{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparing a USGSCSM and ISIS Camera Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.32.0.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os \n",
    "\n",
    "# kalasiris requires ISISROOT and ISISDATA environment variables to be set.\n",
    "os.environ['ISISROOT'] = os.path.join(os.environ['HOME'],'opt','anaconda3','envs','isis-prod')\n",
    "os.environ['ISISDATA'] = \"/Volumes/isis_data1/isis_data\"\n",
    "\n",
    "import kalasiris.pysis as isis\n",
    "\n",
    "from knoten import vis\n",
    "\n",
    "import json\n",
    "import ale\n",
    "\n",
    "from IPython.display import Image\n",
    "\n",
    "import plotly\n",
    "plotly.offline.init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download PDS Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2024-05-22 08:02:58--  https://pds-imaging.jpl.nasa.gov/data/mro/mars_reconnaissance_orbiter/ctx/mrox_3365/data/K11_057871_1602_XN_19S163W.IMG\n",
      "Resolving pds-imaging.jpl.nasa.gov (pds-imaging.jpl.nasa.gov)... 52.34.231.99, 52.38.23.64\n",
      "Connecting to pds-imaging.jpl.nasa.gov (pds-imaging.jpl.nasa.gov)|52.34.231.99|:443... connected.\n",
      "WARNING: cannot verify pds-imaging.jpl.nasa.gov's certificate, issued by ‘CN=Entrust Certification Authority - L1K,OU=(c) 2012 Entrust\\\\, Inc. - for authorized use only,OU=See www.entrust.net/legal-terms,O=Entrust\\\\, Inc.,C=US’:\n",
      "  Unable to locally verify the issuer's authority.\n",
      "HTTP request sent, awaiting response... 302 Found\n",
      "Location: https://planetarydata.jpl.nasa.gov/img/data/mro/mars_reconnaissance_orbiter/ctx/mrox_3365/data/K11_057871_1602_XN_19S163W.IMG [following]\n",
      "--2024-05-22 08:02:59--  https://planetarydata.jpl.nasa.gov/img/data/mro/mars_reconnaissance_orbiter/ctx/mrox_3365/data/K11_057871_1602_XN_19S163W.IMG\n",
      "Resolving planetarydata.jpl.nasa.gov (planetarydata.jpl.nasa.gov)... 207.151.104.173\n",
      "Connecting to planetarydata.jpl.nasa.gov (planetarydata.jpl.nasa.gov)|207.151.104.173|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 243340224 (232M)\n",
      "Saving to: ‘data/K11_057871_1602_XN_19S163W.IMG’\n",
      "\n",
      "K11_057871_1602_XN_ 100%[===================>] 232.07M  17.1MB/s    in 18s     \n",
      "\n",
      "2024-05-22 08:03:17 (12.9 MB/s) - ‘data/K11_057871_1602_XN_19S163W.IMG’ saved [243340224/243340224]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "url = 'https://pds-imaging.jpl.nasa.gov/data/mro/mars_reconnaissance_orbiter/ctx/mrox_3365/data/K11_057871_1602_XN_19S163W.IMG'\n",
    "\n",
    "!wget -N -P data/ {url} --no-check-certificate\n",
    "fileName = 'data/' + os.path.split(url)[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ingest the image into ISIS and attach SPICE via spiceinit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cub_loc = os.path.splitext(fileName)[0] + '.cub'\n",
    "\n",
    "try: \n",
    "    isis.mroctx2isis(from_=fileName, to=cub_loc)\n",
    "except isis.ProcessError as e:\n",
    "    print(e.stderr)\n",
    "\n",
    "try:\n",
    "    isis.spiceinit(from_=cub_loc, shape='ellipsoid')\n",
    "except isis.ProcessError as e:\n",
    "    print(e.stderr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create an ISD from the PDS3 .IMG using ISIS cube kernels and store it next to the cube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/astamile/opt/anaconda3/envs/knoten/lib/python3.12/site-packages/osgeo/gdal.py:312: FutureWarning:\n",
      "\n",
      "Neither gdal.UseExceptions() nor gdal.DontUseExceptions() has been explicitly called. In GDAL 4.0, exceptions will be enabled by default.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "kernels = ale.util.generate_kernels_from_cube(cub_loc, expand=True)\n",
    "usgscsm_str = ale.loads(fileName, props={'kernels': kernels})\n",
    "\n",
    "csm_isd = os.path.splitext(cub_loc)[0] + '.json'\n",
    "with open(csm_isd, 'w') as isd_file:\n",
    "    isd_file.write(usgscsm_str)\n",
    "    \n",
    "usgscsm_json = json.loads(usgscsm_str)\n",
    "n_lines = usgscsm_json['image_lines']\n",
    "n_samples = usgscsm_json['image_samples']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "csmisis_diff_lv_plot, csmisis_diff_ephem_plot, external_orientation_data = vis.external_orientation_diff(csm_isd, cub_loc, n_lines, n_samples, nx=10, ny=50, width=600, height=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(csmisis_diff_lv_plot.to_image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(csmisis_diff_ephem_plot.to_image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diffx</th>\n",
       "      <th>diffy</th>\n",
       "      <th>diffz</th>\n",
       "      <th>diffu</th>\n",
       "      <th>diffv</th>\n",
       "      <th>diffw</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>5.000000e+02</td>\n",
       "      <td>5.000000e+02</td>\n",
       "      <td>5.000000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>1.154782e-08</td>\n",
       "      <td>-8.894654e-08</td>\n",
       "      <td>3.882977e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.000400</td>\n",
       "      <td>0.000937</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>9.456094e-08</td>\n",
       "      <td>3.383175e-07</td>\n",
       "      <td>2.598414e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.000793</td>\n",
       "      <td>-0.001727</td>\n",
       "      <td>-0.000340</td>\n",
       "      <td>-2.586859e-07</td>\n",
       "      <td>-1.258628e-06</td>\n",
       "      <td>-4.987500e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.000263</td>\n",
       "      <td>-0.000527</td>\n",
       "      <td>-0.000126</td>\n",
       "      <td>-4.523316e-08</td>\n",
       "      <td>-2.640964e-07</td>\n",
       "      <td>-1.078950e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000161</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>2.748548e-09</td>\n",
       "      <td>-2.273913e-09</td>\n",
       "      <td>1.208859e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000440</td>\n",
       "      <td>0.000950</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>4.468993e-08</td>\n",
       "      <td>1.343876e-07</td>\n",
       "      <td>1.812972e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.000811</td>\n",
       "      <td>0.002111</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>3.097324e-07</td>\n",
       "      <td>5.573508e-07</td>\n",
       "      <td>7.271875e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            diffx       diffy       diffz         diffu         diffv  \\\n",
       "count  500.000000  500.000000  500.000000  5.000000e+02  5.000000e+02   \n",
       "mean     0.000077    0.000199   -0.000011  1.154782e-08 -8.894654e-08   \n",
       "std      0.000400    0.000937    0.000149  9.456094e-08  3.383175e-07   \n",
       "min     -0.000793   -0.001727   -0.000340 -2.586859e-07 -1.258628e-06   \n",
       "25%     -0.000263   -0.000527   -0.000126 -4.523316e-08 -2.640964e-07   \n",
       "50%      0.000080    0.000161    0.000001  2.748548e-09 -2.273913e-09   \n",
       "75%      0.000440    0.000950    0.000081  4.468993e-08  1.343876e-07   \n",
       "max      0.000811    0.002111    0.000316  3.097324e-07  5.573508e-07   \n",
       "\n",
       "              diffw  \n",
       "count  5.000000e+02  \n",
       "mean   3.882977e-08  \n",
       "std    2.598414e-07  \n",
       "min   -4.987500e-07  \n",
       "25%   -1.078950e-07  \n",
       "50%    1.208859e-08  \n",
       "75%    1.812972e-07  \n",
       "max    7.271875e-07  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "external_orientation_data[['diffx', 'diffy', 'diffz', 'diffu', 'diffv', 'diffw']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/astamile/opt/anaconda3/envs/knoten/lib/python3.12/site-packages/knoten-0.4.0-py3.12.egg/knoten/vis.py:61: FutureWarning:\n",
      "\n",
      "This function is deprecated. See: https://pyproj4.github.io/pyproj/stable/gotchas.html#upgrading-to-pyproj-2-from-pyproj-1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "isis2csm_plot, csm2isis_plot, isiscsm_plotlatlon, isiscsm_plotbf, isis2csm_data, csm2isis_data, isiscsm_latlondata, isiscsm_bfdata = vis.reprojection_diff(csm_isd, cub_loc, n_lines, n_samples, nx=10, ny=50, width=600, height=600, edge_pad=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(isis2csm_plot.to_image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diff line</th>\n",
       "      <th>diff sample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.001298</td>\n",
       "      <td>0.004654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.010907</td>\n",
       "      <td>0.018035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.022728</td>\n",
       "      <td>-0.030098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.005129</td>\n",
       "      <td>-0.007006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000238</td>\n",
       "      <td>-0.000235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.007018</td>\n",
       "      <td>0.014009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.028891</td>\n",
       "      <td>0.068042</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        diff line  diff sample\n",
       "count  500.000000   500.000000\n",
       "mean     0.001298     0.004654\n",
       "std      0.010907     0.018035\n",
       "min     -0.022728    -0.030098\n",
       "25%     -0.005129    -0.007006\n",
       "50%      0.000238    -0.000235\n",
       "75%      0.007018     0.014009\n",
       "max      0.028891     0.068042"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isis2csm_data[['diff line', 'diff sample']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(csm2isis_plot.to_image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diff line</th>\n",
       "      <th>diff sample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-897.106921</td>\n",
       "      <td>4.096432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6362.131063</td>\n",
       "      <td>130.814763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-47165.463281</td>\n",
       "      <td>-2499.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.007136</td>\n",
       "      <td>-0.013755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.000778</td>\n",
       "      <td>0.000471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.004779</td>\n",
       "      <td>0.008466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.023008</td>\n",
       "      <td>505.534352</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          diff line  diff sample\n",
       "count    500.000000   500.000000\n",
       "mean    -897.106921     4.096432\n",
       "std     6362.131063   130.814763\n",
       "min   -47165.463281 -2499.490000\n",
       "25%       -0.007136    -0.013755\n",
       "50%       -0.000778     0.000471\n",
       "75%        0.004779     0.008466\n",
       "max        0.023008   505.534352"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csm2isis_data[['diff line', 'diff sample']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAJYCAYAAAC+ZpjcAAAgAElEQVR4XuydB5hTVbeGv/Rk+gzT6L0pVRAUpKkUEREQLCBVEaUJig3FhvIDFhQFCwioYAMFG0UFCyJSFEFAOlJnYHpNO8m5z9onJ5NMpmSGAecOa9/H/zLJ2e3dJ9lf1lp7HY0syzK4MAEmwASYABNgAkyACVQYAQ0LrApjyQ0xASbABJgAE2ACTEAQYIHFNwITYAJMgAkwASbABCqYAAusCgbKzTEBJsAEmAATYAJMgAUW3wNMgAkwASbABJgAE6hgAiywKhgoN8cEmAATYAJMgAkwARZYfA8wASbABJgAE2ACTKCCCbDAqmCg3BwTYAJMgAkwASbABFhg8T3ABJgAE2ACTIAJMIEKJsACq4KBcnNMgAkwASbABJgAE2CBxfcAE2ACTIAJMAEmwAQqmAALrAoGys0xASbABJgAE2ACTIAFFt8DTIAJMAEmwASYABOoYAIssCoYKDfHBJgAE2ACTIAJMAEWWHwPMAEmwASYABNgAkygggmwwKpgoNwcE2ACTIAJMAEmwARYYPE9wASYABNgAkyACTCBCibAAquCgXJzTIAJMAEmwASYABNggcX3ABNgAkyACTABJsAEKpgAC6wKBsrNMQEmwASYABNgAkyABRbfA0yACTABJsAEmAATqGACLLAqGCg3xwSYABNgAkyACTABFlh8DzABJsAEmAATYAJMoIIJsMCqYKDcHBNgAkyACTABJsAEWGDxPcAEmAATYAJMgAkwgQomwAKrgoFyc0yACTABJsAEmAATYIHF9wATYAJMgAkwASbABCqYAAusCgbKzTEBJsAEmAATYAJMgAUW3wNMgAkwASbABJgAE6hgAiywKhgoN8cEmAATYAJMgAkwARZYfA8wASbABJgAE2ACTKCCCbDAqmCg3BwTYAJMgAkwASbABFhg8T3ABJgAE2ACTIAJMIEKJsACq4KBcnNMgAkwASbABJgAE2CBxfcAE2ACTIAJMAEmwAQqmAALrAoGys0xASbABJgAE2ACTOD/hcCSXC6kpGbCKUmIjgxHeFhIuVfOZnfgfGoG9DodoqMiYDEby93Wpaq4a+9h0H8Db+oi5s8FkGUZ51Iz4HRKiKsWBbOp+HX8/7jm5V3jpPPpWLfpd1zb7ko0b1y3vM1wPSbABJgAE7hAAv+pwLr6pvuRb7X5TeGnz18TGyaV5JR0vLlkNVav2+x3TYjFjOuva4tRt/cRm8jBo6cw6J4ZftfUrZWAtcvneF/bvf8oXl+0Ctt2/eN3XUxUOPr17ISxw/qB/l1SofGGh1mwaeW8C8QOnDxzDiu//hndrm2N9q2bltje3RNfxInTyfjx89eEMKzIcVzwRC5xAweOnMTcBR8HrCPdB0P6dRNrGRpiFqMqy5qr9+L1ndvijRcfDJjVym9+wrMvLxOvf/jGk7iqZeMSZ/7ozLfx7cbfseHjl1CretwFUXK53Hht0So0qFtdiOySCn1e3vrgS3z1/iw0rFsD6rhnT78Pt/TqdEHj4MpMgAkwASYQPIH/VGB99vVP2LP/qBBQXa9pjS4dW4kNhKxKtKncPelF8T5tFN2ubYNq0RE4fPw0tv6xD+dSMvDw/bdjzJ19kZGVg3WbtmPdpm348+9DGD64F65sUs+7oZxPzcTNwx8XYu6qlk3QpWNLuNxuHD52Gpu3/S1e/2jhDLS+omGpAstsMmDzmjeCJ1zMldt3HcDoqbPx6IS7MHJI72LbO34yCf1GPCEE4JSxg8V1JAYqahwXPJFL2ICvyLn5hmvQsnkDkHXqn8MnseGn7WIk7740DZ2vboGyrrmv2P9q2YtoWK+md2Zut4x+Ix7HidPnxGsfzJ+Odq2alDjzh55dKMa0bsVc1KkZf0GUyErXpue96N6pDRbMmlJsW/SZ6X7bg6iREItP33lGXPfZVz/iuVffx6wnxuLW3p0vaBxcmQkwASbABIIn8J8KLBrmpl//xKSn5uOhcbfjnrv6eke+6puf8czLS3F7/x545qGRfjOyO5x4/7P1iIoIE++rZc6Cj/HByg0BYkm1Jrw04wH0vaGjX1up6Vl4+e1PMWJwL1zRpF6lE1iqReLrD/6HBnWqXxKBRe43jUYT/F10Ca6kdeo2SLEsvTnrQfTo1Nav12Mnk0DrPPW+IUJglXXNSWBRIbE9qG9XzHx0jLf9n7fuxvgn5oEsp/R+ZRVYW3fuw73TXsJz00ZjcL9u5RZYlXH9L8Etxl0wASbABCqUQKUVWOSOIYvF6zMn4cYu7YKadHEC6/ohU4XF65fV84UVrLwlGMsRWdze+uArHDtxFqeTUsSm3LJZfQwf0ssrCuiaF19fjr0Hjwv3UYO6NcSQyO1Eliq1qBaJWjXi8fHCAhdoMOOgNigeZ947nwmLX3pmDq5u00y0TwJELWQBmvrMAtF3kwa1hXAlN2pCXDSGDrxRWAi12uLF1tF/z+Dltz8LGLsqVh5+7i2Qu/bxiUNFlxs3/4mPv9yIg0dOir/r1a6OG7pchTtvvb7EOKpZ81dgxRffCxFOYryoQpYep+RCiMWEsq45MW3asDbiY6Ow4acd+HHVa+LfVMZMnYN/Tyejd/cOQsBXlMAiy+v/5q8AuT1prUi8NWlQS4ij2/tfD4NeJ16b8vSb2LJjr7iXVHeyxWzCq8+O98Pw+Kx38fV3v+G3rxcgMjy0zAKLPm+rvv7Ze1+S+/rBewd7Xa7UIH3G6LM0YfQALFi6Bpu37RH99OnRAY+Ov/OC4iPL+7nkekyACTCBykig0gqstRu34ZGZb6Fn1/aY9cS9YnMprRQnsMhFQq4Ssm6MvuMm6HTa0poq8v1ghA25O5+a857YKOvWShQbJG2OVBb+b6qIudq5+yCenL1YCDCK+0qIixHvd2p/pZ94+P2P/bjn4bl+Fgm6LphxnDxzHrfd+7TonwRVRHgoyBJDf/u6i3LzrOh48wPe+RJnspSR+KNSWuwOHUDocdsUIeB2rHtHiBu10GZPm75qnfzm+6147EW6xoxr218Bh8OJP/YcFmP67pOXUTMxtth16T9yOo6eOIufv3gdsTGRpa5fWddcFVjkdqaYt3uH3izuFxI/xHH65LuRfD4dSz5ZW2ECi+Lwbhr2mBCzFENG9+XWnfsFDxK2NBZan+GTXsShY6fFnNXA9bBQC5a99riXQ3ZuPq7tNx7kOp07Q7HGUQnWRUhxbe+v3CDux84dWuL4iSRxD5A4/nzxTO9hkDvGPee9N6j9Fk3rg6yHRVn+Sl0kvoAJMAEmUIUJVFqBlZdvQ4e+ykZBGzJtHFc0qYtmjeqITcZg0AcsS3ECiywyZIWgQhsGuZeoHWrPN9amtHUORtjQr3tyr6nWD2pz38F/cfu4Z4UFRLU6BBODVZRFIliBpbrIaLMldlTOJKdiwOinxL9/XDUPtEmrAosYPz11BG6+8Vphsfr9z/2456G5Il7t7TkPl4jmjSVf4O0PvgoQY8Sc2KvWoLvGzxQxdd988D/U97g7rTYHPv1qk4gPKu6EJIm41jfcI+6DHeveLm2ZxPtlXXNVYC1/80nQOI8cP4NNK1/F7Dc/wnc/7wQdvqA5VqTAormfSUpBo/oF8V5ZOXnoN/xx2OxO71yDicFShb0ag1YWgUVWyP6jnhSfq6XzHvNaoV595zO89/Fab6wjtakKrPtH9Me9Q/sJ4ZWWkY0+Qx8VImvPxiXl/gET1MLyRUyACTCB/ycEKq3AIn6UmuD5V9/3/npXmdIv/kceuFMIFl/3VXECi+p9/u0veG3RSmFp8S0U9E6uDQqYLq0EI7DUNmijpI0rJS1T9PnCax8Kq9bqJS+IS0oTWMVZJIIRWKogocMBdJrMtyxctgYLlq3xWtNUgeUr/uh6isPp0PcBxFWL9DuNWRQj1RLTsW1zLJn3mFfM9bpzmnD/zZ85Wbw2fNIscQhBteSVxlt9nwLWewyeIgTAqkXPBVutTGvuK7C+/2WncMuNGNJbuATVAwavvP1ZhQosdSLkpj3y7xmcO5+B9KxsfLjyO2GtU119wQiswidNyyKwFn/0Lea9uxKvPT9RWIzVot4bvtxJYJHFqrDQfejZBcK16nsKOOiF4guZABNgAlWQQKUWWCpv2sD/OXwC+w+dEO42+jeVZ6eNwpB+3b3LUpLAoosopolcPoeOncLeA8fx42+7RDwJlcInx4pa62AEFgmr515533uqzbedsggs1SKx+OVHcG37K/2GU9o4yFJF4oaO5ZOLz7eo4uHJB4dj6MAbvBaswgKL6vS+6xGReyyYtBSqtUpNS7BoxTcitcDbcx4Sp0OpkMh9+qUl4t9kSWzXqil6dG6LHp3alBhUrwoMcl+V9QRnsGvuK7BIoBI/9d6g+ZOor2iBRWN7Z/nXWLB0dZFfLVu+fBNRkWEi11dJpwjpdGPfux8DWZUmjRnk11YwLsIZc5fgi7W/+FkW1UaoXWp/309KioriBJbqkv3+k5dRowRXbxX8DuUpMQEmwASKJPD/QmAVHrkqPkh4kABRS2kCq3A7tHHNemOFiFOhFAi+AeblFVhkSSDLGx2pp2DlerUSERMdIdw+FDsUrAWrOIsEjas0gUXWD4pZKnwajuqSqJw4/XVMu/8OjL7zpgoTWJQiY9rzb4kNftzwW7wuIzV3l8qTTrqR+PLNR0ZxPMsXPCWCuosr6kbvG8Bdns90cWvuK7Co3Y9Wb8SLr3+IAX2uw4uP3yu6qmiBpZ4QJUsj3XuNG9QS9wjFQ1EOrWAFFgm0he9/WaRACkZgqe7kouLgBo55SliQ9/64VIjg4gTWzHkf4JMvN4EFVnnuSq7DBJhAVSRQaQUWWREoqWZRRf1FXzgmpziBVVJbFHA+8sH/4abrO+LlpwuCvcsjsOhU2HW3ThKBv2oeIrWdLgMmFSmw1Fxevv2VZJEIRmBRbE/7PveJU4O+gdBU9+M1G4W7kmLByGpVnIuQri2LBYvcXF0GTBaJWCkdxojJszBh9ECMH3lr0WsouUQ8FrmmSJAWjh0qXImC4ylIfuKYgXhgRNFtkluT8pvRfVPWNS8ssCgGkIK++914DerUTLgoAksN3C8sGqf/bxG+3LAlQGAVFQ9X3ElTlV8wAkuNoXv/9Sf8kt5S29f0G+/nJmaBVRW3AZ4TE2ACF4NApRVYk2fMR9MGtYWVpfAJQjUvESUnfWv2VC+X4gQWiZtHx9/lDeD2BalaJSima9QdfUpkXKrlyBMs3LZFY1CwtFpUweTrIlRPp5Gbjtx1vqUki0QwAouuGTz2GeFKVTN602skOoaMfUZYJNZ/NBe1a8RXmMCi9lX+lHqCTkgWtmbQydCe3dr7WapWfPEDZs1fjumTh2HYoJ7F8lcTrtIFRYmxs8mpePaVZRh5ex9xarKsa15YYBU1kIq2YKnJTX//ZqE3sJxi78Y9+ooQn6oFi8ZyZfdRwq3q+3QCel09afr8I2Nw281dA4YdjMBSP0/9el6LOU+O87ZBwf1Tn3nTzxLKAutifA1zm0yACVRFAv+pwCopk/sDj8/DL7/vFuKKUhtQoG1evhVb/9gvNh8qX7w3U+QuKi2TO21OVGiDIqtOo3o1xaNqKJ6LxA+9vvLd5/zy/RS12OqGWFxG7McnDsPNwx8TQe3i1GPTeiJb/Jr1v4rmfAUWnbjqNmiKOHlFVpmIsBDodDoRU0bZuAvnvvIdT2njmDF1pAgmv++Rl8Wxe7IkhVrMImM+ueYo59SMqSNEkxVlwaK2fB9ZVJS1hcZN4xlw03UiFQTFii39ZJ04MbduxZxS0y/QCT4SOVQoeL7tlY3hcEpCSFJsma/4KuuaXyyBRY/eKerZmfS0gUUrvhWxeiTIKRaNkql+8/1v3oMYvgKLEoiSe5XcvnT69Wxymjjdp1q7tn6zUNxDhYsqsFpd0RD1aycGvH9dh1a46foOGDrhBfG5ori9bte0FgKZYuio+LoOWWBVxW2A58QEmMDFIPCfCix1E/SdmHoK6Y89h0TgrSpOfK+hzXvK2CEi1ULhjV29zvfX/lffbcHajb+Lx+IULmRBGje8f6mbO9Ur6tmJvu3RJkfH+x+cMd/vtOKEUQOw9NP1qFU91huDRfXIckDxSOQio0KibNDNXUV6hOIsEsGOgzZbEh3T/7fY73mPZBGcPGYQjEaD6FNNh1FUkDvFPZGbiALXgy3qMf6iEsSSOKI4Hd/nT9I6zZgyIiCQv7j+iNXchZ94RbZ6nZKgs7t41BLl4irrmgcjsNS0BcE8i5Di0SgurbhCJynpR8OkJ1/3yytF9wAJLRLCv321AJERSsJQOpFKpz/ppB4V+uFBaSTIhVfY8uTbJ/2Iee4VJUC9qKImbs3KzsNzry7ztk/XkiXy5WfGi0S5ailOYFG8GsWt/fDZq6ger+R148IEmAATuJwJ/KcCKxjwFFeTkZUr0h1Qzp3q8dWKzIEVTFvkIktLz0Z6ZjZioiLEQ6VLylIeTJtFXUOP8lGfW0duOBp3SYXSENA8aTxPzVks4m+Ks0iUdUz0HD2yRlCMFIkZk0dYlbWdirqe5kl5k+g/smZVi44s1xrQWpJb0OGQEBcb5c1cXnicl2rNy8uH1ufU2fNCdNIzBFVBVVx75ELMzslDQmw0vvlhq0hqW9RJ0/KOhyyaNB5aF99cbuVtj+sxASbABC5XApVeYF1OC5OTmy8sEkWlV7icOPBcgyOgnjT96fPXOblncMj4KibABJjAJSPAAuuSoS69I7IcfPvD7yIeh2LLuDCB4giQZW7xim+Fm5xSgnBhAkyACTCBykWABVblWg8eDRNgAkyACTABJlAFCLDAqgKLyFNgAkyACTABJsAEKhcBFliVaz14NEyACTABJsAEmEAVIMACqwosIk+BCTABJsAEmAATqFwEWGBVrvXg0TABJsAEmAATYAJVgAALrCqwiDwFJsAEmAATYAJMoHIRYIFVudaDR8MEmAATYAJMgAlUAQIssKrAIvIUmAATYAJMgAkwgcpFgAVW5VoPHg0TYAJMgAkwASZQBQiwwKoCi8hTYAJMgAkwASbABCoXARZYlWs9eDRMgAkwASbABJhAFSDAAqsKLCJPgQkwASbABJgAE6hcBFhgVa714NEwASbABJgAE2ACVYAAC6wqsIg8BSbABJgAE2ACTKByEWCBVbnWg0fDBJgAE2ACTIAJVAECLLCqwCLyFJgAE2ACTIAJMIHKRYAFVuVaDx4NE2ACTIAJMAEmUAUIsMCqAovIU2ACTIAJMAEmwAQqFwEWWJVrPXg0TIAJMAEmwASYQBUgwAKrCiwiT4EJMAEmwASYABOoXARYYFWu9eDRMAEmwASYABNgAlWAAAusKrCIPAUmwASYABNgAkygchFggVW51oNHwwSYABNgAkyACVQBAiywqsAi8hSYABNgAkyACTCBykWABVblWg8eDRNgAkyACTABJlAFCLDAqgKLyFNgAkyACTABJsAEKhcBFliVaz14NEyACTABJsAEmEAVIMACqwosIk+BCTABJsAEmAATqFwEWGBVrvXg0TABJsAEmAATYAJVgAALrCqwiDwFJsAEmAATYAJMoHIRYIFVudaDR8MEmAATYAJMgAlUAQIssKrAIvIUmAATYAJMgAkwgcpFgAVW5VoPHg0TYAJMgAkwASZQBQiwwKoCi8hTYAJMgAkwASbABCoXARZYlWs9eDRMgAkwASbABJhAFSDAAqsKLCJPgQkwASbABJgAE6hcBFhgVa714NEwASbABJgAE2ACVYAAC6wqsIg8BSbABJgAE2ACTKByEWCBVbnWg0fDBJgAE2ACTIAJVAECLLCqwCLyFJgAE2ACTIAJMIHKRYAFVuVaDx4NE2ACTIAJMAEmUAUIsMCqAovIU2ACTIAJMAEmwAQqFwEWWJVrPXg0TIAJMAEmwASYQBUgwAKrCiwiT4EJMAEmwASYABOoXARYYFWu9eDRMAEmwASYABNgAlWAAAusKrCIPAUmwASYABNgAkygchFggVW51oNHwwSYABNgAkyACVQBAiywLnARz6ZZL7AF/+oGvRZRoQakZNkrtF1ujAkURSDErIdRp0FmnpMBMYGLTiAqzAiH04V8u+ui90Ud6LQaJESbL0lf3AkTKEyABdYF3hMssC4QIFf/TwmwwPpP8V92nbPAuuyW/LKeMAusQsuflpEtXqkWHRHUjVHRAsuoz0OU8Sgy8k1womlQY1AvMsk7IWmqw4WaZapnwEG4UANuhJepng5nICOizPWoEy1yLmm9Mk2sgi4u7xwrqPugmmGBFRQmvqiCCLDAqiCQ3Mz/CwIssAC43TLe+/hbfLByA9IzcxBiMWPHureDWsCKFFgW+StESHOhQY7omwRWpmFeqYJJqTfDO16Hpj2y9K+VKmCoXqg0B1rkirpULzuIeiTIIqQp0MlnvePMDmKcJDjCpSkwyjtFPTfCkKN/XfRbWgmV5iJEXuG9LE/3CPK1d5dWDeZCc7Rreog5llb0heYooSmCmSOJzjDpae8cXZoayNXNLHWOF8KmtLmU9D4LrAuhx3XLSoAFVlmJVd3r8612bPhpO1o0q4/G9WtV+EQnTH8NPTq1xeB+3Sq87WAbZIEF4JW3P8Oa9Ztx/4hbcdP1HeFwOpEYFxMUw4oUWPHOzl6xo3Zu1d6CLN0LxY6FNvRYZ9+A93N1jyCvFAESW0R/edpxyNONL3Hu1aSbvOJKvdCu6Y4s/esl1gt3PQWz+2u/a0hkpRm2lFjPJG9ChDQ14JoMw2cg4VNcIdES7ewTwDQYcRYp3eMVSb5zzC7HHElkpevXlTjHENdChLrfKTOboG7SEi5igXWhBLl+WQiwwCoLrap9bdK5NNx4x8N4dMJdGDmkN7bt+gdjps7BuhVzUadm/AVPvsuASbjz1usxYfTAC26rvA1c9gIrJS0T3W+bghceuwcDb+oSwHH2mx+hacPa3vf+2HMIi1Z8jbfnPCyurSiBRe69aOmegP7tmnbI0C8pdn3JGlR0ve7ILEEMUL2oIvpzaNohs4T+aCDxztYB4yERkVaKiIiUxsAo/xFQN92wtkQrXVHigxrJ0c+ETdO/RDYklAoXEoOlCaW4IuYYjBgsbo5phl9LtCgWV680EVneD75ajwXWhRLk+mUhwAKrLLSq9rXkOcrOyYPFYoLJaMDvf+zHPQ/PxboVc1CnZsIFT54F1gUjvPAGNm7+E5NnzBdK99Cx0zCZDOjfqxP69+osGn/g8Xm4qmVjjB3WT/z9029/Ycbc97B5zRsVKrDI2hLvvC5gQjZN6UKpKIGVpxmKXP1jxQIiy1e1IixfwViiihJYTjRBhmFliQtSXvFRnMDK1s+DXXN9mQWWTXsLckqwClKDRQks6QLmmGLYfVHYXOgngAXWhRLk+mUhwAKrLLQu/NoZc5eIeGKHw4mvv/9NNDh8cC8M6tsV895diV9+340aCbEYcXtv3HzDNd4OH3p2IfYdPI7TSSmIiQpH5w4tMXXsECTERXuvIffe2x98JfbNurUS0LBuDcTHRmPG1BGw2hwYO+0l9Ot5LXbuPoift+5Gs0Z1RN+9uikhITa7A/c+/BIeGHkrGtWridFTZ+PE6XNo3rguzCajeO3ZaaMw7fm30K5VE9w14AZv37Pmr0BUZBjGj7xVvCa5XHjvo7X49KtNOJeSgavbNMOOvw6I91ULVk5uPua/9zk2/vqnuKZj2+bCekbjuljlsrdgrfjiB8yavxwTxwxE0wa1cfDYKby5ZDXmzrhf3HClCSyXW664tcm4GxrnDv/2ohZANt5Ych9pPQCXEg/lLdEfAoYOJdZzp90KjeuA3zWaqAVAKf3JmQ8Ajk3+bYdOgCZ0csnjzH8f7txZ/tcYroY2ennJ9Vz/wJ02wP8aTRh0MV9C1pXsu3cXwUYbzByzH4NsW+Pfp2U4tOFPlcw0bz6Qt6Dsc7Sthjv7cf96umbQVvuy4u6vIlrSaAANNHDLFXgfX9QRc+P/nwloNRrI9H+X6Haj72ejXvv/GdkFjX3w2Gfwz+ETQnD07NoOfx84jq+/U4RWl44t0aVja2zbtR9kaPhl9Xzv4S4yOrS5shFqVY9HRmY23ly6Gk0b1cHilx8Rdb//ZSemPP0mWjStj9v790C+1Yaln64TYm35m0+CxMw1/ZRQE9pH27ZsjJ+3/oXN2/7G1m8WIiIsBBSDdfVN4zB7+n3o3qmNED8frd4oRFFMdIQQdr27d0Dvux5Br25X4+H7b/eyGDVlNuKrRYl9msqr73yG9z5ei85Xt8DNN16LM0kpWLBsjVdguVxuDB0/E5nZuRg66EbERIZj+eff49jJJGxa+SrCw0IuiHNxlVlgffEDPv1yE756v2Djf3zWu7DZHHjt+YmlCqxzGbYKWxiyYoXIX+Hk+SU4lO5CzfhJqF3ttlLb18lnsP3Ig6hmOgOtJgoNaz0Pp+bqUutRfyfPjoMkHUeoMQS14yfDplV+EZRUqJ7FuQD7kr6ETqtDk8ShsOpLjttS27O4luNEylLkOfLRMLYzNJapcGlKP/VokHcgK+N5nMtNRZSlFuJjHw1qjsTGkTsDJzP+8c7RHuQczZ450tib1xgOh354qQcH6FqztBAnUz8Xc6wZ1R7miFlB1fNl06L6DbDpHwiKTWnrVdL7FpMeBh2QnS9dSDNclwkERSAi1ACn0w2r49LkwSJBFxdlCmpsVfEiElgUz/TKM+Oh0WjglFxoc+M9QhQ989BIMWVVDL004wH0vaGjHwa7w4mMrBx8uPI7LPtsPfZsXAKdTov+I6cLq9Ha5XO81z85e7GwQPkKrCcfHI6hAxXLEx0gI7fdq89OQO/uV/sJrFt6dSrWRViawMrKyUOnWyaIYPbnpo32jsfXRfjjb7swcfrr+GjhDLS+oqG4hixvA8c8hddnTsKNXdpdlOW/7AUWmS7HPzEPf/3wHgx6nYBMJkmrzY4Fs6aUKrAqKgZLXV1KNLp4x8f45K/1GNfxLk7YojcAACAASURBVAy4oldQC//I2tnYe+4gEsJisWzIS0HVoYvKW4/q3rRUuZnXjV4adH904eAV45HnsGLOTY+jVWLwqSjUsQ5r0x93tw0+cHFP8kE8tm42WiQ0xUt9C1mJShj50fSTmPjlM6gfXRsLBzxfpjmOWvmIEIPlnWNZ65VpcD4Xs4uwvOS4XnkIsIuwPNTKX4cEVsvmDbxiiloi4XHbzd0wZexgb8NXdh+FafffgdF33iRe83X/+fb+1/eLIcsy2vYai3vu6ouHxhVYlYoSWIVFG/XzyPg7Mer2PhUmsHbtPYy7J74YIJR8BRa5Mt9Y8oVwP6rF5XIJkfXYhLswYkjv8kMuoeZlL7Cyc/Nxw5CHxCkG8gXvPXhcmBJV5U0uwvSMbDw1dQTCQsyYt2gldv19uMJjsHwF1qd/f4lFv3+BW5v3xP3XDA1q4VWxU1bBo4qWstZTRUtZ6/kKs7KKiGkbZiEJJ9CwdiKaxzRBi7BWaBnWslQ+qfY0PPjTdETGmNCldseg69EcZ+18FTVqRKFFQhO0DGuFqyNLtwwKEfnFvYiIM6JZ9XpoHN4YfeL6wKK1lDpWmmOK8SSurF0ftcNqoUNkRzS0NCq1Hl2wI2s7/s7dA6vLilYRrdAlqvTjySSwjlsPY9O535DuSEeMMQa9Y29CjL70U7RWtxXrU9bhrP2MGB+N9erIkt3S6kQ2Z/6Mv7P3iD8bhTZGl+huQfHZmbUd27O2iXo01l5BjjUogHzRRSfAAuuiI/broCiBdf2QqSLGuDiBtWXHXtz3yMsY0Oc63NG/B2rViMfGX//Asy8vAwksyeVG+z73idgmNQaKOr2YAossTCTM1OLrIlTHS5azti0ae6/xFVivLVqFRSu+wdtzHgpYgLq1Eivk1GJRK3vZCyyCsnXnPkye8YbwI1Mhk+ZjE4dCr9MJCxadNCQ/NhVawBOnky+qwDqacQTjVs0sk8WlvAKrvPX+C4H18F+PQrY4/O7jO6sPRYeIkjf1BSffxFHrkTLXe//f5dhtV3J2qaVLVFcMTBhU4rck9UV9+pYYQwyeavB0qd+uk3ZPgsHsHzMyoc6kUkXW+tS1+C5tQ6Gxdit1rFZdNp7cX5BDjRowa82Y0fDZUgXPgpNvFMF1WKnrsaGIsbYIa4nRNe8tkQ+Jx2Vn3gvg+mSDZ0rlyhdUDgIssC7tOpRHYKlixNers3rdZjw15z0hsAwGvbCCNaxXE0vnPSZcj2TVmvzUfGRk5fq5CMtiwVItUWuWvuCXF+uu8TPRoE51vPh4wffD8EmzUD0+RsRgHTl+BreOfhKPTxwqgui939U+aRq+3LAF0/+3CF8ufRGN6vuHpNDYaQ4Xo7DA8lAlf/Lu/Ucx7pFXhMBSTZ9qkDuZEClQLsTi78+/GC5Cnd6BHm+NFSMLxv1GsT6DV0zw3h/B1FEvrgiBtXTIS0gMiw36/lT7LIsFi6wlTx5+IqCPBpaGmFhnUol9P3RwSrnqPX14BnLdStJXtZD4mNV4don9rUz6FFuztwZcM6HOxBKFkiLMlNOpvqVXtd7oExuY68z3mpf/neu1JPm+/mrTknOTbcxcj2/PBeboGl3zHmGxK64o6xHobm1gaVTqetAcjxUSvNTPK6WM9eOk5diZXegQCIDxQQjQoG9OvvCiEmCBdVHxBjReHoGlhs088sCdaN+mKfYf/Fe41yiGShVYyz5dj5fe+gRNGtRC12taY/tfB7Bn/1FhgPCNwSqLwKKTjuR6HDboRgzu1x25eVZxgp8sT+8u/wYvzbgfZrMRX23YAhJMFDxPAovSPQwY/aSIFXtg5ADUr52Ild/8LNyc6inCvHwbbhn5hDid+NiEoahXOxH/nkrGlxt+BcV/UULSi1FYYHmoUqDfsAkv4OiJs36+5cKnCAsvwsUQWPSw576LJ+F8bhrevPU5NIwp+RiprzWJxheswLoQYebbZ1mEEo2vPALrjP0MXvk3MLasNIGVLqXjhaOB8VOl1aNxFiXM6PVXm5acCX7e0ddwSvq3wgRW+4irMbR6yVnrnzj8GOzuwAMXoxKmYU/WKTGWVpG10Sqqtt+4ihNY3aP7wuWMRa5kR6dqjdAwzD/xn7IecwPmSAKra8QA7M48hdZRgf1RhReOPYsMZ0ZA3UfqPY9jOSni9QbhcUg0Rfpds+TMIuzL3RtQjwRWnl354ROqNwWMtaQvzmR7Fs5blcdjNQiLR5g++IDoo7nnkSfZy9wn9bUn07MmhdajtC95tc94cwQSzf58SqpL63gs93y5xlramMryPgusstC68GvvGPccrmhazy8GqzgXIQmqUXf0EcHr02ctwrcbfxcDoNN8dKJw05ZdXoFFouaDVRuwbqPiru/coQX+OXwSsuwWOSJJHHW8+QEUJbDUxKKUyoFcjXSKkEQOlfdXbsDiFd8IMdfqiob4eOEMnE1OxbOvLAO5Aqnc0OUqYbWi2LI5T44Tr5GHidyaVI8KJQwnoTj6jj4YP0o5gU4nBl+Y94FIaKoWiskiyxjlurwYhQWWJ4fGxOmvITGuGigmq1b1WK8Fi8yezRrX9fqaL1aiUXVxKcidBNZj37yJjUd+w0Nd7kHPRoH5sXxvhvIKrML1ghFzar+XWmBRv1P2T4FWOYfgLYr4GFbiZ+OJw48HiI8WYS0wphSXVFFCqYaxBqbVf7TE/j45sRLbbYHZ6Z9q+HSJsU2KGHwuoO0B8QPRNbp7iX2S+NhbSHzk5MXjZLbBr97DzfuiV0IL72t/WXfig5Mf+l2T6zDh3zR/i+TddTthRH3/+7CwqHPJWiSn10GG3eltr0FoPN7uMMqv/aKEksMeh4NpBeImVG/Esy0HCZGmll8yfsKX51f7taXTWJCZ2QTH89K8r3eKbYTnWpZ+CGJL6mG89M9a5EmK25n6fKXtXUEJtIf//MQrkqhur+pX4pHmJVsZ6ToSSA//+bF/n1eVr8+BtdphfJPi88CpQDYk78XL+wuslA3D4vDyVXeVSUxW1ObDAquiSF78drKy85CVk4uaiXHi5GBJhbw7ZCG6rkMrTJ9c8vdxaSMngZeanoXYmEgRpqOW86mZIk9lZHhokU3QGM4kpyAqMlykgSiuUP4taj86MhyhIebShnNB77PAAkBJy44cP4135j6Mx158109glZYHqyLTNNBKksCKCNFj8dZv8NbvH+HGRp3xaDfFXVhcWb3vO3GtWlYPXyhSEpRWdicfwCPfFri7Xrr5cbRObFZaNfG+b92y1COr2cAPlZQOZalH1w/5eiwS6lmg0yv+8mhDNCbXnQyKbyqpbMvahg9PrihzvU1nfsUX6Z9565F7kPqraS45rcT25N149993EBpZIG4GJQxCt5jSg86Hfncf4moXfOgbhjTC2NpjS42HOmM7g0Wn3/VahmisJ1LrItWuPGdSLWSJeqdDwVFmStOw7OQH+C1d+bVKJT2rIc7mB1rDNl7vn7iWuK5MWgmnrAgUg1Qfu877x8jR66+0uwttogqssOnOdCw+9S7O2pXcbTTWvUmJsLr8U0WQtW1eu7u84yK35OJTi3A0X4mnM2iMqK69Ft+cOhqw/Is6jELD8JIft9H/59eQ6xFXagOdYxthZuuSY+zWJ/2NufsC3aqvtr/Tb55F3ZP3bVuKIx4rnV+fbUru8/NTO7HgYKHccwAWdSx5nmS56v9ToJt4QtPrcVvt0p8BWuIHqxxvijQNkhtW+yVK06DVIC4yeKtkOaZ0WVb58+9DeHf512h1RSOEmE0iYSlZhoqKcbosAXkmfdkLrI/XbAT5kz9751lERoSCMtj6WrBKE1gVmmjUsyiUu+Wf88dx14dPoEZEHL65d36J9+jbW1fi3a1feK959/an0b5W8xLrZNvteHPr1/j4r5+hk7OhlR0Itt6BtPM4mHISr2x6N+h6NJjtZ0+Vq96Z7Cycyc3GuE+mQ6d3wRKqReOY+lgycGapn91/Us+jZngkrn9ntKgnScDWcaUkNgVAfP46ewhTVs9CaKTyK2px/xfQNK5eqX3uPP0P7vvseRGsbjRpcHPDHni8e+Aje9SGaH4//HsUOXY7Fm1ZDIPWKsbaJKoh3rst0KLlW2/1wf3izxoRkRjU9Apc+87d0OuBzfcsR5vVRaeW+KXvY1h9cB9yHHbKMopRLa/Csj8/x6f71uKOK/viT4cTf6Qphzp8y7rek/H7qbP4J/UcIk1mNK0Wh2iDE5O+fRFul4yRPcbinX9+Cag3rnlX9Ii/Ap8f2Id/UlNwTc3aGNnyKvR8b4y4dtv4FWj9ReBaNolIwHtdRmL1oX347tgRRJiM6Fm/Cdb+tQr7Mg/hjZufxPac83i7iD5fu/Z2hMqhmL9DSapIdZ/q3EPcC2ppVUSf4QYTPus+DvN3/obTOYrr8JqadTCp3bXeegv3/1xkn/c37wqX1Yjvjh/GmdwsdKxeC5Pbd0bzagVCr9XnRd+zJEKpzwPp59EsJh6T23dCz3oFp0eL63Nm+/64tW7go6vUwe5IPYF7fv4gYE3axdbF0m4jSr2XK/oCkWhUplSjl6a4XDKMhss30ejFonz8ZBLmLvxEHPgiK1Oj+rWEO47cdlwKCFz2AouSmFGaf0rLT4XS6FNWV0qERo/HKU1gXawYrJQsO0aunCbisEoLIn9u43z8fnKXd1VLi4k6nJGKST+sRp6zwNpgkk7h1V6jS8xLtevcWTzx87eF6h3Hq73HllgvKS8bk79fg+S8goBxk1R6PZrQ9J/XYvOp4965GdznYHKdKvWE5dpjBzB/52bkOTzWFeTB6DwMDaQSY9SIzf9+24gjGYrLSSPbYXIdgU7OLzWn1azfNmL90YOesUowuU9B704tcay7zp/F5B/WAC6hdUQRiVylAyXWO5yZignffwGbTQLtVrRhJYSFITdrs3eOw39/G+dtikhQSx1LHNKStUjNzoUsKz3qdVrc3jgOX+37BpRjbBds+NsTt+Vb985q3bF0n3+Q+eBGTbD+b8V6OrbnBLx9ONDKMrlxH8z+dbPfOBJDw5GbWjDWXj8Gxte1jKwNY34ENp8pWH9qpJ7JjrSMv4X7PEmnwYf/KiLKt4yr2xOv7fB304YajPi830iEGY3i0p7F9OnIMuGvFCX1hFomt70OtzduI/784vROvHXox4A++8V1wMoDfwfMc1VfJaEjlVt/eR35haxmMYZwnEkOTPS68uYRqB4SIep9cGxLkfN8+ao7/dyohQdFLsn7t78fMNaeiVfi0StKd2kGVLzAF9hFeIEAufr/KwKXvcCiLO6UCVYta9b/ipioCNzS81rccev1/6nAevr7RdhyLBnVI2qjRUIdDG7dGo2qVQu4wSaseRrHMpSgWSqTO03E0RQbjqSloW3NmujVtAmqh4d733/i57X4tdCmBVnCy11vxIFzBa6h21q2RJhJ2YyoiHqn/Tc7Ua/bjdj2byZsTidCjUYMat3Sr78Xt/6A9cdU4eFpzFMvLUeHvUnJiAsPQ5/mTf3qkUgisVO4WKT9gGTCyLZ3w6DT46paNdEotoALCbrbV/vHFVEbJMz0rkzc3GQIWiTWQ0yIBa1r1PBrfvpPNEf/AHWdOwNGZxIaRnVGtCUaCWHhmNxVeValWtYdO4j/bSk8Vglm6QhijI2QGFIXzRMSMKzdVX5M79uwCgfOnw+Yo8l1HNXNNRBvaYT6sbEY1KqFH5vX/9iMVfv2iMfc+Ba9Oxl6pw1d6/dCriEPu2R/7rcldMbynbsVReZT4kIMyM3ajeax18BuMOJoiD8DisFatC3weYqNIqOQlPQTJCkBLWtcjYMhRyBpCtw/DULjcLXlygBhRl2HWI9DloxoldAR6ZZMnNH7c3im5QA8tvG7ADZhWhfcmSdRL7ol9KYwHA894dcnBYBfH962yD6nXNkVZzOycSDlHLLDM3FOXxC7RR2Nqd8VC7YHnlS8IioRV0fUxt9JSZB1wJGwY5BIFXtKiN6I6lIt7E1LChjv81f1QTVzCEJNJmxI3401p/0feN4mpBG2nvIXdNTIwDot0TmhPiwGPcLDjBj3h39CX5rnOx1GBcRS5dod+OXoMcSEhoi6C099h2N5yuEBtRQlzKje3qQknMnORs3ISNSLiUaiz/dGwMR8Xth99izOZGUj3+FE47hqAZ8r9dKiBFZyTg6Opirr0DC2WtB9ljQe9T2dVoOE6IsbZxPMOPiay5PAZS+w1GUnkWW3OzH7zY8CXISXOtEoBbnvOZ2KMZ98AptU8CVO4mXR7UO8G+3uU0nYc/oslu9aA40+Dy1rxWNP8r9w2JVf2mqhL8lFQ4Z4N/Z7132Ggxn+X7i04YblmWAjH5qnUH+fDL/bW+/urz/CiWz/018alwaGHB3cPju2SafH0mF3eMf5wIbPsTc12W9MVM+Uq4cku/1en3lTb1zXoL54bcnu7Vj6d6HNTgYM2fQsM72ftJjQpRNua62kFSBL2+Tv/YOh6XV9rhMayf/LtnODepjZt493DF2XLxT/1jg10OVDsQ5pNYBL9hMzJoMeK0eP8LKZtWWjIiIlDXRWQOMG3FqygGkAd4F1ir7wPxwx1LuJjPj2Y/ybniH6of40kng4IERvvmEqGmBW/764pq4SyySE2TlFkGjtGmjtyhRkjQxofFwiRjf04SnQ6TKw7JbnsPbQQSzb5cntpY5VVNHQMAuK0Q1NuBUGYzKmth2CPvU6oMsnnmcsyoA2Xwt9nhgo3Dp6wSP0dDI0kU7ojefRvkZDTG8/FJ/+s9srdrQODfTZChOqQ2JFLZpwCVqzFTpdCub2mCQsM9d9WtCnPlMLLRkkyc1E9VRtaXRDG+EU9fo364RRTW7A4j3bseqwkshUl6+BLoe4aiATGh88NFatJQtaTR6euW4MGoQkYMg3iktNa9VAn6sDJFoc/7HC4IY5xg7JnCXGOe2qwZi5dRN2pxYIJTFem797asTV7ZBkOIofkxTX7q31OiLOVBPz//q1gIOkgSFdC7gLxHOI0YhpN1+HWTuXQjaakKgLwUvdxgWcJJzzwyasP3DQ715tUSsRYYkZ2JF+AhrJialtB+KmQvFXvx47jv99vwn5Tqff5+rRG3ugT7Pin7ZAouy+T1ciOZsspQXjTYwIx7t3FHznqJMrLLD+OpOEGWvXIc9eYE1/vm/Bd4Dfl0M5/mCBVQ5oXKXCCFz2AotOE4yYPEs8Q4lKqMWC9q2bYOHsqeLv/yLRKAmsD7fvwZxNgW6ICZ07YXCrVthy5Die/dI/sWRiNRuSnamQpMAHIM+79Va0qVFd1Hvi17WQCwxTiqBwkKAIjFV47IYe6NO0KUjMTfrhi4B62hwdtEXEq468uh1Gdbgaydk5uHvNCth1/hdpc7RCTBTO79aqRg28PrC/GNOITz/C8ULH+XV5Gmgc2oB6dP2micqDP9/d9js+POxvJRCCKbfoeq8OvBVtalbH0fNpGLPhU7GxGdILNgvJAGiLCBoZ3qEdRndUMrsPWf4BzrlzxcZIGoeKS0//KGxjAq6snog3BitHh2/5bAmy7DYYMkhQKX2SoHNrSGL5l/iIcHwySjmhc/+3q7A/7Ty0eYDeZxN3FRnP64TZ8qdwNSflO/Dg+jWiL32WxjtWt16GrPPvkUSiwfIPXrp5vHAB9/n8XeQ5nRDCgcSgRiNEpOx/UFGMT6vNwOiOzcQjjT47tBvz//xViFZTqg6yVhZCp7DYUWfbpnYW5vVTAup7f6H0aUjVQufUwK0jEakBSNQVKnr9abxyy3Ax1rX/HsCsbRuhyyaRRMJKI4QV1S98z2lgh8n8l9cVP/ib93E+Mw/GFK13nMWN1Wj6CwOv6CqeuPDevm1Yul/5QUCiTp+tKzLW6Na21bD+8FpxHblkb2h6A4Z8WxAnZTyv8xNX6jRb10zAgayvxJ+hRgtWDVN+DKiFhNWc73+CRr0Bfd7r0jgC289+L14pKoTglneXgMRSYTahJiO+HqvEyhVVlm3bgQ92+H/W1Ot8f/SorxUWWFO++Ap7zvo/qL60PosdTBFvsMAqCy2+tqIJXPYCi45+rlm/Gf17d0aoxYwPV32HpZ+uF08Wt5iNXhfhpUw0SgLrpR9+xfs7C4kEN3BTg6a4qVlTLPx1Kw6fL2SForsj4nSAwKKNcljLtuhYuzZe+2kzjuWnwxntbzky5NgguwKPv/at1xQ3NW+Kd7b8jr1Z5yBF+dfTZ5EiKJQ7gQKDq9fBsLZt8Mux41j1z56A/vRkCNP419NIQFxEKGZ0vwGnsrLxyqYfYY8v3J8WGvpl79ECNDeqR+XRG3qgUXwsHl75JVIjrIC+4OOizScrDwk6pSLV0zohrES9WjTDoLYt8f7vO/BLynHIbhl6qyI2hQHKoIHGrWzoVE9nUyxT0SEWzBjQCwdTzmPhb79BMstiM1eLpPczlkBvBbQOGSEGI+7tfi2a1k/A2M9WQgpzw5hRIG5J7IiOPYXq6TyZDzo3rIcBXdpg6qerYYuTYcjSQEtWL3WsPsKZLGmGPGXM0NkxuGtrjOnWHTd9uhi2LCdIrKrFRSLJMwSqZ/Q5fNi5ZS08Oagffjl9DLO2/QDppBsyWb2IDVl2hJD0LxptLsZ0bOh9ZuSEjaux92gSDHlacbvQ9IoTLU0T8/D2wIdFg7+cOYaZm7+DnEQiySPMghBYVPfxX9di2+4T0Do9livq0+ee8B2x2bzNKzx2pZzFE19/DSlLEWSkQosXWHvRKrGWeMZlrtOB13b9jPUnDgoRqrEWLei7NwvF1tNKrJr6XM21Jw7gjT9/RI7kgilJ77v83mGaDXrIpoK4ssL57pb9vgPv79hZZFbqRgkanMpVTooW9YzT6994W+mniITW6g+XgEUG8NS367Hl+AloipCSg1q1xMRCrvTCAuv6Nz39Fmq8pD6LGkdxr7HAKgstvraiCVz2Aqsw0NNJKaDA9w/fmI6rWjZBrzun4Yom9fDa8xPFpZcqD9bWY2fF5qsWEgKW8/Bai2xRPm4Z30lEnIAkFTzQUtQ751PPE6rkNpFwUMQLiQK9VQObJ9sBCRZzmhtap9b7fWuLVNwkbiPgNrnFBmDI1MCt14DaEu3QxpwpK2P0CBl7uGLhoHous1tsrsZsDWSXRggSEjy0oZvSZGV/99Sj9ySLBm6DDFeILNxQOhu5pQCXRRFYJJBMqYp1SWz4Hq3niCTNJ8MZRlYZZfO3pGrhCFHqERNTiscq5eO+k6IAEkUugxtal6I2SEw5wsUeK4opHdCRoCOXoec18jq6QjRwGWVF/NE0JMBFYscjWgy5Ch/qWyPcjQDVk6ieWXldFBJ+EiB5Hluos3vEjhCESj2XXgNnBOAyqaLPE6yeI8NWTbEsiTVMD/y6WDplGLJlOyas/ATuPEVt0LgcoTJkEpJULzAHKKYO6IGerZsiKT8bw9+hoHbFOicEaCFrqOCmO4dRHVr5PZT79mWvIy3DJJiQYBEu1ACjqYT2dXP9Hsr9xZ5tWLjxL+H+VF2DRWh66PUn8Moto/wOXAxbsgTJ2Q6lLyHqAj83ZG0zGg/5WXbGfbQMR8/Zxf1TvBiUYDb/EXAYgRLpSra6cDkTAs1lAJrUzMOJLCVp4jV12uKZGyaLfy/ftRor/voKjpyORQqs2tGhOO8sOESwatgCv3QsJLCENakIkVS7mhXnbYrLtKiHpZdXYJEF6/0dfxYpsMgdOspj4VXvxGAsWHQtC6zAz25ZX3ElNQmooqt+qKzN8PUXQIAFViF46jOXNq95Q2SwveP+59H6igaYPlnJpP3Tb39hxtz3LuqzCMmCRacI3/h1C774WzmVZMz0tyqowsV3+FqNG9roHQjXdUJKnrJjm1PIhVRwlT1ShuzJI6W+asxQBIQ1lsQTEHaKhAKJlIJv6qL6ozHR9dYYQOsGQs543FpqPA4Ap4UEkT9kA1kGTICdTsxrgZDT/uJKK8lCnNgj/XcKssbQLkn9kRvEnAroHAXiiurRvm9N8K9HcTvEID9WsUSQ2DHmaIQ1SYgKEjxuwBajEWJQbKge45olBcivRiJChs6hhTmdhJ4LbiOpBBJDMhxhgCtU61fPmKUILCHOSODROlhl70avccpwmTVweOYorFYaErqK4MmLU+oZs8kKRYFOyl5NljSXVgNHjDJHYWEh8eARRtY4QDLKwnJFVihDLolFhRGte9+urXDfgOswYNmjyM1oINq1pNE4ZTgiyMKmgSkb0OdTbJdbuQ+0QPtW9fDUGOXUWc/XX4fbbVIErccqJCw8lJsqS4YlTSaDGfQGN7q2vQK3922P+GoRGLViHk6ftyiijISOaonS0FoAIUluMW7i2rxBIm7r3Q5XXVkXlNR26sfk3tIp92QhoRRyVoYxm8aqQVSkGeNu74GOrZQ4vtEfLsXJVJsSQ0UD9vRNIpTWKCRZmSOV7l0bYPJgJR5v+tcrsP1IjiLq6H4uZHEz2ehePwudNgvNG9fwE4QksNxSNCRrkwChVCckAqE4ixO5J+E22XFlnfreuqrAitF0QVK2w08okQBvGW3B0XN74Q7Jhzs08FQrBYsPXbYClATB99lqIQYDGtdMxYGUA2JuNzTqhGld/HPrvfnzFny+5+8AF2GvZk3w+I3FJzM9kpqG+z5ZqfRZSNl9NHJYQMB6YYH1+e49WLDZ/xRoUcKsvHvc5WzBchYhsAwssMp7K5WrHgssH2yHj5/G0PEvYOSQ3pg4RskEXVqahoycwMSK5VoJTyXKmBtq1iE7T/EJUW6kw6lpeHvlTzh2psC0QJYjRxiZNQrERIcmFvyZ+pN4tM7htDShEkxn60K2FiQdpU3fWXCgUPRBVhm1kAtFEQJKzIpayIXkV08GTJnKuy4jWbJkmCj4nIbjMyYSKkJI+RSTZxpkuaE4JRO5GenrWZZhyCZBoAiRnDo6IYDUYsiVoZPIUqSBZJG9/WskGYYcpR6VvOo6SGEF9XRWGXq7EqTsCAX0OTJMwSvO9wAAIABJREFUOSTiNDDkuYVIomKP1MIW73ENCtGigSlLEWVUjzSB5Zxb/E1Chzip88+tqygyNbbIlCEL1x3VI4EZmuQWgs5t0MKQ7RJbERm7currlGBvYdWRhbAx5NMcAbIahqTIMObJkMxaGHJcwrpF9XJ92BB7sjZ6xxpBVkniqogrxSrmMbfJQM3YCByL3A1baASQnyjqUSGLn1ujhTFbhpGEGVnqJJeyWdN66/To3fVKfJT6JZyu+pBlHYy5iumQhHRYsksEdSvu1wLTIP3dqklNnI85gv35MmRXhBDkGodbiD6t5EDoSb0QQVqHu2CbloFmdePRol08lhzdoLi+Za2oKwsrqYSI03SawAC6B3ROZR70v7f1aYcQkx5HdMfx7ZHTgDtEpMIw5rihc7jhtjhgTjErhwvsJGBJlAANasWifct62J6zA7tycuF2RitWT8GPLnYgNNkFY6ZZ4UquYxlo2bwmbundFte0b4ju7yj5pR5o/zAWb/4Z+fnK57S+MQSZf1vF+JR7VRZPJujQuiEevK8XVu7/Fu//sQZ3tr4Vh85qsOPAv5A1WmhdEuJOh8Bup8Wnaor1NCrajL492uCugR29n5E/T5/FxM8XQXYpZteECA3eGjIWL37/Bo5sdsCQHi2upfHeO6wbGtSJ89adumYJtv2bjDBjJPKcmagba8RHwx7Bx2u24aMvFPdiaIgJY4d1ww1dCvLszdjwDjYdOon6UU1glxw4m/Mv7riqDSZfN8T/gy9iXPWQJDfsdH94yuhP5+Lw+Qz0aNgRPZu0QtdGFZdLidaURN3lWOxFCCwTC6xLeiuwwPLgPpOciuGTXsTVbZph1uNjvY8GKE1gWR0Vm5GYtIlBp4Vd8o89euHD77F+R8EzlNTNfNrd10Ov16FdvVr49uAGvLdNOT1nOB8J84k4OEzRcFn8/TC0mTtrnsDg1r1wd8dOGPJ0wfFvfb5biBoSOL5CSe3PmZCM2hGxOH/qDNzWAlekljYpT2xNkfViU6DROGBK08PljKMoaDFOHYkOoU1I7LiUzc5TaAyOaA2oT/M5E2R3GNx65RQgbeBuYQHRCMFC7YiNnTZolxv5CQbY6mTAco7cXiZIxjBRj6xVWqtbuPmoXz1ZIqgeWWs0GjgiNHCEa6Gz0UafB8lSoA6NmUqyKhIFOivt8mTNUqwFzjCtYnGTZegduXAZQiHrFBecIcvljf0R43RRTJXy/0nkkeXMZdDAaMsnvx+kECVqXCu5RfuiTw1ZlWRonMrYXSYtrHFapV6uTcQZOcMLTkgaMl1e9xsJOyV2zF+Qk+Jwhtthj/SZY5YLLpNGuEZJiJAFR8SckSzwxq/JcButcGsM0DqVsSquQq2nLvWjuKVpPXzNIq6wfNhqpCHkSE1oxE2mWPokk1asoWIWI/FKbfjft3ktj0GfFgPT2SilTx3gNCu+Pz3NTZz+9Ag0n2hte2IarHXTELmzITR2cnvLcITq4baQxZDuF6VPIUJ96rlCrcjp8A8s+xrCdE5hRBY04qPcgx4XLd1T9HmVZTS7IhE7LVvgjMnFu9fPxuPPfQq3U7leMtOPFo/FlLoS96tLiPXQMDPqtAvBFtOPGNF6AH77JBWpSXSMVeEj6xUWQujRWGmeYtzAlVfUxKMP90NCgpIz65r5BY8qaVujGd4aPAODHp2DnBP+pxFaX1ELLz9zu/fz9sCqmdh19gDu6ThQfI9Q3bvr3oVnX1YC633Lh2/ei8Q4pT+13sLbnkJSdgpmfv8OujRoh5f6PRRQj77b3LIMNUFzrj0PN75zn7juh3HvIsxU9GNQAhoK8gWKpwwxFxN4F2Qb/18vsxYhsCwssC7pcrLAAsSDI0dPnY3rr7sKM6aO8Hv+UWkC62ImGvW9E/4+noTpi7/0uzmurFcDs8cqJ+6oqC4GrdWIyF+uEK85Q7WwJfh/sbpDM+CuccibcPOx5R9i3z95YsMIPe1Efg09ZJ0SjOxb4mKNSA77DfE/XwnJJiM/3gBHDG2yMkLOOGEV9TwBxT7ughCzAbnRfyLyt7rQOPSwVdPDHqf8qgw74YA1Tg+3iYQSiQefgGmyEuWR1YbUkBauEB3y6igBX+ZzTkiUmT1UBxITegdZvzyR4LR50YYnvHjKppbT0CzGpqc+yDVI37lio6J6LsgmZbJiw3O4hFuIrAR5NUyQwnVCmJlTXcKtR23qnG7osyXA6KlH/ZGFgUSBW4YzQg9rdWWOlmRJcZNqKdBehs5KFiwlbQBdqxWPDVEsIc4IA2zxetG/KUVSTuiRhYtEh00RHupmS2OFx1LkMuuQV8MomjSlS+KknWxU0iGQcCA2slHZaLR2SWzU1A5Zw/JrmOA2k8vMCa0NcJu1IBcmzV+fJ3lcecoGT0JUDNRFsXFKe6rLVLLo4KbAftr8qW6OBNmzuQmLFvEhYxG9ZqAUBi4xFlu8WQhNvZ2sg3Qf0Lw9QVMSWf7cYj2lMAkabYhYI22+BHs1s1gPEih0CEBc51ZcelqXG3CSC1gr/rPHZsJ8JtwraKyJFuWey1WEmRCCtObUn2c9XCYDrI2SYDmu5Eoj8eY2auCyKPeDOGAhhKsyL7pviLWscyO95xH0cPTHH38eV9ZYcsMRpXwOqQ9af51VUtqgvz3WV1vtTLRq3QT7f1LMw9SnFKLMQbiJydLmcCvWOjFv5QdefGIUZr50N5Ic5zDxy2egzTNAn29A/ejamHXXVNwz/R241FPCVM9KY3VjyMBrcNU1jVCnQTweWTsbe88dFAlcX938HhLCYtHXOBirvg7MCzZtQl90aKtYmtSHt1PQvfqM0hYJTf3cpur3SGEX4fdHfhV9+cai+X/rXNhfl7OLML8IgRXCAuvCbqgy1r7sBdbBo6cw6J4ZuPmGazDpnkHQen41h1hM4mGQJLD+izxYFINVuBxLSsPv+46Jl8NCTOjfScn7pJb31qzC+h9/g8YaBn12QeJNci9RYLgzOh+uuAy4o5L9AnM/+XQDPtu+Bdq8MBgzTcIa44iieBeRyAmyxoWEhk60bhqPH7/dg5DDCZ7NVhKbhlurhd6h/EJ3RuoUixltdDo3YutImH3XPXhgzgsIOeSp53TBGaqDy6QTsVHk7iT3nLB4+BjujBl2IYDEODzWJ7I6OSP1IlaIhAD1KVyE+S7FQiNSTihWASEoKPiI9k6XC9ZqBsVqYtBCMip9kcWORAMJLK1Ngi7fCZdJEQ7C22mXYI8xwKXTiXtDWC9IPNjd0OV5hJlbhiHTBrdeiREi948uzw6nRQ+Z2IeYFGGmpxQTbpgyJLgtngDzbLtgRaKD5iGFG4To0dmdoj03WVroUhe5RJ2QyadEfVidYoN2UTtuckPqxSZtyLDCFW6EI9qonH4UFjRJER9kZMy2w03CykKbvSJGSJyZz+cJi4i1VpiwRJGgI4amDOJBpj4t9Bk2RXiTqKRYsBA9jOn5iiUuxABHlFFY1Eh86vJdoj+6VpdHwk056knzdNFrTnInSoq1sWaYGCuJBrKuGrMkuKlPyQ2Dz+eAxu0KM8CYbhNztSWECIEtLIlOQJfrgKwjwW3ziBjlk0GS3V7dCAO5TEnUuWXkVQ8V9yq5X6no7C7BlASlTBYpcv2RpTdMC1d4KPRZNiEk6d62JYZ6BZaW5uGQocuyKRYpcdqUXK0a6OtGw5prF+MhwZdbL0wIcFpnuvdo/ahPIUipnuekanT7GCSfcih92l2wx5ggRdDpEkVgCYFO93yu8h2hiD0ZtRslYPAznfHswoWI2F5dEW30I8WoR3YdE2SX8mPAlGIT4sq3z4dmDsGHqSuFwHq+68OY8/ZiaBw6tEvsjD+P+qdRoDaG9W6POHqgbryMmXteQ3xYNbw/5GXRvq/gKvwdVlhgqU+hCOah9gFfiEG8cDkLrNyzgUHuYTU4yD2I26bCLrnsBda6Tdsw7fm3AoDe0qsTZk+/7z/Lg1WUwCpp1T+avwE/fL5dXCJZjJCiArMXO6OT4aiZDrfRjTt69hUnvN548jPs+lX50DnDTGJz9i0aJ4mVNJjtOrFZ55tN0GgsYjMTv9xp7zfr4YxWItlJ3BjTcoWlQCYrgg6IignHeYsLsmyE3qqIGLHxkSs0TnEJCFHkkkRbppQ8aPMccFYLExu0EC20oWQVROvb4sIgRSgbvZ42YaMiUHTZNsgGEiH0q5/EB9Wzio2c4okc0SFwJFhE3yRGZL1eCeQ26YT4oI3HZSEhJkOXYxcbnEYit5ke1joRQgxqrYpVR7jQzHroaUMnkUT9ajXib9pQRZ/QILdeFGQTuV3d0Oc4oXeS4NVBly8JASfyXpmUdhxxITCfy1UERFwInJFGYcUypNtBqcTcJBrFnMmHR+LNAH22DY5IM4wUGC2TSDPCEWlQLHa5TiE+aWx6mp+T5qeHy2xQxkfjJOFFYsfpgqOaBVKUCTJZ5PQaGDOdIm5Mn+cQGzyNU7EE2uGMsSjiwS6JdA3WOuFCz5ITjtZPuH9D9NCnU34KrUh/QRY/EkpURxVZeXUjhMijQH2t7BailwSXwROcLqyRdqdYM3eUBfocB7QOCVbiE0X3o2Klo9fpWj3FL5LOof5cZKlxwR4XDh31SfcZzTPSCFuNMGGpo9g6Ek+GDBs0dA3153KL+9cVYYYzJgTGDKu4R2mCefUjIOsp/xsJaYe4R0hQ0piEsHeJADHYakYIrmKdaQzRZjjiLWJtqT8x5my7GLP4LFFdpwRntVC4w02KUHSQ1VQn2IrPCd3jVhd0JLCpX6tTtCf6lFwwhxmRa9aJHyDCwul2Q6a+a4RBirYo90MOJdx1i7qCEV0jyzC11eFk01Oovb4RHPQZdUqQLHrY6isuWX2aVVj3TPQe3dp0/7jdcMTZ0WBsdTx3y4PiupELHkH+PjtubtYDteIT0KZrc2z5RnmUV536sWjSth4O7T2NjMwszDu0FFKcE4VPRFbUDnc5C6zsIgRWBAusirq1gmrnshdYpVG679FXkJSciqMnk8SXa+srG+GNFyYjNkaJybhULsLSxjmmW8FDZIVwiVdijhQFJMN4KkVsampp1bsZ7p4yEI/e8ab3NcWVUhADQRuR8WSaEBPqqSQp3Ax3pAXGVCU+hIrSn1LPlJTlEVcUr+STEyrCDHeExSs+1Lq22BB6GJ5SjyxJwv2k1JXiw4Ubi9oXgs5n/I4wIyQSFWm5wsrhijQD+Q5hFRH1yK1mJEuXJDYxOChwyQUpxAhHjUjorQ6YknIgRVpEn1KoUWyYQmCZlCzxxrR8gAQmPZxWq4G1dqRwvYWcyIDLqIcrygzZTYJAsWSJsVKmeRJ0ZG3weDut1SxwRRhhOZMFbY4djtoxYjy0yYp6HoFlTM3zWNIUtw/NkYSrLt8Oy8ksOKpTbgYSvB56GsX6RPNXrUrEjSxErnCTCJoPOZoOKcIiXEx6myTcm2QdEqe+aIMm65OJMqRTQDwdpbTDWjMCpnQbJLIimQwi5xeJOFeoUWzEQkTmOSGFGcVai3VxOEU/ys5LRSsEoNiESQBl5UNjdcCVGCWsN0Ko2hQLDo3dWjNciGvL4TS44+jepcSwDtGuNjMPGrcbiImAM9SoiBMnCXgXbNXD4Yo0QpPjgMFBLl9qk+5zDbSZuZBdEmChezZEOfUpXMAkStyQIk2QLAbo0vPhrhYBndUBvRAWTrhtDmjoxGJYqBBGRnoKAN1DNjKVaeGIDRH9EwdF9DkVsWy1CUGjiQ6HFEpCnayg1Cb1K3n6NMJ8LgeOmlHCiiXEq1OC22oT3zFugx6uWtVgIMFILkC7Q/Aioec26oRVVxGFdA9JkPNtQpiR85oseHJ8pBCKQpjalEM49Bki8U7WP3dUCPRk/ZLckG12MQ+6x8V1RiM0IWbIlHRUCEWIzxmJY/EDh36QmAyiHgk6tejMOvxv1cNIS8rEnHGLva8r6bF83P5k/TXqIBFLT0kcWA2zZkwrqFOB/7qcBVbW2cAM/JE1Cj2yrAJZc1OBBFhglXJX9Bv+BNIysvDlslnexKP161THzEeV7MaVQWAd3HUCc6YUZIIWX4oWI9zRFhFQasm1QT4TmBRp1HO3Y9kr6/wIkNBwR5pFPXO2FfL5HGg8LjrxVanXQaoW6ue6UfoziP5MJ9KF6KBftr4Ci+o5E8JhJGuGp8gOCbLdCkfdOFiSPJkt6Ve85/E5UpQFMOkV60sOBXJ7NgH6cs7JEfVM6VZFyJCFxOmxqEWYIZs9rjayFtCmSRsCWZly8+BKiIJWpxcbG21IbpD1wSXmBdqgPC470Ta1ST/yqV6IEe7YSBjPpAsrjjsqDDpiFB7icdW54NbrYcgmF5YnXttqg1uW4EyMgjk5G26XC+7EatCl5QAWkxApIsaKhKAndkngcbnhzsqGFB8BPWW8T82Eu0YcNPk2aDRauEMM0NidQrTIoRbBQKSOIDGckgGpWhgd2YLhcDLcCVFCUGk1OsXSRga+lCzIIcTXKDZvEduTZwOycgRHXWSEGKscahbjFJYUEjfJ9FgfGYiOUILvKZYqXxEsyrhdkPOtgNkEZ0IkdPkOsTba1Cyxkcvx0UJgkQVPm+sQ49foPScwSZxotZASo4SbUcRSpWRB4ybfsQ6IDIWb7kVVKEkkLqyQnU7IBgPcsRGQQ4zCJUmiRJtnU+7FiFBo9GS10yuWIiF4lLriPiVXF90vIWZFhObmKa/rdEB4qBLPplOsbiTOxOeA7icq9HmIDVescbQWVnsBH5KbJp0QSRoSZiojEuxkIbMYIdOPDnJt5tEBB8WSJE6YhlugMZsVgUXCy/uhUQSLk+4LuyIm3Xn5XoFE77qrxwiBBbJK+jz6iu5rDblZY8Ohz7Erc6D7m+aqfiZNJmgsJoDY+BaP+xIGg1gvwa5Q6X/f9UhNzsJvHmuVAqpQEtrCf1M8ZZgJC395NqC9injhchZYGUUIrGgWWBVxWwXdBgusUlD1Gfooul7TypsHa8NP2/HQswux98elwqpTGQQWTcHXgqVOqW3nJpg06w58NPcr/PBxQQZo9f0H54/B608VJDNVX7/xtg4YOrkXZo9dhEO7/lUsEb6FjjoaA48+U39//bRfbGr0H/GhjcN1PlXZAPQ6GJo3gNuTjFNsKnnKF7VWPcnmEVj0npSXCzSuDY3ZKDZ4comI72yfeprwUGho86W+6Be1wwEpKxuoXg3aE0mQo8Khi4sVGx+JJdmmbFYaixkao1GJKaJf/y4XXBlZkGMjoD19HrLJCG3t6kosD4kSapPq0eZCmw0xCQsVbWpMJhGkLR+mjNaApmEdbwA01XPTswbdbmhj6Mi/BnJMJLT5ZHUyCCEonz0HTXYuNI3reVMiCMvC2XOQJQnaqEjF5RkVobhSSUxSvexcYXWSIzzCUGRV10Jz6ITYPGmD1potkCND/4+98wCL6tji+H8B6YgFuxJbxK6oaALYe4w1Yk0s2HtFjYndGLFFRY2xYO9GscSoGCvoM0axxIKxYkNFoyIoFnjfmbu77HJ3772wwC5h5vve9+LunDkz/7m7++PMmRkGLrSMSpGPxPfvoHr0FKALsp0c1EnsQOKjZ0h6/q+Qe0Z9taGjE6yR5EjLcPQMJCEp+imsHByQmNtFAL0cFCmKhxXVpR93ApCEBEFbAidbumcISHr+immscibwsxcijARBBFhUh2xjYwE7e+Ew1dzOLJ9J9SKWRWCZ79zOgk8GOx+R+Cha+KG3tYMVaWNjwyCJ8sUIRNmzRTlPDvaAvTDXIHj/NxaJ0cItCMzOWYi+JjrZsR2aSfEEO+o5Jm3pPVoSpGdIvbuXoIZFc1ieooqBkormlCJG9KznEvoq+EwCXr5m/RMeYAGw2IZJglf6PL1W+9REeygSmc9VeOY1MMdsqTPCHy+JuZzYMh99HjRgxvrq6gQV7WB9S0uByZEiDUglOtnDiuaT9KH3daBHE8HSAywmvxqUctCYrVmkLmUpU60E0/s6Jfari26/hKGLr4Ci14PP/ShqLz1eyM6A9eyBOIKVtwiPYKXHc6W0DQ5YMkp5Ne+P6WN7oWk94c65K9fvwK/vZJzcsxiuLk4WA1i6OVjUT3snW4xb2APupQsg5OeD2L3sD9FIxy7vh7Mnb2hztzR2U4P7wq1gLoQsPYTdy4+wH6yUpWFHb/yxK/kqH8Ffd2yatw+R5+6ofwSAD7ej9P66Vrk4w7ZUUXygCIUuKDk6QmVDp3wKEawPd3Ts7CjKYwWXiqURH6/+a18NZlpQogUSig5F3ReWGK2ttZE3VaH8wg8+RRcS1InBtjmgchDgIjEpEYnRT4QfOWsr9gPCiosLrNxysygC+/GnQj+aBAr0S0fgQxEUyvOhSNgzdZQwT26o8tBSWBKDyyS1rSqXq9An8ks/Ni9ewipfXiTeuSe07egEVRH1uUQEAU9j2MtWLk5ADlsGcgwI/30JVQE3BkNWtnQyugqJLs7sh5pdQ3PlptBVWu5xcIDKUcg5o+gLjZWN79kLqHLlZNEvimKxNqgfpBHZ5naFlU0OIUeNEuFfvoJ1/nz4eCcK1nnzMFhLpMgZ6fHilbD7jqI9798DBDf2wm7Pj4+ewKpEMSQ9eQoVRT9y2LKIn4qufaG6/76CVU4hv+gjtUPgq1lapqWqFy+hsmJbPhn0qiiiRv96k4DEKOFiZdLFysVFgDl1lJXRy4tX7A8BlurPIJQOg1Uh8fZ9AQJVVlC5EvA5an0yH/RsqZPVkxztoSJ9CFxexsKa9GYw+JqNh/5oECaJ7i1UQZXwToiaUSRI3ddEikLFPGcwJ3SQlsF1d3PkAN4lCK/pBnwI3Fwc2TKp3vWCWlv6QycHkt5QFDdFpIi0o/Gpo7rMLQGrxoEdHWxHVwYIeVq6JYmet3fv9H1qIlg0N/THlfoPFV27Rp28mQ6HNuscHJqiXxyw9KTO0H88NQBY+ThgZajmKRvngCUhN30ZVKzfE0t+HIG6n1dhNW/eeYBWPb7DoS1zUahA8k69TJ01I85uXnuEi3/eglNOe1TxKokCRYRDBR/fe47uPvoh+PxFcmPtqSnCmNR2VL+yV0k45xR+xMhuwBezEfc6QW+ZsE332ug/oTWzo/85u9hr7V6/eoNfftiDo3vO4t3LOCQ+Ei7R1i3lfMqh0+ROOH/8KnYtFS6gJXBhkQZrG6jevsGHh9Eiuwq+5eE/tzv+OvQ3tswXLstlS2L0Y25jDWubHHh3XQ0XFC3QOfAUBHC0FJSQfDAs++Ek0FJZ4ePDaPZXOYsy6NoRFFCUg5aj1D8y7Foe9TImRb+SXsUyiGHRAE2hyImLM3KoEpHwrwBnDHYIAuyF3K0kGiP9oIt+HB2RK78r/r2t3r2VwxZWLApD0Q4rBm3040hLOSy6pSkMIKyQ+PCRVhsNeBAMUDQtiSJxBB10SgQDPnbZHos2MaBTj0Hl5AQrgiF7Oo7+PRIfPxGAguxccwr/zWDGhi1hJb56BavcFPWyZv9mc0l9JeC1soaVs4OQAO+izg0kv8QZMTGwokigs5OgP0VW1KDE2n9HyfVJ2kgR6wDlulFeEkUGWVQxB1QEe46OycvSFAl9/pz1VVvUMJQj7jXevqQj4wFVThcBoGgeNBUJ8imPSrPMTX2lEy8oykgRmFy5kESgTiDPNn1oLGnNlJLa1IeSUtRQHalL/PclrNzyCM8qFZ3lQM1zjA/vtVc+6T78db/6DKcOXcI7Wmak60ZdHfHqueaySOoYQZLap45hea9SeB3/DlH/qD+DFESmHbSa/CfSmpZtE4WDb3VLC/+6CN1+RuvTwdGW7YjU9JWdPasDiY4u9pi9ZQicXR0Q0GkxnmgORU6Zc5UyJwtAm5510H9yuxQ9SJ9/0nlbFMXKjuWJAcDKzwErUx8FDlgyclME64dxvdGkbg1WM2UEK1NnywRnBEsHt/0Pca/eoEDRvGjsV4t9GcoVAqaLp27g5pUHKFv1E3jVTz7BWc72zIGLGN88OfleU9+7lRemhIxh/5wzZDVCtwqnRFPpN9UPVWqVQv9qAaLm5eza9WuIxlbq06N1I1E6LXX8vj22Bh3UvtKmTwMMmN4Bo+pNwsXjV4QlJU1UQsdu6q5xCBwUjPhYWhqhfCYVEulHkiJYBAb0Y2rA7qthLbB9/l6hJStrBmKauomPhWUqzRKZ7oBrNKqMM6EXhJcIIsmOln0IhJ6/YInYFKWzoh9siihQROjdOzjYqBCvhgdmSpEUOzsh8paQIETTqD3aYUljJTAkgEhMhPsnuXHnUpTapZUQ2aHlIBpxzDOhL7RERGOl/CA1CBUsmBMPr6mjcFTH3o5F1lje0+Mngp1mPqg/Gsj48BGFCufEg+tqkKSoI4Ew9cfGhiVDN25THfuW7heijWo7WmqsVc8DJ0OEXbNsnGp4FQDZCh5V3HHn9FW8pSU2itKRdomJKFw0N1wdc+DyKWGphIEiRc3It40NHHPaY/wSfzyMeoYTe8/inwtRyGGXA8VK5UcpigYvVM8l1Sd9SENrG1jb26BNz7roPKwZfpm6AxdP3sDLmFdwdXNBuaqf4I+Vyc8c0/TjRzT8pi7yf1oUOWyt4d20MmIe/YvNi0Nx5+pD9lrRkvnRvn8jeDcTjmOhz6BzTgcUKJoHNy8/wMX/3WD/Xfnz0lj03VZcOnUD8a/ikTu/K2o2rICvR37BPuOP7z9n/6O6TjkdtJ9n7yaVWHs7Vx7BhZP/4H3CexQrVQBte9dHZe9PtXbku2T5IuwPLl2fJw9cwuP7wnPRpH0tFKDNGwDoO+PWFSG6SP7IL32HUB8qf1aavX7yoHAvYqnyReHdtJJ2HtP7P7IzYEUbAKyCHLDS+xGTbI8Dlozc7ftMQrP6NdG7SwtW01JzsDL1qUmFs5GeI/BM/SWsMesd1Ae1O9XWayXq2gO4ly2ifS2tdjNazUDkKbpzjR2Jr3cnW+sRLdF2dBvmI6W/nYE7EDInxKBdY/9G6DqtM7Pz4tihAAAgAElEQVSLefAcji4CmFIbLx6/wM/+C4V+21gL8KEuHp954Ntfx+D7hhNx7+p94VWVCvlLFEDXaV2wa+avuHXupgjq7F3sMS10CpYPW4nI/yXnTNi5OGDg0gGIPHEF+4L2CtEa8qmzW7PLlE6IexGHkHnJp29TVKjL9C7I6ZYzua86S6jUrWLliqLvgj74od0MvGEQKfS1YoPKaDmkBX7uFYQXlOCeAkCpr33m98bZ388ifFvy0pC9swN6zvPHoaX78c9p9RgIznT66uP3OWp3qI35PRfo+azR0gukOT0PjjkdsHz4CoRvO6XVNW/RvJh2cDLm9wzS08fexQE95/qjcOmCzPbgilBsnLRZa0d9HR4sXKz841eByc+fSgXfTrXRtG9jvWcw5WMe/zIeM9rNxL0r6rkEUPDTQug5xx9la5aS/FQsG7YC4VuT9XFwscf4HePgXtE9FZ+mrF815TlYGT2i7JyD9dAAYBXmgJXRj5xe+xywZORevmEvtu89hnVB34EOH+0/dh4sbRdhpj4xqXT29N5TbBy/AXEvhWMdarSojib9msq2klY7+hFc/906xEQ9w8cPH1GwVEGUql4apb1Kw71CMUm/BFlXw68xO/oxrlivEirUqSBrdy38GnYE7mBtx8e+QZVGVVCpfiWU9U5OMj37+zlEXY6CewV3lPMuC0dXR9AYySf1NSH+HfIWycO0oX7S+1Q0dm7u+VC9qaf29ZR9rdGyJirWrYB8xdyYHfkiWydXR3g2q6Z9PWVfazT1RI0mlVG0mhBZIP3OHohATNRT1tfqzaux13Xn433CBxQtXxRVm3qyvmp8Guqr7nxQO/k+yYeK9SuhiEcRra5P78UgYv859oyQP/KbskRdvodrp67Bvby7In009tR25KlIOOR0RLnPPbT6aX2+UPtUCDpMn/2CPjQntTv6yD7LmgpMn7+j4JRLf04UN/AfqMgBK/Mm8cH9siJnRYoKF37zkjkKcMCS0Tku/i07iPT4/4TlmooeJRD0wzDkdxMO37OUXYSZ87hwL/81BeieNltrFV6oLxf/r42Pj8eyFOCAlXnzcc8AYBXjgJV5E0CLAEns5EBe5BR4GRuH9+8/aA8Y1dTngCWnHH/fkhXggGXJs/Pf6xsHrMyb07sGAOsTDliZNwEcsEzX+gWdNp2OhTa85LCxRoL6Etd0bJo3xRUQKWBjLZzS/159vhOXiCuQkQrY0kGndHyJ5tiHjHTG9lao4OKof9l9Bru0mOZvGwCsEhywMnV+eAQrU+XmzrgCXAGuAFeAK5DxCtwyAFglOWBlvPA6HjhgZarc3BlXgCvAFeAKcAUyXoEb98RJ7qWLGU9yp3zjV6/jUcAtN6yy6dlh6T0rHLDSW1HeHleAK8AV4ApwBcyswHUDgFXGAGAdO3UBgYs34u594UDancHTUaZkUTP3/r/hngOWifMYT5fHpnOhvIHMylFI567z5rKYAuxEdzo0NZNyYrKYPLy76awARUZoX1Vmba2ia54cbNXXGamvcnyT4jub+kTfufQZkPrepXzFD+yUfuNFSR1raxU+SrRDG0/So0TeEx8K7VHsql7TR0+ex6Dx89Gn65do3dQHuV1dYGdnCwe6wYEXkxXggGWihHwXoYkCcnOzKsB3EZpV/mzn3Ny7COnviOjnwgXzmuJsb4OcTjnw+u0HvJI4rqRwXgfJY3loVS1/bgdR+7q+CMDyuNjhyQvxZdmaeuQnPcpVA4BVTgewCHTb9ZoAj9LumDm+r8jlnoMncfHqTXw37Bv23uu4N+g1chbmTxuCQvmFU/t5kVaAA5aJTwgHLBMF5OZmVYADllnlz3bOOWBlHmBdjhJHsCq4J0ewnr+IRe02Q9DAxxPvP3xAXHwCPq9eHv6dv4C9nS1Wb9mPsDOXsGKOcG0ZHVXk3XIQft8QCPciBbLds5uWAXPASotqOjYcsEwUkJubVQEOWGaVP9s554CVeYB1yQBgVdIBrKv/3AVdBef3ZT14e1XEq9g4BC7ehBYNP8Pk0T04YKXDp5MDlokicsAyUUBublYFOGCZVf5s55wDVuYB1kUDgFXZAGCdCAlCnlwu7Fncse84fgzaiD/3/Yw1Ww/wCJaJn1AOWCYKyAHLRAG5uVkV4IBlVvmznXMOWJkHWOcNAFZVHcDSLPltWjIBlcsLl5Vv3X0EU+atwaXDq7B2GwcsUz+gHLBMVJADlokCcnOzKsABy6zyZzvnHLAyD7DOGQCsajqARQ9f/7Fz2e7J+VMHI+b5KwRM/RmFCuRl/6YcrMWrQzBn4gCULlEElPQeFLyD52Cl4lPLASsVYhmqygHLRAG5uVkV4IBlVvmznXMOWJkHWGfvlhc9X9U/uaL32v1HTzF84iJQPhaVWp7lMGtCf3bnLgHW2u0H2B28lBBfrVIZnLt0nQNWKj61HLBSIRYHLBPF4uYWpwAHLIubkv90hzhgZR5gnTEAWF4pAEvzsD2JeQEbG2ttLha9rtlF+EvgKLyOfwNXF6f/9LOZEYPjgGWiqjyCZaKA3NysCnDAMqv82c45B6zMA6zTBgCrlhHAMvQgpjymIds9rOkwYA5YJorIActEAbm5WRXggGVW+bOdcw5YmQdYpwwA1uepAKzrt+7j8dN/UbtWpWz3nKbXgDlgmagkBywTBeTmZlWAA5ZZ5c92zjlgZR5gnTQAWN6pAKxs93BmwIA5YJkoKgcsEwXk5mZVgAOWWeXPds45YGUeYIXdESe5+xbXT3LPdg9gJg+YA5aJgnPAMlFAbm5WBThgmVX+bOecA1bmAdZxA4BVhwNWpn7mOGCZKDcHLBMF5OZmVYADllnlz3bOOWBlHmAdu1NB9HzVLX452z1z5hwwBywT1eeAZaKA3NysCnDAMqv82c45B6zMA6wjBgCrPgesTP3MccAyUW4OWCYKyM3NqgAHLLPKn+2cc8DKPMD647Y4gtWwBI9gZeaHjgOWiWpzwDJRQG5uVgU4YJlV/mznnANW5gFWqAHAaswBK1M/cxywTJSbA5aJAnJzsyrAAcus8mc75xywMg+wDhoArCYcsDL1M8cBy0S5OWCZKCA3N6sC5gKsGzHPsOb0GbxOeMfG372WF6oWKaRIC7INv3UHLna28C5ZHAVdXBTZaSpFx8am2iZVDnhlowpkdcC6/vAl1vx5Fidv3caHpCR8VtwdfT6vBWc7W1ipgPy5HRD9/I3R8dtYZx5g7TcAWM04YGXqp5MDlolyc8AyUUBublYFzAFYBFWd16xHnBquNAJs7NFVFnwWHQvHjouXtJo52dliWovmsnBGPif8th8XHjxktmQ3qI4PmpX1kNWfgGzx8XAtDDYrVxZNy5WRtaMK5JdgkNoo7ZYXPiWLK7LThUFnWzv2A/5fKFkdsNot3Ywr0dEAkgCokIQklHDLi+DOfhYHWPsMANYXHLAy9WPEActEuTlgmSggNzerAuYArLBbtzHxtwOicXfzqo4en3lJ6tEgaKnofe8SxTH9y2aSdqv/dwZrz5zVq0OQtaevv6z+XdZsQPSrWL16U1s0hW/JEpK2BFV9Nm3TA0kCrGktpPtKjVKUbuJv+7V+S7nlxbQvm8kCKNmef/AIv164kBwdrKk8Okh9Pnn7DmIT3sGnRHEGhakpBJRSMJjVActj8k+ASgWVSg1YSUmMtY4M6W9xgPXbrYqiqWtR8u/UTCeva6ICHLBMFJADlokCcnOzKmAOwPr1wkUsPn4y1YBF4DByxy6RXeXChTH/q1aSOg7/dTcuPhSiV7plWWc/SYgw5rNJ2TIY17hBqqGODOR8Uh1DUKcEJBnUbdaHOmpvY3f56CAb6059fRn01pKGXmp//7VILD4RroVJivCNbSjWxxBgrTlzFufvP2BaEkj2qOmVbhE7aysVCuS2185TYhJES3jO9jbI6ZQDr99+wKu490bntHBeB3hMngcVrQUSX7E4lgBaRwZbHmDtuSW+Q7BlyeTor1m/eLKJcw5Y6ol+GRuHhIT3yO+WSzT1Hz5+xNNnL5EnlwvsbHPovc8BK5t8Uv6jwzQHYFF0pu+mbSJFxzSuL7tkl9YIljHAkluWNAZYSmDHmM957VrLLmkaGmfBnC4MlKQKgc6sQ0cMw6sMKA3fYRhCDw/uL+mToI6AMGUZ00g8nykBa/VpcWSRwWsjaXhV+nFMd8CaMg8qqETuSSNLy8HadauyqJ+tS15UKh2vlw4KZHvAinn+Et2GzsDd+4+Fv6A+KYw+Xb9Eyybe7N/LN+zF/OXbtVI3reeFSSN7wDWnE3uNA1Y6PIW8CbMpYA7AosGmjGK1q1wJg+v6yOqQMgfL0TYHpn/5hSywMPAI1QePknnzYEWXDpI+acmr0+p1iH+nH9kYVMcbX1UR/4DpNmZoWZLeVxLBMgRYSvrLdD1hJDqYQYBlKPJF42RzWkd/TlMCFkXbbsY8Mwgssg+DggrpD1g/GcArwBIBK+RmFZFCbUpdUKAar5JeCmR7wHoS8wIh+0+gVVMfODnYY932g1i1ZT+O71wIB3tbbNt7FMUK50eV8qVx7+ET9BoZiF6dW6BHRyGPggNWej2KvB1zKJCZgBVx9Aqirj+CW6Hc8KxbHo457Vnyt5JdgDEP/4WjswOzoQhY2I1bcHGwg0/JEorsSVuCrP2XI5nMBXM6s3wvJb7JbtGxMC1kUfSKlgflEs9pbL03btWDMyWRL+rf93v3s1wo3aIkR41FBzeLo4Pz2spHzdIawTIGWIaWF1MC1pfLVorglcYsFzVT+llJDWBdiojCkV3n4Ohsh5pNq8CtcG7m5t3LBDw6eQ+vzj7EMNcrtCJoEAgtLYK142ZVUT/blTqvVDpeLx0UyPaAlVLD+4+eomnnAKwLGo9qlcQ7hSbMCsaDR08R/NNYDljp8ADyJsyrQGYB1spJWxG+55x2sA4u9piyaZj2R8yYClGRj7Bo1FoQYFEpVqYQhszrJmtHdc8duYzQjeHMztHFHp1Ht1RkR/XJb8SxK3BysUfVuuWZnVIY1Ni7exRiieZht28j+sUrlM7vJpsYr9GB7CgCRsBEhY6wkNsAoLFNuexmKJJkSO+05mCxKN8acZTPENSlBKzvfxODZAEXZ2zq/nW6fDCUAtb2oIPYuuSgnk/fmpWQP9oaj8KjtK+HjHDGG1crvXoEVocGWd4S4fYbniIN25eOSBddeSPKFOCAlUKnnb+fwPeBK3EiJIjlXOmW9x8+omnn0WjR8HOM6i8sLfAIlrIHjdeyTAUyA7AIViZ3XiASoFXfhmjTv7GkMGO+DNTClaYiRb+G/NRN0i7yr1sI7LtMrw5B0uSNw1gUTKpsnLUHhzYLYKYpY5f1hUeNkrKTuHH2HhzalGzbefSXaNzFV9Yu/tVbhG4Ox7UzN1ndsl6l0LiTj2xfNQ2bEh2kNghgNRAZfus2Yt8mwLdUScW7CAkECew055q1r1rJIEymBCyymxn6B249e86GQnBFx26kdveiMYGVAlbHcgHqhPXkllSJwGcP8rAXCnoXQxW/8ogv54px54/g1dsE9rq1SoWpLZrj8+LuFpeDte1GNZEsfqWT/8iRfSh5BZMV+E8D1p6DJxH9VPjgpizlyxSHj5f+NtZ/bt9Hl4HT0d2vKQb7txXZTJqzCvv+OI3f1s3UJsPHxhvfdZKW2bGyUsHe1hrxbz+kxZzbcAVSpUAOGyvQj9Dbdx9TZZeaylf+vIlJ3X8WfwZrlMSUdQMlm/IrN1r0fr4iubHk0HeSdlsWHcD2xaGiOlPWDED5mqVS7bO8gr4e2XkGS8ZvEbU9e8dIFC9XWNLnqh9CsG99mF6duq1rYPDMTrJST+62FJfVYEaVHV0csOTQt3DK6SBpG/fqDWYPXqO1JbtBMzqiZiPxHXYpG3p6/19sXXwQTx8IkcV67WqgXpsasn2l77ZHUc9x4X//ID72LUhX0iY2IQGv375DIdfUHRor61ClgouDjbYa7SKMe6P/nW1rY4VWpUbR6QvJy3+0OTAJ+HFOHxSr4w47V3u4OOaA5vveUH/J3sk+B16naF+3j/T97mBrjTiJ73fykx5lyw3xfHQs/Vd6NM3bUKjAfxqwNuw4BFryM1SqVfoUjeskP4APomPwzZAf4FW1LGaM6wNra/0w8JLVIVi8OgSbl05CpbLJ59/EvklfEKIfO/scVohLyLgfPIXPBq+WDRRggKUC3r5PzLDR3rn6EAFt54rabz+oCToOaSoNO2VHid6npbe5u8TgpVtx0dhNOLZL/GMyZS0BVmmjPgkcBjaaLnq/vBfB4CDJvm4JIqjTX2Yig4E/dkL9ttJHHQxsOF0LK7pOtl0T66b7PoPXbmJ4bT+osay2Qn/1IZQga82ZabLPwsCGP4j6G7Copyyc3Th3B992WaTXvpK+ynbIWIUkwMUxBWClgBsCrNalRopzq5KAbZFztC0TqEl93xOfOTnY4LXEbwItJzrY2UgDlg4QpnncADb9I37mOn96xpQmuW0qFfhPA5ZSLW7cfoCeI2aigW81TBjRDTbW1lrTxMQkzF26BVv3HMWaBeNAkS/dwpcIlarM61miApmxREjjXjFxK07uTV6esHe2w9TNw2VzooJGrGW5ULpFydJi6MYwbJqzVyT5rL1jZX36VxsnslOyLBmyNBS7l/0hslWyvDiwziS8fS0sO+mW4HMzJR+byL9ui5ZCyaBV3wayy68zey/D9XO3Re1P3jQUBLHGijGf3l96ovdU6V2Zc/otx5UztwyM88cM+XgoXSL0Kx9gcHdg8LnkftE5WFLf95aW5L7hn5oiTbt++meG6MwbNaxAtgesyJv30K7XBLRo+BmG9GoHKyshcuXoYIfcri4sH4vyspYGjkLJT5K/dArky81AjAMW/2hlZQUyGrA0uT2kESWdR0U+hFuRPKhWt4Ki/CLKTSJwibouHBJatkZJWXDQzIcunBHQdQloBd+W1WWnKyUoke2wed1lc7AM5ZqR7Zy938qO1RBIlqlWAuNW9Mt0wJq1d4wkhBoDLM+65WRz4ywVsDqUDzCoc1YGrPX/1BKN6etPT8s+/7xC+imQ7QHr98OnMXqqOMRO52DNHN+X7Sg0tMy4b30gPilagANW+j2LvCUzKJBRgEU/wiunbNcmqHtUL4lek7+SjR6RBLuWHca1v4QoB+0abNOvIdsFKFcopyfi6FXEPPpXOAqiXjlmpwt5Um2QPfvjysWe7SI8d+RvlsfkWa+Con6TLSXX71wqLLs5uTigdf/GktEgTX/IX9DINXj26AV7KW+hXBgyr7si25SRKAHqxslCXdiecwiepH+kQ9FPC2LqlmGSUhP0jv5ypiji1nl0C9mEfksFrI7lKcldJSwTqk9pp/9ceW6GVousFsFae/0z0Tx2K/M/uY8Rfz8dFcj2gGWqljyCZaqC3N6cCmQUYI1pOVu0+48tIU3xkxxuyNJD2L38sF4dz3rlMWSu9LZ9gqPAvstx7/ojrS3B2ZRNQ2TlZUdBjF6v7S/tphs852tFcEMgeXBTOEvYptKmb0N41JC+o1DTIQK/88euIi72LSj6Q8tyBC8M8mR2OlId/ejgFURFPoBbkbyopj5jTHbgAGgp9exhYQnWrXAuFh3UnP8kZU9wtnH2bi1kUbRt6Lxusv1+cPkeJnyzRK9pJcuZSsZiqI7SJcLuXhMQH5cgJLpTYTfgqBB89ocsC1irr38ukqRHmVNplZLbpUEBDlhpEE3XhAOWiQJyc7MqkBGARbAxuN5U0bjYktfyPpLjndlnucG8oOCzyZEEQw2waMzk5BsXNHUIlKrVLy/pM7DvCkSe1c8LYstd876RtCPAmdQlCG/UcKWpPGtPgCyksGW2fsv1QaMP5U01kn0eaKyb5u7V+qXoIAGokijfuSNXELpJOOmdnQ02qoVsXzUdEs4Gu8qigx7VizM7ek0qX0t3MKRX6TIF8OBODEK3C0tV5WqUVgykssIYqKAUsPzKjUmGK7pqUL2LcFVE1o1grYoUbiPRLT09xKf8p0VXbqNMAQ5YynQyWosDlokCcnOzKpARgEUD8q8+Pk2AFfDlLO0ymW4DcoBlKPJF9q0UQIuhvpKtnE9jUKfEZ1pBkvo1qN5UEdQRKDXuIn3VkCGoE84GGyILZxtn78Whzck/znRQ7NA538jCEcF20Kj1WoB1zOmA0fO7oXiVTzLluVcKWB3KjQH0N46zKFZwFl4iXBkpfh56eeif75Ypk5CNnXDAMnHyOWCZKCA3N6sCGQVYhgBCCXgEjVzHoiS6hfKRZu8dI6mTKRGsgXWniPKJlPikU+I3zf1N1C8l4zQGWHLRL0OQRB1QEh1MCUmajo/9pY8sKBmCUCVRPkPgS0dBLDo6IVOee6WA5VdhjOFdhDqR06yWg7U8UnzAbR8P/bPWMmUSsrETDlgmTj4HLBMF5OZmVSCjAIsiFxvn7EHMQyFpu2z1EoqWv2gZaeHIdbj/TzSzY8nec7+RXYYifzP7LNPakS1L2N48VFbfFZO24eRe/StEGnXyRpeALyVt2a7BLkGiOkqAJa0RLGM+lcCOoXFS5+X6awrUGRsnRc2ULi3KTqBEhewMWMuu1RYp07fsCVPk5LapVIADVioFS1mdA5aJAnJzsyqQXoBFgHNo22lcOyucq0RA1civluzSE9WNefQC509cY4niVeuUhfunBbVJ40ryiqL+iWY2VCjHiI6CcPcoLJt7pRGe/B7cEKbX9yZdfRX1PWWERgmYkV9TcrAMLaP6T24P35biq1F0Hy5jETe5qBm1kdYIVlojden1oVAKWB0qjgGSVEAOa20kK+ljIoLPJB86m9UiWEuv1RHJ2L/s8fSSlrejQAEOWApEkqrCActEAbm5WRVIL8BaOW0nTv5+QW8sDf1qocuI5pLjIziaNTAYb3QO2Wzo9xm6jJS2o0ZDt5zC5vn7te37tKgK/+/FV1wZ6sDulUe1QFXs04Jo3bu+IqCitiKOXcO9f6LhVigXA8LUHAUhAKVwjARF6+gOQbqyplr9CoojOmQX8sshbXTQt1V1WbjSaKC7BMvOBhvdUpGtoeVFucgX+TS0dEuRK4pgZUZRClgz+69ExOlbQna7+pgGIq2hc75GFd8yrKtZDbCWXK0rknhguWOZITv3oVaAA5aJjwIHLBMF5OZmVSC9AGtwkx/1IIkGRQAS+OtwyfEFjdmI8yciRXVWnpoiC2ZTDFwR4z+hLXy+qCppu2v5YRBg6RbPOmUxeFYX2bmYNWAVInVOP3dwtsOskFGycMaSvcds1NqSXeeRLeDbwlPWJ9lu+uk3LVBVr1cOFClTUsiW+ht1PRruZQqy4yCoKN39R/aaKCJF3a7+dVN9Nlh5xbsPKXJ29ohwFERh97z4akAjOLnlVNJ9k+soBazlU3YgdDtdIyPQFQWzrFQq5CuaFzPVz3BWA6zFV+uJ9BtUTv+5N1lg3oCkAhywTHxAOGCZKCA3N6sC6QVYvbwnGxzHypOGX9dUDhywCtfP3xHZjlncEx7V9K+l0q107tg1LB63SWTXyr8uWvdpIKlp4IBgXI8Q+1z5P/HREroNRZ69w6JtKUurXvXQuq+0z5Blf4igjiBr8R/fy85/YP+VelBHBp1HfoHGMpBFcDS56yK2BKspHtVKYOwvvWR9Rp5VHxSrtiU7dlBsodyytuF7IxC25yyrR2drte7bUGuXy9kW795/RHwm3bWqFLC6ek3A+zfJVxWxY7Cggq2DHZaemCjAYRa7Kifoan3RXA0pd0R2/niF9FOAA5aJWnLAMlFAbm5WBdILsAIHEijd1RtL1doeGBLYWXJ8aY1gRZ67g1mDVqUJsMa0mYtn0S9FtmkFLO8WVdBr4leS46QlKENQN3ZJL3amlLHCzhRrKL58uoxncYz7pbekz5Bf/sDuFeIf1LFLyaf0YahjWs3WAzNy5N3CE70nt5f0ee7oFSwavUGvTrEyBTFFvSRoqYDVodLY5KVBbe+TYJXDBitOCeCd1QBrwZWGorkaVl58V6ZZv4D+4845YJk4wRywTBSQm5tVgfQCLMqlWjR2kxZc8hZ0xeDAztrkc2ODJDuKKL2NS44eKMnBIvAIaDtPz458TFo7QNZnUAAtS17T6xL1l5b6pIopEayggA2IOK7vk3zNChkpGRWifK0xreeKupXRgOXv9Z3IJ+WqaUDJmE505lXKYzao7uSNg+FephAsFbD8Ko41eExDwU/yYUYWXSL86Yr40NoR5Q+Z9fsmuznngGXijHPAMlFAbm5WBUwBrOhXsTh58w5eJ7yDd6niKJ0vb6p2/914+ozZ0BJWxPGriH/1BnQtjmZHoJwwBGeUTxUfK8BZmz71JZcVNe0RtBBk3b/xmL3EYHBWV5ajJFcC++svL9o72WH2LvkcrLDfIhA8dYde80VLF8DUDYPlXGJgg2mic7q8W1RF70nS0SRTIliGAKuMZwmMWyYdNZvZd4XBk/jH/tKbRc0sFbA6VfkWiR8TRXNRoXgxtO/VCJ80L62NYIXfvIMzd+7Bq3gxVClaGM52tszOSgXkz+2A6OdvjM6pjbUKeVzs8OSFcCWSoUKRsvQo8640FjUzsrxwTyYvmaMABywTdeaAZaKA3NysCqQVsC7cf4RR23bp9f2bWtXR3dtLdjyT9uwH/UhRcbKzxcC6Pmha3kPWjoDu52PhiE14x+o2K18WTcoLO7zkSnSsDgyWTD0Mkn1BFxfm5tyxq7gX+QhuRXLDs45wobSSQpBFu+qosHv/+jRQlNNE+VALAtYn3/vnWZztbpPzS1G+0a1m68EZi3zJQBL1j4FShHDkhqa06l0fbfpJX+UTuokOX92nZ0e7FZccFfKYLBWwxndehBuX7un1m/KwvO+4stdsXe1Qsn4JzK30FLGg58+K7Th0tLXBpl7dGGRZGmDNudxE9FiOrnBQyaPK66STAhywTBSSA5aJAnJzsyqQVsAasXU3Lj14KOr7oQiGP2oAACAASURBVBH9JcezI+IilhwT34e23r8rCuYUAMZY6Rq8AY9fxeq9PbllU/iWks4nIhicsPd3xKnBjBpoW6USBteTvlqG6h24GonFx8K1tlWKFMbUls20UQup/obdvI0d5y+xKvQDTCCpgTS5Sb8R8wwnb91hdt4lizM7irw5OjvIghW1rQFCgiwCwpgHz+FWJA98v5TftUj27KDYuXt1DootLgtXGruFo9Zro1jCURBfwvdL4YwuSwUsq48fMLDFXDy5/5z1U2VthRZ+3ijjkg+RGy/h+eWniPSyQ0QzW3YJNKXAs6StJKBcwYJY1LGNxQHWrMtNRY/ZmAoH5B49/n46KsABy0QxOWCZKCA3N6sCmQ1YgQcOI/TqddGY57ZvjSpFCxnVgkXMtutHzBgoVa2EQTKgNGHPfgYrKcsfw6RhkJY+u6xarwdm1MbAut74qmplyXmj/o7cod9fAshfOvvJwtma/53B2j+FXXiaMq+dtD6aeouOh2PHBQHqqAyq442vqkj3lerRWFefPoObMc+YXdWiRdC9ZnVFzybZXnj4EASFVYsUQpXChRmgERBS3pVusVTAyumUA6/ffkB0dKzBfsfee4lhe/bi7odYJBFgqdSHZSWpYJWkwqGhfS0OsAL/biaav7EVk8+NUzS5vJJJCnDAMkk+gAOWiQJyc7MqkNmAtfhoOHaqozq6A08rYFF0Z2or8Q+Jbtsjtu/GRQPRtnlfyUPdyF/FUFe5SGH81L6V5LwtOhaOnTqgkxpQavVLsAjqKheW9xl26zYm/iaOUCzr7IfSbnkl+zvht/0ITwGh3byqo8dn0ku+FCnrs3mbXn+bliuDsQ0NH1th6YD1Ku69UZ2GbduFi9HRUGngSl2TziY9MqS/xQHWj3+LD+v9tuLvZv2+yW7OOWCZOOMcsEwUkJubVYG0AlZac7AMRaIKuDjjl687SEZ2KP+q7/qtiH+n/wNI0aR2ntIRmrRGsCgJv9/GbaL5aUIA0UTmrK3QwzhoIFKnJBLVcOFSkU/SaGPPryWfldUU+TqjH/lSGsVqECT2WcotL5Z39pP2edqwz2WdDENdVgasLecisDT8tLBCqFMolnVksOUB1g9/fyGau+8q6ufHmfXLJxs454Bl4iRzwDJRQG5uVgXSAlgx0S/gVjAXhF2EtxH7JgE+n5ZkOwKVFMpN+vWcsIzlQrlJ9Xxk86+o7oErkVh8NEwLWUqiV2RHUPf9nn16cKY0B6tL8Ho8jn2tN6wpX8rnff16/iKWHBfnmm3o2VU2D8sQYCmJYBkDrKktmsK3pHSemiHAIqjb1EMa6obv2I2LD8W5ePPatmbLhSlLVgAsza5URxc7ve47xibgs9XB6hws/ZEdtkDAmn6phUj/7yv9puQjyuukkwIcsEwUkgOWiQJyc7MqoBSw6Ecn6LstiFQfJsquehnSFL7Nq8j2PzLiLkJWCXegOTrbo4lfLXh4fiJrRxWibjzG+bBIODrboaqvhxbs5BLiNY1rYTA2FuE3b+M1wWBp5TBIS2BrTp1B9CsBsppV8EDTcvI7HqnuhL3JuV+OtjkwuK6vIltDOVhTCJJkkvmpr11W6x/ySX5XdOkgC3WdV4tB0rtEcUz/Unr5lfK2DEXNsmIE689TtzBj6DokxCWwC3McnOzQs38zvD8Tg0fhUXj29xNsmpiTbSBMWSwRsKZe+lLUz4mV9ir63PFK6aMABywTdeSAZaKA3NysCigFrJDgo9i9+oReX9lVL/vGSPafAGdMhyCR3ZTgvgyWpMrGBQfwx69/aquQvyE/dJSFM4LB4B93ISJMuONQA4M+CmCQbDcv2o+YR8JJ79XqeKBR+1qK5ohsCQZjHr9AsdIF4OkrgJjuEQ9SDelGTihhPPzGLTjb28GnVAlZQNK0e/7BI1AkiwrtQGzvWcVgJCllP8gf7bTUROtK5s2D6S2by/qlsfXepL90S9G2+e0M56hZcgSrTc0pDK6SL3tOgtVHFWpGCpEsO1c7RH2dH4fz6d8C0LSsB8Y2qm9xOViTL7UUPW6TK+1R9CzzSumjAAcsE3XkgGWigNzcrAooBayZQ9bi+gX9q3Co42MXdJMEHkNgRnaDf+iAarWlI0G96kwTaVPVtwyGzOgoqVnottPYHKR/3g+7lHnLMKRc9knZ0Kyha7VROs17nYY0QWM/acgiOBrTcYHehdceVT/BmIXdZOeXonSLx29BjPr6HoIz//Gt4V66gKwtRQdpvPGv37LoIPVTaXSQ4JeAkIo2OhgbC2dbO9mdjmRDYyY9aRfhgWvXEPs2AQVdc6JZWePzasmA1bzceMBKvTuQqaJCUiLQu443SrQog+qtyrBNTQSV289fZDV8S5bUAqylnYM16aIYcqdU3i37TPEK6acABywTteSAZaKA3NysCigFrKDxWxARJj5eYdbWIZKRKGOA1VkGWggcZg1bK9KmTJVPMDZIGlqor+cN9HWMDAwSMAxpMStNPg1BHTUk55PqGII6JSBJgDTZf5ke1FF7gTJzQnXOnYjE4u+26o11kALoJQOKDob/LgBGaqKDVN+iAav8eOF4K51COwSDT0xgr2S1uwgnXGwtepanVRbvijXrF9B/3DkHLBMnmAOWiQJyc7MqoBSwwn6/gOAf9f/6LVoqP6au6ifZf/ohX5Tih5wMJgf3lY3QpDWCtXLGLpzcLwCAbpGDHQKWsSmWM8leCdTtMrCESrb+37aC3NKkoXESuCySWX4NNzAn5FNJxG1sh4XaiJlGI4qc0bxIFWM+lUCdpQNWswrfQpWCsJKQhODjwin0WQ2wvrvQRjSVP1QJMev3TXZzzgHLxBnngGWigNzcrAooBSzqJEFW2L4LrL9uhVzRxr+ubB4V1aVcqkM6uVRy0SuNIClzsOydbDF0RifZJTBD0Zm8BVwxa9tQWa0HNQ/E2zjhKh5N8W5WGb3Gi6MBunWMAZYc1FEbhgBLSX+N+WzVozZa+9eTHKshn2Sw8rgQrTFWUs6Jpp6ScVJdi45gVRhvcNgaTbIaYH17oZ1oPD9W0b8PU/YDwSuYpAAHLJPk4weNmigfNzezAlKA9ee5W/j9oABUTo62aN+mFoq7uynq8ZmI27gbFYN8eV1Qo1pJZq/Z0SfXwJNnr+DkYM9sKD+JLoJ2dHGAZ21hF6GSQpEWDQxSnlDnoU0V2dLS5MLxm7WQRdEryvmSy92i5cWADvP14IwifFNkInwMagxE3Bp+VRNdhomvOtEdO2kzxX+ZSA4lsDPGbyGePdZP1lbSX1NA0tIBq1n5b6HSOeTqg5Mt3uWxR64CrsiT2wnjhzaDk6vx65wsLQdr3IWvRM/GzCq/Kvn48DrppAAHLBOF5BEsEwXk5mZVwBhgXbn2EFMC9f/adXS0xaLZPRj4SJUxEzfj7r0YbZV8bi4InNJZ1u5OVAzmLPoNT2OE+wY/KeaG0UO/QP68OWU1YjAYqgODrZXDIPn96/xt1r/qniWYP4JBRye690//LCRDHSEgJBuCrIiwa+yqlWKfFpJN4te0RXaUq3bvxmP2UllPdzT2+1yR75QRJSVgRj4MLfUpWc40lBtHkcXZW4cr6q8lR7D6tV7AgJ7KR3sbxBd2YTlZDLqSEpGkssKqRX2MPseWBlhjzrcXPa6zqm7Xey1w8Sas3aZ/+r9nxU+xftF3sp85XkFeAQ5Y8hpJ1uCAZaKA3NysChgDrG07T2P7bmG7v26ZNLYdypctbLTPhsCMKnfv7IsvmlSVHOvgMWu0cKWpWKNqCQQMFR+YqNsQ8znLAAzOkofBfaHnsWZTmF6/Rg3+AjWrlZSdl9UbT+D3QwLUUWneqAp6dKkta0cVSNvL1+6zugSSfq1ryQKopmGKDt65F4PixdxQ3qMIsyPwUbp7MC7+nV50kNr1rFNONidO45+WYEO3nmb/JACl5UglOx6pviUD1uOnr7Fk+m5cP38Xj52t8c5GuNCZwMoKSUhMArxrlsGI/k0MzrGlAdbo8+JT+OdU1b+ZYOaijbj38AnGDOysHZOdXQ4UzJdH0XPMK0krwAHLxCeEA5aJAnJzsypgDLBWbTiB/TrwoOmkHGAZA7P2rbzg11b6qIOO/otEWlD0a9Gs7pIabQsxAoNjpGGQGu05eBni4/VzrsqVKYLJ49pK+jQEdWQQOLmT7DIq6+8efXit4+2BQb0ayz4LAZPF0cFZk+SjgxRlm71onzaySLoGDGrBIE2uXI58iH2HIqABM79WtRTZGWrXkgGLLnvW3EXYtd/PeP/hI5IogqUeCCW821rlwIZlhi8JtzTAGhXRQTQFcz31d44SYL149Rozx4s3N+w5eBIXr97Ed8O+Ye28jnuDXiNnYf60ISiUnwOY3OeG3ueApUQliTocsEwUkJubVQFjgHU0/Bp+XnFI1Leg2d2Q3834kp0pESxDgKUEdowBlpJIlCGfbnldsHh22qCOgWQbaZAckwKSNCJvWTlY8lkg0EkZqSODHp188UVj6ejgrEW/sWVQ3UKRs9mTOkn6pEjZmCmb9erQUvHimfLRwawMWJ36LsHHxI+iXYVEXFtXDjKomaUB1ogI8XlxP3lu0es7AdbBY2fwWbXyyO3qgga+1VC9chlWZ/WW/Qg7cwkr5gSwf7+MjYN3y0H4fUMg3IvIn9Fm1i82C3HOAcvEieCAZaKA3NysCkgluS9eEYrj4erT0B1yoEObWrLLfDSYgAmbEHX/mXZcBCyzpspHWWYvFEOAEmBhMLjSCAzK5G/1GPQL3rzRv0BaCdQZWlqkAQ/o1Qj1fMpKzmmPwWKfZCAHWDTOJcHicbZv6cXmRqoMGidefqX6W1dIQ93WXeJoG9lNCmiHCh7Gl4qN9SWrRLD6jFyNl+rrkXTHQtGsLUY0szTAGhYhhucFnvqwTFGqO/ejYWebA39H3sYfJ85h3uSBaFqvJgesdPhm5oBloogcsEwUkJubVYGUgEWHiUbdfAy3Aq7w9PFgOTaUBK5k96DuLkFKOr979yny5XeFl6ewi1Cu0BLU1pDTbPchlQplC8tGgzRtLl5pAAZlojpkm9YcLFpyGxKgfxCqg0MOBpJySfmzg8QgyaJmMkuhxiJYSgArYPIm3NWBXo1uaQWsgf6NUM9bGiQNzbelA9atm09xPvw69h+4gPtv4pFoZ603DBsba2xcOsDgo2xpgDX0XHJelabDC6ttkvwYjpuxDC9exmJp4CgOWHJfWAre54ClQCSpKhywTBSQm5tVAV3AmtRrOe7dFHZRUSlWqgDGzu8muzssbP9FbFp0QHuiuKdvGfQa21rWjnbPhe74E9ci7mj9telRV9ZO0z9DMKjJE5ITVffePwLIM+duwsnJjh0pIQdImrZpOfS3g8m5SS2aeEpuANDY0bIbRQc1UT6Cq4AhyvKhAibpgxJB3ZJZPWUBdtWmE/j9j+SEfOoLbSAYM1h6A8HRk4ajZrMmdUpTHpYlAxZd9jypXzCSKJudNg4CSLS3wZuiztrHqY53WQz2b5QlAGvwuS6ifi6qtlHyozF/+XacvXgd64LGc8CS+xJR8D4HLAUiccAyUSRubrEKaADr8P6/sWiC/g4j6rT/uFbwbVbZaP/Z+U+dF4qua+k8uDEay1ySHLLqGHav0b9AmuBsyHRxcm7KDqQVBmkb/sofd2tB0q2gKwZP76BoFxzZ7lp9DPGvE1h32vSoA7pvUElh9/6FX0fc6wR4+pRh/ggG4968VQR0mnv/yBctFT55+hL586UuOvhbaAQoCkaFkts7KNy5mDJ/i0XMWiu7ADulNpYMWF95T0dc7Buhy0kQEtwTgddlhLPXihbKjWnf+mWZYxoGnRUD1uLq+oD107JtaNXEG+5FCyLyZhR6Dg9E7y4t0O+blgywFq8OwZyJA1C6RBHQcmJQ8A6eg6XkA6+uwwErFWIZqsojWCYKyM3NqoAGsFYvOiSCHepYq+610aZnXaN9jDx/F4HD14neJ4gY8oM0KKWEJE0jwUe/l9SEXb+TBhikRoO+24qIcP07FQmSxs4XdkoZK8ZAcvKKPrJwRhot/H6rHoTK6arpB4sOBulHB+V01dge2v4nzp4QcujoGpxURwdvPGZjI+ilQnCWlrwrXU0tGbCaVRyvpio1YLFdYECjzp+hdY86+LSYK7vs2VixtCXCgWe7irq6pPoGvdc69pvCcq80pU0zX0wY0Q32drYMsNZuP4D37z/g+YtYVKtUBucuXeeAlYpvbA5YqRCLA5aJYnFzi1PA1AiWMcDybloJvb+Vvl5mYItZomtpSCA5wDIU+VICg1Rn0JezRdE2JT6NjVMJKBmCOiU+Keo1pqP46AoWHfSTjiCFBIujgwwkF0iDJPVrkr94qXhKcJ90eXYtGrAqjEeSSv82QrrsuUUXH7TvXz/L3UXY/6+vRXO2tMZ60Wuxr+Px78tY5MubGw72ybmSml2EvwSOwuv4N3B1cUqXZyA7NcIBy8TZ5hEsEwXk5mZVQDcHa6L/Mty/9UTbn6Il82Pcgu6yOVEBHYNE164MnuYne5K5IfCgO/hmbxkiqYkpESxDfVUCO8Z8KgGsmcPW4vqFKNGYZm0eLHl9Dx0eaig66N1MHl5nDjXsM/iYdHSQImYpL/Wmjg+eLj+fSh5kSwcs6FyVoxlP73Gt4N28cpYDrH5nxDD9i5c42mxs3lIe06BkfnkdfQU4YJn4RHDAMlFAbm5WBQiwXjz6F7a5hTvWCCSibkTDrVBuVFPvIpTrIEVaNgUdRNzrt6yqb/OqknlbmvbIbuH4rVqoI7ii5S8lp4KnFQY3LjyIQzv+1BuSkmgb5V9N7r1cJIVcjhoZpDWCZQywGtE9hUMNnyau6aAxwFq0N0ASmA1FvqhNBpL+xpeK5Z4RzfuWDFhNK46HihLcraz0hjMysDMqflYqywFW3zPdRNOyzEt/56vUvF2/dR+Pn/6L2rUqKZ1eXi+FAhywTHwkOGCZKCA3N5sCYbv/wuZZexCvTuz1rF8BQ+ZLH7BJnY1/9RabZu9CzMMXrO9lvUqhdX/DO6tSDi7m4XOcP3IFcbFv4Vm/PNw9CrM7/KgoufcvKvIhs0krDJKvg9v/h2vn77I23EsVZDlmSnyHbj+NTYtCtUNq1E4edKiyoeVFJbbU10m9lomig5QvJnctzoofd+Hk/kt68rPo4Fbp6GB2jWCF7fwTC8epz4ii7YOUUOXizP5fE/UrnNchS+Vg9f5TDFgraioHLLN9Mf2HHHPAMnEyOWCZKCA3N4sCBDpjms8U+e4c0BKNv5a+Ty+w1y+I/Oumnm2rfo3QZqB0VCXyzC0sHLEab2KFSBeVRl180WVsK1kNQtefQMjSUK2tUhikhg9tCMPZw5eZD7fCudA5oDUcc9rL+mRw9NctXPvrFtwK54ZnvQrMjqJZSqJsZE86uxXOwy6PjgiLZGBZrXZZ5fYUHVyoEx38IpXRwZvCki9dyDzsh46yYEZQN3PYGtxX25Ft0VLKloqVCGqpESy/siOBRLrYOXkUSVbWqNyoMkbMFs6TymqA1etP8R9LK2uuUTJNvE46KcABy0QhOWCZKCA3N4sCBDuBvZeKfHu3rIbe06WvT/GvMkZkV6Z6SYwLNnxHm6Zy0LDViDh6RWQbfGGWpAbGYNB/Wgf4tqohaUtgtmn2Hr06HjVKYezKfrK6r5ywBeG7z2rrObjYY8rW4QyYpApF+FZO3IKIIwLUkV3nMa1k+0p1U0YHfVvXgE+r6rJ91dhGHL2MmIf/6kUH4+PeSOZ6pWycIOtceCRrh8BS6VKxkk5aImCd2XMWS8ZvYWdfaQGLjmkAsOpi8rOZ1QDL/3QP8Wet1mol08TrpJMCHLBMFJIDlokCcnOzKGAMsOQiUQQAg2tPTBNgzfRfiutnb4lsx67oDw+vkkZ1MNZXJdEvYz7loI6WIid3mC/qk5w+ZGAI6giyFodNlZ3rSX4/4d71R3r1lIAk9Tew19J0iQ426uqLLmPko4qygzFQwRIBa/GwNfiLYFj3Ymeiq6QkrLo0WzuKrAZYPU73FM3A6lqr0jJt3CaNCnDASqNwGjMOWCYKyM3NogCB0qQO8/DskZBHpSlysEP1AprNENkpiXylNYKVVhikvhoDrFm/j5OMRBnzqSRSl1aQNBapU+JzxfebcXLPOdGztOjEVMnlUGMgOfin7qjWoEK6P5uWCFhBA4NxLvwa8ZVeSSLAuph1Aav7//xF87fms+B0n1PeoHEFOGCZ+HRwwDJRQG5uNgXoB33r7D2If/0WHz4mocnXtRX9qBJ8rJiwWQtZBABD5/eQzWsiuwXDV+Gt+iR0GriSKBTB4OjmP+jZka0SGDQEHvbOdlgSPk1Sd1MiWMZAcvLW4doEfUPOzQF1tNEheMJWUXeUROrS8uBaImCtnbQNR0POiIbDlgh1lq+zWgSrmwHAWssBKy2PbZptOGClWTrBkAOWiQJy80xTgK542bg0FE8fv2Q+a/iUQetOn8PWWoUXce8l+0E250/9w656qfb5p3AvlZ/lCylNFo+6+YTZENRFHL6MuFdvUK1hRUng0O0Q2W0K3M2SxKkohUHq48Lhq7VLkwRXw+b3lFyS1PhNCWdkO3XbCNkcLEPQkrdQLszeP152rgf6TBCBpBLYSWsE69zhy1g0Qpz4rMSn7GAMVLBEwHp25wkCWs8ReqtSISmnMxJtrUGHNdDxFG2/ETZ9ZDXA+vpUL9EMrP98ZVqmjdukUQEOWGkUTmPGActEAbl5pinwY8AGRF7UP/Cy++CmaNupliRgnT15HUFTduj1s/foFvBtLH8+zsIpv+LcyX+YrYOTHboOaKTIjoAuZP0JxDx+xWxrN64M38YVFWlFIHnu1D+IefIS5SoXg0cldwaD8a/jZeGIHJC9o7Md80UAEnXtAZxyOsCnlZdioCTICgv5i7XhREnuY1sp8k12GwN3aSFLaXSQIm4z/X9OdXSQwHWi308iqJOLtimaiCwCWM72NvjGcxwS4t/ho1suwCb5HCxaNqxZtxwGjm+d5QCr66neohnY8PmKtE4dt0uDAhyw0iCargkHLBMF5OaZpkCPpj+KfJWv8glmLO4uCVgTBwQjSueEd2rErYAr5qwdINn3gzvPYOPSP0R1Zq8dgHwFXCVtJwwU++w9qgVqy0AdgRnZvokTztaiQmDWZ9SXsjpfu3gP86f+qrUtW8kdwya208KWVANku3N9GKtCcNalX0PZMWraI22vXYqCo5M9PCoVY3YETG6F8igCOg0Q6kYH3csWUbTcS32gpcmD64+nOjooK2gWAqw3z19h1vD1uHj3ubCVkMiK1ghZScKa/eOyHGB1Pim+3miTt/iw3LTMI7dRpgAHLGU6Ga3FActEAbl5pihA4BHQbUmaAKtHU/F5WdTQ6gPjJPu+fM5ehIf+LaozblYXlK3ibtSW+jq6+8+i9wk+xs8WX2CrW3HnuhMI2RAusp222J8tUUqV/u3n64EZ1fVpVAF9ZeCM4OrHsRv1mqZo3bzVA2Th7GDIX9iwTB9Cv53ZBWUrF5N9LpbP+w1hhwR9WXSwXyPUbiQf5Xv65CXTSBMdbNK6Oqp//qmsv/SoYIlLhBTByumUA49jXuPr5nMEuKKDRoWNhFAlJWHN72OzHGB1ChcD1mYfDljp8RwrbYMDllKljNTjgGWigNw80xTo326u6HLlus0qY8T3bSQjWBP6r8S920/1+pk3f07MXTdQsu87157ALgOwIwdYlK81YZB4t5MSwJpBy6CX7on69S1BXWUZqOshPhfMoyJBXRfpcRLUbTwp9hkoD0r9/cRQx3zOkvZpCMyoA3NW9ZeMnFG0a8LQ1YhR5+FpOv3tj50VQZ2pD6slA9brtx/Qts50LVxpx5oErNk3JssBVsfwvqLp2uKzzNQp5PapUIADVirEMlSVA5aJAnLzTFPg2oUozJ+yTQtZlJs0bmZH5HZ1yJAcLPI3c4x+ZIfAbNrPvWQjO/3bzcOb+Hd62rTp6qNNODYmWlojWAQeA/zE515lNGB1/yJQNBQlgLVs7l6E/yEcZKpb5KJfLNr27SaRXZvO3mj7tW+GP4sWD1h1p+sf565W5Jv+jdCth0+WuirHL0x8mO42318yfI65g2QFOGCZ+DRwwDJRQG6eoQrcfP0El14KEZ3P3EqjoJ0r20Xo5GTPIIcueza2i/D1hwS8/vhWaxNx8jrL06nu4yG73KYZFCXIH9whbIF3dLZHlwGNFOUmnQi9hA0/h2ohi6JXwye1lwUzloM1YKUenPk0qoi+o+VzsGYEbETk3/rRr679GqJJG+nT4k8c+hsr5v4mmsc5q6WjSWSQVsBav/QQQnVOmdc4Tytg+TSsgL4jW2Tos0iNZ1XAqvLcEV4V3JGnZhHkrZgfBb31l3Dps/K/ZzdwJ+Exyju6w9uttEEtbaxVyONihycvkq+LSlmRdiumR2kfJr5ZYbuvOEqbHr54G4YV4IBl4pPBActEAbl5hilw8PHfmHt1n177Eyu2hY9bcr6NIcCKTniJOVd/x8UXwo5DJxs7TK7YDlVyyecFXXhxD+tuCzlQzjZ2aFushiI7qk8weDLmBrP7PF8yDMolxGsGSP0mgKRoVFjoRcS9fgv3UgVQ3buMIo0JznbSzsVoYeciHWMhB1eahhfQbsn/3dD6UQJmVJn8pVxeHDqhnWxOFItEjRNHB6cv8peEUMq/Gt1THMXo2rcBmrSWBklFIspUsnTAGt13FW5ef6g/iqQk+P6Z8hhSMNAq5OMOlWdOTMp3FImJSSw/ng4oLeyUG2tqinOgMhOwvjoh3oTya21xbmN6zCtvgwNWhjwDHLAyRFbeaDoo0O1/v+DxW+HMK00p6ZQfP3sl31FmCLBmX/sNodH6y08EWTt9h0n2igCn20n9H2+y+7lmDwY+UmXt7XCsv6OfxzSpUhs9GDRmv+Sfw9h5P/nOwAGf1ke7ovKwQFEH8ktgR6Vqbnd83J/IFgAAIABJREFUU9xbsfIEg2Rbyjm/NmJBOwLdS0on05MD8k0gSYVg6erFO+y/fRtXVhTho7oUOTtx8CKzc3K2Q9uvayvyfXAXJdYf1o6TLUkGChcaZ3SxdMCKfvwa3w9ehWdPBci2tlKhfY+6qF3TA2/OR+PGqft4FB6F55eTcxJ/WwzE5VcnxTMr2n6owowqX6FmHv0roDITsNoaAKydHLAy+hHXa59HsEyUmwOWiQJy8wxToOlRw5coH6iXfFmzIcAaFbFJu6yo27kdvsO0UGCo02tvh4kgieqNLvcFmhSU3t3W9sQCxH3Qz7mq5FoMc6tJXzx9IPpvFm1LWZZ6dWfgI1UmXdrJIma6hQCrWwkfSTuCo9HnNuHm6+Qf2VLO+bC0pvhy3ZQNEZBNurgTj98KP+BkF1D+C9m+Ul2KDu6I+ksLZwPKNEBBe2lw1fgnvxdf3EMBe1dUzlWMzSPBoFt+V9ll1/R8QC0dsF6pD9ylKCido6YLyykPGn0Ufg/P/n6MEWWOCFhFOw7VYiWpktDBvSb6lqqnJ19mAlab4+JNKCF1xDuJ03N+eVv6CnDAMvGJ4IBlooDcPMMU+OZ/S/FE/UOucVLCKR+WeiVfApsawDqoA2apAaz+nzaQjSg1OZJ855um7fz2ObH+c3Girq5vikCtSxH5ovcnK4h+NTbgsxTpIwNKDOquiKGO+cwnfdzBqHObGejoFsrXmVK5reRzQIDU/0/9E9edbGyx3ru/JPRSo4uvH0aIToSP7GiMSuEsPR/QrAJYhsZs7CT3xn/MTiYrDWDRErNbccys7Gc2wGp9fJBoGLvqLE7P6eRtySjAAcvER4QDlokCcvMMUyCtOVgsEnVXf7mORZM8pZeRKMISECHeoUZLknLRpDbHFyD+Y+ojWMYAa45nJ9ncL0OARVC3QQ7qbhmGOhb9Kikd/Wp8WAySBDwhdaSXX9ca8TmnmvQ4o9++xDcnxVvz2xStjkFlGmTYs2es4f8iYDU6PFt0UTQtE4Y2SI4Ua/TIzAhWy2ODRdOwp+6iTJ/z7OyQA5Z69l/GxiEh4T3y01UJBgolLn5MTISNtbXeuxywsvPHx3LHTgnblBzOEsefXmcdbVy4kigXytguwh33/0L4U+GKm4IOOTGgdCPZSAnVXXL9D4Q8SM6H+potuclv/09rDhaL7JzRj+w4Wttig4LITtdTv4gifCyaVEk6mkTa/HxdWBbSLUoiWIYAi0Gdt0ykzghgjS7fHE0lll8Jekef2yzqa6VcxTBPZvk1I57urAJYtERIRXNlEv13yghW9ElaInyC4aWT89l0NQttECCSMDMB68tjQ0T+99YNyohp5W0aUSDbA1bM85foNnQG7t5/zCQq9Ulh9On6JVo20U923XPwJH5avg2Ht/3EAYt/nCxSAfpRWDD1V1xT3zdI19n0GdVC8oBNDWD9EXoZdHglFScnO3Tur+w4BapPdw2yfJ4CruwiaPpR0uzokxOK+hwX91YLgwR1zjns4J3vU9nEeE3bBBFrbgk7F11y2LEcKrmIGdUlOJt4aacWsko65cOUKm1l/VIO1qizm3ArLjkHi2x/qSWfgzXryj7RBgIl0SRjy5JLa0rnmvEIlgoFcttrH8PEJCD6+Ru9x1JzkjsdNPrX/25j7vdb8PbtexaVcnZ1wqSgbrB6moD489G4dfo+nl16wsBKU7ZtVCHJRvykmxuwWhwVA9Zv9ThgyX0npef72R6wnsS8QMj+E2jV1AdODvZYt/0gVm3Zj+M7F8LB3hZRDx6jz+g5uP/oKQrky80BKz2fPt5WuiqwjK6mUV+dommYoGfuGuN3BhJgXb94F98PXafXF3bXoISdpvKPdHaUzgXSdGXL3LUDZROnKcIWNPlX7R2H5G/opK8Una9FB5geDDmDOHWUgQ7IlLp6R3dg5Pf8qX+YLcEgXZ9DMOhsba8oQqe5948gKzzmHzyOf4kCjq5st6NmV6DUpJIdwaB252KuYmjnXkORLSXH6yblDyijbLdkSqhztLHFvGqdFUFouj6gWeAcLL96M/Dh/UeWU6W5jtD2I1DzfPIF0BpN6CwsOqrhfL232GlzRU+qJoUqIqBcc5F8mRnBan5kqMj/7/UXpveU8vYkFMj2gJVSGwKppp0DsC5oPKpVKoMPHz+ColyHwyKwYuNeDlj842SxChi7Jubn7SOMAg8B1tpFB7F3+5+icbErbSSulzF0Ujs10ppOXO9WW1KnBZN/RcQpYQlSFwblLpAmQKLLp3UvcyZ7JRdI06GnQVN26Pns0r8hmrT1kp1Turh657owrd/GbWqg64BGsnZUIWR9OK5euMvq0q60tt/UlgVQTcOa6CDZVfMWEugpYqfkTDINDJINRcAIBqk0KVzRLAnu5NvSlwjb+UwTDllQbwdk9z0nAa0SCqBYjcJwLJMXeSsWQCEf/TPhCJgPPvwbDvY28MxZwuj8ZCZgNTsizuvbX3+BomeWV0ofBThgpdBx5+8n8H3gSpwICUKeXC7ad38/fBqzf97MASt9njveSgYoYAyw1uw3fikzAdac77biz3AhT0u3ZCRgDWj3kwiSyLfcBdJhoZewYo741HQlUPfjaPE9hRRx+3nHCMnZEC7KFh/Q2Ht0C/g2riRpa+g+RgIlitbJFQJJWnrVFIKsqT/7y5mxJWI6WV5z36BHZXcMm/iVYqiTdWBChawAWCx0pQtYicCag+Oy3F2ETQ4PF83UwQbi66BMmE5uKqPAfxqwKG8q+ulzgxKUL1McPl76Z/P8c/s+ugycju5+TTHYXz/R1RhgPY/V3/lk6hNnba2Cs50NXsa/N7Upbp/NFNi2+ji2rz2hN+pyVYph8k/djCphZ2uNfdtOY/mCA6I6CzcORv6Cxs9ZunL+LqaOWC+y+6pbbfj1rCOp/they3FXBx40lTcf+U7Sbt/2P7F2cWiafHaq/4PBtuV8ngmLxNwJ29Pkc8rwtbh6QXz5dFp9DhjbEnRBt1QZ0nkRuw5Jt9RpUgkDx7Uy+yfCyd4GHz4mIuF9Yqb0hTgpt4ut1hflYL14rf+dbW9rDUc7a7x99xGtvKeKj1xIBLYc/Q55XGwh9X1PUS8CyH8lfhPo4FJnhxx4GWf8d4P8pEdpbACwQjlgpYe0itv4TwPWhh2HWO6UoVKt0qdoXCf5tOcH0TH4ZsgP8KpaFjPG9YG1tf6auzHAog9lehYrlQo2Niq8y6QvoPTsO2/L/ApsXHkUl84Jp4LnL5gbfYc3hZNLcpJvyh7SFz49c5NGb8KfYZHsbYrq9B3eDA2/qCI7oPEDV+Pv88KVOszW2Q7Bvw6T9En1Nq44is3Bx/Xab9C8CoZPaC3p8/b1xxjWQ3zVyw+LuqFSteKStin7qunvloNjJe1Iz+8GrxXV6eRfB1166x8kmbJSr7YLRLBDdXafnCjp05A+ZCDn8/Gjl+jTXrwMVLGqO2Yslk/Cl51wEyvksLFiV8p8JNLJhJKYlARHu+QMdHL7jnKsdAot29lYW+HDxyR88dlkca+ShPkiEJP6vieYs81hjYQU7es2SBBma2MlCZjkJz1Koz/EkdlDDfU3aaWHH96GcQX+04CldOJv3H6AniNmooFvNUwY0U10FAO1w5cIlarJ62WmAucOX0boxjDm0tHFHp0DWsGtcG5FXYg4cgWPbkWjUNE88Pi8LBxz2jMYUHL3X8zDf7V+KLcp6sZj5CuUC9U+L6N4KYqWzzQ7Ht1LFmB5W7rb4o0NIuWyW+PWNdB1oHw+VFpzsCiXaWS3xXibIurAllCruEtqbSjXLG/+nJi7TnzKtm5DhvpK7ytZluzRbKaoT3RZ9rezuyp6LjKykqUuEVp9+ICZQ9fizNGrwn2C9rZIckm+dHn1/qy3RNjgj5GiqTzccF5GTi9vO4UC2R6wIm/eQ7teE9Ci4WcY0qsdrKyEyJWjgx1yu7qwizs/fPiI/Uf+ZMc0HNg4Gyor+otH+CuDn4PFP1PmUiDyr1sI7K0fzSG4mrx5OIMlqTKpw3zcu/5IW6VYmUIYu6K/rB35XDhiDd7EvmW2HjVKYsi87rJ2VDd891mE7RaOgqB+tu7fWDEMRp69hWt/3YJbodzwrFchVTBI/jRASAAZcfI64mLforqPh6Jdi2QfdfMJdq47gfjXwribtPNSdIk0+Vs4aTvu3RYi6QRXwya3V+R3Qv+VWjuyLVYiH76d87UshP4YIM41Yzlq30hvPMiM59hSAav3ZxPx8kUcVNr7blSAgx0SXR1BdzV+O6drlsvBqn9olGhKjzSamxnTzH2oFcj2gEWRqdFTxQmsdA7WzPF9QdGt1j3180I073HA4p8jcyoQ8vNB7P7lD1EXxq7ox8DHWKGo16KR4iUv/6kd4NuquuSQBtWepIUrTUXvltXQe1pHSbuw3WcRPHGrXh2CuilbxYm4KRtaOXErgzNNcXCxx5Qtw2XhLP7VWwSNXAOCQipk12tKB1RrUEF22gjIdi0NZWBGxbdVDfjIaKNplPxGHL2MmEf/wrNeebh7FIbueV9yzsmeAJlszp26jqePXqQqOkhQF7LuhDbJnXaCWgJc0bgtFbA6lBmJJCuVPmAlAQ0GNEa7r4XIqrGrcjTzaaUC8ud2EJ2zpTvfmbmLsN6h0aJH7WijOXKPH38/HRXI9oBlqpY8gmWqgtw+rQpsDNyNQ5uEAzZ1ixxgGQOzVv0aos2AJka7Q7Ax5gvx8lOZ6iUxbqX0SeRBw9cg4qj+WUHkaNa+cZKgZMxno84+6DJWOmnb0DgJshafmCIrecoIHxkMntdNFs6ov5M6zteDUCV9pfYJQjfN3q21JaDrNbWDbF8JyEI3heHamZusblmvUmjdT37JVLbhDKhgiYB1dt8FLB63ASBCYoc0qEuiCsEXA7X/zGqAVSdUDFjHG3PAyoDH2miTHLBMVJsDlokCcvM0K2AoKqQEWtIawaIf8sF1Jon6qwSwZvb6BdfPCpGk1MCgoWVQss9In1GRDzG5ozhRnKJRQ+Z3l5yvFRO24OSec6I6i45PkVxGNQaSSqKKhkBbDpbT/NCZaGiJgHXy17+wYhpFV9VnM6jHSKuFqy5kXcCqHSq+qudEY/FdmCZOKTeXUIADlomPBwcsEwXk5iYpoBsZsne2Q9sBTdC4q/zdfxP9fsL9f6K1vot+WhDjVg6QzaUyBEqdA1rK+jQUTaL+LgmbKjl+UyJYxqJmk7cMY8t2xoo5oM6YTyXRL0PLtpTjRtFBSyuWCFgsgjV+o0gqimWtOp91Acv3oPiy6bAmsyztkfhP94cDlonTywHLRAG5eaoVOHvmJu7ejUG+fDlRvUZJODrZgaIuUtCgcfL06StmR4UiWY9uPkKhYm4o6y3sIpQrBDwESzEPX7Cq1RtUkIUrqkfRL0qO10SxCK66jGktm/NFtimjQmQ7desI2RwsQxE+Asmp26QPFiWfA30n4q36Kh6NJkpAMq0RLGOApSQS5V/V8DETwTpwIDevmfW+JQLWsztPEdAmxdKZlQqJLg5o5F8f5coXQXWvUlkuB8v7gPi5ONk0GRgza86zsx8OWCbOPgcsEwXk5qlSYPyY9QyuNIVgaUZgVwZZUuX4sStYt/oo4uOFAw5reJVCvwFN4JbXCbbWKryIM3ywbXxcAvb/fh5XLguHZZavUAzNmleV9cegKi4BZ/+6BYK6Tz5xYz9SVHSPeJDqM9lTobERDEZFPoBTTkf4tKyhCAbJNnRDGM4evszacSuci+WYKTnGguBs46xdWsiiJcmhP8nvliTQndlrqR6cKdkEQAA6+osZIqiTy6ejcRmKKipZzkzVg5dOlS0RsOiy5w7lRiWnX1mpkFCqgHBfDjuzIQkuOR2xe+cwyV3jlpbk/vkBcQTzVFNxDmU6TS1vxoACHLBMfCw4YJkoIDdXrMDVKw8wfco2Uf1vutdFsy88jbZDoDJs8EotXGkqkl27dl6SgLV21VEc2H9er+3adcuh/8Cmkv0mn+PHbmBwpSkEWTNmfS073rt3nuKnOXu0tuXKF0W/gU20kTepBkijX7efYlWcHO3Qzu8zfPJJPlmfVOHu3ae4duU+q1utRinmj4DJrVAeRUBHYyYYJICMOHIZca/i4e5RRDYxXtM58rXr51B2hAQV39Y1FEX4yI6WQ589EqKKeQvlYrliSiKaioRJx0qWCljhO88g6PutSPyYiA9FcuOjszqaqwYsys8aMqgRPqtjfAeqpQHWZwauyPqfgTPS0nF6eVMpFOCAZeIjwQHLRAG5uWIFft16Cjt+PS2q3+6rWviqw+dG2zEGZrS8+P2EdpKA1afnEhGYOTraYvkq6YMy9++LwLo1x0R9+n6SH1tykSrDBwfrgRnVVQJ1BEgEdbqF+rogqJdsxG3/7+L+jhjVkkX65AqNk+ypkL+v/D5Hs+bGgVfTHgHZurVH8fRpLHupbt0KbJxKCoErzWt8fALTkyBSc6SEkgidEh8ZUcdSASunUw68fvsBf5+7i8nTQ5Dw/p16PyFFsIRAVn43F/y0yPhdkJYGWDX3fyuawj+b/ZgR08rbNKIABywTHw0OWCYKyM0VK5DWCJYxO/oxHzmyhSRgde1o+HLYDVukz68yBoMUiapTt7zkmA35VBL9+nWbYQD9fqI81PXxF4Nk2XJFMWFSe8m+0tLrLz8fFNWZH+QvG3GbPnU7rqojZpoGaNlWTp8rVx5g3pzdeuD7Tfc6aK4A6hQ/bBlU0dIB61Xce3zTaQE+MrzS3VWYhBzWVlizYahRZSwNsLx+Hy/q65nmMzJoZnmzhhTggGXic8EBy0QBuXmqFPg2YD2iopJzsNzcXPDjrK9lIzTDBq1ETIwQKdGUEaNbok5tD0nAmjd7N8uj0i0U+RoZIH0GlSkRLEOAxWBnsjTsGAMsJdDStZMYJEnbBYt6Sc6PMZ9y0S+KXvX5P3tnARXV1sXxPyFpPQVbFAusZ+v3FOxusQMDbLG7sTsBEzGwE7s7nomtYKHYgi1gPOVb+1xmYLh37r0yOM7gPWu9tZ7M2Sf2PZf58T/77OPJT3AsB+rGj9uMkNtPNcZFypl/QI+fWku/o7IxAFa71vMgdFWimZkJAhXA+h3Lxmj7VABLx0enAJaODlTMZXng1esPyJSRO/13kU4Rhr1idwaWLp1XEq7IhraUKMg9Ku4+vUpVCjGlxMbKXBSwKB6KIEsFZwQdBFe5covHNRFA9PFahpi4oHoag4ODHabMkI7BmuBNAMHFQqmK1DYo1dOmJtEhAKk4rM4eCzTGSu3JgZ2kqmZC25ly+xQCLLJdu76vrLX0OysZA2B5dlqAmJj4Qx+xJlyG9zSpLbHYv7tW9xmaglV6D1/BulhXUbD0uf4VwNLR2wpg6ehAxVzUA+cvP4DfikOIjuFO/xUqkB1DetaDrY2FqF1U9Fds3HkODx9zalcR5xxoXr8Mz0YIsAjmboU+Q8SbjyhTzBG5c9qxE4FUpE4rUh0VDJLNxYv32QXSuRwzyYpnInuyW7XyGCJecYpboULZRWPMEk5q0YL9OHnitvpH7ACAjK0zIVCSUqGoE7b9Ol7z4IG1jQXmy4j7EoI614rSBwgUwJL/S8PM1ASZ/4pPP0LK1Is3MRoN0ClCVQwWbRFu2XwOWzafxXdzU3yn+55NTNlJQmsLc8wa30b9h07iURgcYO3WvOKNxnux3iT5zlNq6uwBBbB0dKECWDo6UDEX9UCHvkvUcKWqSKDUomE5UbvpC3bjwpUwjTpCdokBi4Bs7MytGn3WqVoMHq2kLwreffgKVmw4pe6zbrVi6NRS2o4MNu26gBshnGpFQNeiQTlJiFR1RPN8+CQSuXPYMQAl+CSFSEq1UtkTjKpsLp6/x35csXJhyRgqlT0pinv3cEHutrZckLucvklxI5BUqXykmA0c1EASYi9cuI85s3ZpPFtS+Jo1/5/Bv03GoGCREz07LcS7VP/BlOKwVLfnmJggQ3obLJ7eSdDPhgZYpQQA65ICWHp9RxTA0tHdCmDp6EDFXKsHbtKVLbO28j4vmD87xg9uIuq55l19ZdklBqzpfrtx4aommDEAWuIl2h+B2eAJ63l1enaqjir/OIvabtxxjgFWwlKmuCNT6qTK4PHr8fDJa3U1+4xpMGN0K0k4I5XNb8UR3LrDxTKR3ZAedRncSRWa68Zd56ECs3rViqNwAe2Z4RO2R/1evBoGG2srFCqQlakhBIP2dmklwSphO7TlezzubkfKTUYqnzEUYwEsUlHb918KE5ggltJhkXNjScj6gc1LexsHYO0axRvnpfoTjWGZpJgxKoCl46NUAEtHByrmWj1AX8a9hq/ifU7bdkN6icOHEGDlyp4RM8e21mgvMWCNmbENt+9qBlCTgfdANxQWuV6GtjJnLNzDG6sctY2DpPjAfVUjUlDHAeg2Xp8dW7qgXrVioitr+oI9PJAkyFowub2oHUFVzxEreaqi32R3rVtHqgaP/huCBSsOa7Q/uEcdlC2eR7JPv5WH1IqkjbUFenWsJmlniK+WsQAW+a5ZN18GWKoSS5cTAtis5Y8NQ1OwSgoAVrACWHp9LRTA0tHdCmDp6EDFXNQDg8atw6On8QoNVZajCvUYvhKRrzVPDQqBWXIpWNrUNjmAJTRWmqcUYG3ccZ6nfJEd12dZUb/2HLEKEYn8w/pc3EvU7vwVAsm9fJCsJ91nh35LeWBWMH82jB8krkbuPnwVKzbGb71S5wRZK+d2Mbq3x5gAq3lXv8T3P7NYLG3r0uAAaydfwQpuoChY+nxpFMDS0dsKYOnoQMVc1AOkYtEW2qvIT6xeuZKOoC0pqULA47vioBqySL0a4lWPp7IkBiyym7Zgp8YpKjkxWKTs9Bi+XMOOxkjbdVLbbkLbknYZ02DhlA6i09RFwRo0fj0PXOUAlhDsMKiTAVjNu/kJzkcK6sbMJFXxGc/We2AT2VuTUutFX58bPWCJQLihAVaJHaN5j/Vywwn6etRKP3Q+IlaleyruSJIHFMBKktsUIy0eiI76ij0Hr+BmXJqCwgVzoFljcTVG1dSryA+4FPyAxQaVLpkHuR3s2Ik+W2srrTFJCQGL7DPZpWU2F648QFTUFxR2yim6NZhwGiw2acc5fIpLzdCyYTlZttTfdN/dauAhuBras54kmFHfg8ZpgpK1dSosnNJRMgaLqV+7E8V90dZrz7qia5PFmk3cwKvTs2M1yViz9v2W8ABUjoIltJ3J4HVUS1k+MqSXzagAy9MXpt/jItxNgB+pTJmipQ2IFcAypJVmGGNRAEvH56AAlo4OVMw1PLBg6UGcOBWi8bOmjcqiuZv4qcELlx5g1vzdP21HgOWzcD8OxgVMU8LKZk3KoW5NaZWMgGzLtnN4FXfVS2XXQqjkKh7QrhoggeTF4AeIeP0BpeJgkMAwKuazZCwTtaGCQfp/im2ioG+6O7BssTyScEU21NfuQ1dwIy7Ina5B6dSioizbgA0nsffINbWv61T9Gx4yTksKQZ2cGCyh2C27DKTwiceLGeKrZSyAtX7TWWzbeT4uuJ2LcifUypAtHRZOFfa7oQFW8e1jeEvgSqPxhrgsUuyYFMDS8dEqgKWjAxVzDQ+06uDD84i9XRr4zOoo6invyVsREsrP7h2wsJuo3b/nQjFvAf+ql/mzOjA1S6wMHbUOjxJklae6PbpWRyUX8fv0HoZHYsLkLRpXvdSuUQwd3CtKrobjp25j1eoTaltS6np0qQEbW/G8YNTwiZMhOHbiFuvD3j4NOrStJMuO6t8OeYpbt58il4MdCjnnYHY37zyTvUVHQKmyuRmXjqJsiTyyFSjamjx3mcuon9rGEhTIr0o8K+k0A6pgLIDVqqMv8D2WJRilQslGqUyb3Aa5cmYU9KihAVYxAcC6qgCWXt8GBbB0dLcCWDo6UDGXBCza9lq+SHsGaWrAa8AKXlA7/Xz9SuEj5apOg3ZcwPotZ3lPYcxwNxRy1n70nxSkPgNW8uycnbLDe6Sb6FNdsOQgTiZS6chg2cJuosBDkNJ74HLe5dPt27qiTi1xxe34ydtYtOSQxrgIlqZO0jxVKTTwhUsOMjhTFVL5pkxqLQmg5KNFiw8xOGNQR1nw+9VH7lzSqSAI5vbuv8K2aQkGm7qVk+zPGF4lowGsdj7sgmcKamfFxIT9r5tbGbRwE843ZnCAFcRXsK42Flawvn79Bs+BMxDz+Qs2Lx1nDEvJKMaoAJaOj0kBLB0dqJhreGDIqLUIf6x5arB0CUcM6ldf1FNCCpYcMEsqYJEKNWzUuiQB1rhJfLWNGhpNUFdQO9QRdEyYws8LVqqktH9mztmFS8H8/F7z5ogrdQ8fRWK4wDybNi6LZk3Ft20XLOaDJEHW/DniaiSb52TNeRLU+czuJFtxM9TXymgAy32+RooG8ieFK/vO8YCdfWpB9xoaYP29bSxvnNea8OGJ5jVq2jIE7TuFgvlzKYCVjC+PAlg6OlMBLB0dqJhreIDAZebcXWo1igK+Ca4oYF2sJDUG6/6DFxg5LtFVL9ap4DfLQ/LLvFO3RbygbQIPqXixpCpY2gDL1cUZPbvWEPUPg7o4JSlhxdEjZEBdItghe2fn7BgrodT16b8CEYku2CbbdYHiquLmLeewJeg8bz5SYzWGV8lYAKu1O3+rniSsdav7aHWzsQLW0jW7sOfwWdSvUR57j5xTA9bOA2dw7fZ9jOzrzub8KSoGngOmY+6E3siaKYMxLLffPkYFsHR8BApg6ehAxRzPoz7g1NMwfPr6FS45HJE/vR0L4k5tbSUJOeQ+ss9qm5bZUOB41KcvKFM6rySUkS0FuV+89AAbt19kTyI1Bbm7/U+WLcVDrQg8roYs2h4c0q++5JgJIsdP2qwBZ3JjsHrTVmgiaBnQtx7KlBJP1ikELaTwBSwR33rVRcHSBnUKYH1H9Jfvennzk3IXIQ1MELAAjK9XFbnq5INFOkv2vp58GoZ7byNQO4+NGC64AAAgAElEQVQznP6yQ6a/rHl3HSacqLmZCTKkscSrd5+1zj9bRroAUfdSdCtfwbrupqlgHTh+ERPmrMSmpeNw4t+r2LjzmBqwVmzYh1MXrsN/5mA2mPcfo1C+QS/sXTMNDtkz6z7AP6AFBbB0fMgKYOnowD/c/PKrZ+hzWDMbeaciZeBRVDw1A/1yn3zuEE4+4ba9bFNZoE8pV9R1lD7FR31uCr2Cj9++gr6AepX8H/KnlfcL8+67SAaDqVNZMBjMasOBnVRAvOoxP4/+oLa5dIlLBUH39kkBksqe+qIg96go7vLrypUKSgbVUz2K35oxd5daxSK46uBeCZVcxQPyyTYxKJHt1MltJOcsBHVylC+heDEah9R2pjG8SsaiYHXssghfPn/TcKnZt1hUOsSBUfqmjvCp/Ao/6IAhnTCMjcXf9tmwtXlbAwIsb96SuO4W/7PrIWHw6D8NAXOGoqizIzbuOKoAVjK/RApg6ehQBbB0dOAfbj78xB4GLInLydbiGcU3hV7F/GDN7N4EWZsbdkBqC+0n6ghwOu3dgKhvHKCoysaG7gx8xMqmO/w+J7nUQcUc4uoRg4PgUyB7FQx6Fi2LFgXEr7OhugSSy26cB4EdlZKZs8OjcBlZq4ZsL0c8ZbYlM2VDcfvsDLQI0uQEmpO9ypcEPRGvPsA2tSUquRSSVOlUULdn32XcTBDk3rGdvJOLiWPG2reTDuSX5ZTfXMlYACsk5DmmzgzCly//MY9ZWpqj2z8l8fHYUzzaew87RljjTVbKixWrIiwWs7WsXlM4pcmi1cv6VLCKbOED1o2m8T+bMGcV/r10E5X/4Q6I3Lr7CDdDH6J5/Uro0aERtuw+oShYOr4vCmDp6EAFsHR04B9u7nVoG65G8LN0M+Cx1Q482uzmV2uCEpm0Xzy852EIppzVvA+PHkGnwtKqWe0tS3lgVsw+G3yriV/1Qn1OFuhzkwyo8zoShCsRmuknaKyeRaQVvqa7VmqM1zW7I6a4iCcSJV9cjniGSecP4kUUd9UQgdnUCvVEwVW1jPc+DMHuh7fZP7PapkHf4hWZ2ien0DyDI56hpH08DD4MjxAN/JfTriHVMRbAUvmMYJwKKbS0dUe/77++/4Iae5fhP9MfXDVT7iJo+o/Wil8V7e+DXgFrMz+g/Uaz+G3Dk+eu4fbdR+rlcfXWfVy7dR/uzWqiXdMa2LjjmAJYOr48CmDp6EAFsHR04B9urg2UpBSsSWcPYV9YKM97AXVashgubUVIhZILWK7rha96OdlKXG1bdv08lt/UzJpOfU6WoX65bOD3SVDnV1Uc6kj1EurTp4o4gNK4am1bwgPJ2rmdMKqseCD9nkchmHxeMxUEfeH6VhYfK/XZ8cB63Hsff+F1vnR2WFGzVYp7O4wNsBI+ABVg0c9cNyzAD5PvMInLj0U/ozQOqUzNcKxZD63PTZ+AVVgAsG4mAKzEgxTaIvRbEYSZY3ogn2N2UNC7T8BWJQbrJ95KBbB+wllCVRXA0tGBf7i5UAxWswJ/o28pV1HPnHjyACNPal46nNk2DTY3FM/uTdtlHvv4V73MryoNHrW3EHhoxqXIUbC0AZaPjD6FACtvuoxYWVscPpIKWLSF2nzXKp7vi0koE2TQ6+g2XI3UVNvo55vqtRfdfj3x9AFGnNnD63NE2eqom0s6ps6YXqGUAlgVNy/Cj1hu+zBhMYk1wckW2v/g0CtgbeIrWDeb8wPfVeMXAqxVm/fj27f/8ObdR5QsWgDB1+8ogPUTL5wCWD/hLAWwdHSWYq7hgegPn2GT1oo7RfgkDB+/foFrzjyiClTCBvaEhWDPfW47Ko2FJfqUchHdVlTZBiRSlNoWKo7uf1eQfDpJjcEiiOx9RDOQ3zZVKmxp0FFy263ZzlV4Ec1t1akKU5PKVRcdb1IBi+KuagctSVbAWl6jlegzXXbzHJbf4it8nQqVgWdh8Vxbkg/NwCoYOmC9eM6tNXovExdSsB4+eIc3N19hYNhhPLLgLmBPWExhihPNe2r1uj4Bq9AmflLRW835yUe1DVZ1inDxtIH4FB2DdGlsDWw1Gf5wFMDS8RkpCpaODvwDzZeN3YTTO4PZzK3TWKFxt2qo0cZF0hOhF8NwYO0pRH/8DJs0VqjZxgVOpR0l7ahCeOhzXD5+G3ZZ/0KJygWZPak1eTNkgIWZCd5FaSpTiRuNfPYWdtn+YgHjJx8/QBpLS/UpQjkDIMVtQygX5E4wSEHuYluZqjYJziadO6SGLFKvplasKxmQT6DUdNcKDcVNztYi9cuUqERxX31KuKBFfvFs8XMvn8Tme9wcVYVAcn9j8euKFAVLzgpKWh25aRoe3XiMCd0C8OFtFOvIwioVBvh2QkYLG7y5EYFnpx/hw+1IvLjygn3+tLAZDnlZ8gaVK216rKnVzjAAa6MAYLX4ecBSpWlI2hP4s60UwNLx+SuApaMD/zDzUzuDETBWM7EnuWD6riEMYLQVApwh9adrfExwNm5dH1E7Mlg7YxcOrT+jtmV2a3szO8qDpQ2wqM9l3lsQeom7A4/qe45tJgvqwu88x/YlhxkMUmnctRqcSsmDwcjnb3HlOKfMFSjpCIcCWRkMpjG3klS8yEYFoARZex7eZspg1tRpUTe3vO026mvZjXN4HsUpFBR07llEWkn69O0rhp7ard4mJLjqW6KS5DYf2fU6ugX338dn8CeQ9KvSVHaAvLG8RoaqYHVzHY+3bzUVKdPvQLnH6XmuzVI+J7JVyIk5BR7g4X9cEDwVSjS6pmEb5LTQnoRTnwpWQQHAuv0TgHXnwRO8jHgL13JFjWV5Gdw4FcDS8ZEogKWjA/8w87XTd2rAjmr6Q5d0FQWXoEUHsWPJEZ63PMY1h0uDkuJg1mAG7/PqrcqjzeD6ooDlP3YTzuy6rGFLkDV9J5d4UFshwBnccDpi4uBKVc97bW8GS2Il+Ngt+A5ao1HFw7spXOprn6Oq8sF1p7FuVnwsU/XW5dFmYD3JFUbjPbj+DEIuciDpXDoPGnWpKmlHFcg2NDgM4XdewLlUbjiVdAQBE237ylHo1DD4jWDwFoNBUvjq5i6U4uCK/GWogNWi8BCAu8+ZLh5ELGJZ2oV6tvmQsWgm2BXNjL/r5sePnOk01gUdbLgR+Zw9M7e8RVAsR2aDyYNVcMME3hq+3XK0rHWtVEoeDyiApaMfFcDS0YF/mLk2UEoqYLUeVE90e5G2Fad1W8rzMilDw5Z2EQWsqV2W4o7A/X0BlybLgKTVvDoNu1RF427isVNTu/rz+rROYwm/o+JbG6SYebfx5fU5dHFnSeVs7czdOLQhXuGjRqq3LI82g8ThjAPJGYj59EXdb4lKBdF7ZlvJVX1q12Wsm71LbVuhfgl4jmkqaWfsFQwVsJoXIcAyUZ8KpMShiDXB8osT1S5PeIpQ6DkY2lU5zuv5gBXSSgEsfb5DCmDp6G0FsHR04B9mzoCnq2YQtVVqS8zcNUwwsFblHiE7+sx7XR84OGlXhdjWYhIVrKQC1qldwQjw3pwkwPIoPVJwRQRcnCS6UhKrV6rKDbtUkYS6XlXGa0AS2dplTY/pO8SVuqDFh7HD/yhvXN5reokqdbQFOqTRLJ6dxxhS6kqk6DfCUAGrRdFhCRQs7hEQZNVuUwEt+3O504wPsOLhULWoQlqNStHry9AmpwCWjk9EASwdHfgHmgcfvYUDa7gs7LZprNCoew1RSFK5KPH2ItvmG9JA0oOJt/oI6IYt6cr6FIvBClp0CDuWam5LqpQvsU45NYl/Wa6HdzPJrT4hBYvGu+CYuILFQd0WAaiTBiyPMlqg7oI41GkDrKGLPEVVs9BLYZjWYxlvrNVb/iNrS1PygRtwBcMFrKFcRvZEpULd4vD0bmaUgOW0jg9Yoa0VwNLn66EAlo7eVgBLRwf+AeYhZ0Kx3/8Aot/HwCadNWp1rgnn8k6yZh687zLCbz2GXQ47lKxVHDbpbKA60SfVQPT7aFaFbAjqwkOfwTatNUpULqQOjBcDLLIlyAq5xF3lY5ctPdoMasBOIEoVTlHara7GYHBQfSkzCMVgyVGhSBUa09oHnxNs11Fn03cOYicnxQqDusua1xWVqFgQvWdpPw3GfKNFwUoqYDXsXIUdBkjJxRABa9P4jdi99CBzu4mVJUzSpQVMKT070H1iC5St+bcCWCl5Uf7CuSmApaNzFcDS0YEp3DzicSRG1xiLmA8xGjOdeW467HNqz7hOlac0nY6Qf0PUdtZprTH73AwGTGIl/GY45nn4IvIxlxnc+R9ndJ7rIdhfYsA6tfEMTm7g1DW7nBnReGAjyXGqxhL6byhu/xuqAYOkZkkFtqvsyVfkE4KlUzsusR+XrFJYtj0pQwfWnkZUXHB9k27yTi7SGH0Grcbr5+9Ynxmzpkfvme0k+2VQ18ZXA+oKlMiNYUs6iz4fit0a1GgGDwaHLhRXvlLCq2JogDWt+XTcOhX/jrFAd3MzmGXJDDNzMyw9E5+s09i2CAus5Suwd9oIq7UpYW0Z4hwUwNLxqSiApaMDU7j5yY2n4d+Pvx3UeEBDNBnUWOvsSfWa0mwa73MpOzIYWG6IGq5UDVRoXh5d5/G/+BMC1qW9wZjvqRkobpfTDrPOaaaHEBr00n7LcGrjaQ0YnHBwnCSckcpGMKgCSYLIfgF9ZCl8BGRrx65jyiCVmp2ro1Qd6dOGVJdsQ8/cQfTHKDj/zwkORRwY2DGwlFC8qA6Nm0CXYOn0rmBEfYiBXfYMsmOoVGksVDDo0qCUbFtjfmUMDbA6ZO3ETg0mLHStYP5aZdBjSiuNtWB0gLVGALDaKoClz/dHASwdva0Alo4OTOHmB5YewJqx638alHQBrA7ZPHj9ORTKiQmH+FdnJASsJX39cXqT5mk6amj45qGiwEOwMqjcEF6fNTyro92ENqJPWKhPgqxFIcL3HqoaI8AZXdObB5JSYyV75tummvDadnwr1OxSU3I1rhm9Dgf8ue0kKgTJjQc2lLQjHwXN2o7IcC7XVc0u8mFQsnEjqmBogNU+Syfu5CBRFRX63x/AqpcBPK8aG2DlX8M/7Xu37QgjWi3GP1QFsHR8hgpg6ejAFG5O23Wja3jzZikFAskNWE7/c8KIrUN540gIWPM6zUfw/ivJNlZtfSbsYLLbNISe5V9aLbWFqot/Jjfh98mgLlQc6oTAjOYy4aA3U8DEyujqYxF+87FGlT4BXrIVt5TymhgsYCVwMGVoWPXC+AEr32o+YN1rpwCWPt8lBbB09LYCWDo68A8wXz16LQ4uO6SeqRxlhyonhg/KwD77/EzJGCwhaNG2tZgQsITUNjl96qJgaQOshbd9ReepDbC0bYUmXGajqo3B41tPeCtv5XP+l2rCSttmBCFo9g6enZT6FX5DGLLp0ELfFX3+gDcgfooGB1hZPRJtEFJ6BgWw/qhF+QsnqwCWjs5VAEtHB6ZQ8/B7L3H5zB3YZU6PEhUKwCa1JUjNcigsrnSQOyJfvINdFu6KDoqLIjs7B3uUqlVCEq7IhrbPVo9Zi8jH3HZUwfJOWuO9EgIW2c3t5KNWlAiu2k5oC9cW0hdBJ97qI9sJh8ZLxmAJQZ0c5Usb1LUdJ73VJ6RgkZ+SClid53rCtaV2H2lTvtg8t/FVxRT6SrBpGRpgdciaaDvdzAwmqW1Qq3d9OBXPhZIVCqgfh7FtEeYNnMJbSvfdh6fk5WVwc1MAS8dHogCWjg5Mgeb+03bg9P7r6plZp7bE+CWd1dCkbcohV8Ixf8xGddJLp2K50GdCcwZnUmX7qpO4ffkRq+aQNzMad6woyy7223+4cuoOwsNfI2e+zOovFNWJPql+oz9yWcxt0liqYdA2nQ1cWrjIgkGyJci6uJe7kodOLlJck9QJS6pLBwjWjF6jvpKHKULLpRUhFszvoRnMzxS+wdoPHVB/DOrKasaaMZA8LA2S3Qv05F0dJKV8SfneGD83NMDq6eyFqLh0JjAzg2leBy5FA0vkHou0f6XG/K39mKuNDrBWCQBWewWw9PneKIClo7cVwNLRgSnMnNSnwW34sTzV3cqgrZd4EHXPhjN5GcUr1CyKzsPEg6iDVhzH9lVcagVVob+8e09oLupdgqPpAwPx6O5Ldb2ceTNhvH8XyadCCp3P6E2IfPGe1SUY7DysviREUt3gU6E4uPkCB2apLdHaq4YsO6rPlMHTpAymg1NxB2YnVxlMOCmCpVPrOZ8VrFBQ1qlFqktq1NYZQczOlnKada0ly/bkBk0YJPWq34resiFU8oEYSQVDA6w7Z+9gVru5+Bz1GSYO2bk8WOxQIXcfId1I6DGkPirWLWZ0gJVHALAeKICl1zdFASwd3a0Alo4OTGHmpEJNGxDIm1WBvx0wfK671tlqAzMpO2pwSr9A3LkWzmt7+RHxI9kHNp/HOr/4E3GqBobOcYdzcfGtzMGtfdVwpbKrUEsaBkPJP/01/WOXJR28l3RhKphYWetzAIe2nldXIWWwz4QWbCtHrBBILpu2HZdP3WHVyM5zaEOUdJVO9krPZfuKE2yuBIM1m5WT7E81FoLBO1cfwdrWKh4Gb4SDUl9I5TJLYa+FejqGBlg0sNRW5oiOeAePxvPx/b/v8fcREmbFArmcsmHsEg/jA6yVU3nL6EGHYSl1aRnkvBTA0vGxKIClowNTmLkuClanqvy8NXIAa0znpXj84NVPA1bQcr7yRY00au+Cxp0qiT6ZTlX4Y5WjflGfOxKpbdQRQR0pUmLFowr/6g+Kb+s9sYWo3cHN57DOVxMkCbL8donfNUhgNrj1fJ6qOHQujVUc6hL3yWBwojQMprDXgTcdQwWstLapULvISLrfWSPonQLes+ayx+RV3YwOsBwFACtMASy9vmIKYOnobgWwdHRgCjT3n7oDpw/Ex2BZ2VpgwtIukttgQkpU6141ULNpWVEvzR+1iQXUJywZM6fDzHVeona6KFhCgMVgcJ52lY4Gw6lQ3PZgwiIFWASuQ1prxk2RPfU5bF570XlO7bsKd67yFT4pUAq98gjT+vHVyIYdXCUBtFf9GTwwK1BMeqwp8HXQmJIhA1atIiPU6lXCQWd1sMOkVd2ND7BW8BMVh3X8sw5V/O73SQEsHZ+AAlg6OjAFmScM+KY4o/B7L2CTxpoFjqtOBYpNN/rTF6z13Y+IuLimUq5OknBF7RF8EGSpVCyCKwqOd8iXWdS7LAZrQCAe3UsQg5UnE8Yvk47BmtKXvy0pR/k6tf8aAqbu5I1r+rpekj5KqoLlM3Iji9tKXLz9u4j6SBfA8qjMV9sUwDK8U4S0JmiLkClYRSlHlGbSUfq8dEVn9BzfzOgAK/dyPmA97KQAlj6/chTA0tHbCmDp6MAUYB5+9yX8RmxQxyTRaTyvKS0kgYEA5+CWcwgJfsi84FwyN2o0LScZi0R1yfby6VDWp3MxBziVyAUCtOhPMZL9qqCMoI9OEV4mGHwYCYf8WVDSRTouSdX/Wr/9iHjOBbkXLO4gqeqoHrUPKW5xwEPqXpOOlVCjmbhKR7aJY7DoZ5zyJb5dd2ofQZ1m/iqC0BkbeouuPqaateKrZh7DGsKlNncBsLaiAJawZwxZwWr2zyR8+vCJjg9ynBULpmj57h7M3kljO0WoANbv/3JRAEvHZ6AAlo4OTAHmQ5vP5wV8F3cpgN5TWorObu28/Ti0JT5omypXb1oWbfrWErWj4OlpfVdpbEExuz7SV71QbFDQihNq20r1iqOvdxO8i/om2ieDwa3n41NB5MuMxh0qyoJBajj49B08vv8SOfPGp4KgeUipbAzmPsWlgkhtCVKVbl9+CNs0Vijh4iQLJqkNmvelk1zGeNvUVmjdu6Ys28SxVCzma5J4zBf1wWLNVp7U8KnXhOayAutTwCuhdQqGDFhNy45DVMxX/IAJO0kYGxsLU5gg4Bh3WMToACuAf4foQw/+lVYpeb397rkpgKXjE1AAS0cHpgBzT9cJvFmQiuW9vKvo7HrVnc6L02HB13vEfwn6T9mOM/viY7xUnfju4v7S1la0KTJeY5qgZNXComNdIxA7JefUIDU6putSPL4fH4TPguGXSG9Dht9/CZ+xm+OVwbyZ0Gd8M5a8VaqEXA3HtlUc4NhSKoieNWCfOZ2UGfuc+g3+9y7sMqVDyfJcklgCu5x5s8gGSmpHBYP0/y51iskCOlkDNOJKhgxYtYqMxA9zUy5NQ5yCRfmwFgYNNE4Fa5kAYHkqgKXP10cBLB29rQCWjg5MAeZCgFWgWC4M9RUPvvaoyAczckfAidGiXpnaRyRou4T27bLgk6HwHb2J13aLLpVRu62LaJ9CaRnIYPlR8VQQFHO1bDo/5qr3uGaS25FTB65B6FUueaqqlCifH33Gi+f3IriaOmiNhp21rSVmre4lmXx1zYKDOBh0UW1LduMXeUrCWfj9V/CfuQvhcac5HfJkQudB9eGQN1MKWOHJNwWDBqy/RyLW3Iz2BdVHCUnFsrdPi5lrehmfgqUAVvIt3CS2pABWEh2nMlMAS0cHpgBzn+EbWDb0hKVhR1c08qwsOjufERvUuZnUAEFbi5PFtxaTqmBpC9qWA1g96s/A56ivvPlIARZLghqomQSVGmnk7oLGHSVSQVTnX1ZLCt+CoIGift228gS2rz7NqzNsZlsWr6at0FZkT7fZvI9rNC6Ntj1riPY5z3sLLv97VxMG/8mPvt5NU8AKT74pGDRgFR+FWDMCLP58V+wfZnyA5S+gYHVWFKzkW83SLSmAJe0j0RoKYOnowBRgTvFJQQHH8DguI7pzCQdJuKJps2zowzfg9UsuUJwCryluSyouieym9lmpATxyYrBonINazeOB0oRFHZHdOYfok2CpIBKdxJOTlkEXBauTAGBlzExqgnj6iaQCFlO+BmsqX+QUp6IOGD6rrah/OtbiJ3UkA/piVkq8BwwZsBpXmIjoL8KxiApgKas4KR5QACspXktgowCWjg40UvPtfvtw+xynWDg4Z0djrzqwSWstOZvIp29w+fB1RH+MQYmqReFQMDs7EUhFKpM5g7LbT5kNxVNR1vjIZ29RsERudopQTiE42778OKI+fWbVG7QpjwpVC0oGuZOd/5QdmqkgJspIBfHpC6b2X6WRCDVnnkwYNqe95Had/3TKJ3ZDY1rVm5RB217iatKpA9fhP2MXzx0zVvcU3eqLePkeg90X8Owq1CiCLoMbiLq3u9tsHrjSCclFWwfIeSx/TB1DBawgn33Yu/YU3rz6gNhU5oB9eu5OQgDm5qbw3z3E+BSspQIKVhdFwdLny6YAlo7eVgBLRwcaoXmQzx5s99uvMfIKjcug89R2orMJOX8P09r7aNRp1KsWGveuK+kF/+FrcHpb/InD1sOboGYH8S1IapSALsh3LyKfvmV9uDYphwpNyqj7s7Eyh4WZiSBgxcPgZ5SoWuSnYZDs7bJnYKcAgymlxPO3sMv6F0pWcJKEKxog2ZEaRUHnVAoWc0BNSmMh4/LreWM2a2zZtelRHTXd4uetzeFLZ+zE6YPxUEeQNGJmO3aBtlhZOnOXhh3VZWA2qL7ks/2TKhgiYK323ohD605zO4MmJoj9EQuYmQAOWdijqVCdALu+0QGW4xI+YIV1VQBLn++bAlhx3n7/MQpfvnxDJjvhE0ofP0Xjv+/f8Ve6NBrPRwEsfS5Xw+hrTOPpeBzylDeY5SHzRAc4xd0Hdy7c+2m7U9vOY9lw/tbVjMNjGcCIlcHVxjPISlg8p7SBSxMu75Q2wOJgUDMHVHX3img70k3yIRxYeZxBXcxHTiUjoOs8RXyLTdUogaumMlhbljJI9sGHr+NxyDPkdM6GktWKsiYJzqTgiOpFf4hR93Pp9B2E338B2zTWKFG+gGSAO7MnGFx1EuEPOBh0yJMZTdq7yoJBSYemoAqGCFiehQfg+3dKzsAVuuKZil3p/ChewRlu7txzNLY0DQpg/f4X548HrMg379G+z2Q8esL9YsybKxu6tK2PBjXLs39Hx3zG0ImLceT0Zfbvvwvlhc/EPrDLwB35VgDr9y9ifY+gR+mh+By3xZaw76QClhQoCSlm1G9vX0+UrK494SVtJ45tMoPnHlKj+izozH6uDbDm9/TH5SOa23NUf3nIXFF3E8wR1CUuCaFOWwNBPnuxfYGmMkigRPMUKwRHUzv4MLhSFYKs8duk/1onkFw2Yq0aQp3K5EMfX09ZUHcw8AQuHeTSZRQslw813CvKstP3ejWk/gwRsDo69eNSM8QhVizd8Bwbi5rtK6HNiPg/KIwOsBbz3/2wbuL3bxrSWkkJY9ErYK3ddhhZM2dAlfIlNHxHcOO/djdG9GkHaysLvfr1VeQ7BO07iYa1KsDW2gqBmw9g+YZ9OLFtPhsLjWvTzmMI9BnJ/t1j2Bw4OmTFhCEeCmDp9UkZTmfzey7lwUfGbH9h5hFv0UEmVcHSBlhDV/WGc9l8WvsUUqGocoEyeTE8kMtirg2wuLHe57U94/AYUdUs+NB1+Hgt49lxW6F1RP0zpgkpg/GQpKq8/LY41DGFb8RaXtu9fQhAOSVLWxlcna/wse1eCcWNg8EDGs2WrFZEEgYNZxX/npEYJGA5948DLE2fFHVxwoCl3dU/NDrAWiQAWN0VwNLnytcrYPUeOQ+FnHKjR/tGGnOMeP0OlZv2w7aAiSiQR/w00692zpPnEajVejACfUagZNECaNZlLGpVLsNULSr7j53HAO8FuHF0ObtGQVGwfvUTMbz2SaUhyHocysEAwVUfvy4sRkmsJDUGS8jOKrUVZh3xllRMepQexlPbuPgtLkVCcitY2qBODmANqjYOr59xsWIJixRgCSlfZN+opzjUMbWtOl9tK1A6HkC1Pc8p7r64c5EPoMtvzzG8BWtAIzJEwOrk3Bcw4QLaE5b8pRwxYnUfBbAMaP0Y21B+O2BRXNOew2cxfPJSHN86T7319rscuW3vSYyatgwng3yQIX0alPUeuxcAACAASURBVKnTHROHejLIonLrzkM07+qNMzv9kC6NLV685eJMkqukMjNFOhtzRH7k5xxKrj6Udn7eA5++fMWpsDC8+PgRLrkdkc8+I4vboSLn9OC9iNfMJvLJG1w6dA3RH6JRqnoxOBQShzLVSG+fv4tt8/dy/aW2gluferJsT249hzUTtyImbkvTqWxe9FvQRT1mG0tzpDID3kf/p+EU6m9qO80YrBrtK6LdKPG8TuSTAZW91f2pGh222gsFy+YXdfzcHsLK4Oyj4sogzdF/OF/B6uvXWVLB6uDUlzcmpzJ5Nb5YhQY9oIowDK4MFVfbfn7lpSyLdLap8O3bD0R//a6XiZmZmMA+ffztBhS//uqd5u/sTgX74wd9kKgUzJgdNRqXR7YKDshaISey/GXFft+rfhfcevESZXM5wMUxN7M0NQHs0lnx2k/YrLmZCdLbWiDyA3dyWKhQP8lRHBcKKFg9FAUrOXwrtw29AJZr49548+6j6JgIYGZ795I7bln1dh44gxcRmgG+KsNCBXKjQpkiGu3cDXuCNj0nokPzWvDyaMLuoipSpRMWTOmPSv8UY3XvP3yKhh1H4tCGWciaOaPgiylrcNoqURJh1UkWnRpSjJPLA0/efYCb/xp8/BL/S9G9THGMqCl9is9r0w4cvvOADSWNpSWG16yEJn8XkhxayMsI+J74Fx8+c6DtVekflHWQB2NkS31Sf1UL5EGO9GnxMvw1Mjtk5PfLklabsLWuKjRflc2ZvVcR9SEK5esUR54iOSXHTRUe3HiMwOk78SkOQN26Vcc/dbj3R6zQGMd1XIiwW09YtUw5MmDsyh7IU1i830/vozGkyWy1Hdk6FsqBBUdGSXWJwY1n4cZZzQShbQfWQzuJtAzjOizE2f3XNNqn8a68OEmyzz+5AvvdRkHkfJ75JW7570csLMzj1SnGUQnWOnU6pp0fLhzixxuWjcwM89h429yVcyNDA0cMib4EaieWArd+/ECujH9hf4+ObPympiaS3wlSdejz5Ch5FvAB60FPBbCSw7dy29ALYJEqFPP5K9YHHUaWTBlQOUEMVqpUZmwrjoLLk7us2XoItOUnVEoWzY8aFUurP3r6IhLuvSehTHFnTB7WBWZm3ItFCtakYZ1RsxJXN7GCpWwRJvdTM7z2fE6extbr/Lv/1rq3RdY0mqdKE45+87Vr8Dt1hjchKTv6C7lV4GpEfdVUMZe2aI58dgKQlKAHoT4n1KkFF0dHQccm3CIcvXcfToU9ZPVsLSzg5VoBtZ2cJB/I848fsfLCBbz48InVrePsjFrOBSTtqALZXnv2nCmDFRxzI19GThmkPGFSJyTJnnyV2tKC2dApwsgnr2GXIyM7RShHWVSlsYh4wv0hVrBsPslYMarHtol7LVNvE1ultkRfvy5wLptX1rz/1EqGuEVo8vUrhjWYgRfhkeyxmJiaoMXAhnDOkh3PToXj+elwvLnJfY/s7Zkab7Jw9xXGsgsLf7Dg+LE1a6Ja/jzI9Jc1XrzhlG2hQgpWhjSWoioXxXolR1EAKzm8qFsbegEs1RCvh4QhtY0VCxI3pHIv7Ck69Z+Kqi4lMbp/e5jTdQlxhWKwalcpi85t6rGfKDFYhvTk9DOWvkE7cO0ZP/h6TuNGKJ5N+1qecvgIDoRqXqFDI5ayo63I0Xs1T9ORXYfSpdCxrHgup/r+ATww+ztbNsxr3FDQWSrA8v/3UpJgkBrtvGET7r9+rdH+0GpVJOHs3uvX6Be0XWO8bkWLordLBckHSyC54sJFtW0tpwIYVrWqpB0B2Zbr13H5KZdmo0T27MyvcgrZnn74UAMGVSkw5MCgnD5Seh1DBKzUVuZIa5sKL199QNjdVyxxcOLy9f0XfL72Ak2u7cUPUy6VgwlMEQtK72CK4tlzYF6jeoYFWH4CClYvRcHS5zumV8BSTexTVAxiPvP3oCn1AUnI+iyh9x/DzXM06lX7H3p7usE0LnuvjbUly3m1dM0ubN51nJ0ipJ91HzpbOUWozwdkAH0lVcFacf4CVl68xJuBFGDtCw3FtMNHeXZyAKvKgkU8u8xpUmO9u3ASVBVgDd2xP0kwSApUm0B+ji4xqFMNcMoRYQDd6eHBVClthfW5mt/n0KrSUCfUpxyo0wUGDWAJG8wQDBmwPn3+Dx+ihK/KIQeSslRgIsXYMe1KXWjH8a/UqbG9QzvDAixfAcDyUgBLny+DXgHrZcRb9Bk1HzdCwwTnqAoc16cD9h45h0HjF/K6pDxYU0d0RVT0Z/b5ibNXWZ0iTo7wmdRXnZBU2SLU59P6PX3RF3rnDRsR/TX+l29NpwIYXk1cMbny7Dn6B23XGDTBjn+LFqIAcS/yNbps3MSbrBxVqJ7/Mo1xUiNyFKwJ+44JboNKwaC2scoBLKYMPhdQBhuJK4PMr9s1/UrzlANK9ZfxFb4sadJgXTvxRKjaYPBoj/hj/L9ndRpXr8YOWM4T5wiGj1mYm+Fg1y4KYBnXcvzlo9UrYI2bvRKHTlxkKQ+m+a1jp/NIJZq9eCOLzfKb0h+pzOO353757H+iA8r0/u3bf7xTjgpg/YQTjbDqiw8fkSVtGhYrdDosDJ8+f0E+ezutMU2Jp0jbfZuucvFbaSws0Mu1gmjclso+cSwVgwdXeVtnieO+5MRgHbsbniQYpPEKQZ0ctS2pCpY2wGJ9lhHfQq2ykK/w0RykQCmpMGiES/6XDtnYAavIlHn49v0HF6SfQMZKb22F7Z06GhZg+czkPcsHvQf90uerNK7pAb0CVhOPUahfozzcm9ZAiZpdsGPlZBbcfvzfq+g5fA7O71kEW5vkOaKqrwetAJa+PK3ffhYcO42tl+MD29v/Uwbt/ycdq3P1yXNsDb6Kj1+4APUO/5RBsRzyYg5P33+I+xGvmbpVPm9uNdiJBdKrvELxQZ++fGE2pCqdevAAqa0sUcHRURToEga5JxUGaUvT5+QptXJG6tWkOrVFVToaN2279Q0K0lDc5KhQNNeWqwN5St0cCeWL+hQCpQq5c2NindqiC2zU3n0s/ipxkdrO1O+qNfzejB2wKs1Yilfv6TAHO3uLWDPgRyqgWbG/0btCeYMCrLzz+YB1v48CWPp8S/QKWJTA07NNPbRoUJmdzps+uhvL6q5K7rl2wWgUK2Rcp3AUwNLnctVPXwRJAzfxt6AWtWvOcllpK6R2dVu9CVFxcKWqt9qzLQMfseJ39DS2XYkHOltLC8xq3ki0P2qP+hy7fR/uR3JB5pnTpsGQWlVlQR3Nc/uVa/j09SuszVPBrWQxWXYMjiJe48z9h0mCQbJXnf5TK4NfvrBAYbFDAwn9R3BGMW4qkG1erKgsVZHsRu3di5cfuROPtGU7sU4ddnpRrCQVBvWzYo2nF2MGrKvPn2DA+l1cmgdKTBr7g8UMp7I2x6ZO7ZHWykIBLONZinoZqV4Bq3XPCShROB+G9GqNAd5+ePf+E2Z59wTlq6ItwyOb5iCz/V96mXhydaIAVnJ50nDaWXnmAgLP8YPTe1YuD7cS2u/+238rFDP284PT3cuVQofy2reuCDYaLwjgOaBGoQIYWks8zmvMjn0MdBIWgqw1nuIxRUIwSFC3uF1zSRjcevkaFhzTTD/h3aAWXPIJp4JIOLbp+4/gwC3uZCX11+Gf0qI+VdmSjxYcO6VOBVG7sDNqFpKXCoLmeu3Jc6bw/Z0jG4NWAjsqctVBUhUTwmA+O/nbxIazsn//SIwZsNosW41XHz5xOePUgGWKrOnSItCjNUs0akhpGvLOE1Cw+ioKlj7fAr0C1vxlW0Cn9vwm98PVW/fRpucE9Vx/RaJRfThSASx9eFm/fWgDrMG1qqBWIe15oYTAg0YuBVjaFLOi2bNhTgvh9Aoqj3QL3KRWrxJ66VB/8eBrbWOVgkjqo9GCAJ5KJ2es2gBUjsInNE+p50FjFfKtnDmSbWIY7Fm5gujz1+8qNc7ejBmwas5dwiURpcugVSU2FmamZtjfr6vhAdZcAcDqpwCWPt8cvQJW4olR5vSzl27BKa8DyhR30nuKhuRwtAJYyeFFw2qDFI92yzTTANhYpMIS9xai6g5tm3VfzT/9R1t9YnFYuihY/TfuwPWn/JN4UoClDSKlYJCeVPU5woHiUn0m3gZVPXUp/wg9D7KVA3VJ9Y8uMGhYq9mwRmPMgKVt3dM24cF+3RTAMqylZhCj+a2AZRAe0HEQCmDp6EADNSflY8WZC2x0aaws0FRmfFJicGlSvCh6VZE+/ZcYPuQAHY1NCJQoQH58Q/GgbW0wKBVnRn029OOngpADO9qgTgqwdFH4kgpYSYVBA13OBjMsYwasuvOX4ut3/h2KFqZm2NO3i+EB1hwBBau/omDp82X45YC1OHAnrt3m3zovNMkZo7vDxlo5RZjeNhUi3mu/DFSfC+RP6etV5AcErj6JqGjO75VdC6Giq7Os6V8MfoBH4ZGwtbFAyZJ5kMkuLQs+lwpsp8ap39TWVrCxtWCB46fvPkCW9GlRIa+j5Ck81eAIXK48ec7+SfFFFO8llqhTZZcYIuTCYFJjsIRAiUBybWd3yfEKQZ0ctS2pgJVUGJS1YP7gSsYEWKvWnsSlS2H477/vcHbOjutRL/HALIr39ApmyQSf1m4GB1j5ZvMB694ABbD0+fr9csBasnonrt/mLruVKtNGdVMAy9wUCmBJrZTk/Tw66iuGjV6LiEjNC8lHD3dDoYLiFywvXHoQJ06GqAdkY2OBKRNbM8gSKw/DIzF77i51n/Z2aTCgX33kdrCTnBz1d+zkLVbP1sYS7u1cJftTNZoQBitWKAS7jDaI/PgJNqmk/7AhP32K+cz6UsFgGmtLlM/rKAsmaQyn7oVhS3BcXjArC1D6C7GTmapx05ad39H4VBCkmE1oJJ0KQgjq5ICZLjAo+QD/4ArGAljTZ+9E8JWHLNwqlvJdxQIWX4Fn5czBLiJMUJa0a4E89hkMELBm8VbavQED/+DVp/+p/3LA0v+U9NujskWoX3//it5u3X6KCVO28pquXaMYOrhX1NolqU99B6z8aTsyGDZqHVO9EpZSJR0xqF990SleuPQAs+ft1qhDcDZ/dkdJ18yauxsEWKpCMDh3hjtyZkmHdyJXhNA8Z8/drR4v9de9Sw1J+KR+yLd7919RK4PNmpSTZUe2BKEhIU/YcFXKIIEdKYNyFDoat0pN3H+Dg+DiDjlkp6IgqNt3I5TZ0TaxXBiUfBB/cAVjAaxWHXwYVFGuKyIsFtYeC7RvUx473oYh8mM0UltZoHul8vifowN7ooZ2ijDfLAHAGqgAlj5fPwWwdPS2Alg6OtAAzLUBlquLM3p2raF1hNrsnJ2yY+xIN9GZtW7vw/ucgGfZom6idguWHMTJU/GKmaqylNpGsDJ81Dpe262a/Q8dWpcXBSyhPuVAHQEO9RkdzSVdVZV5sztIKm7HT93GoiWHNOwG9K2HMqXyiPqHVDZSFVUgST5t364iKrkUlFxpCWGQlME6tYrLhkHJxpUKzAPGAlgt2/vAlI2YOzEYSzJWLLB+dW+tT9LgAGumAGANUgBLn6+iAlg6elsBLB0daADm2pSo9m1d2ZestqKLgiUEWA45M2LapDaiHpk5dxcuBfPv8pQCLG0wWLhgDsyc2EIUsITUNhrkulXav2zocyFIop83bVwWzdzKic7Ts/tiHpjJAVdSy1atOanRNkGWz6xOLM5N7FkmhkG5270GsISNZgjGAlit2s9nudoTFkp/tT4w5QHWl6/fEPH6HQvPyZBePCGy0Sw0AxmoAlg6PggFsHR0oIGYEwysDDyOmBjuQmc523VUL7G6Y22dClMntZFUaIRUITngIQQQ1KfvbA9RgNBFwRo3aStCQp/ynpQUYAmNVS5gCQGoHKhLKoBqG6sUZBvI8jWaYRgNYLnPF0wbJLbmDU7BmiGgYA3WVLBGTVuGbXvj/yApWbQAfCb2Qfp0qY1mTRnyQBXA0vHpKIClowN/o3nYk0hcuBbGTv+V+dsRmTKkZaf6pALUaciv3nyArZUVsyV4uXjxPuwzpUWZEnlFQUc1XdrK2rP/Mm7e5sClcMHskqoO1SO7BUsPqFUsgqsO7pVkbYElhg+ynTezvWQM1uat57Al6LzGk5KjJmmDOim1jTry6LZIDbuqjuX0mdQtVKE5yoXB37iEja5rYwEsFeDTBmFsKhP8MAVMfwAblnlp9bmhAVb+6XzAujtEE7DolL9L2aIokDcnnr+MRNteE+HerCa6tmtgdGvLEAesAJaOT0UBLB0d+JvMN+w6j417uTxXqjK+XxMUzp9NdEQ37z6Db+AhvHrNnTjMnT0jhnavy+BMqlB/N+5wQJUpY2p0cqvIAE2qREV/xYXrYQzqqJ/K5bhs8kmBQdoqvHX7iRoG6RShhZmJ6BYh9UUAooJBOunY3O1/skAyMbhIHRxQ+UJIUZITgyV0CMDOLg18JA4BaINBOhEq52Sn1DNUPuc8YCyA1a23P96/j8G31ERW8U/PxtICgbO6CD5OYwSshBP59u0/VG3eH7093NCiYRV2hR2lWBrZ151V+xQVA88B0zF3Qm9kzZRBWdIyPKBXwHoR8QYhd8NRupgTUtta49GTl9h9+CxsrC3RsmFVWFtJf9nImJNeqyiApVd3J1tnTXv58doqlC8bJvRvItpHjzGr1HClqkjq17BudUXtNuzmA13h/Nkxvm9jUTuCqzHztuLhU+4yZyoEdbOGt5L0BcHg1CW7ER3DBZlTf17uVTVg0MbKXBCwjp4LxZGzXDA9wWDLumWRKYO8+Izz18IQ9vQ1q1+2qCODSLkwSP3RnBMqg/SzihULylIWqS5t9x47fpuN3daWC3KXo0quDDyBfQevqv0qFwYlH4RSQe0BYwEsWq/9xq7BF5MfcWkaiLKYnoWG1YqjYxN+8mCDA6xpAgrWUH6Q+9ev3xCwfi+On70K+4zpMHlYF/b9vGLDPpy6cB3+Mwez5/f+YxTKN+iFvWumwSF7ZmVVy/CAXgFr0rxAnDh7DbsCp+L79++o0XIg3rzjlAC3uhUxYYiHjCEbVhUFsAzrecgZDX2Btx+8lFdVDmAJgVmmjGmwcHx70a5Hz92GW/f4V9ps8e0larfr6FUs33KKV2d8X2m1zX3wUjVcqRog9au3e3V1e0KAde5aGKYt3avRJ8HSonHcX7JiZerSvSDAUhUbawvMHtZSEs5evfmIqUv2qEGS+hvatQ4cs0vnBbtx9xk27OHUSAKzlnXLyLKj+jfvPcONe8/gmD0jCufNzuxJ5ZPKfyblB+VzYQ8YC2DR6DsMWY4P0Z/Z3YMs4D02liGWpbk51s/typugwQHWVAHAGsYHrJjPXzFyqj9C7j1CJru/MGVEV6ZQKYCl+1usV8Bq2W0cKlcojh7tG2HvkXMYNH4hNi8dxyCr3xhf/LvLD+ZmZrrPSo8tKIClR2cnY1dJVbCSapdUwBJSvsgNLeqUQct6ZbV6hEHkEC0Q2S9epRMCrPmBh3HsPJf/KWGZNayFKLiEPY3EwKkbeXYtapdGK5GxkgHB1fnrD38a6oT6JKhb7N1ecvt19PztuHkvPnif2Y2VtkvGZfjHNWVMgNWi3yL89/0HJcNSFwIsgq2t83sYAWDN5o3x7rABWtdcbGwsugyeiSz2GTBxqKcCWMnwduoVsGq1HsyC55rWq4hpfuuw/9h5HNk0B9ExX1CmTjcGWwXz50qGaemvCQWw9Ofr5OwpqTFYUxfvYYHxCQuDnfraYYfq+gQewrFzmtBiT6qQhPKli4LV1EvLNqgEYI2aFySoto3v0xhFRGLUSEkaMz+I95hIGZwosRXafWwgSMVKXLb69BR97Otp63XfRV4dWWP14Y+VwWBd8WeZnOvwT2vLmACr4/AV+BAVzX9EsYDQujQ4BWuKAGAN1w5YNNHJ81fjQfhzti2oKFi6v516BaxeI+bix49YDOrREh37TkHl8iXYtiA90Abth2PXqilwdMiq+6z02IICWHp0djJ0Ff3xM2vFJo0V6BTh+SsPYGtribLFuFOEUoWUofW7z+HhEy4Le5H82SXhiupRgLrPqsNqcCG4oq06qaB66m/03K149Cw+BitXtoyYPUI6BktINevU1AX1qxRTT1NIwdp17CoCtpzWcIW1VSosGddBVBXSRcHqP2WDxhxVnScVsLzaVUPVuMMAQs+UwaACWFLLPdk/NwbACr/zAg4FsmDM/J24ce8xzwckaG2Zzwd/QwOsApP5gHVnRDxgUdA6XWXXpI4rcmTLhFt3HqLzwBno3KYeurk3YIDltyIIM8f0QD7H7Czo3SdgqxKD9RNvhV4B68KVEHTsN1U9PBVQzV68EeuCjuD0dh9YWKT6ieH//qoKYP3+ZyBnBPRL03fIGkQ+f8eq22VND6/pbdkvUrFCQHZo0zmEXOJUq5z5s6CRZ2UGaFIl+uMXnNl3BdGfviBnvswo4cqd/lMFcUvZh997CYd8mVn9G3efMKjLncMO5YqJZzNXtUt2AVtOqIPyyS4hXDHQFAhyJ7spS/eoYZDgyrNZRVFgUfWZeKuPbOcMbyUZgyWkRJUtmhvDuoofHjhyLhS+qw/zXCm1nakAltTq+zWfGzJgTRu0Hkd3XIaJqSnbFsxgY4v7ztY8RzhkyYC5An/gGBtgRUV/Roe+U3D77iP1HBvXdsGYAR1gaZGKAdaqzftBpwspjIdyZAVfv6MA1k+8GnoFLBrX3bAnuBEShlJ/F1CfRFiz9SDsM/6FmpVK/8TQDaOqAliG8RykRuEzeA0un9C8YsappCOGLhQ/WLHd/yh2BBzXaL5ERWd4TRVXkCJfvIN3pyWI+fRFbVuhzt/wGNFIaqg4uPkc1vkejLer/Tc8hzWUtCOQC1p5AuH3X7G6BYvnQg23MrBJbanVVgVYz15+QvCZO4h89R4OeTKjZPn8zIa27eScHox4+R72mdMxGwqSD3scgUx26VAu7hSh1OAJ6nYevcICzqlQcDtt1clJY5E4ZsyjaQXUrxyv0mnrm22F3o8/eMBUOm9xlU5qHsrn4h4wVMA6tu08Fk7chR/mpoCZCWJNTeIuejbBh0LcuqZC9zwvHOsu+E4YHGBNElCwRvK3CAm0Xr99D7sM6dmJflVRbREunjYQn6JjkC6NrbK8f9IDegesnxyfwVdXAMvgHxEbYK9qEzVgRzXqgHMTRCfg3X4hHt97yauz7Iy3qN3aeftxeLNmck4yGBvQFQ75tR9xJtXKuzM/ON1jWEO41P5btE//aTtw+sANjTrVm5RBWy/t9ykSYH2L+YLObvMQExUPgw55MmH8Ik/Jhxty7THmjt+itnUu6oC+Y9xEoU7V6KnDN3Hi0HX2T7vMadGuczVZdlT/0rl7CA+LgIOjPUqVy8faoC1KOacOI169h30m7kvzyPlQvIp8j9Q2lqhStqAsoJN0ilJBqwcMFbCWjtuCg3uu4XsqcyCVKWJJxTKlS55jUbxcPtjk/wuFHTPBOV9OrX9wGBxgTRQArFHiMVgJH1ziGCxlWf+8B345YN1/9Izt3XZoUQuXb9zDk2fcX9dCpWWjqkyaNKaiAJZxPK3BjWbh9QtuezBhkQKsIW5z8PrFe56dFGBN81qFO1fjpXdVA0Pmt4dTCe0HOYJPhsJ39CZefw07uKJxp0qizu7ZaBYPIq1TW2LBdu0XvBJg7d9yHsvm7ee1PWxGWzgXcxDts3uzuRpgRpUrVC+MrgPri9qdPHwDS+fs0ahDcDZiinRs2ci+KxH+MEJt65DbHiMntZKEsxNHbyIw4Ahiori8YKXK5kO33rVhY6td4TOO1W08ozRkwDqw9zp+WKXCDwsz/DAjtYo7Pkin6/oObIjGjYpB7Pd9SgOsOw+e4GXEW7iWK2o8C8zARvrLAev4v1fRc/gc7Fk9DfP8t7CTg9rKmZ1+RidDKoBlYCtay3DWztqDQxv/1fi0fL3i6DymqegEfIauw5WTmqf/MmZJh+lb+4vabV92DDtWaF46TAZSClbolUeY1i8wSYDVqdpkwTEtPzxC61gJsLasOI4NASd4dToPqg+Xmtp/udK24KCOi3h2TkVyYsQM8UurJw1bh9Ab/ADiWQHd1OqS0KAvnr2HeVP4p/+69q0D16qFtc4zOuoL+nZfooYrVcV2HpVRu34p41jEKWCUhgpYoefvY1Tf1fjPxhyxFuYaqRnI7RkypMbmbf2MC7AmCChYo+UrWClguf32KfxywPr+/Qfotm7K0q76i+C3zzoZB6AAVjI68xc2RcHqB9adRkgwl2vJuWRu1GxdQTJYnYLiCbKexG0TElx5TWsNh/ziwfEUgzW242J8jlNLqM/yFEs1UjwGiwLjB7Wap2FHtt7+XVjAu1iZ0n817lwL16hSonx+9JnQXBSwkqpgUcxXj+ZzkxWwJszviFx5Mmkd79a1p7FtgyYoU+UmLf+BWxt+dm1VQ7dvPMGkMRt47ToXyoFRE1v+wpWnNJ3QA4YKWGltU6FT7dkIf/sRsVb8XIymZiY4dGSkUQGW0/g5vMUXOkb8D0NltSavB345YCUcLp1GiP78BaltrGFmZor/vn9H8LW7sLa2RFFnx+SdmZ5aUwBLT45OQjcHlx3Exb2XmaV9zoxoNKAR7HNKZwaPeByJKwcuI+p9DBwK50TJWiVYGwRpck4Phv4bCqd/nECwdPlUCCKfvYVzSUfRrcGE06M4rO3LjyPqE5dSokmnSnAqLp0fjuzmj9mE1y8/MLuceTKh89AGomCmisHydJurAXU5HTNhwmLpGKzJg9fylKi23aqhZmPxAyuBiw/j4M5LGk/V2sYCizf2E33SSVWwHoVFYOTAVby2S5bJiwHDxa8rSsLSU0y0eMAQAWvT+I04v+civv/3A2+jvuBb/pyAuSZkWVlZYM/+IQpgKSv7pzygV8BasHI7lq/fi0MbZyFtahu06j4eN0K54+8DurWAZ2vxI9k/NTM9eJ7QmAAAIABJREFUVVYAS0+O/sluTm08Df/+ARpWDoVyYvxB8eD08JuPMaXZNMR8iFHburQoj85zpGFjzZj1IKhTlRqeNdB2vHRMEQHd9tnbEfGYy3VVuk4JkK2ckhAGCQQJCElZoiJ2elDV9qu7z1CgeC6oThFGvHgLh7xZUKpCATndg7YJt60+icgXHNSVrlBAEq6oHo1xzsStajgjuGrXrTpcqxWR7HdE35V4nCAGK2due4ySEYPVr9tSREZw41SVfkMboXRckLxkx0oFnT1gaIDl03kBLu6+BBPTWLoJh2Vpp5OEP0o7a8yVtp/HjW1iXIA1TkDBGqsoWDov4p9oQK+A5d57Moo4O2Jor9b49+JNdB40A+MGdcLb9x+xLugwy+pubEUBLMN8YlOaTkfoWf51LzPOThNVsdaMXoeDAYd4k5KyCzkTiqnNp/Psxh/wZtAjVsbU8Eb4Lc14pM5zPODSQvuWF7Un1GcNj+poO6G15EM54H8Qa8euV9eTC4PR76OxbdYOhN/itiILlndGTc/qsElnI9kn2Qbvv4LIJ5FqZZBAi46Jq071iTVC9tQP2Vw6fw8RL97BPkt6FqwuBybp9GDgsqOgeCwqFasVQcUq2uO2JCekVPhpDxgaYHXM3hmxsT9Y+gXVNTgU1F7Qow6ePIuEpWUqlPnHCQ2blkU+h/TGBVjeAoDlrQDWTy9aHQz0Clh0VU739g1Z5liVmnV21wJExXzGP/V7skD4XDmM65ZuBbB0WH2/0FQbYEkBjza7YZuGwLk8lyhUqGybGYTtc3byPmozrhVqdtauRpECNfh/Q3l2Tv9zwvAtQ0Q9pG2sK54uE7UjlW5MTb6SJwfqlvbzx+lNmjFQcqCO4Gjg/4ZoKIOkuPUJ8JJcBaRGrhm7Tm0rV1GkPtd6r0uSMig5KKVCkjxgaIDVIasHYJpgKrF0cjAWC2/78v5oyJbR2qgAy1kAsEIUwErSuk2qkV4BixQsumtweO82aNRxJIMpn0l98SLiDao1H4CtyybAKa/4X/tJneivslMA61d5Vrd2hYDHKo0VFoXw7+dL2FNSFSxtgCUFLdpgRxfAklLbEqtXqvk36t8ATQaJxyN1zM7fKrXLmREzz/LVu4R+1eYfKeDVBqBSfqW+pzSbDoqHS1jkzFG3ladYi3nA4AArmwfv8BXlvlp4KwUA1li+ghUyTlGw9PmG6hWwNu86jrEzl8PG2grRMZ/ZhZL/lC6MjTuOYtzslTi/ZxFsbaSvINGng6T6UgBLykO/53NSL+Z5+Kq3CQmuusztjFK1uYB1bYW+0EfXGIvPcXcWUj05Co0QCFCfEw6Okwys7+7cS6M/6lMOCMzr5IPLB67wpiKlYF3adxk+nr48Ozl9CgGWHHAVUr5oAFLKoLatVznPRGiscsD196zYP6NXQwMsoTVCT0LoHTI6BWuMAGCNVwBLn2+aXgGL9ra37D6Bi9dCUb50YTSsycWYjJzqj4x/pWWB7sZWFMAynCdGsTWXLtxHROQH5Mplj1Jl8rLBEfzIOT0YcusJ6Ng+Fyt0GRHhEShVp5RkDJXKAwQD+5ceQPSHGNiktWZqkFT8FdkS8BCAqKCOIKBvgJdkXBP1N9djvgacyYEkmt+AcoN5UCelfNFYhbYlS9Qsjr7Le4suBG0KVlIBS2qeNMeehfhjUgDr976vBgdY2Tx5Oa/IQwvuLMDhg9fY75JixXKz3yUKYP3etWOMvesVsIzRQVJjVgBLykP6+Zwlkuzlj+hoLks3FYKsyTPaSQ4gcPkx7NvDpXOgUrtuCbh3qixp9+hhBLZu/BdRcUHTteuVROmyHNRJFbIlGKTiWrkQ7O3TygZBsiH7XLntmc3l/ZcR9S7qp2CQtiYJer58+swCfBv0aygaY6aaD9nN8/DB6yfcicecBXOgy7zOkiAppAzKgR1tMCgFZjS2geWGqMepGn+F5v8wJVMpv8cDhgZYA8sOxuunbzScEWtjhe/F8rGgd1XJ6WCHVSu7GlUMVsHRfAXr9gRFwdLnyv/lgKVclfNzjzOVuSnS26ZCxPv4e+F+roU/s/aWjf9i6+azvMmPGtscBQvn0OqUE8duYbEf/5oYAjMCGG2FAV1PTaCjuqO8xfujOls2/IttmzTH2m9IQ0k4oz4X++3DpfMcmFnbWsC9U1VUrFxI8qFHRHzA6uVHERWX+LRSlcIM7FSXPb+L+qa1DbINPn+P2ZYqm5f5hcCHipzTg2RPAJlQGXQokktyuzYh1BEMkjJIpWaXGrJsEyt8BHSd53rIUjMlHapUSJIHDA2wCPzH152Aj28+sfmYW5jjezFnfDVnd+TQ9c6AyQ9QJPy8ee6wy649j56hXZWjAFaSlmiyGv1ywFKuyvm556UA1s/5S1VbG2B161ULFStpBxCCHSEwc+9YCaRIaSu3bz7BRG/+nYFuzf6Hpi3/EZ1Elw5+vCtbWEbx8dozrlOD+3YHY/XyY7y25yzszABGrPTr6Y/IV4lyQA1piIoVnWFhZgJtgMUyoI/dqNF0k+b/Q9NW5SUfVGDAMezfHayuV6teSbh7SCuDBJKBAUcR8eojs61UtTBcq0hDJNWlVAzBccogJRGl9A/0JWqb1kYWDEpOSqmgkwcMDbBoMqmtzGH67StevfwIK7t0aNt0FhBLRwsTaFgmQPsOrqjVsIzW+RscYI0SULAmKgqWTgv4J41/OWApV+X83BNRAOvn/KWqvW9PMAJXHOcZSylY2gCr/2BxRUkbYNWqUwLtJSCiXTPhfG+rN4v/8ps9bbsaHhJOdOS4FqIqHY01MSSRvUvlQhgwqL4oYE0cvREUm5a4rN4ifqeZEJhRG5NmuYsqg1RnxIBAjcuc6Wdde9dGRQnIosucl/js0xiqkkg0ae/Tr7IyVMCiq3I+ff4PH6K+oa3bLNKtNAqhVsPGpdGyvfYL1w0NsAqN5P+euTVJAaxftbaF2v3lgKXPyfyOvpQYrN/hdX6fpHoMHxKIyAhO9aDiXDAHRo8TV4Vo+6pfT828UZRVfP6CzrCxtdQ6OSE7qswUM4ktuy7t/RCTIFaMjVWGgrUq4CgOJIgVUw0uqYBFCs+osU1/CWBtWX+Gtw1K45VSvyJefUD/7v48v3N3BoofgunXfSlPpXPIbY/Js9sbxiJVRgHjAKyZLKO7JmHF4siJ0UYVg6UA1u9/4RTA0vEZKIClowOTwfzh40jkzmnHMnRfvHifXd+SK3cmyZgmVdek8OzddQlR0V9ha2OBpi3LS6osZEtbdps3/quGJddKBdHdq7bkjCjua4mvZtyXnBgsISXKzj4t5i4UD9pm8WI9lvKgrl2nynBrWvaXANa+XcLbmV29xJUo7s7AwCQBVju3WYK+X711oOQzUSroxwPGAFiJ11GsmQlMvsfiyPFRxgVYIwQUrMmKgqWflc71ogCWjt5WAEtHB+pgvufQFaxYf0rdQpkSjhjcq55kiwRkm3acY0BFpW71YihbIo+kHVW4GfoMt0KfsrqVKjghU8a0DOzE1C5Vw9Qf3VpANnQK8PZN7nocuupFKoZK1cbF8/dA8EKF+nT3qCLLlqAuMOCIGrJIvSIYtMto+0tisEjhS6xEkTJIapLUXLu08+XBYJMW0nFfQncNOuSyw+Q5HWQ9W6XSr/eAMQCWu9ssFn313coM/1mbMzWLko/mzP4XJgxrzv4IEyoGt0WoANavX9ASPSiApeMjUABLRwcm0fzV6w/wGrqKZ93Tozoql9e8qDVhJYKcXsNWaKRzoM/HDnZDYadsoqNZvvYk9h6+qlFn7BBpOxrrDJ89ePQ4kgMjGwsM9qov2Z8K6DZtP6fus3mjcrLsyIBA8uLlMPaFUKqEIwM71Yk+VYNipwhp3CqbS+fuIerTZ5T+X35Z6h61T3FYpAyqALRO/VIoWET7iU7VmE4cvYXAZfEwSNuDA4Y3koRYJQYriS+THs2MAbA2rj6FoO0X8F8ac8SamMA0DrB+xMaisktBeHlUNwrAKjycr2DdnKIoWHpc7oqCpauzFcDS1YNJsycladyMrTzjZg3KoEWjclobTaodNdhCIPt5wQLZMW5oE9FJ+C07iONnNK9sIcha4dNV1I5B5BA+RPpOb8/AR6xsCjqHzTsv8GCwUCKITAxYBKALAw7iwuUwNQx2aFURlStoh1ZVJzTeVetOqpXBOqQMlpSnDD4Mj8TtO5wyqIbBVx9ga2spCVZko9repS3Gi+fusnZKl8uPXI7aU20kbeUpVrp4wBgAi+Y3cc5OXLv+iMvSwOKxYkHJGszNzbBucQ/jAKxhAoA1VQEsXdbvz9oqCtbPeixRfQWwdHRgEs2TCkra7OpUK4ZOrV21jkYb7MgBrLHTtqnhIWEHy326at1uoHp7DmpugapsO7ZyQd0axUU911ILDHongsHEgEV9rkyw7UqdEAz6TusoOlYCHK+hAsrgEDckhrrEAz92OgQLlx3S+PFAr7qScEbPZKH/YfWWrb1dGvT0qIFCzuJKZBKXnGKWDB4wFsDyGrkGr56/1Qh1p5tIKCvvRi0XlBvaFmFhBbCSYcXq1oQCWLr5TzToMSlNK2ka5HmNvtB7Dl2OmBjNBJlSW31J3VqkUQkpWKWLO2JIb/G4L22AtXGZl+hkNwqoUGTAVLrG2lU6qpNUwJrhsxsXr3DqVcJCW6FioHSLFMXpwopic4mxdvJawtuyJXD1HiatDJ44rakMEmT5TldiruS9RfqvZSyA1YluhYj5LOigDcYCWEMFFKxpioKlz1WvAJaO3lYULB0dqIM5wdKKBFtStDUoFUdF3R07E4Ll646r4axSeSf08qghOZLEwGNtnQpDejeQ7FMIlOQoXxRDNcR7PW9c071bsVOTYiWpgEXbmScSbWdSP0kFrNqkDLbRrgwyGPTgXzxNP9f2Raaat/dUYWUwwFdcGZR80EqFX+YBYwGsHoNW4s2b+JQvKoeQSrVydhdYpOOncDE0BavIED5g3ZiuANYvW9wCDSuApaO3FcDS0YE/Yf7mvzfYH7kXb76+ZVZ/py0K1/TaE/8lbPp+zD3ci+aumCmTrgwymGdQx+1IDYH6pUI2BD23Qp7AxsaKbUVJxUKp2qatt3PBnDJEcEQKlLbTSAnHkxjO5KhXZJ/UGKzzwQ8wy2+PhkvsMqaBn4QqRLDbWyBerAcdOpCI3+rYazFPiZSjYGkDLCkwk3reyue/zgPGAliLVhzF0RM3eY6wivoBl8OfGWBlLJIZ2VwckLFIJmQoYo90DumQ6S9rnH56HUEvg/D++wfYmFqjYeaGKGRTmLVlbmaCDGks8eqdsDpGdehS6eQoCmAlhxd1a0MBLN38p2wR6ui/nzH3C/cFgVLC0jhTE1T8Sxyytr3cipPvTmjY9XLwQl7rfKLdP/3yFMufLsObb3GAlSoDOmX3RHbL7JLDvvD+As6/507/WZtZo3HmJgzQ5JQbn66D+rYxs0bptGVhbWoN1Yk+KfuYHzGg/1QweOHSfRYoXrpkHkEYFDpFSDFRx07dZl0RBHZo4yoLJAkiN24/p4Yl2j4dLLF9Sn2wuK918ek26GdyYrAYRO7QDOSXA2ZSPlQ+/3UeMBbAohAED68lPEfU+2aHH6df4NuH+EvlVZUIuuzK2+PwqPMsrQOXqtQEsSax8HLog7xWefULWIMFFKwZioL161Y3v2UFsHT0tqJg6ehAmeYEDSPvDufVzmOdF14OvUVbGRDaL0l2AU/9cePTDQ1bgjKCM7Fy/dN1BmYJS4ZUGTAw92AGS2LFL9xHAyKtTK0wyHGoJJxxMOifCAY7S8IgAVZYzF1sfrxLDYOVMlSWhE/VHKhfAkKCwcKpi6rBTmoLk+zpmVIhn9ApwgvBnMJYybWgLKCjugRZN0OeMTt7+9To2LqSLGVQ5rJTqiWzB4wFsGjat0KeYfXGU3jzNgrW1hbo27kqcufJyjzy8fF7vL7+Cq+vv8TrG6/Yf58ef8DzEW/xth53EToDrNhYdq3hX6kyYozjWAWwknk9GXpzCmDp+IQUwNLRgTLNaZtu4v3xPw1KSbWjjoTAjH4+22mu6KiFFDMykFLNCFZmPZzOa7tmxlqo/X/2zgKsqqXr439AOiwwULFQMTBQ9NrdXrvrKnZgd3c3tl5ssUUs7I5rYCvotbBQ8LVoFd5n7cM5nM1OOMg9B/d83/s8Xs6smdlrZh9+/NeaGftGon16v1nHgUGCugkFJovafYwPwczHs1l1COomFpwiCYOq50y8/5HsBjgNkoQ6mpMNr9fjbYzqWAYaZ7dc0jBIdW98uaZRBrOYZUE9+4aS8ClziSnV0sADhgRYSd1BoTux7/sfX2Mw/f00fIsLZ8BKfdlOPB31YGKChc6L0xSwXEdwFax7CxQFKw2WuaYLBbB09LYCWDo6MBnmY5+MQUwcO3ehnJ07OubsJNoKHyiVsCkBj1ziV8xMfzYVn76r8r3UxdzYArMLzRHtb/u7bbjxlR26kgNYFP4kBStpUT1jZ9E+xz0ZjegkvlHB4FJRu1Of/XH4/VFOHQqFutqUlPDrYM7nKr/2koTBB0mUQYKs8RIweC/8LjbyKINSdslYYkrVX+yB9AxYlOQ+/vlYRMaoFCztQpC1qPDStAWs4TyAtVABrF+8xFnNK4Clo7cVwNLRgckwJwBZ/3q9BrIoPNgjd09JpcU/7CiOf0y8+48gqWfunpJhMD4lSg7Qnf90Dr4f9nPAbGT+UaJqiy4K1oLnc/E2VhUq0y4pBaz2OTuhvF15wdkRgsECls6SIduZz6ZqQpnaHSyUgEGfd1t5wbW/k6fkXCZjmSlVf6EH0jtgzX01EyERH7iAFQ8sclEA6xcuLb1sWgEsHadFASwdHShh/vLZBwT8o0psd6vgjLwFsjG5O1K5TFQ/9MMXxs4hW0Ymafxp5L+wMLGEs5Wz7LASwdm/kar+yY7yk+T0rZ2/RUDXIntLUWBRuyFpqI9sR8rIwfIPO8KCSGpPjvJ1O+oGNgdzL1cenm+UZKhvWFDKFCxS6Z4l2axA45UCLPJNUuWL7BTA+rXvYGq2bgiAFRkeg9NHb+Pd208oWiIPqtRW7QBMGiJU510xOVj33uNb8BfcaxeIr7VUuYXaxdTIFHMKL0hbBWsYj4K1SFGwUnM9S7WlAJaUhyQ+VwBLRweKmF84dR/rFrOPDBg8vgXKViwk2ilB2dKZ+xH2XgVY9tkzguwIzqTKfp/LeHQ3OMHODi06VmYATarQl/LF0/cRERHD1CcYtLIxlw2DNGayIxtSh55EPEYWM3u42rjKAjoaH0GW+igKZ6uCqJ6lpqQtJbnvebsHJ0PPaB5RtTOzhtQjI2kOFsEg7ZaS2mV5jAcGi8sILZ7/dBYHeJRBOflikg+jVEgTD+g7YIW8D0f/DssQF0+X46gS1W1sLDBpUHN8C3iHF9feMCBFUMVXop2/48Um7mcVMlVE2+zt0xSwSg7lAtbdxQpgpclCT+hEASwdva0Alo4OFDEf1mONBpLU1ZzyZ8MMr26inS6Zvk+jeqkrEvAMmdhS1G7ftovw9bnMquPi6oRxs9uL2hFcDe2xGlERMZp6csZJlQkit649pbGl/oaMb8GAllQ57ncTN66o7t2zzy4fBqn+xVMPGIUvV67MqFy1ML4bmYCSz+UcJUF21lYWzBhJGbz37Q6sTKxQwrakLHvqnyBLDYOO5rnQwKGhJAyScun9er1G/VIpg63gLhLKlPKh8nnaekDfAWt4X288DXqnOl5B45p4OD8HHN+zfZWluANsnTIy52Bldc2OjHkzomjVvNj8xBfHw/wTbi8EclnkxrC8IxnjtDwHSwGstF3bfL0pgKXjHCiApaMDRcy7NuHuqKPqmw+NEu00pXYzx/gg6P4rTturdwwWBZ5jB25g27rTHLtxszvAxTWP6Fj7tFvKAjOqTCGJ3kPFr9/h61MODFL7Ezw3Ivh54l/Z2XJkxLQl3SShjlEGZyQqgwSRgye1kKXwMTB4WQsGO8lXBgOu/svAoFOBbCj7h+rsMgI7KaXs161MpeWUekDfAatV3dn4+T0RrVQyVjwyZzDHgDp/wKxgFg1UJfVB0pPc+dZomgLWEB4Fa4miYKV07abETgEsLa/9+PkTxkbGMKY3JUn5+OkrTIyNkSmjDesTBbBSsuzk2Qz1WI2PH76yKufJ54CZy7uLQ0vbJYiKZB8EaGllhjW7uOdhaTckBFgLvfuIQgSf8kXtNu9QCS07VREcKwHLxEEbOZ8XKZEH4+d0EH3GlMJg4L1XmDXWh9N2p161UL9ZOdE+h3lwFUW3P6SVwQsnuaFeBgbnyFAGPdjKoBw7eatLqfVfeEDfAat5jZl0wgLd6awpxFhZHeyw6+BQ0WMa9O2qnJIKYP0XS5zVpwJYCe6Iio5Fuz5T0Lvzn2hSt6LGSW9CwjBs8grcD1Jdc+Je2gULJ/dH1sx2zH8rgPXr1nBKc7C2rDmFEwdvsgZW98+y6NKntuhg1y4+zITOtEvWbHZY7N1X1C6lChaFFvu25x6joAtg/SoYJAd0bcxVFCm/bZF3H3EYHC2gDO4UVwb3beWGbKkjRhksKa4M/rpVqbSsiwf0HbCaVZ/Jgiv1s9o72GGHgQFWqcFcBevOUkXB0mX9JtdWASwAC1bvxIYdqrOA5o7vwwKsKQs2IiT0I6aO8IC5mSn6jFqIgvkcMWus6qwfBbCSu+Sk69M1FaEfvzJ39lFoKCAhz8itYiFZ4SjqgVSlR/dU4b6irnlElST1iAh4Fs/YpwkTElz1GdpYMsxHdjPHbMerF6Gah5OjtFFlPiWq19BGqFq7RLJhUI5Kp4uCxQdYDAzOlVDbBABrulc30Y0HCmBJvyuGVkPfAat5zZmq7HatEm9ihOKuebFs9V8GpWCVGsQDWMsUwErLd0YBLACfv4QjOjYWHftPx7DebTWA9TU8EhWb9MfK2UNRvWIpZl5OXwyA54RluH9mA4yMjBTASsXVSmA1b+VhPHysOuHbytIMo/o3QfEijpK97D50HfcDXzP1stnbos2f5WVdt0J9nrvyCBFRsXDIYosalVwk+9KuQGPNm9sBRnHxeHQvGC+fvUexknkloUwb6rauO4nQ96pQaLW6rpJwRfWSwiDB1dCJrWT1O37gBhYMOmS3w/Sl3SVzsJjNA1eT3AVJYdDOwmFQGuvaRVxlkIHB3eIhWwWwkrUUDaKyvgOWZ/e1ePVc9YfSD/MM+J7VTBMvzGRniZljWwt+r+hbiFABrP/+lVAAS2sO6ncYCU+PlhrACo+IQoXG/bB67nBUreDK1Az8Nxitek7C+f3LmDChomCl3iJevuEEzl0JYjVIkLVpaW/RTg6fuo2NO9mXBefLbY/5k8RzfOgC5ZHTdiAyKjFfq1jhXJg6ooXkQyXt0710fozqL56YTo0S0O06+A9evApj+ijhkhuNapWSdX+eEAwSbMnZdUh9OmS1Y/q6eeUJA4OFXRxRxi0vs4tQqlA/e7ddRPAzVYI8owxKwJUGBqcnKoMaGJQI8zG7M7uvYuXTyVHMpJ5D+fy/84C+A9bT52EY6bEWcfHxiHS0ghEd1GCUeGRDJlsLrFvYg9eB+gZYpT25CtZtL0XBSsvVn64B6+DxywgJ/R+vP4sVzofK7uwwTFLAIsN+YxYj6GkwA16mGTLg+PnrOHUhQANYP+nAlFQuxkZGzAv+uxXPSTtx5xF3F9+uFb2QQ+QsKiG7wxs9YWstfNyB965L2Lj7CsfNS6e0R5niuQXdH/LhC9oOWMf5fOyAhmhYQ3UooVCZtfwI/M89ZH3cqpEbBnevJWpHfXqM3IzwyMSjIEoXy4NlU9tJLpOjZx/Aa8NpjS3ZzRzVnPENJfNSPi/fMv4WEYO9RwIQcF91Lphzfgd0b1NZ1KfqwZDtxev/4n3oVzjny4Yq7gWZj96/+4zsOTNJjpmel+Y8/Fs0rpwPwrt3n+BcOCcqVSsiaatU0F8P0HdbPF2AnEZD/PkzHmamxpremPOtkny30jugGhe9B/HMmjtx5A4W7r6gOqzByFh1tyBVjI/D+T2qIxf4iomxEaR+J9AmqjiR3xvURmoUBbBSw4u6tZGuAWvbvpN4/S4xL0bbVW6uhVC3GnvXFB9gfQuPxPrth3Hn4VPYWlvi+48fuPDPPU2I8P1n9t14uk0HYGpiDDurDPj4jb0LTtd2DcF+wtx9mvCg9ni3ePURVXiE7FbP/QvZ7FWbEfjK3z7ncfjkHc5H00a2RAmXXIJ29wPfYNL8fZzP2zYtj/bNKoi6umUP7l2DDlltsWae+NleOw78g11+15I9VlK9+o7awIRAtYtH+6poUrc0LM0zwNTYCF+jvnPa5uuzfJn8GDOwiegzfgj7iuFTfFh9Fi+SC9NHiZ9DRo3SM1K/6tKkbil4tK9mCMtXGaMMD9hZmeH7j5+Iiv0po7buVUyMjGCfMfGPLOKa0C/s72wr8wywtcyAyJgf+Bb1Q9NpC49lzL8ZsKLCUGE89nkP4h0YYVzWjBac9rUrZzA2Aql4YV8T/1BK2lj2TBa6PziA0gN5FKzlioKVKs6V2Ui6BiyZPtBU4wOspG14DJ3LHLLoNVN1TYgSIkyul4Xr84X6ihbKhWkjxUN23jsu4OhpNihZWppi81Lx3W27/P4B5W4lLfMntmcS7IXKg6C3mLKQC1htmrijbVNxwGrTezmnWTlj5QufUkNThrcUzVETGqt7qfwYNaAx6CR3MxMjfI7gAhaFT1+8VoUytcvutQNFJz2lfqUQ5sjpOzhtSz1j6q1ApaVf7QF9DxF+1XoPWvfySoQrtWPigd3r+Ne/3oUIB/AA1goFsH71GtduXwEsSmb8+RPxcfFo0nUs+nZtiiZ1KsLUNAPjJ8rDor9gqM6hE5cxa9k27Fg9Ga4u+RXA+gUr9cyVQJy5+IhpOZu9Dbq3qy6Zn0QqzdwVh/HoiSo53j6rLQZ2qyuZHE92/cZuQJQeYH+AAAAgAElEQVSWeqMGD7FH47OTAztUZ9L8/ZpxqvuQ02dKoUUIsKpXLIKB3euKAla/sZsQ9vFbsgErpTAo9IxywPUXLEWlyV/gAUMCLL4/hii8uGedJ69n9A2wyvAA1i0FsH7BqhZuUgEsAMOmrMSxs+zwy6HNs5HfKScuXb+P3iMXMB4smNcRU0d2R5kSiXfhKQqWbus14OQ9HN9ynmnE2s4CdbvUgEt5Vb6OWIn8GoVLB64j8lsU7B2zoHJzd6Y6wQ8lcUuVoOv/Ik+RXIjPYIIHQa/x4lUoihfJIwll6nYpQZ6A4ENYOGyszNC4ThlZtqTSzF15WAMueXNlxUCPuqKKmfq5UgKDZMsHSiP7NUL5MgVEAWveisO4fkd1/pu6ELyumv2XqHtTCoME1ys3nOS03a1dFTSuXVpqSpXPDcAD+gpYN44GYMMcP8RExSJTNjs0bV0Ts09z8zPJxUIKrt4BVn+ugnVrpaJgpeVrogCWhLdJuXr3/iOzY9DKkhsbVwAr5cs18NpTzO3GDplZ2lpgwYlJsLKzFGyY4GpE3WmI+paYS5GniCOm7RdOPlU3tn32fpxIADr6Wd0u1dBxrPSuwbA3/4PvCn+EvfnENFW0gjOa9a8v6+HJlmCQSpFyzrIAUrthgsEi7s4MPOoKg9RukzqlGLiiIhYiJIict/wwXr75yNQluBrdv7EkDJLdiGk+LGVQTqiXz476XTG7q6wjN2RNhlLpP/WAPgLWnRN3sWSQt+pqZybdKh7x8Ub4WSovou1UkQx1cXPNh7Ge/DmIegdY/XgAa5UCWGn5AiiApaO3FcBKuQN9lx/FgZXHOQ2M3jhQFEJSahcc+AaTW6rUSO3SY1ZHVElQwISeZs5fK0Cgo106jGmOel2rizqADyLrdK6GTuOkoS6lMEgAun3OflkwmBSwCAZvnb7PKINqGCSwoyJHGSR7+1xZGBi8ducZQkO/IF8eBw3QSa0WCmkePnkL4Ql9tmtaQZYyKNWu8rl+eEAfAWtotcn4HPpFc96VepNhyVKFYFzHGYFP3iJDBhNUK18QbZtVEnSkAlj6scb0aRQKYOk4GwpgpdyBQqDkucwDbnVU547xlZQC1vHN5+Azx5fTZLP+9dB8YEPB/ghYBvwxjvN54XIFMXazeML37K7L8fjGU47thofcvy61KwnBoBR8Uht8MCj0jNqARX3O+Ws5Sxn81TBIQOYzZz8ivqrUyHpdqonOfcpXm2KpDx7QR8DyKDEMcT/iYKQ5HkGlYOUtmgdT9w3TuM0xq6VBneTu1ncRZ8oDVic+jz6sh/Q+BgWwdJxhBbBS7sCLvtfx97jtnAbmn5jIqCBCRQiUpOCD8r28mFAAu0gBFkHAyLrTUxWwpJ5RCCKlxkqD7F6MGwYQgkFtwFo/dhsuHbjBec4VV2eJhmyFYHDqvhFwEjnugsB1cqsFIP9qF6l5TPmKUyz/aw/oI2DxvS+UzJ7ZITMWn59suIDVhwew1iiAlZbvgAJYOnpbASzdHLht1n6c3KpKcrewMUeLgQ0lw270i3lSy/n4+FaVD0WlTK0SGLSc/4RldR2yG15nKqLD2WfQSMEO2Y+oM43VH/2scrNy6Dm7k6gDlg38mwm5JS1SCpYQfMoJS/L9wshT2BHTfLk5atqAJaS2SQFPSmGQL3xKfpIDkbqtOsX6v/KAPgKWR/EhjGKVtGRzyoa5/mMVwPqvFks66FcBLB0nUQGs5DkwMiIGF84+QERELKytzVC1RnFYWZuD4EcssV3dS+CD13DK5wD8jEPgtX8RHPgaLuULy04cJ7Xl+KazCH3zCdZ2lqjXVd6uRYKB9eO2aSCLFKHBy3tIjpnslg5cx4I6OQBBqs7EFvN+OQymhoIlpChKwaAQYMkB1+StOqW2vnhAHwGrf/nRiApnH8Qbb2UOhxL5UKp6UZR1L4iiJXLD0EKEZXtzFaybaxUFKy3fBQWwdPS2AljJc+C44VsQ/CLxdH1LazMsXdWLgSyxssX7LI4dDtBUqd/YDV08akh2/vJFKPbtvMwAHRX3CgVBtnLKo/uv8eih6gLposVyM1+ycguBZGjoV+TN58CEwAKvP0Xk10i4lHcWDZtpt08w6LvcHxFfo5IFg2RHypla4SMY7DW7I2/YNWkO1uyuXiyok5ODlVIYFAq9SoGZ3DlQ6umfB/QRsPbM98PhDWc0zvrpkAk/s9pqkt7pmpz6jctgzKhGBpWDVbYXD2Ct4wJWVHQsPn3+ihzZsoKu8VFK6nlAASwdfakAlnwHErDMnLyLY9C5ew00aCIMPQRJ44dv4dj1HtgA1WoWEx3AkH7rEfbhK6vOkFFNUa6Cs6jd3h2XsX/31WTbEVgtmuuHwAeqOxUJILt0ryU5TqqbFAar1yyOqhLPpx4g2d68pkqmL1u+IAN2clRBNWDdefCWBYNhr8PgVqekbBgkNer45rPJhkEKhW6btVcDdXJCvfJXnFJT3zygj4BlY5EBU9svwf2E9yfWJU/CcQ1q2IhnLn0+fXacYQFWTx7AWs8GLM/xS3H60i1mmWTJZIvmDapieN+2+rZsDHY8CmDpOHUKYMl3IB+0kHWLNn+gVXvh7c/+hwKwdcNZTkdSdkJAV6VGMfT1bCA68F5dlyMqQfVSV6TQ5KyFXUTthMa6eHVPODgI34tIYDa43zpOn+OntpVUzm788y+WzPNjjUsOfJLBsvl+uHZVdfwEwWCrtpVEYVcb6LSVwQaNy0hCa1IYpBCxW3lnxi+kuoklxMtfZUpNffaAvgKWnbUpwqN/4P7NFxg7bpfmPCzVP+iGaCOcOWdYgFWOB7BuJAGs5d77Ua+GO5xyZcPVmw8xYNwS7Fg1Ca5FVefkKUU3DyiApZv/lLsIk+G/lCpYfAAhB8yE+nNzL4hhY5qJjrxzK+5ff2Swda94DsOiOQcQcJ17LIMUKAmNVQoiaUxJw670M/tsdliyqqfeweDmv8/g+BHVX8xqqJswrR2jnikl/XtA3wGL7iLs1HIh5w5CSoI3OMDqwf0Ou/G3+PdXrTZD0b5ZLfTu/CcOHr+Mu4+eYvxg1R+VdG1cj2HzsGS6J3JmE97lnf5XsfwnVABLvq94ayoKVvIcOG7YZgS/TLxA2CmvPSZMbyeag8WoO33XISrh8El1j7JUIR47qZAktT+k73qEhbJDiy7FcmPCdHH5PClAqMeaUsCq16gMuvao+UtgcLWXPy6efchpO6VjlYJBmsfeXVdw+pOjKCZvlSm19dUDBgFYrRapDnTXKvEAzpwdb1AhwnIeCznL4Ib3cMGl8fL1ezTqPBorZw9F9YqlsHGnPy5ev4f1C1S7j798i0ClPwfg6La5cMqVXV+XmF6NSwEsHadDASx5Dgy+Hwz7PPawymgFUmse3g9GsRJOkuEvdeuUY3T04E0mn4oS4hs2KSvLltSvNcv9NXAm95f5+TMPsXa5P+vh5ORu8SlR9g52WLJaXE2ihPihfddznCkn1JcUWqkROX0KhWylACu1FUU54CpvlSm19N0D+gpYL248QXaXXPiZwQxC6vVpQwOs7jyAtYEfsCIio9F54AzYWFth45IxMDExVgArFV4mBbB0dKICWOIOvLDjAraN34qor1FMRZdKRTF482AGtMRK6KtQbB+/DZFfVHZlG7uhXm95d/8FXgpE4OVAxs6toRucSjjJnmXqN+pLFGND0EPARIV2EIrlUGl3QABCuVgM6GSzY/LL5NgS1G3xPp1sGExpDpYQDFKemdiuzpTCoKJgyV6G6baivgHWzik7cHj5YSaJnUqmLBnxsUS+xB2ECTNhZGSEU2cMKwfLnQewrvMAFu0iHDxxGUI+/A+bl41Dpow2zFMrCpbur6ECWDr6UAEscQf2LdhHA1fqms1HNEeL0S1FDYe7DUPYq8RQIlXu6dULVdtXFbXbP3cffBewr8MZtGkwyjYqKwl0y7osRfCDYKaepZ0lenn1lrSjugR0++ft17TfYlQLuFR2kbWytGGwcvvKcMjjAAIRqWMrqPHIL5GMj9QwePMfVbJ62QqqxHE55d6t5zh84AZ+/Ixn+uzSo6YsWwLIvTsvJxsGOTlYVmZMiFjJwZIzW4ZfR58AK/hhMCZWm0BXO2sAizxsbZ0ZX8vlZTm7acsKGDKojkGFCN27cRWs6xvZCtbX8EgMmrAMUVExWDNvuAauFMBKnXdNASwd/agAlrADCR5mN5/FqVCkogvG+XHv9lNXpHDixJoTOHZuDdwweMsQ0Rn7y6Frsvsjg7UD1+DSzkssW4Ks1U/XSILZCDf2lxbZTT87g4ElsbJ13FacWMe+7Hqs7zhJOCOwWtp1KQIvP9LAYKeZnSXhUw2Dx9b4a5TB9hNao0yNYvgc8V3yTVDDoFVGS5Rp6JYsGCRl0NrOmlEuKdx74+oTWNtYJAsGJQeoVNB7D+gTYK3ssxL/7L3KAiyCLVNTU8y5uwRXLgQyf+xUrOrC/AFgaAeNuv/FA1ibEr+rIqNi0L7vVPz4+ROLpw6EjbUls36MjY2ZJHZSsFZs9MWCSf3gnD8Xk/Tu5b1PycFKxlumAFYynMVXVQEsYQfSL9Wk8EG1pUAppWBGbfMBVp5ieTDj3EzRmZ7VdBaCrqjCitplQcBCUVDiU8zIXo7apg8wyMDlo2Uwt8+ULBgkiBx3YLxk+JVgeWnXJRo10qm4EwZtGSwJnzq+loq5nnpAnwBrVIWReP/0vQqwjFQhQrqDkP69KXQzx4OGBljleQDrmhZgvQ/9BNo1mLTQeVgXfL0YwNq85xi+f/+B/33+BjfXwgi491gBrGS8WwpgJcNZCmAl31kTqo/Hq4eqQzfVRU7Irm+BPoj6psq/UpdOMzqhXh/xPCw+OynFjNoXAiy+L1rtMQkBltRYheBTl7FKweDxNcewbcI2ziT2nNcVVbvXEZxcUsz6OfflfF65XWX0Xt5HdFHwhXqlADv5q0yxMBQP6BNgDS01BP97y75oXEVZwKawdABYXbkK1rXNwrsIk64hdQ7WmrnDER4ZhYy21oayzPRmnApg6TgVioIl7kD65bx1/BaEBX9kKtbvW19WXtPNIzexbuBaDWTRL+Vey3tLJscnhQhLW0sM2TJUMuzGBx9yYEdIbZt+ZoakusOnYMmBDyEYXPXvalH/CMFg+3Gt0HCo8Llgqa0o0m7ShQH854zp+Doq5nruAX0CrGn1puLpLe6ZdeTCdKFgdeEBrC3JByz1MQ16vrT0cngKYOk4LQpgsR0Y+S0aO5YeRfDjEFjZWsKlbH7UaVMBVrYWkp4OCniBoFsvmXqlqxWBU6EckjbqCsFPQph/kg2FpV7eV7VDyeZSuVDqNmjH44XtF5j/LFrZBfX7NpAEOqqbFFzkJPHz2cmFQRrnes91LN/IgUGh3LYlV+cgc0FHQV/romClNGQre+KVigblAX0CLN95+7F/fuLmFJibwcTBAcZmpsiaOysadKqMmi3LafxraCHCCp25gPXPVvmA9fjZa1AYsWoFV4NaY/o0WAWwdJwNBbDYDpw3YCOCbr1g/bCpR3U06yl+WOaBdWfg532OZTdgTnu4VRffjUdgtWK0D8LefWZs7XNmwoC5HWTB2cldVxFwVpUoTgDYtGdNWXZU//Lh2wgL+czYVWpYWhZAqh9Oe6wEPYGXHsEyo1WKYdDeKSs6z+ySIhhs1K8++izsJpnknjQhn2BwnJ90DtbSLksQ4J94STf5QC6A6vhqKuZ66AF9Aiz6w2GgS3/8/BFHmd0wye+k2k2YcDsOuW/Qgk4oVaUw40nDA6wFnBXwz9YRergq0u+QFMDScW4VwGI7sEelKRyP5nHOjimb+4l6ukdFrl3h0nkxelV3UTuvUdtx+0IQq06eQjkk+ws4F4gVY3xYdgRnc/dxkz6TDmBK11V4laCY0WeWNuaYt2+YJGTpAoMEdBcPq66YIahrP6QhA5NyCh8MUg4YKXvqy56FdhESDFrZWDB9EgzePHwD9nkdULZhWVlAR7/E9s3dx9hSIWVQ6ogOOc+k1DFMD+gTYJEH6T1Y02sl3n6MRoyJKVh0BSNkcrDDwoMq1cfgAKsTD2BtUwArLd8cBbB09LYCWNKAlTVHRsyTABc+wMrtnB1Tt4iD2cC6sxAVHsOZxb+vTBWd2b+n78PlI3c4dUat6I4ibvkEbSmMOW/ABs7njErXq5Zon6NbLtYobeqKpasWgee8jqJ2QjA4eVM/Saib138DS1FMCoNCgEXP6TV6u8a3BK0D53aQhDoKEZMyGHjzOfNMZEfqpZwQsY6vomJuAB7QN8Ail9lYZMDgZgsREpyQ8B5PF+OoilEGY6y/qPrjz9AA64+OXMC6ul0BrLR8TRTA0tHbCmCxHTiq5WJ8DPnC+mGlhqXQY2ILUU8PqDMb0RFsUJKjYI1qsYjTH3UkBVh8yhfZSQEWH+yQnRzA6lFxMscHBDzLTwifCUYG2xcdxandV38JDAoBFh8MVmpE8yh+QCzfWOXY6fgaKuYG4gF9Bay/Kk9DdEQ05wR37e8SgwOsDjyA5aMAVlq+Kgpg6ehtBbDYDqQw2PLRPhroIUgiuJIKZ53YeRU7liTe/WdhbY5B8zqIqknU84F1pzm5W3J+oZ/YeYXVH7VFfc7fLx7qE1Kw2g9pgLrtKoquJj7AUql0/UXtfqXaJgRYfGMtXDqfZMiWD8zkAK+Or6FibiAe0FfA6lFjJsK/RHK8SOlY6xPUcAWwDGSR6dEwFcDScTIUwAJCvn3DscDHjCdLOTqidK6csr1KtuExsXC2zwqCM3VuU5Ey+SShTN0JwVLA2YS7B2u4oHKjMrJCUtrgQnBF6oxUUj31mVT9ohDolM39JfvkAyU5ypcQDBKYiYGrnHBmagPWgDqzOEqkAliyX4d0X1FfAWt6b2/cv849siFDvBH6tKqHvA2d4Vo9L3NVzu0373DmX9W1VDWdnTXfd8ZGQLbMlgj5H/v8Pu1JzWBihCy25vjwOVpwrgnkUqP80Z5HwdqhKFip4Vu5bSiAJddTAvV+d8CiL5th+w+wvNOypCsGVqss6lkCq2H7/BDy9RtTz9rcDNMbN5QFZ/vu3MOFp6ocHxtzMwyoVhk5bG0lZ5JA7nhgEL7FxMLW3Az1XIow9nLLv2EfmfrUF8FL4M1nyFPYES5u+SThivqg/KQTOy4jMCDhCAm3vJJ5W+qxaUMdwWDHYY1QuVFpyaEnhcGkKp0QYM3ttwGPb/PsBpXIM+MLvcpRviQfRKmQLjygr4D18tFrjOq4iuNjx0+mcApTfUdkypcJgY3tcNr+s+buQjoFvkFRF4yuUwP6BlgV23EB68pOBbDS8kVSAEtHb//ugDVknx/uvn3L8eLpgdyTv7UrTTjkj8vP2b/Ac9jZYvtfnURnxD8wCPNOnGHVkWNHcNV7x24N0FEDBe2zYnHLZpKQRX2uOH8JETGxTL9y7ajupms3cfv1G4THxMDZISv+quCeLBikcRPUqWGQIE1OwjjBIIEg2YrBoBBgUT++685oFEW3Gi6SIVB6XlIh/562D6//fc/4itS9gfM6yj7+QsfXUTHXcw/oK2DZWZti5ayDOLhRdQ4elVKVi6BpLXe8vRiMl0efIPzVV+yYZEcHvSdercMc/B6PM5599Q+w2vIA1i4FsNLyFVEAS0dvK4CVMsDq5bMbT8NUp7trl9OeyQczsl/boQ0TZhQqfGBGdUfVrYkGLkVEV8Gfa701cKWuWM+lMMbUFd81uPHqdWy+fpPVdqlcjljcsqlofwRVfXy4MLiolTQMHnvEhkHqb1qTBoIQqQas1/+LACmDt1+90UDkX3+4S8InVSY18vKzF0yol0LEpXLnZNQ6KnJgUMdXUDE3IA/oM2CFR//A14jvzNrlW7fGr76gxn4fGKkIS+P1OAKsQfoIWPM5K+PKrpEGtFoMf6gKYOk4h787YE04zFWiyKVSCtaQvQJgJgFYQnaLWjYTDS/ywQ6Ns6t7WXT7w11wFZAS1NtnN+fzko6OWNJKHJRS+owESUlVOhrA1Mb1UaVgftEV23QNDwwWLYzRAjCoBqwZR85i/517rLbridipK955/Q7D9rFDxC1KuWJgdfEQsY6vnWJuoB4wBMASci3lRhWdTFc8JcIV1SUF6/SgfnqnYFVqwwWsy7sVwErLV0cBLB29/bsDFuVgTTh8BJGx3zWeHFC1ElqVKinqWT7gqZQ/H2Y0aSBqt/fOXaw4f5lVx8rMFIf69BC1u/jsOSYdPsapM42gpYAwtJAq03Std6oCll9vD1FlaBMpX9fYyhcDg+XLglQloUIw2Gc7Pwwubs0Pg2rAarxiIyt8qu7j1CBxRXEihXqfsUO9ZCtlp+Nrp5gbqAcMH7AWcz0fD5warH8KVqXWPIC1RwGstHx1FMDS0du/K2BFRsQg+EUoXIrnZkJEt9+8RURMDErlyiUaqtN2N4Xt/B+oTmGnnYety5SSDEkR8Mw5cVqTv0VwRaE6MUhS99lz+y48+5hwmCCAAlmzYH3HtpIrgE+JkhNapHEeT9hdqe4ku60NfLp1Fu0zpQoW+abZGn4YlAKsqgtXsyBZLmAN3cOvRJKiSKFCpSge0PaAIQFWaOhX0Pdc3nwOzCNkMTFCmcXcRPj4+HicHqyHClYrHsDaqwBWWr6RCmDp6O3fEbBmTNqNwAevNJ7r3L0GGjRxk/TksSMBuP7PU0RGRMMhmx1atq2k+fISM6YvuQvnHiAiIhbW1maoWr04rKzNJftTVwh8+BpZHezg4GDHbLG+/eo1SufJLWvHIrVB4LLn1h3GlkqD4kUk87bUdpTMr94EQHA1um5tWf322saFwXWdpGGQD3gIBusX5c8zUytYnjsPcpQoCoMKgZnat4qCJXsZKhVpJ56NGWK//0RkzM808YeJsRGyZ068aD4uHpxjFOgkd0pyV+dgBT16g/mzfBEVpdrUYmIcj6bORRC16yk2eJpqEtzVD2BqbAL/gb30LkRYmQewLimAlSbrTt2JAlg6uvt3Ayz/QwHYuuEsx2uLV/dkAEao3Lj2L5bM82N9bJ/NDrPmdxGFJYKrwf3XISpC9WVHxSmfA2Yt6CI5c/6HaayJF0iT2jZsVFNJOKM+9+66gpcvQpk+6C/YVm0rStpRXfqr98LZh4wd+aNqjWKS49SuQDDolNeB6Yvym26/fo3SuXPLVoMIBlecv4iQL+EaGBSCK6qgBqzAkP9hot9RjcJHMDjtz4aSaiSFJYfu8WWpX0oOVrKm/LeqbAiANbD3Wnz6X4TWvMTDKN4I1c99x6PuDriTh33jxIQGdVGzcEH9A6yWXAXr0j5FwUrLF04BLB29/bsB1movf1xMAAht142f2hZFS+QW9OZm7zM4fkR1WTHHrriwnQqSuEDH9CdiR6AztN/fnP46d6+OBo3F1bbVy/1x4dwjlm3V6kXRd6B4fhj1OW7EFkRGJsJg0WK5MWFqG8lV5n8kAFs2JsIgYzdF2o6Bwd1JYLCNfBi8eikIJkZAdscsKOtekBmn+mgIqUETgBJ8Uoj4zuu3CPnyFZWdC0hCmVS7yufp1wOGAFidWi8Gs1WQ2SlI/4tn/t9nkQfi8mQE/VFx7UUwslpboVRuR82xK/p2DlblFjyAtV8BrLR8uxTA0tHbvxtg7d1xGft57sWTAiyCFkEwEwGlvTv5+2vR5g+0aldJcPYePXiNmZO5Cd9u7gUwbHQz0Vnv9dcKFiQxSo+VGdZtGiBqt3fnFezbw70zkEBJCgaHDODCYJdu1dGgkQQMruDCYP2GZdC1ew3RsT56+AYzprL9U79BaUk7anTxgoO4kXDqNfmlVZuKaNCojI5vkmL+O3jAIACrzSIVXGkdxYD4eHTqUBmNWpQXnCZ9A6wqPIB1UQGsNH3NFMDS0d2/G2A9uk/gsovlNXsHO8xaKB7qO3/2IdYuT7xrkBqwtDLDrIVdRUOLKVWwhACrXqMy6OohDh+d2vDsFAKwbfdQ0dWyaO4B3LzxjFNHCrBorElhhxphVLMB4qpZp7bcsVJocskK8V2Vi+b78Y51284hos/of+QWtmxKVNrUlZcs9xCdRx1fM8U8nXjAIACL3iltuErwfWHn7Jg8s4PhAFZzroJ10VdRsNLyVVIAS0dv/26ARe4iyDp66Cazw4byqFq1ryTrl6u2ikVw1WdgA5Qr7yw6A9THjEk7EfwyTFPPKa89A2ZSZUi/9QgLVV3Foy7jp4qrSVSPD5TKlpNWvoQUrFnzO4sm8wsBVsvWfzC5X2KFD7DIt+s3iqtt06fsQeCj11wYnNwGRYvlEuxy9cpjnPApVZ4gYSc1V8rnv4cHDBmwChXMjimzDAiwms3jLKqLB0b9HgtNT55SASwdJ+J3AKygmy/gu/40Ir9FwcrWEnXbV4Rb9aKSnqMTkS8fuYWIb9GwtrVAJZmXMKsbDgp4jjyFcjKnKhOEPLwfjGIlnETDbdqDopyoowcDmOMkrKzN0LBJWVm2lFtEMKiGOgI6yr9Sb9cWenCCwUH91yNKKwdLTu4W2Y0dtYUDgwy0iIRPaRzTJ+/mgBIDg6PEw6ApVbAo+X/f3n+SDWaSi0Wp8Ft4QJ8B68jeG9iyyB+fQr8g3sQEP7JYI84yg2Ze2rapgGathf/g0bsQYVMewPJTACstXzQFsHT0dnoHrLB3nzCqOZ1ezC7zfIfBPmdmQe8RXE3psgJh7z5r6tjnzIQpWwZIXp/iu/YU/NYnJraXqV4UnvM7Ss4UjfXAutMIDgphQNClXH4061lT0o4qBD9+h1vnA5m69jkyoXIT+TlF9KyvnrxjYJC2Ej188BphoV9QtHgeSShTD45gcO+uywj98I05iqJh42TCYLBK4XNysmdyzMR2dFI9gsjpU3ezYFBODhZf7pa9vS1mz+ssa5elrMlQKqVbD+grYD365wkm9/RmctqZm3Di4xFvZITYvFmYd9rIyAh++4fgawx9yl/0DbCq8gDWBRN1yisAACAASURBVAWw0vTdUgBLR3end8C6ePgWvKft43ipaY8aaN67tqD3hOzo4l8x9Sv4cQimdF7BabfDsIao2144qZ0M5vb1Bqle2qVpT/FxUt2gm88xN8mOwzrtKqLj8MaSq2P7oiM4uSPxZPk67Suh47BGknYMDK49jbC3KgB1KVcAzXrJg0GyvXTotsrOLR+KlBW/PifpYAgmnQrnZEK8d+88R0xkLPI555QNg5TgfvSwakcowWCXbjUkgU7SIUqF38ID+gpYvWvOwOcwSidQXYOjxijTbHbIVTYfunnURMWyThD7vtc7wPqTq2BdOKgoWGn5oimApaO30ztgndhxGT6LjyYbsBgV6m/u8QpSYEbhyKSwQ53LASWP8hM54yxcJh/GrBFP+J7TZz0e3+Je9+J9bYbo6gg4+wjLR23j1JmydQADMGJlcsflePUkhFWlw7BGqNtBHCKZPkey+2zasyaa9xGGXXUnXiO24lbC8ROWNuYMIDfrXh1mJkb4HJF41VHScROA0nxSoXBtvQ6Vkw11Or5mink68YC+Ala70uMQ/+OHxssqwDJCnkI5MM3Hk/kvuovQoACrCQ9gHVIAKy1fJQWwdPR2egcsRlHqwlWURq/sgSJl8wl6L6UKVkoBi8J0A2vPTFXAWn5qgmg4UxXKPMOFTwIeEXWPGWstLrwxMLi2p+iKnNNbAAavi8PgCZ9L8Fl0hNO217ExyJUniyBgMSHipgtYdgRnU7d7ioaIdXytFPN06gF9Baw2JUZzNw7GxyN77qyY7TvcIAGrWmMuYJ0/rABWWr5aCmDp6O30DljkHlKx9q89jegI1QnGUiqU2qWTOi3H63/fazyc2zk7pm0bKOpxgo/JnVbgY0hi7hYZqFShHKK2I5su5NhValwaPSe3ErVjlJ2E/CvtilIKFqPu8UCLx6RWqCKSw6WCloX8MCgBWJM6kE/Zyhc15C0BWOun7MHlhLCedseTvPug9B8FBQHLd81JXoj0mEzPKH09ko6vl2Kezjygr4DVtsRodXSQ5XH6zpmyzTAVLAWw/vuXRwEsHecgvQLW6RtB+PBZdcRBzbJFkD2zrWxP3X/2Fg6ZbRkbUqQe3XyKomULiipe2o0TgPgm5CfR7kNVSEpYLVPbUl/rp+7VQBYpQoMWdJJMqqcQ2NKRWxEdnngFBhOuk8j5onESRGrbWdiYY8GBkZJ99q85nWVHz8DkfY0Qz/viU7Coz5VnuOFRbZ8KgVJKAUsVzqwse00oFRUPkAf0FbDalxqLuLg4ziTValAOLcY1xumbgQj5+BnWlpZoVrUUrC3NOHX1LQerWiMeBeuIomCl5ZuoAJaO3k6PgDV+9QEQJKmLlYUZlgxtKwlZfhfvYv3BSxq7EgUcMb5rQ94vI223v//0DesPXsSzdx+RLbMtShbMhQ61y8mamXvP3uH+C9VYS+RzhGsB8dwn7UYjomLxPCQMJfI7gmCJdh9GhkczSplUDpW6HUoYP+5ziUlWt3fMxMCgHFuCOgYGE3ZZMjC4sLMkmDEJ+X3Zp77Lyd1S2a1n+TRrzkyYt3cIMmeyElSw+OyokSnbBsp6TlmTqFT6bTygr4C1YNBGXDvDvh6L8rDc32TCufZ2iDSNY3YTUjGCEdaP6oRsmW1Y86ZvgFW94VzOujp3dPRvs9b04UEVwNJxFtIbYD17G4ahS7hXzDSp7IpezaoIeosgqdecrZzPe/5ZGU2rlBT1co+5W/HhE/tA0MFtaqFO2SKidn6X72LdocQdfFS5Q62y6FjHXdSOwGr6Nn/cf54IkUNa10SdMuL9UaP3nr/DgSt3QM9rbWGOum4uqF2msKxVRLb3Xqr6dM3rCNf8yYDB6Fi8//wNBXJkZWAw8OYLRH2LYpLN5QAd9Rlw9iGOb1f5i5TBDiMawym/g2SS+/YFh3FyZ6KfVUn1dWQ9s1JJ8YC2B/QVsIx//sDwtsvx8vE7ZrjGJsaoVqoYnj4NQ4B7BsTRhZ0MX9E5DvGwM7eAz8Ru+g1YDXgAy18BrLR8IxXA0tHb6Q2w7j99i/FrDnC8Ujy/I2b1Ez688t4zfrtaZQtjSFvhHW4EKj3ncsGM+pvTR/ywzEHLduN5yEfWWEkB+3tkJ9FZPUBgdpgNZmRAdtkzCYdCCcy6L9qKyOjEy5zJbrZHM0lY2nb6Orafvcka14QO9VGxqPgRCxHRsZju4497CSqdtYUZejesjDqlpWHw7ot32Hb2OtOnjYUZmv1RCiXzsaHOyiIDL2CdvP0Y7798Y+zqlCoC6lcpigd09YC+ApadtSnCo3/ga5LdtPM2Hce5J88A43jEGanOw1KVeByZ0lfPAWsOZ7rO+Y/RdQoV+2R4QAGsZDiLr2p6AywhBat9nXLoUE9YGRICrPa1y6GjiN2zd2EYvJSrmMkBrD/HreadvYOz2F98SStN3+qPfx5xj2WY3VMclEiBGuvNhc8ONcqiU21x1aztLG8QLGmXEnkdMbdHU3EYvHoXa4+yYZBgZ9dYD1E7Uru6L2Ef50B2y/u2YUEkH2ANXL0bz94ngivZbRzcWYEsHb8rFHP9zcESAqxtx69j+4WbiDMGjIzZM1gwhwO8+iRuoNG7EGF9HsA6pgBWWr6HCmDp6O30BljkjiU7T+HMzccaz1hamGLp0HaSOVg95mxB6Kdwlkdn9mkG1wKOol5uN2U9IqPZ5zBRDlbHuuLQ4rlsF16E/I/VtkMmG3iP6iza35pDl3Dwyj1OnZQC1p9/uKJPY/GE78aT+GHw8DRxGBzt7Yf7CWFF7QHP6d4MrknUKO3Pt565ju3n2IoZfT60eU3U1VK/kgIWqV5jNnEhsmO1suhcU3w+dHyVFPPfwAOGpmDRlDSavBpIAlf0cxNjYxyc2Fsza/oGWDXqcQHr7HEFsNLyNVMAS0dvpyfAoiRzKgVyZgUpWZToTiE31wK5JBPVyY7CfQcu3MHztx9hY2mGplVLScIV2ZH6tXjXKYR+VsFZhWL5MLRNbck+rzx8jllbj7FmcFzn+qhYTDzsxihR69kQkY3AbKQ4mJEq1GMh92DRIS2l87fazPwbkTFsiJSjYE3f7o+rQVy1zatfGyYfS6gIAVbvBpXQ/I/EnLikgHXiThAW+3LP9lIAS8cvCsWc8YAhAlbzaesRG/8j8Xj3hChhBhMT+E3opb+AVXc2Z9WdPTFWWYlp6AEFsHR0dnoALAKO6VuPanKLCKpm92wqmo/EANXnb9h+6jqT+J0tky1KFsiFZhVdJcGIgSpK+E5IMnfNn7yEb+o39NM3Zvcf/ZsAjQopZWI5VNpTTf37XrqD8KhYZM9sg0513GXZnrwVhLWHL2pgSY56Rf2evB2ExfvY4CInB+vKo+eYsYMNkfmzZ8Hy/m1FVy6jRG3kKlFefdugoBaYyVWwGDCrIL5ZQcdXSTH/DTxgiIB1+vYTLNx9CohPICujOMRnMEYuh4xYN7C9/gJWHR7AOqkAVlq+Zgpg6ejt9ABYHgu2cXbxVSiaDxM7NxD1zpj1fqydeFS5Q82yDKyIlW0nr8PnDDt81atxJTSrJP4LnJLMSXlSJ7bT8RG9mlSWtfuP1C6/y/eYs70IBjvWdpdMTFc/w6mAx5ozwWq5FZYFYmpbAkAaN6mCDAwmJKu75pMPgwRZvgkhTYLBPg2ryMqHWn30Evz+SQyFdqzODfPx5WCN2sgOS2bLaIMVfdvK6lPH10kxT+ceMETAaj99I8KjopnjGajEM/8HzO7djLVpRO9ChHVmcRWsk+PS+QrTr8dTAEvH+UgPgNVkPDc/iFQs7xHiu/H47Irnc8TcXuKJ222ne3N24uXPkRVenm1EZ2PxntM4fSsxN4wqE2TtnCid8N1zPje0t15i1yC1v/YgN19rFiXDS5y3RTA1bp2fBlxpnBM6N5S0oz4ZGLx0DxFRMciexRZNK1GoVd6RDmoYpMT02mWKSKqJ2oBFIWJSAOkQRVLA7j5/jQI57VEqXy4FrnT8nlDMVR4wRMBqkrCZRhuw6FkOJdlMo2+AVbM2F7DOnFIAKy3fRQWwdPR2egUsKVAiVabdDG+O96TsyIAPzJgvrJniCd9j1vnhQYICpN3x0oFtGIVIqGznUcyo7mCJs6/oGdtP5z4jqXsTuoirezO2cHcqyjlCgg5OHZckP4zgjPLD+E6P1n7msevYiiLZLRvE3jWY1EcEWCdvBGLpvvMa6KXQ64TODST70/HVUcx/Qw8YJGCNXc0cf5V4QAMjY+HQbP0+pqFmLR7AOq0AVlq+dgpg6ejt9ABYfMcWyAn1eczfig8JielqN9YqUxjDWtcS9SqfnRwwEwKsHRM8RGFACLAoLNlUJCzJBzv0YDTWOb3FVboxa/lhUOoICWasp7m7/6RUM6GxSh28SoDVdNw6REQnXhNEz9iribhvdHxtFPPf1AMGCVjjVmvgSj1t8YYAWDVnclbZmTPjf9OV9988tgJYWn7/8fMnjI2MYZxwJYL2lERGReP795/IaGfNmqn0AFik1Jy8FYjLD1S71eqWKyIrr4lCSjO2HtVAFoHHJBnKB4XAZm5jJ26P7yS9+48SzJfuYSeKM7AjEZKkhPakqhA9p5TyRXX4ztqSo2ClNmBJ7Y5MKWA9fv0Bw1fu41UipSDyv/nKUno1ZA8YImDJPW9P70KENXgA66wCWGn5/iiAleDtqOhYtOszBb07/4kmdStq5uB96CfMWLIZVwNU91S5ODth3KBOKFooL/PfhgpYG+5fR0DIG4REfEWZ7I7o7loeOa3tJNferfdvcfvDG6ZewUxZUS1PAUkbdYUnn8IQ8T0GpbPlUiV8P38La3MzFHC0l504TnB2KiCI2f1XMn9ONKvMf/Fq0kFpq1hW5qZMIr6YeqW2T5qDZWVhitm9mouGJMmWT4mSA2YnA7gQSe3R3WdiOyQJdgd7cQ9slVKw3n78jD4Ld3DmUM5YZU+8UlHxQIIHDBOwVqmuyNEq8fHxKFs9L+5EfUDk91jky5gZ06vUR6k82RHyvyjB+c5gYoQstub48DlasI5jVstUWS81a8zgtHPm7IRUaVtpRJ4HFMACsGD1TmzYcZTx2NzxfViANWr6anz+Go4Vs4bAyNgIUxduQujHT1g9d7jBApb33WsgwNIuBD1edZqLrprzr55h/HmVn9Slu6s7PEqWF7ULj42F54l9+Pez6pwta1MzDCpXFY0KuEiuUupzd+BdBgRzWNsxfREQyim7g+6A+qbSoEARWQCpbpdgkEqhzPbMJdT3n7+BAx1FkV/emWBkS7B08kYQ007JAvJhUBvqCOjkwmDSvC86dNXLs61o+JRChL0X+ODpW/aVQ1KKmRz/K3UUDyT1gCEC1pi1B/DgheqOQnWJzvEDUVno6hzVTyhkaG1mhjt9B+kNYNWqzgWs0+cUwErLt1IBLACfv4QjOjYWHftPx7DebVmA1XngTOTNnR0zx/Rk5mX/0Qvw8t6H07sXM/9tiArWwJP7cedD4kXH6gV3oeMA0bU38ISAXSdxu5lXTsL/mQo01IUgy79t4iF9fB2TWjboxH62nZkZNjRuJwlLnid8cfu9SmmjQl9+cuwIrMafO4qQcNXl0zlsbDGzekMGtKSK/9MgHHkaiPDYaOS0sUO3Uu6y7Khdsn0X8Q22ZmZoUMAFNmby7/6jMduYmSOntS0oVHjv2Wvkd7SXBYMEWLGxsZi/6yze/0910GuzKq6Sh7VK+UL5XPEAnwcMEbAohWLbqeu4++9r/IiLR+m8jtgWeV/zeLS7kI7Iio+PQ0BfT0RGxAlOfloqWLWq8QDWeQWw0vLNVABLy9v1O4yEp0dLFmCdvhgAzwnLULuqG1o0rIr5K3fAo30jtG5SnbFMT4B1tHUv0V/s3Q7vwNMEFUp7kV6QACwhMPNu1E4UQLzvXMOGe2yljfol4BELTRJweBzeyXmPGLWtlLjaNu7sEVx8zT45vXT2XFhWV/zi6QuvnmP8Wba6R1C3u0VXSVjyOLQT/37SuvtPpt3Rp0FYdv0CIhJUOufMWbGsfgvJ/kjVI7uQ8HCYGBuhfO7c+LNgCUm7tPxiUvpKnx4wRMBSzwSF7tTf91U3r4IRyVZakcN4o3jc1CfAqjqds4hOX5iYPheWnj5Vugasg8cvIySUfVedeh6KFc6Hyu4lWNPCB1hvQsLQa8R8FC6QB5eu34eFuSk2LB4D5/y5GNvImB+pOrXGRkYwy2CM6O8/U7Vd7cbGnzkGvyeqnDJ1yWlji+Mde4j22c1vN26+S1SFqDIpLVe690+2HRlc7t4PtmbmgrYrr1/FqptXOZ8vafAnaucrKGh3/e1rePjt4XxeNmcubGwmftZWydVLedu923ew6DPOuXgO2+/d5tT5u1kruDvmFh1rjwN7OZ/3LVcB/d3/EO2z0t+rER7D3v3XtEhRzKhdT9RuyNGDOP38GasO01958f5+2YJUGv5tPGCWwQRxcXGMEpQWhQndWWTQdEXdRseyv7MzmBgz37k/fsYh9oew+mRlnkHzfe+6cinvzsJ/hw5HVJL2tZ+T+X43NUZ0rPD3O/WTGqWWAlip4Uad2kjXgLVt30m8fhfK6yA310KoW60c6zM+wGrXZyqqVyqN/n81w7fwSExesBEX/rmLK4dWgO6i+hzOvl9Op9mgC0RNjGBlboJvkakLbtrj+hYbg2GnDjJJ7lRyWNtiUe0/USSrg+jwb7x7g+En/RD+XZXXRGVy1bpoWqiYqN2Zl08x4tQhVh23HLmwrlFrabuTbDsyONiuOxxthBPygz6GoqPvdk7bvctUQB83cYhosmMDQiJU4UF1oXDmua7iZ3RNOXsCh/5lQyvZr27cCuVyqmCcr5x9+QwjTnCfsZdbedGx0jN22ufDadItZy6sbdJK1K/l1i3jfF44qz22t+yo6/JV7BUPiHrAysIEP37GI/a7MMiktgsz2ZhqmiTA+hrB/s42NzWGpbkJYr7HISpGGHyoHfq+n3HpNHwfJoYItcf7ZOhwfBH5nWBsDNhYmOJrpPDvDe3x6uKL2lWmccxPXZykS5OKbTI9kK4BK5m+QFLAioiMRvlGfeE1YxBqVXFjmnsQ9AJt+0yB74YZKJQ/t8GECMPefsKlg6rzlaxtLVCpSTlY2VnIchHZfnz3GXkK58QX41g8+V8YA1mUbC5n5yF1QsnqR58FguCuulMBNMxfVFZISjtMaG1qikHu1WQlx8+8zM77ym5tC696zSXHu/T6RewNusvyS6siJTHYvYqor44+C8LsS6dYdaxMTbHhz/ZMbpRQoTyzwcd9OR97uldGG5dSgnYU5mu0Yz3n81LZHeFVX3yzQrXNKzl25J/drbrIWg9KJcUDKfWAPocITx+6jWunH+F77A9U+dMNRcol7pD+eP8DIm+HIPD4U1z5/h4nG/IBYjweDxmhN0nutSvzANYlBbBSunZTYqcAFgA6/yo+Lh5Nuo5F365N0aRORZiaqmRagq78Tjkwd0JfWFmYY8m6PThz+Rb8Ns1iFCxDyMEiQJrcfgmiviVuDSZYmrpziOiaifwWDa/hWxF0MzGc1GF4Y9TtWFlyrQWcfYQTOy4j+PFbOBV2RPNetVCkbH5JO+rz8pHbiAxXjbVSo9Kwz5lJ0k5d4fGtF7CwsYBToRygXCxKdHfO7MDkeslNHN8deAfng58zTVZzyi8KOtoDm3XplCaZn+BqcPlqaFigiOTYx51h530R7Gxo0k5yvJ7HfHHnPXuzwtjKtdGwoHif3f12cnLpquTJh1k1G0mOVamgeEAXD+grYG2f5wffzRcBYxMYGamS1ovmdURp8+x4eykYsV8SQ/GxlkbYMcOKqaddKuXOi42tW+sPYFXiAazLCmDpsn6Ta6sAFoBhU1bi2NlrLN8d2jwb+Z1y4tGTl1i1+QBOXQiAlaUFypUqwoQLXYuq/roxBMDyXXUcfmvZ6gqNffS6Pqy/0pIunhPbL8Fn4WHOmpp3cCTsHTMLrrWgm88xt9/frM8tbcwxddtA2OcUtiODKV1W4dWTEI0t2U3Z0l8SsgLOB8J7pi+iwlVfhARlI5f/Bfsc0nB2YON5BAa8wMeQz8jjnAMdBtWTZRf5LQaXj99BRHgMrG3MUaleKVjZCueUJXVY0J1gZM1hB/vsmUBK1q2Q1yiUxQFlsueShCtqi1Ssv29fw78JR0o0ci4qCVdkR+A57vRRvE8IhZZ1zIVRFWuJKm3J/WJR6ise4POAvgJW2+KjYGRqjvgMRoAJgZMREBeP4s8zwC7aBDZ57FCwVn5kcs+FnJXz4Or3D5h56STiKMkLQOEs9vD+sy2yZbbUH8CqOJUzBaeuTFYWZhp6QAEsmc6mcOGPH4Z5kjv9dXbS5xLnSaUAy2vYFtw6x80rGr2mF4qUE1ajfNeegt969onrDNCt6iGqYgUFvMC8/hs442zaozqa9RK/fmdg/TkauFI3ULpKEXjObS86wyd2/wMfr+OsOnmcs2Oqd29RO4KrKb3WIizki6aefY6MmLKutyRkXTx2F9tXntCMt0ipvBg0rTWsbMThLDI8Bvs3X0Dw0/dMn04Fs6NF16qSdlQ39P0XXDqpyhtxcc0Dl5JOzL+1L3uW+Soo1RQPpNgD+gpYbVzHwMjCHHEZjAGCrAR1yiguDmv2joBZRnNo7yLkc4C+neRehwewTgoAVlxcPOjwVBMT4xTPrWLI9YACWDquCkNQsE5suwifBQc5Tzplx2A4FRE+tHP7/EM4ueMyF8xSCFgD53WCW42igh4POBeIFaO5idtyAKtHZe5fa4VL58XoFd1EZ3iO52Y8vvOSU2feLk9RFeui/114z/Hj2HmMaYoqDUqK9tm/2UIODNZp4Y5OA+uK2q2bdxCXTrCTayvXLYFeo/4Utbt5+TGWTWNfh9O8U2W06FJVASwd33/FPHke0FfAaltqHOLNTRFHO/gYBSuxuJbJhxGz2xseYP0xhTM5J69yf0ZgNWXhRqbu1BHdkzehSm1RDyiApeMCMQTAivwajcntFzOJ6upSpkYxeC7+S/Tpg248x9w+61h1subMhPmHRonaUf7V8lHbuNByYLhoiDD4cQimdqVrKdil/ZAGqNs+8foivs7TGrB8N5yD36YLnKE0/asqmndXnZHGVwJvB2Pu8K2cjwqXdMLYxZ1F/dqv+SJERbCPZbC0Nscq32GidrNGbkPQvVecOpv8xyiApeP7r5gnzwP6ClhD/lyIN2HfEGeWIemtOIyq4314lOEBVgUewPqH/TNKjZmxZAv+9/kbc7ajAljJW89StRXAkvKQxOf6DFihoV8RFvYV9vZ2cHCwQ9CNZwgOesvkXYkpV9qPTJB14eANhL39DKfCOdG8bx1Y2UrvPtQOE1rYmKPjsCao0qSMpLe9Rm7H7QuJp75npbDblv6SfXqN3oHbF9mnxbcfXB9124ofy+DrfRZ+G9mgZGFthpVHR4tD5IUgLJ/Ivftv4PQ2cKsqnGQe9v4zRnbk7uIrU6kQBk0XP6OrW93ZvGPaeGKs6FiHdV2Jjx++KoAlufqUCr/aA/oKWHbWpqhfcgLizE0SXWBshDhjIxjHxWPTkdGGB1jleQDrGvtnkVEx+BoegcVrd8PC3IwFWHSO5N1HTzF+sGp3cXhEFHoMm4cl0z2RM1uWX71U0kX7CmDpOI36ClibN52D/9HEgy/LlSuAYSPEQ0nkiuvXnzJ2jx6+RtFiudGgYWm4uwsf6ql2X2REDM6ff4SISJXCUq1aUQbq5BSyfRkcCisrc+TN6wBSsoICnjNAV8Qtn5wmQLsPLx29DQozWtlYwK16UVRuJHzMgWbc32Lw92xf3Lr4mPlR1uwZ0XNcMxQpo7rMW6xM8liL188+aKrkLpAN0yRyt6jy7KFb8fhuMKtpz6mt4ValsGh/Syftwa0rT1h1ylQshMHTxM8T41OwLK3MsHrfMEXBkppk5fNU9YA+A9beLZexaqk/szvwh7UZ4k1NQCnsFDDMX8ABG9b0EN3UpG85WHXduQntJ65zUylogqct3oyfP3+yAGvjTn9cvH4P6xeMZNbAl28RqPTnABzdNhdOubKn6rpIr40pgKXjzOojYL18GYqxo7kHbfbpVw/VqwvnQJHiNdiTm2S+1Ku7JCyNHb0NL1+qLkimYmVlhmVeHrCyFk/cPnfuEbZsOovISNXhpXnz2jMgKAVnBGV79lxlQJBsixbLha5dq0v2R33QcxIMUrG2MmcgUm5Rw6BGFbz9Eo9uvUDRMvlQpLQ0lFE/TLL6xvNMsjrtPqxSv5QkXJEd1V837xBeJUBdngLZ0GtUEybZXawE3g3G7FHs9dCpT23Ua+GuAJbciVfqpYoH9BmwwqN/YP7Evbh0KRDfrcyZPHc1YFGeUpuW5dGyXSVBPyiAlSpLJF01ogCWjtOpj4B19OgtbNl0nvNkLVtVQOs2wiEzIbsuf1VDw4bC4b2HD99gxjTu1TRS/dEAe3qs0sCVesBVq7mgX//6ojOzaeM5HPNnX01DitvESeKnmBNcEQyqgU4NdbPndpJcCUn9I6c/BqgiYrB58zm8fBEKK2sLBiJbt/5DFgwSLN+4oTqHzMnJXpaaqH4QdYi4aNHczC5CAq2o8Gi4lMwLp4LZVCBskQFmJkb4nOR0a0lnKBUUD6TAA/oOWHTK+4jhW/HmzUdGudIGLGsbS6z/u4/hAFY57plXJ25wz8aiB1IUrBQsZhkmCmDJcJJYFX0ELArzLV7IvX5FCnj27L6KfXv/STaYkQq1ZhX7qANqRKo/IaXNpWguTJosHvYipY0AImnZvkP8zkChZ5wwqTWKFRO+0kZI3ZOCTxrf9Gl7GaVNu9RvUBp/dRNOhqe6fPMox46AbuHCQ3j0SNUnqYld/qqB6tW46qUCWDp+ASjmyfKAIQBWt79WIjYmVnNUA/OA8fGINzKGj88gwwGssjyAdVMBrGQtWB0rK4ClowP1EbDoF6ynpzeiEsJu9IiULhiR2QAAIABJREFUczNnbifR0JsQ8Mye25HJjRIqQnZS8EHj7NljNadZOYA1aKA3wsLYdwZSQ1KAxad8kZ0UYAmpdHLUto7tuRdIk4olpZpNm7oHgY/Yl2vLesZNXHWPIGv93/04vlYAS8cvAMU8WR4wBMDq2nUlfnzn3hVIapaPj/AfcPoWIqznxgWs4wFswPr5M465fHvG0i3MOY9ThneDiYkJjI2NQDlYKzb6YsGkfnDOnwuU9O7lvU/JwUrGilcAKxnO4quqj4BF4yTF5cjhWyD4ITiqUbOYKCSpn43CYKTyEJwRlFFIUSw8qLZbuOAgbiaEsuhnFM4iFUoqB4sPIoYObyIZClu18hgunA9kTYkcMBMKg0pBpC5hUD7Asre3xbLlHqKrL6WANW0aP5hNmMhV6RTA0vELQDFPlgcMAbD69l2Pr18iOM9FxzVs2eppMApWPbeJnLEeD5jO+tkuvzOYumgT62fTR3mgZaNqDGBt3nMM37//YI5xcHMtjIB7jxXASsaKVwArGc7SZ8AKC/nMnEj+6t8QWFpbwK2aC5p1qybr6U7uucZc90KlTJXCcHKWt0OETjN/9TQElnT3n3N2BuY+fPgKa2sL0XCb9qBIxTp3/iGuX3sKBwdblHN3loQrsie7BQsOahQeArp+A+pJQiTZjRm9jaV+lS1XAMNl7LDkU82klC8a65hR2xAcnLgBgH4mR/lKCq1kR9D7tzdXidL2KWOndX+k+rOly7ibFRTAkvWKKJVSyQP6DFjvQ8OxbPJ+3P3nKWJjviPe1BjfM1sink53B5And1bMnS98Vp3eKVhleADrFhuwxKZVvYtwzdzhCI+MQkZb61RaBb9PMwpg6TjX+qJgTfZYi1cJV6ioH4k59NKjhugTzh28BUG32SeZj17SRfKYAjrJ3MfrWOLdfzkyYtTSLpJ3+BGU+aw4pumTdt51GFBf8noZegiCyEvH7jHPQ7vv6rQqL3v2GBh8FsIcw2Bla4kXL8Pw8uUHFCuWWxLK1J1oq4IEg9VrlJAFkgSeq1Yc10AWKW39+teT3ClJqtnCBX6sUK9U2JXGyuRuLWLn4DHq3iRuXpsCWLKXkFIxFTygz4A1vu9G3Lz4hLnomUlwp3sGjYwRk9OGeXLv1R6wyGgr6AW9A6zSEzhjPX57huxZTHpMg2xDpaLGAwpg6bgY9AGwCB4GNpnHeZLCpfJizLKugk9IwDKq3XLO55UauKLn2GainhnQeD7nuhc5dutnH8DlBEhSd1CpvnR/wf++x5Se7FPlCc4IBqXKdq/jOLk38TJvUuk8Z7SVMmOAji6CDn6iuvuPVMG6LcvLgkEa761LqrO18hTMBrcqwoePJh2IGgbpjkKCuhcvQpldj/ny2cuGQYKs8+ceMueSUYi4jcCuRQWwJJeBUiEVPaDPgNXQdTziEs69okeOpz2E8UbIW6MI2rarhDpVnQ3qHKx6pXgA6458wHr87DXeh35C1QquqbgCfq+mFMDScb71AbBUoOSVbMAKuvUSc4ds4bFzShGYFS4lbkcdDWjCBTPmr8Oz3C8D7YFtX3YcJ/clQpL6synre4mGNPnAjGzl3BlIvkmq7kldhUNtB1zknvJep2V5dPSsJ7namD617kbsMKAu6rauIGlHfR7fcx2R4VFwyJGJsXEprbrQWawogCXlIeXz1PSAPgNW/eLjYWRsxBzNQHDF3EhoBIxb2g2FSuY2uJPc6WT6pOXYXfmAlZrz/ru2pQCWjjOvD4BFjzCy7TJ8fP+F9TQUQus4SPg8KZXyNZ/jAZWdOAx4VOe+qHIAq3/jeYiOUB0qql2kAGvOYLqUmX36Odkz4UyRAz6FLmWWA0oeNQSecamwKkhjYsaa5KR2+rn3GXGIPLHnH/isOMHxzTyfgaKhV+Z+w6FsULa0Mce0dT0lQ7YKYOn4BaCYJ8sD+gxYDVzHMUcxaBeCrfJVi6L/tJYGCFjjeQBrZrLmS6msmwcUwNLNf6KScUqaNs1gjEzWpgj9wr7UV6otUmq8xu3UQFaZyoXRY2xzyXCWrzf70mLKURq9TDqXas4gLvB4jG2KKg1Kig7Va/wuTehMXZHG6jlTPGQndLnyvB3i8EEKFJ9K918A1nK/kaLzsX4ON3zKQORicYgk3xzYfJHjd8/pdP2OeGhSASypN0v5PDU9oM+AVb/kOABswKJndy2XH8PmdzQ8wHLlAax7CmCl5nqWaksBLCkPSXz+XypYd169w93Xb5kRFnDIgsrO+WU/jdquZG5HEJzR/xyyZ0Qe5xySUEadkPp1yf82bl4Ign3OjHCr4iJ6ybF6YBTOXD/bT6NGkerV0bO+5M5FsqOEfG2Vjgm7SShtNM4R7ZdyVDMpMKPxjmznxVEF5eSLeU3gQiRzgfShUaLzw0DkZvbF07oAVo8xf6JKfXHgVQBL9iujVEwFD+gzYDUuMwk/flIWFruUdsiBtoProWzTwgh4/gG7rt1G7M+fyJ05I9qXT7zhQt+S3OuXIGBkl2P3Z6XCLCpNyPWAAlhyPSVQ778CrGMPgrDA/wxrVF3+KIuuld1Fn+hp6EcM33kAEXRSMe3GMzfDwnbNUNAhq6hdeHQsNl++jruv3iI8Nhal8uREl0ruyGEnvKtG3WDI12848UCV8G1jboYWbvKTJsn2w5dvyJbRFnZGZsyxEKEhXxggk3ucBMHZ8V3XEPw0BPY5MqJemz9k2TKq4PhdGsgiGBw0o50kgJJqtnTCThbUycmlYtS2JKE+UhSnrust2iflX3lN5F5VNN9ngBIi1PH9VsxT1wP6DFjzJuzFKb9brAemXKxygaYw/26EqPKZcLB2PJhMeMrTMopHzkx22NKzI/Pf+gZYDYpzAcv/gQJYqbuixVtTAEtHb/9XgDVspx/uJahX2o9wYnhf0SfisyO4Wt21jajdilOX4HtLdUSCupTM44iF7ZqKA92Hj+i7eXey7chg5alL2B+Q2Ge9EoUxsmEtyRkjKFt96hIIJq3NzFC5cAF0qVRW0o4qMKrgKy1VsJB8VZAg9FloGMgvBHUEaHTuFl3GLBcGCbKO7/kHEd+iGWWwebfqkpBE495GOyX3XWeekdSyFt2qo15r6WMsFAVL1rJQKqWSB/QZsOiy57E9/sbje69UwJTBGE1bV4TDy594efQJNrWKxw9zIxjROQ5UjOIZ1lrbrQ3zB6reAVYxHsB6qABWKi1lWc0ogCXLTcKV/ivAaub1NyJjudc5SAFW3YXcq2no6aTs+m7azQBL0nJihDjQ8YEZtUFAVzCbsGr2lMBsExvMyG5Eo5qoX1w8r6jvxt14lmSsnSuWRdcq4urepSfPMdX3GOsRm7u5on/typKrZMQOPw2YUeW+tSqhZVnx8BwDdMHvsOXSdYRHx8DGwhwtyrmiskyoO3H/MQgmqZAqaGNhJjnOpBUUwEq2yxQDHTyg74BFlz0LlTrzVhNTMXcUqi6CZg5yQI9qf6DDH6X1ELDGch7F/+FsHWZPMU2uBxTASq7HktT/rwCLT4myMjPFAc8eok/Uad1WfPgazqojx67Pxl14Fva/ZAPWsB38StuCds2YMKNQ2XzxOrZcucn5uIsEKJGK1NLLm2PnmtsRCzuIq23DffjHenykOETuu3kXq09f5vS56i9xiCQ46rdhtyZcq25gFf1FLAKfDGj6sIGOQr2rureRFbLVHqgCWDp+ASjmyfKAIQNW3XmroEKrxEKANbNNY5TPn0f/AKsoD2A9UgArWQtWx8oKYOnowP8KsCiUNcn3CEvFGtFAWt3ZfOk6tlxlg4uc3K15R09r8qjULitgnwVruonv/mP64wGlLb07icIAqUlTkqhJ1K8UYBG0dF2zLUWA1ZcgMpQLkVKARTC4lecZ57cXh0hGMdvPVsxo4J0riattpHqN3HGA84xSdnxLXQEsHb8AFPNkecCQAavePK76T4e9nxit+gNM70KELmM4c+MfOCdZ86VU1s0DCmDp5r80P6bh2buPiIyOQf4c9vj2PQbvv4QjPCYaBbPZy1YvKEH+8pPnzJNXKpRfMuRG9UgZmuTrr8n7Irga1ai2pNJCwDN8xwGWata8jCsGSITdqL9Oa7cgMiZRsrcyN2WATiqxvvMarkonJ9Q3eb8/rvz7grUiqE/fQeKqYEoB6/j9ICw4wt6ooAtgMc9YRzqcqShYOr70inmKPWDIgFV/lgqw4jNoKVjx8TgxWnU3qN4BVpHRXMAKmpviuVMMk+8BBbCS7zOWRVopWBFRsRi7/gCehyTmQQ1uXRN1ykhfweJz+iau3H+G95+/oWQBR3So7Y4COcV3DdJDEsz980gFHNYWZmhaSf7uP+or9NM3OGS2hbWFOZO/FfL1K5wd7CWhTO1ggrO91++C8rEoZNbA1UWWLdWfvP+oBuoqOudjkuOlcpRIFZy8/wgL6uTkUlF//ZLki2Wzs8Hqv9qK9snYbeTmmU1uUV80D0vITlGwdHyZFfNf7gFDBKwHL0Iw0dsP339QQJByr+Lww8oIcWaAiZExjo7srZ+AVZh7LIz/Y+6Var980n/jDhTA0nHy0wqwtp+8Dp8z3JykHRM8YG0pnNzM2J1m2+XPkRXLBonvGrz37B3GrWeHoUrkd8TsXuJ5TOTOsev8cP+5aiceFQKzXk2klRUCOp9T13H32VsUyGmPisXzy4a6Kw+e40WIKrxH43QtIJzflXTK1TCoVgWfvg9DRGwssxtQSi1Tt0Vwtu/GHUbpy5HR5v/tnQVYlFkXx/+UoBIqBqCrYmKvXeuuYidrd3dgrYH12d0idveqa69rYdeKa+faHWAAgjTfcy4743Q4wzAM5z7P93zrcPN378z7f8859150/Em3IywofossYBJLna4iafwueWubEHRdNAs6VUudXYQG/gBwcb0IpEaB1WL8KkTFxEnjr0RouxUQmxnwa1wbNbzym6fAKjhcaW4OPVC+uUOvCeTMehFggaUXLuXMphJYfiv34fbTb6JF0pNpPXxQwlO9mPBbobrctnGahdn8ncdx/ErS2VWyadWI9siRSf3ZV8eu3MfCncpur4W+LTVazchC1232JkRGyV+jM7pDXVQuqvmohC1HlUVkz0ZV0KSq5l181OaUjYekYjCDQzr0bFwVtcpotwqSoNt37gbefw5H9kxOoi0ShLqk/eduCCFGybtMYeTIrP0sMUm9JFyzZXISZSgW61FwMHI4O6HUDzm1WuhYYOkyO5wnOQmkRoHVaBTtHkwQuwfFtkHxf1ZYNUo+jtTsXIQFVAishyywknN9K9bNAstA2qYSWELwXFUWPAsHaBYu6gSWNqGkrpwQdBqsQ6osZoRYCJ4q6gWPKosZlWtcuQR6NdZs/Wo9cY2SMPN0126lW7H/HPaflz/bi0TW7+O7aVwVZPHqMXOTsvgc2UGj+KQCo1fsxa3H34QytbdwUCutIivwn/tYuf+sdJzF83lgTMf6Gq2XuixttmDpQonzGItAahRYjf2WCmFF+iopkZPQCgdmJMVeSZLZCaz8w5Sm7dCjOcaaSq5HBwIssHSApCmLqQTWzSfKLrtieT0wQ4vLTpXgyZbJEWtGdNA4ciE+LsiLDyqgzfKlTmBps0SpE1jeZQphSAvNh4s2HqX6bK/90zUfryBEpIwrUwJkWk/NIpIsVysPnFPiR25QTVazm49fY8wK5d1/bWqWQ7vams/oajNhtZKIbFSlBHo1+cmgFcwCyyB8XFhPAqlNYJGVm75738TVfxIrMRH7Z/Yzb4GV7zdlgfV4rp4zxtkNIcACyxB6gEl3EZLIOvbPXbz79AVViuVFzdJeWi0Y9AOx4s+zUncfiauxHetrDXInK82oFXsR/PnbmVltvcuiXS3NQoDKDVy0HZFRMrv/HOywZnhHjX1VVY6mRgTya3HZdZu5Sa6fVK6Ypwdm9NIcLzZlwyFpEL/sMlg1UrMbNMkleVlp5bT11iyU1AmsikXzYkyn+mpXorpyNMbpvX0MWsEssAzCx4X1JJDaBNb+czeF5Vgxkadwv7lbsPINVSGw5uk5Y5zdEAIssAyhl8wC6+yTJ9h54yauv36NUh4eaFGyBH7y1B7n8yY8HEfuf7v7r26hwuIOQF0SlX0fHo7sTk5wtrUXOwkpUSC9LjsPKS+VOXb5nvh/KuNTraRW1xmVu3DnCRbsPC4VZ7q4B0W5208wbdO386QyONhhcAtvrTFRiuV0FWaP34Rg0CLl3X8LB5K7NqtazFRu8ELlctosWO8+haOnCpekNmGmy3yzwNKFEucxFoHUJrBUffdiHIFYF2sk2ALZnRzRo0IF1C5U0PyOafAcoiywnsw31lRyPToQYIGlAyRNWZLLRXjjZQjabVI+MHNLh/Zwd1IfFE0Cqef2HWIXnCS5OTlha4f2Wkc64/hxHL73Lc6rrlch+Hlrv/vv2qs3WHcpSAjB/K6uqJY/HzqX1+3uP2rvbXjSdS8kIn/Mqfvuv4chHxARE438rlkR8TUaj1+FiHry5cyqk6CTiLOLd54Iq2BJT3f4/FRKq1WQypGbcPOxS0IMkqDzqVJKq5uPyi3YHii3eYAsiosGtdba5qjle5XcmaM71kMlHQPr1U0+CyytXwvOYEQCqU1g0dC7TNuAj2ERgkKsAxCV3Top2F2kpP/Y0qk9cjo7IXvm9Hj78ataYrY2VsjiZI/3n6PU5vFwTW8U4vXyDlaq59DTBUapmyvRjQALLN04qc2VXAJr6ZkgBJxTvn6lc7my6FJevZtuXVAQ1l9WPs5hvo8PfvRQL17IWjbuL+VTxSfXr6vRavYlOgZtNmySE3QES5TLp9na5n/mHHbdkI/zGlmzBup5ad7FR4Js6O590nv46JqY/tWqai1H/Tr7+An+uH4T78LDkcPJCc1LldDaT8nk77p+E+HRScK1bpFCIOGqa7r+6jUy2tujQFZXkCWLAt093bMKi5emYzYk9ZOrd/PRS3jy5gMc06dDzbJeBosrqpsFlq4zyPmMQSA1Ciz67i3dcwrP3n7AnXShSKDj2/87tCHpumegRuGCmFCnlnkJrDwqBNYzFljGWMe61sECS1dSavIll8CafeysSqH0vQKrf9UqaFFS/S4+skCpEmaivQrqBR1Zr4bsUQ7cblayBHyrad79VyNAOTi9pIcHFjbVHDs149hxHJGxtNHUkMja31Pz7j8SZu3Wq7AKdm6vVSwN2bUPJJJk04q2LYVg0pRI0M08dkJ63yCdqzWvWROt7ZFwDTh9Fg//u7S6VE4PdKlUXmdXr67LmgWWrqQ4nzEIpEaBJRk3WZYKT5wPJPx3VoP4Q9L2wjzZsmBD21ZmJbDq5h6kNGWHny80xjRyHToSYIGlIyh12ZJLYF14/Fq4+hTTylYtUcBV/UN9540bKi1f2sodun8fMwOVz68SFqXC6i1KxhZYdPH0nz01X00zeNc+3HitfCbYijaaBc+6v4OwIUjZujeilmarGbkie21VngsSkQN+0SwiG69Yo3SZcxXPvJjSqJ7GlTfj6HEcuSt/LEedIoXgV1u7y1afJc0CSx9anNdQAqldYHmNV45hIrlVMndO+DdtbF4C64eBygLrxSJDp5DL60GABZYesFRlTS6BFRwaDRI9/mfPigudSXh0LV9eoxWK+keWj8F79uDRx2+XFlfNmxdT6mt+oFO51hs3yl0eTW3+3rGjRqsJxXz12LZdrhz1QxdXX8OVq5XK6WLBUiew9vXsprGv6gRW/2pV0LyUeuseicihu5StdNTXBc01W9u8/VVb6bSWW6RcjqxfW7poj6XTZ0mzwNKHFuc1lIClCqz9vbvB2SGdeQmsXL7KAuulv6FTyOX1IMACSw9YphBYjlb7kdH2LSKi4xFtXQOx0H6qOPXLBq9gm/hGdDHaqhyuvU76b9o9qMniJTsmEks7r93Aww8fRJkWP5bUGFAvKUtusMVnz+Fd+BchBFuWKqnRrSgpd+ievNWMyk5t0EBroDu197+D8vFiQuw00yx2hFDarSyUtFm+hGtxnbJrsVP5ssJtpykZU2ARnwN9NFv39F3OLLD0Jcb5DSFgiQILiYloOzkcrsWzI2v+LHD0ygqnH1zglNsZblV+kMNFQe6uGR4j+vNa8Xm8tRvCreTP0zJWkHvdnAOUBdarxYZMH5fVkwALLD2BKWY3pgUrU9xgOCTKu+k+2a4WgklTyhi/BI4Jy6VZSJR9tluNBGgOwrbDfWSIWwq7xCDEIydibLwRYa35cE5JI+kT9sEaSW66WKtyiNHSR9n+p0tMOkMqzqowXoUDj4JD4GjvIOKZdD1OgkQW/e9t2BdUy58Xdb28dCpLVqyd1298swpWLK/ReiXp9+JT8gH5OZwcMb+5j9ZYqrEHDuH8k6QLsyWp/8+aLWaUb/BOZTdolXzaXYv6LmcWWPoS4/yGEEjtAqv0FH98jY2TQ5Ah2go+M0PVYnHK7QLHH1zg8VNuFKn9L/IWm//f3sNEcYBpglUuBNsclJY3msDy6K8ssF4HGDJ9XFZPAiyw9ASWXALLGuHIHqt8KneUVXV8tlUfmEiWq6yxDZRG8cVmOCKsNZ/W7hpXHzaJ8rFM4baT8dVKsyWIBF1GGUFHjVN7kVrao766xPWQtpkAR0TYjkSUlvaofvvE43CI3wwSZyTmomzaI9pKt3ikDImbYZWYdBRElHVjISZ1TdRegpUT4lAYFIv1MCQEbk7OOotBcr0evncPZx4+FQLwpwKeOu12pLZmHA7E4w9Jrl6y0PnVraFV0Ok6Lkk+Flj6EuP8hhBI7QLr9P2XGLF7Pz5/TTpmwd3ZGXObNxbfy0+338P641c8PP8CH269R/jzUHy8HSyHy+/JVlg7xMPKyooMXyJI3hpAiN1f0t8lowksd3nLGLV2+M0SQ6aPy+pJgAWWnsCSS2DZJ15G5jhl90+0VVl8sl2jtpckAFSX0yzMyHqVObaVUr0xVmXxWUN7VCB7bKnvKucUPxYOCfvlypLI+mCnfO2MbCYao4sKNh/tDmoVS1ROYjGT1PnJbrsQTJoSlXGKGwRrJJ1kH2/lgTDbBVrLkVBOn7AZtglBsMFrYd2LtOmjtZ/Uhi3uwz4hyYIZDw9EWWsWugYuXVGcBZYxKHIduhJI7QJLk8dC3V2E4S9C8eV5GF6ffYZ6w/qBTnawohujRUpEohXw1WYUvli1FZ8YTWC5qRBYb1lg6bpWjZGPBZaBFI3pInRTIVy+WjdGqM0UvQVWhFU7fLEdqbacsQVWAjIixE753C7ZDrjEdUO6ROVdfNoETwYVFjOqN8x2vkYrFgkWVSIy0qqdsJxpSllUWPeiraojTIM1UQgWFX0li1uo7Wqtgk5RROrSTwOXLwssQwFyeb0IpEWBJQsoWyxtppHeGi2RWAizW48YlDauwMohfxk1VX743VK95oszG0aABZZh/Ix6F2HGhE1wip8t7RGJlg92O7RaP7LEtoQd5Lf0U+yWtriorLFVYI2kE4olSRdXn6pyuli+1AmsYLvrGmdBncAid6Ym96I6yxf1NVSLlS6bCrGri7Xte8foHDcI9oknlThoY2Pg8mWBZShALq8XARZYygKLAMp+z41mwcquHE97+L3y7mS9JpAz60WABZZeuJQzG9OCRbWnt3kAZ/tIfI6IRaxVYa2B6lQmyS21F3YJQYiDB2JsamoVV1SOrFj0YLf5b/chWcvCNVjLJKOneCiXuG/3XJEQDLNdpLVNh8R9cIobJwdRF7HzvS5CivnKoiI+LcK6NyJtlM3n8m+aym7QOBTCJzvl87Bky32vwFJXjixf2oSyIUuYXYSG0OOy+hJI8wIrppSiAUsgTBaBla230vQcDv62GUrfueP8+hNggaU/M7kSxhZYdrbWyJTRDnQOljknEi8SYUa7AbXtWJQVZ+kSjoug8zjr8oiy9tGpLFmx0idsEhY3EnQRtn46BcdnjJuJDIlbpCjjrdyFu05boLuqeDFdhJmqctTmR9tDGqeTLVjmvNq5b8YikNYFVtbY8rDCt3tiJVyTQ2DVydZLadqOBK8w1lRyPToQYIGlAyRNWdKqwDIQm0mLUyyWbeJ9JMBDHA2hqxjMkLAJdgnHkQgnYRXUZbcjWRMpOF4Sa0biiuK2tAXVUx9dYrvKuWx1EXSGgmQLlqEEubw+BNK6wMpgdQYZY+gAUOlt0YiyaYtwaz8pRmO5COtk7akssEJW6jNdnNdAAiywDATIAstAgFxcSoDEGZ1JZoUvQghqE2XGQMcCyxgUuQ5dCaR1gSUOGs0YjM+hN8T3PNaqrJI13WgCy7WHssD6sErXqeJ8RiDAAstAiCywDATIxVOUAAusFMWf5hpngWWFLE72eP856RwtVcloAiuL8rE/Rz5q3s2c5hZkMg+YBZaBgFlgGQiQi6coARZYKYo/zTXOAsuEAiuzCoH1iQWWKb90LLAMpM0Cy0CAXDxFCbDASlH8aa5xFlgmFFiZuim7CD+rP7Q6zS1GEwyYBZaBkFlgGQiQi6coARZYKYo/zTXOAsuEAsulq7LACk26ZJqTaQiwwDKQMwssAwFy8RQlwAIrRfGnucZZYJlQYDl3URZYYevS3JpLyQGzwDKQPgssAwFy8RQlwAIrRfGnucZZYJlQYDl1VhZY4evT3JpLyQGzwDKQPgssAwFy8RQlwAIrRfGnucZZYJlQYDl2UhZYXzakuTWXkgNmgWUgfRZYBgLk4ilKgAVWiuJPc42zwDKhwMqoQmBFsMAy5ZeOBZaBtFlgGQiQi6coARZYKYo/zTXOAst0Aqt2ho5K6+to5MY0t+ZScsAssAykzwLLQIBcPEUJsMBKUfxprnEWWCYUWOk7KAusr5vS3JpLyQGzwJKhHxcfD2sra1hbW+k8JyywdEbFGc2QAAssM5wUC+4SCywTCiyH9soCK2qzBa8u8xsaC6z/5uRrVAxa956AXh0ao1HtytKZqvarLz5+Dleaub1rp6KAZ06wwDIWBksuAAAgAElEQVS/Rc090p0ACyzdWXFOwwmwwDKlwGqnQmBtMXwSuQadCbDAAjBn2e9Yu+0vAW3mmN5yAuvF6/dISPh28/mdf59i2KSlOL5jPnJky8wCS+elxhnNkQALLHOcFcvtEwssEwos+7bKAit6q+UuLjMcGQssAJ9DvyAqJgbt+k3G0F6t5ASW4pz1GTkX2VwzY/KIpGsI2IJlhquau6QzARZYOqPijEYgwALLhAIrXRtlgRWzzQizyFXoSoAFlgypum2Hw7dbM7UCK+jaPXQZPANHt82Bh1tWFli6rjLOZ7YEWGCZ7dRYZMdYYJlQYNm1VhZYsb9b5Loy10FZtMDaf+Q83gZ/VMm+aKG8qFq+uNzfNAmsxMREtOkzCWVKFsLI/t9Mr6ERsUadWxsbK2RIZ4Pwr3FGrZcrYwKqCKSzs4GtNRAZHc+AmECyE8hgb4u4+ATExCUke1uSBlwy2knbomiP8Ej532x7O2s4pLNBdGwComLUfw+oHk2/91ZWgFMGO4RpeCbYWFuBXmoU+yALQ7a/hkCqbatCYMWxwDKEqb5lLVpgbd51DC/fBKtkUqZEQdT+uZzOAuvYmX8waJw/Tu1aiKxZXKTlIqKMK4SsrayQzs5a4xdd30nm/ExAHQFbGyvQmjPlA49nI+0SoN82immNi/8W15rcNDI62MoJrK/R8r/ZdrbWSGdrjdg4zcKP6tH0e097z9Pb2yJSoX7Z8ZEIc7CzwVcNQk62v4awqW3TSqn40fjthlTJZfUkYNECS08WUGfBouMbmnQejfreFYULUTZxDJa+lDm/ORFgF6E5zYbl94VdhCZ0EVq3VBZYCTssf5GZ0QhZYAEgAZWYkIhGnUahT6cmaFSrMuzsvr317Dp4GtP9t+DY9rlwccpoRtPHXWECTIAJMAEmwATMkQALLABDJyzB4ZOX5ObnwIbp8MztjuiYWNRqNRSdWtZFz/aNzHEOuU9MgAkwASbABJiAmRFggWVmE8LdYQJMgAkwASbABFI/ARZYKTCHmq7kiYiMAv0vm6sLrCgiUkWiv4d9iUSOrJn1utYnBYbKTZqQgKZ19eFTGGysrZHJxVFtj3hdmXCyLLgpWoe2NjZKI6Tg9vcfPsHFyRHpHdJZMAEeGhNIIsACy8QrQd2VPDExsRg3ew0OHL0gekSnxC+cPBAlvDylPTx14TpmBmzBs5fvxGe710xBoXy5TDwCbs4cCahbV6/ehmDo+ADcuv9EdLv8j16YO74fXDM7f9e6mhmwFRt2HJZDULp4QWxaPMYcsXCfTEzg+av3qN9+hNxZgdSFc0G34Dd1ufTasXZNa2KUbwfxgrj7rzMYO3O1Uk/rVq+AeRP6mXgE3BwTMB4BFljGY6m1Jk1X8vwZeBEz/DdjxexhKOCZC9MWbcL5oFvYt34a7NPZ4eT5a+g/eoGIA/OpWxWZXZxgb5+O3wS1Urf8DJrW1YQ56/A2+AMmDusm1lHvEXORP68Hpo3qKcDou65mLN4Cuj5qRL9vZ8HZ29vBLVsWywfNI9RIoG2/ybhx55HII3sYc8jHUPzSbJD47erVoRFevglB025jMWVkdzStXw1fIr6CLKyyyW/aChQvnBdjBnVk6kwg1RJggWXCqdN0JU+HAVNBZ3MN7Z10dsmn0HD85OOL7csnoGihPGjWfRwKF8iNGaN7mbDH3FRqIKBuXZEbuXKjflgyfQh+qVxKDOX42SvwHbsIt06sFf/Wd12RwPoc9oXXYWpYGCbu4/uQz3j7/gNIaMkKLMmaO78/QLoLmyyhz1+9Q8C0wUq9JJFGdfy1eRZy58xu4lFwc0zAeARYYBmPpc41qTpvq3XviahcrhgG92whradY9S5YONkXZUoUQrVffeFdtTRi4+IQERmNymWLolvbBnCw51gGncFbeEbFdUWWgYoN+2LZzN9QrWIJMfp7D5+jeY//4fTuRSLGT991RQLryKkgVCpTVFhRvX8qg7IlC1k4WR6ergTeBX+Cd8shcgLrzN83QXe4XjywBE6OGURVW3YHYtueQGGhV0x0HVn+PB4YN6STrs1+Vz4KtSDrWuTXKCH86PqzLJmc8fDpKxGiocuRPHSEz8V/7qBnh0Yo6KkcrkHxaK/fhuDVmxCQpTdHtizwyOGqNr72uwbChcyWAAusFJgaVQJr3fZDmL1kG4b3bQP3HFlw485j0GcksHK6ZUWLnuPRslF1VClfHGHhEaA3wIY1K2HCsC4pMAJu0hwJqFpXff3m4/6j5+KAXDtbWxw5HYTAM1eEwHof8knvdUXXTz19+Va4Gymui+qiOBmKl+HEBFQJrNDwCDTq6CcESGufGggNj8TW3ccQH5+gJLAkYuz4jvlC5CRHunrrAcbMWCWNZZVtg15yL1y+LWJbNweMRYb0DnJdIPFXrFBeDO+XdJHy1IUbcev+Uzx88goLJg2Qu37t9v2nGDVtBR49ey1XR/HCnqJ8uVKFk2N4XKcZEWCBlQKToepBSHcd/r7vhHDhUMrpng3b950QLkIKBCWBdWaPP7JkchJ/lxx+eungUn4bSoE5NMcmVa2r8C+RWLXlT1y/8whOGdMLCyg9xMhFSNYsQ9cVxcp8Dg0XVjJOTECVwCIqZC1aufmA+P+c7llx5/5T/JAzu5yLkARXi57/Q7WKJaWhEsYmGhsbhypNBgih16pxdbhnd4WNjQ2iomOEEJq5eAtIgJEIypzJEf5TBskdOn0w8G8s27BXKgxJYOX9wV0Isn6jFmBE/zbiRZg2LdVsNVRYeCn2zC17FgwYvQD58+REyKdQsZlp1+rJKJz/B2MPkeszIwIssFJgMjRdKi3pzopN+7Fy85/C0hATG4sqjftj65JxKFk0v8hC4mvivPW4eXwtH9WQAnNojk3qsq66DZmJjBkc4D91EMiyYOi6WrByJ/658S82+o82RyTcJxMTUCewZLtBLrny9fvAb0A7dGxRR/on2ugzYvIynN3rL9zPyZHuP3oBinf9+8+lKn83L165g+5DZ+HItjlCEJEInDW2jzQUg8RXr+FzEfTXMtE9icBq36wWnjx/gz4j56HOL+XRsFYldPSdhgsHAqRHVpDApO/csD6tQZZleuGZNa5PcgyT6zQTAiywTDgRmq7koTNiPnwKFTEKQdfuidPlB3ZvJv0BohgGykNm6JCPYRg+aSncc7iKf3NK2wQ0rSuKw6JYK8pz4Oh5TFu0GduWjZce/6FpXZH1q+uQmejetoG4h5PS/BU70KROFeTO5SZcj10Hz0SPdg3Ru2PjtD0JPHrExsWLIPd67Ubg4KaZIqbJzjbpPCzaJejslFH8xvmv3oXTF6/j8NbZUhccWXzqtR+BFo2qo19nn2SjGfzhM6o3H4xDW2bhBw/lAPpNfxzFdP/NuHBgCaKjY4QYy+aaCVP9egjLG71QPHvxVvqie+z0P8LSVbZkkruP6t+86xjqe1fCX8cv4sTOBcieNZP4G4V1kKeChOWxM/+IkBBiwMlyCbDAMuHcarqSR/JWR90hN6Bv9+bChC1JL98EY/D/FuPug2fio4qli4i3n6xZXEw4Am7KHAloWld0/lCv4XNEtylweOLwrqBzq3RZV6FhEajSpD/GDu6Itr/WFEVoM4bkTC3696/1fhLByLzZwhxXhmn7RFYp+h2TJPodo7AGSiRMyIJDiTZc0LEhsjFW2/Yex9xl23F8xzxpIHxy9X7k1OU4fvYqav9cFrncswkXILkI7/z7DKcuXBMvJCSwnB0zgHZG+o5ZKLfm54zvh90HT4vu0e8xxWnlyZVDrrueuT1w+/4TUW+j2pUREfEVS9bvxeJpg1CjSmnhph86IUBqCUuusXK9KUuABVbK8pdr/W3wRxGILHsIpGL36Atva2sjjcUyo+5zV8yQAFmu3rz7INaUYsCubHf1WVdk2aJjRLK5ZuZz2Mxwzs2xS5Ffo4X1yi27q9SqlVL9JEvbiXNXcfzcFbwP/iRuziArVO6cbqhdrQwmL9iIrUv/J1zplOg7RIHv5P6sUbW03O+zrItQcTy0Q3H20m3iPEPyTLRvVhvkSqREPEiM8gtySq0C07TLAss0nLkVJsAEmAATsDACFDRvZW2l8mogCxsqD+c7CLDA+g5oXIQJMAEmwAQshwCFYEiuIFM/qkS6XU7LoLXnccuWGfnz5rQceDwStQRYYPHiYAJMgAkwgTRNYOueQMxbvuM/911SHJmiS71Usfy4fjvpKiBJrNn35Gn7q3eyHUORpifRDAfPAssMJ4W7xASYABNgAqYnQPFZdCjqyAHtxM0ZqpKx8ph+dNyiqQmwwDI1cW6PCTABJsAEzJLA81fvUb/9CLlrfRQ7aqw8ZgmAO2VUAiywjIqTK2MCTIAJMIHUSkBinRo9sIP0gnTFsRgrT2plxP3WnQALLN1ZcU4mwASYABOwYAJ0ZEOFBkmnq0uuJZMMt1WTGuJOT2PlsWCMPLT/CLDA4qXABJgAE2ACTOC/M69OX7iukgWdTO9VILc4F8sYeRi45RNggWX5c8wjZAJMgAkwASbABExMgAWWiYFzc0yACTABJsAEmIDlE2CBZflzzCNkAkyACTABJsAETEyABZaJgXNzTIAJMAEmwASYgOUTYIFl+XPMI2QCTIAJMAEmwARMTIAFlomBc3NMgAkwASbABJiA5RNggWX5c8wjZAJMgAkwASbABExMgAWWiYFzc0zAUAJXbz3Ay9fBaFynitaq9MmrqrIbdx5h+uItWDTZF9lcM2ltjzMwASbABJhAEgEWWLwSmEAqIzBhzjrsOHASt0+u09pzffKqquxc0C30Gj4Hh7fORi73bFrb4wxMgAkwASbAAovXABNIlQQiv0YjNi4OLk4ZtfZfn7wssLTi5AxMgAkwAZ0JsAVLZ1SckQmYBwGyXl24fBvzJvQXHbp+5xEC1u7G1VsP4WBvh+Je+dCnUxOUKppfWLpk874L/oSFq3bi4pU7CP/yFYXz/4DWTWqodTeqsmDtP3Iea7YdxL+PX6JQvlzo3rYhGtWuLPryNSoGPYfNFv++fP0+Tl24Lq4X6diiDur8Us48AHIvmAATYAImIMACywSQuQkmYEwCi1b/gT2HzuL4jvn4FBqOn3x8Uf5HL7T91VtcRHvkVBDKlfJCj3YNIZuX+tBhwFS8fhciLq21T5cOQdfv4e37j1g6Y4jKLioKrD8DL2LE5GWoWr446tWogEMnLoHyzB7XFw1qVkT4l0hUatRP1NWwZiWULlEQpy5cw5m/b+LCgSVwdsxgTBRcFxNgAkzAbAmwwDLbqeGOMQHVBGRFE1mv2vWbjHkT+qFu9QrSAmRJSu+QTk5gxccnoGTNbmjXtCbGDOqolFdVa4oCq0GHkciQ3gE7V06UZm/abSyiY2JxcNNMqcCi+qkdSh8/h6Par77C4la3enmeVibABJhAmiDAAitNTDMP0pIIyAqs2Ng4eLccIkRMzWpl8GOxAqhfoyLcc7iKIStasIZOWILDJy+hdPGCqFSmKH6pXAoliuRTi0dWYNEuwjJ1egrL2JBeLaVl5i3fjtVbD+LqkZVCaJEFS2LRkmQqVr0Lhvdrgy6t6lnSVPBYmAATYAJqCbDA4sXBBFIZAUXRFBoegc27juHS1bsIunZPjGbxtEGoUaW0ksCKi4/Hnr/OCrfdxSt3Efk1SkkwyeKQFViZXZxQoUEfDOrRHL06NJZmW7phLxav2Y3Lh1YgLi6OBVYqW0/cXSbABJKHAAus5OHKtTKBZCMgK7DI7WdjYy1tKzQsAm37TUL+PB7wnzpISWDJ5ifr17jZa0BB6zcC18jVI6lQ0UVIrr78eXNi3QI/aZsdfafh6Ys3OLPHX+oiZAtWsk0/V8wEmEAqIcACK5VMFHeTCUgIyAqsk+evYdveQHRuWQ95c7vj2cu36D50Frq2qY9hfVrLCSyydLXtOwkDujZDcS9PRER+BZ2TFZ+QgB0rJsDKykoJsqLAWrn5ABas3IneHRujVrWyCDx7Bcs27BMuQ3IdSoLcWWDxemUCTCCtE2CBldZXAI8/1RHwX7MLu/86I3YR0lEJwyYuwaNnr8U4smRyQs2fymJE/zYiGF02LwW++45dKI5tkCSK2xrUvbmwSqlKlLfHsNk4sm0OcrplRUxMLOYs247Nu45+s2C1qIOhvVoiXTo7fIn4iooN+6qMwRrRvy06t6yb6nhzh1OeAG3mmL1kG9r4eGPb3uOgGwpo5+yk4V1x695TrN9+CI+fv0HT+tXQtXU9aQwiWWw37TqKPw6cEt8ROlakTycf6WaLt8Ef4Td1BR49fSXiGHNky4wmdaqif9emsLO1MejYEXrZoJchegmh41Eqli4C+g7QsSWUxs1aA8/cbijomUtYkd9/+IyFk30xZ+nvKj/P4GAPcsf/eewiXr4JFvX91qc1ihXOK+qTMJo4vCsOBl4U//auWka62STlZzHt9YAFVtqbcx6xBRKgH3OyUJEIUmWJkh0yBaK/D/mEHFkzC1H0PYnE2tv3H+CW3VXsVuTEBJKTwJm/b6DPyHmiie5tGwghRJZTEkX0ItGxRW04O2VEwNo9aN7wZ/gNaCfy0gaMrXuOiyNMShbNL44V+ev439iyZJw4J+75q3fCIktiJUtmZzx48kqcKTe4Zwv0bN/ou48dIWFHu3s/h31Bu2a1kMXFCZv+OCpE4PEd8+DkmAEteo7H3QfPRD+rV/lRuOgnD++O7r/NUvn5/BU7xLl2LRr9giIF82DDjsN49vIdDm2ZhR88skOWEYUIFCmUB6WKFmCBlZwLU0vdLLBSED43zQSYABNgAtoJSMTDrtWTxeG4lOiw27nLtiNwxzy4ZcsiPiMRQiKKrnb68CkMPzcdiKG9WwlRRok2eVRu1F9OhElapzPk6Fw5smg5ZnTAspm/ffexIyfOX8WA0QulQo7aIGszHWlCVipyr5PAsrOzRcC0wcLyLEmqPn8f8hk1WgxGtzYN8FufViLr59AvqOozAO2b1cLogR2kAmv66J7CCscp5QmwwEr5OeAeMAEmwASYgAYCEoF1bPs8uGdPElP7jpzDqGkrcengMmTM4CA+27jzCGYs3iLu6aSbBDoPmi7u0CSLkSSR1YgsRiRsSHBRXOGO/SeFG0+SypQohI3+o787ppCsa+SeJ0uTJMXHxwuRNbJ/W3RqWVcILDoiZfzQznIjV/X531fvotuQmVg2cyiqVSwpJ8bSO9iLvqpixIsqZQmwwEpZ/tw6E2ACTIAJaCGgSjwcOHoBI6culxNYW3YHYurCjUJg0e0BfUbOFdad3Dmzy7WQycUJJbw8RYzU8o37hZWLhItb9iyYtmgTXr0JMUhgkduRhBsJIsWUJ5eb6I8+AksyFhJSJP4kqcvgGeLsua1LxrHAMsNvEQssM5wU7hITYAJMgAl8I/A9Auv5q/eo336EsBC1alJDDmdiYqKIVWzdeyJcnDNixexh0r+Pnr4SL14HGySw9h4+B6pn79qpKOApv4FE0rY+AotiregWhQHdmqJvJx/RV4qDLFevF3zqVsW0UT1ZYJnhF4YFlhlOCneJCTABJsAEDBNYVHrguEUIPHMFE4d1RdmShURc1umL12FtbS0C2SmGi3YlzhjdC1ldXcTfyL1nqIuQ4rkadx4FB/t0GNm/HfL+4IanL95i7+Gz4mJ1OgRYH4FFY6HdvPcfPhf3iBYukBvrtx8WtzJsWjxG3MzALkLz+8awwDK/OeEeMQEmwASYgAwBiXiQDWiXXDwe9NcysZOQkqyLkP5NO2vJXbd93wlpbRRQTm7D+t4V8eptiAhqv3LzX/F32mmYEJ+A9OntxWG6hhw7QjsGp8zfAIqfkiSKyZrq10ME6pP1rGjhvEoxWOo+p0B3v6nL5eqbMrK7OJqCkipGvIhSlgALrJTlz60zASbABJhAMhOgYPbgkM9wcEgHuvJJMb1590FYtej4B2OnqOgYhHwMFe1KgvENaYN2D4Z9iYCHW1bY2tgYUhWXTWYCLLCSGTBXzwSYABNgAkyACaQ9Aiyw0t6cK42YDqk8f/mWeIOr/XM5xMbFi4uDP3wKFee1SMzvyY3q4pU74vBLz9zuog+0rZliGJI7RX6NRrp0tvw2aGTQus7h9/An18/5oFuoV6OC1oNV9R0WWRxsrK3FGUXqEh0kSbu3MqS316v6J8/fiBO76WBLTkyACVg2ARZYlj2/Wkf34MlL/Np1rLh2IksmZ8wa1xt12gyDY4b0yJMrB0b5themaH0TbZ+mu+noGghdE10aTA9MOjhv8ZrdCDz7D3avmaJrcZ3yrd56ELncs6Ju9Qoiv2QnDl2M7F21tE51cCbdCOgyh9/L//b9p2jVewKuB642ujDuMGAqShbJJ641UZckVwid27sYmVwcdQMCiNO36f7INfNHai3zPd8hrZVyBibABExGgAWWyVCbZ0N0t9WDxy8xb0J/0cGga/fQb9QCXDywRFzd8L2pWPUuWDvfDxVKe+lchazAooDO8C8Rau/I07lShYy0q8irQB7065y01TkhIRH3Hj5DLo/scJY5jPB7609t5cKiohF47xFefQ5DEbdsqOmV32hD0GUOv5d/cgossjJRkLPkdHBVQCj4mbbOFy7wg14CTx+B9T3fIaNNHlfEBJiAwQRYYBmM0PwroEtOpy7YKHaf0B1VA7o1Q51fyuH42SsYOXUFHOzt4JGDrDrlxcWodKJx8cKeKObliRH92mDust/F9RNR0bEoVSw/xgzsINx4r9+GYLr/Zly8cld83rJRdVEH3f+VZCnKhkzOjmjaoJq4pFUx0Tk1UxZswLmgW8JaFvwhVGydJgsW7RD658a/+N+QTnj45BXGzFgFP9924qRmenDT1mR17VM7FLQ6e+nvCLp2V7h6yNVJ27THzlwjHW/BfLlAu3DIYjFmUAdx6jK5fugKjq17AhH+5SvoMuRRA9qLs3KoH37TVqBR7crYujtQDIeu4FA8Y8f8V0RSD0lc1VywGuFR0dIuV8ibCxu6tDTKEGTnkNxu6taRLP+L/9wR153QDqxsri5ihxTdCaeYFAWWujVO5ehkb1tbGzx6+lqc7l2jyo/w7d5M3N+mKs0K2CrOLmrW4Ge8eP1elL909Z5YN5XLFhNr5sWbYIyetlJchUIvIrR7bdMfR8QaprU8oGtTcVq4YpIVWBSs3HfUfLGuKNGlvWQxph1mun6HjDJRXAkTYALJQoAFVjJgDTt9MRlq1V6l88+VlDJRnAgdtlesUF50blVPxFYFrNuDnSsnImsWF4ycslxcctq6SQ24ZnLGzj9Pidvf6SFC10ucvXRT3FS/eNpg8SA5ce4qKpUpih+LF4RPl9H4sVgBdGxRB0+ev8XwyUtxZNscRH6NEm5HcrEULZhHnI6s+DCjXT1NOo8Wbkl6gKazs8WYmavQvW1DIbBkH0Q37z5Gm76TxA6f5g1+hoODvbhqQl372V0zwafrGGTPmlkIILKS0KnKc8f3w28Tl4hTlOnB7ZgxvRBVZCnYsGi0EGB0meqsgG0Y3q+NuJJj4ao/4OHmikWTB0LSD3Ilkqiiwwjp1Ojz+wPg4pRR+wSZWQ7/ExcQcEp5ra7v0hIV8+ru2lU3LNk5XLXlT5XriFzTEv4kMMrW7YXeHRujYc1KePriHS5euY0xgzpqFFgkitWtcZrfvn7zhbAa3LM5Cnjmwrxl21GxTBFxereq1H/0ApQskl/0o9fwObCxsRHCPyw8Qnw//jekszjTSOKipHVBInHehH7Il8cDV289RFxcvMpLdmWZUBzZ7r/OoEzxguLS7TVbDwphSd9Niete03fIzJYTd4cJMAEFAiywkmFJvJwyPxlq1V5lrrFDlDKRdYgeErJ3eJGwoWshSESMmLwM7jlcMaRXktVi54FT4l6u35ePF/+mOJr9R89j0ZSBKJQvlzSgmALSuw+dhfULR0m3Hk+Ysw4+9X4SDxZt7g2yTnUaOA0HNkwX1jBKsi5CVQJL9s4xTe17/uAmDuU7uGmmsCbIJkUXIf1NVmC17TcZXgVyS8+mOXbmHwwa54/z+wLw/NU7IfRunVgr5VDtV19MGtFNHByY2pIpBZa6dSTLnyw3FRv2xcDuzdGxRW2NmytkLVh/X7mrcY2TwCpToqDUEvbHn6eFtUldfJ+swCLhRC8idG5S9qyZpFMs237Q1XtivdHlwJXLFdXoMlR0EVIM2o27j/D0+RvcvPdECC665kXCRV83e2pbg9xfJmDJBFhgJcPsmpMFa9fB08LlcmaPv3Sk4+esFZeYUtyVNoH15v1HjJm+UrgXaTdh21+90aeTDw6d+BvjZq0RJwjLphpVSwurkTaBRRe1Tp6/EXRIoCRpE1iywobGpa59ckuSW0e2bkkb2gQWCSaybEgO7yNXY63Wv2HX6smIiYlVElji+oquzdCgZsVkWEnJW6UpBZa6dUS78GQFruSgSBo5rS2yHJUrVVgJhKzA2Xf4nMY1riiw6PTrect34PDW2SoBywoscg36TVsu3Obk8u7RvqFwhcu2n5iQiOmLt+D3vcdFfbSBYmjvliK/YpIVWOQa7DpkhrAUkyWPrM37j5xngZW8y55rZwImI8ACy2SoU6ahE+evYsDohcICQ3FElOitvEjB3ML1ok1gSXpNQuPStXuYsmAjRvm2g2tmFwybtBQXDgSofGOnh+bqeSOEO1FVunX/iTjJWPYUZn0E1qkL19W2T7u06CF5atdCYX2QTUJg5c+Nfl1+lX4s+4Bv2m0sqlYogWF9Wou/S3aLndi5AO+CP1qUwKIYLO/5q/AlOkbKonyeXNjY1TgxWKoCuhXXEcU5yfKnjlC81v1HL8RVIBRDd/KPhUobLmQFDp1grWmNGyKwqD/kgqTA96NnLguLLlld6WgJxV2MoWERwhpF8VN0lQldv6JJYM0M2Iq7D55h9dwRYnzX7zxCu36T5QSWpu9QyvyicKtMgAnoSoAFlq6kUvCrPd0AABJ4SURBVGm+T6HhqNNmuLA89WjfCJev3YPv2EVYMn0IfqlcSqvA2rzrqIhToisk6H4tEiDD+7ZBlfLFUavVb8LSQ7EtlIKu3UdsXJwIKO82ZCbKl/ZCj3aNEBkZJRV3EowUg1W5UX8Rb9WuaS0R30QB5JIgd1UuQlkLFsWvqGufYqlozBSMThejUoAz1Ud1r9i0X8Tj0LEMNB66NkP2AU8P0F1/ncaCiQOQI1sWEYRP1pcdKybg1r0nFiWwaC5IZB279xCvPoWhiHs21PIqYLSVLjuH6tYRXVci4e+RwxV0SW5rnxpwcXIUd8SR9fX8vsVKZ1LJCiyyxmpa49oEFlnN9h46K14IKC5P1oJFd9W1aPSLiNu79/C5uD+OYqQork8isEiEh32JhHfVMrCxtsLYmavh6JhBbNDQJLAC1u7GifPXsHTGEBGzRbGRsi5Cbd8ho00UV8QEmECyEGCBlSxYzatSibWHgs8p9enURFwYSonO2nHP7irEByWKT6F7uyQxWLSjjh4ylMhFSLsPJw7vKqxWV289ELv7aLu65O/01k477+iC1Qlz1+Lj53AhcugWeMUk6w6i+C4STSTIKIaLdgtSQD2dF0SxKW36TJSLfaK6NLVPDz0KmifXDiXJ5a1kiRg6IQD/Pn4pXFC0G5Ee8Bv9R4s8xGj09FU4evqyKEcxXP5TBorjIlT1g1yExJKEAid5ArJzqGkdSfjTRojOg6ZL1xMJe2JLLwKK6c6/T9Gy17dzsDStcRJYJLrpXDZKh08GCSuTxEVIFl0Sd7PG9RF/9x2zECWK5EOvDo3Ffx8/d1V8Tpss6GWA6pFt//K1++KlRfL9qlq+OCb81kXl+XGyTEi4U/1kxaJUrWIJnPn7ptSCpct3iNccE2AC5kuABZb5zo1Re0ZujrfBH8WuvfQO+p2OTtamDx/D4JrFWaU7kIRRbGwcXDM7y52qTW2SBU3xc9mB0UOJjkMw5A4wde1TOx8+hYnT4BXvAKPPnZ0yws5W9V1eVGdUVIxB/TLqBFpAZdrWkWSIZA2iU/xV3RmnCcP3rHHJZb4ktBXjCSVtkcsyLDxSLshdsR+JiYlirdFLiL6nu9NxI5lcnFSW0+U7ZAFLg4fABCySAAssi5xWHhQTYAK6EKD4LTqKg9x+nJgAE2ACxiTAAsuYNLkuJsAEUhUBspZR/BPF4nFiAkyACRiTAAssY9LkupgAE2ACTIAJMAEmAIAFFi8DJsAEmAATYAJMgAkYmQALLCMD5eqYABNgAkyACTABJsACi9cAE2ACTIAJMAEmwASMTIAFlpGBcnVMgAkwASbABJgAE2CBxWuACTABJsAEmAATYAJGJsACy8hAzbE6ujctXTpblYeESvobGxcvDnekQzn1Sf/c+BcuThlRwDOnPsU4bxogoOua0mV9KuKig2DPB91CvRoV5A63TQNYeYhMgAmkEgIssFLJRH1vN79GxaBcvV7i7j3vqqXVVkN38AWe/Qe710zRqynZe9v0KsiZLZ6ALmtK1/WpCEv2LkK6tklTWr31IHK5Z0Xd6hUsnjkPkAkwAfMhwALLXOYi/iUSowOBhDBYpW8K2OQySs/oUtp7D58hl0d2ODtmUFvn+5DPCP8SIe7c0yexwNKHlvnlpcueA+89wqvPYSjilg01vfIbrZO6rCld16chAmvguEXwKpAH/Tr7GG1sXBETYAJMQBsBFljaCJng74lfdyEx1E+uJevMAYB9baO0TpfZjhnUAXR57sV/7mD+ih14/PwNsrm6oGn9aujZvhH+DLwIcvf9b0gn0N1rc5f9jkMnLiEqOhaliuXHmIEd4JnbXak/sgKL7k2jS3237gkU9wvSpc+jBrSHi3NGUa5tv8moUeVHHDl1WVzo28bHG/26/KrybsSHT17Bb9oKNKhZEZv+OCruOhzauxXSpbPD8g37xB2HHVvUERfyUiJLyMJVO/HnsQviDrvWPjXQrMEvou7L1+9j0rz1oMt1KVEfxgzuKFybknYa1a6MrbsDxd+7t22AVk1qqGRPd87RZdjrdxxG+JdINGvwM9o2rQm3bFlEXXT5tZ9vO3FZNQkMuvRX8TO69+7Rs9eYumAj/r56F/nzeGBAt2biIm1KMxZvQe6cORAa/gXng26j7a81BQdjJxJXNResRnhUtLTqCnlzYUOXlkZpStc1pcv61Caw6NJychnS5eLEs3/XpqhbvTwOn7yEsTPXwMHeDh45sqJgvlyYMrK70viIuY21NR49eyUuXK5crhj8+rfDyi0HcPzsVVQo7YWB3ZujcP4fRFlaU7OXbBPfo9o/l0XbprVQwstT/E1dXyRza2trg0dPX4s6aC36dm8GuuhaVaJ7Cqf7b8bFK3fF97Blo+piXOrWyY27j5TWDuVX971UtWZpfXJiAkzAcAIssAxnqFTDsvM79aq1be5ZcLL9LFcmJNodu1756lVPnyotVOYvVr0LNiwajWKF86Js3V7o3bExGtashKcv3uHildsYM6gjNuw4jJPnr2HN/JFYteVPrN9+CIunDYaNjTVOnLuKSmWKovyPXkr1ywqsHQdOYlbANgzv1wbu2bOIO9483FyxaPJAUY76QQ+/Pp18xMW2wycvw7wJ/VCtYkmlem/efYw2fSeh9s/l0LJxdVy/8wgBa3cLkUiiiq43GT55KQ5smC6E34Q563D3wTMM6d1SxORMnLsOfTv5oHGdKrh1/wkePH4pyn6Nisb42WtRvcqPQrBJ2iH3KYmqF6+DMXXhRpzfHyAEmGIi0UBtTRzWFZ653bB0w164ODli8ohu0rro4urmDX6Gg4M9KvzoJcYh+1mH5rVRv/0IFCuUF51b1cOlq3cRsG6PuA+P+tjXbz5OX7wuXFr0UC3hlQ9lShTUuhb+3f8v3lx5ozWfJMP+xDc4AOX8Q60KoTAcda6ncJPCcCvtppRf1zWly/pUrFzRRbh511EU8MwF10zOOHnhmniJOL8vQLws/DZxCXLnzC5eJhwzpheMFRMxJ8EztHdLeP7gjvFz1uLlm2Dx8kFii8bi5JgBM0b3wvNX78X8/danlVi7h08EYddfpxG4fZ5Ye+r6Qi8aknYG92wu+jtv2XZULFNErEXFRDFsPl1G48diBcTLxJPnb8WaP7JtDnK6ZVW5TlZuPqC0dkg0qvteSta/7PqkFwxOTIAJGE6ABZbhDJVqKDWnjV61Xu1wRWX+0pvK6FXP9WHbNAosevuu2LCveBPv2KI2MqR3kOaXfRhS7Mz+o+exaMpAFMqXS2MQsazAIguVV4HcGD+0s6j32Jl/MGicv3jQ0cOFHqT0dly6eJJYoDf9rJldhCBTTJIf/lsn1or2I79GoXz9Pti+fIIQipSadhuLTi3rol6NiiLOjIRi6eIFxN92HTyNdyGfpOIu+MNnXLn5AO9DPgkLmrNTBgRMGywVRZJ2qGy1X30xaUQ31KiiHLNG1pY8uXKARBIlEnXT/bfgwoEA3P33mRBTlw4uQ8YMSWwl45D97FzQLfQaPgfHts8TQpRSk86jxcOaWNBDmOZqcE/Vglndotjfcz+urFK9llSVufmLPW5Vt1f6k/f6SOR4Gqfz2muyqglKd1dmpeuakggsTetTsTOKAousp/cfPce9h8+F5dB/zS78vnw8ihf2hC4uQmJOIpYEFaUFK3fiwZOXYo1QOnH+Kv43aw3O7PHHknV7cODYBcwd30/8jcQ+zfsfqyaJ9a+pL4rt/PHnaWz644jK2MeLV+6g+9BZWL9wlHQ9kbj3qfcT2jWtqXKdqFo7mr6Xz1+9U1qzOk88Z2QCTEAjARZYybBAjGHB+hDtjj+MbMEqW7IQtuwOFBYaSiR06CFerlRhOQsWudLGTF8p3Fckwtr+6i21OinikhVYJEzoTZwsBZTevPuAWq1/w67Vk4VgUBRY1I+4+ASpIJOtW1Fg0UOrZM1u0ocm5SWx06BmJVQuWxSNOo0SlgnZXZDZs2bCvAn98dfxvzFs0lKUKVEIRQrmxr+PXwqX0bKZv6kUWA06jMSArs1UuuVojMQkm2smORQLJg0Q46UHraxYUxwHFSLxRxYWelhLEllMyOVI/VV8COu6RM3ZgqVpTUkElqb1qUlgRUfHos/IeUJcef9UGu7ZXUGWnK1LxqFk0fzfJbBWbNqfZDX9T2BJxM7tk+uE6zrwzBWpu1DSt76dfYS1SVNfFOeWXJjzlu/A4a2zlaaZ1sm4WWukLySSDDWqlhZubFXrRNVnmr6XMTGxSmtW1/XG+ZgAE9BMgAWWGayQ5I7Bkn2A0XDJbXL/0Qus334YQdfu4uQfC4VbQ+IilCAhwXDp2j1MWbARo3zbiXgjTQKLLEpVK5TAsD6tRbYLl2+jx7DZOLFzAUjsGCKwKBi6hHdXlQKrYa1KqNK4P3asmICihZKsW7KJrEP1vCtKg5wpHoXcct8jsFr0HA+fulWFy0YxqRJTqj4ja8iA0Qullj2JWCTxR1a47xVY+i5lisHynr8KX6JjpEXL58mFjV2NE4Mla8HStKZ0WZ/kqpZNshasU+evCxEl69alOuUEVv7cIt5PXVJkTgLt2u2HKgXW3GXb8fTFG7EzVzGR8NLUF30E1qkL18WLAVlHVe2U1FVgafpevgv+yAJL3y8O52cCOhJggaUjqGTPFncXidF/A4m0i7CZ0XYRUr8lDzCPHK7Ye/icCACnuKFte4//F6uyWASmSwQWiS2yBtHbf0RklHDFDe/bBvW9lQOtZS1Y5FqkWJQFEwcgR7YsmLJggwgsJ+FDbr7kEljkLuk2ZCYoZmXWuD7ImsVFuIsoaL9zy7rC0kXBzUN7tRRxNeRmyZzJ8bsEFlk2KIB9yfQhQsy9ehuCnQdOysVzabNgUYB+nTbDhWWwR/tGuHztHnzHLhJ1/lK5lMkEFq0NElnH7j3Eq09hKOKeDbW8klysxkiyAkvTmtJlfdrZ2aoVWJev3Uf332YJSyltNqA4ObKOSgQWzRnFV5EgovWcJZOT0vD0EVhXbv6Ljr7TRDxW/ZoVERoWgaOnL6NcycII+RiqsS/6CCw666tWq9+ERZhitigFXbuP2Lg41KpWVmcLlqbv5a17T1hgGWOxcx1MQAUBFlhpYFnQA2yj/2ixU6nzoOliBx8lElG+3ZqJhzqJBgpmpyB3svDQWzolcofR7raJw7uqfIv2HbMQJYrkE4HnFCc1evoq8bChRLFK/lMGSo9+UCWw4hMSxc5FxXSTfvj7TJS621RZsOghR7vraJfdu+BPmDB3nQjwlSQK5qd4M4p58pu6XOwwo/GQu5IClpfOGALFdqgsuQiJiypBSS6V+St3CpeqJFHw/7oFfirrUlU/lZNYJ4gZpT6dmog2KdFDmNxlPdo1TNWrU9c1pcv6VARx59+naNlrAq4Hroa1lTWGTgiQrjvasHD83FVsW/o/sTafPH8j/k6uYXKLq9olp8hc0YJF7nKyOgb9tUx0hdx3FHsnmT9a68tmDkUu9+wa+6LYzuGTQZi3fLtKFyG1c/XWA7ELVfKdpfVLwo526KpaJ6o+0/S9VLc+U/XC484zATMhwALLTCbClN0I+xIpTm2n4wzUpbj4eHz4GAbXLM4aT4BXVZ7evKOiYsTOOVMncn+SRUGx3zQecnm6ZXeFna3mgyl16bOEj7NTRpXHTOhSB8WVvQ3+iCyZnL+7Dl3aMZc8uq4pXdanqjGR9YhcierW9YdPYaD5Msb8U/t0ZAfVSdY1xR2n2vqi75zQd4qOKnHN7PzdJ9en5PdS3/FyfiZgCQRYYFnCLPIYmAATYAJMgAkwAbMiwALLrKaDO8MEmAATYAJMgAlYAgEWWJYwizwGJsAEmAATYAJMwKwIsMAyq+ngzjABJsAEmAATYAKWQIAFliXMIo+BCTABJsAEmAATMCsCLLDMajq4M0yACTABJsAEmIAlEGCBZQmzyGNgAkyACTABJsAEzIoACyyzmg7uDBNgAkyACTABJmAJBFhgWcIs8hiYABNgAkyACTABsyLAAsuspoM7wwSYABNgAkyACVgCARZYljCLPAYmwASYABNgAkzArAiwwDKr6eDOMAEmwASYABNgApZAgAWWJcwij4EJMAEmwASYABMwKwIssMxqOrgzTIAJMAEmwASYgCUQYIFlCbPIY2ACTIAJMAEmwATMigALLLOaDu4ME2ACTIAJMAEmYAkEWGBZwizyGJgAE2ACTIAJMAGzIsACy6ymgzvDBJgAE2ACTIAJWAIBFliWMIs8BibABJgAE2ACTMCsCLDAMqvp4M4wASbABJgAE2AClkCABZYlzCKPgQkwASbABJgAEzArAv8HFKFrZKhneQoAAAAASUVORK5CYII=",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(isiscsm_plotlatlon.to_image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diff lon</th>\n",
       "      <th>diff lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.000000e+02</td>\n",
       "      <td>5.000000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.054152e-07</td>\n",
       "      <td>1.786892e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.571631e-06</td>\n",
       "      <td>1.196634e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.647452e-06</td>\n",
       "      <td>-2.292322e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-5.690899e-07</td>\n",
       "      <td>-5.002277e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.618256e-08</td>\n",
       "      <td>4.712217e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.188245e-06</td>\n",
       "      <td>8.394656e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.674273e-06</td>\n",
       "      <td>3.343632e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           diff lon      diff lat\n",
       "count  5.000000e+02  5.000000e+02\n",
       "mean   4.054152e-07  1.786892e-07\n",
       "std    1.571631e-06  1.196634e-06\n",
       "min   -2.647452e-06 -2.292322e-06\n",
       "25%   -5.690899e-07 -5.002277e-07\n",
       "50%    3.618256e-08  4.712217e-08\n",
       "75%    1.188245e-06  8.394656e-07\n",
       "max    5.674273e-06  3.343632e-06"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isiscsm_latlondata[['diff lon', 'diff lat']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(isiscsm_plotbf.to_image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diffx</th>\n",
       "      <th>diffy</th>\n",
       "      <th>diffz</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.117837</td>\n",
       "      <td>0.022819</td>\n",
       "      <td>-0.009910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.708421</td>\n",
       "      <td>0.087658</td>\n",
       "      <td>0.066955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-3.141190</td>\n",
       "      <td>-0.143720</td>\n",
       "      <td>-0.186873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.862259</td>\n",
       "      <td>-0.033847</td>\n",
       "      <td>-0.046929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.173627</td>\n",
       "      <td>0.000487</td>\n",
       "      <td>-0.002619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.865580</td>\n",
       "      <td>0.068426</td>\n",
       "      <td>0.028154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.140255</td>\n",
       "      <td>0.323277</td>\n",
       "      <td>0.128875</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            diffx       diffy       diffz\n",
       "count  500.000000  500.000000  500.000000\n",
       "mean     0.117837    0.022819   -0.009910\n",
       "std      1.708421    0.087658    0.066955\n",
       "min     -3.141190   -0.143720   -0.186873\n",
       "25%     -0.862259   -0.033847   -0.046929\n",
       "50%     -0.173627    0.000487   -0.002619\n",
       "75%      1.865580    0.068426    0.028154\n",
       "max      3.140255    0.323277    0.128875"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isiscsm_bfdata[['diffx', 'diffy', 'diffz']].describe()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}