{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AKARI-SEP master catalogue\n",
    "## Preparation of VHS data\n",
    "\n",
    "VISTA telescope/VHS catalogue: the catalogue comes from `dmu0_VHS`.\n",
    "\n",
    "In the catalogue, we keep:\n",
    "\n",
    "- The identifier (it's unique in the catalogue);\n",
    "- The position;\n",
    "- The stellarity;\n",
    "- The magnitude for each band.\n",
    "- The kron magnitude to be used as total magnitude (no “auto” magnitude is provided).\n",
    "\n",
    "We don't know when the maps have been observed. We will use the year of the reference paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This notebook was run with herschelhelp_internal version: \n",
      "017bb1e (Mon Jun 18 14:58:59 2018 +0100) [with local modifications]\n"
     ]
    }
   ],
   "source": [
    "from herschelhelp_internal import git_version\n",
    "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:855: MatplotlibDeprecationWarning: \n",
      "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n",
      "  \"found relative to the 'datapath' directory.\".format(key))\n",
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:846: MatplotlibDeprecationWarning: \n",
      "The text.latex.unicode rcparam was deprecated in Matplotlib 2.2 and will be removed in 3.1.\n",
      "  \"2.2\", name=key, obj_type=\"rcparam\", addendum=addendum)\n",
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/seaborn/apionly.py:9: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc('figure', figsize=(10, 6))\n",
    "\n",
    "from collections import OrderedDict\n",
    "import os\n",
    "\n",
    "from astropy import units as u\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Column, Table\n",
    "import numpy as np\n",
    "\n",
    "from herschelhelp_internal.flagging import  gaia_flag_column\n",
    "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, remove_duplicates\n",
    "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "OUT_DIR =  os.environ.get('TMP_DIR', \"./data_tmp\")\n",
    "try:\n",
    "    os.makedirs(OUT_DIR)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "RA_COL = \"vhs_ra\"\n",
    "DEC_COL = \"vhs_dec\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - Column selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SOURCEID',\n",
       " 'CUEVENTID',\n",
       " 'FRAMESETID',\n",
       " 'RA',\n",
       " 'DEC',\n",
       " 'CX',\n",
       " 'CY',\n",
       " 'CZ',\n",
       " 'HTMID',\n",
       " 'L',\n",
       " 'B',\n",
       " 'LAMBDA',\n",
       " 'ETA',\n",
       " 'PRIORSEC',\n",
       " 'YMJPNT',\n",
       " 'YMJPNTERR',\n",
       " 'JMHPNT',\n",
       " 'JMHPNTERR',\n",
       " 'HMKSPNT',\n",
       " 'HMKSPNTERR',\n",
       " 'JMKSPNT',\n",
       " 'JMKSPNTERR',\n",
       " 'YMJEXT',\n",
       " 'YMJEXTERR',\n",
       " 'JMHEXT',\n",
       " 'JMHEXTERR',\n",
       " 'HMKSEXT',\n",
       " 'HMKSEXTERR',\n",
       " 'JMKSEXT',\n",
       " 'JMKSEXTERR',\n",
       " 'MERGEDCLASSSTAT',\n",
       " 'MERGEDCLASS',\n",
       " 'PSTAR',\n",
       " 'PGALAXY',\n",
       " 'PNOISE',\n",
       " 'PSATURATED',\n",
       " 'EBV',\n",
       " 'AY',\n",
       " 'AJ',\n",
       " 'AH',\n",
       " 'AKS',\n",
       " 'YMJD',\n",
       " 'YPETROMAG',\n",
       " 'YPETROMAGERR',\n",
       " 'YPSFMAG',\n",
       " 'YPSFMAGERR',\n",
       " 'YSERMAG2D',\n",
       " 'YSERMAG2DERR',\n",
       " 'YAPERMAG3',\n",
       " 'YAPERMAG3ERR',\n",
       " 'YAPERMAG4',\n",
       " 'YAPERMAG4ERR',\n",
       " 'YAPERMAG6',\n",
       " 'YAPERMAG6ERR',\n",
       " 'YAPERMAGNOAPERCORR3',\n",
       " 'YAPERMAGNOAPERCORR4',\n",
       " 'YAPERMAGNOAPERCORR6',\n",
       " 'YHLCORSMJRADAS',\n",
       " 'YGAUSIG',\n",
       " 'YELL',\n",
       " 'YPA',\n",
       " 'YERRBITS',\n",
       " 'YAVERAGECONF',\n",
       " 'YCLASS',\n",
       " 'YCLASSSTAT',\n",
       " 'YPPERRBITS',\n",
       " 'YSEQNUM',\n",
       " 'YXI',\n",
       " 'YETA',\n",
       " 'JMJD',\n",
       " 'JPETROMAG',\n",
       " 'JPETROMAGERR',\n",
       " 'JPSFMAG',\n",
       " 'JPSFMAGERR',\n",
       " 'JSERMAG2D',\n",
       " 'JSERMAG2DERR',\n",
       " 'JAPERMAG3',\n",
       " 'JAPERMAG3ERR',\n",
       " 'JAPERMAG4',\n",
       " 'JAPERMAG4ERR',\n",
       " 'JAPERMAG6',\n",
       " 'JAPERMAG6ERR',\n",
       " 'JAPERMAGNOAPERCORR3',\n",
       " 'JAPERMAGNOAPERCORR4',\n",
       " 'JAPERMAGNOAPERCORR6',\n",
       " 'JHLCORSMJRADAS',\n",
       " 'JGAUSIG',\n",
       " 'JELL',\n",
       " 'JPA',\n",
       " 'JERRBITS',\n",
       " 'JAVERAGECONF',\n",
       " 'JCLASS',\n",
       " 'JCLASSSTAT',\n",
       " 'JPPERRBITS',\n",
       " 'JSEQNUM',\n",
       " 'JXI',\n",
       " 'JETA',\n",
       " 'HMJD',\n",
       " 'HPETROMAG',\n",
       " 'HPETROMAGERR',\n",
       " 'HPSFMAG',\n",
       " 'HPSFMAGERR',\n",
       " 'HSERMAG2D',\n",
       " 'HSERMAG2DERR',\n",
       " 'HAPERMAG3',\n",
       " 'HAPERMAG3ERR',\n",
       " 'HAPERMAG4',\n",
       " 'HAPERMAG4ERR',\n",
       " 'HAPERMAG6',\n",
       " 'HAPERMAG6ERR',\n",
       " 'HAPERMAGNOAPERCORR3',\n",
       " 'HAPERMAGNOAPERCORR4',\n",
       " 'HAPERMAGNOAPERCORR6',\n",
       " 'HHLCORSMJRADAS',\n",
       " 'HGAUSIG',\n",
       " 'HELL',\n",
       " 'HPA',\n",
       " 'HERRBITS',\n",
       " 'HAVERAGECONF',\n",
       " 'HCLASS',\n",
       " 'HCLASSSTAT',\n",
       " 'HPPERRBITS',\n",
       " 'HSEQNUM',\n",
       " 'HXI',\n",
       " 'HETA',\n",
       " 'KSMJD',\n",
       " 'KSPETROMAG',\n",
       " 'KSPETROMAGERR',\n",
       " 'KSPSFMAG',\n",
       " 'KSPSFMAGERR',\n",
       " 'KSSERMAG2D',\n",
       " 'KSSERMAG2DERR',\n",
       " 'KSAPERMAG3',\n",
       " 'KSAPERMAG3ERR',\n",
       " 'KSAPERMAG4',\n",
       " 'KSAPERMAG4ERR',\n",
       " 'KSAPERMAG6',\n",
       " 'KSAPERMAG6ERR',\n",
       " 'KSAPERMAGNOAPERCORR3',\n",
       " 'KSAPERMAGNOAPERCORR4',\n",
       " 'KSAPERMAGNOAPERCORR6',\n",
       " 'KSHLCORSMJRADAS',\n",
       " 'KSGAUSIG',\n",
       " 'KSELL',\n",
       " 'KSPA',\n",
       " 'KSERRBITS',\n",
       " 'KSAVERAGECONF',\n",
       " 'KSCLASS',\n",
       " 'KSCLASSSTAT',\n",
       " 'KSPPERRBITS',\n",
       " 'KSSEQNUM',\n",
       " 'KSXI',\n",
       " 'KSETA']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Table.read(\"../../dmu0/dmu0_VISTA-VHS/data/VHS_AKARI-SEP_notCutToHelp.fits.gz\").colnames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bands: Y,J,H,K\n",
    "imported_columns = OrderedDict({\n",
    "        'SOURCEID': \"vhs_id\",\n",
    "        'RA': \"vhs_ra\",\n",
    "        'DEC': \"vhs_dec\",\n",
    "        'PSTAR':  \"vhs_stellarity\",\n",
    "        #'YPETROMAG': \"m_vista_y\",     #All Y fluxes empty on AKARI-SEP\n",
    "        #'YPETROMAGERR': \"merr_vista_y\", \n",
    "        #'YAPERMAG3': \"m_ap_vista_y\", \n",
    "        #'YAPERMAG3ERR': \"merr_ap_vista_y\",\n",
    "        'JPETROMAG': \"m_vista_j\", \n",
    "        'JPETROMAGERR': \"merr_vista_j\", \n",
    "        'JAPERMAG3': \"m_ap_vista_j\", \n",
    "        'JAPERMAG3ERR': \"merr_ap_vista_j\",        \n",
    "        'HPETROMAG': \"m_vista_h\", \n",
    "        'HPETROMAGERR': \"merr_vista_h\", \n",
    "        'HAPERMAG3': \"m_ap_vista_h\", \n",
    "        'HAPERMAG3ERR': \"merr_ap_vista_h\",        \n",
    "        'KSPETROMAG': \"m_vista_ks\", \n",
    "        'KSPETROMAGERR': \"merr_vista_ks\", \n",
    "        'KSAPERMAG3': \"m_ap_vista_ks\", \n",
    "        'KSAPERMAG3ERR': \"merr_ap_vista_ks\",\n",
    "    })\n",
    "\n",
    "\n",
    "catalogue = Table.read(\"../../dmu0/dmu0_VISTA-VHS/data/VHS_AKARI-SEP_notCutToHelp.fits.gz\")[list(imported_columns)]\n",
    "for column in imported_columns:\n",
    "    catalogue[column].name = imported_columns[column]\n",
    "    #print(type(imported_columns[column]))\n",
    "catalogue[\"vhs_ra\"].unit = u.rad\n",
    "catalogue[\"vhs_dec\"].unit = u.rad\n",
    "catalogue[\"vhs_ra\"]=catalogue[\"vhs_ra\"].to(u.deg)\n",
    "catalogue[\"vhs_dec\"]=catalogue[\"vhs_dec\"].to(u.deg)   \n",
    "epoch = 2011\n",
    "\n",
    "# Clean table metadata\n",
    "catalogue.meta = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SOURCEID',\n",
       " 'RA',\n",
       " 'DEC',\n",
       " 'PSTAR',\n",
       " 'JPETROMAG',\n",
       " 'JPETROMAGERR',\n",
       " 'JAPERMAG3',\n",
       " 'JAPERMAG3ERR',\n",
       " 'HPETROMAG',\n",
       " 'HPETROMAGERR',\n",
       " 'HAPERMAG3',\n",
       " 'HAPERMAG3ERR',\n",
       " 'KSPETROMAG',\n",
       " 'KSPETROMAGERR',\n",
       " 'KSAPERMAG3',\n",
       " 'KSAPERMAG3ERR']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(imported_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Conversion from Vega magnitudes to AB is done using values from \n",
    "# http://casu.ast.cam.ac.uk/surveys-projects/vista/technical/filter-set\n",
    "vega_to_ab = {\n",
    "    \"z\": 0.521,\n",
    "    \"y\": 0.618,\n",
    "    \"j\": 0.937,\n",
    "    \"h\": 1.384,\n",
    "    \"ks\": 1.839\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Coverting from Vega to AB and adding flux and band-flag columns\n",
    "for col in catalogue.colnames:\n",
    "    if col.startswith('m_'):\n",
    "        \n",
    "        errcol = \"merr{}\".format(col[1:])\n",
    "        \n",
    "        # Some object have a magnitude to 0, we suppose this means missing value\n",
    "        catalogue[col][catalogue[col] <= 0] = np.nan\n",
    "        catalogue[errcol][catalogue[errcol] <= 0] = np.nan \n",
    "        \n",
    "        # Convert magnitude from Vega to AB\n",
    "        catalogue[col] += vega_to_ab[col.split('_')[-1]]\n",
    "        \n",
    "        flux, error = mag_to_flux(np.array(catalogue[col]), np.array(catalogue[errcol]))\n",
    "        \n",
    "        # Fluxes are added in µJy\n",
    "        catalogue.add_column(Column(flux * 1.e6, name=\"f{}\".format(col[1:])))\n",
    "        catalogue.add_column(Column(error * 1.e6, name=\"f{}\".format(errcol[1:])))\n",
    "        \n",
    "        # Band-flag column\n",
    "        if \"ap\" not in col:\n",
    "            catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n",
    "        \n",
    "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=10</i>\n",
       "<table id=\"table140574635523824-656657\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>vhs_id</th><th>vhs_ra</th><th>vhs_dec</th><th>vhs_stellarity</th><th>m_vista_j</th><th>merr_vista_j</th><th>m_ap_vista_j</th><th>merr_ap_vista_j</th><th>m_vista_h</th><th>merr_vista_h</th><th>m_ap_vista_h</th><th>merr_ap_vista_h</th><th>m_vista_ks</th><th>merr_vista_ks</th><th>m_ap_vista_ks</th><th>merr_ap_vista_ks</th><th>f_vista_j</th><th>ferr_vista_j</th><th>flag_vista_j</th><th>f_ap_vista_j</th><th>ferr_ap_vista_j</th><th>f_vista_h</th><th>ferr_vista_h</th><th>flag_vista_h</th><th>f_ap_vista_h</th><th>ferr_ap_vista_h</th><th>f_vista_ks</th><th>ferr_vista_ks</th><th>flag_vista_ks</th><th>f_ap_vista_ks</th><th>ferr_ap_vista_ks</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<tr><td>0</td><td>472763163963</td><td>66.53603444436243</td><td>-55.71317583175524</td><td>0.003067485</td><td>16.863987</td><td>0.028247124</td><td>17.7653</td><td>0.012721519</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>16.528776</td><td>0.051360883</td><td>17.30927</td><td>0.019198243</td><td>652.23627</td><td>16.968946</td><td>False</td><td>284.36728</td><td>3.331918</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>888.1564</td><td>42.014343</td><td>False</td><td>432.80423</td><td>7.652946</td></tr>\n",
       "<tr><td>1</td><td>472763163962</td><td>66.53882287779544</td><td>-55.71382612425295</td><td>0.003067485</td><td>19.329336</td><td>0.13798612</td><td>20.299675</td><td>0.10773981</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>19.455545</td><td>0.25218326</td><td>19.958813</td><td>0.2069697</td><td>67.33877</td><td>8.558078</td><td>False</td><td>27.550518</td><td>2.733894</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>59.948936</td><td>13.924301</td><td>False</td><td>37.711575</td><td>7.1888123</td></tr>\n",
       "<tr><td>2</td><td>472763163960</td><td>66.47531532189693</td><td>-55.71357431935697</td><td>0.003067485</td><td>18.964312</td><td>0.101590775</td><td>20.19092</td><td>0.09906947</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>20.154291</td><td>0.43779528</td><td>20.031246</td><td>0.22099027</td><td>94.24864</td><td>8.81871</td><td>False</td><td>30.45314</td><td>2.778738</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>31.498028</td><td>12.700772</td><td>False</td><td>35.277805</td><td>7.180429</td></tr>\n",
       "<tr><td>3</td><td>472763163951</td><td>66.5458553937875</td><td>-55.71364956632742</td><td>0.4864865</td><td>21.743345</td><td>0.6357339</td><td>21.265713</td><td>0.26223183</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>19.993204</td><td>0.3775113</td><td>20.17898</td><td>0.25304294</td><td>7.2888975</td><td>4.267887</td><td>False</td><td>11.316568</td><td>2.7332277</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>36.53578</td><td>12.703518</td><td>False</td><td>30.789888</td><td>7.1759267</td></tr>\n",
       "<tr><td>4</td><td>472763163920</td><td>66.46882440301938</td><td>-55.712164163780365</td><td>0.05</td><td>19.764072</td><td>0.24736987</td><td>20.053885</td><td>0.08763233</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>45.12018</td><td>10.280004</td><td>False</td><td>34.549835</td><td>2.7885985</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>5</td><td>472763163907</td><td>66.49406854451854</td><td>-55.71168392935477</td><td>0.003067485</td><td>18.958878</td><td>0.08597649</td><td>19.069221</td><td>0.03689935</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.67331</td><td>0.21222585</td><td>18.847015</td><td>0.07520588</td><td>94.721596</td><td>7.5007453</td><td>False</td><td>85.56794</td><td>2.9080741</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>123.218544</td><td>24.085188</td><td>False</td><td>105.001076</td><td>7.273127</td></tr>\n",
       "<tr><td>6</td><td>472763163860</td><td>66.53569985520264</td><td>-55.71078368179551</td><td>0.003067485</td><td>19.729092</td><td>0.16245025</td><td>19.849253</td><td>0.073043935</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>19.439846</td><td>0.27663377</td><td>19.240292</td><td>0.1073328</td><td>46.59755</td><td>6.9720287</td><td>False</td><td>41.715637</td><td>2.806459</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>60.8221</td><td>15.496809</td><td>False</td><td>73.09422</td><td>7.225887</td></tr>\n",
       "<tr><td>7</td><td>472763163858</td><td>66.4738471831669</td><td>-55.710456798435374</td><td>0.003067485</td><td>19.9287</td><td>0.17879653</td><td>19.800138</td><td>0.069877036</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>19.52211</td><td>0.37874702</td><td>19.442886</td><td>0.12895633</td><td>38.772167</td><td>6.3849106</td><td>False</td><td>43.64601</td><td>2.809019</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>56.383995</td><td>19.66893</td><td>False</td><td>60.65205</td><td>7.2038364</td></tr>\n",
       "<tr><td>8</td><td>472763163835</td><td>66.5438024934046</td><td>-55.71003855349808</td><td>0.003067485</td><td>20.863636</td><td>0.30881634</td><td>21.152054</td><td>0.2365111</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>20.469057</td><td>0.5232136</td><td>20.3828</td><td>0.3050306</td><td>16.38873</td><td>4.6614523</td><td>False</td><td>12.565458</td><td>2.7371936</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>23.570942</td><td>11.358778</td><td>False</td><td>25.519983</td><td>7.1696754</td></tr>\n",
       "<tr><td>9</td><td>472763163815</td><td>66.46772239060532</td><td>-55.70918422226585</td><td>0.05</td><td>21.733513</td><td>0.49506015</td><td>20.940037</td><td>0.19441502</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>7.355205</td><td>3.3537323</td><td>False</td><td>15.275142</td><td>2.7352102</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td></tr>\n",
       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "\n",
       "var astropy_sort_num = function(a, b) {\n",
       "    var a_num = parseFloat(a);\n",
       "    var b_num = parseFloat(b);\n",
       "\n",
       "    if (isNaN(a_num) && isNaN(b_num))\n",
       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
       "    else\n",
       "        return isNaN(a_num) ? -1 : 1;\n",
       "}\n",
       "\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table140574635523824-656657').dataTable()\");\n",
       "    \n",
       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
       "    \"optionalnum-asc\": astropy_sort_num,\n",
       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
       "});\n",
       "\n",
       "    $('#table140574635523824-656657').dataTable({\n",
       "        order: [],\n",
       "        pageLength: 50,\n",
       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        pagingType: \"full_numbers\",\n",
       "        columnDefs: [{targets: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalogue[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II - Removal of duplicated sources"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We remove duplicated objects from the input catalogues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The initial catalogue had 466247 sources.\n",
      "The cleaned catalogue has 466194 sources (53 removed).\n",
      "The cleaned catalogue has 53 sources flagged as having been cleaned\n"
     ]
    }
   ],
   "source": [
    "SORT_COLS = ['merr_ap_vista_h', 'merr_ap_vista_j', 'merr_ap_vista_ks']\n",
    "FLAG_NAME = 'vhs_flag_cleaned'\n",
    "\n",
    "nb_orig_sources = len(catalogue)\n",
    "\n",
    "catalogue = remove_duplicates(catalogue, RA_COL, DEC_COL, sort_col=SORT_COLS,flag_name=FLAG_NAME)\n",
    "\n",
    "nb_sources = len(catalogue)\n",
    "\n",
    "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n",
    "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n",
    "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III - Astrometry correction\n",
    "\n",
    "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_AKARI-SEP.fits\")\n",
    "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n",
    "                    gaia_coords.ra, gaia_coords.dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RA correction: 0.13255517873744793 arcsec\n",
      "Dec correction: 0.06519524912249608 arcsec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n",
      "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n"
     ]
    }
   ],
   "source": [
    "delta_ra, delta_dec =  astrometric_correction(\n",
    "    SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n",
    "    gaia_coords\n",
    ")\n",
    "\n",
    "print(\"RA correction: {}\".format(delta_ra))\n",
    "print(\"Dec correction: {}\".format(delta_dec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue[RA_COL] +=  delta_ra.to(u.deg)\n",
    "catalogue[DEC_COL] += delta_dec.to(u.deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rNODeK/1BtCmp3e2kX+kyDaJN/axn9W+QbOqFvhDy5ZgcXfqQsyMIgiBGHnJ2fYIxuJPKvUT16Tc7FpQ100+SZ9I4Q1o2jWKZRsmmbvV7Vaak8mGvZ8aAfJ6iS72AarUP5PMZTEwUoHosgo0/GKj2ytoNejfL05u2VXC9lX43NsWlHUWb4vS98Zpelaldm5Lqd2NTv+s5qX4nsl7ZVCjkkM9nsbRUhWXxyPyJ9iFn12MYAyYnCy2D496G30zm1e8kzzT0B9GmpPqDaBPVM9WzXwYADFNTRczNlUGkA3Vj9pzkwfGoIHyz4HrSPNPWH0Sb2tEfRJuonvtj0zDVc5vZEi0gZ0cQBEGMPOTseo4/RuM7EhHIbifg3mlwvRf6ZFO6+kIAXAgIOD/FytsUpz+INnWrPwg2cQrXpQrF7HqMEMD8fAWTkwVnQrmUtzMAJSqQHaUfl2e3+s1s6lZ/EMvUD5uizq9kwv3dkycT6r2pr/U07PWcdnvul01yYjmtoJIm5Oz6gG1zLCxUMDmZRz6f9QWngfhAtlcWHcgO68flqfSDsqT63djUSr9Tm+L007CplX4a9RyVVqUDmO/FSHm6lbj2vaznpDYFWcn23Ot7rFSqRy5AQXQHdWP2kTSGEcfd/CvJoNmUhj0rWqbwSz+A0aznQWQlyyUEYFn2ip1/lCFnRxAEQYw85Oz6RC6nY2xM7nzg7ZtXv3ciGwT9QbSpG/2BsIlF1LMYrHqK+ruXNgXjXKPanhmDG98n0mUoa9QwDFx//fU444wzsGXLFlx88cV46KGH2s7niiuuwIknnogvfelLPbCywdRUEZOTRWia5uuvD8YHksi8Ae409JWsE5u8+oNo00rWc1c2ufE6Rzbg9ZymTX2t5wFtz7quYe3aMfflmEiHoXR2V111FW699Vacf/75uOaaa6BpGq644go8/vjjifP42c9+hkceeaSHVkoYY8jldGhaOGjtvQnU71Eyr04z/bg8m+knsanVOVeDTe3qt5un/3dAY8x1ekqWVpm8x1ZzPfe6TN3Wc7GYBZEeQ+fsdu/ejXvvvRef/vSn8ZnPfAYf+MAHcOutt+Koo47Cjh07EuVhGAauvfZafPSjH+2xtQTROYwBzPmZJsFuNqI3UD0PFkPn7O6//35ks1lcdNFFriyfz+PCCy/Eo48+ioMHD7bM47bbbkOtViNnR6xKWNrek4iE6nmwGDpnt2fPHhx//PEYHx/3ybds2QIhBPbs2dNUf3Z2Fl/72tdw5ZVXolgs9tJUAPLtzrY5OG8dnA7GCZqlbSaL+72TPLvVT8umNMsUzGelyuSV9bOem5Wd6jk9m7qpZ84FDIOmIKTJ0E0qn52dxRFHHBGSz8zMAEDLL7svf/nLOP7443HBBRf0xL4o5ucrKBazGB/PuzL11udt4F6ZkkfJ0tLvRZ69tKmZfi9t6lS/WZ6qrP22SclXSz2vlE1K3kk9CyGwvFwjZ5cyQ+fsarUastlw4Dafl46kXo9fYmf37t246667cPvtt/e9i6FaNQEwjI/nQkFrIZKvWBG0uxt97002SjaNYpkG0aZ+linIINjUi3riXGBxkfax6wVD141ZKBRgmuGldJSTU04viBACX/rSl/Ce97wHb37zm3tqYzyidRKCIAgidYbuy25mZiayq3J2dhYAsHHjxki9//qv/8Lu3btx5ZVXYt++fb5jpVIJ+/btw4YNG1AoFNI32sE7/YAgCCIIY/Sc6BVD5+w2b96M22+/HeVy2TdI5YknnnCPR7F//35wzvFXf/VXoWM7d+7Ezp078c1vfhPveMc7UreZMYaJiTzyeVndqvvC25fv7dJQcm+ffjNZmvqjYtMwlMmbdlBsGrR69spUupW2Kc0yReU5NVVEpWKgUjFApMfQObtt27bh29/+Nu68805ceumlAOS8uZ07d+KUU05xB6/s378f1WoVr33tawEAZ555Jo455phQfn/7t3+Ld73rXbjwwgvxxje+sSc2r1s3DsaaB6eVPEoWlCeVpaXfaZ69LJOiG33h2UWeYXjrudc2DVqZBtGmtK/92FgOuVwGCwsVEOkwdM5u69at2LZtG3bs2IHZ2Vls2rQJu3btwv79+3Httde66bZv346HH34YTz31FABg06ZN2LRpU2Sexx57LN797nf3xF7GGqtgeGXeNzqvPEo/mLZfwXWvvJM848q10mVyHi0BGQPDcNZzr23qVF8dGySbBrmegzJdp+7MNBk6ZwcA1113HW688UbcfffdWFxcxIknnoibb74Zp5566kqbRhAEQQwgQ+ns8vk8tm/fju3bt8emuf322xPlpb78BoGo7oyVJvjG2WkeaZVJCECoUa0CUNlKuV/WMiOqZ0cvXHdx9dwvm3rFoLVnlR/Re4bS2Q0TQghUKkbkCuZe5+Zt8OpmCsqS6Pciz17qx+UZVSYnsoZGcuHE3YT6D2CN4ywmT+YedPSF8Dzk+1fP7dZJK5ua6UfJBOB03grXuTFVc0I0JsowAQinnlO0KYn+KLfnZvpCAMvL8XOGifYhZ9cHKhUDtZqJ6ekidL2xzQ+QXnC9VZ7N9OPy7Fa/mzyD+lwIwHkox+mzhhCMJbOJQQARaXtRJq/Me6070U/LJiErNODso3oYVu7aj2J7bqZfr1solWqI8L1EFwzdpPJhhXOBWi08GT748IuTBY/F/d1v/b7ZhDZsatPuVVvP0tV3rt/Helb/urFpoNpzjL4QQLVqkKPrAeTsCIIgiJGHnF2fYAzI5cK9xlFxgmbHgrJm+kny7FZ/IG1KYGOrYwNXpl7Y1ObydUnO36t6Tirvp01J82xHP+45QXQP1WofyOUymJwsBOIiftq5yZME14PH09bvRNaOTfJHQD80QCWsL4N67dnZLK07YMA1J+gwWKRzjSqT9zwqZtNKv5Usqp46tQmAJ9bpGejD4AxmSdZ24mTN0va6PQ+iTXH6Y2M55PMZLC/XaEHoFCFn12MYA6amChF9850HzJW8VZ7emylN/WZ5tkrbyiZ3VRP3ARtIKxjUiMtwLEQ4sZ32bGpVpqBNDefC1FkBER4Uo/Tj6kl49EPlbGWTgOOZOrPJHXfpHnLOBVl/wqlnr6xx7tZtpx1Zq3pKqz13YlOrtL26x3Rdw9RUEXNzZRDpQN2YPSccnHaPRASykwS3m56tD/rN8uw0YA8Ev08aMm96+XyP1meIHJuSvk1Cnc2XQaR+ZJ4R+iKiTE1tihjYkNSmuE41zfOiwJjzdyCbXl37pHkOU3vu1qY2syVaQM6OIAiCGHnI2fWcRowmdCQikN1OwL3T4Hpa+mnnyeQvPjmLTC8Q3gUl+fm7tUmeO2xTUNeyBSwOWLZ3hwM4XY/BcoZjcdyJFQrRMMG1CWGbwhMJuqvnbq9zlGw1tedu9WPCgUSHUMyuxwgBzM9XMDVVgKZpnm4itVJC65shKpAdpR+XZ7f63djUrr58QKuYXPM8GdQqIL0tk2sTVFcpc5xFw07/uQBbNGI2QghYnEFnwtctK1RMLWCTcH+Xabnwd3L6zg+/PouxKUmZ2q2nXredUWjPndpkGBZKJVpBJU1ind3Xv/71rjI+//zzcfTRR3eVx6hg2xzz8xVMTuaRz2d9wWkgPpDtj1WFA9lR+nF5Kv1O8uzWplb6QZmTOlGe6GOZEFHPXjuV3OJ+fTjORaARk2XO7wxxgxi88TPlnJrb5MkheT0naDvt1lMv2nOQYWvPSe5RJSuV6pELUBDdEevsbrzxxsi3lSQwxrB161ZydgEsiyOf7y6PuJu/m/w6ucbBPAaJQSxT3KCaSIKfayoPqudE+Q2aTe0gBGBZ9oqdf5Rp2o25fft2nHnmmW1luLCwgIsvvrgrowiCIAgiTZo6u/Xr18dueBrH5ORkVwaNKtmsjmIxfucDb5dGlMyb3itLqh+XZ7f6g2hTs3hIP2xyB3sE9IPdXCpmF8qTRdSzcDpCV3E9A+h5mXpZT4naDgMmJgpYXq7BtmlCeZrEOrs77rgDxx9/fNsZTk1N4Y477sCJJ57YlWGjxNRUAblcJvLmBZIHstPQb5Znt/qd2OQOvehRmdzzyJEhzi/t69tcxtzk5tHCzbPR4yjc/zPWKJd6mGma/+EnV4IR4G4Hp+f8YJATur2rmDhjLVNsOyt97UexPadhUyajYe3aMZTLBqpVA2ljiNU5MjG2zJ3u+q3rOu0Y7oEx5nN0ShZ8+4uKE8QFspsF5zsNjvdKP1omh9X73n4RHqyRhk2cO19YzBVCQEBrkaeSW1w5HCm3BcBCtjd8EGNyYInOlFOTf/vSBwawCOd/3nQMDNw5kFY9eeVe+nnt09YfhPYcl2eQdvXHxrI9cXZVi2NSj7ZxlKF5dgTRhMALfqwsCuX4gg+/pMMnevU4Cn61EL2B6nmwSOzs/uVf/gUXXHBB7PH3ve99+MY3vpGKUQSRFvKrKyq2FPw7PIm3nWeVEPF5Bs8v3P91hvdLsrlNcWViYXnCPInkxH3hEStDYmf3wAMP4LTTTos9/pa3vAU/+tGPUjFqlBBCwLa57E7zyLw/1e/ef63SNpPF/d5Jnt3qB/NxjoRWIWFI1yYhBOyYOhcCEBByhRKnS9XisovStEUjjZB2eldrYYAbf1PpbCFgQ8AGnG5PJx7nxPS4aNitbFLORbhdlX47vfXkXRlFSON9jixYz0IIcN4okxUoU+Mf3PKrATBK1qtrP4rtudX93IlNnAsYBk1BSJPEzm7fvn147WtfG3v8+OOPx0svvZSKUaPG/HwFlUrd17BlFxeLlAGNmyBKptJGyYIB9k70u7GpHX0G+SAPrvjfrU2cC9fBKMJll183Fg87RZs76T02KaenuiXVPxuNryXAcZwCvvMrxxe0iQsBXVMLMDcvE+B5cEojYutEOjn/eWzeWH5Mxi1VGR2n6dQJFwJA76999DUZ7vaclk2ccywv17C8XEMvyOmrM3qVuNRCCCwtLcUeX15eBuc0VDaOatVEpSKDzVEB6nZkcb/3S79ZnitVJp/MGRySVN8bHXNlbdiEgIwFHnbeB1ma9Yw2yxQqB5MOv1Ob0m47zfJs1sZGqT0LASwuVmEYFnqFsUqnNCR2dieccAJ++tOfxh7/6U9/2tFUhdWE962eIAiC6B+Jnd373/9+PP744/iHf/gHLCwsuPKFhQVcc801ePzxx/H+97+/J0aOClp4qX6CIAgXxug50SsSzy38y7/8S/zyl7/Ezp07cdddd+HII48EABw4cACcc5x99tn40Ic+1DNDhxnGgPHxAgoFWd2qOysYU/J2d3l/etNGyZrpJ8mz3za1q992nqLxu1ffK/Pqwd0pwEkbodNuPSOhvhAMQGf1pHrA4s4v0LxMTk9muJ6Z1B+0tqPSDZJNvWjPU1PFnk0oX820NZH+hhtuwJlnnol77rkHL7zwAgDgHe94B8477zycc845PTFwFFi3bsJ5sHgfcv64jpJHyVoFvJPkuRL6zfJMo0xyMIWKfcB9wDtPcDcGAkAOg3F+1zyjGzUG6XBY4zwaazyogl3P3r9td7xIYPFh5lntRAhw5/wAwIRwz88YcyapA7omXDs9Z5NlEoDPCiGcwT3MdVaNOnHKJD1WZJnUUXdxame1Fl/dK/vdInV+nQaxPadtU9plGhvLIZ/PYGGhAiId2l415rzzzsN5553XC1tGEhmgjgpEh9fkC/4dlzapbKX1e2WTgBxx6X9gwDd6Uv30OkQFF8EVVAAI+be3CynkxByZpVZlaVEmAQYe2MJAsIYT8pbH5nC/tLxlCq40I0/WcHTq3N4Rpa3KBAi/DCxUn8r+pKu1RF2nxvnQNO1KtOdBtMkrl9cnXJ9pIEdjipbpRo2OxqCapolDhw7BNGnPJWI0CDqaQYYhma1xZRqSYhI9gkZjJmDv3r247LLLcPLJJ+NP//RP8cgjjwAADh8+jI9+9KN46KGHemLkaiGq22ylScOeJHmoL7Okp4t8iCd8sMt00ScKxlMs7rdJCAHDFu5EbYXNVdqGjItwOiEEqhYHD+RZtzjqFg/r87BNdSs8N9Di4XPFlc+OyDM4BzAtRrE9p80g2jSKJO7G3Lt3Lz74wQ9iamoK5557Lu6++2732Pr161EqlXDXXXfhrW99a0+oNc2mAAAgAElEQVQMHVaEEKhUDIyNxW/vkzSQnUS/kzy71e+uTHJhZvk3AOYMFvHEnIJ5Mni7KYNfOv4YF2NQ4y0AAJrmiVUhPNGbMdmlZwuAO0ZxaRaEAKqmcO3VGJDPyC5IIZcggSEYMoxLfcd7Sxs5BBjqtoyPGbZAybCR1xnqFtzuzrrNMZZ1Fst2zm9wBk3Is9qOzBJAhglkdEAutOHE7DhDRhO+bk5vPE/9LbjqomzUgXoHcCfP9/ja96o99ro998MmIYBSqR6yh+icxM7uK1/5CjZs2IBdu3bBMAzcddddvuOnn3467r///tQNHAUqFQP1uoWpqSJ03T9htZNAdpR+qzx7qd9NnmrJLhXbVGkZS6avIeL8juPxx0aEu+yXt54V3rSW8Kwq4sgtm6Purt7kOFouYNoefScLkwNOoRr6XObr1Tdt+ZXFADcd5wKGDXdAiavvlMmfpwAX6ryNGKXGtFCZbB6x0oxycPCv4KHied1c+2A9D1p7HkSblNwwLCwv1yOdL9E5ibsxH330UVx00UWYmJiIDEQfffTROHjwYKrGjRK2zVGrhYcSBwdUxMmCx+L+7rd+13mGnFIKZYrovGy3nkN9oqzxpRlMk0gfCPfRqjTetCx6p4Q4m0TApnavfdik9NtOGnl6nfSg2NQLfSHky3EvHR1jwLxho77KfGniL7tarYbp6enY4+VyORWDkmAYBr7yla/g7rvvxtLSEjZv3owrr7yyZRfqAw88gPvuuw+7d+/G4cOHcdRRR+Fd73oXPv7xj9MO6wRBrAr+93eHUKpZeNfmjcjn9JU2p28k/rI79thj8dvf/jb2+MMPP9x0oeg0ueqqq3Drrbfi/PPPxzXXXANN03DFFVfg8ccfb6r32c9+Fs8++ywuuOAC/OM//iPOOOMM3H777fjgBz+Ier33/ePZbLhhtfsGF0y/0vpd58l6UKaIwSdtvylH2hTxtZXYpnbO3YN67pN+r2xKKl/x9tylPmNALrca9xHvPYlr9ZxzzsHXv/51vPe978WJJ54IoPEJfuutt+LnP/85rr766t5Y6WH37t249957cfXVV+PSSy8FIPfSO/fcc7Fjxw7ccccdsbpf/epX8Za3vMUn++M//mNs374d9957L/7iL/6iJzbnchlMTuahHpZJHxLNbvBWwfXg8Xb1W50/TZsY8+uzNvRVaMx3fhGtb3GBTOD1LsoeHYDNlNP0DIoB3MnWSsuwgeDLsWk7WwPBP+BADlRRmqLxfxW7cf5n2kA2w3wO17TkObO6c9+58Td/ORiTc+7iFrZvdZ0Ykzuka0hQzzF1KP9cve25W/1iUU4oX1qqwV6l0wR6QWJnd/nll+PBBx/EZZddhhNOOAGMMVx33XWYm5vDK6+8gtNPP70vy4Xdf//9yGazuOiii1xZPp/HhRdeiBtuuAEHDx7Exo0bI3WDjg4A3v3udwMAnn322Z7YyxgwNVWI6JvvfABI0rTemylKfxBsch0bpHPR3HTN9V33wLwOQ8i1QVjjG4wLZ986x10ZHMgwdczJw9FXsTLGZJcHF4DB5d5wAgwZXdpj2vKYegxVLYGsJnMyubJH5pHRBEyuVluRxmYcr6b56kqWSHfOL59x0tlWTe6u1mLYAhN5HTpj0LVGfdhOOXTWcFhwnK3S9VRqdEwQjYExHlccWc9R115+/DbSqlyStp1W7WkY2nMaZZLtUMP0dBFzc/0LD406ibsxc7kcbrnlFnzyk58EYwyZTAZPP/00xsfHceWVV+Lmm2+Grve+/3fPnj04/vjjMT4+7pNv2bIFQgjs2bOnrfwOHToEAFi7dm1qNvqJ7/qKCmQnCW43O9aOflKbkpy3W5ucZ6Rzo7fKMzywAu4D3o8tEFiCS41ijDAggMbUtAL/wAaOhqNTmFw6Im+2tgBqtmg4G8+plGNtlIg5jsqjz4GSwX36tgCyGpDR/VvH6AzIaIGRvnBWe0kAA6BrwfYXXc9RuI7OK0N/2mO3+oN6j7WZLdGCtjqHs9ksLr/8clx++eW9sqcls7OzOOKII0LymZkZAGh7ROg3v/lN6LqO97znPanYRxAEMcic8ur1MG2OXGb1DE4BOlwuLIhl9W6jwSC1Wg3ZbDYkz+fzANDWQJN77rkHP/jBD3D55Zdj06ZNqdnox+kQShgIb2cQQKfB9W70ZexJuKudBLNolWdQv5lNKvym5uJ5UiO4C0pcmTIs3MjlF4xf17QFajbclUmEEKiZNgybw7IbK5sYtsBynaNicGfdTWlf1eSomMKnX7c4yoaA4VkZxeZS3/CsdmJzgcW6jbkad7/EhJNn3RawPe2CAViocZQN21dmSwAmFx6Z3K08WM8MArrmRh8bcpas7SBQz24biNBnEXkMWnseZJtiwoFd89jvD+OhZ2ZhWHbrxCNEYmf3P//zP7jpppt8su9973v4kz/5E2zduhWf+cxn+uL0CoVC5Jqcyskpp9eKRx55BNdccw3e+c534hOf+ESqNnoRAlhYqMB2Hpjqn+q68MoaOn5ZY5BD/OTYNPRb5SmdlLoJmeOEOtcXwomHBWziPjlznJ5wz6dgKtLXokwaazi9jOouhdNNKQQMDtdxGVygYnIs1TmqzrOACwHD5pivWpir2rCFgCUESoZAxXCcnJArrVQtKSsZAgaXzsbgQMUUqDnOizt5ztc4luo2FuocJpdLfh2ucizUbMzXOOqO47OcpchUN6+A7B6dr3HpjEWjzJaQ6e1APQshoDMVE2TQnHpR9ZCkPakVV7zXSV1X1V0v9YRnIE767Tkuz3bb8yDeY+qfYdi040HKJHZ23/rWt/DMM8+4fz/33HP44he/iLVr1+K0007DPffc03QkZFrMzMxEdlXOzs4CQOzgFC979+7Fxz72MZx44om44YYbeh5rtCyO+fkK6nX5MuCNtQR/j5J5dbrV7zZPIKDPOtdHnL56VPrsZO4yYZ3Wk3qoe/9Z3E3s2mfawnV+6pjFEVhBRaa33XSN81rCM4DGQTlrT6YA5NdYME+LB/XVYBT46tH7deutA6XrrWedNerPXzfJrp237rz6AmH9bq9T1PlbybrNs5f67eZZLtextFQFTxhvJZKR2Nk9++yzOOmkk9y/77vvPuRyOfzgBz/Ad77zHWzbti20hFgv2Lx5M55//vnQJPYnnnjCPd6MF198EZdffjnWrVuHb3zjGxgbG+uZrUGsFLoNvDdPGrSVX8y915VNonv9VO1pZBJxmm4ePt3b1G25gvpd59fHMqWdrpd5dFPPQgCmubq6F/tFYme3uLjoG7H44IMP4vTTT8fU1BQAuTbmvn370rcwwLZt22CaJu68805XZhgGdu7ciVNOOcUdvLJ///7QdILZ2VlcdtllYIzh3/7t37Bu3bqe20sQBDFInPLq9Xjr62bAGMO8Ya+apcMSj8Zcu3Yt9u/fD0AuDfbrX/8aV155pXvcsqy+xOy2bt2Kbdu2YceOHZidncWmTZuwa9cu7N+/H9dee62bbvv27Xj44Yfx1FNPubLLL78cL730Ei6//HI8+uijePTRR91jmzZtwsknn9wzu7NZHcVi/M4Hwf78oMyb3itLqh+XZ6vguk+fRdjkxNM6tYlF5CkQlkeljbOpnTIxhDdIZQwQgc1MmdqEVQj3qy/Wpph6dtds9pRTJg/EchiAkH44TxUrC9dTWCYCsnavE6JsCk3qaK9O4uopziYAieo5yKDcY0nvh4mJPJaXa7CDc1ZS4rHfH0ap5n9Wr4alwxI7u61bt+J73/seNm/ejJ///OewbRvveMc73OMvvvhionhZGlx33XW48cYbcffdd2NxcREnnngibr75Zpx66qlN9fbu3QtAxh+D/Pmf/3nPnN3kZAH5fCby5gX8we1Wsm71u8oTDGBqUAg8sZk29d2YlpTKNF6J+n8ggK/WMGmRpwp1eFcBUY6BOQ9toDHfTvob9fBxJoYL5tM3bcciT1kNi6NqCozlGPLO0iwWF5ir2sjpDJN53V11RY3enMzr0Jw81OCWybyGnC7TmbbAYtnGWI5hytFngJw0bgt4V5zjAlg2BMYyDLomHDsFqpZAIcOQd+5uIYCKyaEzYCzb6MyxnTrRPHXixX9Nw9dJY84QIafuGVPvAeFrl7TtCScjllA/UZ6O/Qi2sz7dY+3qZzI61q4dR7lcR7VKG2SnBRNRr0IRPP3007jkkkuwuLgIIQTOO+88XH/99e7xM888E6eddhr+z//5Pz0zdhA5fLjUNJDMGMP69eMt3x6bkeTts1meaesL9TXn2TOtnTzd/dOCsY3QF6L6qgjbFEwrR3B6H2VuLgjGyyxnRKRvsjaXIyqtwGxxw+Yw7Ua+QgAVw4bBBbwrOTFI7+99YdYYMJ5lzn5zDTIa8K87voSP/F/X+GSA8AyCAQo6MDMuX5K8JcgFZ59D7m0nwHxlymhAXg9Pth/PsdA3mR6xKopbtiTXKWF7iJN7R3R6M9aCc0xi9CPz5MnaTjt5tlOmKNqqE85x+HCyFVRmZpIvZH/Hg89FftmtHaIvu3bKq0j8Zff6178e9913Hx599FFMTEz4dhhYXFzEhz/8YZx++ultG0AMH8z5XOk0jq++dpKcJ9mrWHyeUb6SC2cT1ABBRwcg5KgYcxxjIG1jvzqvAwbqVvghVrPCc6jk6it+feW4Ql2FETKLh4VcSFujXjaCdRKVZ1K6bQ+jSjsvtETvaWsFlXXr1uGss84Kyaenp3HZZZelZhQxOjghKf8bfxtpm+Wb5DGS9PxxsR61wan3oWU73Z8a8zo2OTfQ+yUihFxH01282UFOLfCfT3apCmR1/xeTYcsuSS+m050Zjt/5bVJlDcfV5JHw11mgnpSzTeAYk1479zzNk40Eg+ro1AoqXtRgFcVYVkd+MM3vmMTO7pe//CX+93//1zcoxcuNN96It73tbTjttNNSM24UEO5DsHlwPaqPv1XaOFm3+tGxlPb0VdcWAN9Ecid1pL6MiQkZGINHP+I8jKmdthtdZxlNPkxtJ6xnNzofoQkZB1JfQEwINz5kczkZu7H8sZQt1WyYzmTufEbqHSpbmK9xMABjWSCnMdRtYKnOIQDkdRvFrAaLA0s1G7YA8jqwtpiBxoCFmo2KKVA2OGoWR15nOFSxcGDZggAwM65jw3gGDAw1LvCHZRtjGY6ZcRm/W6pzdzHrdWM6cjpDzeSo2dLyYgbIZzTojHkWvG7Uk86cL0YhF6mWpZbltoVABo26V7EuzoW7wLQaRKHydK8Jc66X8Mdwve3R2ya8NqlrrzpD1TXz5qPO3U57lL968nRl3d0P7dxj7aTzyjkXPZuCEDVAJcgoDlhJ7Oxuvvnm0OLLXp5//nn89re/JWcXwdxcGWNjOYyNNUZjtropom6odoLz3ep3mifQ+MqQXYjeh49wutAaDzmfk1cPNObXZ01skoNTvHIBDYDhODOV1uYyTqf6NVVaw24stKzqpGbaWKo7HsFxBiVD4JWy5X7tCABlE1iypZNT1hk2UDFtX5ysbgMHSs6CAmjoz1cszNVscN5YWPpQ2YbGGNYUdTd1xRL4w5KFQlZzbbIEMFu2MZ5jnlyBqgUUMtLxM+Z5yGsCmcBXp8UZNOa/phZ3Vklxroe6ngzeATuB6wT4HV/EdeKB6xF17aTTS789Nz5Rh+MeEwIolWruIhREOiSeZ7d3715s3bo19vib3vSmtnccWE1UKgYqFQOAv3tD/d6OLO73fuk3yxOQDz7vg02liZJF29E8rVfGIvTV7ji+biTmCn364R0J5AoqHiUAzFl3MtwFyuGXCTSerVF4D9lCxtq8HUocwHhO85xborl3qtf+6HPldBYou1weLHTt3cP+tL6fKi1Ldp0Qc52ayZK0x1Ab61N77vc9JgSwtFQhR9cDEju7paWlpquNFAoFLC4upmLUqBIVFyK6I65Gh6WmWeskxCqDHhO9IbGz27hxY9MvtyeffBIbNmxIxahRxfcGTKRCezWaLHU/nzVR56Jn3eqFMUROtyC6J3HM7s/+7M/w/e9/H+ecc05ox+9f/vKX2LVrF97//venbuAowBgwPp5HoSC3JmoM4mgdcJf6rKmsmX6SPNO2ScZwYgYMiEZXom8Qgei8TMo9KH0toK/iIFExlsaADWkX5wJZjaEquC9PHY1YpNLnQu5UoLHGKEguhLs4tHxmydignFsY3mFAzgXzjKIUAvMVGzPjzmRv5/yGBehMNPSF3BTWFsw3R04IgbLJMZbV3DyFkFMl1DPUe500Jy9fnTrXyRdLcmu5dduRWbZuOypdszz91zkc8+pHe26l365NrfSnpoo9nVAeNRozCGP+0ZnA8I/QTOzsPvaxj+GBBx7ARz7yEbzzne/EG97wBgBy5/Cf/exnWLduHT7+8Y/3zNBhZt26cV/ffavgtvcLMGnaZvqKfumrlTXgeURqTtxHqDyZfCgyz5CNZnl6B3yogRLuRGQhRxkC0vmoidnMzVcO15epBXRNlU3u7q0JOUVACIFDFRsHyzKDiRxDXgeWDY7n5k3UbYHxLMNkXoPNgZcWTZQMjrEsw9GTWega8PKyhdmKjawGvGoyg7GshoopcKhqQwhgTUHDVF6DaQs8+nIdSwbHdF7DsVNytGbFFFiomzhQsnDC+hzGshqW6hxzVRuMAUdPZLC2qMMWAlVTYKkuz7+mIEfOGbbAwbKNvM6xcTyDjCYH5xhgqNvCHbxicyFXioFATgNyzgowbt07FcSg3DVrzM+L6GfzPeBV5XpGt8pjKp1wr72SDXJ7XgmbxsbyyOUyWFysIm2SjMaMYthHaCZ2djMzM/jud7+Lz33uc/jJT36Cn/zkJ+6xt7/97fj85z8fuYP4aicuuO59o1OyOP2otElkK6mvHmbB6QHM+doREL45YYyx0CoajDF3M1QvUSuwWFzuS+dFADAsEZAx52usoasxOQDld3OGb2L5siHw5GIdpkdWNgVeKRmoW42ZchVT4OlDdd+qLCYHfr9oYTzrX61kvsbx5GwNLy1Z2OgYvFjnwKLljMCUVC2BJ2fr2DCmu/pCAPuWLTD4u7oqpgBgu0uWAUDdFjhYsbCuqDe+8CBHa+qM++rO4IDOBTJ6MKoh3Zy3ruRzOXqytE/mXM+o9hTMcxjac79t0jSGTCZxlIlIQFuTyo899lh8+9vfxtzcHF544QUAwHHHHUe7BxCxOD1xfpl83g0cUau+Ra2q4q6n6UHE6EetVhKVZ1x1xK120i960Ws1xD1hxBCT6NWhXC7js5/9LO6//34AciWVk08+GSeffDI5uhTxdnOMMkKo7kyvzB9XU7I4gg/MuKRqN25vnpYtv/i8+dctjmAHDRcCeb0R61KypZqNWsBjGbZAzeK+PKsmx3NzBuqetBYXmK/asLi/nAs1CwdKpk+/YnA8O1f3TIWQk43/sGSiEviMFZBdk159LgTKhh2qR+FMGfBi2iJkExcy1ufVt7lAzQpuRBvvwAatPffTnrjeGmJlSPRlNz4+jrvvvhtbtmzptT0jhxAC1arhbu/TTiA8iazbPNPQD5Y3Lk/AIwMAJiA8izd7z9FwiP54hjvp2InRcdGYqxZMK4RwBnnASSdg2HBX8bAshozGcbBkYakukNEBXcguwIopdzQoZDTkhYwDHqraeGnRcBwAkNc5xnMaqpZcLBqQTjSfYThQsrB/WcZFXlw0cfzaLMayGp4+LPUrBsdcxXJjcqYtwJiN/csWXrs2h6WajcNOnO6FBRObN+QxXdBQcjYeO1CyMDOu49Vrcihk5SATtdpLVndWSrGBEgcqpoXpgo6Cztyvarl7gxM3g1xBxnJ2RnC7Q536tDlDhnEYNpwuXVkfBV2WVXffBhqrrkQPzPCsjzIC7TlJnopO9EuleiifNEgyQCWKqEErwPAMXEncjXnCCSe4+9kR7VEuG6jVLExNFaEH1jTsJJAdpd8qz271O8kzpA+1FYxvWIp7fpW28dXgH9SjHJ33XKbtnIuFBwD53qwFlwNXRKNfUAiB38+bnpicdAZ1y0bV9DtO07bx+znDNwG8bgNmjfu6GQWApw8bKBnc1635/LwJd/CGk65iCpRNu7GItZCyZw7XkdWZ+/XLBXCwZEFjzppljrxkcBSyzDPqE24slHlkXMgvQpYJTDYXAmD+flLv16E3bcVUroyhcS5A11hEewhf+6hrN2ztuV82GYaF5eV6z75COx2gEsewDFxJHAH96Ec/iu9+97t48cUXe2nPyGLbHLWaEZI3BnSEB6u0HATQIk2a+p3kmURf+p6AfkQ3W7PzB4Na0d1HLJyWhVdQAaJjbyb3d2cC8bEzW4hQHs4Mg0j9YD4aC9sgy+TPQWdq+x6vXL1IBNJqEfXSpC5D1ykiz8i2kHD1m7g84tJ4X4Y60Q8eG9R7TAi52tKgdf+OAom/7F566SUceeSROPfcc3HmmWfiuOOOQ7FY9KVhjOGv//qvUzeSIAiCILohsbO78cYb3d/VQJUg5Oyak812/6kf1R2ykvrd5slYhH6b4w27On9imUDiKEfk6Z2vveBbvqdb1aseZUO4nqLTxZkUVU+RH8ERMCe9v8822oJ2wjdJr11Uu2tHvx1W8h5jTD4nrKghu0RXJHZ2DzzwQC/tGGlyOR2TkwVf33yQpDIlbxVcjwuUJ9Xv5Pz+IDwQeuoLvyNTjwMmPR7g6jfm5YVtCJRTTVx2HzBxDxoBzdl1QdohWVvQ5c4Djr1CABmdgZkNS9WqKhmtsZkrg4wt1m05SEOd2+YAuA3bFtDlvk4QnKNaKYHbFiam18o5ckLArNewMHsA6446ppFWAIdLBtaMZZF1ZABwqGKhkJET2jWnnuarNp48WMcbNublKi5O7SzWBSZzmrPairR3qWZDLzJkdbj6anNX9Q4mw3zM3S/Pi8aE3PDW4/BMLgf9qB0WZFxWxR/910kAnl0TAlc02HYi9HvVntMawJKmTWNjeeTzWSwv12B3MJCEiIYJ6hzuisOHS3LJpxgYA9avn4j8GpLHWwe3g7K09HuRpwh9vai6CX9ReFfQAPxxKuZ5IMe9KZsRIzmDy3FZtly+S8XmhJDTBGwh3PluynGUDI6lOvfJl+s2Xi7ZmK3YrsywpVMzPQYzwWFxjqcPVlB1RrzkMhpyjOPwKy+jvCwXSS8Ux3DEUUfjmf/8MjKb3wkhBPRMFseeeBIyhXEsVupue1o3kcfa8Ty4aJR9IqfhuOkMqpZwJpMD41mGd71mHAWdoeqZ7L6moGMs6491FTJytRWLN+pEY0DRcdia57rqWsOBqrpTE/+zOtxRmBqTOy0gcO0j24m69gnaTjuDWkLnaSPtoN5jnAvMzZWRhJmZyUTpAGDPHxY7Go0ZRzGjxTr9Xo3UbKe8irYmlROdEH+lkway4xpS0uB4e90orfXj8gw7upgBKEwOd1diN1gf6JhTX3xBfTWNwPdgDDg6JTM5931PMKbWtPTbk89o2LdkhRzub2aNkIxz7ltVBQAOVyzsm6/65qrVDQsHXnral65WreD3T/4K5aUFTDl1aFsmDry8H+Mzx/jKv1w1MVXM+6q0ZHDMVmzfCiRlU+DFBQPHTDf2SwSAqsVRzOq+Fliz5HxAbz2pr109MAKHcwDMvyqOzph/rzxHP7hzu7e+AgJE9fMK95hHJsKLIrfTHqPO361+0jybkdQmxnrzHZL2aMxmDNJIzbacnW3b+OlPf4onnngCi4uLkRfoC1/4QqoGEgRBEES3JHZ2i4uLuPTSS7F3795Qf7T6nZxdFPFvZ3Hdc0mD250OFmnE1brTb/zt/BIx2CT6PGF9EYq9Ob9DHWMNTSa/QrzTBjQIZBjzbaZatzjKhtzZIJeR9WpxgXKdgwPIZeSmpjYXmKtYcEJp7mCOuaqNgi67S9WXnFxoWu3SIPM0TAsvvvgSFkoVjK2dQSZXgOAcy8//CuXfPYrsxtcgu/Zo+aV5eB9KT/4c5vwfICwTLJOFsAyUn3kY1ecex/QfvwPZ8TVS/9BL+M1zCzj2NSdizfoZCCFQNWz8erGCDeNZHDVdcL+mnp+3cKhiY/NMHoWMBi4EFqoccxUbr5rKYjynud2Qc1WOYgYoZjW3riuWQIbbKGY0935WZc5nGmtZBr++FSZ3roEWbr/Nrr3vOnvigUDM4KU+tOdm+u3m2Y0+BZjSJXHM7gtf+AK+//3v45/+6Z9w2mmnYdu2bbj55ptx1FFH4Wtf+xr27duHm2++GWvXru21zQNFq5gdAGQyGqamik7XhJS10/XRbtdLP/L0DkhQAz6S6EdtMxOnL9RBBzfu5slPCLXjQUPfFgLzVW9Xo3xw2FygaglPDgx1i+OVst1Y71IIVE2OZ+cM1OzGfDnOOQ5XOWrOwtKqM+7AwUN45oV9gBBy0WrGkOEmSs/8ArxegW2ZYJoOLZOHXVmAMfcHCNuCOfsCcke9DoXjtkIYVWjK3TMNY8f9MYSWA4QNzjk0TcPkmg2YOuZ1MLm0SXcc/klHT6IgPYy7DunmDTmMOSNMlGtaV2TYOJF1yw3IPNYUNHcrIZW6oEs73KctY8hpQDGrujP9L7ruT8dZZbXozvvgtfcSHKDSbpgnrfbca/2keZqmjeXlWstni6KdGNYdDz7X127MtT3oxuxpzO5nP/sZLrjgAlx88cWYn58HAGSzWbzuda/DDTfcgA996EP46le/is997nNtGzHqWBbH3FwZk5MF5PMZ/wMCyd7+Yh8wCfWVLKjfTZ5eh5VEnyGZvnyrVWlVfgCYfAx6c9Ui8qwawZiazLPq7oDQSH+gbPsncDOGA2ULlcBuCYYN1D0y9dve5wKLLAiB5WcfgVVebIi4DWPhZdjLhyA4d5JxCM7BayUZB3QT27AMAyzriYlxDiuTR93mru22kAMDcnpjxKZw6imn+8c9CgDFrB6Kn2aUqitT+TB3ZKYiF1h9JartuA4XSHztvfru8Tbac5r3SEn6vKwAACAASURBVK/0282zl3vZAZ0vF9YJjEUvMRakH0uOJXZ2Bw8edNfGzGSkmmE0VgQ566yz8O1vf5ucXRMsy0Y+392YoKiAeTf63X4hRuXZFqI7/aivAJkf9x1pq4QRiQXkl0nUiitBWEwGGmOw/QkjuwVZ5E7VLJwu7vwRB6IcUDvfT5EWddkW28mjnXQr2p4j9NuxSQj5VddL+jlAJSn9GMiSeLmw6elpVKtyI8Hx8XFkMhkcOHDAPZ7NZrG4uBinThBED6CwDkEkI7Gze/WrX41nn31WKmkaNm/ejLvuugumaaJer+OHP/whjjnmmJ4ZOuxkMjrGxnIhuTeQ3UwWPNauflyerYLrvbQJgDuoJUgofofkeWpRX0sRK1EKIdx4n5eczkJfMtFfdQLZTCa8ZmamEP460Bhs2/82rQnuDs5o2AnYRh1M+LuZuFmH4P43fpuLyC8ud3FsD3U7vC0Pd7tUPfKoOhWN+Y6+ckZcN96jtqP+tcpzJdtzGjYxBoyP50NTLojuSezs3v72t+PHP/6x23X5kY98BI8//jhOO+00vO1tb8Pu3btxySWX9MzQYWZysoA1a4rQtMZIN+/N6+3Dj5Op/v1O9ePyVPJObQJa2wT3gR6tH2VT0C4GQFcrqzgyLuSO3nW7ocuFgGBAo7e4sSuC3CGgcT7DFshpaoCLTGdzuSLK2qLuODHhjmBcrnOZv3Am/C7XkJ3eAC3nrBErOES9DG6aAMs0ZJaB2vO/Qu3F3wBWXToUIWAtHcLSYz+CtfgKwG2Z1qyi9MSPUdv3JIRtSSctOEp/eAYLzzwGbhky/gUgn9VxsGzCtLlbz1wIPP5yFQdLlju4QYOcn7dYs137hRCo2gKHKrZ/zzrGHGepZLLuDFu4TjS+jciHtc1V/LCRVu17EGzPce1xpdrzINxj2ayOdevGUSioAUVEGiQejWnbNur1OorFonuR7rvvPvzwhz+Erus4++yzcf755/fU2EGk9QoqDOvXjycKuMcRlTaprBf67oMwkb5wV0ppVz+uacoHL4ct/JnqGoMR2IC0ZPhX2hRCYKFqoWzKfBRVSzqDimdrHy4EHvlDFQs17puEvlyqYKFSQ6nWGERQP/gCjFeehTH/cuNcpoHK0w/CeOVZCEvFtxmyGzbBXDwALZN30+aOej2yk+th15ZdmT69EeOvOx3CapyHaTo2v+NcTBQLyOiNd9W1BQ0ZnfkG2xwzmcHrNuSR1xuDSzQGzIzpCH4THjGhIxvYriejAVnNP1mfAXL/PPhjUwwCWuA6M4Qnhau0g9See5VnFO3oc85x+PDgr6CSBlGrsDQbtNLT0Zi6rmNsbMwne+9734v3vve9bZ+UGH7CHYXxRD0DkugzxuQ+bBEJg12KAvA5OqUPhGVc+B0dHFtqgRGYGmOYr/LQuZZrdZ+jUxbYy4eCBUB9/1OAr0tSgJfn5c6qnrvPLs1Bz/q7uUW9AmFUAa2RUHAbEznd5+gAOf8v6Fjqtgg5MLXaSbBO5btHuKKDq9I0iuaXyWXGQslWNe280PaTQRygEkXag1YSd2MSo4/sZlppK1oTHQNJbntUurivyEzEHRKMfbn6mh6WsYgMYh6AIhCnE0KA16uhdLVKOWSvzUWoh0EIgXrE6vmWZ4NWhereDNsUyBNx5Y+vwyR0qz+IDKKjW83EOrv77rsPL7/8ctzhWEzTxH333Ye5ubmuDBsVVHzHeyO7cYyALCpuFZc2iSxpWiE8AwvQWLnBF3Px5StkPMsrE1LmG3YvGitjROqjdZn83Z8ChiXn0DFluCO3HdvlQ1vKaqZwdwNQ6Uo1GwZnyOvMHZxStziWDYG8zpBzvo5MW643edRkBq+a0pHV5e4HswsllGqWL95ileZhl+ahrz8W2akZgDHYlUVU9/wU+tgkMuNT0ukxhuzUBmjFSbBs3v1i0woT0HIF2NVlCKveaAfVZZSe/G/Un38M3KzLtJkMfv2Ln2H3//tfKC3Ouw7t5ZKNFxdNLNVsCOdalEyBh/9Qw9OH6r41O+drHAs125XpGrBsyPidco7MiWEaHI2YIJQDBWom98X/bACW8DpCee2C1967S4V77bhwnGhU22y/PTeTdasfzKfVuTq1iXPR8ykIq41YZ/epT30KjzzySNsZlkolfOpTn8JTTz3VlWHNMAwD119/Pc444wxs2bIFF198MR566KFEuq+88go+8YlP4M1vfjNOOeUUfPzjH8dLL73UM1sBYG6u7O4+7A1Ee4PWXhnQuAmiZCptlCwYCG+lz4XwODgGoLVNDbkTf4F/JfugLK5MjjRxmaqWfPh6z29zAcv9JGWAkLKKKXcMVwNoIAQOlmwsG56BABrDct3GfI07XXsMGR2omTaenTNQMaWtOV3DugLD8wcOY6FUca+rxhhqLz+D+sHnIQQHYxoyE+tgLx9CafePYZfnnYQZ6ONrkF13NLTCGJyKg14cR2btUchMrG187VkGhFkHuHIwAubCK6i9+GtAz0AwuQ9BpbyMvY8+hIVyHYbT/coFMFeVA05yunMtARwoWXh2zr/7tcmBpbqNrA5knFMLAIt1DiG4r/tS7hDhf3BzLmBY4Qe67XSRauoau28rwo3VuflyEXJw3r87ac/9use61W+WJ+cCpVINS0s1EOkRG7MTQuCFF17AY4891laGy8vLobextLnqqqvwwAMP4JJLLsFxxx2HXbt24YorrsDtt9+Ok08+OVavXC7jkksuQblcxt/8zd8gk8nglltuwSWXXIK77roL09PTPbO5UpEDFMbGcv7APmusK9qJDAjHBtrSd97GfV0uTqyrLzbx5PrB7jPGmDslwXUWTK51GYwKcsEaS4J5ylm1gm2VYTkwqAUAynULEMIXvxMA7MqSLx0HYL78FMBt3/ZD0DPQND3Q1cjAdN13Ls45tKz/tuTcRnZyPcA0eKsgU5CDxbwdlVwAYznNV3ZbABvG9FC3mjvFwlvPADKBOB/AoAdljPmW//Lqs6CMsdCgFPUC4tWPagfB372yXtwPPbnH2tDnXGBpqQIzuK0G0TVNB6jcdNNNuOmmm9rKMHgB02b37t249957cfXVV+PSSy8FALzvfe/Dueeeix07duCOO+6I1f2P//gPvPDCC9i5cyf+6I/+CADwp3/6pzjvvPNwyy234BOf+ETP7AZGLyax6kjYrGPbv+cB3+o0yVsKtalRo9ePiX4uF9YNjPmXGut2SbFYZ/fFL36x81wBnHDCCV3px3H//fcjm83ioosucmX5fB4XXnghbrjhBhw8eBAbN26M1P3xj3+MN73pTa6jA4DXvva1eOtb34of/ehHPXd2FLAebpI+hKIGcLSTQXvPuoRtinziUOANB/SKYRmNGaTb0Zmxzs7rTAaJPXv24Pjjj8f4+LhPvmXLFgghsGfPnkhnxznHU089hQ984AOhYyeddBIefPBBVKtVFIvF1G1mTK6KoCaJqq/fYKDa2+Xh/elNGyVrpt8qTwH1weH5IhcCwe16emaTM1BFiNb6GvPvZi6EaHwFCeF+OekaYHF1hDmDZ0RoFRQhBMayDCXDJ8RkTsNhtTO5I55wFvDWWGMnBHAOvTABu1Zy1Rm3kD3y9TBmX3DLozEGbtvg3JZdmaqMgrvb/CinxRiDsAwwPed2L2qaDmtxFrkjT4Cu6zK+CMColmHZNrK67uprDCgbHJP5RlemBuBg2cLaMTVRXsrrliyLdzFtATk4J6vD1x5s3hhYqrogbcGQ8Vwn1Z64YP483Wvauj1Fdft520SS9ujVH4R7rF396ekiSqU6aqHpLUQ3DN3Ug9nZ2UhnNjMzA0AuWB3FwsICDMNw0wV1hRCYnZ1N11iHdevGkc9nQ4FooNUAkOZp4/SVrFUgHHAGEriTgWWsqx39KJlQQ1SEZ1RaY9iKL0/v+YPdvK6uELCEjBtlNE8g33GQmjQEjkHIMIbxrPwpnDhbzRKYyDEUM9JCIeQKKmNZHWsLurOXnUDJ4KiYAuvHdOR1qV82bDwzZ2Fqelq+DAkBYZuovPI8bLMGaJp0XLaF8lMPorLnvwEtA+ZskyNsC3Z5Hubh/eDVkiwn5zDn96O+70kYsy8424ILCNuGMKpyNwTH1eqT65Fd9ypY8wfA63KATHZsCmtfdyqW6zYqNRNwRrjOjGeQ1RlU7w8DsLaoYaqgYbZsuTs36AzIZxiW6hw1iwPOi8NYlsHgsr7c68Hk3oEmb3ycMiZHs9oqFuq59nVb1q26diYXqHOgbsMzgrORj4Ix/wT2TtrzIN5jnehPTOQxPZ3+i/dqprsl+FeAWq2GbDa8jE4+L1ejqNfrkXpKnsuF16dUurVa+6OfvvGNmzA/vxB7nDGGYjEb6ppoJ7YZlTaprF19BFbB6ETfJ2tsGBO0KqQf1f0XtcsA5/JLw5etM/gkaHvZ4AhmW7OCWwDJ6QcLNTt0vufmjJCsPPcKjFrF1y1pLc3COvgcuNFoQ7bgclK4B2PJeaHyzKnj5QXUTQNawd9bYS3nkFl7FIy5/cDcflc+cdwfoZ7JY/b3j7qytcUsijkdc54KyGnAdEFzl0hrpNVDsvGs8yLhEeuMQdcQun7ZwAatToEi215QxOC8YUfIZfrGgTTac9r6/bZJDWxrxfXXX5so3Wpm6JxdoVCAaYY/75UzU44riJJ7tyUK6hYKhbbt+eu//ttVt1xYnIxHLM0Rl2fUklF2RD3KVVH86SxbzrdLcq6DJTPkrJZqFkqBJlQybPzucNix3f/Mckg2+7vdKM37ewFqL/0G1dIhWJnGy5QQHLYVbm9McASLquXHkJs+whdaY/lxjJ3wltBk9aPO/BC0rL+tvmbDGNZP+Nv+ZE7Dq9dkQo7thHW5UD0dMaHLTWA9ZDWGfHAfO8ivv6B+1PVkCC8XxgBkWDht1EotK92eV/oea2e5sHYYlgEqQRhjqAt0PEhl6JzdzMxMZFel6oKMG5yyZs0a5HK5yK7K2dlZMMYiuzj7ibcrI708VUwr/JadOhH5x50yaFOwC1OhM4SnDEA+HL23q3ywRsT0GMA8+qpbMxj/40JgLKehVOduWi4EjpjI4HDFRt1uxFiyE2uQNy3US/Ouvl1ZgsjkAcPfO8ByRQiz5vsKlHPl/BOGWTYfKqMQHMbhfciuexWY7tyqTEP54D4U1x+FjOdLkDHmxNoaNZ7RAMMSyGc8w/shv3aLWQ26xxHVLA6NMWd+XgObA7rmfxAHY3qqSzmYTiDcpgXk17oOf3sMt4c+ttsekeZ9nCbDOkAF6G6QytDF7DZv3oznn38e5bL/jeeJJ55wj0ehaRpe//rX4ze/+U3o2O7du3Hcccf1ZHCKEAK1munrl/f+DMpaHQ/K4o7LsFDjd//P7vOPkjFArW0PQL3tw43WBe0TQjhdko3JxN78AdmVltXkxGchhLOtjUBGZ/KBC+kQs7qcH5bT5ZdT3RaYr3FoGkNGZ86gFYHFOgcHcxY5lnku1S3ULGA6r+GoyQzyOlA1OeaqHMdMZ3HSEQUcM5WB4AKWbWN8/VFY/5o3YuY1JwHcRPU3/w+sA89AL04hu/ZoQFfd7Ax6YQL6xHqwXBEAA/SMHJCiZaDnCmCZHApHvhaZ8TW+2A7TM4Btwjr8e1R/9xCsxYNg+XHkNhyD6uwLmNv7MEp/eAY5HXj1hnHomoaqyVExbEAIbBzTMZ3XYHCgZMhJ4XmdYTKvoWIJHK7aKBs2GARyuozRzVVtzFflbglqAWgBAYs7czGda2sJOcHftDi459pZXH51e68jj7i2XACmCE4oh7sCDg+0V9mO02mv7bTn7u9B0ZV+uRwdkiE6Y+ic3bZt22CaJu68805XZhgGdu7ciVNOOQVHHHEEAGD//v3u/nuKs88+G7/61a/w5JNPurLnnnsOv/jFL7Bt27ae2Vwq1bGwUHGdjzc4DfjffuNkKpAdlKm0IZmabq1kjMF1Qkn0u7Cp4fT8+sHzg7HQ27+vy8yXp+fh6DlPVpfLXXnTmkJuaaNcLmMMEHJ1ENUlyRiDpgHzNRt1qyHTNQaLA2VTuPqaxjCR02DZtvNQZmCajtzUWiz94j9hHn4JQk0i13T/ws3qGmRzgK776hF6FrkjTwDLjckak090wNkKCgAElwNfwOCbWC4EByoL2LR+HLmM7talxYFXTWUxnvO2BSCvh7skbQ5k3R0RpNywgUJWg+52KzLAeZFRdaTS2vDEWQNtxE3LWKRMtRB/u5ODmuC5xqpcUW23rfshhXusW/2keZqmhbm5MmpD+vU1qAxdN+bWrVuxbds27NixA7Ozs9i0aRN27dqF/fv349prG0Ha7du34+GHH/YtW/b/s/flcVYVV/7fuve+pd973XQ3NIIoa6RBAUFccIuJoIKjcY2ikVYxUZPo5BfnI0rWiYk6ojMatzgukUhcMaATNKC4jQE0JhIJkdEEExGVrRu6+3X3W2/9/qhb9931vfv295r6zhD7nVun7qlz69a5VefUqYsvvhjLly/HlVdeicsvvxyyLGPp0qVoa2vTN6iXC6mUioGBBMJhs1+FvyDWQd5tbd/mF7EMJtn4KWDz33jlL0QmL/xsXLPzO9/DY50gYIucGbqqhVlYWuq4RJpS7RlU0ipbFjQHthA9OtIImbDZj0kmlUKWZaTTmeVLNluyHlILECLZgnUkf5Ct0xppisKiOA0+PQqevNqsE3tWFFt1hlbBvHZItNRw1ufkyKzNTC3PyUqzXjP+pgbjymkOrFn5HeusQH8uViZVpejrS2SNAxAoDCUxdtFoFK+99hoA4MwzzyxFlVmxZMkS3HXXXXj++efR3d2N9vZ2PPjgg5g5c2ZWvkgkgmXLluGWW27B/fffD1VVccwxx+D73/8+Wlpayi63gICAgEB1UBJjt2vXLlx//fUghFTE2AUCAdxwww244YYbXMssW7bMkT5ixAjcfffd5RItK3y+4tVt/Rq0fjFmAymS36tM+YAQZ5nyqc+5Tdava/sMzl0oZ5rTNggQtsfOCKevckJYdJ0VdkmhLUBbqJTaS1MKpyOEHJrPaBb+fJ+87bloy43FwGt/dOsTlejP+dZZ1DtKAL9fRsrhaKZSoV6iMX1S5mQSjpCvDBlU8kFLSwuuuuqqgge8wQ6fT0ZjY1APw+Yvg2n5yuGFMK7pW8t64Yd+mkFmsCd58JdcJsoHck0m/l9m8XT/jtWnYSxv9vFlxlrj/UM+gkSaIq6vGFLIhKLJb0zyzHQT8UvoNURgUkrREpDRG1eRSGfux3xeLAiEyUKRVlW0nvg17N2wHBJNQ02nQAH4h49DsutT0EQ/1HQKRJIghVuAQATJ3j0AVUEkCUSSQWQfoKb1vqECUJoPhNq/F0inGL/sA00nISl+qGmWkFqSZcTiceyN9qOlKQKJEN0BvzeWxtCGTOJnAiChqmhAZqDgW+r8MtGXZvnzGEiyaE0jLZUCFEXz33GlEwJJ96nB8Ay1h214vjxTi/FZpqEtq+foO/qHSg5DWPH+7EIrlr+hIQC/34fe3hjSZTBK9RKN+eVJw9FSwsNbCS3Fp9B+jM7OaI59dsDQoREHX1XmJcuX5rUsNRiXTJaU4uoshJ9LYKQRkpGJlzH2RF4Hj87jsypKebouauA31GG4TyJNsXeAnXQnaX6flEqxszeFeJqyLCFanX0JlkmkJ65qmULY9c96U9jdl9LTh6kqRXSgH8lYDL37ukCpCjUZR/SPzyO5Zxvk5hGQfEEWaND5CRI7/w6laTikhiYQQpAe6EFi50eAmkJw7AwQSQZV00AyBqL44B81GZK/AZSqSHV9jnT/PkSmnQJ/21h2/0QMJB1HuG0UIgeMASESFIlgdEsAYb+EtpCibykI+1hQSkuDYtpSEFQIRoRltIZYCrRkmiKaSMMnEzQGMhvOFcIiXY2zN5lQ+BUJQUXStzmkVYpkmmleNm04Z59X1qwohACyJXmB0wkK8Nh3K92fK1WnqlJ0dXnbZ9fW1uipHAA8vu6jujd2+bSXwzUac/Lkyfjtb3+r/168eLEe3i+QD9xnu06ObC/BGtmumR3ePB2XNd4gP5m83NftmtXQ8TJGmYg2QyDEroOUal4+ZGVh4de+zC2y+LXtCex4GkZTJLbtYCCVmWMSwqIw98YymVUIIWjwSfjbnrhu6AC2STreuw89e/eAnywu+QJoOORYBEceom/2JoTAN/QgBEYcAjk0RG+T3NCE8LgZkELNIFpgCZFkKMPGoGHcEZD8DRq/BP/IL6D1ywt1QwewQJXhh85C44hxINoSZkqlCCkEIyI+0945EIK2sGLbO3doWwBDw5msPj6ZYGhIwZCgeQO6qj+/DCgIwn7JtJ9Plgh8MtviYep/sB8NRAix7bEzXrPcTO8XrmVcaG7XiuUvR51u/GKhrLRwNXaSJJkix1auXIlt27ZVRCgBAQEBAYFSwtVnN3LkSPzpT3/C2WefrdOET64QuC9xujmyvTq3nUP5czvHOa1Yfi8yMT+bNWLCuU7uTzR+0ipaVhTj7I4vrWWWNg38hjr50hqhFNSwLBpUJLSFCDvVW2MIKATjmn34PJpCfzKz+fmYgxrwSXcKn/Rk8ou1DmtDONKI3bt2QlVVEELQNOoLwMix6HrvFSR79gAAfM0jEDx4CuLb30ey8xPWnuYRCLUfj9Tvn2D78dQUSCCM8MRjIQVCiO/8O2gyDiJJaJ0wHY0HT0L3rs8Q7+8FAIwY1oKpoxrR2Z/CZz1JUABNAQkTWv3wyxJ6EiwVmUSAEWEZYZ+EeDpzUkNTQEJ/ksInUX2PnUzY3jpVNZwED6BBZjPZZDqjV5/ENo4rEkw+aMdnT+w0mbBEAapptg49ETdy8BfbH4vlz7fOYvjL5WCqZoCKU9CJG4oJRnGCq8/unnvuwX333YempiY0Njbi008/RWtra9YsI4QQrF27tqQC1jpy+eyATICKcWnCae+NG7Lt0ykUxdZZCL9lLHOt0+q/40ip1LYonFaBNMxHBKmUallDMjdWNR8cW6bUMnIAeiowLpdKmZ/vk+6UPiCrlKI/qWLjZzFt/xzRA1T27OkE8bHgIwqAptOIbvsrYr17ISl+lhpMTbNTDCQZcgtL/dW97kk0HXU2Erv+Af/IQyDJCgACVU1DSQ1g2CGHQ/EHAUkBVVUg0Y/xrX60NEUgyzIoZScL+CWKca1BKAQA91+CbSxnG8MzuhwWUuBXiL5UKQNoCUnwy+YFnrRKEVDMmlYp25hu9L8RGPfqGTdU2/dzSoQNdKbnTHlOTHPfsX4aeUE1+nMhdXoBpUAqlUZvb8zzfrt68dmVKuikEJ+d68zummuuwYEHHoj169djz549+Oyzz9Dc3IyhQ4cWJeT+iGQyja6uPjQ1BeH3K5nBwuS0z/71Z3xxjPzZHOG5nONudRYrkxs/HJIFe20TpdQ2gAKAqg2Nxo+IRMpg6BgRlAJJfeDQ/IMAUjRj6AA2SPclzImaJcKOzOFxmFpLIEkypEBI+63VLCtQJQXEF8zMMiUZctNwSIGwbu0pISD+BgRGTWbycX5JxrD2I6H4M8kHiCRhVFszhjaa+05TQMKoJrOfjRDgIAdaa4Nky6DiVwh8smR7JsZcmhxB2W7AKCgoJbZn75TU2XpSAvvw02belmdvpOn3qsH+XKhMufj7++MYGBBn2ZUarsaOEILzzjsP5513HgCWc/Kb3/xmRfbRDVYkk2n4/cXt9nBybufz9Vgsv5c6i+Vn8yZvMmWZRyL/+YF7nZRSPSl1Lrg5wiWJ2PkddOccsOD07HLLopeFPfipWDgf3ZRnHR77o5vsddGf85CJUjZOCJQergEqHR0d2LBhg/771ltvxZgxYyoilICAgICAQCnhauz+8Ic/YM+ePfrv733ve/j4448rItRghKJIaGiwHxxrdGRno1mvlZq/pmRyDGCxlzUFtRhADP+r0wgvYyxL9W0MRvgkYnsxAjKxZVCRkAmuMEEJQLImnnSYFWb2lpllT6eStvsnVWrXk4MPE3CefaZUCuucVaUOc1+XZ8eDgCyF7Tdy44cDv0Odbn2H/8tWzul3tjpzlS81v5c6CQHC4YDtHECB4uG6ptbW1obt27frv4tdGtifEYkEEAyyY1+yOcKNdK+0UvIXWifgYHCKkElV2fnmxowbKlhEpsRuxmiUbRwHKIznjvpkIAzCoiq15Uy/JKEtTLFvwLCXDgSjmnzYO5DOZFGhwAERBT6J4NPeFBvkATQFZMwcGcT7u+P6ZvRGv4RxY1rwz84+7I4mmFgEaB49EQOdn6F3xzZWISEIDz0QUjCCgb07AZWlpR42dBiGtrXh0+2fINrXDwIg1BDEgU0BJCSC3ri2AZsAbSEFQYX5DjkiAdm0ZEYAhP3shIa0yoJxCFhE65CgDJ8ExNKZsg0KN7SU/z8AtrdR5nQNsTTgI+wcO/25G/1ZjAiJkMxyr+6r0vJVW+rkvFbDPtj6c74y+XwyWlvDiEbjiMVK77srVzSml0jLUkdY5gNXY3fsscfiF7/4BTZv3oympiYAwDPPPIP169e7VkYIwS233FJ6KesYhBAEgz7zoMQd8RaaEy9gdmS7Ocyz1VlN/nzq5Ofa8fmGSlkACqWZAA4VLDN8Kk2R0scIZgQUifvp2GbyJgnoTwKKHlxBMCxM0K1tHueBFG1hCQE5jV19Kf3YmaFhBUMaZLy/M65HDDY3yDj24AZs7UqASBIifjZMH3ZgE/7ZOYBte2MsDRghiAwfjeCQ4Yh27UBwSBskhX3s+IJjEaIxyMOG4WDNLfCFQyYi2tMDQMXQ1hYQQhAG0BwE/BJwYFNms7giUTQoBI3BzGZxSimGBCQ0BWU0BswpwQIy0NKQCWzxKRQSKMJ+Wa+TUh7ok0GaAoTZaT0rTZISpFNAg4/YglAksOwpPIiFAPqHBgs4gR5laz7VnOhbJQZbf7YiX/5w2F8WY1eudGGlTu9Vargau8WLF4MQokdj9oEAwgAAIABJREFUEkLwzjvv4J133nGtTBg7gWLgtPymmk/q0culVGqL0KAWEiEE1nggQli2D+t3rU+2HwGkSOzQV2rhbwsr+gyJIxxQEPDJpiOAZH8AoaEHWu4vYdjQNuzz+Qw0gubmIVAsn8V+mThEWxK0hOy0sN9s6HibmhvMsz+JEDT6JcuAC+uEC+Ak/v1goDlFWxoNnbHOImM96hpWwyZQXbgau5aWFtx2223670mTJuH2228X0ZgCNQGX8dkGvkRkHHTcVuSdoi39MkHc4qyTif3+BDypsrls2C+hL2E2rU5LPbK2XGn1CyoENsMsE3vbnWTKB268nvUM+8dGtrLWYtyw5uLny8r1YEKEoasteI6Dv+aaa9De3l5OWQYlKGUJXQnJnnHCaT0/V9lctGL57c7zwmXK1iZKqRYsodGRKcd9Ryo/2RpsaS4gS/omcQLml2J18YGXIp7KLHX6ZFZrIkWhgiU0Zge3snsFFYIxLX70xNPY089OJG9QCGYe2IC+hIoPO+MYSFFE/BIOiChQKfBJdxLdcRU+CRjfGsD41gA+6orhwz0xhP0SZh0cRktIwY6eONb/swfxpIoJbWGMaArg04CEgGZI28IyxrX4QQB81pPErv40In4Jk4YFEFQIBlIU3bE0JAKMa/ahpUFGSgW6BtJIqcDYZh8mDmXBT50DafQl2VLnsJCsGXCKtJaQOexjuUEpKFSqLW1KLICKAogl2Wnufpkg5JdAwE5BiKeh80sks0QJ7X8pBdKEQqZ8zyPVl0lVminLgzD4wbV6V6WGZU/i1Ed4MarXSVzKVqI/e33HsvX7bPyqSst6zM/+CHHqQZHwkkEFYOvvxmhMLy+FG43TcxnIavDnWydXndHw8a986oE/qfLBNHP/tErRl6TQ5wBanUnVPEuhlCKtF8vUOZBU0RtXNRKrM5Gm+LQ3aSqrUoodvSkk0oZBijLz2eAjelozSiliSRWfR9M67a3H78AxF/8bhmuJmiWDYZAJM+aSfuI4hU9ixiuzhMgCOya0BuCXicmwcB+YZGiTIhEEfRmfENcnz55i1Kks2U8qMH6MGPmNfiaqtZ0vCVv5rcaAGGTM+LMyszZj2czM0cxvLFsL/bkU/JQCfX35Bafkk1Fky6fdBQeoZAtCCflkBCo0mS1pBpXnnnsOAHDWWWeBEKL/zgVjLk2BDPr6WLReKOQv2BHuxbldaf5i6+Sf7CbnPGUBE97uZaelqcHQMWLGiBqg39/Cn1Kd65RAoBpeZomws+CsPrGgAtPpA4QQpCjzAVp9gtasJhJhNHO2EnYCg+lEAzDjZTR0nJ846MQnw0ZzOlaH0200Bz1Z/yZEM3JO1x2enWM5AE7P1HJ712cPVLc/F8uvqhQ9PQNl3VheTIBKrQehZIOrsbvxxhtBCMHpp58Ov9+v/842ESSECGOXBWISXXrUokbdPm7Z8Fw4f7H3F6gPiHGiPHA1do899hgAwO/3m34LFA7jV5xAaeDVgNQC6kVOR4iuWzGIcaI8cDV2Rx99dNbfAvnB6LMrVbBHoQ73UvOXvk5iW+Zx4+fGzujzkzVfm772pZWzGUZdVsOSJyiLwEwZlz2p5lcDoJqjI0M+glgq43skYCcxWBOoBBUJEmG72UzH24D51zhNAvO7KcSQHBrsuCIrEoaT1o1LgLANlhQplUCWDEvGlAX9yMSB36g7k57MeuZLkUYaq8G8bOn67DU5uG+W++Ecy8LZZ1cf/dk7PyFAU1ND3j47gdwoLiuxgCe0tobZwGDo1FYHv5FmpTvRsvEbvwyL4c8mU7ayehIr3Xfm3CZetXFQICDQ/l+PwATNnEdnZKQAZJn5k1JqJhAiTQkCMpDkJxUQgoBMEAQQT6mIq1xe5uOiFHqUnwSg0S8j7GNH/cTSrExTgKApGMCuaAq7+5g/JeKX0NrgR3dcxcd7k0hToDEgoSkgQaVAX5JFS4YUgmFDfJjQ6sdHXQl81puCTyI4alQDWhtk7B1I4bMoOzRueETG0AYF8TTF7r4UkiowNCRhTDOL1twXSyOWogjILPsLCIFK2UZxQghkokUoghldAFAI21tItRTbXOcskMScdNsvMX8hRWajOSGArH0qpLRnyzOlAARpZnL1clyf3N7zaEyjkZQI28OY+QThHySZCEtTH+O20SCTa9kS9+dyvmNO/ISwlGGBgILu7gGUGl4yqLgFolQzA0qxyBmgki+Ez84MQliknVdHthN/oc7xYvkLca6bZhWEDaROR/OkHYJA2B+Zv2WiHctj4aeW+7PBExhImQcNv0L0w1V52aBPRjqeRoJbVGjVUwIZVI+KlAnBsLCCrljaFEgxotEHicAUgdkclOEfBvTGjPzMaEb87BgdjonDApg4zI89zT4MDbHXrzXkQ1NAAQWFrE0JgwrBmCE+RAISAoZcaEO1tGF+2fDxpA2QfPuFpkZIEmWbvQ3TTAqCgASTTggIZLCN4UZ+Qq3Pj0CB9pFgCIpRQOxbCUAMz9j8nGVi5iecn9jPe8w8Y/3h2/pUufpzse+YFfnwSxKBolgTqZUGXgJU6jkQxQ05A1ScvloAOH6hAMLYCRQHN6Ofm8+9PvvgApsDjRDjkJyBk6GWJQKi2ss5ZVtRHBL6BhX7GXKyJVKT8/scPq99skObYNed0XjY6XadeNOTA1G/v/1eXst55ne+fU3CybAJVA85A1Q4UqkU7rjjDuzbtw/z58/HhAkTAAB///vf8fTTT6O5uRnXX399eaUVqG14fK/dxiondv2D3sNtFAmw7sNVJGibx7V6NL+IU7YSJzQobOO30c8W8TP/W38yQwwqLNl050AmZNwnsQTSfUnzYbB+2X4SHFsdMid69kmwJX8mGn/asmdQ0fbGmQ+dZTNU0zm2yK5nI4yL0LkerZsB258hDF1twXOAys9//nPE43H8z//8DyKRiE6fPXs2vva1r+GCCy7AH//4Rxx77LHlk7YOQSlFLJZ0PPXAzZHtRLMGAbjx53KOl5rftDTE/uJelUxGFJoZMqm2DGYeCIzLUuw6iDHYhCeFBiTNWLGbUaS0ZS1QNuPxyUBcW870awYEYEYwqSWP5jkv05SVJdDyPYLAKKkssZlZ2EfQp2URaVAIGv0yKGT0JVTsjKbQFJARVLRlzoiMf+xLIuyXMDKigBCgBTK6+tNIpFnCZokw4xaUgYQKRPyZGWBKpYjGKZobJJbXEkCDD+hPqFAkotMgs6VUlQIRnwS+UspPggjIRM+1ScHarhB2OrlRz2z2CT3QRHv4Bv8rTIE+Ts+eic77QSbch0iZ+zP/aOZYo1ruz6Wsk6MQ/r6+hK0egcLhOUBl5cqVWLBggcnQcUQiEZx77rl4/PHHce2115ZUwMEAflRHU1MDJMk80BfiyC4HfynrZIOiA7+LobOeos2Ml8WHoQU8UEudxkGblw4o9iUkiagsdZg2cBMAMlhmEZNvCMzQSZalvgZFgk/KGAMCNsMjEZ+J3y8DE4f6mWE21NkclJBMG+9DtJRcmtwa3ScBBzfLUCRikmlIUDb56QCWNo2ffKAbHlCE/easKARAUHE4WQDU5OcDtGASmomQ5EaQOLot7HoyhCdl6JTqxrhU/Tlbfyx1f670O5ZMptHbG/OUmUnAOzwbu66uLqTT7rv6VVVFZ2dnSYQajEilVAwMJBAOB0z0fBzh/Fo5+KsmE83MAPSyICyDiu1O8CyTAyf0kD5TXQ4BA45t0i4gOz8hWgCFTXqCzAGyxkphkgmEOBgQ55MGdGNma5NDWcc2OT9Lx2ALBz3bF2Oz8Dvo2VFOV/7c9zHSvdRZi++YqlL09cXLauicojGt0Zf1HHXpBs/Gbvz48Vi+fDkuvPBCDBkyxHRt3759eOaZZ3Q/noCAgIBAbcIpGnMwRl9akdepB9deey3mzp2L8847D+PGjQMAfPTRR1ixYgW6u7tx9913l03QwQBfCb6WnJZDKsnvpc68QBxkqna4HVu7M8+4KL/gFdxzxeu0/C4ARenZkb84mai2BF0MvPZHt7bXXH8uUiZC2DghTjwoPTwbuzlz5uDuu+/GzTffjIcffth0bcSIEbjzzjsxZ86ckgs4GODzyWhsDJrW5p2c01YU4px34td/IxOIUGydufj1wAZ7DTrZuCro5f78qCQjZIBtajYEtVDKAjX4RmtKKfNPEWT8dqwRCMhAIs0NbMafRoiRRllQCYF2OGsmjKVBAWIpTmHlFUL0gBoOv8T28cWtkZUSAQvqzNQZT6lo8Jn9bmmVRZZmBlJ2L10fhjYZaZpa2LFGcOc3+Y8I0TOzcJrR/wYDv5Hm9uyYLjMylqo/5+KvxjtWCv5QKAC/XxF+uxIjrwwqp5xyCmbPno3Nmzdj+/btAICDDjoIU6ZMMW1cFciAEGDIkAbbl2Ixzu18+YFM2EBm0MmP36tMlI+u4MOhYcDkt9Z8V8Qy2Br5zXQ+sdLjOzUTxMrJFEiDhfen1YwxpRSQJX5unQS/AiiUIqGt4PhkQCISggrFQJIZsoB2YgGl7Ly3tMrC933a6QRplSKqHcbqkwmIoqDBTxGNp5FS2YkFnD+RokhSFsHpk9jeukRKRXc8DUUChoXZKeIqpehLqKAU+okHKRWQCEsbxqJHM5GiElhEKQ9YoZQirTJd8FMUKKVIppmWZIs+CVjwDA+CoZSlDgMyvkFK2Rl4ADOykuE+FNCOASK6nqlDf2JG0Pk5F9ufS/2OlEumQvj57K65OYSurj4IlAZ5pwuTJAnTpk3DtGnTyiHPIIT7ckg+AQNe+J1pPDuFqRDyDRjwIpPR0Ok0wJLtgg1+1CITH/St/M4ftuY2EQJIIEikzIUp2JYDY5vYETqW2ghB0Af4DNlaCGEOe58lWlGWCIKKZJq1SYQg7JeRVFXos0NCEPARNMDM71cktMoEAcPGcokQhHyS6ZBT3k5rBCbAzsqzZhDxOxwr5JMp0qo1/sVeJyFEnwUbaQphHyvGoBdFti/TEQJQ1aHvEfum/GL7cz79sRz8+dZZDL8toKlEMAao8MCUwRiQYkVd5sbs6enB7bffjpdffhmxWAzTpk3D4sWLMXny5Kx8qqpi5cqVePnll7FlyxZ0d3fjoIMOwhlnnIGFCxfqJzwICAgIDFYYA1T2h8AUjrpbe1RVFVdeeSVeeOEFXHLJJbj++uvR2dmJBQsWYNu2bVl5BwYG8L3vfQ979+7F/Pnz8b3vfQ9Tp07Fz3/+c1x55ZVlktj968zmUzMsfbiVyXXNTqOQrB+XedSZj5+C6OuUBpqHOinNsFmvyRJs8hOYcyvySoIKMZWVCBCQCWQPX8gyAQKKZONXZONWc4aAQuC3vDkNPoLmoGwK31YIbDKxnJkSjGkPCRhtSEA2lQ3IbKnV2FJFgrYB3SyTROy6I4AtXRkBDMu9OZ41zZwQrv2EaqFxOlzuX+r+nE9/LAd/JWXKUoVAAai7md3q1auxceNG3HfffXpAzLx583Daaafh3nvvxZIlS1x5fT4fnnzySRxxxBE67YILLsCoUaNwzz334O2338YxxxxTUnkpBbq7B9DYGDQnvyU8mCL3i5JtmcTri0aMIRgk+9JNMTJBSzJlXZF0faHBWKiBny9xcnZC2GBuTx6tpQKjPIkwCzhJa6OxrPmkJMr8egnVaQChmkHQyhKWxQTInNhNtJyXqmFJUNKytaTS1JCVBGhtkDGQVJGmGf+XnzC/oQzoWU0UiWBIQEIiRREw8A/V+BXZeH8md9An6X42biup1k6rno22WNH0ZNQpND+dhBwDr+ZjNRo8vuRM+HX+MPizg7dnb0S+/TmfpchKvWOllCmVUtHbG3PkFSgMdTezW7NmDYYPH47Zs2frtNbWVsybNw9r165FMul+BpTf7zcZOo5TTjkFALB169bSCwwgmUyjq6sPCS3JodEHYv3biWbksfIbaW78+r8i+b3KxP55r5PCLhOxlAUyp0dY+a33lwl0Q5e5J6vVyq9IdvlkiZg2cWd8a3b5/Yq9TonY+RVJmyUa7sX8h3b+gE+yyR9QJHNWFe2/soNOJAc9SySjU60CfXqW6zkBRJ99G69TmgkcKvTZF9sfi+Uv9TtWCv6+vjj27etHOscxPAL5oe6M3ZYtW3DYYYeZOhEATJ06FX19fTmXMp2wZ88eAEBLS0tJZHRDMpn9WA0vsLbb+rvc/F7qzAu0WJmcs2i43swjbHXaFjPz5y8W1X72leg7bnV6pVdSpnLwU8o+jgVKj7pbxty9ezdmzZplow8fPhwAsGvXrrwzuTz88MNobGzECSecUBIZBQQEBGoVR4wdypb5yf4RhcnheWb3+OOP47LLLnO9vnDhQjz11FN53VxVVcTjcU//OGKxmGPUJKfFYvmtcz/wwANYv349rr/+ejQ2NubFmw8URUJDg11ufR+cYb3eiWa9Vmr+qsnkENjgeA/bCQr8b7tfhPuNLBXYy7rwZ66Z72/9Qne7PzE5szK3t8uk1WmTyZm/GD2TLPxe6iyWP1f5XHV69Z1VvT8XKRMhQDjstwdglRDv/rMTMgFa/DIC5btNzcHzzG7FihWYMmWK6/WxY8fiN7/5DebPn+/55u+88w46Ojo8ld2wYQNaW1sRDAaRSNiPvuC0YDDo+f4vvvgi7rrrLlx44YW48MILPfPli0gk4HjEDwenGeleaaXkr4ZM2jCs05i/h9GN5VTKNn0rBKagCqL/j+H0A0J42ufMoEL4eXf8Ssa/R2HJGAICSqipTkmrkwe/8D1kksbPywLsJIJkWsvWopm5gMyCUlgGFVaQH/iaUjPhQ4QQBGUgZeEnYAE6suXzlGoLrKZBkxtQg05B+EKs4eQJzXjnCqIgcOLPPCedBiut8v2xWP5aeMd8PgWtrQqi0RhiOU4UF/AOz8bu448/xrnnnut6/Qtf+AJWrVqV183Hjx+PW2+91VNZfrRQW1sbdu3aZbvOaXw5MxfWrVuHRYsW4ctf/jJ+/OMfe5Q4fxBCEAz6bI5qSu2beDMDvtm5bSzrRMtWZyX4862TjcPUFNjAwI/70UsjqZ3Zxl31KcoiKyXCIzA146RNnYyBIZRSJGnG10YIoEgUlDIjZyybVim7B5fJpU5CWRYRSTJvmE5racR4Ob9CoFAKUL6lgdEViSKWYlsqfFoUpo+wbC2UZoJYZAlQVBXJNEyBKSq1n4DAja1pA7feDqNOndsEAFSltqknt1t2fvNzopTYaPxjpRr9sVj+UtVpRb784XBAGLsSwrOxS6VSjjMqjkQiYVpu9IK2trasBtQJkyZNwsaNG22dZtOmTQiFQhg9enTOOt577z1cc801mDp1Ku68807Icm2sW5fCuV4vcFrWy8wMMkhTe1iJ0zyEGT3YByfYv6YlwlJoWfmtFbvVKUtOQTG2lU9IxDlbiSLzuZqhTpL528jvk2BXSh6w6tSpTYDLMqsLv+WkJEeagN1YClQXnn12Y8eOxbp161yv//73v/dkaIrF3LlzsWvXLrzyyis6raurC6tXr8bs2bPh8/l0+rZt22zRmVu3bsWVV16JUaNG4YEHHshr2VNAIF+4rBDWDepcfAEHHDF2KPxKbXzgVxKeZ3b/8i//gv/6r//CXXfdhW9961t6QEgymcQvfvELrFu3Dv/v//2/sgnKcdppp2H69OlYtGgRFi5ciJaWFjz55JNQVdV2SjoPqHn11VcBANFoFFdccQV6enpwxRVX4PXXXzeVb29vx6RJk0oqb8a5nsn6YXROG5cxjLDSncrmolWb361OaFldzCcNOPMHZDbgJlV+kgG07CPOuQc5jdLMRm4gk9QYlJqyjXB+RWJ77lIqZX45aP5BTc4UzSxjslkY25TNn5pMAFlmiaL1pNuUIgkCkqb6DI1q9zeKbW0z9zkqEkAklhSap/30aRlUKFjeT6rpTrHIRDSZnOdr1meS8QUac5HyetgGcqLNXvN/9kY910J/LJa/Uu9YuY75efefnThqbCvC+0maMA7Pxu6yyy7D//7v/+KBBx7Ak08+ifHjxwNg59l1d3fjyCOPxOWXX142QTlkWcaDDz6IJUuWYNmyZYjH45g6dSpuu+02jBkzJivvvn378PnnnwMA/vM//9N2/Zprrim5sQOArq4+hEIBNDRkZp1uzmkAjnSvNM5faJ3F8udTJ5v25OYnAHyS4WigHD4RVeUprbjhA2R+H2LxkyBjeAjRNn8b5CXa+qTCs4gY+CWq3ccgkywx/51qaINKKRIqgSJZfbI6s0kmCdS0rKlIFIqJj8nkk+zGRKJsPdG4VOn0IcX1LBnuw9TD1o2plZ9k1pMLefZORq/a/bGW37FoNI5YzD1BhkD+INT6JmRBMpnE0qVLsWrVKnz88ccA2PLmmWeeiY6ODtMS4v6Czs6o5zOnQiE/QiG/62ykEFq1+SslE6XmmWA2flUzeF7uZQ3U4OXs8mgzHId7WZ1VybSdXyLme/30J/+OH/zo3x3b5CPesuXzwdFrWcdy8KZna7ls9Zaj7zihnvtzNlp390DeG8vb2rxvm3p83Uc4amxrXSeAzqe9HHltKvf5fPjGN76Bb3zjG3nfSMB5EBXYz+EWGSKwX4JSMU6UC3WXQaWe4eVrVWA/g+gSAhaUe5g4ZvwwBOX9r+PllRvz888/x+LFi/HFL34RU6ZMwYYNGwCwaMjFixdj06ZNZRFyMIAvYQJ2R3m+NLe/q8FfMZlcM6g48NCMvwSGGrivy8hPPdbJMqhYvrr5EqaFn/vB9LKUBcsQD20C1YJMTKRMPVbdWNvppmeiBbCYr3vXM9dTsc/ZiealTqvvq5R9rxx1FspPCNDUFELAesJwCSER7FeZUzg8G7tPPvkE5513Hl566SUccsghSKcza8qtra3YvHkznn322bIIWe9obQ3rvjqrM9qJBkCnO9F4WSeasc5i+d1kysbvVmexbdJ2fHmSSbKcWgCw0wEUy6njPPjFKBOl2rFBsNRJiGHTtHZviUCG8YRwNlj5JZYxhW/ylghBUGHRnhIxGrJMm3idEmF77oxf94QYjvthQoEgk8HF2ibmH+TRL0wmov+fJic0mkXP9nYa+EvQd2qxPxfWH0vTJqc6JYkgEgmiqUlsiyolPH8+3HXXXZAkCatWrUIgEMBxxx1nun7SSSfhtddeK7mA9Q7eea0DEu/wRpobv1NZL7Ri+Y0vY6H8xcqk8oPY8pSJaEYD2tcypysyy5ZirIvDel4e1VJxZepkg74pi4luq9jshxs4AoKAzGiylPmmVAgQT5u3uhPCjuWRiflQWsqNmuUcRONWAIC1kwXkWNpE2aZ6U2YVLrDBoNp1Bz2DjJW/mv2xWP5K92cr8pFJkgh8+1GS5krA88xu/fr1uOiiizBy5EjHB3nggQdix44dJRVOQKBY2AyACy2vOuFSp+3exGJocslp53diJ3Aq61UmgM/WPMmUu5iAC4xLlALVh2djF41Gs+adTCaTpqVNAQE3sBmDydVVElgHZr4s6XXQ8Wr/8rGTTkVlJyPksT4n3bnp041ejKGvd5Sr7zlhf9ZzLcLzMubIkSPxt7/9zfX6e++9V5F0YfUGSilisRSCQcW2lm9cp7cOyFaacZkjG79bnZzfyUleDH8+MgFarkqqh0YA4L4lZ5n4TESjGpYlOT1Dg4HG6+FLfqCGDdT6vWEqy2dhbJWTL985LzM5tdM8uBmX//iGdLYs6pOYwVMIy4zCM7WY7kMzs6+Mz5K1jv3km+xJpn7DfZBDzxyVevaV6o9u/LzvZYo7971St4mjEP6+PvdcxMXAL0tw6guDHZ5ndqeccgp+85vf4MMPP9RpvGOsWbMGq1evxrx580ov4SBANBrDvn39UFVV79BWBzWQ3bnNX4JC+d3q5PSKyGQc9HWL5S6TiQ5o/jNznVYaNxTGeo31WWVyuj8P8CCWf078Tu0kjvxc1gxNlqAFsuRuE9UjKXk5HujCdMr1yY1bPnquRn+0fiSUsz9TQ98z0px0UgvvWDKZRldXX9kyqCTS5UlDVuvwPLP75je/iddffx0XXHABjjzySBBC8NBDD+HOO+/Epk2bMHnyZCxcuLCcstY1UikV/f0JhMMBE52/YNbB1MkRzq8Vwu9Wp3HQqbRMALNL1oMqi20TCEBV83JjxhBZ+B0yrRTTJqIZFk96dj0GxyWDSJn0XGidlew7TnyeZcpTz9V8x1SVoq8v7jkrk4B3eJ7ZRSIRPP300zj//POxefNmUEqxbt06/OMf/8DFF1+Mxx57DIFAIHdFAgICAgICFUZeOxcjkQh+8IMf4Ac/+AG6urpAKUVra6vzV6iADUoJjtVw+0IulN/Jv1BRmUgZZMqH3UXsYtpEHPhd25THLWpNz5XsO/mUc0Sl9OzAn4+eCAF8PrlsJx7szyh4m35ra2sp5RjUUBQJTU0NtvV7J+e6EYU45534nejF1lkov8nHRKk+CHnh5z6qXDJRmJeJMv915rfKRAz16vzgrq/MHjnC3WGGwAcCgBKzwXPTUyZgwuhP1H456Nlap+P9LTSvejbSvOrZjd9Ythz8+dZpoJr05KbncrbJS53hcAB+v4Le3lhZljMbFElv9/4Ez8bu3XffxRtvvIF//OMf6OvrQzgcxrhx4/ClL30JM2bMKKeMdQ1CgObmkIMPxRxAkY3m7IPxzu9WZ7H8+cqk2QqAsJABQjL7yLLJpA/12gBFYC+nUqoZIvveNELMmUa8yJQZ8DWjws9zA6cbaDp/huZFzzDKqhkkJ35dToDHXpplcrh/ufRciv7oNPMpZ3+W9Odu11Ottsnnk9HcHEJXVx9KDT8xn1u4vyCnsYtGo7juuuvw5ptvOn6FPPjggzjppJNwxx13IBKJlEXI+ob7coiTI9upjNsMLR/nuhOtWP5CZOKDNJ+Z5JKJDVAWmpbZxHQPvoXAUiePgMxXJjPNXBa0BG2y9gtdVju/6d5wvn9JZPKi5xruj8X2vVprEyHy/k1HAAAgAElEQVT7oUUqI3Iau3/913/F+vXrMXPmTJx//vlob29HJBJBNBrFBx98gOXLl+P111/Hd7/7XTz00EOVkFlAQEBAQCAvZDV2b775JtavX4/LL78cN9xwg+36oYceinPOOQe33XYbli5dinXr1uH4448vm7D1CfevM6elD8BtySs3f7Y6rWXylalQfq91uoEtHfIFPI3m5E/SZkWOHrkcMlHK7wFthgQDXStrWR4tRk9E86mZaFl8ZE6omp7LKNP+0J/zkSnPagVyIOvWgxdeeAEHHnggFi1alLWS66+/HiNHjsSqVatKKtxgAKVAT88A0mlVX8e3OqjzpZkH6uzHn7jVqTvvC5TJiT+XTF7a5CQTgTbwUmoagE28yCxbslGCmpYw3e6v0kygCPvHaPwfeELkMug5V5tqUc/llClb2WL0XGv9ORe/qlKkUiq6uwcgUDpkndn99a9/xZw5cxzXnY2QJAlz5szRz7cTMCORYBkRmpqC8PuVnF+K2WhAZuZnXOuvFf5yygQH/5sTP581mWnZ7m+ftTnJRFBaPXFZc9VZq3p21n199edq6tmNv78/joGB8mRP2Z+RdWa3c+dOjBs3zlNF48aNE6ce5EAyWXyibCfndjX5a1GmvPhdloqq3aZalKmabfJKr3c9U1qacULAjqzGLhqNIhwOe6ooHA6jv7+/JEIJCAgICAiUElmNnaqqeX2VqKrY9e8GWZYQDPptdDd/hJVmveb2u1z8hdRZF20iNShTnnXWhZ6LrNPq36oFmUrNz5Y1gXDYX5IZqoAZObcevPHGG9izZ0/OijZv3lwSgQYjwmE/GhqYoTOu4XMYHdn50oqtsxT8gP2FLqZNlEILD6xAm0AAQgGqx2PayhHCIyhLp2ejH8ezTthfBd2fguuztp99KWQqZ5sqIZPPp6C1VUE0GkM8nrLJJlAYchq7VatWeY6yFF8jdhBC0NBg/lLTAx48OMcBsyPbLQjArc5K8ZeiTh79qKe2gn1TeCnaZNMzCFRWga1OLkWmitLpOVsQA6Px2adRJ3DUifN9DPyMqG8uMD66cj57a5sK0VOxes5Xplxt8iqTFfnwEwJEIgFh7EqIrMbuscceq5QcAhAfC07gg3OpYdU1gXOsitUwlAtOX/5A8e135i+XVu2otT7tpudywMmAClQPWY3d0UcfXSk5BAQEBAQEygbP59kJFAa+Jm/2vzg7p/Mp64VWbX6vdVIKqCrf2E2NBfVM/+WWCaBgZ5tSE63QNuV7f2d6cTLp/BadVqJNtdgf66lNfGO5QOlQ8BE/At7R1dWHcDiAYNCn09yc0wAc6V5pnL8cdZZDJpW/6BZ+iYC578rcJiMIsQdxlEvP+fAXKxNg4CfV6TtGDOb+XCp+sbG89BAzuwqAUiAajaO/PwHA7Bx3cmpnu26l5eLPVWeu+ishEzD42lSPMtVym4zXakWmQvWUi7+nZ0AYujJAGLsKwr7MJJDXqeICAoMcVFvSFyg9hLGrIIxfcQICAgJOEMNEeSCMXYUQCvkRCrGN5cU6x93+rhR/tjrz5icAYJWjtto0KPRcB23KVme2tg+mZ08I0NQUQiAgwilKjbo0dj09PfjhD3+IWbNmYfr06ejo6MCWLVvyriedTuPMM89Ee3s7li5dWnpBNbS2hvWN5Xx2x18CJxqQWet3ovGyTrRS8BdTZ778EiFs0zYrDUKgbeLOr85ytqlYPTPzTcAPzqmGnkulp2rquRZlKoeeJYkgEgmiqSkIgdKh7oydqqq48sor8cILL+CSSy7B9ddfj87OTixYsADbtm3Lq66nnnoK27dvL5OkDLzzSlJu57TxX66y2WjF8ltlKobfi0yEGP42ZCuppkyl4Id+KpyZVu025VOuUjJ54S+FTPWiZ0ki8PlkCJQOdWfsVq9ejY0bN2LJkiW45ppr8LWvfQ3Lli0DIQT33nuv53r27duHu+++G1dccUUZpRXwCkJQsWwl+zuMS2cC5YPQc22h7ozdmjVrMHz4cMyePVuntba2Yt68eVi7di2SSW8huz//+c9x0EEH4ayzziqXqAICNQlSxS8KSqEt5VZNhIqhmnoWsKPujN2WLVtw2GGH2TrS1KlT0dfX52kp84MPPsDTTz+NxYsXl71DUkoRj6c8O7LzdW5br+fiz7fOYvkLqbPcbfJSZynaxDx1mcVMGP6upp6d+lm5ZaKUJfqmYH9zWqna5FWmetIz35crUBrUnbHbvXs3hg8fbqNz2q5du3LW8bOf/Qxz5szBkUceWXL5nNDbG0N39wDSaRWUUtt6Pu/k2WiEZBzhhfCXo85yyTQY28TDU2pJporqGdy4aTTRn11pqVQae/f2iY3lJUZV41tVVfW87BgIBAAAsVgMfr/9EFROi8ViWevhPr/f/e53eUpbHJLJNAYGEgiHAyY6f8GMM0wnmvFaIfxudXJ6Lco0GNtUizJVrU3Ee5ucdDEY9ayqFNFoHOm0uQ0CxaOqxu6dd95BR0eHp7IbNmxAa2srgsEgEgn79J7TgkH3cN14PI4lS5ago6MDBx98cGFCCwgICAjUHapq7MaPH49bb73VU9lIJAIAaGtrc1yq5DSnJU6OJ554Anv37sVXvvIVfcvBjh07AADd3d3Yvn07DjjgAPh8Ptc6ioGiFB9K7PY1Wkx9paijGJms/MXKVAttcqqvFHUIPeeurxR1VEvPhAA+nyxOPCgDqmrs2tracO655+bFM2nSJGzcuNHWoTZt2oRQKITRo0e78n722Wfo7+93jMC8//77cf/99+PFF1/EhAkT8pIpFxRFQmNjELLMXKRcduNL4PRCGNf0rWUL5S9HneXkL7dM7Gdp2pSvTNZnUqo2FcJfiWcPzW+XWcLLl9+hxkHYn8PhAHw+BdFoTOTJLCHqLifN3LlzsWbNGrzyyiuYM2cOAKCrqwurV6/G7NmzTbMyHpnJDeD555+PY445xlRfZ2cnfvSjH+G8887DySefjBEjRpRUXkKA5uaQ9rf9a88LzelLsZL8XuqsdJvc6syHn4Jt7uO/UAMy1Yue85WJQPuwIBQAZZlziLnOYmUqZZuq/Y75/TKam0Po6uqDQGlQd8butNNOw/Tp07Fo0SIsXLgQLS0tePLJJ6GqKq699lpT2csuuwwA8OqrrwIA2tvb0d7ebirDlzMnTpyoG8/SgnVgr45wpzLWr79CnOvl4HdCtWXywq8NLdZS+pVqyFRvei5EJkIAAvOsrpQylbJNtSATIWJWV0rUnbGTZRkPPvgglixZgmXLliEej2Pq1Km47bbbMGbMmGqLJyAgICBQg6g7YwcAQ4YMwc0334ybb745azk+o8uGgw46CB988EGpRHOA+9eZ09IH4LzE4YU/W52epfXAX+8ysTkchWl2R6l9sufC71WmbLCWH4x6rpRMxfLXYpvYMmhe1QrkQF0au3oCpezk4cbGIGBIcpy5nl/AAwdf+nAra10ayWc5qlwyeeV3k6mUbWKPgQdM6IRBoediZapmm2pRpkrrmVK2B7mnJ/ueYYH8IIxdBZBIpNHZ2YempiD8fiXnl2I2GpCZ+Rlflmrw16JMbvxudQLVkYn5ZJz9OoNRz6I/e+cfGEiIVGFlQN2lC6tnJJPpoutwcm5Xk78WZfIiYy3IlA9/LcpUST17pde7nikFEolUXvcT8AZh7AQEBAQEBj2EsasQZFlCMGjP6ZlZp3dau8/tV8hWphL8tSiTV34hU/20KZvvrFoylYOfECAU8uc9mxTIDeGzqwBCIT9CoYyhc3NkG+n5BHs4OcLzqbNY/nqTqRbaZPTj1IpMhfBnkykXf7lkqvf+7PcraG1lGVTicbGkWSoIY1dmEEIcv9Qodc6Czv82/tdaNhu/lWYt61anG38pZMrFn69MXvmLkSkXfyn0bCxbKzIVwp+tzlxtKpdM5ezPXmWyIh+ZCAEikYAwdiWEWMasIRgHwFpBKeSptTYBtSdTrclTKtRauyopj9OM0Qm1pqPBCmHsBAQEBAQGPYSxKzPYmrw357jTWr9TWa+0avPXokzWa7Uik9BzZdtUizIZ6apKxQGuJYbw2VUAXV1RhMNBBIMZdbs5pwH7y5CPw9/Kb6R54c9WZ7H8tdimaslUi20Sz7529Nzfn8DAgNhYXkqImV0FQCkQjcb0zmt2RNud2tmuW2m5+HPVmav+csg0GNtUizLly59vnZVsk/FarchULj339AwIQ1cGCGNXQYiDGAUEBLKBUjFOlAvC2FUQxq84AQEBASeIYaI8EMauQmho8OkbywtxZBtpbn9Xij9bndVqk5FW6jYJPVdfz9naPpj0TAjQ1NQAv1+EU5QaQqMVQEtLCJIk6TM74wvgRLPSnWhe+LPVmY2/nDIVyl+LMnF6IXpmA1vttakWZeL0/aU/E0LQ2BhEIpFCb6845qdUEDO7MoMQAlmWIEm5AxtyOeK90vJxrnuRqRh+az2F8teiTPWq53zKVUomL/z7k54licDvlyFQOghjJyCwn8E4kxAoH4SeawvC2AkI7GcwziAEygeh59qC8NmVGZRSJBIp0wnlVuc0Ie4Z0Y31eOF3q5PzF1Jnsfy56qxGm2pBpmxly90mjv1Bz5Vuk5OOC5Gpvz8JgdJBGLsKoKcnBp9PRmNjEJJkXsf36sjmdCdavo5wpzqL5S+1TKVoUy3r2ToA7m96LrdMtdamfGRKpVT09saQTqsQKB3EMmaFkEymHbMieHWOW6/ly+9WZ7H8tShTNhnrtU21KFMxes5XJuMHQjnbVI468+GnlGVbEoau9BDGTkBAQEBg0EMYuwpCUYpXt9UfUAv1lVqmYlGLbapFmYpFLbapFmXKB4QAiiK2HJQDwmdXAciyhKamICSJGTs357gVhTjXneo00vOts1iZvPDXokzZ+EulZ2vZcrep3vXMUettKrbOSCQAv19GNBoXeTJLCGHsygxCWAYV9nduR7gTjb8kVlql+OtJpsHYplqUaTC2qZZk8vsVNDfL6Orqg0BpIJYxy478HOGFBgFkq7Nc/LUoU77y1opMQs/V5681mRzIAkVAGDsBAQEBgUEPYezKDvc1d+t6vXHpw61MzrtVgD9bnV7KV7tNtShTvei5FmUqlr8W28TGgryqFcgB4bMrMyhlm8obG4MAYFua8PryWWluznteNpcjvFh+N1q2suWWKRd/ITSh58Gh52Jkqoae02lVnHhQYghjVwEkEil0dUXR1NQAn0/O6Zx2o1tpxpfFiT9XncXy50OrlExu/LWmZ+6fFXreP2XKxt/fn0B/vz0BhUBxEMuYFQKlzOhZ4eScznbNi3M7G0rNX4syeQ1CyKd8tdtUizJVUs9e6fX+7N3GCYHiUZfGrqenBz/84Q8xa9YsTJ8+HR0dHdiyZYtnflVV8etf/xpnnnkmpk2bhlmzZuGKK67Atm3byii1gICAgEC1UHfLmKqq4sorr8SHH36IhQsXoqWlBU888QQWLFiAFStWYPTo0TnrWLRoEdauXYvzzz8fHR0diEaj2LRpE/bt2+eJvxBIEkEw6LPR+RKHcUnDiWYs77TskqvOcvHXokz5+miqLZPQs/c6B7ueCQEaGvyIRmNwcfcJFIi6M3arV6/Gxo0bcd9992HOnDkAgHnz5uG0007DvffeiyVLlmTlX7VqFVavXo3HH38chx9+eCVERijkRyjk1397cYQ70XLxl6POaslUzjblqrNcbTLWafTjCD2L/mykBQIK/P4IentjYkmzhKi7Zcw1a9Zg+PDhmD17tk5rbW3FvHnzsHbtWiST2c+A+tWvfoU5c+bg8MMPRyqVwsDAQFnlJYQgFPKDEGL6x68Z/zbyOF33wl/I9XLLlI2/EJnLLZPQs9BztfUsSQSNjQEIlA51Z+y2bNmCww47zNRJAGDq1Kno6+vL6neLRqP4y1/+gvb2dvzoRz/CjBkzMH36dJxxxhn4/e9/X27Rc8L4EtQKSiFPqdtUizIVi1psUy3KVCxqsU21pqPBirozdrt378bw4cNtdE7btWuXK++2bdtAKcXSpUvx1ltv4d///d9x2223AQCuuuoqbNq0qTxCCwgICAhUFVX12amqmnPZkSMQYFP6WCwGv99vu85psZj7Rsz+/n4AQF9fH5577jmMHDkSAHDiiSdizpw5+O///m/cd999ebUhF9iaPADYA1BUlUKS7I5s45eeqlIQkjuAxc3h7UT3WqeRbkQ+/E60bPxGneTTpmw0q57zrbNQmXLpySqPFcU++3L0nWrr2alNlerPldZzOi0iVEqJqhq7d955Bx0dHZ7KbtiwAa2trQgGg0gk7BsuOS0YDLrWwQ3mEUccoRs6ABg6dCiOO+44vPvuu/mI7xldXX2IRAIIBBRQCqRSafT2xhAIKAiHmUyqSvWMCY2NQf2l7++PIx5PobExCEWRQQgQj6cQjcbR0ODTA194xgVJktDYGNRePnbqcSqlavxsIh+LJdHfH0c4HNAjRJPJNKLRGHw+JhN/eXt7Y1BVoKkpqC2zAv39CcTjSe0oEtaFEgkmUzDIZKKU8ff0DGj+B8ZPKdDXF0cymUJjYwNkWQIhGZlCISYTpZk2KYqESCRokCkOVVU1PUm6TAMDSZOeeZu4nrlMTnqORuNIJJiefT52nlg2PcuyUaaMnpuagpBlrme2OTgcDiIYVHQ9s8CDtGmQ59F3XE/Z9Nzbm5GJUt53BrRnH7DoOY3GxqAnPft8EsJhb3pubDTKVJyeY7EU+vpiCIX8aGjI6Lmnx/rss+s5EgkiEDDr2e9XEIk4v2MZPbN3LBIJwu93fvZMz8Z3LKNn4zvmTc+ywztG0djYAEmCrmexsby0qKqxGz9+PG699VZPZSORCACgra3NcamS05yWODn4tWHDhtmuDR06FD09PZ5kyRe8Qw8MSCCEIJlMAwAGBpKIx1Pw+WTE45moq66uPgQCCpLJtH6eVXf3AHw+GZRSpFIqgMxgKMuyIWpLRVdXFH6/gkQiBf4hu29fP/x+Bem0inSa8UejccRiSUgSQSLBZEqnmUx+f26Zenpi+oDF29Tfn0AslrS1qbOT8RsHeSaTDFXNtCkajWNgIAlZlvQ2pdMqEgnWJmOde/f222Qqn55TJplSqYxMRj3v3euk5xhiMbNMqVQanZ19eemZfyi561lFZ2dK07P12ctIp6np2TM9G5+9injcm56ZIWIfX171bHz2Tnru60sgFku5PvtcenZ69rFYPv15oIJ6tsu0d69dJoHSoarGrq2tDeeee25ePJMmTcLGjRttSwGbNm1CKBTKuk/ugAMOwLBhw7Bz507btZ07d6KlpSUvWfIFf6mNUFVq6vAcTjT+AhvBXixzWUqd+Z3CmJ1korQ4mfJpEx8AjDAOYBmZnPmdaOXRs3eZ6kvPVpny0XNxMu3fevZep0BpUHcBKnPnzsWuXbvwyiuv6LSuri6sXr0as2fPhs+X2bi9bds2W3Tm3LlzsXHjRmzdulWnbd++HevWrcNxxx1X/gYICAgICFQcdbep/LTTTsP06dOxaNEiPYPKk08+CVVVce2115rKXnbZZQCAV199VaddddVVWL16NS699FIsWLAAsizj17/+NQKBAL797W9XsikCAgICAhVC3c3sZFnGgw8+iHnz5mHZsmW4/fbb0dLSgsceewxjxozJyT98+HA8/vjjmDJlih59OWHCBDzxxBOe+AUEBAQE6g+EOsXiCnhGZ2dUOJMF8saSJbdg0aLvVVsMgUGCtrZGz2UHw5iVT3s56m5mJyAgICAgkC+EsRMQEBAQGPQQxk5AQEBAYNCj7qIxaw3W9EgCAl7Q0tIs+o6AQAUhAlQEBAQEBAY9xDKmgICAgMCghzB2AgICAgKDHsLYCQgICAgMeghjJyAgICAw6CGMnYCAgIDAoIcwdgICAgICgx7C2AkICAgIDHoIYycgICAgMOghjJ2AgICAwKCHMHYCAgICAoMewtiVCB999BFuueUWzJ8/H9OmTUN7ezu2b9+eVx3vvvsuLrroIhx++OE4/vjj8bOf/QwDAwNlkri86OnpwQ9/+EPMmjUL06dPR0dHB7Zs2eKJ98Ybb0R7e7vt3wUXXFBmqYtDIpHA7bffjhNOOAHTpk3DBRdcgA0bNnji3blzJ77zne/gyCOPxBFHHIFvfetb+OSTT8oscXlRqD7uuecex+d//PHHV0Dq8mDXrl244447sGDBAsyYMQPt7e14++23PfNv3boVV1xxBWbMmIGjjz4aN9xwA7q6usoo8eCDSARdIvz5z3/GsmXLMGHCBEyYMAHvv/9+XvxbtmzBZZddhi984Qu48cYbsWPHDvzyl7/E9u3b8cADD5RJ6vJAVVVceeWV+PDDD7Fw4UK0tLTgiSeewIIFC7BixQqMHj06Zx0NDQ34yU9+YqK1traWS+SS4MYbb8RLL72Ejo4OjBkzBitXrsQ3vvENLFu2DDNmzHDl6+vrQ0dHB/r6+nD11VdDURQsXboUHR0deO655zBkyJAKtqJ0KFQfHDfddBOCwaD+2/h3veEf//gHHnroIYwZMwbt7e3YuHGjZ94dO3bga1/7GpqamvDd734X/f39+OUvf4kPP/wQzzzzDHw+XxklH0SgAiXB3r17aW9vL6WU0kcffZROnDiRfvLJJ575v/71r9MTTzyRRqNRnfbMM8/QiRMn0vXr15dc3nLihRdeoBMnTqQvv/yyTuvs7KRHHnkkvf7663Py33DDDXTmzJnlFLHkeO+99+jEiRPpo48+qtNisRidM2cOvfjii7PyPvjgg7S9vZ3+9a9/1Wl///vf6eTJk+ldd91VLpHLimL0cffdd9OJEyfS7u7uMktZOfT29tKuri5KKaUvv/wynThxIn3rrbc88f74xz+m06dPpzt27NBp69atoxMnTqTLly8vi7yDEWIZs0Robm5GJBIpiDcajWL9+vU4++yzEQ6HdfpZZ52FUCiE3/3ud6USsyJYs2YNhg8fjtmzZ+u01tZWzJs3D2vXrkUymfRUTzqdRjQaLZeYJcXq1avh8/nw1a9+VacFAgGcf/75+NOf/oRdu3a58q5ZswbTp0/HoYceqtMmTJiAY489tu6ePUcx+uCglCIajYIOgoNZIpEIWlpaCuJ96aWXcPLJJ+OAAw7QaccddxzGjh1bt/2jGhDGrgbwwQcfIJVKYcqUKSa63+/H5MmTPfu6agVbtmzBYYcdBkLM57VNnToVfX192LZtW846+vr6MHPmTMycORPHHHMMbr31VsTj8XKJXDS2bNmCcePGmT5WAGDatGmglLo+Q1VV8cEHH9iePcD09c9//rMu/baF6sOIL33pS3ofWLx4Mfbt21cucWsWO3fuRGdnp2P/mDZtWt2NDdWE8NnVAHbv3g0AaGtrs11ra2vDn//850qLVBR2796NWbNm2ejDhw8HwJz1EyZMcOVva2vD17/+dUyePBmqquK1117D0qVLsXXrVjz88MNlk7sY7N692/TlzcGfqdtMZt++fUgkEq7PnlKK3bt3e/Jz1hIK1QcANDU1YcGCBTj88MPh8/nw1ltv4emnn8b777+P5cuXw+/3l03uWgPXk1v/6OzsRDqdhizLlRat7iCMnQNUVfW81BYIBIq+XywWAwDHlzgQCOjXq4FCdBGLxRzbwmm52vNv//Zvpt9nnHEGDjjgADzyyCNYt25dTUblxWIxx0ABrhO3WSmnuz17Xne9oVB9AMCll15q+j137lwccsghuOmmm/Dcc8/VfFRuKeG1f1hn0AJ2CGPngHfeeQcdHR2eym7YsKHoKEEeZZZIJGzX4vF4VaPQCtFFMBh0bAunFdKehQsX4pFHHsGGDRtq0tgFg0HHjwI+WLl9FHG627PnddcbCtWHGy666CLcfvvt2LBhw35l7AZr/6gGhLFzwPjx43Hrrbd6KltoUIoRfImCL2casXv3bn35rxooRBdtbW2Oy1ScVkh7hg0bBp/Ph+7u7rx5KwG3NvNn6tbm5uZm+P1+12dPCHFcwqp1FKoPN0iShAMOOKBmn3+5wPXk1j+GDh0qljA9Qhg7B7S1teHcc8+t2P0mTpwIRVGwefNmnHrqqTo9kUhgy5YtOPPMMysmixWF6GLSpEnYuHEjKKWmIJVNmzYhFAoV5H/asWMHkslkze61mzRpEpYtW4a+vj7TktJ7772nX3eCJEmYOHEiNm/ebLu2adMmjBkzBg0NDeURuowoVB9uSCaT+Pzzzx0DNQYzDjjgALS2trr2j8mTJ1dBqvqEiMasArZu3YrPPvtM/93Y2Ihjjz0Wzz//PPr6+nT6888/j/7+fsydO7caYhaMuXPnYteuXXjllVd0WldXF1avXo3Zs2ebfDnbtm0zRWfG43HH7Qb3338/AOCEE04oo+SFY+7cuUgmk1i+fLlOSyQSWLFiBY444gg9WOOzzz7D1q1bTbynnXYa/vznP5sSEXz00Ud466236u7ZcxSjD6fMII888gji8ThOPPHE8gpeZVjfBwA49dRT8eqrr2Lnzp06bcOGDfjnP/9Zt/2jGiB0MGxiqQH09vZi2bJlAFg2lTfeeAMLFy5EY2MjDjzwQJx99tl62fb2dhx99NF6eQD461//ivnz5+OQQw7BV7/6VezYsQOPPvoojjnmGDz00EMVb08xSKfTuPjii/G3v/1Nz6Dy5JNP4vPPP8eKFSswZswYvezJJ58MAHj11VcBANu3b8c555yDM844A+PHj9ejMTds2IDTTz8dd955Z1Xa5AXf+c538Morr+DSSy/F6NGjsXLlSmzevBm/+tWvMHPmTADAggUL8Ic//AEffPCBzheNRnHOOedgYGAAl19+OWRZxtKlS0EpxXPPPVfw/qxqo1B9HH744Tj99NMxceJE+P1+vP3221izZg1mzpyJxx57DIpSnwtS/INt69atWLVqFc477zwcdNBBaGpqwiWXXALA/j4AwOeff46zzz4bzc3NuEq54/8AAAxTSURBVOSSS9Df349HHnkEI0eO3O+iU4uBMHYlwvbt202bqI2wGjYnYwcAf/zjH3HHHXfg/fffRyQSwemnn47rrrsOoVCorLKXA93d3ViyZAnWrl2LeDyOqVOn4sYbb8Rhhx1mKmd9uXt6evDTn/4U7733Hnbt2gVVVTF27Ficc8456OjoqGn/RDwex1133YXf/va36O7uRnt7O6677jocd9xxehmnwR1gy7S33HIL1q1bB1VVccwxx+D73/8+Dj744Eo3o2QoVB8/+MEP8O677+Lzzz9HMpnEqFGjcPrpp+Oqq66q62CM9vZ2R/qoUaP0/u9k7ADgb3/7G/7jP/4Df/rTn+Dz+fClL30Jixcvrtll/VqEMHYCAgICAoMewmcnICAgIDDoIYydgICAgMCghzB2AgICAgKDHsLYCQgICAgMeghjJyAgICAw6CGMnYCAgIDAoIcwdgICAgICgx7C2AkICAgIDHoIYyewX+Ltt99Ge3s7VqxYkZUGsFyNixYtwgknnID29nYsWLAAADvr75577sHs2bNx6KGHumbIyIbly5ejvb1d//fCCy8U17A6xR//+EeTHnhqLQGBUqE+k8wJ1BXefvtt25l4oVAIY8eOxVlnnYVLLrkka77D22+/HQ8//DDGjBmDl156qdzi2nDbbbfhxRdfxNVXX42DDz4Yw4YNAwCsXLkS9957L8477zwcddRRkKTCvx2/9a1vYezYsZg+fXqpxK4rjB8/HkuWLEFnZyduu+22aosjMAghjJ1AxXDGGWfgi1/8Iiil2LNnD55//nnceuut2Lp1K37605868qRSKTz//PMYPXo0Pv74Y/zhD3/A0UcfXRb5jjrqKGzatMlmeNetW4cTTjgB11xzjYm+fv16NDY24uabbzYdZVQIjj/+eBx55JFF1VHPaG1txVlnnYWPP/5YGDuBskAsYwpUDIceeijOOussnH322fj617+Op59+GiNGjMDy5csdj3UBgNdffx27d+/GTTfdhKFDh+I3v/lN2eSTJAmBQMCWbHrPnj1obm62ld+9ezeampqKNnTlhNNxSQIC+yOEsROoGkKhEA4//HBQSm1neHE8++yzOPjggzFr1iyceeaZWLNmTd4D+Nq1a3H22Wdj6tSpOOmkk3DXXXchlUrZyll9dvfccw/a29tBKcXKlSt1f9KKFSvQ3t6Ot99+G59++qlOv/HGG/NXQhakUincf//9uPjii3HcccdhypQp+PKXv4yf/OQn2Ldvn6nsxx9/rPu6Vq1ahXPOOQdTp041nTK/a9cu3HTTTTj55JMxZcoUHHfccVi4cCE2bNigl/nggw9w7bXX4sQTT8SUKVNwwgknoKOjA2+88YbpfvF4HPfffz9OP/10TJ06FUcddRSuvvpq/N///Z+tHZRSPPXUUzj//PMxY8YMzJgxA2eeeSbuvffekupLQCAbxDKmQFXxySefAACGDBliu7Z79268+eab+OY3vwlCCM455xwsXboUL7zwAi688EJP9b/88su49tprMWrUKHz729+GLMtYsWKFbfB2wimnnILRo0dj0aJFOPLII3HBBRcAAMaOHYslS5bggQcewN69e7F48WIAKOgE9myIx+N49NFHceqpp2LOnDloaGjApk2b8Mwzz+Ddd9/Fs88+azoIFwDWrFmDHTt2YP78+bjooosQiUQAMD1fdNFF6OrqwjnnnINDDz0U/f39eO+997BhwwYce+yx6OrqwqWXXgpZljF//nyMHDkSe/fuxV/+8hf85S9/wUknnQSAHcK6cOFCvPfeezj77LOxYMEC9PT04JlnnsH8+fPxxBNP4NBDDwXADN11112HF198ETNmzMDVV1+NxsZGfPTRR1izZo1taVhAoFwQxk6gYhgYGNCXK3fv3o2nnnoK77//PqZNm4Zx48bZyq9cuRLpdBpnnXUWAGDSpEmYPHkynn32WU/GLp1O4+abb8aQIUOwfPly/eyv+fPn4ytf+UpO/kmTJmHSpElYtGgRDj74YF0OgB0w+uyzzyIej5vopURDQwPefPNN0xluF110EQ4//HD8+Mc/xmuvvYZTT/3/7d1vSFNvG8Dx77ZQhllSYINMrSiSIMMsPPRfYq4ybcHKjCiKrHyTRUiR5LsKQyqHViSaghG0mc0UzP4Z1IoUtIjQUCZEJskSCyln7XkhjvZM6+djuof9rg8Mtp373Pe5z5uL+zrX4dZ7ndPe3k51dbXP/czNzaWnp4fS0lIURfE69vPnT2CoIvLz58+YzWaffn9VXl5OU1MTJSUlXnvT7dy5k+TkZPLy8rh+/ToAd+/epba2FqPRyJkzZ7yKeIbHFWIySBpTTBqz2YyiKCiKQkpKCjdu3ECv149aZm61WomPj/fawNRoNPLq1SvevXv3x/HevHlDV1cX27Zt89rkMjQ0lLS0tPFPaIKp1WpPoPvx4wd9fX04nU4SEhIAaGlp8TknMTHRJ9A5nU6ePn3KunXrfALd8DgwdF8AGhoafpsqttlsLFiwgEWLFuF0Oj2fwcFBFEXh5cuXDAwMAFBdXY1KpSI7O9unWnU81atCjJWs7MSk2bFjBwaDAZfLRVtbG8XFxXz8+JHg4GCfto2NjTgcDlJSUujs7PT8Hxsbi1qtxmKxeNKHoxlOkc6bN8/n2Pz588c5m8lRU1NDSUkJra2tuFwur2N9fX0+7aOjo33+czgcAMTExPx2rISEBJKTk7FYLNy5c8fzzG7jxo1e96ujowOXyzVi4BzW29tLeHg4nZ2d6HQ62VFb+J0EOzFpoqKiPGmvtWvXsmzZMtLT08nNzeXChQtebS0WCwAFBQUUFBT49GWz2Th+/LjPM6tAUltby7Fjx1i6dCmnTp1Cp9MRHByMy+UiIyNjxDTgrynPsVKpVOTn55ORkcGTJ09oamqiuLiYoqIicnJySE9PB4aew8XExJCdnT1qXyNVrwrhTxLshN/ExcWRmppKVVUVu3fvJi4uDhgql6+rq2PlypWeopBftba2UlRUxMOHD0lKShq1/+H0Z0dHh8+x9vb2vzSLiWOz2dBqtZSXl3utftva2sbUz/Bq7+3bt/+o/XB16YEDB+jt7cVkMpGfn+8JdlFRUTidThRF+eNrF9HR0TQ0NOB0OmV1J/xKkubCrzIzM9FoNF6rt9raWvr7+0lLS8NgMPh8MjIy0Gq1f3znbvHixeh0OiorK73e4/v69Ss3b96csDk5nU7a29vH/Y6bWq1GpVJ5reDcbjeXL18eUz8zZsxg1apVPH78mOfPn/scd7vdwFDqcfj7sLCwMGbPnk1/f7/nOdzWrVvp7u6mrKxsxPF6eno837ds2YLb7eb8+fM+ff/3byEmkqzshF9FRUWxadMmqquraWxsJD4+HovFglarZfXq1SOeo9VqWbNmDffv36e7u5tZs2aN2E6j0XDy5EmysrIwmUxs374djUaD1WolLCyMDx8+TMicysrKuHLlCnl5eeOq1ExKSuLBgwfs2bOH1NRUBgYGqK+v5/v372PuKzc3l7S0NPbv3+959eDbt280Nzczd+5cjh49itVqpaKigg0bNhAZGcmUKVN48eIFdrud5ORkgoKCANi7dy/Pnj3j7Nmz2O12VqxYQUhICF1dXdjtdkJCQigtLQVg8+bN3Lt3j8rKShwOB+vXryc0NBSHw4Hdbsdms/3P90eIsZBgJ/zu8OHD1NTUcOnSJU6fPk1LSwt6vR6tVjvqOXq9nrq6Om7fvs2hQ4dGbWcwGCgoKKCwsBCz2czMmTMxGo0sX76cffv2TcR0/prU1FT6+/spLy/n3LlzTJ8+ncTERLKysn5bHDKSyMhIKisrKSoqoqGhgaqqKqZNm0ZMTIynr4SEBFpbW3n06BGfPn1Co9EQERHBiRMn2LVrl6evoKAgrl27RkVFBTabDbPZDEB4eDixsbEYjUZPW5VKxcWLF6moqMBqtVJYWIharWbOnDkYDIa/cJeE+GdUbsklCOE3t27dIicnh6tXr7JkyRKmTp3qWUH9mwwODtLX18f79+8xmUwcOXKEzMxMf1+WCCDyzE6I/wMHDx5EURTq6+v9fSl+0dzcjKIomEwmf1+KCFCyshPCj7q7u70qQxcuXOjZQujf5MuXL7x+/drzOzIykoiICD9ekQg0EuyEEEIEPEljCiGECHgS7IQQQgQ8CXZCCCECngQ7IYQQAU+CnRBCiIAnwU4IIUTA+w/E6b/PmebgPwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n",
    "                    gaia_coords.ra, gaia_coords.dec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IV - Flagging Gaia objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue.add_column(\n",
    "    gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30231 sources flagged.\n"
     ]
    }
   ],
   "source": [
    "GAIA_FLAG_NAME = \"vhs_flag_gaia\"\n",
    "\n",
    "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n",
    "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## V - Flagging objects near bright stars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VI - Saving to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue.write(\"{}/VISTA-VHS_DR2.fits\".format(OUT_DIR), overwrite=True)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (herschelhelp_internal)",
   "language": "python",
   "name": "helpint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
