow = selective_tile(filepath=\"misc/MEaSUREs_IceFlowSpeed_450m.tif\", window_bounds=window_bounds_concat)\n",
    "print(measuresiceflow.shape, measuresiceflow.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Save the arrays\n",
    "\n",
    "We'll save the numpy arrays to the filesystem first.\n",
    "We label inputs as X (low resolution bed DEMs) and W (miscellaneous).\n",
    "Groundtruth high resolution bed DEMs are labelled as Y.\n",
    "\n",
    "Also, we'll serve the data up on the web using:\n",
    "- [Quilt](https://quiltdata.com/) - Python data versioning\n",
    "- [Dat](https://datproject.org/) - Distributed data sharing (TODO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs(name=\"model/train\", exist_ok=True)\n",
    "np.save(file=\"model/train/W1_data.npy\", arr=rema)\n",
    "np.save(file=\"model/train/W2_data.npy\", arr=measuresiceflow)\n",
    "np.save(file=\"model/train/X_data.npy\", arr=lores)\n",
    "np.save(file=\"model/train/Y_data.npy\", arr=hires)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quilt\n",
    "\n",
    "Login -> Build -> Push"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Launching a web browser...\n",
      "If that didn't work, please visit the following URL: https://pkg.quiltdata.com/login\n",
      "\n"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter the code from the webpage:  eyJpZCI6ICIyOWI4YzUyNS1lZmM1LTQ5NTItOGQ4Yy03NzQyYTg1YmI1MmEiLCAiY29kZSI6ICIyNDM5OGU1NC1hMWQ2LTQzNDUtYTFjYS0zOWQ3OTJjZTEzOWIifQ==\n"
     ]
    }
   ],
   "source": [
    "quilt.login()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "quilt.build(package='weiji14/deepbedmap/model/train/W1_data', path=rema)\n",
    "quilt.build(package='weiji14/deepbedmap/model/train/W2_data', path=measuresiceflow)\n",
    "quilt.build(package='weiji14/deepbedmap/model/train/X_data', path=lores)\n",
    "quilt.build(package='weiji14/deepbedmap/model/train/Y_data', path=hires)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetching upload URLs from the registry...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0.00/27.5M [00:00<?, ?B/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uploading 5 fragments (27512828 bytes)...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 115k/27.5M [00:01<1:13:28, 6.21kB/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fragment 57c2344940a147a198098df7bb1c36d08e0c07a7a12e7cb2fc33c433a2d1fdd0 already uploaded; skipping.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 27.5M/27.5M [00:26<00:00, 1.03MB/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uploading package metadata...\n",
      "Updating the 'latest' tag...\n",
      "Push complete. weiji14/deepbedmap is live:\n",
      "https://quiltdata.com/package/weiji14/deepbedmap\n"
     ]
    }
   ],
   "source": [
    "quilt.push(package='weiji14/deepbedmap', is_public=True)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "deepbedmap",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "pygments_lexer": "ipython3",
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