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    "# COSMOS Selection Functions\n",
    "## Depth maps and selection functions\n",
    "\n",
    "The simplest selection function available is the field MOC which specifies the area for which there is Herschel data. Each pristine catalogue also has a MOC defining the area for which that data is available.\n",
    "\n",
    "The next stage is to provide mean flux standard deviations which act as a proxy for the catalogue's 5$\\sigma$ depth"
   ]
  },
  {
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   "execution_count": 1,
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    "deletable": true,
    "editable": true
   },
   "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)\n",
      "This notebook was executed on: \n",
      "2019-04-02 17:11:18.376232\n"
     ]
    }
   ],
   "source": [
    "from herschelhelp_internal import git_version\n",
    "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n",
    "import datetime\n",
    "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
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    "editable": true
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   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc('figure', figsize=(10, 6))\n",
    "\n",
    "import os\n",
    "import time\n",
    "\n",
    "from astropy import units as u\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Column, Table, join\n",
    "import numpy as np\n",
    "from pymoc import MOC\n",
    "import healpy as hp\n",
    "#import pandas as pd #Astropy has group_by function so apandas isn't required.\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "#We ignore warnings - this is a little dangerous but a huge number of warnings are generated by empty cells later\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from herschelhelp_internal.utils import inMoc, coords_to_hpidx, flux_to_mag\n",
    "from herschelhelp_internal.masterlist import find_last_ml_suffix, nb_ccplots\n",
    "\n",
    "from astropy.io.votable import parse_single_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
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    "editable": true
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   "outputs": [],
   "source": [
    "FIELD = 'COSMOS'\n",
    "#FILTERS_DIR = \"/Users/rs548/GitHub/herschelhelp_python/database_builder/filters/\"\n",
    "FILTERS_DIR = \"/opt/herschelhelp_python/database_builder/filters/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Depth maps produced using: master_catalogue_cosmos_20190402.fits\n"
     ]
    }
   ],
   "source": [
    "TMP_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n",
    "OUT_DIR = os.environ.get('OUT_DIR', \"./data\")\n",
    "SUFFIX = find_last_ml_suffix()\n",
    "#SUFFIX = \"20171016\"\n",
    "\n",
    "master_catalogue_filename = \"master_catalogue_{}_{}.fits\".format(FIELD.lower(), SUFFIX)\n",
    "master_catalogue = Table.read(\"{}/{}\".format(OUT_DIR, master_catalogue_filename))\n",
    "\n",
    "print(\"Depth maps produced using: {}\".format(master_catalogue_filename))\n",
    "\n",
    "ORDER = 10\n",
    "#TODO write code to decide on appropriate order\n",
    "\n",
    "field_moc = MOC(filename=\"../../dmu2/dmu2_field_coverages/{}_MOC.fits\".format(FIELD))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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   "outputs": [],
   "source": [
    "# Remove sources whose signal to noise ratio is less than five as these will have been selected using forced \n",
    "# photometry and so the errors will not refelct the RMS of the map \n",
    "for n,col in enumerate(master_catalogue.colnames):\n",
    "    if col.startswith(\"f_\"):\n",
    "        err_col = \"ferr{}\".format(col[1:])\n",
    "        errs = master_catalogue[err_col]\n",
    "        fluxes = master_catalogue[col]\n",
    "        mask = fluxes/errs < 5.0\n",
    "        master_catalogue[col][mask] = np.nan\n",
    "        master_catalogue[err_col][mask] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## I - Group masterlist objects by healpix cell and calculate depths\n",
    "We add a column to the masterlist catalogue for the target order healpix cell <i>per object</i>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
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    "editable": true
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   "outputs": [],
   "source": [
    "#Add a column to the catalogue with the order=ORDER hp_idx\n",
    "master_catalogue.add_column(Column(data=coords_to_hpidx(master_catalogue['ra'],\n",
    "                                                       master_catalogue['dec'],\n",
    "                                                       ORDER), \n",
    "                                   name=\"hp_idx_O_{}\".format(str(ORDER))\n",
    "                                  )\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
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   "outputs": [],
   "source": [
    "# Convert catalogue to pandas and group by the order=ORDER pixel\n",
    "\n",
    "group = master_catalogue.group_by([\"hp_idx_O_{}\".format(str(ORDER))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#Downgrade the groups from order=ORDER to order=13 and then fill out the appropriate cells\n",
    "#hp.pixelfunc.ud_grade([2599293, 2599294], nside_out=hp.order2nside(13))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
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   "source": [
    "## II Create a table of all Order=13 healpix cells in the field and populate it\n",
    "We create a table with every order=13 healpix cell in the field MOC. We then calculate the healpix cell at lower order that the order=13 cell is in. We then fill in the depth at every order=13 cell as calculated for the lower order cell that that the order=13 cell is inside."
   ]
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   "cell_type": "code",
   "execution_count": 9,
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   },
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   "source": [
    "depths = Table()\n",
    "depths['hp_idx_O_13'] = list(field_moc.flattened(13))"
   ]
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       "<table id=\"table140683184595856-459633\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>hp_idx_O_13</th><th>hp_idx_O_10</th><th>ferr_ap_vista_ks_mean</th><th>f_ap_vista_ks_p90</th><th>ferr_vista_ks_mean</th><th>f_vista_ks_p90</th><th>ferr_ap_vista_y_mean</th><th>f_ap_vista_y_p90</th><th>ferr_vista_y_mean</th><th>f_vista_y_p90</th><th>ferr_ap_vista_h_mean</th><th>f_ap_vista_h_p90</th><th>ferr_vista_h_mean</th><th>f_vista_h_p90</th><th>ferr_ap_vista_j_mean</th><th>f_ap_vista_j_p90</th><th>ferr_vista_j_mean</th><th>f_vista_j_p90</th><th>ferr_ap_suprime_b_mean</th><th>f_ap_suprime_b_p90</th><th>ferr_suprime_b_mean</th><th>f_suprime_b_p90</th><th>ferr_ap_suprime_v_mean</th><th>f_ap_suprime_v_p90</th><th>ferr_suprime_v_mean</th><th>f_suprime_v_p90</th><th>ferr_ap_suprime_ip_mean</th><th>f_ap_suprime_ip_p90</th><th>ferr_suprime_ip_mean</th><th>f_suprime_ip_p90</th><th>ferr_ap_suprime_rc_mean</th><th>f_ap_suprime_rc_p90</th><th>ferr_suprime_rc_mean</th><th>f_suprime_rc_p90</th><th>ferr_ap_suprime_zp_mean</th><th>f_ap_suprime_zp_p90</th><th>ferr_suprime_zp_mean</th><th>f_suprime_zp_p90</th><th>ferr_ap_suprime_zpp_mean</th><th>f_ap_suprime_zpp_p90</th><th>ferr_suprime_zpp_mean</th><th>f_suprime_zpp_p90</th><th>ferr_ap_suprime_ia484_mean</th><th>f_ap_suprime_ia484_p90</th><th>ferr_suprime_ia484_mean</th><th>f_suprime_ia484_p90</th><th>ferr_ap_suprime_ia527_mean</th><th>f_ap_suprime_ia527_p90</th><th>ferr_suprime_ia527_mean</th><th>f_suprime_ia527_p90</th><th>ferr_ap_suprime_ia624_mean</th><th>f_ap_suprime_ia624_p90</th><th>ferr_suprime_ia624_mean</th><th>f_suprime_ia624_p90</th><th>ferr_ap_suprime_ia679_mean</th><th>f_ap_suprime_ia679_p90</th><th>ferr_suprime_ia679_mean</th><th>f_suprime_ia679_p90</th><th>ferr_ap_suprime_ia738_mean</th><th>f_ap_suprime_ia738_p90</th><th>ferr_suprime_ia738_mean</th><th>f_suprime_ia738_p90</th><th>ferr_ap_suprime_ia767_mean</th><th>f_ap_suprime_ia767_p90</th><th>ferr_suprime_ia767_mean</th><th>f_suprime_ia767_p90</th><th>ferr_ap_suprime_ib427_mean</th><th>f_ap_suprime_ib427_p90</th><th>ferr_suprime_ib427_mean</th><th>f_suprime_ib427_p90</th><th>ferr_ap_suprime_ib464_mean</th><th>f_ap_suprime_ib464_p90</th><th>ferr_suprime_ib464_mean</th><th>f_suprime_ib464_p90</th><th>ferr_ap_suprime_ib505_mean</th><th>f_ap_suprime_ib505_p90</th><th>ferr_suprime_ib505_mean</th><th>f_suprime_ib505_p90</th><th>ferr_ap_suprime_ib574_mean</th><th>f_ap_suprime_ib574_p90</th><th>ferr_suprime_ib574_mean</th><th>f_suprime_ib574_p90</th><th>ferr_ap_suprime_ib709_mean</th><th>f_ap_suprime_ib709_p90</th><th>ferr_suprime_ib709_mean</th><th>f_suprime_ib709_p90</th><th>ferr_ap_suprime_ib827_mean</th><th>f_ap_suprime_ib827_p90</th><th>ferr_suprime_ib827_mean</th><th>f_suprime_ib827_p90</th><th>ferr_ap_suprime_nb711_mean</th><th>f_ap_suprime_nb711_p90</th><th>ferr_suprime_nb711_mean</th><th>f_suprime_nb711_p90</th><th>ferr_ap_suprime_nb816_mean</th><th>f_ap_suprime_nb816_p90</th><th>ferr_suprime_nb816_mean</th><th>f_suprime_nb816_p90</th><th>ferr_ap_wfc3_f140w_mean</th><th>f_ap_wfc3_f140w_p90</th><th>ferr_wfc3_f140w_mean</th><th>f_wfc3_f140w_p90</th><th>ferr_ap_wfc3_f160w_mean</th><th>f_ap_wfc3_f160w_p90</th><th>ferr_wfc3_f160w_mean</th><th>f_wfc3_f160w_p90</th><th>ferr_ap_megacam_u_mean</th><th>f_ap_megacam_u_p90</th><th>ferr_megacam_u_mean</th><th>f_megacam_u_p90</th><th>ferr_ap_megacam_g_mean</th><th>f_ap_megacam_g_p90</th><th>ferr_megacam_g_mean</th><th>f_megacam_g_p90</th><th>ferr_ap_megacam_r_mean</th><th>f_ap_megacam_r_p90</th><th>ferr_megacam_r_mean</th><th>f_megacam_r_p90</th><th>ferr_ap_megacam_i_mean</th><th>f_ap_megacam_i_p90</th><th>ferr_megacam_i_mean</th><th>f_megacam_i_p90</th><th>ferr_ap_megacam_z_mean</th><th>f_ap_megacam_z_p90</th><th>ferr_megacam_z_mean</th><th>f_megacam_z_p90</th><th>ferr_ap_decam_g_mean</th><th>f_ap_decam_g_p90</th><th>ferr_decam_g_mean</th><th>f_decam_g_p90</th><th>ferr_ap_decam_r_mean</th><th>f_ap_decam_r_p90</th><th>ferr_decam_r_mean</th><th>f_decam_r_p90</th><th>ferr_ap_decam_z_mean</th><th>f_ap_decam_z_p90</th><th>ferr_decam_z_mean</th><th>f_decam_z_p90</th><th>ferr_ap_omegacam_u_mean</th><th>f_ap_omegacam_u_p90</th><th>ferr_omegacam_u_mean</th><th>f_omegacam_u_p90</th><th>ferr_ap_omegacam_g_mean</th><th>f_ap_omegacam_g_p90</th><th>ferr_omegacam_g_mean</th><th>f_omegacam_g_p90</th><th>ferr_ap_omegacam_r_mean</th><th>f_ap_omegacam_r_p90</th><th>ferr_omegacam_r_mean</th><th>f_omegacam_r_p90</th><th>ferr_ap_omegacam_i_mean</th><th>f_ap_omegacam_i_p90</th><th>ferr_omegacam_i_mean</th><th>f_omegacam_i_p90</th><th>ferr_ap_ukidss_y_mean</th><th>f_ap_ukidss_y_p90</th><th>ferr_ukidss_y_mean</th><th>f_ukidss_y_p90</th><th>ferr_ap_ukidss_j_mean</th><th>f_ap_ukidss_j_p90</th><th>ferr_ukidss_j_mean</th><th>f_ukidss_j_p90</th><th>ferr_ap_ukidss_h_mean</th><th>f_ap_ukidss_h_p90</th><th>ferr_ukidss_h_mean</th><th>f_ukidss_h_p90</th><th>ferr_ap_ukidss_k_mean</th><th>f_ap_ukidss_k_p90</th><th>ferr_ukidss_k_mean</th><th>f_ukidss_k_p90</th><th>ferr_ap_wircam_j_mean</th><th>f_ap_wircam_j_p90</th><th>ferr_wircam_j_mean</th><th>f_wircam_j_p90</th><th>ferr_ap_gpc1_g_mean</th><th>f_ap_gpc1_g_p90</th><th>ferr_gpc1_g_mean</th><th>f_gpc1_g_p90</th><th>ferr_ap_gpc1_r_mean</th><th>f_ap_gpc1_r_p90</th><th>ferr_gpc1_r_mean</th><th>f_gpc1_r_p90</th><th>ferr_ap_gpc1_i_mean</th><th>f_ap_gpc1_i_p90</th><th>ferr_gpc1_i_mean</th><th>f_gpc1_i_p90</th><th>ferr_ap_gpc1_z_mean</th><th>f_ap_gpc1_z_p90</th><th>ferr_gpc1_z_mean</th><th>f_gpc1_z_p90</th><th>ferr_ap_gpc1_y_mean</th><th>f_ap_gpc1_y_p90</th><th>ferr_gpc1_y_mean</th><th>f_gpc1_y_p90</th><th>ferr_ap_suprime_g_mean</th><th>f_ap_suprime_g_p90</th><th>ferr_suprime_g_mean</th><th>f_suprime_g_p90</th><th>ferr_ap_suprime_r_mean</th><th>f_ap_suprime_r_p90</th><th>ferr_suprime_r_mean</th><th>f_suprime_r_p90</th><th>ferr_ap_suprime_i_mean</th><th>f_ap_suprime_i_p90</th><th>ferr_suprime_i_mean</th><th>f_suprime_i_p90</th><th>ferr_ap_suprime_z_mean</th><th>f_ap_suprime_z_p90</th><th>ferr_suprime_z_mean</th><th>f_suprime_z_p90</th><th>ferr_ap_suprime_y_mean</th><th>f_ap_suprime_y_p90</th><th>ferr_suprime_y_mean</th><th>f_suprime_y_p90</th><th>ferr_ap_suprime_n921_mean</th><th>f_ap_suprime_n921_p90</th><th>ferr_suprime_n921_mean</th><th>f_suprime_n921_p90</th><th>ferr_ap_wircam_h_mean</th><th>f_ap_wircam_h_p90</th><th>ferr_wircam_h_mean</th><th>f_wircam_h_p90</th><th>ferr_ap_wircam_ks_mean</th><th>f_ap_wircam_ks_p90</th><th>ferr_wircam_ks_mean</th><th>f_wircam_ks_p90</th><th>ferr_wfc3_f125w_mean</th><th>f_wfc3_f125w_p90</th><th>ferr_acs_f606w_mean</th><th>f_acs_f606w_p90</th><th>ferr_acs_f814w_mean</th><th>f_acs_f814w_p90</th><th>ferr_irac_i1_mean</th><th>f_irac_i1_p90</th><th>ferr_irac_i2_mean</th><th>f_irac_i2_p90</th><th>ferr_irac_i3_mean</th><th>f_irac_i3_p90</th><th>ferr_irac_i4_mean</th><th>f_irac_i4_p90</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</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><th></th><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</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><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></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>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th></tr></thead>\n",
       "<tr><td>0</td><td>446299838</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>1</td><td>446299835</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>2</td><td>446299834</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>3</td><td>446299833</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>4</td><td>446299839</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>5</td><td>446299837</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>6</td><td>446299819</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>7</td><td>446299832</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>8</td><td>446299823</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></tr>\n",
       "<tr><td>9</td><td>446299822</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</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>nan</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>nan</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></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(\"$('#table140683184595856-459633').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",
       "    $('#table140683184595856-459633').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, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for col in master_catalogue.colnames:\n",
    "    if col.startswith(\"f_\"):\n",
    "        errcol = \"ferr{}\".format(col[1:])\n",
    "        depths = join(depths, \n",
    "                      group[\"hp_idx_O_{}\".format(str(ORDER)), errcol].groups.aggregate(np.nanmean),\n",
    "                     join_type='left')\n",
    "        depths[errcol].name = errcol + \"_mean\"\n",
    "        depths = join(depths, \n",
    "                      group[\"hp_idx_O_{}\".format(str(ORDER)), col].groups.aggregate(lambda x: np.nanpercentile(x, 90.)),\n",
    "                     join_type='left')\n",
    "        depths[col].name = col + \"_p90\"\n",
    "\n",
    "depths[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## III - Save the depth map table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "depths.write(\"{}/depths_{}_{}.fits\".format(OUT_DIR, FIELD.lower(), SUFFIX), overwrite=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## IV - Overview plots\n",
    "\n",
    "### IV.a - Filters\n",
    "First we simply plot all the filters available on this field to give an overview of coverage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'acs_f606w',\n",
       " 'acs_f814w',\n",
       " 'decam_g',\n",
       " 'decam_r',\n",
       " 'decam_z',\n",
       " 'gpc1_g',\n",
       " 'gpc1_i',\n",
       " 'gpc1_r',\n",
       " 'gpc1_y',\n",
       " 'gpc1_z',\n",
       " 'irac_i1',\n",
       " 'irac_i2',\n",
       " 'irac_i3',\n",
       " 'irac_i4',\n",
       " 'megacam_g',\n",
       " 'megacam_i',\n",
       " 'megacam_r',\n",
       " 'megacam_u',\n",
       " 'megacam_z',\n",
       " 'omegacam_g',\n",
       " 'omegacam_i',\n",
       " 'omegacam_r',\n",
       " 'omegacam_u',\n",
       " 'suprime_b',\n",
       " 'suprime_g',\n",
       " 'suprime_i',\n",
       " 'suprime_ia484',\n",
       " 'suprime_ia527',\n",
       " 'suprime_ia624',\n",
       " 'suprime_ia679',\n",
       " 'suprime_ia738',\n",
       " 'suprime_ia767',\n",
       " 'suprime_ib427',\n",
       " 'suprime_ib464',\n",
       " 'suprime_ib505',\n",
       " 'suprime_ib574',\n",
       " 'suprime_ib709',\n",
       " 'suprime_ib827',\n",
       " 'suprime_ip',\n",
       " 'suprime_n921',\n",
       " 'suprime_nb711',\n",
       " 'suprime_nb816',\n",
       " 'suprime_r',\n",
       " 'suprime_rc',\n",
       " 'suprime_v',\n",
       " 'suprime_y',\n",
       " 'suprime_z',\n",
       " 'suprime_zp',\n",
       " 'suprime_zpp',\n",
       " 'ukidss_h',\n",
       " 'ukidss_j',\n",
       " 'ukidss_k',\n",
       " 'ukidss_y',\n",
       " 'vista_h',\n",
       " 'vista_j',\n",
       " 'vista_ks',\n",
       " 'vista_y',\n",
       " 'wfc3_f125w',\n",
       " 'wfc3_f140w',\n",
       " 'wfc3_f160w',\n",
       " 'wircam_h',\n",
       " 'wircam_j',\n",
       " 'wircam_ks'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot_bands = [column[2:] for column in master_catalogue.colnames \n",
    "             if (column.startswith('f_') & ~column.startswith('f_ap_'))]\n",
    "ap_bands = [column[5:] for column in master_catalogue.colnames \n",
    "            if column.startswith('f_ap_') ]\n",
    "bands = set(tot_bands) | set(ap_bands)\n",
    "bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Passbands on COSMOS')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for b in bands:\n",
    "    plt.plot(Table(data = parse_single_table(FILTERS_DIR + b + '.xml').array.data)['Wavelength']\n",
    "            ,Table(data = parse_single_table(FILTERS_DIR + b + '.xml').array.data)['Transmission']\n",
    "            , label=b)\n",
    "plt.xlabel('Wavelength ($\\AA$)')\n",
    "plt.ylabel('Transmission')\n",
    "plt.xscale('log')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.title('Passbands on {}'.format(FIELD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### IV.a - Depth overview\n",
    "Then we plot the mean depths available across the area a given band is available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vista_ks: mean flux error: 0.17190621320830457, 3sigma in AB mag (Aperture): 24.6189679289975\n",
      "vista_y: mean flux error: 0.07799079929099993, 3sigma in AB mag (Aperture): 25.47708843509117\n",
      "vista_h: mean flux error: 0.13332982460119622, 3sigma in AB mag (Aperture): 24.894878593737396\n",
      "vista_j: mean flux error: 0.0998046816621908, 3sigma in AB mag (Aperture): 25.209319578810884\n",
      "suprime_b: mean flux error: 0.017149616992134138, 3sigma in AB mag (Aperture): 27.121560800076033\n",
      "suprime_v: mean flux error: 0.03300917277761061, 3sigma in AB mag (Aperture): 26.41061026099522\n",
      "suprime_ip: mean flux error: 0.028356851554278903, 3sigma in AB mag (Aperture): 26.57555183892861\n",
      "suprime_rc: mean flux error: 0.024098184385935344, 3sigma in AB mag (Aperture): 26.75223605560941\n",
      "suprime_zp: mean flux error: 0.16614545267878372, 3sigma in AB mag (Aperture): 24.65597571483567\n",
      "suprime_zpp: mean flux error: 0.036040846065525545, 3sigma in AB mag (Aperture): 26.315209419275938\n",
      "suprime_ia484: mean flux error: 0.03557467030627632, 3sigma in AB mag (Aperture): 26.32934465349053\n",
      "suprime_ia527: mean flux error: 0.03091913068678343, 3sigma in AB mag (Aperture): 26.48162867589692\n",
      "suprime_ia624: mean flux error: 0.0368663214952275, 3sigma in AB mag (Aperture): 26.290622348045282\n",
      "suprime_ia679: mean flux error: 0.059513507037032946, 3sigma in AB mag (Aperture): 25.770658004932834\n",
      "suprime_ia738: mean flux error: 0.05003660112127948, 3sigma in AB mag (Aperture): 25.958977359868335\n",
      "suprime_ia767: mean flux error: 0.0630519179689605, 3sigma in AB mag (Aperture): 25.70795110854241\n",
      "suprime_ib427: mean flux error: 0.035556911723224435, 3sigma in AB mag (Aperture): 26.329886779404653\n",
      "suprime_ib464: mean flux error: 0.04055468094321051, 3sigma in AB mag (Aperture): 26.187094390662757\n",
      "suprime_ib505: mean flux error: 0.043623069615778304, 3sigma in AB mag (Aperture): 26.10790630762454\n",
      "suprime_ib574: mean flux error: 0.051523212348578463, 3sigma in AB mag (Aperture): 25.92718953216569\n",
      "suprime_ib709: mean flux error: 0.04571833525667448, 3sigma in AB mag (Aperture): 26.05697084312299\n",
      "suprime_ib827: mean flux error: 0.06977819395442561, 3sigma in AB mag (Aperture): 25.597897551802724\n",
      "suprime_nb711: mean flux error: 0.07493297415232889, 3sigma in AB mag (Aperture): 25.520514437073565\n",
      "suprime_nb816: mean flux error: 0.07132126461954053, 3sigma in AB mag (Aperture): 25.57414927524531\n",
      "wfc3_f140w: mean flux error: 1.6684452615749397, 3sigma in AB mag (Aperture): 22.151416956020363\n",
      "wfc3_f160w: mean flux error: 0.017055811286352533, 3sigma in AB mag (Aperture): 27.127515907872457\n",
      "megacam_u: mean flux error: 0.020731971384559452, 3sigma in AB mag (Aperture): 26.915595361375644\n",
      "megacam_g: mean flux error: 0.01119908265529338, 3sigma in AB mag (Aperture): 27.58424073823533\n",
      "megacam_r: mean flux error: 0.015416067691244404, 3sigma in AB mag (Aperture): 27.237262841654136\n",
      "megacam_i: mean flux error: 0.02032032169362331, 3sigma in AB mag (Aperture): 26.937370415605734\n",
      "megacam_z: mean flux error: 0.0445905023663741, 3sigma in AB mag (Aperture): 26.08409095011583\n",
      "decam_g: mean flux error: 0.2096213160652435, 3sigma in AB mag (Aperture): 24.40360825498356\n",
      "decam_r: mean flux error: 0.3287565142878189, 3sigma in AB mag (Aperture): 23.915010945454604\n",
      "decam_z: mean flux error: 0.5348061441026735, 3sigma in AB mag (Aperture): 23.3867058932099\n",
      "omegacam_u: mean flux error: 0.23848789290554417, 3sigma in AB mag (Aperture): 24.26353102192798\n",
      "omegacam_g: mean flux error: 0.12430563911206223, 3sigma in AB mag (Aperture): 24.97096978617234\n",
      "omegacam_r: mean flux error: 0.09502401845368746, 3sigma in AB mag (Aperture): 25.262613382518218\n",
      "omegacam_i: mean flux error: 0.4131558150874123, 3sigma in AB mag (Aperture): 23.666912188837095\n",
      "ukidss_y: mean flux error: 3.89289726785413, 3sigma in AB mag (Aperture): 21.231514505711722\n",
      "ukidss_j: mean flux error: 4.7292975221376725, 3sigma in AB mag (Aperture): 21.02020527188285\n",
      "ukidss_h: mean flux error: 5.58645107948561, 3sigma in AB mag (Aperture): 20.839356863188733\n",
      "ukidss_k: mean flux error: 5.889288266756324, 3sigma in AB mag (Aperture): 20.782039831877135\n",
      "wircam_j: mean flux error: 0.1911105381419303, 3sigma in AB mag (Aperture): 24.503985274674967\n",
      "gpc1_g: mean flux error: 3.1514453618031353, 3sigma in AB mag (Aperture): 21.460922408339478\n",
      "gpc1_r: mean flux error: 11.428119689667183, 3sigma in AB mag (Aperture): 20.062259912667123\n",
      "gpc1_i: mean flux error: 60.81328117687361, 3sigma in AB mag (Aperture): 18.24720077225809\n",
      "gpc1_z: mean flux error: 5.760558974025736, 3sigma in AB mag (Aperture): 20.806035295460312\n",
      "gpc1_y: mean flux error: 37.66289346454684, 3sigma in AB mag (Aperture): 18.767412658743318\n",
      "suprime_g: mean flux error: 0.021310204874341716, 3sigma in AB mag (Aperture): 26.88572780069756\n",
      "suprime_r: mean flux error: 0.023184977750989197, 3sigma in AB mag (Aperture): 26.79418015452631\n",
      "suprime_i: mean flux error: 0.028522927526470253, 3sigma in AB mag (Aperture): 26.569211617111172\n",
      "suprime_z: mean flux error: 0.0435283662778279, 3sigma in AB mag (Aperture): 26.11026594478121\n",
      "suprime_y: mean flux error: 0.16992332588871076, 3sigma in AB mag (Aperture): 24.63156436350598\n",
      "suprime_n921: mean flux error: 0.06478621249612412, 3sigma in AB mag (Aperture): 25.678490385328338\n",
      "wircam_h: mean flux error: 0.3005198970656467, 3sigma in AB mag (Aperture): 24.012513784668847\n",
      "wircam_ks: mean flux error: 0.3366667788975311, 3sigma in AB mag (Aperture): 23.88919620360351\n",
      "vista_ks: mean flux error: 0.12522920699467788, 3sigma in AB mag (Total): 24.962932787074685\n",
      "vista_y: mean flux error: 0.04501658395149254, 3sigma in AB mag (Total): 26.073765523662267\n",
      "vista_h: mean flux error: 0.09009649827247447, 3sigma in AB mag (Total): 25.320427083602645\n",
      "vista_j: mean flux error: 0.0615425815359344, 3sigma in AB mag (Total): 25.734257588926944\n",
      "suprime_b: mean flux error: 0.014299929698219789, 3sigma in AB mag (Total): 27.31886210725677\n",
      "suprime_v: mean flux error: 0.02441773532175181, 3sigma in AB mag (Total): 26.737933408576232\n",
      "suprime_ip: mean flux error: 0.03192631939239493, 3sigma in AB mag (Total): 26.44682472811973\n",
      "suprime_rc: mean flux error: 0.022866757846910734, 3sigma in AB mag (Total): 26.80918538139661\n",
      "suprime_zp: mean flux error: 0.07290033165961556, 3sigma in AB mag (Total): 25.55037310284441\n",
      "suprime_zpp: mean flux error: 0.027893956933416723, 3sigma in AB mag (Total): 26.59342154809378\n",
      "suprime_ia484: mean flux error: 0.03544204564836627, 3sigma in AB mag (Total): 26.333399911698443\n",
      "suprime_ia527: mean flux error: 0.03391080923900085, 3sigma in AB mag (Total): 26.38135147871146\n",
      "suprime_ia624: mean flux error: 0.04369466620746141, 3sigma in AB mag (Total): 26.106125798122882\n",
      "suprime_ia679: mean flux error: 0.046967217213695976, 3sigma in AB mag (Total): 26.027709790214423\n",
      "suprime_ia738: mean flux error: 0.0567612698682852, 3sigma in AB mag (Total): 25.82206660577655\n",
      "suprime_ia767: mean flux error: 0.060293880451616995, 3sigma in AB mag (Total): 25.756513774432612\n",
      "suprime_ib427: mean flux error: 0.03679106628224876, 3sigma in AB mag (Total): 26.292840926255117\n",
      "suprime_ib464: mean flux error: 0.0400412624907833, 3sigma in AB mag (Total): 26.20092745765762\n",
      "suprime_ib505: mean flux error: 0.047093300400638104, 3sigma in AB mag (Total): 26.0247990436794\n",
      "suprime_ib574: mean flux error: 0.045006934360585685, 3sigma in AB mag (Total): 26.073998283066594\n",
      "suprime_ib709: mean flux error: 0.04309511002321081, 3sigma in AB mag (Total): 26.121126878658565\n",
      "suprime_ib827: mean flux error: 0.05147349254411933, 3sigma in AB mag (Total): 25.928237771447606\n",
      "suprime_nb711: mean flux error: 0.11713321284457906, 3sigma in AB mag (Total): 25.035496723940774\n",
      "suprime_nb816: mean flux error: 0.04686855784902619, 3sigma in AB mag (Total): 26.02999288711559\n",
      "wfc3_f140w: mean flux error: 0.06069582238679533, 3sigma in AB mag (Total): 25.749299862728485\n",
      "wfc3_f160w: mean flux error: 0.05179488422134315, 3sigma in AB mag (Total): 25.921479696663972\n",
      "megacam_u: mean flux error: 0.016137758691248397, 3sigma in AB mag (Total): 27.18758882032352\n",
      "megacam_g: mean flux error: 0.015531959460627267, 3sigma in AB mag (Total): 27.22913124235061\n",
      "megacam_r: mean flux error: 0.02173924843780986, 3sigma in AB mag (Total): 26.864085548893463\n",
      "megacam_i: mean flux error: 0.02836395326663053, 3sigma in AB mag (Total): 26.57527996033732\n",
      "megacam_z: mean flux error: 0.06112053632186274, 3sigma in AB mag (Total): 25.741728972097384\n",
      "decam_g: mean flux error: 0.40781672984798745, 3sigma in AB mag (Total): 23.68103426857278\n",
      "decam_r: mean flux error: 0.36787077682594427, 3sigma in AB mag (Total): 23.792958639663517\n",
      "decam_z: mean flux error: 0.5028574806761352, 3sigma in AB mag (Total): 23.453584575144767\n",
      "omegacam_u: mean flux error: 0.44121383377446427, 3sigma in AB mag (Total): 23.595574061182283\n",
      "omegacam_g: mean flux error: 0.16007477171929427, 3sigma in AB mag (Total): 24.696389635314567\n",
      "omegacam_r: mean flux error: 0.12131827306813908, 3sigma in AB mag (Total): 24.99738131414704\n",
      "omegacam_i: mean flux error: 0.6081396985925116, 3sigma in AB mag (Total): 23.247188476865666\n",
      "ukidss_y: mean flux error: 6.721558948467711, 3sigma in AB mag (Total): 20.638521833766838\n",
      "ukidss_j: mean flux error: 6.516333131443951, 3sigma in AB mag (Total): 20.672188667107797\n",
      "ukidss_h: mean flux error: 10.980659018517393, 3sigma in AB mag (Total): 20.105625849091247\n",
      "ukidss_k: mean flux error: 11.51720893652854, 3sigma in AB mag (Total): 20.053828749321177\n",
      "wircam_j: mean flux error: 0.32583377302948174, 3sigma in AB mag (Total): 23.924706619683313\n",
      "gpc1_g: mean flux error: 3.0731213677631306, 3sigma in AB mag (Total): 21.48824758238664\n",
      "gpc1_r: mean flux error: 14.170129970979984, 3sigma in AB mag (Total): 19.82876227896883\n",
      "gpc1_i: mean flux error: 16.616340772304227, 3sigma in AB mag (Total): 19.655858387590122\n",
      "gpc1_z: mean flux error: 6.728920694453966, 3sigma in AB mag (Total): 20.63733333861159\n",
      "gpc1_y: mean flux error: 50.846684887797416, 3sigma in AB mag (Total): 18.441540255789896\n",
      "suprime_g: mean flux error: 0.03401043528648426, 3sigma in AB mag (Total): 26.37816638735989\n",
      "suprime_r: mean flux error: 0.04153689481588583, 3sigma in AB mag (Total): 26.161111796324484\n",
      "suprime_i: mean flux error: 0.04863142444662373, 3sigma in AB mag (Total): 25.989904386882266\n",
      "suprime_z: mean flux error: 0.07726670864505815, 3sigma in AB mag (Total): 25.48721583105901\n",
      "suprime_y: mean flux error: 0.27327304882474535, 3sigma in AB mag (Total): 24.115704857915922\n",
      "suprime_n921: mean flux error: 0.12192488239274828, 3sigma in AB mag (Total): 24.991965999829212\n",
      "wircam_h: mean flux error: 0.296329004518471, 3sigma in AB mag (Total): 24.027761458042455\n",
      "wircam_ks: mean flux error: 0.32251729800430123, 3sigma in AB mag (Total): 23.93581433145983\n",
      "wfc3_f125w: mean flux error: 0.034204646280241335, 3sigma in AB mag (Total): 26.37198410414137\n",
      "acs_f606w: mean flux error: 0.02250884706527649, 3sigma in AB mag (Total): 26.826313737206853\n",
      "acs_f814w: mean flux error: 0.026178397897162954, 3sigma in AB mag (Total): 26.662339202059705\n",
      "irac_i1: mean flux error: 0.0922664917037856, 3sigma in AB mag (Total): 25.294586844393486\n",
      "irac_i2: mean flux error: 0.11241322296616964, 3sigma in AB mag (Total): 25.08015336440028\n",
      "irac_i3: mean flux error: 3.740194452279435, 3sigma in AB mag (Total): 21.274961408931823\n",
      "irac_i4: mean flux error: 6.869641402035349, 3sigma in AB mag (Total): 20.61486169492678\n"
     ]
    }
   ],
   "source": [
    "average_depths = []\n",
    "for b in ap_bands:\n",
    "    \n",
    "    mean_err = np.nanmean(depths['ferr_ap_{}_mean'.format(b)])\n",
    "    print(\"{}: mean flux error: {}, 3sigma in AB mag (Aperture): {}\".format(b, mean_err, flux_to_mag(3.0*mean_err*1.e-6)[0]))\n",
    "    average_depths += [('ap_' + b, flux_to_mag(1.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(3.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(5.0*mean_err*1.e-6)[0])]\n",
    "    \n",
    "for b in tot_bands:\n",
    "    \n",
    "    mean_err = np.nanmean(depths['ferr_{}_mean'.format(b)])\n",
    "    print(\"{}: mean flux error: {}, 3sigma in AB mag (Total): {}\".format(b, mean_err, flux_to_mag(3.0*mean_err*1.e-6)[0]))\n",
    "    average_depths += [(b, flux_to_mag(1.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(3.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(5.0*mean_err*1.e-6)[0])]\n",
    "    \n",
    "average_depths = np.array(average_depths,  dtype=[('band', \"<U16\"), ('1s', float), ('3s', float), ('5s', float)])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def FWHM(X,Y):\n",
    "    \n",
    "    half_max = max(Y) / 2.\n",
    "    #find when function crosses line half_max (when sign of diff flips)\n",
    "    #take the 'derivative' of signum(half_max - Y[])\n",
    "    d = half_max - Y\n",
    "    #plot(X,d) #if you are interested\n",
    "    #find the left and right most indexes\n",
    "    low_end = X[np.where(d < 0)[0][0]]\n",
    "    high_end = X[np.where(d < 0)[0][-1]]\n",
    "    return low_end, high_end, (high_end - low_end)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "data = []\n",
    "\n",
    "for b in ap_bands:\n",
    "    data += [['ap_' + b, Table(data = parse_single_table(FILTERS_DIR + b +'.xml').array.data)]]\n",
    "    \n",
    "for b in tot_bands:\n",
    "    data += [[b, Table(data = parse_single_table(FILTERS_DIR + b +'.xml').array.data)]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ap_vista_ks (19930.0, 23010.0, 3080.0)\n",
      "ap_vista_y (9740.0, 10660.0, 920.0)\n",
      "ap_vista_h (15000.0, 17900.0, 2900.0)\n",
      "ap_vista_j (11670.0, 13380.0, 1710.0)\n",
      "ap_suprime_b (3827.0, 4906.0, 1079.0)\n",
      "ap_suprime_v (4941.6, 5925.8, 984.1997)\n",
      "ap_suprime_ip (6895.0, 8437.5, 1542.5)\n",
      "ap_suprime_rc (5919.9, 7079.5, 1159.6001)\n",
      "ap_suprime_zp (8073.5, 8416.0, 342.5)\n",
      "ap_suprime_zpp (8499.9, 9883.9, 1384.0)\n",
      "ap_suprime_ia484 (4733.0, 4961.5, 228.5)\n",
      "ap_suprime_ia527 (5139.0, 5381.0, 242.0)\n",
      "ap_suprime_ia624 (6082.5, 6382.0, 299.5)\n",
      "ap_suprime_ia679 (6613.0, 6948.5, 335.5)\n",
      "ap_suprime_ia738 (7200.5, 7524.0, 323.5)\n",
      "ap_suprime_ia767 (7498.0, 7861.0, 363.0)\n",
      "ap_suprime_ib427 (4158.0, 4365.0, 207.0)\n",
      "ap_suprime_ib464 (4525.0, 4742.5, 217.5)\n",
      "ap_suprime_ib505 (4945.0, 5176.0, 231.0)\n",
      "ap_suprime_ib574 (5626.0, 5898.5, 272.5)\n",
      "ap_suprime_ib709 (6913.5, 7229.5, 316.0)\n",
      "ap_suprime_ib827 (8073.5, 8416.0, 342.5)\n",
      "ap_suprime_nb711 (7085.5, 7158.0, 72.5)\n",
      "ap_suprime_nb816 (8094.0, 8211.5, 117.5)\n",
      "ap_wfc3_f140w (12005.91, 15946.44, 3940.5303)\n",
      "ap_wfc3_f160w (13996.34, 16869.92, 2873.58)\n",
      "ap_megacam_u (3500.0, 4100.0, 600.0)\n",
      "ap_megacam_g (4180.0, 5580.0, 1400.0)\n",
      "ap_megacam_r (5680.0, 6880.0, 1200.0)\n",
      "ap_megacam_i (6831.7305, 8388.556, 1556.8252)\n",
      "ap_megacam_z (8280.0, 9160.0, 880.0)\n",
      "ap_decam_g (4180.0, 5470.0, 1290.0)\n",
      "ap_decam_r (5680.0, 7150.0, 1470.0)\n",
      "ap_decam_z (8490.0, 9960.0, 1470.0)\n",
      "ap_omegacam_u (3296.7, 3807.9, 511.19995)\n",
      "ap_omegacam_g (4077.9, 5369.7, 1291.8003)\n",
      "ap_omegacam_r (5640.7, 6962.8, 1322.0996)\n",
      "ap_omegacam_i (6841.5, 8373.8, 1532.2998)\n",
      "ap_ukidss_y (9790.0, 10820.0, 1030.0)\n",
      "ap_ukidss_j (11695.0, 13280.0, 1585.0)\n",
      "ap_ukidss_h (14925.0, 17840.0, 2915.0)\n",
      "ap_ukidss_k (20290.0, 23820.0, 3530.0)\n",
      "ap_wircam_j (11748.0, 13334.0, 1586.0)\n",
      "ap_gpc1_g (4260.0, 5500.0, 1240.0)\n",
      "ap_gpc1_r (5500.0, 6900.0, 1400.0)\n",
      "ap_gpc1_i (6910.0, 8190.0, 1280.0)\n",
      "ap_gpc1_z (8190.0, 9210.0, 1020.0)\n",
      "ap_gpc1_y (9200.0, 9820.0, 620.0)\n",
      "ap_suprime_g (4090.0, 5460.0, 1370.0)\n",
      "ap_suprime_r (5440.0, 6960.0, 1520.0)\n",
      "ap_suprime_i (6980.0, 8420.0, 1440.0)\n",
      "ap_suprime_z (8540.0, 9280.0, 740.0)\n",
      "ap_suprime_y (9360.0, 10120.0, 760.0)\n",
      "ap_suprime_n921 (9146.5, 9279.0, 132.5)\n",
      "ap_wircam_h (14855.0, 17760.0, 2905.0)\n",
      "ap_wircam_ks (19870.0, 23135.0, 3265.0)\n",
      "vista_ks (19930.0, 23010.0, 3080.0)\n",
      "vista_y (9740.0, 10660.0, 920.0)\n",
      "vista_h (15000.0, 17900.0, 2900.0)\n",
      "vista_j (11670.0, 13380.0, 1710.0)\n",
      "suprime_b (3827.0, 4906.0, 1079.0)\n",
      "suprime_v (4941.6, 5925.8, 984.1997)\n",
      "suprime_ip (6895.0, 8437.5, 1542.5)\n",
      "suprime_rc (5919.9, 7079.5, 1159.6001)\n",
      "suprime_zp (8073.5, 8416.0, 342.5)\n",
      "suprime_zpp (8499.9, 9883.9, 1384.0)\n",
      "suprime_ia484 (4733.0, 4961.5, 228.5)\n",
      "suprime_ia527 (5139.0, 5381.0, 242.0)\n",
      "suprime_ia624 (6082.5, 6382.0, 299.5)\n",
      "suprime_ia679 (6613.0, 6948.5, 335.5)\n",
      "suprime_ia738 (7200.5, 7524.0, 323.5)\n",
      "suprime_ia767 (7498.0, 7861.0, 363.0)\n",
      "suprime_ib427 (4158.0, 4365.0, 207.0)\n",
      "suprime_ib464 (4525.0, 4742.5, 217.5)\n",
      "suprime_ib505 (4945.0, 5176.0, 231.0)\n",
      "suprime_ib574 (5626.0, 5898.5, 272.5)\n",
      "suprime_ib709 (6913.5, 7229.5, 316.0)\n",
      "suprime_ib827 (8073.5, 8416.0, 342.5)\n",
      "suprime_nb711 (7085.5, 7158.0, 72.5)\n",
      "suprime_nb816 (8094.0, 8211.5, 117.5)\n",
      "wfc3_f140w (12005.91, 15946.44, 3940.5303)\n",
      "wfc3_f160w (13996.34, 16869.92, 2873.58)\n",
      "megacam_u (3500.0, 4100.0, 600.0)\n",
      "megacam_g (4180.0, 5580.0, 1400.0)\n",
      "megacam_r (5680.0, 6880.0, 1200.0)\n",
      "megacam_i (6831.7305, 8388.556, 1556.8252)\n",
      "megacam_z (8280.0, 9160.0, 880.0)\n",
      "decam_g (4180.0, 5470.0, 1290.0)\n",
      "decam_r (5680.0, 7150.0, 1470.0)\n",
      "decam_z (8490.0, 9960.0, 1470.0)\n",
      "omegacam_u (3296.7, 3807.9, 511.19995)\n",
      "omegacam_g (4077.9, 5369.7, 1291.8003)\n",
      "omegacam_r (5640.7, 6962.8, 1322.0996)\n",
      "omegacam_i (6841.5, 8373.8, 1532.2998)\n",
      "ukidss_y (9790.0, 10820.0, 1030.0)\n",
      "ukidss_j (11695.0, 13280.0, 1585.0)\n",
      "ukidss_h (14925.0, 17840.0, 2915.0)\n",
      "ukidss_k (20290.0, 23820.0, 3530.0)\n",
      "wircam_j (11748.0, 13334.0, 1586.0)\n",
      "gpc1_g (4260.0, 5500.0, 1240.0)\n",
      "gpc1_r (5500.0, 6900.0, 1400.0)\n",
      "gpc1_i (6910.0, 8190.0, 1280.0)\n",
      "gpc1_z (8190.0, 9210.0, 1020.0)\n",
      "gpc1_y (9200.0, 9820.0, 620.0)\n",
      "suprime_g (4090.0, 5460.0, 1370.0)\n",
      "suprime_r (5440.0, 6960.0, 1520.0)\n",
      "suprime_i (6980.0, 8420.0, 1440.0)\n",
      "suprime_z (8540.0, 9280.0, 740.0)\n",
      "suprime_y (9360.0, 10120.0, 760.0)\n",
      "suprime_n921 (9146.5, 9279.0, 132.5)\n",
      "wircam_h (14855.0, 17760.0, 2905.0)\n",
      "wircam_ks (19870.0, 23135.0, 3265.0)\n",
      "wfc3_f125w (10993.5, 13997.47, 3003.9697)\n",
      "acs_f606w (4835.4, 7088.47, 2253.0703)\n",
      "acs_f814w (7069.67, 9138.11, 2068.4404)\n",
      "irac_i1 (31754.0, 39164.8, 7410.801)\n",
      "irac_i2 (39980.1, 50052.3, 10072.199)\n",
      "irac_i3 (50246.3, 64096.7, 13850.398)\n",
      "irac_i4 (64415.2, 92596.8, 28181.598)\n"
     ]
    }
   ],
   "source": [
    "wav_range = []\n",
    "for dat in data:\n",
    "    print(dat[0], FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission'])))\n",
    "    wav_range += [[dat[0], FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission']))]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Depths on COSMOS')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dat in data:\n",
    "    wav_deets = FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission']))\n",
    "    depth = average_depths['5s'][average_depths['band'] == dat[0]]\n",
    "    #print(depth)\n",
    "    plt.plot([wav_deets[0],wav_deets[1]], [depth,depth], label=dat[0])\n",
    "    \n",
    "plt.xlabel('Wavelength ($\\AA$)')\n",
    "plt.ylabel('Depth')\n",
    "plt.xscale('log')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.title('Depths on {}'.format(FIELD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### IV.c - Depth vs coverage comparison\n",
    "\n",
    "How best to do this? Colour/intensity plot over area? Percentage coverage vs mean depth?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Depths (5 $\\\\sigma$) vs coverage on COSMOS')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z5851amlp6bGdwY4mEkOcsiYiKCgIM2bMaB/mGC7JxMHYPFzJq+q07UpeFQ7G5mkoIooamkJnu93uWhMxk28lDZ3tdrsv5w0MDKxvbW0lPB5PsG3bNq63t3cDABgaGsqSkpKMXVxcBHFxcezdu3eXP+w8CxcurDl79qxZcHBwbdd9hYWFev7+/m7u7u4ewcHBvF27dpUAQEhISNXrr79u7+7u7mFgYCBbtmxZJZ/PF0yfPt1VGcej/POf/7zt7e3duHDhQsee2hnsCMNo/6RlIpGIoWtt9E58fDy4XG6n4YyCggKUlpbC399fg5ENjCt5VdhwIgUHlvpgkpNFt+cUNZQRQq4xDCPq7fFpaWmF3t7eVY9+5cAzMjLyaWxsTNF0HMNFWlqahbe3t4OqfbRHYoizTvgchnmXO20zzLsM64TPNRTRwJrkZIEDS32w4UQKPvgpmyYRFEVRakYTiSFupM9EVG/fi4pfPgMAVPzyGaq378VIn4kajqz/fSb+DEnlSZjkZIHl4+0Qcekmnn3qLrKavtV0aBRF9ZGq3ojg4GA7d3d3j46PDz/80Lw/49BEm9pmUCwjTvWe9cxVwB6gevte1M+7iNZz12G+Z5t8+xAnNBciNDYUL7u8heOJQNDkZvxQuRcetu9oOjSKovrBsWPHiodDm9pmSPdIJJ39CsXi9E7bisXpSDr7lYYi0gzrmaugO88Xsi+uQ3ee77BIIgDAz8YPz8k24IO0tzBrcgoSGz7EFu938OG3Mnx+UqLp8CiKooaEIZ1IWDu54vz+Pe3JRLE4Hef374G1k6uGIxtYFb98htZz18Fa4ovWc9fbhzmGA319D7hV++O7W8ewyG0RnhspwrxGfVToan+RMUVR1GAwpIc27IRemLtpO87v3wPvWS8g7afvMXfTdtgJvTQd2oBR1kQohzMqJsufYw+GRc/E9MmN+Pb+VYwvnYPoG1+gKs8Ar6wJxBi3R94CTlEURT2GId0jAciTCe9ZL+Dq1yfhPeuFYZVEAMC9lIRONRHWM1fBfM823EtJ0HBk/S+pPAmhsaHYN+MD/NX9VUwXh+BHpyMoM8nVdGgURVFDxpBPJIrF6Uj76XtMCFyMtJ++71YzMdT9sOhd3BwX1GnbzXFB+GHRuxqKaGBIY28hNecPhE8Nh+1dF4jjShHkOQUr8l/G71l/aDo8ihp6Lr5jhewLnafDzr7AxsV3rDQU0SO99NJL9teuXTPoaX9ERIR5YWEhXUb8EYZ0IqGsiZi7aTsmL1rePswxnJIJ25R6vH0xB/G18gnn4mulePtiDmxT6jUcWf/SG8PG3Dhf2Gbb4Mf/ijF7rgOsCuswd9psmHznhZLsbpPbUZRWKCqKRE1t5x7DmtoEFBVFaiiixzRG1IhvXuW1JxPZF9j45lUexogaNRxZj7788suicePGNfe0//jx4xbFxcU0kXiEIZtIVB8+jMqffuhUE2F+rwmzHPioyMvRcHQDx49vicCEBrx9MQdh+eV4+2IOAhMa4Me31HRo/crAaRTMlvLR/HEknjWrAOu3Epgt5WPMtLF4dvx91Hz6qaZDpCiV2CZeEIs3ticTNbUJEIs3gm2i5cOybnOkWHAwH9+8ysOF7bb45lUeFhzMh9ucPi8lPnPmTCeBQMB3dnYWhIeHWwDymS1Xr1491tnZWTBx4kTXsrIylTV/KSkpBp6ennzl8+zsbH1XV1cPAPDz83OLi4szam1tRWBgoIOLi4vA1dXV4+233x595MgRjlgsNgoJCeG5u7t73Lt3j4SGhtoIhUK+i4uLYMmSJfYymUxlvBKJZISHh0d7mzdu3Oj0fKgZsomEgdAT7NNnYH6vCQDQcDURpZs3w2bmLPi9+D8ajm7gjHHjYO5aT7z4+z1cP1+AF3+/h7lrPYdFsaGB0yg0e9ij+eT70OXcgYHTKDRcTUTT3h1odB2l6fAoSqUTd3losD8AsXgj8vL3QSzeiAb7Azhxl6fp0B7NbY4U3ksqkfgfG3gvqVRHEgEA0dHRhRKJJDM1NTUjMjLSqqKiQqepqYklEokabt68KZk8ebJ0+/bttqqO9fHxaW5paSFZWVn6ABAVFWUWEBDQqUsyISHBqLy8XC83N1eSk5OTsX79+uqXX365VigUNkZFReVnZWVljBw5ktm2bdsdsVicmZubK2lqamKdPHnSVFWbAoHgPpvNbrty5YohAERGRlosW7asWh0/C200ZBMJ4wnjwd23D6WbN6MyIgKlmzeDu28fjCeM13RoA65wtC6SnUdgSkYzkp1HoHD0kL5Zp11zXh3GEAnuTRah+r/vovyf76N440bcnMCDq9Wwn0OG0lJPmRhha7ERKsxfQ2HhAVSYv4atxUZ4ymQQLBSZfYGNtC8sMX5dOdK+sOxWM9FLYWFhVm5ubh7jxo3jV1RU6EkkEgMWi4U1a9bUAMCqVauqk5KSRvZ0fEBAQE1UVJQZAHzzzTec4ODgTiuAuru7379169aIFStWjP3qq69MOBxOm6rzXLhwge3l5eXu6urqceXKFbZYLDbsqc2VK1dW/fe//7VobW3F2bNnOatXr6aJxGBz/cci1HJcwVmyGFWf/AecJYtRy3HF9R+LNB3agFLWREzIfwDRCw6YkP+gU83EUNWcV4eaE5kwem4WfOwuoM7FBnUnj6DOzgov2CTATDhT0yFSlEr+HDb+bdeIHbed8fOof2PHbWf8264R/hy1XJP7j7ImYsHBfMzZU9Y+zNHHZOL8+fPs2NhYdnJyclZ2dnYGn89vampq6nbtIoT0eI7g4ODaM2fOcNLT00cQQuDp6Xm/435LS8s2sVicMX36dOnBgwctFy9e7ND1HI2NjWTr1q32MTExeTk5ORnLly+vam5u7vEaumLFitrLly+bnjx5cpSnp2ejtbW1yuRkKBiyicRoBxP88EkK8r5NhMVr65D3bSJ++CQFox1MNB3agEq9UYnAhAbMXeuJ8fN5mLvWE4EJDUi9Uanp0PpVS4kUZkv50J/8Apr5O2CWm4MWDzOY5eagmb8DcJyi6RApSqWa2gQYF23AcisDHK13wHIrAxgXbehWgKl1SpKNOtVEKGsmSpL71JVSV1enY2pq2sZms2UpKSkGaWlpxgAgk8lw5MgRDgAcPXrU3M/Pr8dvRwKB4D6LxcLOnTttFyxYUNN1f3l5uW5bWxtWrlxZt3v37tIbN24YAcDIkSPb6uvrdQCgsbGRBQDW1tat9fX1rHPnzj10fNjIyIiZOnVq/ZYtW+xWrlyplSuoqku/JRKEkLGEkMuEkAxCiIQQ8rcO+14nhGQptr/fH+1zanMglHwKsWA18h3mQixYDaHkU3Bqh0+hJQBwEy/h6Zk67TURY9w4eHqmDriJlzQcWf9iTx0LA6dRuLzjHaSEH0X9M7bw8hKj/hlbpIQfxeUddL0NSjtFxubjuu4H+LLGAJvtrfBljQGu636AyNh8TYf2cM++dbtbTYTbHCmefet2X04bGBhY39raSng8nmDbtm1cb2/vBgAwNDSUJSUlGbu4uAji4uLYu3fvLn/YeRYuXFhz9uxZs+Dg4G63bBUWFur5+/u7ubu7ewQHB/N27dpVAgAhISFVr7/+ur27u7uHgYGBbNmyZZV8Pl8wffp0V2UcDxMSElJDCMHChQvv9vb9DwaEYfpnqmBCiA0AG4ZhrhNC2ACuAQgAYAVgB4C/MAxznxAymmGYOw87l0gkYpKTk5+o/erDh2Eg9IT4jiWSvy+E6AUHCEdXoll8A+Zr1vTyXQ0+HW+BtRN6dXs+1MVv2Ybksky86JgPx+eWoeDnaJwt4EFky4f/B3s1HR5FdXMo9Rb+FSPGmwuFWPvU2G7PnwQh5BrDMKLexpKWllbo7e2tld+mjYyMfFStAKpNdu7caVVfX6/z4Ycflmk6lr5KS0uz8Pb2dlC1r9+q7hiGKQdQrvi7lBCSCYAL4K8A9jAMc1+x76FJRG+Zr1mDkuxaiL8SQ/SCA8RxpeD+VYgxa4ZXseWwnSY8fj/A9YXpNAe8mPAdvityhyCuARlFPLzomI97E+doOkKKUukBRx9vLhTi4Lks3LvTiOOJxXhzoRAPOPqaDo16As8995xTUVHRiNjY2CHfDT4g5fuEEAcAPgASAewF8Awh5D0AzQBCGYZR+1SDJdm18omI/irEGDcOuG6cTs+Hk47ThE8IXDz0kwgA4PoCp1fiDwcvCBdtgeBsPq5npsOX74XKFwMgLrkCT03HSFEqbLC3AuyBe3caEXHpJjbOcH7inojhQFVvRHBwsN0ff/zR6e6NdevW3f7b3/7Wb3dM9NTmzz//nNdfbWqbfk8kCCEjAXwNYBPDMHcJIboAzABMAPA0gFOEEB7TZYyFELIWwFoAsLOze+J27xTe7ZQ0jHHjYPZfhbhTeHfYJRJdpwkf6+E19JMJxymIMVwJq/wL2F3yKablmsKX74vkW7eQ80MR/rryb48+B0VpwPUfi1Cpz+B4YjE2znDG8cRiCPRGwPIBge9se02Hp9WOHTs24Pd1a6JNbdOvd20QQvQgTyKiGYaJUWwuARDDyCUBkAGw6HoswzCHGIYRMQwjsrR88lkYfWfb46eWb5BUntS+bYwbB61et/GZePgsoz0cpwn/+Ugqrv1WBK7x00hrnInJGWNwyfcuzpnJIB1rj2fL+DC70arpMClKpUp9BjdO52G3vwu2zHLDbn8X3Didh0r9/qlno6i+6s+7NgiATwFkMgzzQYddZwBMV7zGFYA+gH4p5hGaCxEaG9qeTChXgxSaC/ujOa1UkZfTqSZCWTMxlKcJN3Pm4KeEw4hv/R3TWgS4b+uBcc3PoKGpFgz7Huo8RuKsZOgmUtTgVsBqg2eQE0q+u4XEb/NR8t0teAY5oYA1ZKchoAa5/hzamAwgGMANQkiqYtubAD4D8BkhRAzgAYAVXYc11MXPxg/hU8MRGhuKRW6LcCr7FMKnhsPPxq8/mtNKqqYDtxMO7aGNcc/Yo+D2aOyrj0aT+X141PHxi04yUi2vw+aBBb4eY41Dk1drOkyKUunVqU4AgESprP2Os/HTHTQaE0U9TH/etREPoKepxpb3V7td+dn4YZHbIkSmR+IVr1eGVRIxXMXHx8P7ShK2jpiCPS6Xka5biCJ2EQLSXGDRUIXbpt9Bv3kGAPpvgdJOJdm1EMeV/nnHmRtn2NV2UYPHkJ3ZUimpPAmnsk/hFa9XcCr7VKeaCWpo4nK5uNxiBpfvLmJapgUyOVkIyLTH/MvZeKDngtfZKyGuFms6TIpS6efDx3D+o+8w+69CjJ/Pw+y/CnH+o+/w8+Fjmg7toSKuR1j9euvXTtNh/3rrV3bE9QgrTcX0KC+99JL9tWvXDHraHxERYV5YWNirZcSVK4v2PrrBY0gnEsqaiPCp4djgs6F9mIMmE0NbWdEpOD1dhdI5C7H0+ghs+tESz14U40rQSPjwrWGZboZVwlWaDpOiVGJVVaJVehayllsAAFnLLbRKz4JVpd3T2ntZejXuiN/BUyYTv976lb0jfgfPy9KrUdOx9eTLL78sGjduXHNP+48fP25RXFzcq0RiOBnSiYS4WtypJkJZMzGcvo0ejM3DlbzOtaxX8qpwMFZztzjHx8ejoKCg07aCggLEx8er5fyNZbY4R6S4qp8FE99X8UyxCar9Ca5amsOifDyK75UM+UXLqMHr2ZdEmG+XifMfvIPfTx3H+Q/ewXy7TDz7Uq8nqBwQ08ZOk77n/17+jvgdvD1Je2x3xO/gvef/Xv60sdP6/J9t5syZTgKBgO/s7CwIDw+3AOQzW65evXqss7OzYOLEia5lZWUqh+pTUlIMPD09+crn2dnZ+q6urh7An70Gra2tCAwMdHBxcRG4urp6vP3226OPHDnCEYvFRiEhITx3d3ePe/fukdDQUBuhUMh3cXERLFmyxF4mkz007i+++ILj6enJd3BwEP7www89rk462A3pRGKVcFW3mgg/G79h9W3Ua4wpNpxIaU8mruRVYcOJFHiNMdVYTFwuF6dPn25PJgoKCnD69GlwuVy1nP+5pcEYVTkb1yz8cQxJ0Jv0Klxuz8P2gtdwHMn4cqINPinulwlVKarvHKfAbtUn8DYpxtWvT8LbpBh2qz4ZFAvNTRvw4VOPAAAgAElEQVQ7TTrPaV5ldGa0zTyneZXqSCIAIDo6ulAikWSmpqZmREZGWlVUVOg0NTWxRCJRw82bNyWTJ0+Wbt++3VbVsT4+Ps0tLS0kKytLHwCioqLMAgICOq23kZCQYFReXq6Xm5srycnJyVi/fn31yy+/XCsUChujoqLys7KyMkaOHMls27btjlgszszNzZU0NTWxTp48+dBfpK2treTGjRuZYWFht3bt2qUyvqFgSCcSFDDJyQIHlvpgw4kUfPBTNjacSMGBpT6Y5NRt6o4B4+joiKCgIJw+fRqXLl3C6dOnERQUBEdHR7Wcv6CgANY3ayC47YAjz87C10alMODNxXf6RYie9hwKTF3xmt1otbRFUeomjb2F4ryRSKu1wQSLYqTV2qA4bySksbc0Hdoj/XrrV/a5vHOWy/jLys/lnbPsWjPRW2FhYVZubm4e48aN41dUVOhJJBIDFouFNWvW1ADAqlWrqpOSknr8xh8QEFATFRVlBgDffPMNJzg4uNMKoO7u7vdv3bo1YsWKFWO/+uorEw6Ho/Je2wsXLrC9vLzcXV1dPa5cucIWi8WGD4s7KCioFgAmTZrUUFJSMmTnOB/aiUT8fqAgrvO2gjj59mFkkpMFlo+3Q8Slm1g+3k6jSYSSo6MjRCIR4uLiIBKJ1JZEAEBpaSmMTO+Ca/QdlqfcwX8n+uAd7m38x98HL6TfwD/uV8Kfo5bfbxSldrUtlWj5qQpzx7AwOfAlzB3DQstPVaht0e4aCWVNxHv+7+Vv99tephzm6Gsycf78eXZsbCw7OTk5Kzs7O4PP5zc1NTV1u3bJpy5SLTg4uPbMmTOc9PT0EYQQeHp63u+439LSsk0sFmdMnz5devDgQcvFixc7dD1HY2Mj2bp1q31MTExeTk5OxvLly6uam5sfeg01MDBgAEBXVxdtbW09BzjIDe1EQrHeQnsyURAnf8711WRUA+5KXlWn6Xa71kxoQkFBAZKTkzFlyhQkJyd3q5noCw+BDtpmZ8GWWw/j5ht4KleMs0JneN4Uw/ZeOZ42or0RlPaqKLkIPb2D0NXbhPrWZdDV2wQ9vYOoKLmo6dAeKr0y3ahjTYSyZiK9Mr1Pdy7U1dXpmJqatrHZbFlKSopBWlqaMQDIZDIcOXKEAwBHjx419/Pz63EYRSAQ3GexWNi5c6ftggULarruLy8v121ra8PKlSvrdu/eXXrjxg0jABg5cmRbfX29DgA0NjayAMDa2rq1vr6ede7cOXo/rsKALNqlMY5TgKCj8uRBtBpI/lT+fBCMNaqLsiZCOZwxwclc48MbypoI5XCGo6OjWoc3pHfTcaN4NjwzOag3KEOiixuevlmOZGc3ONy5jfr8u/Lp0ihKC/k56wFTN6E+1w7SS7fAnmEHU5dNsCu9runQHmqj78bbXbdNGztN2tc6icDAwPpDhw5Z8ng8AY/Ha/b29m4AAENDQ1lSUpLx3r17bc3NzVtiYmLyH3aehQsX1rzzzjtjwsLCSrvuKyws1Fu9erWDTCYjALBr164SAAgJCal6/fXX7bdt2yZLTk7OXLZsWSWfzxdYWlq2KuOgANJPk0qqlUgkYpKTk3t/gkvvAXHvA1P+DszYob7ABoGDsXnwGmPaKWm4kleF9JL69hn0Blp8fDy4XG6npKGgoAClpaXw9/dXSxtv7vwG9x5U4pvpvnCsLsWMnBTcHsHH9748uN3Kws7AADq8QWmt5rw61JzIhPF4GzQklsNsKR8GTqOe+DyEkGsMw/T6do+0tLRCb29vzXdhqmBkZOSjagVQqn+kpaVZeHt7O6jaNySHNjrd8lgQByR/ilueG9CUcKh7zcQQtwz68O3S8eQLXSyD5up+Use6oHRU596Q0lEWSB3rorY2po8yR4O9IXzF1/FMngSpMi4sm3OxLqcAzzjoI/Wu1t7aTg1zyiTCbCkfprMcYLaUj5oTmWjOq9N0aBSl0pBMJJS3PIp/PwecXgnx5A/xYsY05E070LlmYhjQG8Pu9EtI+UtKb4zmvo0/ZWKEtZLC9rkc4mulWCspxFMm6psE7ppROViG9Zh0Nw/lzQRmlXUodxwFUn0Ny40MsMFeayfbGxaqDx9Gw9XETtsariai+vBhDUWkPVpKpJ16IAycRsFsKR8tJXTuk45U9UYEBwfbubu7e3R8fPjhh+b9GYcm2tQ2Q7JGQnnL48Xj/0CmxzvYfckAB5b6QOhkAdiaAqXXh02dhPKXkDq6SdXFn8PGIYED1koKscLWAp+XVeGQwEGtQw2tvu4w/DYHRYwJIsg+HDd/HksLfsJJ/j9QKjOH+u4RoXrDQOiJ0s2bwd23D8YTxqPhamL78+GOPXVst20GTqM0+n92sDh27FjxcGhT2wzJHglAnky0TdyIbddGdb7l0XEK4L9Js8ENMAOnUTAebwPppVswHm+jFb+Q/DlsrLC1wL6i21hha6H2egXRmeOIbRXAuLgQd9rc8KruWXzR9hzs0vPVVodB9Z7xhPHg7tuH0s2bURkR0SmpoChqcBmyiYQ23vKoKc15dWhILAd7xlg0JJZrxVhrfK0Un5dVYbO9FT4vq1L7lNUZxo5YfTMVyy2lsNbJQEWzE1bIvscdPV1c/7FIrW1RvWM8YTw4Sxaj6pP/gLNkMU0iKGqQGpKJRMdbHrfMcmuf2XE4JhNaV7gVvx/xGb9jraQQhwQOeINng0Nmd7E2NVOtyYS+TTrGueXC1TgeRZUTUP99A66RWQhijmGs4fBZa0WbNVxNRO0XJ2Hx2jrUfnGyW83EcNXfa9FQlLoNyUQivaS+0zwJypqJ9JJ6DUc28LSucIvri9Tkr3HI7K58OKMgDv7ng3HIqkWtd1LY86fimkUCMmuewm8ta5ExYSmu1i9BovOrsGTlqq0dqnc61kRYbtzYPsxBk4n+X4uGotRtSCYSr0516jbZ0iQnC43Nm6BJ7Klju9VEGDiNUlnQNSAcp2DDMwHwPx8sn9/j9Eog6Cj8PSar9U4Kqzt68GL9Ba1X8mCsn4Iy1jMYO+oWjEzdh12NjDZqFt/oVBOhrJloFt/QcGSa199r0fSXO/v3W0kvX+5U7CS9fJl9Z/9+rb1F6qWXXrK/du2aQU/7IyIizAsLC3u1jPimTZtsz5w5MywmqxmSiQSl5RynyGcajXtf/mc/3EEjYGphe+QiMpYGoFzXFyOs0lFXPgZmVU1qb4t6cuZr1nSriTCeMB7ma9ZoKCLt0p9r0fQXQ2/vxrI3tvOUyYT08mV22RvbeYbe3lo7acuXX35ZNG7cuOae9h8/ftyiuLi4V4nE/v37ywICAobFPbs0kaAGXFHKdtRkfyqfaTT5U6AgDjW1CSgqilRbG81//I5rs2ej+qY9DJ6vQhQ/Bs4+efgloRk/Hz6mtnYoqj/051o0/YU9fbrUNmxPftkb23kV//qXbdkb23m2YXvy2dOn9/liOnPmTCeBQMB3dnYWhIeHWwDymS1Xr1491tnZWTBx4kTXsrIyldMZpKSkGHh6evKVz7Ozs/VdXV09AMDPz88tLi7OqLW1FYGBgQ4uLi4CV1dXj7fffnv0kSNHOGKx2CgkJITn7u7uce/ePRIaGmojFAr5Li4ugiVLltjLZLIeYw4MDHRQrgUy1NFEYhiSxt7qVmzZnFc3MMsUF8SBffUUxHw2anxmAEFHUfPDSojTXgXbxEttzeRteA1X9WXQuX8R8x1ECJ8ajgPMOTS3/gSWrrXa2qEodeu4Fs2MGTPahzkGSzJhGvBiZW3UMRvTgBcr1ZFEAEB0dHShRCLJTE1NzYiMjLSqqKjQaWpqYolEooabN29KJk+eLN2+fbutqmN9fHyaW1paSFZWlj4AREVFmQUEBNR2fE1CQoJReXm5Xm5uriQnJydj/fr11S+//HKtUChsjIqKys/KysoYOXIks23btjtisTgzNzdX0tTUxDp58qSpOt7fYEcTiWFIk7NdVh/+DCNs/hdC74MQizcij7mGGy5GsEt2hBlnotraEVeLsey1YCwMfQvn9+9By285mJpiCcP/EeHZlc+prR2KUrfS0tJONRHKmonS0m5rTWkd6eXL7PozZy05IcHl9WfOWnatmeitsLAwKzc3N49x48bxKyoq9CQSiQGLxcKaNWtqAGDVqlXVSUlJI3s6PiAgoCYqKsoMAL755htOcHBwpxVA3d3d79+6dWvEihUrxn711VcmHA6nTdV5Lly4wPby8nJ3dXX1uHLlClssFhuq4/0NdjSRGIY6znZZ/1Nh++2hAzFRlcG8dSgNO4IR2SxwuUtRWHgARr+yYOn/v2ptZ5VwFfxs/GAn9IL3rBdw9euTED0/H6/MfUOt7VCUuvn7+3eriXB0dNT6idSUNRG2YXvyrd98s0w5zNHXZOL8+fPs2NhYdnJyclZ2dnYGn89vampq6nbtIoT0eI7g4ODaM2fOcNLT00cQQuDp6Xm/435LS8s2sVicMX36dOnBgwctFy9e7ND1HI2NjWTr1q32MTExeTk5ORnLly+vam5uptdQ0ERi2NLUbJfK6vy8iPW4dfNTmFwyRuMMFu679TzW2BfF4nSk/fQ9JgQuRtpP36NYnN4v7VDUcNeUlmbUsSZCWTPRlJbWp0V06urqdExNTdvYbLYsJSXFIC0tzRgAZDIZlDUIR48eNffz8+txGEUgENxnsVjYuXOn7YIFC2q67i8vL9dta2vDypUr63bv3l1648YNIwAYOXJkW319vQ4ANDY2sgDA2tq6tb6+nnXu3LlhUf/wOIbkWhvUo3Wd7XLEAM7lf99NhpqVzRh1oAXcmeuh4/M0xOKNEAoj1Dq8USxOR1bkD5i7OBR2M30x1sML5/fvwdzFoeDoWWruFliKGoJGb9p0u+s29vTp0r7WSQQGBtYfOnTIksfjCXg8XrO3t3cDABgaGsqSkpKM9+7da2tubt4SExOT/7DzLFy4sOadd94ZExYW1m2MqLCwUG/16tUOMpmMAMCuXbtKACAkJKTq9ddft9+2bZssOTk5c9myZZV8Pl9gaWnZqozjYQghTO/e9eBCGEb736dIJGKSk5M1HcaQ0XG2SwOnUd2e97fc3/4PTf/5ATYTQlD7xUlw9+3DfTcZpHfTYW//Sp/PX1QUCbaJF27GlcLamAfdhPvQmydDI0cMkvs0mF+lsHrZWyvWHKGo/kQIucYwjKi3x6elpRV6e3tr5ZTARkZGPqpWANUWM2bMcN68efPtefPmDYlbQNPS0iy8vb0dVO2jQxvD0L5L/8I13/xOs11e883Hvkv/6ve2G64mQuejNtgt+ajTjIaseMCs8AW1tME28YJYvBHOU7iwm+krTyJi7mJEmgC6CfdpEqGlDhTd7jZNenytFAeKun3RpSitFhQU5NDU1MSaNWvWPU3HMhBoIjEMCYU+2FW+F+cSvgAAnEv4ArvK90Io9On3tpvFN2AWPB+NqfKeEeMJ4zH6zX/jXkKz2u4aMeNMhFAYIb8rJH8fMqWbMELERusVRmtWP6W6e8rECGslhe3JRHytFGslhXjKpE9D7NQQpao3Ijg42M7d3d2j4+PDDz807884VLXp7+8vTUhIyBkxYoT2d/mrAa2RGIbmTVwCANglCUN8/q+41JSInYI32rf3p7MTWBCa68DLwxU1JzJhPN4G9ddbcX1GBRao8QJvxpnYfleIo/7/QpamA/YMmwGvB6Eenz+HjUMCB6yVFGKFrQU+L6vCIYGD2peYp4auY8eOFQ+HNrUN7ZEYpuZNXIIZhuPxfesVzDAcPyBJBAAIzYUIjQ1FulFO+10jZ00ugStQ7zooNbUJKC09AUf9/4XOT1zozZNpx+qn1EP5c9hYYWuBfUW3scLWgiYRFDUI0ERimDqX8AUuNSXiBd1JuNSU2D7M0d/8bPwQPjUcn53/GFW/FyDG6hJevDsDXo2uamujpjah/S4Qy7bZMFpogkzpJtTUJmh+9VPqoeJrpfi8rAqb7a3weVmVWpeWpyiqf9ChjWHoXMIX2CUJax/OUD4HMCA9E16NrthWshI7rQ5g4sTpsDLxVOtdI9K76X/eSjoVYGMsdGojIL2bDjPORBjQoQ2tpKyJUA5nTOaM7PScoijtRHskhpv4/ZDknu9UEzHPmos9bBGuFycNSAj5GRnYO+YoJk6cjlPZp5BulKPWXgJ7+1e6zUdhxpmolltLqf6TerexU9KgrJlIvau1i0dSFAWaSAw/XF9sr0jAPGuu/HlBHHB6JZ71C8E/XtrX780nlSfh1YbtWDV3PTb4bED41PD2mgl1TRBVVBSJmtqETtvUvboopX4b7K269Tz4c9jYYG+loYgG1mfiz5BU3jmZTypPwmfizzQU0ZO5ejbPqiC9qtMHWJBexb56Nm/IfoCbNm2yPXPmTL90l2VnZ+u7uLgI+uPc6tZviQQhZCwh5DIhJIMQIiGE/K3L/q2EEIYQYtFfMVAqOE4Bgo4Cp1cCl96T/xl0VL59AIirxZgyagtaG3kA/qyZ+C4nEQdj89TShnIeCWUyoayZUOfqohSlbspCZGUykVSehNDYUAjNhRqO7PFYOZo2XjyawVMmEwXpVeyLRzN4Vo6mQ7JLqbW1Ffv37y8LCAgY9oU8/dkj0QpgK8MwHgAmAFhPCPEA5EkGgFkAhv1tMxrhOAUQrQbi3pf/OUBJBCBfTOsFF39sOJGCK3nyCfNaG3k4F+cOrzHqWZG36zwS/TH9NkWpmzKpDo0NxYGUAwiNDUX41HD42fhpOrTH4uhlIX12pUf+xaMZvN9O5dhePJrBe3alR76jl0WfL7QzZ850EggEfGdnZ0F4eLgFIJ/ZcvXq1WOdnZ0FEydOdC0rK+ux5u/dd98d7eTkJHB1dfWYO3cuDwC2bNliu3PnzvbeEhcXF0F2drZ+dna2vqOjo2D+/PmOPB5P8Pzzz/OkUikLALhcrue6deu4Hh4e/M8++4wTGBjooFzvg8vleq5fv57r7u7uIRQK+fHx8Ub+/v4uY8eOFb7//vuWynbeeustK6FQyHd1dfXYvHmzyqXPlVpbW6EqDm3Tb0ExDFPOMMx1xd+lADIBKPrTsQ/A3wEMi8k6NElVd2lm8iE0Xf0YmPJ3IPlT+fDGAJrkZIEDS32w4UQKPvgpGxtOpODAUh9MclJf51THeSS43KU0iaAGBT8bPyxyW4TI9Egscls0aJIIJUcvC6nbBOvK9EslNm4TrCvVkUQAQHR0dKFEIslMTU3NiIyMtKqoqNBpampiiUSihps3b0omT54s3b59e48X5YiICGuxWJyRk5OTcfTo0aJHtVdYWGiwYcOGO/n5+RI2my3bu3dveyJgbm7empGRkbl27drarsfZ2dk9yMrKyhg/fvy9VatWOZw7dy4vMTExKywszBYAYmJiTG7evGmQnp6emZmZmZGammp04cKFHpc/f1gc2mRAshtCiAMAHwCJhJAXAZQyDJM2EG0Pd127SzOTD8HmwnYUzvonMGPHn8McGkgmlo+3Q8Slm1g+3k6tSQTw5zwSDg4bUFp6olvNBEVpo6TyJJzKPoVXvF7BqexT3b4EaLuC9Cp29tUKS68ZY8qzr1ZYdq2Z6K2wsDArNzc3j3HjxvErKir0JBKJAYvFwpo1a2oAYNWqVdVJSUk9XpDd3NyaFixY4PjJJ5+Y6enpPfILrLW19YNZs2Y1AEBwcHD1lStX2s8dEhLSLYFQWrRoUR0AeHp6Nvr6+jZwOByZra1tq76+vqyqqkrnhx9+MImLizPx8PDwEAgEHnl5eQZZWVkGvYlDm/R7IkEIGQngawCbIB/ueBPAzsc4bi0hJJkQklxZWdnPUQ5dXbtLf038AOVz9oAvWit/gbJmovT6gMZ1Ja8KxxOLsXGGM44nFrcPc6hDx3kknHib24c5aDJBaZ34/e1JvLImItwtBBsaWtv/3w6WZEJZE/HsSo/8Zxa5limHOfqaTJw/f54dGxvLTk5OzsrOzs7g8/lNTU1N3a5dhJAez3H58uXc9evXV16/ft3Ix8eH39LSAl1dXUYmk7W/5v79++0n6Hqujs/ZbLYMPTAwMGAAgMViQV9fvz1hYbFYaGlpIQzDYNOmTeVZWVkZWVlZGcXFxeLNmzf3+MvvYXFok35NJAghepAnEdEMw8QAcALgCCCNEFIIYAyA64QQ667HMgxziGEYEcMwIktLrezNGTQ6dpe2TdrwZxKh5DgF8N80YPFcyatqH87YMsutfZhDXclEp3kk8GfNhPRuulrOT1Fqw/Vt7xEUV4sR7hYCv5//BXB9278EiKvFmo7ysdwuqDfqWBOhrJm4XVDfp8VS6urqdExNTdvYbLYsJSXFIC0tzRgAZDIZlPUJR48eNffz81M5jNLW1oa8vDz9efPmST/++OPSe/fu6dTX1+s4ODjcT01NNQaA+Ph4o9LS0hHKY8rLy/V/+eUXYwCIjo42mzRpkloW35ozZ87dY8eOWdTX17MAoKCgQK+0tLTH2o7+ikPd+m1CKiJPnT4FkMkwzAcAwDDMDQCjO7ymEICIYRitXKZ2qOjaXepn7afRsdf0kvpONRHKmon0knq1DHGomi/CjDOR1klQ2qfDXVSrRKvlNUsd7qLys9Hs/9UnMeFFp27LtDp6WUj7WicRGBhYf+jQIUsejyfg8XjN3t7eDQBgaGgoS0pKMt67d6+tubl5S0xMTL6q41tbW8nSpUsdpVKpDsMwZM2aNXcsLCzaQkJCaqOjo82dnZ0FPj4+Dfb29s3KYxwcHJo/+uij0WvXrjVycXFpDg0NVUu3+MKFC+9KJBKDp59+2h0AjIyMZNHR0QVcLrdV1ev7Kw51IwzTP/WOhBB/AL8BuAFA2RX0JsMw33d4TSEeI5EQiURMcnJyv8Q51LV3l04Nh266Fco5NxGW/3Z7NXhJdi3uFN6F72x7TYdKUcPXpffkd1FN+bu8dklNCCHXGIYR9fb4tLS0Qm9vb638omdkZOSjagXQvsrOztafO3euS25urkTd5x7M0tLSLLy9vR1U7evPuzbiGYYhDMN4MQzzlOLxfZfXONDeiP4lrha3Jw2jHUxQcUofb/D+AXG1GCXZtfjxv2KMdjDRdJgUNXwVxMl7IjR0FxVF9RVda2OIWyVc1f73MW4czP6rED/+VwzhlGn4MU6M2X8VYowbR4MRUtQwpphZtn04w/GZAZ8kbrBS1RsRHBxs98cff3S6s2HdunW3//a3v1U/7nnd3NweDGRvREVFhc60adPcum7/9ddfs62trdsGKo6+oInEMDPGjQPhFC6Svy+E6AUHmkRQlCaVXu+cNDhOQdFzi8C+9S3MOiQSNbUJkN5Np+vFPMKxY8cG3SSH1tbWbVlZWRmajqMvtHKWLKr/lGTXQhxXCtELDhDHlaIku8dboimK6m/+m7r1PLAdXoSYxNIp3qlBg/ZIDCPKmgjlcAbXjdPp+VBx/cci/CyV4hkf6/a7QEqya3ExpQxNNgZ4daqThiOkqJ51nOKdy12K0tITdIp3SqvRHolh5E7h3U5Jg7Jm4k7hXQ1Hpl6jHUxwL7ESr0Vdw5W8KpRk1yLycCr2ZZaobT0PiupPdIp3ajChPRJDXFFRJNgmXjDjTGy/xbPjeOsYN86Q6o0A5AnS1klX4XjVGK8cYfDUAx3cMJLh+KwHEJYfB5wGbvItiuqNrlO8czgTaDJBaS3aIzHEDdcltcsb2rDc+H0sapbgN9YD7BBWgR+7HpmFWjkxHDVMqVpU78rNI0hOXTvopniPPxlllXctqdN02HnXktjxJ6OsejpmsNu0aZPtmTNn1LKeyGBGE4khbrguqd1oPh3/LZuI9cb7sE8nBs+K38Dhikkwfmq+pkOjqHZdF9VLKk/CtxkRGDl2y6Cb4t3Gxb3xwsf/5imTibxrSewLH/+bZ+Pi3qjp2PpDa2sr9u/fXxYQEKCWFU4HM5pIDAPDbby1JLsWZy49QKTly7je4IQFel/hj3pHfGwaghLDHlcapqgBZ/UgBXtEL7cvqhcaG4r5HhvB1XvQ6XVmnIlaf+un0zg/6Zz1W/MvfPxv3uWjh2wvfPxv3pz1W/OdxqleA+NJzJw500kgEPCdnZ0F4eHhFoB8ZsvVq1ePdXZ2FkycONG1rKysx6H6d999d7STk5PA1dXVY+7cuTwA2LJli+3OnTvbe0tcXFwE2dnZ+tnZ2fqOjo6C+fPnO/J4PMHzzz/Pk0qlLADgcrme69at43p4ePA/++wzTmBgoINyvQ8ul+u5fv16rru7u4dQKOTHx8cb+fv7u4wdO1b4/vvvty8Y9dZbb1kJhUK+q6urx+bNm3v8hfTaa69xd+/e3X5c13i1CU0khoHhtqT2ncK7GDneEieeb8NU05tIqByL6Zw87HWoQnpJvabDo6h2bBMvtJZ/gpW8iYhMj8RK3kS0ln8yaIcencb5SQVTnq28fuFbG8GUZyvVkUQAQHR0dKFEIslMTU3NiIyMtKqoqNBpampiiUSihps3b0omT54s3b59e48X5YiICGuxWJyRk5OTcfTo0aJHtVdYWGiwYcOGO/n5+RI2my3bu3dv+wXd3Ny8NSMjI3Pt2rXd7p23s7N7kJWVlTF+/Ph7q1atcjh37lxeYmJiVlhYmC0AxMTEmNy8edMgPT09MzMzMyM1NdXowoULKpcGX7ZsWU1MTIyZ8vnZs2c5ISEhNY+KXRNoIjHEDccltX1n2+ONcTXgx67HdxUCyKZux/d3hJh5+//wql2ppsOjqHYZkjY06i2Hxd0Y7HDxhMXdGDTqLUeGZFBMaNhN3rUktiTuoqXvnPnlkriLll1rJnorLCzMys3NzWPcuHH8iooKPYlEYsBisbBmzZoaAFi1alV1UlKSygsyALi5uTUtWLDA8ZNPPjHT09N75AJT1tbWD2bNmtUAAMHBwdVXrlxpP3dISEiPk+8sWrSoDgA8PT0bfX19GzgcjszW1rZVX19fVlVVpfPDDz+YxMXFmXh4eFBTBNsAACAASURBVHgIBAKPvLw8g6ysLANV55o8eXJTdXW1bmFhoV5CQoKhqalpm7Ozc8ujYtcEmkgMcV2X1M6QtMHC/M1O460FBQWIj4/XVIj9ovb6dzhX6g7fdeGYvGg5fNeF41ypO2qvf6fp0CiqndRAirifb8PAYBYsmxNhYDALcT/fhtRg8A27K2si5qzfmj995doy5TBHX5OJ8+fPs2NjY9nJyclZ2dnZGXw+v6mpqanbtUu+4LRqly9fzl2/fn3l9evXjXx8fPgtLS3Q1dVlZDJZ+2vu37/ffoKu5+r4nM1my9ADAwMDBgBYLBb09fXbExYWi4WWlhbCMAw2bdpUnpWVlZGVlZVRXFws3rx5c4/rTc2fP7/2+PHjnOjoaLOFCxdqZW8EQBOJIc/e/pX2JOJgbB7uYBTOn8+FTDYLABATL8abUZfA5XI1Gaba5eo+Dd914bATyruI7YRe8F0XjlzdpzUcGUX9qdygHFOes4Ks4VcAcyFr+BVTnrNCuUG5pkN7YuW5WUYdayKUNRPluVlGfTlvXV2djqmpaRubzZalpKQYpKWlGQOATCaDsj7h6NGj5n5+qodR2trakJeXpz9v3jzpxx9/XHrv3j2d+vp6HQcHh/upqanGABAfH29UWlo6ov29lJfr//LLL8YAEB0dbTZp0iS13O41Z86cu8eOHbOor69nAUBBQYFeaWlpj7Udy5cvr/n666/Nzp8/zwkODtbaaYjpPBLDiNcYU2w4kY//m/4CTp8+DWOeDz661oh//WU8HB0dNR2eWvm9+D/dttkJvdoTC4rSBgFcPsTijWjRW4/f4u7gmSnroddyBAHcCE2H9sT8F4fc7rrNaZyftK91EoGBgfWHDh2y5PF4Ah6P1+zt7d0AAIaGhrKkpCTjvXv32pqbm7fExMTkqzq+tbWVLF261FEqleowDEPWrFlzx8LCoi0kJKQ2Ojra3NnZWeDj49Ngb2/frDzGwcGh+aOPPhq9du1aIxcXl+bQ0NDKvrwHpYULF96VSCQGTz/9tDsAGBkZyaKjowu4XG6rqteLRKLmhoYGlpWV1QN7e3utHNYAAMIwjxwu0jiRSMQkJydrOowh4UpeFTacSMFkKxl+ym/CRpEx1v/Pc5oOi6KGpaKiSDQ0jMb587kQiURITk7G3LkuMDa+o5a7NAgh1xiGEfX2+LS0tEJvb+8eu941ycjIyEfVCqB9lZ2drT937lyXgVwBdDBIS0uz8Pb2dlC1jw5tDDOTnCzwFzcTnMtvxSyeIRryU1BQUKDpsChqWIqqnYpPYqsQFBSEGTNmICgoCJ/EViGqdqqmQ6Oox0YTiWEmJl6M0ykVCPa1wO+3WXCeJB/moMkERQ08y7u1+MXDD6Wj5IvLlY6ywC8efrC8q7XD4VpDVW9EcHCwnbu7u0fHx4cffmj+JOd1c3N7MJC9ERUVFTpdY3Z3d/eoqKjQGagY+uqxaiQIISMABAJw6HgMwzC7+icsqj9cyavCP34qxr/+4oSF/kLMUQxz/N/0F1BaWjrk6iQoStsF5UjgzPfCWkkhVtha4POyKhzQvQ+fTAkwZWhPHNcfjh07VqzpGJ6UtbV1W1ZWVoam4+iLx+2ROAvgRQCtABo6PKhBJL2kHpEr/LDQXwhAPsxxYKkP7rQZwt/fX8PRUdTwYyD0hF3oJixl7mNf0W0sZe7DLnQTDISemg6Noh7b4961MYZhmOf7NRKq37061anbtklOFpjkZKGBaCiKMp4wHsXh+3Gstgmv3KvBsZFmmBC+H64T/DQdGkU9tsftkbhCCKEp8hBQffgwGq4mdtrWcDUR1YcPaygiihq+4mul2MgY4oPb+Vj8z+344HY+NjKGiK8dfBNSUcPXQxMJQsgNQkg6AH8A1wkh2YSQ9A7bqUHGQOiJ0s2b25OJhquJKN28mXalUpQGpN5tRARpgsvhSFi8tg4uhyMRQZqQendILphJDVGPGtqYOyBRUAPGeMJ4cPftQ+nmzeAsWYzaL06Cu28fjCeM13RoFDXsvFxeiNLQze3/B438xgObN2Hivn2AvVYu9Nij+h8LrfTt2I2GfPP27pSmzGr2g2Kpkelsh26TVQ0FmzZtsp02bZq0v5YS9/HxcU9JScnqj3Or00N7JBiGKWIYpgjAu8q/d9w2MCFS6mY8YTw4Sxaj6pP/gLNk8f+zd/dxTV53/8A/J0iIsYHyJJEIJiEkkAQpilCUOrXOyoa2iNrODbYbKSvTTnTaOfvT7t7ttiJsVZxu2nuOVWl3q6NatGhnp1DqBkUlSJ4oT7UEUFEIAXkKuX5/YBgqCBoegj3v18tXyZXrOvketK/rm3POdb40iaCocdJRdvWeRN6a6HeUXR3nyB4d25d35/bRcnG79hYP6E0ibh8tF7N9eU/k8IrZbMbu3bvrRiuJAICJkEQAw18joej/ghDiAGD2yIdDjYW2fxei6YO/weMnyWj64G8PrJmgKGpsuCcmPpDIT3k2HO6JieMU0eObHOhuclstrbp9tFzcnFPpfftoudhttbSq/wjF41q8eLGfQqEIlEgkivT0dA+gd2fLtWvX+kgkEkVERIS0rq5u0BH2nTt3TvXz81NIpVJ5dHS0GAA2bdrkvWPHjr5hH39/f4Ver2fr9Xq2SCRSLF++XCQWixVLly4Vm0wmFgAIBIKg5ORkgVwuDzx06JBrbGys0FrvQyAQBK1bt04QEBAgVyqVgQUFBdzIyEh/Hx8f5a5du/rKkG/fvt1LqVQGSqVS+caNGwctfW7tI9BbuCw0NFS2YMECiVAoVK5Zs8a3p8d+KsQOtUbiF4QQE4CZhJAWQojp7usb6H0klJpgrGsiBO+8A8+f/rRvmoMmExRF2WpyoLtpyqypN1s/r5s2ZdbUmyORRABAVlZWjVqt1paUlGgOHDjg1dDQ4NDe3s4KDQ1tq6ioUM+bN8+0devWQW/KGRkZ/LKyMk15ebkmMzPzq6E+r6amhrN+/fobVVVVah6PZ0lLS+tLBNzd3c0ajUablJT0wK5hvr6+XTqdThMeHt6akJAgzMnJqSwsLNSlpqZ6A0B2drZzRUUFp7S0VKvVajUlJSXc3NzcQcuf93f16tUp+/fvv1ZRUVFWU1Pj9N5777kO57qxMNTUxm8ZhuEBSGMYxplhGN7dP+4Mw/xijGKkRtCTNJRKUZR9adfe4rVdvuH51Dzv+rbLNzyt0xy2Sk1N9ZLJZPLZs2cHNjQ0OKrVag6LxUJiYuJtAEhISLhVVFQ06A1ZJpO1x8TEiPbv3+/m6Og4ZIEpPp/ftWTJkjYAiIuLu3Xx4sW+tuPj4wfddnT16tXNABAUFHRn1qxZba6urhZvb28zm822NDY2Opw5c8Y5Pz/fWS6XyxUKhbyyspKj0+k4w/kdBAUFtcnl8q5JkyZh9erVtz/77LNhJSBjYbj7SGwjhKxA79MbDIDPGIY5MXphUaNloCHTKc+G03USFEXZxLomwjqd4SR52jQS0xunTp3i5eXl8YqLi3U8Hs8SFhYma29vf+BLMCFk0DbOnz//ZW5uLu/kyZMu6enp0/R6vXrSpEmMxWLpO6ezs7Ovgfvb6v+ax+NZMAgOh8MAAIvFApvN7ktYWCwWuru7CcMwSElJqd+yZcsjF0J7WEzjbbhrJPYBeA3AVQBlAF4jhOwbtagoiqKoCaXrmonbP2mwrpnoumbi2tJuc3Ozg4uLSw+Px7NcuXKFo1KppgCAxWKBdX1CZmame1jYwOXKe3p6UFlZyV62bJlp3759htbWVgej0eggFAo7S0pKpgBAQUEB12AwOFmvqa+vZ587d24KAGRlZbnNnTu31ZY+WEVFRbUcPnzYw2g0sgCgurra0WAwDOsL/dWrV6fodDp2T08Pjh8/7vbcc8/ZzWYjwx2RWAQgkLlbc5wQ8lcAtMQqRVEUBQAY6BHPyYHuJlvXScTGxhoPHjzoKRaLFWKxuCM4OLgNACZPnmwpKiqakpaW5u3u7t6dnZ1dNdD1ZrOZrFmzRmQymRwYhiGJiYk3PDw8euLj45uysrLcJRKJIiQkpG3GjBkd1muEQmHH3r17pyYlJXH9/f07Nm/efNOWPlitWLGiRa1Wc+bMmRMAAFwu15KVlVUtEAjMQ12rVCrbXnvtNd+amhrO3LlzW+Li4ppHIqaRQO7mBg8/iZBTANbdfewThJAZAP7AMMyyUY4PABAaGsoUFxePxUdRFEU9MQghlxiGCX3c61UqVU1wcPAjD8OPBS6XGzJQBVBb6fV6dnR0tP9YVgAdyqlTp3i/+93vvM6fP18xXjGoVCqP4OBg4UDvDXdEggdASwgpQu8aiTAAxYSQjwCAYZjlIxEoRVEURVETy3ATiR2jGgVFURRFPYKBRiPi4uJ8v/jii3ueZkhOTr6+YcOGW8NtVyaTdY3laERDQ4PDggULZPcfv3Dhgp7P5/cAQHR0tCk6Otpu1kTcb1iJBMMweXenM/wZhjlHCJkMYBLDMHbbMYqiKOqb5fDhw9fGO4ZHxefze3Q6nWa847DFsJ7aIIS8CuA4gAN3D00H8NDHPwkhPoSQ84QQDSFETQjZcPd4GiFEd7f414eEkKdt6QBFURRFUeNnuI9/rgMwD0ALADAM8yWAqUNcYwbwM4Zh5ACeBbCOECIH8A8ASoZhZgIoB0A3tqIoiqKoCWq4iUQnwzBd1heEkEnoXXQ5KIZh6hmGuXz3ZxMALQABwzCfMAxjfdTl3+gd3aAoiqIoagIabiKRRwjZBmAyIeTbAI4ByBnuhxBChABCANxf0CEBQO4g1yQRQooJIcU3b47II7wURVEUNWJSUlK8T5w4MSLbgE9kw00ktgK4id6dLX8M4GMA/284FxJCngLwdwApDMO09Dv+JnqnP7IGuo5hmIMMw4QyDBPq6ek50CkURVGUnfj000+99Hr9PTdVvV7P+/TTT70Gu2YiG4sy4lYWiwX2VO3zfsNKJBiGsaB3ceVPGIZZyTDMu8wwdrIihDiiN4nIYhgmu9/xHwGIBvD94bRDURRF2bfp06ff+fDDD8XWZEKv1/M+/PBD8fTp0+/Y2vY3sYy4Xq9nC4VCZUxMjFAqlSoqKyvZx48fd5bL5YEymUweEREhtfX3OlKGKiNOCCG/JIQ0AtAD0BNCbhJChtxXgvRWFPkzAC3DML/vd3wpgDcALGcYxuZ/YBRFUdT4k8lkppiYmKoPP/xQnJub6/3hhx+KY2JiqmQymc3f2L+pZcSvXbvmtH79+psVFRXqp556yrJ+/XphdnZ2pV6v15w4caJy6N/c2BhqRGIjep/WmMMwjBvDMG4AwgHMI4RsHOLaeQDiACwihJTc/fMdAH9A706Z/7h77E829oGiKIqyAzKZzBQcHHyzsLBwWnBw8M2RSCKAb24Z8WnTpnU9//zzbQBw4cKFKWFhYaaAgIAuAPDy8rKbuY6hNqSKA/BthmH69lpnGKaKEPIDAJ8AeGewCxmGKQAwUJ3Tjx8nUIqiKMq+6fV6nkql8gwPD69XqVSeYrHYZGsy8U0uI87lcgf9LHsy1IiEY/8kwophmJsAHEcnJNtdPvsVavX3Jo21+iZcPjvkiBZFURT1GKxrImJiYqqioqLqrNMc9y/AfFS0jHivBQsWtBUVFfF0Oh0bAK5fv+4wEjGNhKESia7HfG9cTRU64+y7ZX3JRK2+CWffLcNUofM4R0ZRFPVkqq2t5fZfE2FdM1FbW8u1pd3Y2Fij2WwmYrFYsWXLFsH9ZcT9/f0V+fn5vN/+9rf1A11vLSMulUrlSqVS3r+MeFNTk4NEIlHs2bNn6kBlxMVisaK5uXnSSJYRX7Vq1e05c+YESKVSeUxMjF9zc/OwEgJvb29zRkZGTUxMjEQmk8ljYmLEIxHTSHhoGXFCSA+AtoHeAsBhGGZMRiUep4y4NXlQzhegLN+AF15VYrrMdZQipCiKsj+0jPijs8cy4vbgscuIMwxjN0Mnj2q6zBXK+QIUf1yD0O8IaRJBURRFUaNguGXEJ5xafRPK8g0I/Y4QZfkGCGSuNJmgKIp6QnyTyojbuycykbBOa1inMwQy13teUxRFUU8eWkZ8fAx3i+wJ5UZNyz1Jw3SZK154VYkbNS1DXElRFEVR1KN4IkckZr0w44Fj0+nUBkVRFEWNuCdyRIKiKIqiqLFBEwmKoiiKoh4bTSQoiqIo6jGkpKR4nzhxwqadO58ET+QaCYqiKGpsVVb+zsvZ5Zk7nh7P921VfbPxU16LsYTr5/ez6+MZ22gwm83YvXt33XjHYQ/oiARFURRlM2eXZ+5oNJvFNxs/5QG9SYRGs1ns7PLMHVvbXrx4sZ9CoQiUSCSK9PR0D6B3Z8u1a9f6SCQSRUREhLSurm7QL8Y7d+6c6ufnp5BKpfLo6GgxAGzatMl7x44dXtZz/P39FXq9nq3X69kikUixfPlykVgsVixdulRsMplYACAQCIKSk5MFcrk88NChQ66xsbFCa70PgUAQtG7dOkFAQIBcqVQGFhQUcCMjI/19fHyUu3bt6itDvn37di+lUhkolUrlGzduHLT0+a5duzwDAgLkAQEBcoFAEBQeHi591H6PFZpIUBRFUTbz9HjeJJenV2k0m8Xl5f/jrdFsFsvl6VX9RygeV1ZWVo1ardaWlJRoDhw44NXQ0ODQ3t7OCg0NbauoqFDPmzfPtHXr1kFvyhkZGfyysjJNeXm5JjMzc8jqjTU1NZz169ffqKqqUvN4PEtaWlpfIuDu7m7WaDTapKSkB8qJ+/r6dul0Ok14eHhrQkKCMCcnp7KwsFCXmprqDQDZ2dnOFRUVnNLSUq1Wq9WUlJRwc3NzByx//sYbb9zU6XQalUql5fP5XRs2bLgOAI/S77FCEwmKoig7s+v4KZz7vOieY+c+L8Ku46fGKaLh8fR43jSNv+Lm17WZ06bxV9wciSQCAFJTU71kMpl89uzZgQ0NDY5qtZrDYrGQmJh4GwASEhJuFRUVDXhDBgCZTNYeExMj2r9/v5ujo+PgBabu4vP5XUuWLGkDgLi4uFsXL17sazs+Pv6BBMJq9erVzQAQFBR0Z9asWW2urq4Wb29vM5vNtjQ2NjqcOXPGOT8/31kul8sVCoW8srKSo9PpOA+LZe3atT7z5883rVmzxgj0liQfbr/HCk0kKIqi7MysaVOxrqmzL5k493kR1jV1Yta0qeMc2cPdbPyUV9+Q7ekz/Uf19Q3ZntZpDlucOnWKl5eXxysuLtbp9XpNYGBge3t7+wP3LkLIoG2cP3/+y3Xr1t28fPkyNyQkJLC7uxuTJk1iLBZL3zmdnZ19DdzfVv/XPB7PgkFwOBwG6L3Zs9nsvoSFxWKhu7ubMAyDlJSUep1Op9HpdJpr166Vbdy4cdCiaBkZGe61tbXs9PT0QddiPKzfY4UmEhRFUXZm8bww7HN1wrqmTrz1t5NY19SJfa5OWDwvbLxDG5R1TYRcnl4llW6vs05z2JpMNDc3O7i4uPTweDzLlStXOCqVagoAWCwWWNcnZGZmuoeFhQ04+tHT04PKykr2smXLTPv27TO0trY6GI1GB6FQ2FlSUjIFAAoKCrgGg8HJek19fT373LlzUwAgKyvLbe7cua229MEqKiqq5fDhwx5Go5EFANXV1Y4Gg2HANQ6fffYZd+/evfxjx45VOzj8p37mcPs9lmgiQVEUZYcWzwvDK623ccBrBl5pvW3XSQQAtBhLuP3XRFjXTLQYS7i2tBsbG2s0m81ELBYrtmzZIggODm4DgMmTJ1uKioqm+Pv7K/Lz83m//e1v6we63mw2kzVr1oikUqlcqVTKExMTb3h4ePTEx8c3NTU1OUgkEsWePXumzpgxo8N6jVAo7Ni7d+9UsVisaG5unrR58+abtvTBasWKFS2rVq26PWfOnACpVCqPiYnxa25uHrDK9p49e6YajUaH5557ThYQECB/+eWXZzxKv8cSYZghp4vGXWhoKFNcXDzeYVB2rKCgAAKBACKRqO9YdXU1DAYDIiMjxzEyino81umMV1pv429PuT3WiAQh5BLDMKGPG4NKpaoJDg4edOh9PHG53JCBKoDaSq/Xs6Ojo/3HsgLooxitfg9FpVJ5BAcHCwd6j45IUE8EgUCAY8eOobq6GkBvEnHs2DEIBIJxjoyihuerrw7gdtO/APwniUjn1CMhoqFvmuP+BZgUZQ/G/flTihoJIpEIq1atwrFjxxAaGori4mKsWrXqnhEKirJnPOeZKCv7KZTKDFyuv4X0p+/AxSkNPOeM3jUTnxfhcv0NLB7vQO3EQN/K4+LifL/44ot7nmJITk6+vmHDhlvDbVcmk3WN5WhEQ0ODw4IFC2T3H79w4YKez+f33H98PEYjhkITCeqJIRKJEBoaivz8fMyfP58mEdSE4uYaAaUyA2VlP0XsrDUwGN6HUpkBN9cIAL1rJmgS8XCHDx++Nt4xPCo+n9+j0+k04x2HLejUBvXEqK6uRnFxMebPn4/i4uK+aQ6KmijcXCMgEKxBTc0fIBCs6UsiKMqe0USCeiJY10SsWrUKixYt6pvmoMkENZHcbvoXDIb3IRSuh8Hwft+aCYqyZzSRoJ4IBoPhnjUR1jUTBoNhnCOjqIf7w1fXUdBkwu2mf/Wtkah3TUSh536Ulf2UJhOU3aOJBPVEiIyMfGBNhEgkoo9+UnbvGWcuktQ1OH+9BkplBjRQIkldgwivACiVGTC1lI53iBT1UDSRoCiKGkeRrjwcVAixvVGJd5uESFLX4KBCiEhXHtxcIzBjxo/HO0RqECkpKd4nTpyweRvwiY4+tUFRFDXOIl15+KG3B9756jo2zvBCpOvEuzf9tqrea7Yz984SD5e+LZs/aTTyLrXc4f5CPO36eMY2GsxmM3bv3j1oDYxvEjoiQVEUNY7+lFeJgyVf4691jdg4wwt/rWvEuQ/KcCz73icCOyqbYcr7epyiHNpsZ+6d17XXxJ80GnlAbxLxuvaaeLYz946tbS9evNhPoVAESiQSRXp6ugfQu8Pj2rVrfSQSiSIiIkJaV1c36BfjnTt3TvXz81NIpVJ5dHS0GAA2bdrkvWPHDi/rOf7+/gq9Xs/W6/VskUikWL58uUgsFiuWLl0qNplMLAAQCARBycnJArlcHnjo0CHX2NhYobXuhUAgCFq3bp0gICBArlQqAwsKCriRkZH+Pj4+yl27dvWVId++fbuXUqkMlEql8o0bNw5aAnzXrl2eAQEB8oCAALlAIAgKDw+XPqzfYWFhsv/6r//yCQgIkPv7+yvOnz9v09bkj4ImEhRFUeOI5cLGb7LLkPLU0/i5eBr+Up+NC+qLmKVqQkdlMwCgoyAft/96GY7T7XekYomHi2lvoG/V69pr4u1f1nq/rr0m3hvoW9V/hOJxZWVl1ajVam1JSYnmwIEDXg0NDQ7t7e2s0NDQtoqKCvW8efNMW7duHfSmnJGRwS8rK9OUl5drMjMzvxrq82pqajjr16+/UVVVpebxeJa0tLS+RMDd3d2s0Wi0SUlJD5QT9/X17dLpdJrw8PDWhIQEYU5OTmVhYaEuNTXVGwCys7OdKyoqOKWlpVqtVqspKSnh5ubmDlgG/I033rip0+k0KpVKy+fzuzZs2HAdAB7W7/b2dpZOp9NkZGR8lZSUNGYb6dBEgqIoahx1ubKxbYUSf8rR4fef6PFnrTPe5P4G1aHNuP2+Fsaj+bh92gS3JZPA8Xt6vMN9qCUeLqbVfNeb79Y2TlvNd705EkkEAKSmpnrJZDL57NmzAxsaGhzVajWHxWIhMTHxNgAkJCTcKioqGvCGDAAymaw9JiZGtH//fjdHR8chC0zx+fyuJUuWtAFAXFzcrYsXL/a1HR8f/0ACYbV69epmAAgKCroza9asNldXV4u3t7eZzWZbGhsbHc6cOeOcn5/vLJfL5QqFQl5ZWcnR6XSch8Wydu1an/nz55vWrFljBHpLkg/W7zVr1twGgKioqNbW1lZWY2PjgAXBRhpdI0FRFDUOik4eB99PivXKmcAMoPXGHfz9dB5W+HAwOfY9LD72Ixi9fgXT5RngzeKBEzl/vEMe0ieNRt7RhibPV6d71B9taPJ8zpVnsjWZOHXqFC8vL49XXFys4/F4lrCwMFl7e/sDX4IJIYO2cf78+S9zc3N5J0+edElPT5+m1+vVkyZNYiwWS985nZ2dfQ3c31b/1zwez4JBcDgcBui92bPZ7L6EhcViobu7mzAMg5SUlPotW7YMqxBaRkaGe21tLfuvf/3roDt29o/tYXGPJjoiQU14/YsdWd1u+he++urAOEVEUUPj+0lxavfb+DTzHzh7vgb/+PRzrGj+FB9aSrFP14wi1q/RVvU0eOKv8HlNJQ7m7RvvkB/KuiZib6Bv1f/4T6+zTnNY10w8rubmZgcXF5ceHo9nuXLlCkelUk0BAIvFAuv6hMzMTPewsLABE5aenh5UVlayly1bZtq3b5+htbXVwWg0OgiFws6SkpIpAFBQUMA1GAxO1mvq6+vZ586dmwIAWVlZbnPnzm21pQ9WUVFRLYcPH/YwGo0sAKiurnY0GAwDfqH/7LPPuHv37uUfO3as2sHhPwMLD+v3Bx984AoAZ8+efYrH4/W4u7s/UKtjNIzaiAQhxAfAewC8ADAADjIMs4cQ4gbg/wAIAdQAWM0wzKBDRRQ1lP7FjtxcI+7Z2Iei7JWvciaiU7YiO+03MBMFXmDUWLHlTXC+rkGm4TdwNX0fM0NvofTr3fjtNE/8ojAJHdOb7XZ641LLHW7/NRHWNROXWu5wbRmViI2NNR48eNBTLBYrxGJxR3BwcBsATJ482VJUVDQlLS3N293dvTs7O7tqoOvNZjNZs2aNyGQyOTAMQxITE294eHj0xMfHN2VlZblLJBJFSEhI24wZMzqs1wiFwo69e/dOTUpK4vr7+3ds3rz55uPG39+KFSta1Go1Z86cOQEAwOVyLVlZWdUCgcB8/7l79uyZajQaHZ57FbdvggAAIABJREFU7jkZAAQHB7f93//931cP6zeHw2ECAwPlZrOZHDx4cMy29SUMM+R00eM1TMg0ANMYhrlMCOEBuATgJQA/AnCbYZi3CSFbAbgyDPPzh7UVGhrKFBcXj0qc1JPBmjwIBA8WO6Ioe5aRthfdxWfh5DwXc5a9grLzNXBxO45030v4wcw4HNVmIf36TcyccwjdPSLwvuUz7LYJIZcYhgl93NhUKlVNcHDwsIbhxxqXyw0ZjUqYer2eHR0d7T+WFUAfxWD9DgsLk6Wnp389f/58m5+SGYhKpfIIDg4WDvTeqE1tMAxTzzDM5bs/mwBoAQgAvAjgr3dP+yt6kwuKsgktdkRNRNfKSjFJ/y88G/sKejpVKDyZD6XkOlb+4BX8YGYcDpQewOrA7yPspUPg4PIjJREUNVbGZLElIUQIIARAIQAvhmHq777VgN6pD4qyyf3Fjlxdn6XJBGXXrpWV4tTutxGdshUsRx9czQc6W3JwRbsMjXO6cbTqKH4888c4qj+KsG+FISwyZbxDtisDfSuPi4vz/eKLL+55eiM5Ofn6hg0bbg23XZlM1jWWoxENDQ0OCxYskN1//MKFC3o+n//AGofBRmGKior0oxHfcIx6IkEIeQrA3wGkMAzT0n8VKcMwDCFkwLkVQkgSgCQA8PX1He0wqQms/5oIN9cIuLo+e89rirJHDZXlfUnE2XfLEP36d2HpnolThR/hv6/uw1tBO/HdkOcRxg/D5rzNSP9WOsKmhY132Hbt8OHDgz7dYK/4fH6PTqfTDH2m/RrVpzYIIY7oTSKyGIbJvnv4+t31E9Z1FDcGupZhmIMMw4QyDBPq6ek50CkUBQAwtZTekzS4uUbQYkeU3Qt7cSV8lTNxo6YFL7yqxHSZK3yVM8EJ98ZbQTsxrUnSe960MKR/Kx1lt8rGOWKKGthoPrVBAPwZgJZhmN/3e+sjAD8E8Pbd/54crRiob4aBihq5uUbQ0QhqQpj1wox7XicoEx44J2xaGB2NoOzWaE5tzAMQB+AqIaTk7rFt6E0gjhJC1gL4CsDqUYyBoiiKoqhRNGqJBMMwBQAG21br+dH6XIqiKIqixg7d2ZKiKIqiHkNKSor3iRMnRq2SWkhISMBwzjObzQgMDJQvXLhQYj128uRJnlwuDwwICJDPnj1bVlZW5tT/mszMzKcJIbPz8/NtrhJKEwmKoqgRZMr7uq9qp5W9lwAfCeln9V7ntNfvuame017npZ/VP5GP+JvNZuzevbvupZdeGpHCZAO5cuWKbjjn7dy500sikbT3P7Zhw4YZR44cqdbpdJpVq1bdfuutt6ZZ32tqamL94Q9/8Jo5c2bbSMRJEwmKoqgRUlBQgLpJvVU7rcmE/vOr+OeRjx+pBPjls1+hVn9v5YBafRMunx2yAva4ecb36TubjpaIrcnEOe113qajJeJnfJ+2eafFxYsX+ykUikCJRKJIT0/3AHp3eFy7dq2PRCJRRERESOvq6gadqt+5c+dUPz8/hVQqlUdHR4sBYNOmTd47duzoS3L8/f0Ver2erdfr2SKRSLF8+XKRWCxWLF26VGwymVgAIBAIgpKTkwVyuTzw0KFDrrGxsUJr3QuBQBC0bt06QUBAgFypVAYWFBRwIyMj/X18fJS7du3qe/Rw+/btXkqlMlAqlco3btw4aOlzax8BwGg0siIiIqRyuTxQKpXKjxw50rdPemVlpePZs2ddXn311Qd2IG1ubna4e73DtGnTuq3Hf/aznwk2b97c4OTkNCJbW9NEgqIoaoQIBAKc/DwXpkVP4fb7WpQd+xc+/MdH8Fsc9Eg1MqYKnXH23bK+ZKJW34Sz75ZhqtB5tEK32eJAL9PvVz9Tteloifi/c9Tem46WiH+/+pmqxYFeNn9jz8rKqlGr1dqSkhLNgQMHvBoaGhza29tZoaGhbRUVFep58+aZtm7dOuhNOSMjg19WVqYpLy/XZGZmDpmN1dTUcNavX3+jqqpKzePxLGlpaX2JgLu7u1mj0WiTkpIeqBHl6+vbpdPpNOHh4a0JCQnCnJycysLCQl1qaqo3AGRnZztXVFRwSktLtVqtVlNSUsLNzc0dtPy5FZfLtZw+fbpCo9Fo8/Lyyrdt2zbdWrl03bp1Prt27aplse69nf/pT3+qWbFihb+Xl9fMo0ePuv/qV7+qB/oKlLFfeeUV41CfO1w0kaAoihohIpEIq1atwsnPc6Ga1oBTZf9EtGIRZPOCHqmd6TJXvPCqEmffLUPhR1U4+25Z314T9mxxoJcpdtb0m3/5vGZa7KzpN0ciiQCA1NRUL5lMJp89e3ZgQ0ODo1qt5rBYLCQmJt4GgISEhFtFRUWD3pBlMll7TEyMaP/+/W6Ojo5Dfgvn8/ldS5YsaQOAuLi4WxcvXuxrOz4+ftAik6tXr24GgKCgoDuzZs1qc3V1tXh7e5vZbLalsbHR4cyZM875+fnOcrlcrlAo5JWVlRydTscZKh6LxUJSUlKmS6VS+cKFC6U3btxg19bWTvrggw9cPDw8zM8999wDoz6///3vvbKzs7+8fv166Zo1axqTk5N9enp6sGnTJp+MjIwRnWcbky2yKYqivilEIhGe8QvCxauFCPcJhpuud43Eo1btnC5zhXK+AMUf1yD0O0K7TyKA3umMv1+u9fyvecL6v1+u9Zwn8TDZmkycOnWKl5eXxysuLtbxeDxLWFiYrL29/YEvwf13Tb7f+fPnv8zNzeWdPHnSJT09fZper1dPmjSJsX6rB4DOzs6+Bu5vq/9rHo9nwSA4HA4DACwWC2w2uy9hYbFY6O7uJgzDICUlpX7Lli2PVAjtwIEDbrdu3Zp09epVrZOTEyMQCILa29tZBQUFT/3jH/94WiAQuHR2drLa2tpYL774ouiPf/zj11qtdvKiRYvagN7kZ+nSpf7Nzc0OX375JWfRokUyAGhsbHRcuXKl5Pjx4xW2FPuiIxIURVEjSP/5VVy+ehlzg8Jx9faXfdMc9y/AHEqtvgll+QaEfkeIsnzDA2sm7I11TcTvVz9T9dYyRZ11muP+BZiPqrm52cHFxaWHx+NZrly5wlGpVFMAwGKxwLo+ITMz0z0sLGzAhKWnpweVlZXsZcuWmfbt22dobW11MBqNDkKhsLOkpGQK0Dfc3/dUQ319PfvcuXNTACArK8tt7ty5rbb0wSoqKqrl8OHDHkajkQUA1dXVjgaDYcgv9Eaj0cHDw6PbycmJycnJ4dXV1bEBYN++fYbr16+XGgyGq5mZmVXPPvus6eTJk9Wenp7m1tZWh9LSUicAOHXqlLNEIulwd3fvaWpqUhkMhqsGg+FqcHBwm61JBEBHJCiKokZMdXU1Tlw4jZhvL4dsXhD8qwNw7NgxvLgoCrxa07BHJVKPl6G18CZ+/OozmC5zhUDmigP/W4Knwj3x85XKUe7F4ym51sztvybCumai5Foz15ZRidjYWOPBgwc9xWKxQiwWdwQHB7cBwOTJky1FRUVT0tLSvN3d3buzs7OrBrrebDaTNWvWiEwmkwPDMCQxMfGGh4dHT3x8fFNWVpa7RCJRhISEtM2YMaPDeo1QKOzYu3fv1KSkJK6/v3/H5s2bbz5u/P2tWLGiRa1Wc+bMmRMA9K59yMrKqhYIBOaHXZeYmHg7KipKIpVK5TNnzrwjEok6Hna+o6Mj9uzZ89XKlSv9CCFwcXHpyczMrB6JPgyEMMyILNocVaGhoUxxcfF4h0FRFPVQBQUFEAgEEIlEfceqq6thMBgQGRk57Hb++jc13tHWYn/8bMz188DFykb85L1L2Bg4HT98RTHsdgghlxiGCX2kTvSjUqlqgoODH2kYfqxwudyQwSph2kKv17Ojo6P9x7IC6ESgUqk8goODhQO9R0ckKIqiRshAyYJIJLonsRiOH76igH+lF9a/fwU/CPfFkcJrfUkFRdkbmkhQFEXZobl+HvhBuC8y/lmBny6S0CTiPgONRsTFxfl+8cUX9zy9kZycfH3Dhg23htuuTCbrGsvRiIaGBocFCxbI7j9+4cIFPZ/P7xmrOGxBEwmKoih7U7AbZcQPRwo5+OkiCY4UXsOSKeVQMpVAZMp4R2e3Dh8+fG28Y3hUfD6/R6fTacY7DlvQpzYoiqLsTBnxg+AfP8F7izqwaYkM7y3qgOAfP0EZ8Rvv0CjqAXREgqIoys4UmOWI/PZ+KD/fAHSWQln8Z5R9ez8KzHLY5zMb1DcZTSQoiqLszGvf8gPgB3SWAvm7gPlvQDlvGU0iKLtEpzYoiqLsUXU+UPxnYP4bvf+tzh/viChqQDSRoCiKsjfV+cCxHwGrMoFFb/b+99iP7DuZ+PR/vKDPvXcXS30uD5/+zxNZRhwAUlJSvE+cOGHTzp0PExISEjDUOQKBIEgqlcqtVUetx3/84x9PF4lECqlUKv/2t7/t19jY6AAAf/zjH90CAgLk1j8sFmv2xYsXJ9sSJ00kKIqi7I3hcm/yIJrf+1o0v/e14fJ4RvVw00Pv4MPXxH3JhD6Xhw9fE2N6qM1lxO2R2WzG7t2761566aURKUw2kCtXruiGc15eXl65TqfTlJWVaa3HXnjhhZby8nJ1eXm5RiKRdGzfvp0PAMnJybd1Op1Gp9Np3nvvvWqBQNA5d+7cdlvipIkERVGUvYlM+U8SYSWab9+PfsqiTIj5UxU+fE2M3K3e+PA1MWL+VAVZlM032sWLF/spFIpAiUSiSE9P9wB6d7Zcu3atj0QiUUREREjr6uoGXfO3c+fOqX5+fgqpVCqPjo4WA8CmTZu8d+zY0Tda4u/vr9Dr9Wy9Xs8WiUSK5cuXi8RisWLp0qVik8nEAnq//ScnJwvkcnngoUOHXGNjY4XWeh8CgSBo3bp1AuvIQEFBATcyMtLfx8dHuWvXrr4y5Nu3b/dSKpWBUqlUvnHjxkFLn1v7CABGo5EVEREhlcvlgVKpVH7kyJEh91pfsWJFi6OjIwAgIiKizWAwsO8/57333nN76aWXbC7iQhMJiqIoamTIokwI/t5NFP5xGoK/d3MkkggAyMrKqlGr1dqSkhLNgQMHvBoaGhza29tZoaGhbRUVFep58+aZtm7dOuhNOSMjg19WVqYpLy/XZGZmfjXU59XU1HDWr19/o6qqSs3j8SxpaWl9iYC7u7tZo9Fok5KSHrgB+/r6dul0Ok14eHhrQkKCMCcnp7KwsFCXmprqDQDZ2dnOFRUVnNLSUq1Wq9WUlJRwc3NzBy1/bsXlci2nT5+u0Gg02ry8vPJt27ZN71+59Pnnn/dXKBSB1iTrfpmZmR5Lly413n/85MmTrvHx8cPerGswNJGgKIqiRoY+lwfVB54IT66H6gPPB9ZMPKbU1FQvmUwmnz17dmBDQ4OjWq3msFgsJCYm3gaAhISEW0VFRYPekGUyWXtMTIxo//79bo6OjkMWmOLz+V1LlixpA4C4uLhbFy9e7Gs7Pj5+0G/wq1evbgaAoKCgO7NmzWpzdXW1eHt7m9lstqWxsdHhzJkzzvn5+c5yuVyuUCjklZWVHJ1OxxkqHovFQlJSUqZLpVL5woULpTdu3GDX1tZOAoCCggKdRqPRfvLJJ1++++67U+9PTH7+85/zHRwcmNdee+12/+P//Oc/p0yePNkyZ86chxYAGw76+CdFURRlO+uaCOt0hvhbppGY3jh16hQvLy+PV1xcrOPxeJawsDBZe3v7A1+CCSGDtnH+/Pkvc3NzeSdPnnRJT0+fptfr1ZMmTWL6f6vv7Ozsa+D+tvq/5vF4FgyCw+EwAMBiscBms/sSFhaLhe7ubsIwDFJSUuq3bNnySIXQDhw44Hbr1q1JV69e1To5OTECgSDI+jsQiUTdACAQCMzf/e53m//1r39NiYqKagWAjIwM97Nnzz792WeflbNY9/7KsrKy3FasWHH7gQ97DHREgqIoirJdbTH3nqTBumaitphrS7PNzc0OLi4uPTwez3LlyhWOSqWaAgAWiwXW9QmZmZnuYWFhAyYrPT09qKysZC9btsy0b98+Q2trq4PRaHQQCoWdJSUlUwCgoKCAazAYnKzX1NfXs8+dOzcF6L3hzp07t9WWPlhFRUW1HD582MNoNLIAoLq62tFgMAz5hd5oNDp4eHh0Ozk5MTk5Oby6ujo2ALS0tLCamppY1p/Pnz/vPHPmzHYAOH78uPOePXv4H3/8ccX9yU9PTw9ycnJc4+PjRySRoCMSFEVRlO2e3379gWOyKJOt6yRiY2ONBw8e9BSLxQqxWNwRHBzcBgCTJ0+2FBUVTUlLS/N2d3fvzs7OrhroerPZTNasWSMymUwODMOQxMTEGx4eHj3x8fFNWVlZ7hKJRBESEtI2Y8aMviF+oVDYsXfv3qlJSUlcf3//js2bN9+0pQ9WK1asaFGr1Zw5c+YEAL1rH7KysqoFAoH5YdclJibejoqKkkilUvnMmTPviESiDgCora2dFBMTIwGAnp4eEhsbe2vlypUtALBp0ybfrq4u1qJFi6QAMGvWrNb333//GgDk5ubypk2b1iWXy7tGol+EYYacLhp3oaGhTHFx8XiHQVEUNaEQQi4xDBP6uNerVKqa4ODgRxqGHytcLjdkoAqgttLr9ezo6Gj/sawAOhGoVCqP4OBg4UDv0akNiqIoiqIeG53aoCiKoiacgUYj4uLifL/44ot7nlpITk6+vmHDhmE/4iiTybrGcjSioaHBYcGCBbL7j1+4cEHP5/N7xioOW9BEgqIoinoiHD58+Np4x/Co+Hx+j06n04x3HLagUxsURVEURT02mkhQFEXZkYKCAlRXV99zrLq6GgUFBeMUEUU9HE0kKIqi7IhAIMCxY8f6konq6mocO3YMAoFgnCOjqIHRNRIURVF2RCQSYdWqVTh27BhCQ0NRXFyMVatWQSQSjXdoFDUgOiJBURRlZ0QiEUJDQ5Gfn4/Q0NAJkURkXM7wuvD1hXtqa1z4+gIv43KG12DXTHQpKSneJ06cGJF6IgMJCQkJGOqcxsZGh6VLl4pFIpFCLBYrrDty/vjHP54uEokUUqlU/u1vf9uvsbHRof91X375JZvL5Yb0r4D6uEYtkSCEHCKE3CCElPU79gwh5N+EkBJCSDEhJGy0Pp+iKGqiqq6uRnFxMebPn4/i4uIH1kzYo5meM++8WfCm2JpMXPj6Au/NgjfFMz1n3hnv2EaD2WzG7t2761566aURqXA6kCtXruiGOicpKclnyZIlLdXV1WqNRqN55plnOgDghRdeaCkvL1eXl5drJBJJx/bt2/n9r3v99denf+tb33qgIujjGM0RiUwAS+87tgvAfzMM8wyAHXdfUxRFUXdZ10SsWrUKixYt6pvmsPdkYoHPAtOvI39d9WbBm+K3i972frPgTfGvI39dtcBngc032sWLF/spFIpAiUSisJbK5nK5IWvXrvWRSCSKiIgIaV1d3aBT9Tt37pzq5+enkEql8ujoaDEAbNq0ybv/t3F/f3+FXq9n6/V6tkgkUixfvlwkFosVS5cuFZtMJhYACASCoOTkZIFcLg88dOiQa2xsrNBa70MgEAStW7dOEBAQIFcqlYEFBQXcyMhIfx8fH+WuXbv6ypBv377dS6lUBkqlUvnGjRsHLX1u7SMAGI1GVkREhFQulwdKpVL5kSNHngaAW7duORQWFvJSUlIagd6iYR4eHj1A73bcjo6OAICIiIg2g8HAtrZ7+PDhp2fMmNEVGBhoc+VPYBQTCYZh8gHcXxCEAeB892cXAHWj9fkURVETkcFguGdNhHXNhMFgGOfIhrbAZ4Fpmd+ym1narGnL/JbdHIkkAgCysrJq1Gq1tqSkRHPgwAGvhoYGh/b2dlZoaGhbRUWFet68eaatW7cOelPOyMjgl5WVacrLyzWZmZlfDfV5NTU1nPXr19+oqqpS83g8S1paWl8i4O7ubtZoNNqkpKQHyon7+vp26XQ6TXh4eGtCQoIwJyensrCwUJeamuoNANnZ2c4VFRWc0tJSrVar1ZSUlHDvL/s9EC6Xazl9+nSFRqPR5uXllW/btm26xWKBXq9nu7m5mVetWiUMDAyUv/zyyzNaWloeuK9nZmZ6LF261Aj0JiW/+93v+Lt27Rqx++9Yr5FIAZBGCPkaQDqAX4zx51MURdm1yMhIOH/6Kdr+Xdh3TCQSIWSSI2797/+OY2RDu/D1BV5OZY7n9wO/X59TmeN5/5qJx5Wamuolk8nks2fPDmxoaHBUq9UcFouFxMTE2wCQkJBwq6ioaNAbskwma4+JiRHt37/fzdHRccgCU3w+v2vJkiVtABAXF3fr4sWLfW3Hx8c/kEBYrV69uhkAgoKC7syaNavN1dXV4u3tbWaz2ZbGxkaHM2fOOOfn5zvL5XK5QqGQV1ZWcnQ6HWeoeCwWC0lJSZkulUrlCxculN64cYNdW1s7yWw2E61Wy123bt1NrVar4XK5lvunMH7+85/zHRwcmNdee+02AGzZssV7/fr1111cXAYth/6oxvqpjWQAGxmG+TshZDWAPwNYPNCJhJAkAEkA4OvrO3YRUhRFjTOOMgiGjRsheOcdTHk2HG3/Lux7ba+sayKs0xnPTnvWNBLTG6dOneLl5eXxiouLdTwezxIWFiZrb29/4EswIWTQNs6fP/9lbm4u7+TJky7p6enT9Hq9etKkSYzF8p97aWdnZ18D97fV//X9Jbn743A4DACwWCyw2ey+hIXFYqG7u5swDIOUlJT6LVu2PFIhtAMHDrjdunVr0tWrV7VOTk6MQCAIam9vZwmFwi4vL6+uRYsWtQHAyy+/3PT222/3JRIZGRnuZ8+effqzzz4rZ7F6f2WXLl2acvr0ade33nprektLiwOLxQKHw7Fs27btsSucjvWIxA8BZN/9+RiAQRdbMgxzkGGYUIZhQj09PQc7jaIo6okz5dlwCN55B4aNG3EzI+OepMJeld4s5fZPGqxrJkpvlnJtabe5udnBxcWlh8fjWa5cucJRqVRTAMBiscC6PiEzM9M9LCxswGSlp6cHlZWV7GXLlpn27dtnaG1tdTAajQ5CobCzpKRkCgAUFBRwDQaDk/Wa+vp6tvXph6ysLLe5c+e22tIHq6ioqJbDhw97GI1GFgBUV1c7GgyGIb/QG41GBw8Pj24nJycmJyeHV1dXxwYAX19fM5/P71KpVE4A8MknnzjLZLIOADh+/Ljznj17+B9//HFF/+Tn0qVLeoPBcNVgMFx99dVXb2zYsKHeliQCGPsRiToA3wJwAcAiAF+O8edTFEVNCFOeDYfr915B4/4/wuMnyXadRADAT2f99Pr9xxb4LDDZuk4iNjbWePDgQU+xWKwQi8UdwcHBbQAwefJkS1FR0ZS0tDRvd3f37uzs7KqBrjebzWTNmjUik8nkwDAMSUxMvOHh4dETHx/flJWV5S6RSBQhISFtM2bM6Ft4KBQKO/bu3Ts1KSmJ6+/v37F582abbrRWK1asaFGr1Zw5c+YEAL1rH7KysqoFAoH5YdclJibejoqKkkilUvnMmTPviESivlj37t177fvf/764q6uL+Pr6dn7wwQc1ALBp0ybfrq4u1qJFi6QAMGvWrNb3339/VGqREIYZcrro8Rom5AMACwB4ALgO4C0AegB70JvAdAD4CcMwl4ZqKzQ0lCkuLh6VOCmKouyRdTrD9XuvoOmDvz3WiAQh5BLDMKGPG4NKpaoJDg5+pGH4scLlckMGqgBqK71ez46OjvYfywqgE4FKpfIIDg4WDvTeqI1IMAzzvUHemj1an0lRFPUkuPT7XeD+7Th8M/ZiyrPh4IaF49pPX8edV1Zi9qY3xjs8iroH3SKboijKzrjc6USRrxemPDUZUwDcemoyrvh6IexO53iHZjcGGo2Ii4vz/eKLL+55eiM5Ofn6hg0bbg23XZlM1jWWoxENDQ0OCxYskN1//MKFC3o+n98zVnHYgiYSFEVRdkby/7aDXVaKU7vfRvCS70D1yceI/uWv4aucOd6h2bXDhw+PyhqA0cTn83t0Op1mvOOwBa21QVEUZYd8lTMRvOQ7+Pff/4bgJd+hSQRlt2giQVEUZYeulZVC9cnHeDb2Fag++RjXykrHOySKGhBNJCiKouzMtbvTGtEpWzFv9Q8QnbIVp3a/TZMJyi7RRIKiKMrONFSWIzpla990hq9yJqJTtqKhsnycI6OoB9FEgqIoys6EvbjygTURvsqZCHtx5ThFNLQbu3d7mc6fv6e2hun8ed6N3bu9BrtmoktJSfE+ceLEiNQTGUhISEjAUOc0NjY6LF26VCwSiRRisVhh3ZHzu9/9rjggIEAeEBAgFwgEQQEBAXIA6OjoICtXrhRKpVK5TCaTnzp1yub46VMbFEVRlM0mBwffqfv5VrF36ttVvIULTabz53nW1+Md22gwm83YvXv3qFawvnLlim6oc5KSknyWLFnScubMmaqOjg7S2trKAoDTp0/3/d5fffXV6S4uLj0A8M4773gAQHl5ucZgMExasmSJf1RUlNbBweGx46QjEhRFUZTNeAsXmrxT366q+/lWccNvfuPdP6mwte3Fixf7KRSKQIlEokhPT/cAene2XLt2rY9EIlFERERI6+rqBv1ivHPnzql+fn4KqVQqj46OFgPApk2bvHfs2NE3WuLv76/Q6/VsvV7PFolEiuXLl4vEYrFi6dKlYpPJxAIAgUAQlJycLJDL5YGHDh1yjY2NFVrrfQgEgqB169YJAgIC5EqlMrCgoIAbGRnp7+Pjo9y1a1dfwajt27d7KZXKQKlUKt+4ceOgpc+tfQR6S39HRERI5XJ5oFQqlR85cuRpALh165ZDYWEhLyUlpRHoLRrm4eFxz94TFosFOTk5bj/84Q9vA4BGo5m8cOHClrsxm52dnXvy8/NtqodCEwmKoihqRPAWLjS5vPTizab3Dk9zeenFmyORRABAVlZWjVqt1paUlGgOHDjg1dDQ4NDe3s4KDQ1tq6ioUM+bN8+0devWQW/KGRkZ/LJ+VQAVAAAgAElEQVSyMk15ebkmMzPzq6E+r6amhrN+/fobVVVVah6PZ0lLS+tLBNzd3c0ajUablJT0QDlxX1/fLp1OpwkPD29NSEgQ5uTkVBYWFupSU1O9ASA7O9u5oqKCU1paqtVqtZqSkhJubm7uoOXPrbhcruX06dMVGo1Gm5eXV75t27bpFosFer2e7ebmZl61apUwMDBQ/vLLL89oaWm5575+9uzZpzw8PLqDgoI6ASA4OPjOqVOnnu7u7oZOp2OXlZVxv/rqK/ZQMTwMTSQoiqKoEWE6f55nPHHS0zU+rt544qTn/WsmHldqaqqXTCaTz549O7ChocFRrVZzWCwWEhMTbwNAQkLCraKiokFvyDKZrD0mJka0f/9+N0dHxyELTPH5/K4lS5a0AUBcXNytixcv9rUdHx//QAJhtXr16mYACAoKujNr1qw2V1dXi7e3t5nNZlsaGxsdzpw545yfn+8sl8vlCoVCXllZydHpdJyh4rFYLCQlJWW6VCqVL1y4UHrjxg12bW3tJLPZTLRaLXfdunU3tVqthsvlWrZv387vf+2RI0fcYmNjb1tfb9iwodHb27s7KChIvm7dOp9Zs2a12jKtAUyQNRKXLl1qJIQMmUXe5QHALovMjLJvYr+/iX0GaL+/aWzp94yRDORh+q+J4C1caJoSEWEaiemNU6dO8fLy8njFxcU6Ho9nCQsLk7W3tz/wJZgQMmgb58+f/zI3N5d38uRJl/T09Gl6vV49adIkxmLpq66Nzs7Ovgbub6v/6/4lue/H4XAYAGCxWGCz2X0JC4vFQnd3N2EYBikpKfVbtmx5pL/PAwcOuN26dWvS1atXtU5OToxAIAhqb29nCYXCLi8vr65Fixa1AcDLL7/c9Pbbb/clEt3d3Thz5oxrUVFR386Zjo6O+POf//y19XVISEiAXC7vgA0mRCLBMIzn0Gf1IoQU21LtbqL6Jvb7m9hngPZ7vOMYaxOl3+0qFbd/0mBdM9GuUnFtSSSam5sdXFxceng8nuXKlSsclUo1Beid+//LX/7impSU1JSZmekeFhY24Gf09PSgsrKSvWzZMtOSJUtafXx83IxGo4NQKOz8+OOPnwaAgoICrsFgcLJeU19fzz537tyUxYsXt2VlZbnNnTu39XHj7y8qKqrll7/8pXdSUtJtFxcXS3V1tSObzWaGKiNuNBodPDw8up2cnJicnBxeXV0dGwB8fX3NfD6/S6VSOQUHB3d+8sknzjKZrC8pOHnypLNYLO7w8/Prth4zmUwshmHg7Oxs+fDDD50dHByY2bNnP/mJBEVRFGXfpqakXL//GG/hQpOt6yRiY2ONBw8e9BSLxQqxWNwRHBzcBgCTJ0+2FBUVTUlLS/N2d3fvzs7OHvDpELPZTNasWSMymUwODMOQxMTEGx4eHj3x8fFNWVlZ7hKJRBESEtI2Y8aMvpupUCjs2Lt379SkpCSuv79/x+bNm2/a0gerFStWtKjVas6cOXMCgN61D1lZWdVDJRKJiYm3o6KiJFKpVD5z5sw7IpGoL9a9e/de+/73vy/u6uoivr6+nR988EGN9b0PPvjAbdWqVbf7t1VXVzfphRdekLJYLIbP53e///771bb2izDMkNNFE8pEyd5H2jex39/EPgO03+Mdx1gbz36rVKqa4OBgu5xO4nK5IQNVALWVXq9nR0dH+49lBdCJQKVSeQQHBwsHeu9JXGx5cLwDGCffxH5/E/sM0H5/03xT+01NEE/ciARFURQ1Mux5RGIgcXFxvl988cU9T28kJydf37Bhw63ximkoDQ0NDgsWLJDdf/zChQt6Pp/fM9A14+FhIxJ0jQRFURT1RDh8+PC18Y7hUfH5/B6dTqcZ+kz79SRObVAURVEUNUYmbCJBCFlKCNETQioIIVsHeN+JEPJ/d98vJIQIxz7KkTWMPm8ihGgIIaWEkE8JIWP2DPloGqrf/c6LJYQwhJAnYkHecPpNCFl99+9cTQh5f6xjHA3D+HfuSwg5Twi5cvff+nfGI86RRAg5RAi5QQgpG+R9QgjJuPs7KSWEzBrrGClqMBMykSCEOADYByAKgBzA9wgh8vtOWwugiWEYCYB3AKSObZQja5h9vgIglGGYmQCOA9g1tlGOvGH2G4QQHoANAArHNsLRMZx+E0L8AfwCwDyGYRQAUsY80BE2zL/v/wfgKMMwIQBeAbB/bKMcFZkAlj7k/SgA/nf/JAH44xjERFHDMiETCQBhACoYhqliGKYLwN8AvHjfOS8C+Ovdn48DeJ48bOsz+zdknxmGOc8wzJ27L/8NYPoYxzgahvN3DQD/g95k0aaNVezIcPr9KoB9DMM0AQDDMDfGOMbRMJx+MwCc7/7sAmBUKzCOBYZh8gHcfsgpLwJ4j+n1bwBPE0KmjU10FPVwEzWREAD4ut/r2rvHBjyHYRgzACMA9zGJbnQMp8/9rQWQO6oRjY0h+313mNeHYZjTYxnYKBvO37cUgJQQ8jkh5N+EkId9o50ohtPvXwL4ASGkFsDHAF4fm9DG1aP+/z/m/n2y0qu6tPGe2hrVpY28f5+s9BrsmokuJSXF+8SJEyNST2QgISEhAQ97X6VSOQUEBMitf5566qmQX/3qV1MBYMOGDd5SqVQeEBAgnzdvnn9NTY0j0FsxdNGiRRKZTCaXSCSKPXv22HxfnKiJBPUQhJAfAAgFkDbesYw2QggLwO8B/Gy8YxkHk9A71L0AwPcAvEsIeXpcIxob3wOQyTDMdADfAXD47r8Dahx5iVzufJqpEVuTierSRt6nmRqxl8jlzlDXTkRmsxm7d++ue+mll0akwulArly5onvY+8HBwZ06nU6j0+k0ZWVlGg6HY3nllVeaAeCtt95qKC8v1+h0Ok1UVJRx27Zt0wAgLS3NUyaTtev1ek1+fr5+x44dPh0dHTaN1k/U//kMAHz6vZ5+99iA5xBCJqF3CNRunyUehuH0GYSQxQDeBLCcYZjOMYptNA3Vbx4AJYALhJAaAM8C+OgJWHA5nL/vWgAfMQzTzTBMNYBy9CYWE9lw+r0WwFEAYBjmXwA46C1s9SQb1v//40k008P0/I/kVZ9masSfHS33/jRTI37+R/Iq0UwPm2+0ixcv9lMoFIESiUSRnp7uAfTubLl27VofiUSiiIiIkNbV1Q26ncHOnTun+vn5KaRSqTw6OloMAJs2bfLesWNH32iJv7+/Qq/Xs/V6PVskEimWL18uEovFiqVLl4pNJhMLAAQCQVBycrJALpcHHjp0yDU2Nlb4l7/8xdX63rp16wQBAQFypVIZWFBQwI2MjPT38fFR7tq1q69e1Pbt272USmWgVCqVb9y4cdDS59Y+AoDRaGRFRERI5XJ5oFQqlR85cuSBLwwfffSRs6+vb6dUKu0CADc3t77iYm1tbSzrzD4hBCaTycFisaClpYXl4uJiHk5F1IeZqInEFwD8CSEiQggbvQuuPrrvnI8A/PDuzysB/JOZ2LtvDdlnQkgIgAPoTSKehPlyYIh+MwxjZBjGg2EYIcMwQvSuDVnOMEzx+IQ7Yobzb/wEekcjQAjxQO9Ux4D1BiaQ4fT7GoDnAYAQEojeRGJEaiHYsY8AxN99euNZAEaGYerHO6j7iWZ6mGTP8m+W/rN2muxZ/s2RSCIAICsrq0atVmtLSko0Bw4c8GpoaHBob29nhYaGtlVUVKjnzZtn2rp166A35YyMDH5ZWZmmvLxck5mZOWQl6ZqaGs769etvVFVVqXk8niUtLa0vEXB3dzdrNBptUlLSA+XEfX19u3Q6nSY8PLw1ISFBmJOTU1lYWKhLTU31BoDs7GzniooKTmlpqVar1WpKSkq4ubm5g5Y/t+JyuZbTp09XaDQabV5eXvm2bdum969cCvTW1Vi5cuU9X5Zff/11AZ/Pn3n8+HH3tLS0OgB44403bnz55Zccr//P3r1HNXWmi+N/9g7EENxQCEokgiHkRhJMAcEjagdax8oUHZWWzjAH1gwyjPy0FalOPZ1lT2fGnu8gzIzFr/TInLEUTnr7OlSLLbbLVkEOU9GWBEhIkFtVICggIUC4JNm/PzAcRKJIqNb2+azlWmTv/b55d7pm9rPf2+PvvzwiIkJ+8ODBq66mEX8kA4lbcx52AsCnANAIEzO4tQRB/IEgiE23Lvs7AHAIgmgGgGwAcLps8FEwy3vOBYCFAPD/CIJQEwQx/f+AHzmzvO/vnVne96cA0EsQhA4AzgLAXpqmH+Vet9ne90sA8GuCIDQA8C4A/PIRf0kAgiDeBYB/AoCEIIhrBEFsIwhiO0EQ229d8glMBInNAPA3APj/HlJT76qtrocyfGlctPzJpV2GL42Lps+ZmKucnBx/iUQii4yMDDUaje5arZZFkiSkp6f3AQCkpaX11tTUOH0gSyQSy5YtW4ILCgp8Z/P2zeVyx9avXz8EAJCSktJbXV09WXdqauodAYRDUlJSPwBAWFjYcERExJCPj489ICDAymQy7T09PYzTp097VVZWeslkMplcLpe1tLSw9Ho9617tsdvtRFZW1lKxWCyLi4sTX79+nXnt2rXJHpiRkRHizJkz3ikpKbe17fDhwx1Go7Hu2Wef7c3NzV0MAHDixAlvhUJh6e7urqupqdG99NJLQX19fS7FAo/szpY0TX8CE//jmnrs1Sl/jwDAcw+6Xd+mWdzzugfeqAfgXvc97Xjsg2jTgzCL/940TATJ2Q+4ad+qWdy3DgBWP+h2fZtomv75Pc7TALDjATVnThxzIhzDGUulvub5GN44deoUVVFRQV26dElPUZQ9OjpaYrFY7njw3W1R3tmzZy+Xl5dTJ0+e9M7Ly1tiMBi0bm5u9NS3+tHR0ckKptc19TNFUbd3BUzBYrFoAACSJIHJZE4GLCRJwvj4OEHTNGRlZXXt3bv3vrYdP3r0qG9vb69bfX1944IFC2gejxc29Tc4fvy4t0wmGw4MDJwxi2haWlrfT37yE9Ff//rXzrfffpuzb98+I0mSoFAoRgMDA0c1Gg0rLi5uznNZHskeCYQQQt8t3W0m9tSgwTFnorvNxHal3v7+foa3t7eNoih7bW0tS6PReAIA2O12cMxPKCoq4kRHR88YrNhsNmhpaWFu3LjRfOTIkY7BwUGGyWRi8Pn8UbVa7QkAUFVVxe7o6FjgKNPV1cU8c+aMJwCASqXyjYmJGXTlHhzi4+MHSkpK/EwmEwkA0NbW5t7R0XHPF3qTycTw8/MbX7BgAV1WVkZ1dnYyp55/7733fJOSkm5bPlxfXz95Px988MFjISEhFgAAHo839tlnn3kBAFy9etWttbWVJZVKx1y5r0e2RwIhhNB3x7/8NKR7+rHg5X5mV+dJJCYmmgoLCxcJBAK5QCAYUSqVQwAAHh4e9pqaGs/c3NwADoczXlpaOuP8IKvVSiQnJwebzWYGTdNEenr6dT8/P1tqaupNlUrFEQqF8vDw8KFly5ZN7kHD5/NHDh8+vDgjI4MtEolG9uzZMy9zcLZu3Tqg1WpZUVFRUoCJuQ8qlaqNx+PN2JPgkJ6e3hcfHy8Ui8Wy5cuXDwcHB0+2dWBggKyqqvJ6++23b5v7sWfPnqWtra0sgiDopUuXjv3973//BgDg9ddf7/rFL37BF4vFMpqmiddee+3akiVL7vr994LZPxFCCM3ou5z9k81mhw8PD9fOd70Gg4GZkJAgunz5sna+636U3S37Jw5tIIQQQmjOcGgDIYTQI2em3oiUlJSgixcv3rZ6IzMzs3vXrl2zXs0kkUjGHmRvhNFoZMTGxkqmHz937pyBy+XaHlQ7XIGBBPpBIAiCCwCHACAKAPoBoBsAsmiabnqoDUMIzZuSkpIrD7sN94vL5dr0er3uYbfDFTi0gb73biVr+xAAztE0HULTdCRMZM2c9xwAt3ZRRQihHwwMJNAPQRwAjNM0/Z+OAzRNawCgiiCIXIIgGgiCqCcI4nkAAIIg3iMI4hnHtQRBFBEE8SxBEIxb118kCKKOIIjf3DofSxDE+VsbgOluHTtBEMRXBEFoCYLImFLXNoIgmgiCqCEI4m8EQfzfW8cXEQTxj1t1XyQI4nu1TwJC6PsL357QD4ECAL6a4fhWAHgcAJQwkavhIkEQlQDwPgAkAcDHt7ZpfgoAMmEix4OJpukogiAWAMD/EATx2a26IgBAcSvnBQBAGk3TfQRBeNyq9x8AsAAA9t+61gwAXwCA5tb1bwDAX2mariIIIggmdnYMnb+fACGEvh0YSKAfsjUA8C5N0zYA6CYIogIm5lCUA8Abt4KFDQBQSdO0hSCI9QCwnCCIZ2+V94aJJFljAFAzJYgAAHiRIIgtt/4OvHUdFwAqaJruAwAgCOL/wUR+DACAdQAgm7KDnhdBEAtpmp6XjXAQQujbgkMb6IdACwCRs7341vbq5wDgaQB4HiZ6KAAACAB4gabpx2/9C6Zp2tEjMeQoTxBELEwEBqtomlYCQC1MJJa6GxIA/mVK3TwMItCjpOq9Yv+Wr2puy63R8lUNVfVe8bzPRfquyMrKCjhx4sS85BOZSXh4uPRu5zUazQKpVCpz/Fu4cGH4H/7wh8WO86+//vri4OBguVAolG/fvn0pAMCbb77pO7UMSZKR1dXVHq60EwMJ9EPwBQAsmDZXYTlMrN54/tbch0UA8AQA1Ny65H0A+BUArAWA07eOfQoAmQRBuN+qQ0wQhOcM3+cNADdpmh4mCEIKE6nNASYyW/6IIAifW5MyE6eU+QwAXpjSvsddumOEHrAlIulw+ZE/CxzBRMtXNVT5kT8Lloikc87h8F1mtVrh0KFDnZs3b56XDKczqa2t1d/tvFKpHNXr9Tq9Xq9raGjQsVgs+89+9rN+AICysjLq448/fkyn0+mam5u1+/fvNwIAZGZm9jnKFBcXt/F4vNGYmBiLK+3EQAJ9791KeLQFANYRBNFCEIQWAP4PALwDAHUwMU/hCwD4LU3TxlvFPgOAHwHAGZqmHfvQ/xdMTKb8miCIBphI2T7T8OBpAHAjCKIRAP4EE6nNgabpDgD4D5gIVv4HANoBwHSrzIsAsOLWJE4dAGyfXilC32UhkdHm+B0vtZYf+bPgbFFhQPmRPwvid7zUGhI5cw6M+7Fu3boQuVweKhQK5Xl5eX4AEztbbtu2LVAoFMpXrVol7uzsdDpUf+DAgcUhISFysVgsS0hIEAAAZGdnB7z66quTvSUikUhuMBiYBoOBGRwcLN+0aVOwQCCQb9iwQWA2m0kAAB6PF5aZmcmTyWShx44d80lMTOQ78n3weLywHTt28KRSqUyhUIRWVVWx16xZIwoMDFQcPHhwMg35/v37/RUKRahYLJbt3r3baepzxz0CAJhMJnLVqlVimUwWKhaLZf/93//92PRrP/roI6+goKBRsVg8BgDw5ptvLvrtb3/b5eHhQd9q3x3bYBcXF/tu3rzZaTbT2cJAAv0g0DTdSdN00q3ln3Kapp+hafoyTdN7aZpW0DQdRtP0+1OuH6dp2pem6V9NOWanafqVW9cqaJqOo2naRNP0OZqmE6ZcN0rTdDxN06E0TW+maTqWpulzt06/Q9O0CCayV/oCwKVbZXpomn6epunlNE3LaJrGQAI9ckIio83yJ5668XX5R0vkTzx1Yz6CCAAAlUrVrtVqG9Vqte7o0aP+RqORYbFYyBUrVgw1NzdrV69ebd63b5/Th3J+fj63oaFB19TUpCsqKvrG2XUO7e3trJ07d15vbW3VUhRlz83NnQwEOByOVafTNWZkZNzxAA4KChrT6/W6lStXDqalpfHLyspaLly4oM/JyQkAACgtLfVqbm5m1dXVNTY2NurUajW7vLzcafpzBzabbf/444+bdTpdY0VFRdMrr7yydGrmUgCAd9991/fZZ5+d3HirtbWVVVFRQS1fvlwaFRUlqaiouCN52smTJ31SU1NnvVmXMxhIIPRgvUYQhBoAGgCgDQBOPOT2IDRvWr6qobSVny+KiN/Upa38fNH0ORNzlZOT4y+RSGSRkZGhRqPRXavVskiShPT09D4AgLS0tN6amhqnD2SJRGLZsmVLcEFBga+7u/s9E0xxudyx9evXDwEApKSk9FZXV0/WnZqa6vQNPikpqR8AICwsbDgiImLIx8fHHhAQYGUymfaenh7G6dOnvSorK71kMplMLpfLWlpaWHq9/l7zp8ButxNZWVlLxWKxLC4uTnz9+nXmtWvXJntgRkZGiDNnzninpKRMts1msxF9fX0MtVqtP3jw4NXk5OSQqcHHF1984enh4WGPiooaARfhqg2EHiCapvc87DYg9G1wzIlwDGcEhT1uno/hjVOnTlEVFRXUpUuX9BRF2aOjoyUWi+WOl+ApK57ucPbs2cvl5eXUyZMnvfPy8pYYDAatm5sbPfXBOjo6OlnB9LqmfqYo6vaugClYLBYNAECSJDCZzMmAhSRJGB8fJ2iahqysrK69e/feVyK0o0eP+vb29rrV19c3LliwgObxeGFTf4Pjx497y2Sy4cDAwMnhCy6XO/bss8/2kyQJcXFxwyRJ0kaj0S0gIMAKMJEefevWrX0zfd/9wh4JhBBCLuu6rGdPDRoccya6Luvv6FK/H/39/Qxvb28bRVH22tpalkaj8QQAsNvt4JifUFRUxImOnjlYsdls0NLSwty4caP5yJEjHYODgwyTycTg8/mjarXaEwCgqqqK3dHRsWDyXrq6mGfOnPEEmHjgxsTEzMsKqvj4+IGSkhI/k8lEAgC0tbW5d3R03POF3mQyMfz8/MYXLFhAl5WVUZ2dncyp59977z3fpKSk24KCjRs39n/++ecUAEBdXd2C8fFxksvlWgEmfpOysjKf1NTUeQkksEcCIYSQy9b8LLV7+rGQyGizq/MkEhMTTYWFhYsEAoFcIBCMKJXKIQAADw8Pe01NjWdubm4Ah8MZLy0tbZ2pvNVqJZKTk4PNZjODpmkiPT39up+fny01NfWmSqXiCIVCeXh4+NCyZcsmu/j5fP7I4cOHF2dkZLBFItHInj17brhyDw5bt24d0Gq1rKioKCnAxNwHlUrVNtNEyKnS09P74uPjhWKxWLZ8+fLh4ODgybYODAyQVVVVXm+//fZtcz9efPHFnueff54vEonk7u7u9sLCwjaSnOg7KC8vp5YsWTImk8nGYB4QExPaEUIIodtpNJp2pVJ5X93wDwqbzQ6fKQOoqwwGAzMhIUH0IDOAPgo0Go2fUqnkz3QOhzYQQgghNGc4tIEQQuiRM1NvREpKStDFixdvW72RmZnZvWvXrlkvcZRIJGMPsjfCaDQyYmNjJdOPnzt3zsDlcm0Pqh2uwEACIYTQ90JJScmVh92G+8Xlcm16vV73sNvhChzaQAghhNCcYSCBEEIIoTnDQAIhhBBCc4aBBEIIIYTmDAMJhBBCLjN92u5vaey9LbeGpbGXMn3a7u+szKMuKysr4MSJE/OST2Qm4eHhUoCJbcLj4uKEd7v2ySefFIpEIrnj829+85ulwcHBcrFYLPvxj38c0tPTwwAAePPNN32lUqnM8Y8kycjq6moPV9qJgQRCCCGXMYOo4b4PmgSOYMLS2Ev1fdAkYAZRww+7bd8Gq9UKhw4d6ty8efO8ZDidSW1trX4217399tuPeXp63rZU9Omnnx5oamrSNjU16YRC4cj+/fu5AACZmZl9er1ep9frdcXFxW08Hm80JibG4ko7MZBACCHkMo9Qjtk3Sdza90GToL+sJaDvgyaBb5K41SOU4/KDdt26dSFyuTxUKBTK8/Ly/AAmdrbctm1boFAolK9atUrc2dnpdDuDAwcOLA4JCZGLxWJZQkKCAAAgOzs74NVXX53sLRGJRHKDwcA0GAzM4OBg+aZNm4IFAoF8w4YNArPZTAIA8Hi8sMzMTJ5MJgs9duyYT2JiIt+R74PH44Xt2LGDJ5VKZQqFIrSqqoq9Zs0aUWBgoOLgwYOTacj379/vr1AoQsVisWz37t1OU5877tHxt9lsZsTGxgr5fL4iOTk5yGabiBtMJhOZn5/v/9prr3VNLbt169YBd3d3AABYtWrVUEdHx235OQAAiouLfTdv3uw0m+lsYSCBEEJoXniEcsyeEYtvDP5P5xLPiMU35iOIAABQqVTtWq22Ua1W644ePepvNBoZFouFXLFixVBzc7N29erV5n379jl9KOfn53MbGhp0TU1NuqKiom+cXefQ3t7O2rlz5/XW1lYtRVH23NzcyUCAw+FYdTpdY0ZGxh0P4KCgoDG9Xq9buXLlYFpaGr+srKzlwoUL+pycnAAAgNLSUq/m5mZWXV1dY2Njo06tVrPLy8udpj+fqr6+3rOgoOBKc3NzQ3t7+4Li4mIfAIDs7Gzerl27uhcuXOg0K2lRUZHfhg0bTNOPnzx50ic1NXXWm3U5g4EEQgiheWFp7KWGvr6+aOHqgK6hr68vmj5nYq5ycnL8JRKJLDIyMtRoNLprtVoWSZKQnp7eBwCQlpbWW1NT4/SBLJFILFu2bAkuKCjwdXd3v2eCKS6XO7Z+/fohAICUlJTe6urqybpTU1OdvsEnJSX1AwCEhYUNR0REDPn4+NgDAgKsTCbT3tPTwzh9+rRXZWWll0wmk8nlcllLSwtLr9ezZvMbhIWFDclksjE3NzdISkrqO3/+/MLq6mqPtra2Bampqf3Oyr388stcBoNBb9++/bZMn1988YWnh4eHPSoqasRZ2dnCnS0RQgi5zDEnwjGcsUD4mHk+hjdOnTpFVVRUUJcuXdJTFGWPjo6WWCyWO16CCYJwWsfZs2cvl5eXUydPnvTOy8tbYjAYtG5ubrTd/r8v8aOjo5MVTK9r6meKopy++bNYLBoAgCRJYDKZkwELSZIwPj5O0DQNWVlZXXv37r3vRGgzten8+fMLGxoa2DweL8xqtRJ9fX1u0dHRkpqaGgMAQH5+PufTTz997Pz5802OzJ8OKpXKd+vWrfOSRhx7JBBCCLls7IqZPTVocOx72v8AACAASURBVMyZGLtiZrtSb39/P8Pb29tGUZS9traWpdFoPAEA7HY7OOYnFBUVcaKjZ05XbrPZoKWlhblx40bzkSNHOgYHBxkmk4nB5/NH1Wq1JwBAVVUVu6OjY4GjTFdXF/PMmTOeABMP3JiYmEFX7sEhPj5+oKSkxM9kMpEAAG1tbe4dHR2zeqGvr6/31Ov1TJvNBsePH/ddu3at+eWXX75x/fr1uo6OjvrKyko9n88fdQQRx48f93rjjTe4n3zySfP04Mdms0FZWZlPamrqvAQS2COBEELIZd5P87unH/MI5ZhdnSeRmJhoKiwsXCQQCOQCgWBEqVQOAQB4eHjYa2pqPHNzcwM4HM54aWlp60zlrVYrkZycHGw2mxk0TRPp6enX/fz8bKmpqTdVKhVHKBTKw8PDh5YtWzbZxc/n80cOHz68OCMjgy0SiUb27Nlzw5V7cNi6deuAVqtlRUVFSQEA2Gy2XaVStfF4POu9yioUiqHt27cHtbe3s2JiYgZSUlKcDmcAAGRnZweNjY2RTz75pBgAICIiYvCdd965AgBQXl5OLVmyZEwmk43Nx30RNH3P4SKEEEI/QBqNpl2pVN53N/yDwGazw2fKAOoqg8HATEhIED3IDKCPAo1G46dUKvkzncOhDYQQQgjNGQ5tIIQQeuTM1BuRkpISdPHixdtWb2RmZnbv2rVr1kscJRLJ2IPsjTAajYzY2FjJ9OPnzp0zcLlc20xlvmswkEAIIfS9UFJScuVht+F+cblcm16v1z3sdrgChzYQQgghNGcYSCCEEEJozjCQQAghhNCcYSCBEEIIoTnDQAIhhJDLPv/8c3+DwXBbbg2DwUB9/vnn/s7KPOqysrICTpw4MS/5RGYSHh4uBZjYJjwuLk54t2uffPJJoUgkkk899vrrry8ODg6WC4VC+fbt25dOPXf58mUmm80On5oBda5w1QZCCCGXLV26dPjDDz8UbNmypVUikZgNBgPl+Pyw2/ZtsFqtcOjQoc5v8ztqa2v1s7nu7bfffszT0/O2paJlZWXUxx9//JhOp9N5eHjQ07fifuGFF5b+6Ec/uiMj6FxgjwRCCCGXSSQS85YtW1o//PBDQXl5ecDUoMLVutetWxcil8tDhUKhPC8vzw9gYmfLbdu2BQqFQvmqVavEnZ2dTl+MDxw4sDgkJEQuFotlCQkJAgCA7OzsgKlv4yKRSG4wGJgGg4EZHBws37RpU7BAIJBv2LBBYDabSQAAHo8XlpmZyZPJZKHHjh3zSUxM5DvyffB4vLAdO3bwpFKpTKFQhFZVVbHXrFkjCgwMVBw8eHAyDfn+/fv9FQpFqFgslu3evdtp6nPHPTr+NpvNjNjYWCGfz1ckJycH2WwTcYPJZCLz8/P9X3vtta6pZd98881Fv/3tb7s8PDzoW+2b3Ia7pKTksWXLlo2Fhoa6nPkTAAMJhBBC80QikZiVSuWNCxcuLFEqlTfmI4gAAFCpVO1arbZRrVbrjh496m80GhkWi4VcsWLFUHNzs3b16tXmffv2OX0o5+fncxsaGnRNTU26oqKib+71fe3t7aydO3deb21t1VIUZc/NzZ0MBDgcjlWn0zVmZGTckU48KChoTK/X61auXDmYlpbGLysra7lw4YI+JycnAACgtLTUq7m5mVVXV9fY2NioU6vV7PLycqfpz6eqr6/3LCgouNLc3NzQ3t6+oLi42AcAIDs7m7dr167uhQsX3paYq7W1lVVRUUEtX75cGhUVJamoqGADTAQef/7zn7kHDx6ct94UDCQQQgjNC4PBQGk0mkUrV67s0mg0i6bPmZirnJwcf4lEIouMjAw1Go3uWq2WRZIkpKen9wEApKWl9dbU1Dh9IEskEsuWLVuCCwoKfN3d3e+ZYIrL5Y6tX79+CAAgJSWlt7q6erLu1NTUOwIIh6SkpH4AgLCwsOGIiIghHx8fe0BAgJXJZNp7enoYp0+f9qqsrPSSyWQyuVwua2lpYen1etZsfoOwsLAhmUw25ubmBklJSX3nz59fWF1d7dHW1rYgNTX1jgReNpuN6OvrY6jVav3BgwevJicnh9jtdti7d2/Azp07u729vZ2mQ79fOEcCIYSQy6bOiZBIJGaBQGCej+GNU6dOURUVFdSlS5f0FEXZo6OjJRaL5Y6XYIIgnNZx9uzZy+Xl5dTJkye98/LylhgMBq2bmxttt//vs3R0dHSygul1Tf08PSX3VCwWiwYAIEkSmEzmZMBCkiSMj48TNE1DVlZW1969e+87EdpMbTp//vzChoYGNo/HC7NarURfX59bdHS0pKamxsDlcseeffbZfpIkIS4ubpgkSdpoNLp99dVXnh9//LHPv//7vy8dGBhgkCQJLBbL/sorr8w5wyn2SCCEEHLZtWvX2FODBseciWvXrrFdqbe/v5/h7e1toyjKXltby9JoNJ4AAHa7HRzzE4qKijjR0dEzBis2mw1aWlqYGzduNB85cqRjcHCQYTKZGHw+f1StVnsCAFRVVbE7OjoWOMp0dXUxz5w54wkAoFKpfGNiYgZduQeH+Pj4gZKSEj+TyUQCALS1tblPnwTpTH19vader2fabDY4fvy479q1a80vv/zyjevXr9d1dHTUV1ZW6vl8/mhNTY0BAGDjxo39n3/+OQUAUFdXt2B8fJzkcrnWr776ytDR0VHf0dFR/+tf//r6rl27ulwJIgCwRwIhhNA8eOqpp7qnH5NIJGZX50kkJiaaCgsLFwkEArlAIBhRKpVDAAAeHh72mpoaz9zc3AAOhzNeWlo64+oQq9VKJCcnB5vNZgZN00R6evp1Pz8/W2pq6k2VSsURCoXy8PDwoWXLlk1OPOTz+SOHDx9enJGRwRaJRCN79uxx6UHrsHXr1gGtVsuKioqSAgCw2Wy7SqVqmzoR0hmFQjG0ffv2oPb2dlZMTMxASkrKHcMZU7344os9zz//PF8kEsnd3d3thYWFbST57fQdEDR9z+EihBBCP0AajaZdqVTedzf8g8Bms8NnygDqKoPBwExISBA9yAygjwKNRuOnVCr5M53DoQ2EEEIIzRkObSCEEHrkzNQbkZKSEnTx4sXbVm9kZmZ279q1q3e29UokkrEH2RthNBoZsbGxkunHz507Z+ByubaZynzXYCCBEELoe6GkpOTKw27D/eJyuTa9Xq972O1wBQ5tIIQQQmjOMJBACCGE0JxhIIEQQgihOcNAAiGEEJqD70Ia8ejoaAmfz1dIpVKZVCqVOTa4slgsxDPPPCMICgpSLF++XGowGJgAE8tbWSxWhOP65OTkIFfbiZMtEUIIuayl5c/+Xt6PDy/ye2pyA6obPZ9TAyY1OyTkpTs2q3rUfZfSiBcXF7c+8cQTw1OPvfHGG37e3t7WK1euNBQWFvpkZ2cv/fjjj1sBAAIDA0fnc4In9kgghBBymZf348M63R7BjZ6JbZlv9HxO6XR7BF7ejw/fq+y9YBpx52nEnTl16tRjaWlpvQAAv/rVr25WV1dTU3OLzCcMJBBCCLlskd9TZpksr1Wn2yNoavpjgE63RyCT5bVO7aGYK0wj7jyNOABAeno6XyqVyvbu3bvEESx0d3czg4ODxwAA3N3dYeHChbbu7m43AIBr164xQ0NDZVFRUZLTp0/P6vvvBgMJhBBC82KR31PmJdytN65eK1qyhLv1xnwEEQCYRvxWnXekEQcAeP/991ubmpp0//znP/XV1dULCwoKOHerJygoaLytra2usbFR95e//OXqL3/5S0FfX59LsQAGEgghhObFjZ7PqS5j6aLApb/s6jKWLnIMc7hiahpxg8GgCw0NtcwljfiOHTtufP311+zw8PDQ8fFxeJhpxPV6vU6v1+uuXLnSsHv37lnlMnHWpuDg4HEAAB8fH/vzzz/fV1NT4wkA4O/vP9bW1sYEABgfH4fBwUGGv7+/1cPDg3bsmLl27drhoKCg0YaGhlkFM85gIIEQQshljjkRMlleq1i8v9MxzOFqMIFpxCfMlEZ8fHwcurq63AAmAqFPPvnEW6FQWAAAnnnmmf5jx45xAADeeustn1WrVplJkoTOzk43q3Ui2ahOp2O2t7cvkEgko67cF67aQAgh5LIBk5o9dU6EY87EgEnNdmWIA9OIT5gpjfjQ0BC5bt060fj4OGG324m1a9cOZGdn3wAA2LVrV09iYmJwUFCQwtvb2/b++++3AAB89tlnCw8cOMBzc3OjSZKkDx069I2/v79LOT0wjThCCKEZYRpx5IBpxBFCCCH0rcChDYQQQo8cTCP+3YGBBEIIoe8FTCP+cODQBkIIIYTmDAMJhBBCCM0ZBhIIIYQQmjMMJBBCCCE0ZxhIIIQQQnOQlZUVcOLECZe3AXcmPDxcCjCxTXhcXJxwpmuio6MlfD5fIZVKZVKpVObYKXPbtm2BjmN8Pl9BUdTjU8v19fWR/v7+y1NTU4NcbSeu2kAIIeSy/9Pa5R/pxR5e7+c9uYvlZz0m6quBYfa/CZZ0P8y2fRusViscOnSo89v8jtraWv1srisuLm594oknbkvX/ve///2q4+/XX399sVqtZk89/9JLL/GcbSt+v7BHAiGEkMsivdjDLzReEXzWY6IAJoKIFxqvCCK92MP3Knsv69atC5HL5aFCoVCel5fnBzCxs+W2bdsChUKhfNWqVeLOzk6nL8YHDhxYHBISIheLxbKEhAQBAEB2dnbAq6++6u+4RiQSyQ0GA9NgMDCDg4PlmzZtChYIBPINGzYIzGYzCQDA4/HCMjMzeTKZLPTYsWM+iYmJfEe+Dx6PF7Zjxw6eVCqVKRSK0KqqKvaaNWtEgYGBioMHD06mId+/f7+/QqEIFYvFst27dztNfe64R8ffZrOZERsbK+Tz+Yrk5OQgm232W0wcP37cNzk5uc/x+fz58+wbN264//jHPx6YdSV3gYEEQgghl6338zYfDg1qfaHximD/5WsBLzReERwODWqd2kMxVyqVql2r1Taq1Wrd0aNH/Y1GI8NisZArVqwYam5u1q5evdq8b98+pw/l/Px8bkNDg66pqUlXVFT0zb2+r729nbVz587rra2tWoqi7Lm5uZOBAIfDsep0usaMjIw70okHBQWN6fV63cqVKwfT0tL4ZWVlLRcuXNDn5OQEAACUlpZ6NTc3s+rq6hobGxt1arWaXV5e7jT9+VT19fWeBQUFV5qbmxva29sXFBcX+zjOpaen86VSqWzv3r1LpmY0BQBoampiXrt2jblx48YBgIkkZi+99FLgG2+8cRXmCQYSCCGE5sV6P29zEtfnxt+u9SxJ4vrcmI8gAgAgJyfHXyKRyCIjI0ONRqO7VqtlkSQJ6enpfQAAaWlpvTU1NU4fyBKJxLJly5bggoICX3d393smmOJyuWPr168fAgBISUnpra6unqw7NTX1jgDCISkpqR8AICwsbDgiImLIx8fHHhAQYGUymfaenh7G6dOnvSorK71kMplMLpfLWlpaWHq9flYpvMPCwoZkMtmYm5sbJCUl9Z0/f34hAMD777/f2tTUpPvnP/+pr66uXlhQUMCZWu7tt9/2/clPfnLTzW2iwyYnJ2fR+vXr+0NCQsZn872zgXMkEEIIzYvPekzUB8abi3691K/rA+PNRWt9KLOrwcSpU6eoiooK6tKlS3qKouzR0dESi8Vyx0swQRBO6zh79uzl8vJy6uTJk955eXlLDAaD1s3NjZ769j46OjpZwfS6pn6mKOr2V/4pWCwWDQBAkiQwmczJgIUkSRgfHydomoasrKyuvXv33nciNGdtCg4OHgcA8PHxsT///PN9NTU1ngAwuSV4aWmpb35+/mQvzJdffrnw4sWLC996663Fw8PD5Pj4OLlw4UJbQUFBx/22yQF7JBBCCLnMMSficGhQ6x9FSzsdwxyOORNz1d/fz/D29rZRFGWvra1laTQaTwAAu90OjvkJRUVFHGcTB202G7S0tDA3btxoPnLkSMfg4CDDZDIx+Hz+qFqt9gQAqKqqYnd0dCxwlOnq6mKeOXPGEwBApVL5xsTEDLpyDw7x8fEDJSUlfiaTiQQAaGtrc3essriX+vp6T71ez7TZbHD8+HHftWvXmsfHx6Grq8sNYCIQ+uSTT7wVCoXFUaa2tpY1MDDAeOqpp4Ycxz766KO2rq6u+o6Ojvrf//7317Zu3drrShABgD0SCCGE5sFXA8PsqXMiHHMmvhoYZrvSK5GYmGgqLCxcJBAI5AKBYESpVA4BAHh4eNhramo8c3NzAzgcznhpaWnrTOWtViuRnJwcbDabGTRNE+np6df9/PxsqampN1UqFUcoFMrDw8OHli1bNuIow+fzRw4fPrw4IyODLRKJRvbs2XNjru2fauvWrQNarZYVFRUlBQBgs9l2lUrVxuPxrPcqq1AohrZv3x7U3t7OiomJGUhJSekfGhoi161bJxofHyfsdjuxdu3agezs7Mm2lpSU+P70pz/tI8lvt8+AoOl7DhchhBD6AdJoNO1KpfK+u+EfBDabHT5TBlBXGQwGZkJCguhBZgB9FGg0Gj+lUsmf6RwObSCEEEJoznBoAyGE0CNnpt6IlJSUoIsXL962eiMzM7N7165dvdOvdUYikYw9yN4Io9HIiI2NlUw/fu7cOQOXy539ZhEPEQYSCCGEvhdKSkquPOw23C8ul2vT6/W6h90OV+DQBkIIIYTmDAMJhBBCCM0ZBhIIIYQQmjMMJBBCCCE0ZxhIIIQQQnOQlZUVcOLECZd27ryb8PBwKcDENuFxcXHC6edv3rxJSqVSmeOfj4+PMi0tLRAAwGKxEM8884wgKChIsXz5cqnBYGACAIyMjBDPPvssXywWyyQSiezUqVMutx9XbSCEEHJZ3qcG/8eDHhteF+o/uYvlmcZuSn2ln73naUn3w2zbt8FqtcKhQ4c6v83vqK2t1d/tvI+Pj33qig+5XB763HPP3QQAeOONN/y8vb2tV65caSgsLPTJzs5e+vHHH7f+9a9/9QMAaGpq0nV0dLitX79eFB8f38hgMObcTuyRQAgh5LLHgx4bzv5ALTjT2E0BTAQR2R+oBY8HPTbsat3r1q0LkcvloUKhUJ6Xl+cHMLGz5bZt2wKFQqF81apV4s7OTqcvxgcOHFgcEhIiF4vFsoSEBAEAQHZ2dsCrr77q77hGJBLJDQYD02AwMIODg+WbNm0KFggE8g0bNgjMZjMJAMDj8cIyMzN5Mpks9NixYz6JiYl8R74PHo8XtmPHDp5UKpUpFIrQqqoq9po1a0SBgYGKgwcPTqYh379/v79CoQgVi8Wy3bt3O0197rhHx99ms5kRGxsr5PP5iuTk5CCb7fYtJurq6hb09va6P/3004MAAKdOnXosLS2tFwDgV7/61c3q6mrKbreDTqfziIuLG7jVZquXl5etsrKSPcv/FDPCQAIhhJDL1oX6m/+S9Hhr9gdqwe/LtAHZH6gFf0l6vHVqD8VcqVSqdq1W26hWq3VHjx71NxqNDIvFQq5YsWKoublZu3r1avO+ffucPpTz8/O5DQ0NuqamJl1RUdE3zq5zaG9vZ+3cufN6a2urlqIoe25u7mQgwOFwrDqdrjEjI+OOdOJBQUFjer1et3LlysG0tDR+WVlZy4ULF/Q5OTkBAAClpaVezc3NrLq6usbGxkadWq1ml5eXO01/PlV9fb1nQUHBlebm5ob29vYFxcXFPlPPFxcX+27atGkyr0Z3dzczODh4DADA3d0dFi5caOvu7nZTKpXDp06demx8fBz0ej2zoaGB/c033zBn0wZnMJBACCE0L9aF+psTI5beeOt/2pckRiy9MR9BBABATk6Ov0QikUVGRoYajUZ3rVbLIkkS0tPT+wAA0tLSemtqapw+kCUSiWXLli3BBQUFvu7u7vdMMMXlcsfWr18/BACQkpLSW11dPVl3amrqHQGEQ1JSUj8AQFhY2HBERMSQj4+PPSAgwMpkMu09PT2M06dPe1VWVnrJZDKZXC6XtbS0sPR6PWs2v0FYWNiQTCYbc3Nzg6SkpL7z58/fdr8ffvihb0pKSt+96tm1a1dPQEDAeFhYmGzHjh2BERERg64MawDgHAmEEELz5ExjN/WPr68t+tVqftc/vr62aLXQz+xqMHHq1CmqoqKCunTpkp6iKHt0dLTEYrHc8RJMEITTOs6ePXu5vLycOnnypHdeXt4Sg8GgdXNzo+12++Q1o6OjkxVMr2vqZ4qi7OAEi8WiAQBIkgQmkzkZsJAkCePj4wRN05CVldW1d+/e+06Edrc2/fOf//Sw2WzE2rVrJ4eR/P39x9ra2pghISHj4+PjMDg4yPD397eSJAl///vfrzquCw8Pl8pkshFwAfZIIIQQcpljTsRfkh5v/feN8k7HMIdjzsRc9ff3M7y9vW0URdlra2tZGo3GEwDAbreDY35CUVERJzo6esaAxWazQUtLC3Pjxo3mI0eOdAwODjJMJhODz+ePqtVqTwCAqqoqdkdHxwJHma6uLuaZM2c8AQBUKpVvTEzMoCv34BAfHz9QUlLiZzKZSACAtrY2946Ojlm90NfX13vq9XqmzWaD48eP+65du3byfktKSny3bNlyW2/EM88803/s2DEOAMBbb73ls2rVKjNJkmA2m8mBgQESAODDDz/0YjAYdGRkpEuBBPZIIIQQcpn6Sj976pwIx5wJ9ZV+tiu9EomJiabCwsJFAoFALhAIRpRK5RAAgIeHh72mpsYzNzc3gMPhjJeWlrbOVN5qtRLJycnBZrOZQdM0kZ6eft3Pz8+Wmpp6U6VScYRCoTw8PHxo2bJlkw9TPp8/cvjw4cUZGRlskUg0smfPnhtzbf9UW7duHdBqtayoqCgpAACbzbarVKo2Ho9nvVdZhUIxtH379qD29nZWTEzMQEpKSr/j3EcffeRbVlZ2eer1u3bt6klMTAwOCgpSeHt7295///0WAIDOzk63p59+WkySJM3lcsffeeedNlfvi6Dpew4XIYQQ+gHSaDTtSqXyvrvhHwQ2mx0+UwZQVxkMBmZCQoLoQWYAfRRoNBo/pVLJn+kcDm0ghBBCaM5waAMhhNAjZ6beiJSUlKCLFy/etpohMzOze9euXb2zrVcikYw9yN4Io9HIiI2NlUw/fu7cOQOXy7XNVOa7BgMJhBBC3wslJSVXHnYb7heXy7VN3Z3yUYRDGwghhBCaMwwkEEIIITRnGEgghBBCaM4wkEAIIYTQnGEggRBCyHWf/9EfDOW372JpKKfg8z/6OynxyMvKygo4ceKESzt33k14eLgUYGKb8Li4OOFM1xw9etRXLBbLxGKxbO3ataKuri43AIDf/OY3S4ODg+VisVj24x//OKSnp4cBAPDmm2/6SqVSmeMfSZKR1dXVHq60EwMJhBBCrlu6Yhg+3C6YDCYM5RR8uF0AS1e4nEb8u8hqtcKhQ4c6N2/ePC+JyWZSW1urv9v58fFx+Ld/+7fAioqKpqamJp1cLrfk5uYuBgB4+umnB5qamrRNTU06oVA4sn//fi4AQGZmZp9er9fp9XpdcXFxG4/HG42JibG40k4MJBBCCLlOEm+GLf/ZCh9uF0D5vgD4cLsAtvxnK0jiXX7Qrlu3LkQul4cKhUJ5Xl6eH8DEzpbbtm0LFAqF8lWrVok7Ozudbmdw4MCBxSEhIXKxWCxLSEgQAABkZ2cHvPrqq5O9JSKRSG4wGJgGg4EZHBws37RpU7BAIJBv2LBBYDabSQAAHo8XlpmZyZPJZKHHjh3zSUxM5DvyffB4vLAdO3bwpFKpTKFQhFZVVbHXrFkjCgwMVBw8eHAyDfn+/fv9FQpFqFgslu3evdtp6nPHPTr+NpvNjNjYWCGfz1ckJycH2Ww2sNvtBE3TYDabSbvdDgMDA2RAQMAYwMR23O7u7gAAsGrVqqGOjo47UoUXFxf7bt682Wk209nCQAIhhND8kMSbQfnzG3DhzSWg/PmN+QgiAABUKlW7VqttVKvVuqNHj/objUaGxWIhV6xYMdTc3KxdvXq1ed++fU4fyvn5+dyGhgZdU1OTrqio6Jt7fV97eztr586d11tbW7UURdlzc3MnAwEOh2PV6XSNGRkZdzyAg4KCxvR6vW7lypWDaWlp/LKyspYLFy7oc3JyAgAASktLvZqbm1l1dXWNjY2NOrVazS4vL3ea/nyq+vp6z4KCgivNzc0N7e3tC4qLi30WLFhA/+Uvf7kSEREh9/f3X97U1OSRlZV1x5bmRUVFfhs2bDBNP37y5Emf1NTUWW/W5QwGEgghhOaHoZwCzbuLYGVmF2jeXXTHnIk5ysnJ8ZdIJLLIyMhQo9HortVqWSRJQnp6eh8AQFpaWm9NTY3TB7JEIrFs2bIluKCgwNfd3f2eCaa4XO7Y+vXrhwAAUlJSequrqyfrTk1NdfoGn5SU1A8AEBYWNhwRETHk4+NjDwgIsDKZTHtPTw/j9OnTXpWVlV4ymUwml8tlLS0tLL1ez5rNbxAWFjYkk8nG3NzcICkpqe/8+fMLR0dHicLCwkUXLlzQdXd318lkMssrr7yyZGq5l19+mctgMOjt27fflh30iy++8PTw8LBHRUW5lPkTAHe2RAghNB8ccyIcwxmCH5nnY3jj1KlTVEVFBXXp0iU9RVH26OhoicViueMlmCAIp3WcPXv2cnl5OXXy5EnvvLy8JQaDQevm5kbb7fbJa0ZHRycrmF7X1M8URdnBCRaLRQMAkCQJTCZzMmAhSRLGx8cJmqYhKyura+/evfedCG2mNn355ZceAAByuXwUAODnP/9535/+9Ceu45r8/HzOp59++tj58+ebSPL2n0ylUvlu3br1tuBirrBHAiGEkOuuXWLfFjQ45kxcu8R2pdr+/n6Gt7e3jaIoe21tLUuj0XgCANjtdnDMTygqKuJER0fPGKzYbDZoaWlhbty40XzkyJGOwcFBhslkYvD5/FG1Wu0JAFBVVcXu6OhY4CjT1dXFPHPmjCfAxAM3JiZm0JV7c3KfrgAAIABJREFUcIiPjx8oKSnxM5lMJABAW1ube0dHx6xe6Ovr6z31ej3TZrPB8ePHfdeuXWtetmzZeHNzM8sxP+T06dNeYrF4BADg+PHjXm+88Qb3k08+aZ4e/NhsNigrK/NJTU2dl0ACeyQQQgi57qn93Xcck8SbXZ0nkZiYaCosLFwkEAjkAoFgRKlUDgEAeHh42Gtqajxzc3MDOBzOeGlpaetM5a1WK5GcnBxsNpsZNE0T6enp1/38/Gypqak3VSoVRygUysPDw4eWLVs22cXP5/NHDh8+vDgjI4MtEolG9uzZc8OVe3DYunXrgFarZUVFRUkBANhstl2lUrXxeDzrvcoqFIqh7du3B7W3t7NiYmIGUlJS+hkMBuzdu7drzZo1Ejc3N3rp0qVj77zzThsAQHZ2dtDY2Bj55JNPigEAIiIiBt95550rAADl5eXUkiVLxmQy2dh83BdB0/ccLkIIIfQDpNFo2pVK5X13wz8IbDY7fKYMoK4yGAzMhIQE0YPMAPoo0Gg0fkqlkj/TORzaQAghhNCc4dAGQgihR85MvREpKSlBFy9evG31RmZmZveuXbtmvcRRIpGMPcjeCKPRyIiNjZVMP37u3DkDl8u1Pah2uAIDCYQQQt8LJSUlVx52G+4Xl8u16fV63cNuhytwaAMhhBBCc4aBBEIIIYTmDAMJhBBCCM0ZBhIIIYQQmjMMJBBCCLks/+t8/3NXz92WW+Pc1XNU/tf5/s7KPOqysrICTpw4MS/5RO5HdHS0pLKy8o4dQ/fv3+8vlUplUqlUJhKJ5AwGI7K7u5sBAPDcc8/xfX19lSKRSD61zLFjx3yEQqGcJMnImeqcDQwkEEIIuWz5ouXDv6v6ncARTJy7eo76XdXvBMsXLR9+2G37NlitVjh06FDn5s2b5yXD6Xz44x//2K3X63V6vV73+9///lpUVJTZ39/fBgCQlpbW89FHH12eXubxxx+3/OMf/2hesWLFnLcBx0ACIYSQy2IDY82vr3m99XdVvxP8qeZPAb+r+p3g9TWvt8YGxrr8oF23bl2IXC4PFQqF8ry8PD+AiZ0tt23bFigUCuWrVq0SO/JNzOTAgQOLQ0JC5GKxWJaQkCAAAMjOzg549dVXJ3tLRCKR3GAwMA0GAzM4OFi+adOmYIFAIN+wYYPAbDaTAAA8Hi8sMzOTJ5PJQo8dO+aTmJjId+T74PF4YTt27OBJpVKZQqEIraqqYq9Zs0YUGBioOHjw4GQa8v379/srFIpQsVgs2717t9PU5waDgSkQCOQ/+9nPlgmFQvnq1atFg4ODk5m73nrrLY6j5+Hs2bN39CS8++67vs8999xkLo34+PjBRYsW3bEVd0RExIhSqRx1/uvfGwYSCCGE5kVsYKx5Y8jGG6pG1ZKNIRtvzEcQAQCgUqnatVpto1qt1h09etTfaDQyLBYLuWLFiqHm5mbt6tWrzfv27XP6UM7Pz+c2NDTompqadEVFRd/c6/va29tZO3fuvN7a2qqlKMqem5s7GQhwOByrTqdrzMjIuCOdeFBQ0Jher9etXLlyMC0tjV9WVtZy4cIFfU5OTgAAQGlpqVdzczOrrq6usbGxUadWq9nl5eVO059fuXKF9eKLL15vbm7Went724qLi30c5ywWC6nX63X5+fnfZGRkBE8tZzabycrKSu9//dd/dZryfD5hIIEQQmhenLt6jiprKVv0i9BfdJW1lC2aPmdirnJycvwlEoksMjIy1Gg0umu1WhZJkpCent4HAJCWltZbU1Pj9IEskUgsW7ZsCS4oKPB1d3e/Z4IpLpc7tn79+iEAgJSUlN7q6urJulNTU50+nJOSkvoBAMLCwoYjIiKGfHx87AEBAVYmk2nv6elhnD592quystJLJpPJ5HK5rKWlhaXX61nO6uPxeKMxMTEWAIDw8PDh9vb2yQylycnJfQATPQ2Dg4NkT08Pw3Huvffe846MjBx0DGt823BnS4QQQi5zzIlwDGf8y5J/Mc/H8MapU6eoiooK6tKlS3qKouzR0dESi8Vyx0swQRAzFQcAgLNnz14uLy+nTp486Z2Xl7fEYDBo3dzcaLv9f7Nrj46OTlYwva6pn6en5J6KxWLRAAAkSQKTyZwMWEiShPHxcYKmacjKyurau3fvrBKhTa2DwWDQU+/7bm384IMPfJOSkuYlRfhsYI8EQgghl9XdqGNPDRoccybqbtTNaSWAQ39/P8Pb29tGUZS9traWpdFoPAEA7HY7OOYnFBUVcaKjo2cMVmw2G7S0tDA3btxoPnLkSMfg4CDDZDIx+Hz+qFqt9gQAqKqqYnd0dEy+7Xd1dTHPnDnjCQCgUql8Y2Ji5jwRcar4+PiBkpISP5PJRAIAtLW1uXd0dMzphf7dd9/1AQD49NNPF1IUZeNwODYAgN7eXkZNTQ2VnJzcPx9tng3skUAIIeSyFyNe7J5+LDYw1uzqPInExERTYWHhIoFAIBcIBCNKpXIIAMDDw8NeU1PjmZubG8DhcMZLS0tbZypvtVqJ5OTkYLPZzKBpmkhPT7/u5+dnS01NvalSqThCoVAeHh4+tGzZshFHGT6fP3L48OHFGRkZbJFINLJnz54brtyDw9atWwe0Wi0rKipKCgDAZrPtKpWqjcfj3TEJ8l5YLBYdGhoqs1qtRGFhYZvjuEqlemzt2rUDXl5et/WcbNy4MfjLL7+kbt686ebv77983759nbt37+4pLi5+bO/evUE3b95027Jliyg0NHS4qqrqjtUdd0PQ9D2HixBCCP0AaTSadqVSOatu+AeNzWaHz5QB1FUGg4GZkJAgepAZQB8FGo3GT6lU8mc6h0MbCCGEEJozHNpACCH0yJmpNyIlJSXo4sWLt63eyMzM7N61a1fvbOuVSCRjD7I3wmg0MmJjYyXTj587d87A5XIfyKoLV2EggRBC6HuhpKTkysNuw/3icrk2vV6ve9jtcAUObSCEEEJozjCQQAghhNCcYSCBEEIIoTnDQAIhhBBCc4aBBEIIIZddP3TI33z27G25Ncxnz1LXDx3yd1bmUZeVlRVw4sSJeckncj+io6MllZWVd+wY2tvby3jyySeFEolEJhQK5W+88QbHcW7t2rUiiqIej4uLE04tY7fb4YUXXuDx+XyFQCCQHzhwYPH9tgdXbSCEEHKZh1I53PnyPkFAzp9aqbg4s/nsWcrx+WG37dtgtVrh0KFDnQ+7HVPl5uYukkgkli+++KK5s7PTLTQ0VPGb3/ymj8Vi0Xv27DEODQ2Rf/vb3xZNLXP48GHOtWvX3FtaWhoYDAbMZctu7JFACCHkMiouzhyQ86fWzpf3CYz/8R8BU4MKV+tet25diFwuDxUKhfK8vDw/gImdLbdt2xYoFArlq1atEnd2djp9AB44cGBxSEiIXCwWyxISEgQAANnZ2QGvvvrqZG+JSCSSGwwGpsFgYAYHB8s3bdoULBAI5Bs2bBCYzWYSAIDH44VlZmbyZDJZ6LFjx3wSExP5jnwfPB4vbMeOHTypVCpTKBShVVVV7DVr1ogCAwMVBw8enHx479+/31+hUISKxWLZ7t27naY+NxgMTIFAIP/Zz362TCgUylevXi0aHByczMz11ltvcaRSqUwkEsnPnj3LBphI3GU2mxl2ux0GBgZIb29vqyPb6U9/+lPz9G2zAQD+67/+a/Ef//jHLgZjInnoXLbrxkACIYTQvKDi4szem39642ZxyRLvzT+9MR9BBACASqVq12q1jWq1Wnf06FF/o9HIsFgs5IoVK4aam5u1q1evNu/bt8/pQzk/P5/b0NCga2pq0hUVFX1zr+9rb29n7dy583pra6uWoih7bm7uZCDA4XCsOp2uMSMj44504kFBQWN6vV63cuXKwbS0NH5ZWVnLhQsX9Dk5OQEAAKWlpV7Nzc2surq6xsbGRp1arWaXl5c7TX9+5coV1osvvni9ublZ6+3tbSsuLvZxnLNYLKRer9fl5+d/k5GREQwA8Nvf/vb65cuXWf7+/ssjIiLkBw8evOoIEJy5evXqgpKSEh+FQhH6xBNPiOrr6xfctcAMMJBACCE0L8xnz1KmEycX+aSmdJlOnFw0fc7EXOXk5PhLJBJZZGRkqNFodNdqtSySJCE9Pb0PACAtLa23pqbG6QNZIpFYtmzZElxQUODreEO/Gy6XO7Z+/fohAICUlJTe6urqybpTU1PvCCAckpKS+gEAwsLChiMiIoZ8fHzsAQEBViaTae/p6WGcPn3aq7Ky0ksmk8nkcrmspaWFpdfrWc7q4/F4ozExMRYAgPDw8OH29vbJh3xycnIfAEB8fPzg4OAg2dPTwzhx4oS3QqGwdHd319XU1OheeumloL6+vrs+58fGxggWi0U3NDQ0btu27cYvf/lL/r1+n+kwkEAIIeSyqXMiuK+80ukY5nA1mDh16hRVUVFBXbp0SW8wGHShoaEWi8Vyx7OLIIiZigMAwNmzZy/v2LHjxtdff80ODw8PHR8fBzc3N9pu/9+e/tHR0ckKptc19TNFUXcMDziwWCwaAIAkSWAymZMBC0mSMD4+TtA0DVlZWV16vV6n1+t1V65cadi9e7fTpGhT62AwGLTVar1rG99++23Oc889d5MkSVAoFKOBgYGjGo3GaaACAODv7z/285///CYAQEpKSn9TU5PH3a6fCQYSCCGEXGbRaNhT50Q45kxYNJo7Vhfcj/7+foa3t7eNoih7bW0tS6PReAJMrDZwzE8oKiriREdHzziMYrPZoKWlhblx40bzkSNHOgYHBxkmk4nB5/NH1Wq1JwBAVVUVu6OjY/Jtv6uri3nmzBlPAACVSuUbExMz6Mo9OMTHxw+UlJT4mUwmEgCgra3NfS6TGwEA3n33XR8AgE8//XQhRVE2Dodj4/F4Y5999pkXAMDVq1fdWltbWVKpdOwebeo/ffo0BQDwySefUMuWLRu937bgqg2EEEIuW5yV1T39GBUXZ3Z1nkRiYqKpsLBwkUAgkAsEghGlUjkEAODh4WGvqanxzM3NDeBwOOOlpaUzrg6xWq1EcnJysNlsZtA0TaSnp1/38/Ozpaam3lSpVByhUCgPDw8fWrZs2YijDJ/PHzl8+PDijIwMtkgkGtmzZ88NV+7BYevWrQNarZYVFRUlBQBgs9l2lUrVNpcJjiwWiw4NDZVZrVaisLCwDQDg9ddf7/rFL37BF4vFMpqmiddee+3akiVLrAAAkZGRktbWVpbFYmH4+/svLygoaE9MTBz4wx/+YHz22WeDCwoK/Nlstv1vf/tb+/22haDpew4XIYQQ+gHSaDTtSqXSadf7w8Rms8NnygDqKoPBwExISBA9yAygjwKNRuOnVCr5M53DoQ2EEEIIzRkObSCEEHrkzNQbkZKSEnTx4sXbVm9kZmZ279q1q3e29UokkrEH2RthNBoZsbGxkunHz507Z+ByubYH1Q5XYCCBEELoe6GkpOTKw27D/eJyuTa9Xq972O1wBQ5tIIQQQmjOMJBACCGE0JxhIIEQQgihOcNAAiGEEEJzhoEEQgghl315ssW/ra7ntu2w2+p6qC9Ptvg7K/Nd0fn/s3fvUU2d6f7An+xAgEiIkGDKJQFCyB3SCieI0tEqeFmOZ4qAyxalCraOl6PDdJgyY3/TdXrWjKUiOg61FVdH1Gqty1o9Um2nOhLAtiAC4ZCwExBTUAgNyiVAgITk94cTlhfAKUGx7fP5j52ddz87/+TLft+8T1ubW1RUlFgikUi/+OKLMXt2fPTRRzOFQqHU2d3zyy+/HLe3BwDAxo0bgwUCgWzjxo3BFy5c8JZKpRI3N7do526c97pz5w7B4XCi0tPTec5jZWVldKFQKOXxePJ169Zx793O+2mDQQIhhJDLOGHMgUtFWr4zTNyo62RcKtLyOWHMgemu7VGKi4sZEonE0tDQoF26dOmY22GvWLGi19kj48MPPzT8+te/DplozOPHj7NJktQcOHDgJp/PHz506JBhxYoVY/4M9fXXXw96cIvvzZs3h7z//vvfGQyG+ubmZs9Tp075TP4OHy8MEgghhFwWFsU2L1onbb5UpOWXndQHXirS8hetkzaHRbFdbiWekJAQLpPJJAKBQJaXl8cGuLuzZWZmJlcgEMji4uKEbW1tY25ncOvWLTeZTCYBAPjmm2+8KBRKdGNjIw0AgMvlyr/66qsZb731VvA//vGPmWKxWNrX10c5deqUj1QqlYhEImlcXJwQAIDJZNoJ4u5XptlsJiZqErZw4ULBwMAAVS6XSw8ePOgrEomGY2NjLc7336usrIxuMpncExMTe53HvvvuO/e+vj5i0aJF/QRBQFpa2u0zZ874PupezGbztHynY5BACCE0JcKi2GbRnGdMdf+8GSCa84xpKkIEAMCxY8cMGo2moba2VnvgwAGO0WikWiwWIiYmpr+pqUkzb948c05OTuBY7w0KCrINDQ0Rd+7cIS5fvuwtk8kGLl686K3X62ksFsuWmJjY/4c//KFtxYoVXSRJant7e6lbt24NPX369HWdTqc9c+bMdedYR44cmRkWFiZLTk6OKCwsNIxX7z//+c8mDw8PO0mS2ldffXXctuMjIyPw+uuvc//617+23nv8u+++cw8ICLA6/w4JCRlub293f9S9TNSZ9HHCIIEQQmhK3KjrZOi+NfpHLQxu131r9H9wzcRk5ebmckQikTQ6OlpiNBrdNRqNJ0EQsGHDhjsAABkZGbcrKyvHXbMQExPTd/HiRe/y8nLG73//+/aysjLGxYsXvefMmfPQNEZJSckMpVJpdnbN5HA4o7tLpqend9+4cUNz4sSJpj/96U9BU3Bf/osXL+4ODw+3PvrsH34vTwrubIkQQshlzjURzumMYLGfeSqmN4qLixkqlYpRVVVFMhgMu1KpFFkslof+CZ5oquH55583l5aWMm7evElLS0vr3r179zMA4PjlL3/ZM5mali1b1vfqq696tLe3uzm7a07Gt99+63316lXvQ4cOzRoYGCCsVivh7e098sYbb3zf3t7u7jzvu+++ozmfUEz1vUwFfCKBEELIZR03euj3hgbnmomOGz10V8bt7u6mMpnMEQaDYa+pqfFUq9UzAADsdjs4fwFRVFTEenCx4r0SEhL6Pv30U7+wsLAhKpUKM2fOtF2+fJmZmJj40H/xCxYs6K+srGSQJEkDAOjo6KACANTX13s4fzlRXl5OHx4epnA4nEmHCACA//3f/73R3t7+f7du3fq///7v/765cuXK2/v3778VEhJi9fb2tl+6dGmG3W6HY8eOsX71q191/9B7eVLwiQRCCCGXzflVeMeDx8Ki2GZX10kkJyf3FBYW+vP5fBmfzx9UKBT9AABeXl72ysrKGbt27QpksVjW06dPN483hkgkGnY4HJTnn3/eDAAQFxfX197eTvP393+oKVZgYKBt3759hqSkJIHdbgcWi2X9+uuvGz/++GPfTz75hOXm5ubw9PS0Hz16tHmsxZNjUalU9FWrVgl6e3uply5dmvnnP/85sKmpacLGYO+99953mZmZYYODg5QXXnihNzU1teeH3suTQnE4HNN1bYQQQk8xtVptUCgUndNdx1jodPpzY3UARY+HWq1mKxSK0LFew6kNhBBCCE0aTm0ghBD60RnracTatWt5V69eve/XG5s2berYvn37mBtBuaqystIrPT097N5jNBrNXldXRz6O6z2tMEgghBD6STh69GjLk7yeUqm0kCSpfZLXfBrh1AZCCCGEJg2DBEIIIYQmDYMEQgghhCYNgwRCCCGEJg2DBEIIIZeVnzjCuX6t8r7eGtevVTLKTxzhTFdN/662tja3qKgosUQikX7xxRdj9uz46KOPZgqFQqlYLJbK5XLJl19+OW5vDwCAjRs3BgsEAtnGjRuDL1y44C2VSiVubm7Rzt04nRobG2nz5s2L4PP5svDwcJlOp6MBAJAkSYuKihLzeDz58uXL+YODg+PvAT7NMEgghBByWUCEeODCe7v5zjBx/Vol48J7u/kBEeKB6a7tUYqLixkSicTS0NCgXbp06ZhbTa9YsaKXJEktSZLaDz/80PDrX/86ZKIxjx8/ziZJUnPgwIGbfD5/+NChQ4YVK1Y89DPUtLS0sN/97ncdzc3Nmurq6obAwEAbAMBvf/vb4K1bt3a0tLTUM5lM21//+lf21Nzt1MMggRBCyGXh0Urzsi2vN194bzf/clFh4IX3dvOXbXm9OTx6/B4Y/66EhIRwmUwmEQgEsry8PDbA3Z0tMzMzuQKBQBYXFydsa2sbczuDW7duuclkMgkAwDfffONFoVCiGxsbaQAAXC5X/tVXX8146623gv/xj3/MFIvF0r6+PsqpU6d8pFKpRCQSSePi4oQAAEwm0+7cEttsNhMTNQlbuHChYGBggCqXy6UHDx70FYlEw7GxsZYHt9S+du2a58jICCQlJfU6r8FgMOx2ux2++eYbxvr167sA7nY3PXfu3EybzQZBQUGRdrsdOjs7qVQqNfrChQveAAAxMTGi//u///Nw6YOeJAwSCCGEpkR4tNIs+8UiU/WF/w2Q/WKRaSpCBADAsWPHDBqNpqG2tlZ74MABjtFopFosFiImJqa/qalJM2/ePHNOTk7gWO8NCgqyDQ0NEXfu3CEuX77sLZPJBi5evOit1+tpLBbLlpiY2P+HP/yhbcWKFV0kSWp7e3upW7duDT19+vR1nU6nPXPmzHXnWEeOHJkZFhYmS05OjigsLDSMV+8///nPJg8PDztJktpXX321a7zztFqtp4+Pz8jixYvDJRKJdOPGjcE2mw06OjrcGAzGiLv73QagoaGhwx0dHTQ3Nzfg8/mD1dXVnl999ZW3RCIZKCkp8bZYLJT29nZaZGTk0OQ/5cnDIIEQQmhKXL9WydCUXvKfvew/2zWll/wfXDMxWbm5uRyRSCSNjo6WGI1Gd41G40kQBGzYsOEOwN3/2CsrK8ddsxATE9N38eJF7/Lycsbvf//79rKyMsbFixe958yZ89A0RklJyQylUmkWi8XDAAAcDme0GVZ6enr3jRs3NCdOnGj605/+FOTqfdlsNkpVVZX33r17W+vq6rQGg8Hjb3/724RTGHPnzjVfunSJoVKpGNnZ2e3ffPMNo7S0dIazmdl0wCCBEELIZc41Ecu2vN78wrrX2pzTHK6GieLiYoZKpWJUVVWROp1OK5FILBaL5aHvrommGp5//nlzaWkp4+bNm7S0tLRujUbjVV5e7v2LX/xiUk9Mli1b1tfS0uLR3t7u0u7QPB5vWCwWW6RS6bC7uzv853/+Z1d1dTWdw+HYzGYz1Wq1AgCAwWCgcTicYQCAF154oa+8vNy7urp6Rmpqas+/Oooy5s2bN21txDFIIIQQcll7I0m/d02Ec81EeyNJd2Xc7u5uKpPJHGEwGPaamhpPtVo9AwDAbreD8xcQRUVFLKVy/GmUhISEvk8//dQvLCxsiEqlwsyZM22XL19mJiYmPvTlu2DBgv7KykoGSZI0AICOjg4qAEB9fb2H3W4HAIDy8nL68PAwhcPh2Fy5t/nz5/f39vZSnes7Ll++7COVSi0EQcCcOXPMzvv7+9//zvrlL3/Z7XxPdXW1N0EQDjqd7pDJZANHjhzxX7hw4ZRMI00GBgmEEEIui1+d3vHgmojwaKU5fnV6hyvjJicn99hsNgqfz5dlZ2cHOR/he3l52SsrK2dERETISktLGTt37mwfbwyRSDTscDgozz//vBkAIC4uro/BYIz4+/uPPHhuYGCgbd++fYakpCSBSCSSJiUl8QEAPv74Y1+hUCgTi8XSrVu38o4ePdr84OLJ8ahUKjqHw4k6f/68b1ZWVohAIJABALi5ucE777xzc8GCBUKhUCh1OByQlZXVCQCwe/fum3/729+e4fF48q6uLrft27d3/uu+Hc8888xwTExMPwDA888/39ff308olUrLD/pgpxDF4XBM17URQgg9xdRqtUGhUHROdx1jodPpz43VARQ9Hmq1mq1QKELHeg2fSCCEEEJo0rCNOEIIoR+dsZ5GrF27lnf16tX7fr2xadOmju3btz+0EdRUqKys9EpPTw+79xiNRrPX1dWRj+N6TysMEgghhH4Sjh492vIkr6dUKi0kSWqf5DWfRji1gRBCCKFJwyCBEEIIoUnDIIEQQgihScMggRBCCKFJwyCBEELIZT1fGjiWhtv3bYdtabjN6PnSwJmumtCTgUECIYSQy2g8xsCdk3q+M0xYGm4z7pzU82k8xsB014YeLwwSCCGEXOYlYZn9Vgmb75zU87vPXQ+8c1LP91slbPaSsFzuAZGQkBAuk8kkAoFAlpeXxwa4u7NlZmYmVyAQyOLi4oTOfhVjUSqVoszMTK5cLpfw+XyZSqWiL168ODwkJES+bdu20fbj+/fv94uMjJSIxWLpyy+/HGKz3W2lsWfPHnZoaKg8MjJSsnr16pD09HQeAMDx48eZUVFRYolEIp07d66wtbXVDQCgp6eHSElJCRUKhVKhUCgtKiqaCQCQlpbGk8vlEoFAIMvKyhq9blBQUOSWLVuCxGKxVC6XS8rLy+nx8fERXC5X/u677/qPd1/FxcWMF154QeD8Oz09nbdv3z7WpD/oScIggRBCaEp4SVjmGbNnmfqutAXMmD3LNBUhAgDg2LFjBo1G01BbW6s9cOAAx2g0Ui0WCxETE9Pf1NSkmTdvnjknJydwojFoNJq9vr6+Yf369abU1FTBwYMHW0iS1HzyySdso9FIra6u9jx16pRfVVUVSZKkliAIxwcffMAyGAzueXl5ARUVFQ1VVVVkY2Ojp3PMxMTEvtraWrKhoUGbkpJy5+23334GACAnJyfAx8dnRK/Xa/V6vXb58uVmAID8/Pxb9fX1DSRJaq5cucKoqKjwco7F4/GGSZLUxsbG9mVkZISeO3fuekVFBZmbmzvhfT0NcEMqhBBCU8LScJvRX/29v/e8wPb+6u/9PQQzzVNrjwZjAAAgAElEQVQRJnJzczmff/75TAAAo9HortFoPAmCgA0bNtwBAMjIyLi9cuVKwURjJCUldQMAKBQKi0AgsISEhFgBALhc7lBzczOtpKTEu76+nq5QKCQAAIODg8SsWbNsZWVlM2JjY80cDmfkX+N06fV6TwCAGzdu0F588cVgk8nkPjw8THC53CEAgNLSUp8TJ040O6/tbA52+PBhv6KiIrbNZqOYTCZ3tVrtGRsbawEAWLVqVTcAQGRk5EB/fz/h6+tr9/X1tdNoNHtnZyeVzWY/1GDsaYFPJBBCCLnMuSbCb5WweeaK8DbnNMeDCzB/qOLiYoZKpWJUVVWROp1OK5FILBaL5aHvLgqFMuE4np6eDgAAgiDAw8NjtFslQRBgs9koDoeDkpqaepskSS1JklqDwVCfn5/fNtGYW7du5W3evPl7vV6vLSgo+G5oaGjc71SSJGkFBQUclUql1+v12oULF/YMDg6Onn9vfTQa7b76rFbrmDfn7u7ucLY2BwAYGhqa+EN4TDBIIIQQctlwi5l+75oI55qJ4RYz3ZVxu7u7qUwmc4TBYNhramo81Wr1DAAAu90Ohw4d8gUAKCoqYimVSpeefCxdurS3uLjY99atW24AAB0dHVS9Xk+Lj4/vr6ioYJhMJqrVaoWzZ8/6Ot9jNpupPB7P6qzBeXz+/Pm9e/bsmeX822QyUbu6uqheXl52Pz+/kdbWVreSkhKmK/UCAISHhw81NTV5WSwWSmdnJ7W8vNzH1TEnA6c2EEIIuYy5JLTjwWNeEpbLUxvJyck9hYWF/nw+X8bn8wcVCkU/AICXl5e9srJyxq5duwJZLJb19OnTzY8aayLR0dGDb7755q1FixYJ7XY7uLu7O/bt29eyaNGi/qysrPaYmBgJk8m0CQSCQSaTOQIAsGPHjraXXnopnMlk2uLj480tLS0eAAA7d+5sX79+PS8iIkJGEITjj3/8Y9srr7zSLZfLB8LDw+UBAQHD0dHRfa7UCwAgEAisK1as6BKLxbLg4OAhmUw2Lb+QoTgcjkefhRBC6GdHrVYbFApF53TXMRY6nf7cWB1AH4eenh6CyWTarVYrLFmyRLBu3brO9PT07idx7aeFWq1mKxSK0LFew6kNhBBCaALZ2dmBYrFYKhQKZTweb2jNmjU/qxDxKDi1gRBC6EdnrKcRa9eu5V29etX73mObNm3q2L59+21XrlVYWHjTlfe7qrKy0is9PT3s3mM0Gs1eV1dHTldN98IggRBC6Cfh6NGjLdNdw+OgVCotJElqp7uO8eDUBkIIIYQmDYMEQgghhCYNgwRCCCGEJg2DBEIIIYQmDYMEQgghl126dImj0+nu2w5bp9MxLl26xJmumtCTgUECIYSQy4KDgwc+++wzvjNM6HQ6xmeffcYPDg6elt0W0ZODQQIhhJDLRCKROSkpqfmzzz7jX7hwIfCzzz7jJyUlNYtEIpe7fyYkJITLZDKJQCCQ5eXlsQHu7myZmZnJFQgEsri4OGFbW9u42xkolUpRZmYmVy6XS/h8vkylUtEXL14cHhISIt+2bdtom+79+/f7RUZGSsRisfTll18OsdlsAACwZ88edmhoqDwyMlKyevXqkPT0dB4AwPHjx5lRUVFiiUQinTt3rrC1tdUN4O5OmCkpKaFCoVAqFAqlRUVFMwEA0tLSeHK5XCIQCGRZWVmj1w0KCorcsmVLkFgslsrlckl5eTk9Pj4+gsvlyt99913/8e5rZGQE1qxZwwsLC5PNnTs3Yv78+QJn/5EnCYMEQgihKSESicwKhcJUUVERoFAoTFMRIgAAjh07ZtBoNA21tbXaAwcOcIxGI9VisRAxMTH9TU1Nmnnz5plzcnICJxqDRqPZ6+vrG9avX29KTU0VHDx4sIUkSc0nn3zCNhqN1Orqas9Tp075VVVVkSRJagmCcHzwwQcsg8HgnpeXF1BRUdFQVVVFNjY2ejrHTExM7KutrSUbGhq0KSkpd95+++1nAABycnICfHx8RvR6vVav12uXL19uBgDIz8+/VV9f30CSpObKlSuMiooKL+dYPB5vmCRJbWxsbF9GRkbouXPnrldUVJC5ubnj3teRI0d8W1tbaU1NTZoTJ07cqKmp8R7v3McJN6RCCCE0JXQ6HUOtVvvHxsa2q9Vqfz6fb56KMJGbm8v5/PPPZwIAGI1Gd41G40kQBGzYsOEOAEBGRsbtlStXCiYaIykpqRsAQKFQWAQCgSUkJMQKAMDlcoeam5tpJSUl3vX19XSFQiEBABgcHCRmzZplKysrmxEbG2vmcDgj/xqnS6/XewIA3Lhxg/biiy8Gm0wm9+HhYYLL5Q4BAJSWlvqcOHFitImYv7//CADA4cOH/YqKitg2m41iMpnc1Wq1Z2xsrAUAYNWqVd0AAJGRkQP9/f2Er6+v3dfX106j0eydnZ1UNps98uA9lZWVea9cubKLSqUCj8ezzZkzZ0qC2w+FTyQQQgi5zLkmIikpqXnZsmVtzmmOBxdg/lDFxcUMlUrFqKqqInU6nVYikVgsFstD310UCmXCcTw9PR0AAARBgIeHx2i3SoIgwGazURwOByU1NfU2SZJakiS1BoOhPj8/v22iMbdu3crbvHnz93q9XltQUPDd0NDQuN+pJEnSCgoKOCqVSq/X67ULFy7sGRwcHD3/3vpoNNp99Vmt1olvbpphkEAIIeSymzdv0u9dE+FcM3Hz5k26K+N2d3dTmUzmCIPBsNfU1Hiq1eoZAAB2ux2c6wGKiopYSqXSpf/Gly5d2ltcXOx769YtNwCAjo4Oql6vp8XHx/dXVFQwTCYT1Wq1wtmzZ0fXIJjNZiqPx7M6a3Aenz9/fu+ePXtmOf82mUzUrq4uqpeXl93Pz2+ktbXVraSkhOlKvQAA8fHxfWfOnPEdGRmB1tZWt4qKCpdC22Th1AZCCCGXLVq0qOPBYyKRyOWpjeTk5J7CwkJ/Pp8v4/P5gwqFoh8AwMvLy15ZWTlj165dgSwWy3r69OnmR401kejo6ME333zz1qJFi4R2ux3c3d0d+/bta1m0aFF/VlZWe0xMjITJZNoEAsEgk8kcAQDYsWNH20svvRTOZDJt8fHx5paWFg8AgJ07d7avX7+eFxERISMIwvHHP/6x7ZVXXumWy+UD4eHh8oCAgOHo6Og+V+oFAHjllVe6Ll68yBAIBLKAgIBhmUw2MHPmzIemQB43isPhePRZCCGEfnbUarVBoVB0TncdY6HT6c+N1QH0cejp6SGYTKbdarXCkiVLBOvWretMT09/KlqJO2szGo3U//iP/5BcuXKF5PF4tqm+jlqtZisUitCxXsMnEgghhNAEsrOzA0tLS32GhoYo8+fP712zZs1TESIAABITEyN6e3upVquVkp2d3f44QsSjYJBACCH0ozPW04i1a9fyrl69et9PIDdt2tSxffv2265cq7Cw8KYr73dVZWWlV3p6eti9x2g0mr2uro6srKzUTVddThgkEEII/SQcPXq0ZbpreByUSqWFJEntdNcxHvzVBkIIIYQmDYMEQgghhCYNgwRCCCGEJg2DBEIIIfQjZ7Vap+3aGCQQQgi57Pr13RxT56X7dlY0dV5iXL++m+Pq2Nj9c2zFxcWM6Oho0cKFCwURERFyFz/mScMggRBCyGU+zGcHtNrf8Z1hwtR5iaHV/o7vw3x2wNWxsfvn+LRaLX3//v0tBoOh3rVPefLw558IIYRc5s9eZJZK85q12t/xA55ZaWo3nvaXSvOa/dmLsPvnY+r+CQAQFRXVLxaLhyf/6boOn0gghBCaEv7sReaAZ1aaWm8WBQQ8s9I0FSECu39O3P2TTqfbJ7zxJwCDBEIIoSlh6rzEaDee9ucGr2tvN572f3DNxGRg98+nHwYJhBBCLnOuiZBK85qFwv/X5pzmcDVMJCcn99hsNgqfz5dlZ2cHPdj9MyIiQlZaWsrYuXNnuyvXubf7p1AolC5cuFDY2trqHhYWZnV2/4yOjhZzudyhB7t/ymQyCYvFGu1xsXPnzvbu7m5qRESETCQSSc+fP8+Ii4uzOLt/rlq1ij8V3T+fFtj9EyGE0Jh+SPfP69d3c3yYzw7cO51h6rzE6O2ppYeHv/5Qi3FXYffPJwu7fyKEEHqsxgoL/uxF5qlYJzHdnubun08DDBIIIYR+dLD7593un9NV070wSCCEEPpJwO6f0wMXWyKEEEJo0jBIIIQQQmjSMEgghBBCaNIwSCCEEEJo0jBIIIQQQmjSMEgghBBCP0IGg8F96dKl/OmuA4MEQgghl+1sbuf8o7Pnvu2w/9HZw9jZ3M6Zrpp+6kJDQ61ffPFF86PPfLwwSCCEEHJZtA994L8aWvjOMPGPzh7GfzW08KN96AOujp2QkBAuk8kkAoFAlpeXxwa4u0V2ZmYmVyAQyOLi4oRtbW3j7oukVCpFmZmZXLlcLuHz+TKVSkVfvHhxeEhIiHzbtm2BzvP279/vFxkZKRGLxdKXX345xGa72z5jz5497NDQUHlkZKRk9erVIenp6TwAgOPHjzOjoqLEEolEOnfuXGFra6sbwN0ttVNSUkKFQqFUKBRKi4qKZgIApKWl8eRyuUQgEMiysrJGrxsUFBS5ZcuWILFYLJXL5ZLy8nJ6fHx8BJfLlb/77rv+492XTqejRUREyFz8eF2GQQIhhJDLFrOZ5r9JeM3/1dDC/3+NNwP/q6GF/zcJr3kxm+nyFtnHjh0zaDSahtraWu2BAwc4RqORarFYiJiYmP6mpibNvHnzzDk5OYETjUGj0ez19fUN69evN6WmpgoOHjzYQpKk5pNPPmEbjUZqdXW156lTp/yqqqpIkiS1BEE4PvjgA5bBYHDPy8sLqKioaKiqqiIbGxs9nWMmJib21dbWkg0NDdqUlJQ7b7/99jMAADk5OQE+Pj4jer1eq9frtcuXLzcDAOTn59+qr69vIElSc+XKFUZFRYWXcywejzdMkqQ2Nja2LyMjI/TcuXPXKyoqyNzc3Anv62mAO1sihBCaEovZTPOqZ3xNB292BrwazG6fihABAJCbm8v5/PPPZwIAGI1Gd41G40kQBGzYsOEOAEBGRsbtlStXCiYaIykpqRsAQKFQWAQCgSUkJMQKAMDlcoeam5tpJSUl3vX19XSFQiEBABgcHCRmzZplKysrmxEbG2vmcDgj/xqnS6/XewIA3Lhxg/biiy8Gm0wm9+HhYYLL5Q4BAJSWlvqcOHFidMrB399/BADg8OHDfkVFRWybzUYxmUzuarXaMzY21gIAsGrVqm4AgMjIyIH+/n7C19fX7uvra6fRaPbOzk4qm80emYrP8nHAJxIIIYSmxD86exgnjV3+rwaz208au/wfXDMxGcXFxQyVSsWoqqoidTqdViKRWCwWy0PfXRQKZcJxPD09HQAABEGAh4fHaNtrgiDAZrNRHA4HJTU19TZJklqSJLUGg6E+Pz+/baIxt27dytu8efP3er1eW1BQ8N3Q0NC436kkSdIKCgo4KpVKr9frtQsXLuwZHBwcPf/e+mg02n31Wa3WiW9ummGQQAgh5DLnmoi/SXjN/xMR3Oac5nA1THR3d1OZTOYIg8Gw19TUeKrV6hkAAHa7HQ4dOuQLAFBUVMRSKpUuPf1YunRpb3Fxse+tW7fcAAA6Ojqoer2eFh8f319RUcEwmUxUq9UKZ8+e9XW+x2w2U3k8ntVZg/P4/Pnze/fs2TPL+bfJZKJ2dXVRvby87H5+fiOtra1uJSUlTFfqfZpgkEAIIeSya70D9HvXRDjXTFzrHaC7Mm5ycnKPzWaj8Pl8WXZ2dpBCoegHAPDy8rJXVlbOiIiIkJWWljJ27tzZ7sp1oqOjB998881bixYtEgqFQunChQuFra2t7mFhYdasrKz2mJgYSXR0tJjL5Q4xmcwRAIAdO3a0vfTSS+EymUzCYrFszrF27tzZ3t3dTY2IiJCJRCLp+fPnGXFxcRa5XD4QHh4uX7VqFT86OrrPlXqfJhSHw/HosxBCCP3sqNVqg0Kh6JzuOsZCp9OfG6uV+OPQ09NDMJlMu9VqhSVLlgjWrVvXmZ6e3v0krv20UKvVbIVCETrWa/hEAiGEEJpAdnZ2oFgslgqFQhmPxxtas2bNzypEPAr+agMhhNCPzlhPI9auXcu7evWq973HNm3a1LF9+/bbrlyrsLDwpivvd1VlZaVXenp62L3HaDSava6ujpyumu6FQQIhhNBPwtGjR1umu4bHQalUWkiS1E53HePBqQ2EEEIITRoGCYQQQghNGgYJhBBCCE0aBgmEEEIITRoGCYQQQghNGgYJhBBCLsv7Use52NBx33bYFxs6GHlf6jjTVRN6MjBIIIQQctmzvJkDvz1Zy3eGiYsNHYzfnqzlP8ubOeDq2AkJCeEymUwiEAhkeXl5bIC7O1tmZmZyBQKBLC4uTtjW1jbudgZKpVKUmZnJlcvlEj6fL1OpVPTFixeHh4SEyLdt2zbapnv//v1+kZGRErFYLH355ZdDbLa7u17v2bOHHRoaKo+MjJSsXr06JD09nQcAcPz4cWZUVJRYIpFI586dK2xtbXUDuLsTZkpKSqhQKJQKhUJpUVHRTACAtLQ0nlwulwgEAllWVtbodYOCgiK3bNkSJBaLpXK5XFJeXk6Pj4+P4HK58nfffdd/vPv6zW9+EygWi6VisVg6a9asqJSUlFDXPunJwSCBEELIZQkSjjl/1bPNvz1Zy//vc5rA356s5eeverY5QcJxuZX4sWPHDBqNpqG2tlZ74MABjtFopFosFiImJqa/qalJM2/ePHNOTk7gRGPQaDR7fX19w/r1602pqamCgwcPtpAkqfnkk0/YRqORWl1d7Xnq1Cm/qqoqkiRJLUEQjg8++IBlMBjc8/LyAioqKhqqqqrIxsZGT+eYiYmJfbW1tWRDQ4M2JSXlzttvv/0MAEBOTk6Aj4/PiF6v1+r1eu3y5cvNAAD5+fm36uvrG0iS1Fy5coVRUVHh5RyLx+MNkySpjY2N7cvIyAg9d+7c9YqKCjI3N3fc+9q7d28bSZLa8vJy3cyZM23bt2//3tXPejJwQyqEEEJTIkHCMSfPDjYdumIIWD8vtH0qQgQAQG5uLufzzz+fCQBgNBrdNRqNJ0EQsGHDhjsAABkZGbdXrlwpmGiMpKSkbgAAhUJhEQgElpCQECsAAJfLHWpubqaVlJR419fX0xUKhQQAYHBwkJg1a5atrKxsRmxsrJnD4Yz8a5wuvV7vCQBw48YN2osvvhhsMpnch4eHCS6XOwQAUFpa6nPixIlm57X9/f1HAAAOHz7sV1RUxLbZbBSTyeSuVqs9Y2NjLQAAq1at6gYAiIyMHOjv7yd8fX3tvr6+dhqNZu/s7KSy2eyRse7LbrdDampq2JYtWzqef/55l5/+TAY+kUAIITQlLjZ0MD6tvum/fl5o+6fVN/0fXDMxGcXFxQyVSsWoqqoidTqdViKRWCwWy0PfXRQKZcJxPD09HQAABEGAh4fHaLdKgiDAZrNRHA4HJTU19TZJklqSJLUGg6E+Pz+/baIxt27dytu8efP3er1eW1BQ8N3Q0NC436kkSdIKCgo4KpVKr9frtQsXLuwZHBwcPf/e+mg02n31Wa3WcW/u9ddfDwwICBh2dRtwV2CQQAgh5DLnmoj8Vc82v7VC1uac5nA1THR3d1OZTOYIg8Gw19TUeKrV6hkAd/8TP3TokC8AQFFREUupVLr09GPp0qW9xcXFvrdu3XIDAOjo6KDq9XpafHx8f0VFBcNkMlGtViucPXvW1/kes9lM5fF4VmcNzuPz58/v3bNnzyzn3yaTidrV1UX18vKy+/n5jbS2trqVlJQwXakX4O4aDZVK5fP3v/+91dWxXIFBAiGEkMtqW7rp966JcK6ZqG3pprsybnJyco/NZqPw+XxZdnZ2kEKh6AcA8PLysldWVs6IiIiQlZaWMnbu3NnuynWio6MH33zzzVuLFi0SCoVC6cKFC4Wtra3uYWFh1qysrPaYmBhJdHS0mMvlDjGZzBEAgB07drS99NJL4TKZTMJisWzOsXbu3Nne3d1NjYiIkIlEIun58+cZcXFxFrlcPhAeHi5ftWoVPzo6us+VegEA/vrXv3I6Ojrcn332WYlYLJb+5je/mXCdyONCcTgcjz4LIYTQz45arTYoFIrO6a5jLHQ6/bmxOoA+Dj09PQSTybRbrVZYsmSJYN26dZ3p6ek/q1biarWarVAoQsd6DZ9IIIQQQhPIzs4OFIvFUqFQKOPxeENr1qz5WYWIR8FfbSCEEPrRGetpxNq1a3lXr171vvfYpk2bOlxdiFhYWHjTlfe7qrKy0is9PT3s3mM0Gs1eV1dHTldN98IggRBC6Cfh6NGjLdNdw+OgVCotJElqp7uO8eDUBkIIIYQmDYMEQgghhCYNgwRCCCGEJg2DBEIIIYQmDYMEQgihnw2dTkeLiIiQTXcdPyUYJBBCCLnu0v9wQHfh/u2wdRcYcOl/ONNUEXpCMEgghBByXXDMAHz2a/5omNBdYMBnv+ZDcIzLHSkTEhLCZTKZRCAQyPLy8tgAd3e2zMzM5AoEAllcXJywra1t3O0MysrK6CKRSCoSiaT5+fmjPTBsNhts3LgxWC6XS4RCoXTXrl1s52s7dux4RigUSkUikXTz5s1BAAC7d+9my+VyiUgkki5ZsiTcbDYTAADJycmhaWlpPIVCIQ4ODo4sLi5mpKamhvL5fFlycnLoRPe2Z88edmhoqDwyMlKyevXqkPT0dJ6LH9cTh0ECIYSQ60TLzJD0QTN89ms+XMgJhM9+zYekD5pBtMzlVuLHjh0zaDSahtraWu2BAwc4RqORarFYiJiYmP6mpibNvHnzzDk5OeP2mcjMzAzdu3dvi06nu28vhr1797KZTOZIfX19g1qtbjh8+LA/SZK0kydP+pw/f37mtWvXSJ1Op33rrbeMAABpaWld9fX1DTqdTisSiSz79u0bDR49PT1uNTU15DvvvNO6evVqQXZ2dkdjY6OGJEmvr7/+2musugwGg3teXl5ARUVFQ1VVFdnY2Ojp6mc1HTBIIIQQmhqiZWZQvGSCivcDQPGSaSpCBABAbm4uRyQSSaOjoyVGo9Fdo9F4EgQBGzZsuAMAkJGRcbuystJ7rPd2dnZSzWYzddmyZX3Oc52vXbx40efkyZMssVgsfe655yRdXV1uWq3W86uvvvJZs2ZNJ4PBsAMAcDicEQCAa9eueUVHR4uEQqH0008/ZWk0mtEv/uXLl3cTBAGzZ88eYLFYVqVSaaFSqSAUCi3Xr1/3GKu2srKyGbGxsWYOhzPi4eHhSEpK6pqKz+tJw50tEUIITQ3dBQaoP/aH2E3toP7YH/jzza6GieLiYoZKpWJUVVWRDAbDrlQqRRaL5aF/gikUyg8e2+FwUHbv3t2SnJzce+/xCxcu+Ix1/muvvRZ26tSppri4OMu+fftYKpVqdE2Ip6enAwCASqUCjUYb7YZJEATYbLYfXtyPCD6RQAgh5DrnmoikD5ph2Ttto9McDy7A/IG6u7upTCZzhMFg2GtqajzVavUMAAC73Q6HDh3yBQAoKipiKZXKMQMLm80eYTAYI19++aX3v871c76WmJjY8/777/sPDQ1RAADq6uo8ent7iSVLlvR+9NFHbOcaiI6ODioAwMDAAMHj8axDQ0OUEydO+I11vR8iPj6+v6KigmEymahWqxXOnj3r6+qY0wGfSCCEEHLdzSr6fWsinGsmblbRXXkqkZyc3FNYWOjP5/NlfD5/UKFQ9AMAeHl52SsrK2fs2rUrkMViWU+fPt083hgffvihYcOGDaEUCgUWLFgw+vQhKyur02AweERGRkocDgfFz8/Pev78+espKSm91dXV9GeffVbi7u7uSEhI6CkoKLiVk5PTplQqJX5+frbZs2f39fX1USd7XwAAYWFh1qysrPaYmBgJk8m0CQSCQSaTOeLKmNOB4nA4Hn0WQgihnx21Wm1QKBSd013HWOh0+nNjdQD9senp6SGYTKbdarXCkiVLBOvWretMT09/6tqUq9VqtkKhCB3rNZzaQAghhKZJdnZ2oFgslgqFQhmPxxtas2bNUxciHgWnNhBCCP3ojPU0Yu3atbyrV6/e9+uNTZs2dWzfvv32g+c+aVFRUeLh4eH7/nk/cuTIjcLCwpvTVdNUwSCBEELoJ+Ho0aMt013DeOrq6sjpruFxwakNhBBCCE0aBgmEEEIITRoGCYQQQghNGgYJhBBCCE0aBgmEEEIu21e9j1PSWnLfLpYlrSWMfdX7nqo24jqdjhYRESGb7jp+SjBIIIQQclmUf9TAjvIdfGeYKGktYewo38GP8o9yuY34z4XNZpvuEiYFgwRCCCGXLeAuMP85/s/NO8p38N+pfCdwR/kO/p/j/9y8gLvA5Q6gCQkJ4TKZTCIQCGR5eXlsgLs7W2ZmZnIFAoEsLi5O2NbWNu52BmVlZXSRSCQViUTS/Pz8Wc7jNpsNNm7cGCyXyyVCoVC6a9eu0bbgO3bseEYoFEpFIpF08+bNQQAAu3fvZsvlcolIJJIuWbIk3NmLIzk5OTQtLY2nUCjEwcHBkcXFxYzU1NRQPp8vS05ODp3o3uh0+nOvvvpqsEgkkl66dGnMDqZPOwwSCCGEpsQC7gLzivAVpmMNxwJWhK8wTUWIAAA4duyYQaPRNNTW1moPHDjAMRqNVIvFQsTExPQ3NTVp5s2bZ87JyQkc7/2ZmZmhe/fubdHpdNp7j+/du5fNZDJH6uvrG9RqdcPhw4f9SZKknTx50uf8+fMzr127Rup0Ou1bb71lBABIS0vrqq+vb9DpdFqRSGTZt2/faPDo6elxq6mpId95553W1atXC7KzszsaGxs1JEl6ff31117j1WaxWIjY2Nh+nU6nXbJkSd9UfF5PGgYJhBBCU6KktYRx7vo5/zRJWvu56+f8H1wzMVm5ubkckUgkjY6OlhiNRneNRuNJEAQvd/sAACAASURBVARs2LDhDgBARkbG7crKyjH/m+/s7KSazWbqsmXL+pznOl+7ePGiz8mTJ1lisVj63HPPSbq6uty0Wq3nV1995bNmzZpOBoNhBwDgcDgjAADXrl3zio6OFgmFQumnn37K0mg0ns6xli9f3k0QBMyePXuAxWJZlUqlhUqlglAotFy/ft1jvHujUqmwbt26rqn4nKYL7myJEELIZc41Ec7pjDkBc8xTMb1RXFzMUKlUjKqqKpLBYNiVSqXIYrE89E8whUL5wWM7HA7K7t27W5KTk3vvPX7hwgWfsc5/7bXXwk6dOtUUFxdn2bdvH0ulUo0GJU9PTwfA3WBAo9FGu2ESBAE2m23c4mg0mt3N7cf9VYxPJBBCCLmszlRHvzc0ONdM1Jnq6K6M293dTWUymSMMBsNeU1PjqVarZwAA2O12OHTokC8AQFFREUupVI4ZVths9giDwRj58ssvvf91rp/ztcTExJ7333/ff2hoiAIAUFdX59Hb20ssWbKk96OPPmI710B0dHRQAQAGBgYIHo9nHRoaopw4ccJvrOv9HP24YxBCCKGnwrbZ2zoePLaAu8Ds6jqJ5OTknsLCQn8+ny/j8/mDCoWiHwDAy8vLXllZOWPXrl2BLBbLevr06ebxxvjwww8NGzZsCKVQKLBgwYLRpw9ZWVmdBoPBIzIyUuJwOCh+fn7W8+fPX09JSemtrq6mP/vssxJ3d3dHQkJCT0FBwa2cnJw2pVIp8fPzs82ePbuvr6+P6sq9/VRQHA7Ho89CCCH0s6NWqw0KhaJzuusYC51Of26sDqDo8VCr1WyFQhE61ms4tYEQQgihScOpDYQQQj86Yz2NWLt2Le/q1av3/Xpj06ZNHdu3b7/94LlPWlRUlHh4ePi+f96PHDlyQ6lUWqarpqmCQQIhhNBPwtGjR1umu4bx1NXVkdNdw+OCUxsIIYQQmjQMEgghhBCaNAwSCCGEEJo0DBIIIYQQmjQMEgghhFz2/d69HPPly/f11jBfvsz4fu9eznTVNBadTkeLiIiQTXcdPyUYJBBCCLnMS6EYaHsjh+8ME+bLlxltb+TwvRSKgemuDT1eGCQQQgi5jPHCC+bA3Hea297I4Rv/8pfAtjdy+IG57zQzXnjB5VbiCQkJ4TKZTCIQCGR5eXlsgLs7W2ZmZnIFAoEsLi5O2NbWNu52BmVlZXSRSCQViUTS/Pz8Wc7jNpsNNm7cGCyXyyVCoVC6a9eu0bbgO3bseEYoFEpFIpF08+bNQQAAu3fvZsvlcolIJJIuWbIk3NmLIzk5OTQtLY2nUCjEwcHBkcXFxYzU1NRQPp8vS05ODh2vrmPHjjHFYrFULBZLQ0ND5UFBQZGuflbTAYMEQgihKcF44QUz88VfmbqOHA1gvvgr01SECACAY8eOGTQaTUNtba32wIEDHKPRSLVYLERMTEx/U1OTZt68eeacnJzA8d6fmZkZunfv3hadTqe99/jevXvZTCZzpL6+vkGtVjccPnzYnyRJ2smTJ33Onz8/89q1a6ROp9O+9dZbRgCAtLS0rvr6+gadTqcViUSWffv2jQaPnp4et5qaGvKdd95pXb16tSA7O7ujsbFRQ5Kk19dff+01Vl1paWk9JElqSZLUSqXSga1btxqn4vN60jBIIIQQmhLmy5cZPWfO+vumr23vOXPW/8E1E5OVm5vLEYlE0ujoaInRaHTXaDSeBEHAhg0b7gAAZGRk3K6srPQe672dnZ1Us9lMXbZsWZ/zXOdrFy9e9Dl58iRLLBZLn3vuOUlXV5ebVqv1/Oqrr3zWrFnTyWAw7AAAHA5nBADg2rVrXtHR0SKhUCj99NNPWRqNxtM51vLly7sJgoDZs2cPsFgsq1KptFCpVBAKhZbr1697THR/b775JsfT09P+hz/8weT6p/Xk4c6WCCGEXOZcE+GczpgRF2eeiumN4uJihkqlYlRVVZEMBsOuVCpFFovloX+CKRTKDx7b4XBQdu/e3ZKcnNx77/ELFy74jHX+a6+9Fnbq1KmmuLg4y759+1gqlWo0KHl6ejoAAKhUKtBotNFumARBgM1mG7e4M2fOMM6cOeP37bff/mh3vsQnEgghhFxmUavp94YG55oJi1pNd2Xc7u5uKpPJHGEwGPaamhpPtVo9AwDAbrfDoUOHfAEAioqKWEqlcsywwmazRxgMxsiXX37p/a9z/ZyvJSYm9rz//vv+Q0NDFACAuro6j97eXmLJkiW9H330Edu5BqKjo4MKADAwMEDweDzr0NAQ5cSJE35jXe+H0Ov1tN/85jchn3766XVvb+8fbStufCKBEELIZbN+85uOB48xXnjB7Oo6ieTk5J7CwkJ/Pp8v4/P5gwqFoh8AwMvLy15ZWTlj165dgSwWy3r69Onm8cb48MMPDRs2bAilUCiwYMGC0acPWVlZnQaDwSMyMlLicDgofn5+1vPnz19PSUnpra6upj/77LMSd3d3R0JCQk9BQcGtnJycNqVSKfHz87PNnj27r6+vj+rKvR04cIDV09ND/dWvfiUAAOBwOMMqlarJlTGnA8Xh+NGGIIQQQo+RWq02KBSKzumuYyx0Ov25sTqAosdDrVazFQpF6Fiv4dQGQgghhCYNpzYQQgj96Iz1NGLt2rW8q1ev3vfrjU2bNnVs37799oPnPmlRUVHi4eHh+/55P3LkyA2lUmmZrpqmCgYJhBBCPwlHjx5tme4axlNXV/ej/VXGo+DUBkIIIYQmDYMEQgghhCYNgwRCCCGEJg2DBEIIIYQmDYMEQgghl3179jrnRl3nfb01btR1Mr49e50zXTWhJwODBEIIIZdxwpgDl4q0fGeYuFHXybhUpOVzwpgD010berwwSCCEEHJZWBTbvGidtPlSkZZfdlIfeKlIy1+0TtocFsV2uZV4QkJCuEwmkwgEAlleXh4b4O7OlpmZmVyBQCCLi4sTtrW1jbudwddff+2lUCjEQqFQmpiYGG4ymagAAEqlUpSZmcmVy+USPp8vU6lU9MWLF4eHhITIt23bNtqWfP/+/X6RkZESsVgsffnll0NsNhsAAOzZs4cdGhoqj4yMlKxevTokPT2dBwBw/PhxZlRUlFgikUjnzp0rbG1tdQMA6OnpIVJSUkKFQqFUKBRKi4qKZgIApKWl8eRyuUQgEMiysrJGrxsUFBS5ZcuWILFYLJXL5ZLy8nJ6fHx8BJfLlb/77rv+491vcXEx44UXXhA4/05PT+ft27ePNcmP/5EwSCCEEJoSYVFss2jOM6a6f94MEM15xjQVIQIA4NixYwaNRtNQW1urPXDgAMdoNFItFgsRExPT39TUpJk3b545JycncLz3r1u3Luwvf/nLTb1er5XJZJY33nhj9FwajWavr69vWL9+vSk1NVVw8ODBFpIkNZ988gnbaDRSq6urPU+dOuVXVVVFkiSpJQjC8cEHH7AMBoN7Xl5eQEVFRUNVVRXZ2Ng42lI8MTGxr7a2lmxoaNCmpKTcefvtt58BAMjJyQnw8fEZ0ev1Wr1er12+fLkZACA/P/9WfX19A0mSmitXrjAqKiq8nGPxeLxhkiS1sbGxfRkZGaHnzp27XlFRQebm5o57v08abkiFEEJoStyo62TovjX6Ry0Mbtd9a/QPFvuZpyJM5Obmcj7//POZAABGo9Fdo9F4EgQBGzZsuAMAkJGRcXvlypWCsd57+/Ztqtlspi5fvrwPAODVV1+9nZqayne+npSU1A0AoFAoLAKBwBISEmIFAOByuUPNzc20kpIS7/r6erpCoZAAAAwODhKzZs2ylZWVzYiNjTVzOJyRf43TpdfrPQEAbty4QXvxxReDTSaT+/DwMMHlcocAAEpLS31OnDgx2lzM399/BADg8OHDfkVFRWybzUYxmUzuarXaMzY21gIAsGrVqm4AgMjIyIH+/n7C19fX7uvra6fRaPbOzk4qm80ecfXzdRU+kUAIIeQy55qIReukzc+vErY5pzkeXID5QxUXFzNUKhWjqqqK1Ol0WolEYrFYLA99d1EolEmN7+np6QAAIAgCPDw8RrtYEgQBNpuN4nA4KKmpqbdJktSSJKk1GAz1+fn5bRONuXXrVt7mzZu/1+v12oKCgu+GhobG/a4lSZJWUFDAUalUer1er124cGHP4ODg6Pn31kej0e6rz2q1jnnT7u7uDrvdPvq3s03644JBAiGEkMs6bvTQ710T4Vwz0XGjh+7KuN3d3VQmkznCYDDsNTU1nmq1egYAgN1uh0OHDvkCABQVFbGUSuWYTz5YLNaIj4/PyBdffOENAPDhhx+y4uLi+v7d6y9durS3uLjY99atW24AAB0dHVS9Xk+Lj4/vr6ioYJhMJqrVaoWzZ8/6Ot9jNpupPB7P6qzNeXz+/Pm9e/bsmeX822QyUbu6uqheXl52Pz+/kdbWVreSkhLmD/uEHhYeHj7U1NTkZbFYKJ2dndTy8nIfV8ecCE5tIIQQctmcX4V3PHgsLIrt8tRGcnJyT2FhoT+fz5fx+fxBhULRDwDg5eVlr6ysnLFr165AFotlPX36dPN4Yxw6dOjGpk2bQrZt20bweLyhjz/+2PDvXj86OnrwzTffvLVo0SKh3W4Hd3d3x759+1oWLVrUn5WV1R4TEyNhMpk2gUAwyGQyRwAAduzY0fbSSy+FM5lMW3x8vLmlpcUDAGDnzp3t69ev50VERMgIgnD88Y9/bHvllVe65XL5QHh4uDwgIGA4Ojr63w454xEIBNYVK1Z0icViWXBw8JBMJnusv5yhOByOR5+FEELoZ0etVhsUCkXndNcxFjqd/txYHUCfpJ6eHoLJZNqtVissWbJEsG7dus709PTu6azpcVGr1WyFQhE61ms4tYEQQghNQnZ2dqBYLJYKhUIZj8cbWrNmzU8yRDwKTm0ghBD60RnracTatWt5V69e9b732KZNmzq2b99++3HUUFhYePNxjPvvqqys9EpPTw+79xiNRrM/6ZblGCQQQgj9JBw9erRlumt4kpRKpYUkSe1014FTGwghhBCaNAwSCCGEEJo0DBIIIYQQmjQMEgghhBCaNAwSCCGEXFZ+4gjn+rXK+7bDvn6tklF+4ghnumpCTwYGCYQQQi4LiBAPXHhvN98ZJq5fq2RceG83PyBC/Fh3VUTTD4MEQgghl4VHK83LtrzefOG93fzLRYWBF97bzV+25fXm8Oixe2D8EAkJCeEymUwiEAhkeXl5bIC7O1tmZmZyBQKBLC4uTtjW1jbudgZff/21l0KhEAuFQmliYmK4yWSiAgAolUpRZmYmVy6XS/h8vkylUtEXL14cHhISIt+2bdtom+79+/f7RUZGSsRisfTll18OsdlsAACwZ88edmhoqDwyMlKyevXqkPT0dB4AwPHjx5lRUVFiiUQinTt3rrC1tdUN4O5OmCkpKaFCoVAqFAqlRUVFMwEA0tLSeHK5XCIQCGRZWVmj1w0KCorcsmVLkFgslsrlckl5eTk9Pj4+gsvlyt99913/8e53ZGQE1qxZwwsLC5PNnTs3Yv78+QJnX5LHAYMEQgihKREerTTLfrHIVH3hfwNkv1hkmooQAQBw7Ngxg0ajaaitrdUeOHCAYzQaqRaLhYiJielvamrSzJs3z5yTkxM43vvXrVsX9pe//OWmXq/XymQyyxtvvDF6Lo1Gs9fX1zesX7/elJqaKjh48GALSZKaTz75hG00GqnV1dWep06d8quqqiJJktQSBOH44IMPWAaDwT0vLy+goqKioaqqimxsbPR0jpmYmNhXW1tLNjQ0aFNSUu68/fbbzwAA5OTkBPj4+Izo9XqtXq/XLl++3AwAkJ+ff6u+vr6BJEnNlStXGBUVFV7OsXg83jBJktrY2Ni+jIyM0HPnzl2vqKggc3Nzx73fI0eO+La2ttKampo0J06cuFFTU+M93rlTATekQgghNCWuX6tkaEov+c9e9p/tmtJL/rzIZ81TESZyc3M5n3/++UwAAKPR6K7RaDwJgoANGzbcAQDIyMi4vXLlSsFY7719+zbVbDZTly9f3gcA8Oqrr95OTU3lO19PSkrqBgBQKBQWgUBgCQkJsQIAcLncoebmZlpJSYl3fX09XaFQSAAABgcHiVmzZtnKyspmxMbGmjkczsi/xunS6/WeAAA3btygvfjii8Emk8l9eHiY4HK5QwAApaWlPidOnBhtLubv7z8CAHD48GG/oqIits1mo5hMJne1Wu0ZGxtrAQBYtWpVNwBAZGTkQH9/P+Hr62v39fW102g0e2dnJ5XNZo88eM9lZWXeK1eu7KJSqcDj8Wxz5syZkkA3HnwigRBCyGXONRHLtrze/MK619qc0xwPLsD8oYqLixkqlYpRVVVF6nQ6rUQisVgsloe+uygUyqTG9/T0dAAAEAQBHh4eo10sCYIAm81GcTgclNTU1NskSWpJktQaDIb6/Pz8tonG3Lp1K2/z5s3f6/V6bUFBwXdDQ0PjfteSJEkrKCjgqFQqvV6v1y5cuLBncHBw9Px766PRaPfVZ7VaJ3fTUwyDBEIIIZe1N5L0e9dEONdMtDeSdFfG7e7upjKZzBEGg2GvqanxVKvVMwAA7HY7OOf9i4qKWErl2E8+WCzWiI+Pz8gXX3zhDQDw4YcfsuLi4v7tVt1Lly7tLS4u9r1165YbAEBHRwdVr9fT4uPj+ysqKhgmk4lqtVrh7Nmzo2sQzGYzlcfjWZ21OY/Pnz+/d8+ePbOcf5tMJmpXVxfVy8vL7ufnN9La2upWUlLC/GGf0MPi4+P7zpw54zsyMgKtra1uFRUVLoW5R8GpDYQQQi6LX53e8eCx8Gily1MbycnJPYWFhf58/v9n717DmrzSvYHfJEAh8Bg1UM4IIeeAUaFxKB46BateilvF0mmnYAtMlbZTWw8d3tr6XrOnbgfBjps67sFeFkZKp2NHbJFddNRqkHZvIwphTEgQkPEAoYACAaIC4f3gxBcpeEhQDv3/PulzWM9KvuTPWutZN1/O5/NvKBSKLiIiV1dXi1qtdsvIyPDl8Xg9BQUFdcO1kZOTczE1NXXaW2+9xQoMDLz5l7/8pf5Bnx8eHn7j/fffvxodHS2yWCzk5OTUn5WVdSk6OrrrnXfeaYyIiJByudxegUBwg8vl9hERbd68ueHFF18M4XK5vXPmzDFdunTpCSKibdu2Nb766quBQqFQzmKx+t97772G1atXt4WGhnaHhISE+vj43AoPD3/gkDOc1atXXz927BgjEAjkPj4+t+RyeffkyZN/NAUyUhz6+/vvfxUAAPzkaDSaeoVC0TLa/RgKh8OZOVQF0Mepvb2dxeVyLT09PbRw4ULBK6+80pKYmDgmSolb+2Y0GtlPPfWU9LvvvtMHBgb22tqeRqPxUCgUQUOdw4gEAACADTZt2uRbUlIy6ebNmw7z58/vePnll8dEiCAiWrBggbCjo4Pd09PjsGnTpkZ7QsT9IEgAAMC4M9RoREJCQuCZM2fuetUxNTW1ad26da2Pog979uy58ijafVBqtdo1MTExeOAxZ2dnS2VlpV6tVhseVz8QJAAAYELIy8u7NNp9eJyUSqVZr9frRrsfeGsDAAAAbIYgAQAAADZDkAAAAACbIUgAAACAzRAkAADAbu1H6r3MVa137aBormpl2o/Ue41Wn4Cop6fnkT8DQQIAAOzmHMh0X9tfzbeGCXNVK3NtfzXfOZDptrdtlBF/uDLiRUVFTHh4uPjZZ58VCIXCULu+/AeAIAEAAHZzlfJMU+NFddf2V/PbDtX6XttfzZ8aL6pzlfLsrjyJMuIPV0aciEin03F27959qb6+/rw93/2DwD4SAAAwIlylPJPbrCebO79r8HGP8m0ciRBBhDLiRA9XRpyIaPr06V0SieSW7d/6g8OIBAAAjAhzVSvTde4HT/co38aucz94Dl4zYQuUEbetjDiHw7E82DdgPwQJAACwm3VNxNR4Ud3k2JAG6zSHvWECZcTHPgQJAACw261LJs7ANRHWNRO3Lpk49rQbFxfX3tvb68Dn8+WbNm3yG1xGXCgUyktKSpht27Y1DtdGTk7Oxd/85jf+IpFIVllZ6fr73//+niMKAw0sIy4SiWTPPvus6PLly07BwcE91jLi4eHhkoCAgJuDy4jL5XIpj8e7Uyxr27ZtjW1tbWyhUCgXi8Wyb775homMjDRby4jHx8fzR6KM+OOGMuIAADAklBG/t7FcRnyk3auMOEYkAAAAbLBp0yZfiUQiE4lE8sDAwJtjqYz444S3NgAAYNxBGfF7lxF/nP1AkAAAgAkBZcRHB6Y2AAAAwGYIEgAAAGAzBAkAAACwGYIEAAAA2AxBAgAAAGyGIAEAAHY7fvy4l8FguGs7bIPBwBw/ftxrtPr0U1VfX++0aNEi/v2vHBkIEgAAYDd/f//ugwcP8q1hwmAwMAcPHuT7+/t3j3bffmqCgoJ6Dh8+XHf/K0cGggQAANhNLBabVqxYUXfw4EF+cXGx78GDB/krVqyoE4vFdpcSj4mJCZHL5VKBQCDPzMz0ILq9RXZycnKAQCCQR0ZGihoaGobdF+n77793VSgUEpFIJFuwYEFIc3Mzm4hIqVSKk5OTA0JDQ6V8Pl+uUqk4zz33XMi0adNC33rrLV/r/bt3754aFhYmlUgkspdeemlab+/t8hl/+MMfPIKCgkLDwsKkv/jFL6YlJiYGEhF9/vnn3OnTp0ukUqns6aefFl2+fNmR6PaW2qtWrQoSiUQykUgky83NnUxE9Mtf/jIwNDRUKhAI5O+8886d5/r5+YW98cYbfhKJRBYaGiotLS3lzJkzRxgQEBC6fft2z+E+r8FgcBYKhXK7vvSHgCABAAAjQiwWmxQKRfPp06d9FApF80iECCKi/Pz8eq1WW1VRUaHLzs72MhqNbLPZzIqIiOiqqanRRkVFmdLS0nyHu/+VV14J/o//+I8r1dXVOrlcbv7Nb35z51pnZ2fL+fPnq1599dXm559/XvDJJ59c0uv12r/+9a8eRqORfe7cOZe//e1vU8vKyvR6vV7HYrH6//SnP/Hq6+udMjMzfU6fPl1VVlamv3Dhgou1zQULFnRWVFToq6qqdKtWrbr27//+795ERGlpaT6TJk3qq66u1lVXV+uWLFliIiL66KOPrp4/f75Kr9drv/vuO+b06dOu1rYCAwNv6fV63ezZszuTkpKCDh06VHv69Gl9enr6sJ/3ccPOlgAAMCIMBgOj0Wg8Z8+e3ajRaDz5fL5pJMJEenq613//939PJiIyGo1OWq3WhcViUUpKyjUioqSkpNaVK1cKhrq3tbWVbTKZ2EuWLOkkIvrVr37V+vzzz99ZP7BixYo2IiKFQmEWCATmadOm9RARBQQE3Kyrq3M+efKk+/nz5zkKhUJKRHTjxg3Wk08+2Xvq1Cm32bNnm7y8vPr+1c716upqFyKiixcvOi9fvty/ubnZ6datW6yAgICbREQlJSWTvvjiiztTDp6enn1ERH/+85+n5ubmevT29jo0Nzc7aTQal9mzZ5uJiOLj49uIiMLCwrq7urpYU6ZMsUyZMsXi7OxsaWlpYXt4ePTZ+/3aCyMSAABgN+uaiBUrVtQtXry4wTrNMXgB5sMqKipiVCoVU1ZWpjcYDDqpVGo2m80/+u1ycHCwqX0XF5d+IiIWi0VPPPHEnXLYLBaLent7Hfr7+x2ef/75Vr1er9Pr9br6+vrzH3300T3LkL/55puBr7/++g/V1dW6Xbt2/fPmzZvD/tbq9XrnXbt2ealUqurq6mrds88+237jxo071w/sn7Oz81396+npse1DjzAECQAAsNuVK1c4A9dEWNdMXLlyhWNPu21tbWwul9vHMIylvLzcRaPRuBERWSwWysnJmUJElJuby1MqlUOOfPB4vL5Jkyb1HT582J2IaO/evbzIyMjOB33+okWLOoqKiqZcvXrVkYioqamJXV1d7Txnzpyu06dPM83Nzeyenh76+uuvp1jvMZlM7MDAwB5r36zH58+f3/GHP/zhSev/m5ub2devX2e7urpapk6d2nf58mXHkydPch/uGxp9mNoAAAC7RUdHNw0+JhaL7Z7aiIuLa9+zZ48nn8+X8/n8GwqFoouIyNXV1aJWq90yMjJ8eTxeT0FBwbBvKeTk5FxMTU2d9tZbb7ECAwNv/uUvf6l/0OeHh4ffeP/9969GR0eLLBYLOTk59WdlZV2Kjo7ueueddxojIiKkXC63VyAQ3OByuX1ERJs3b2548cUXQ7hcbu+cOXNMly5deoKIaNu2bY2vvvpqoFAolLNYrP733nuvYfXq1W2hoaHdISEhoT4+PrfCw8MfOOSMFQ79/f33vwoAAH5yNBpNvUKhaBntfgyFw+HMHKqU+OPU3t7O4nK5lp6eHlq4cKHglVdeaUlMTGwbzT49KhqNxkOhUAQNdQ5TGwAAADbYtGmTr0QikYlEInlgYODNl19+eUKGiPvB1AYAAIw7Q41GJCQkBJ45c8Z94LHU1NSmdevWtT6KPuzZs+fKo2j3QanVatfExMTggcecnZ0tlZWV+sfZDwQJAACYEPLy8i6Ndh8eJ6VSadbr9brR7gemNgAAAMBmCBIAAABgMwQJAAAAsBmCBAAAANgMQQIAAOxWW7vDq7nl+F3bYTe3HGdqa3d4jVaf7icrK4tnrdg50Pbt2z137drFG3z8cVfVHC8QJAAAwG6TuDO6dbqNfGuYaG45zuh0G/mTuDO6R7tvD+vdd99tfvPNNx/JK6MTEYIEAADYzdMj2iSTZdbpdBv51dW/89XpNvJlssw6T49ou6t/xsTEhMjlcqlAIJBnZmZ6EN3e2TI5OTlAIBDIIyMjRQ0NDcNuZ6BUKsUlJSUcIqLGxkZHPz+/sMHXfPHFF9wZM2ZIGhsbHdevX++7ZcsWLyKiU6dOccRisUwsFss++uijO3UyysrKXMLCwqT/2pBK9o9//OOJjo4O1jPPPCMQi8UyoVAo/+STT6YMfg4R/em/CwAAIABJREFUUWFhIRMTExNi/f/BgwcnLViwIGSoa8cDBAkAABgRnh7RJh/vlc2Xr+T6+HivbB6JEEFElJ+fX6/VaqsqKip02dnZXkajkW02m1kRERFdNTU12qioKFNaWpqvre3v27dvckZGhvfRo0cv+Pj49A48l5ycHLRz585LBoPhrv0aPv74Y8/XX3+9Sa/X6yorK6uCg4NvFRQUTPL29u4xGAy6CxcuaFeuXNkx1POWLl1qqq2tdbGGn08//ZT36quvjsmtyB8EggQAAIyI5pbjTKOxwDPA/5XGRmOB5+A1E7ZKT0/3EovFsvDwcKnRaHTSarUuLBaLUlJSrhERJSUltarVavf7tTOU7777jtmxY4f30aNHL3h6evYNPNfS0sI2mUzsxYsXd1qfYz0XGRnZtWPHDp/Nmzd7X7hwwdnd3b1/1qxZ5lOnTk1KTU31O3z4sDuPx+sb/Dyi2yXA4+PjWz/55JOpLS0t7HPnzrk///zz7bb0fyxAkAAAALtZ10TIZJl1ItEHDdZpDnvDRFFREaNSqZiysjK9wWDQSaVSs9ls/tFvl4ODw7BtODo69vf13f5N7+7uvuvCadOm3ezq6mKfP3/e5WH6tXbt2mtff/11jaurq2Xp0qXCwsJCZvr06TfPnTunCwsLM3/wwQd+Gzdu9Bnu/tTU1Nb9+/fz9u7dOzU2Nva6k5PTwzx+TEGQAAAAu3W0V3AGromwrpnoaK/g2NNuW1sbm8vl9jEMYykvL3fRaDRuREQWi4VycnKmEBHl5ubylErlsNMoAQEBN9VqtRsRUX5+/l3rFvz9/W99+eWXta+++mpwWVnZXWHCw8Ojj2GYviNHjrj/6zlTred0Op2zVCq9+f777/+wcOHCtoqKCtf6+nonhmEsr7/++rX169cbKyqG/+xBQUE9Xl5ePTt27PB57bXXxu20BhGCBAAAjICQkA1Ng9dEeHpEm0JCNjTZ025cXFx7b2+vA5/Pl2/atMlPoVB0ERG5urpa1Gq1m1AolJeUlDDbtm1rHK6NtLS0pr1793pKpVJZS0vLjxZlzpw588a+ffvqXnjhhRCtVvvEwHN79+6tf+uttwIlEomsv7//zmjGZ599NlUkEsklEomsqqrKdc2aNa1nz551nTFjhlQikci2bt3qu2XLlmH7RET0i1/8otXHx+fWrFmzbjz8NzN2OPT39492HwAAYAzSaDT1CoViTP61zOFwZg5VAXQ8SUxMDJw5c2b3O++8Mya/44E0Go2HQqEIGuocqn8CAAA8ZnK5XOrq6mrJzs6+PNp9sReCBAAAjDtDjUYkJCQEnjlz5q63N1JTU5vWrVs3aptLLViwIOTy5ct3TZds3br1ilarrRqtPo00BAkAAJgQ8vLyLo12HwY7evRo7Wj34VHDYksAAACwGYIEAAAA2AxBAgAAAGyGIAEAAD9Jo1lG/IUXXph29uzZh9pNc6zCYksAALDbtrpGr/BJnO7nPLh3NqX6e0s7c7ajm/N/+D52bUr1uL377rvNj/oZf/3rX//5qJ/xuGBEAgAA7BY+idP966pL/L+3tDNEt0PEr6su8cMncbrtbXuilREf3KfxDkECAADs9pwH1/SxNLDu11WX+B9cuOL766pL/I+lgXUDRyhsNdHKiE80CBIAADAinvPgmuK9pzR/cqXFJ957SvNIhAiiiVdGfKJBkAAAgBHx95Z2Zr/xuuev/D0a9xuve1qnOewxUcuITyQIEgAAYDfrmoiPpYF1vxP6N1inOewNExO1jPhEgiABAAB2O9vRzRm4JsK6ZuJsR7ddP6YTuYz4vUZRxhOUEQcAgCGhjPijIxKJZIWFhTUSieTWaPflQdyrjDhGJAAAAB6jp59+WigWi83jJUTcDzakAgCAcWe8lxGPi4ubMK+GIkgAAMCEgDLiowNTGwAAAGAzBAkAAACwGYIEAAAA2AxBAgAAAGyGIAEAAD9JWVlZvMTExMDBx7dv3+65a9cu3uDjBoPBWSgUykfi2X5+fmGNjY0T4oWHCfEhAABgdGUeMXjNCJzcHSP1urNV9bGqJqbiUhtn40Jx02j27WG9++67zaPdh/EEIxIAAGC3GYGTu9fvr+Afq2piiG6HiPX7K/gzAid329t2TExMiFwulwoEAnlmZqYH0e2dLZOTkwMEAoE8MjJS1NDQMOwfxkqlUlxSUsIhImpsbHT08/MLG3zNF198wZ0xY4aksbHRcf369b5btmzxIiI6deoURywWy8Riseyjjz560np9WVmZS1hYmFQikchEIpHsH//4xxMdHR2sZ555RiAWi2VCoVD+ySefTBn8nIG2b9/+pEwmk4pEIll5eflDFQ0bSxAkAADAbjFSL9NH8TPq1u+v4P/2kNZ3/f4K/kfxM+oGjlDYKj8/v16r1VZVVFTosrOzvYxGI9tsNrMiIiK6ampqtFFRUaa0tDRfW9vft2/f5IyMDO+jR49e8PHx6R14Ljk5OWjnzp2XDAaDbuDxjz/+2PP1119v0uv1usrKyqrg4OBbBQUFk7y9vXsMBoPuwoUL2pUrV95z0ykPD49enU5XlZSU1Pz73//ey9b+jzYECQAAGBExUi9T3Cz/5pzv6n3iZvk3j0SIICJKT0/3EovFsvDwcKnRaHTSarUuLBaLUlJSrhERJSUltarVavf7tTOU7777jtmxY4f30aNHL3h6evYNPNfS0sI2mUzsxYsXd1qfYz0XGRnZtWPHDp/Nmzd7X7hwwdnd3b1/1qxZ5lOnTk1KTU31O3z4sDuPx+sb/LyBXnrppetEREqlsnvw7pfjCYIEAACMiGNVTcyBc1c8X40Kajxw7oqndZrDHkVFRYxKpWLKysr0BoNBJ5VKzWaz+Ue/XfeqpOno6Njf13f7N727u/uuC6dNm3azq6uLff78+YeaWli7du21r7/+usbV1dWydOlSYWFhITN9+vSb586d04WFhZk/+OADv40bN/rcqw0XF5d+a/96e3vHbSlQBAkAALCbdU3ER/Ez6v5vrLzBOs1hb5hoa2tjc7ncPoZhLOXl5S4ajcaNiMhisVBOTs4UIqLc3FyeUqkcdvQjICDgplqtdiMiys/Pv2vdgr+//60vv/yy9tVXXw0uKyu7K0x4eHj0MQzTd+TIEfd/PWeq9ZxOp3OWSqU333///R8WLlzYVlFR4VpfX+/EMIzl9ddfv7Z+/XpjRUWFXSXUxwsECQAAsFvFpTbOwDUR1jUTFZfa7PoxjYuLa+/t7XXg8/nyTZs2+SkUii4iIldXV4tarXYTCoXykpISZtu2bY3DtZGWlta0d+9eT6lUKmtpafnRosyZM2fe2LdvX90LL7wQotVq75pi2Lt3b/1bb70VKJFIZP39/XdGDT777LOpIpFILpFIZFVVVa5r1qxpPXv2rOuMGTOkEolEtnXrVt8tW7YM26eJxKG/v3+0+wAAAGOQRqOpVygULaPdj6FwOJyZQ1UAhUdDo9F4KBSKoKHOYUQCAAAAbIYNqQAAYNwZajQiISEh8MyZM3e9vZGamtq0bt261sHXPi4LFiwIGfxGxtatW6/ExcXd89XQ8QRBAgAAJoS8vLxLo92HwY4ePVo72n141DC1AQAAADZDkAAAAACbIUgAAACAzRAkAAAAwGYIEgAA8JOUlZXFS0xMDBx8fPv27Z67du3iDT5uMBichUKhfCSe7efnF9bY2DghXniYEB8CAABG2fHfeZF/RDeJF///raoNxQxdKeNQ9AdNo9izh/buu+82j3YfxhOMSAAAgP38I7rp4Fo+GYpv19YwFDN0cC2f/CO67W06JiYmRC6XSwUCgTwzM9OD6PbOlsnJyQECgUAeGRkpamhoGPYPY6VSKS4pKeEQETU2Njr6+fmFDb7miy++4M6YMUPS2NjouH79et8tW7Z4ERGdOnWKIxaLZWKxWPbRRx89ab2+rKzMJSwsTCqRSGQikUj2j3/844mOjg7WM888IxCLxTKhUCj/5JNPpgx+zmCdnZ0O8+bNE+7YscPDlu9mLECQAAAA+4kXm2jFn+ro4Fo+Faf50sG1fFrxp7q7RihslJ+fX6/VaqsqKip02dnZXkajkW02m1kRERFdNTU12qioKFNaWpqvre3v27dvckZGhvfRo0cv+Pj49A48l5ycHLRz585LBoNBN/D4xx9/7Pn666836fV6XWVlZVVwcPCtgoKCSd7e3j0Gg0F34cIF7cqVK++56VRHRwfrueeeE8bHx1/bsGHDmNyK/EEgSAAAwMgQLzaR4sVmOv1fPqR4sXkkQgQRUXp6updYLJaFh4dLjUajk1ardWGxWJSSknKNiCgpKalVrVa736+doXz33XfMjh07vI8ePXrB09Ozb+C5lpYWtslkYi9evLjT+hzrucjIyK4dO3b4bN682fvChQvO7u7u/bNmzTKfOnVqUmpqqt/hw4fdeTxe3+DnDbRs2TJBQkJCy5tvvjlqO2+OBAQJAAAYGYZihjR/8aTZqY2k+YvnnWkOOxQVFTEqlYopKyvTGwwGnVQqNZvN5h/9djk4OAx1OxEROTo69vf13f5N7+7uvuvCadOm3ezq6mKfP3/eZcibh7F27dprX3/9dY2rq6tl6dKlwsLCQmb69Ok3z507pwsLCzN/8MEHfhs3bvS5VxtPPfVU55EjR7gWi+VhHj3mIEgAAID9rGsiVvypjhb/vuHONIedYaKtrY3N5XL7GIaxlJeXu2g0GjciIovFQjk5OVOIiHJzc3lKpXLY0Y+AgICbarXajYgoPz//rnUL/v7+t7788svaV199NbisrOyuMOHh4dHHMEzfkSNH3P/1nKnWczqdzlkqld58//33f1i4cGFbRUWFa319vRPDMJbXX3/92vr1640VFRX3LKGekZHRMHny5N6h3hwZTxAkAADAflfKOHetibCumbhSds8f0/uJi4tr7+3tdeDz+fJNmzb5KRSKLiIiV1dXi1qtdhMKhfKSkhJm27ZtjcO1kZaW1rR3715PqVQqa2lp+dGizJkzZ97Yt29f3QsvvBCi1WrvKrC1d+/e+rfeeitQIpHI+vv774xmfPbZZ1NFIpFcIpHIqqqqXNesWdN69uxZ1xkzZkglEols69atvlu2bBm2T1affvrp5Rs3brDWrl3r/3DfzNjh0N/fP9p9AACAMUij0dQrFIoxuQiQw+HMHKoCKDwaGo3GQ6FQBA11DiMSAAAAYDNsSAUAAOPOUKMRCQkJgWfOnLnr7Y3U1NSmdevWjdpbEQsWLAi5fPnyXdMlW7duvRIXF3fPV0PHEwQJAACYEPLy8i6Ndh8GO3r0aO1o9+FRw9QGAAAA2AxBAgAAAGyGIAEAAAA2Q5AAAAAAmyFIAADAT9r27ds9d+3axRvNPpSUlHBeeeWVgNHsg62wIRUAAAzpYTakyjqX5TXdc3r3MwHP3Nmq+uTlk0xlcyXnrVlvNT26Xj46PT095OTkNNrdGBOwIRUAADxS0z2nd28u3cw/efkkQ3Q7RGwu3cyf7jm92962Y2JiQuRyuVQgEMgzMzM9iG7vbJmcnBwgEAjkkZGRooaGhiG3M7h69aqjXC6XEhH9z//8j6uDg0P4hQsXnImIAgICQk0mE2v9+vW+W7Zs8SIiUiqV4qSkpIDQ0FDphx9+6HX58mXHBQsWhIjFYplYLJYdPXrUbbg+Wfu1Zs0af4FAIH/66adFJ06c4CiVSrG/v39Yfn4+d7jPWFRUxPz85z8X2PtdjQYECQAAsNszAc+Yts7ZWre5dDP/9+rf+24u3czfOmdr3cARClvl5+fXa7XaqoqKCl12draX0Whkm81mVkRERFdNTY02KirKlJaW5jvUvX5+fr03b95kXbt2jXXixAl3uVzefezYMffq6mpnHo/XyzDMj0pv3rp1y+H8+fNVv/3tb5vWrl0bOHfuXJPBYNBptVrdrFmzbgzXJyIis9nMio6O7qipqdG6ubn1vf/++36nTp2q/vLLL2t+97vf+dn7XYxF2JAKAABGxDMBz5hiQ2Kb86vyfX4p/WXjSIQIIqL09HSv//7v/55MRGQ0Gp20Wq0Li8WilJSUa0RESUlJrStXrhz2r/mIiIjOY8eOuZeWljLvvvtu4+HDh7n9/f30s5/9rHOo61988cVr1n9///33zN/+9reLRESOjo7E4/H6huuTt7d3l5OTU/+qVas6iIjkcrn5iSeesDzxxBP9SqXSfPXqVeeR+D7GGoxIAADAiDh5+SRzqPaQ5y+lv2w8VHvI0zrNYY+ioiJGpVIxZWVleoPBoJNKpWaz2fyj3y4HB4ehbiciorlz55pKSkqYK1euOP/yl79s02q1rqWlpe7z5s0bMugMNUrxoH1ydHTsZ7Fud4/FYtETTzzRT0TEZrOpr69v+E6OYwgSAABgN+uaiK1zttalKdMarNMc9oaJtrY2NpfL7WMYxlJeXu6i0WjciIgsFgvl5ORMISLKzc3lKZXKYUc/YmJiOg8cODA1ODj4JpvNpsmTJ/eeOHGCu2DBgiFHJAaKiooyZWRkeBIR9fb2UmtrK3u4Pv1UIUgAAIDdKpsrOQPXRFjXTFQ2V3LsaTcuLq69t7fXgc/nyzdt2uSnUCi6iIhcXV0tarXaTSgUyktKSpht27Y1DteGWCy+1d/f7zB37lwTEVFkZGQnwzB9np6effd7/n/9139dUqlUjEgkkoWGhsrKy8tdhuuTve41qjKW4fVPAAAY0sO8/vm4cTicmUNVAB2vcnNzJxcWFk4uKCioH+2+DAWvfwIAAIxR+fn53N/+9rd+qampzaPdF1vgrQ0AABh3hhqNSEhICDxz5oz7wGOpqalN69ata318Pbu3AwcOTNq8ebP/wGMBAQE3L168qB2tPtkLUxsAADCksTy1AY8XpjYAAADgkUCQAAAAAJshSAAAAIDNECQAAADAZggSAABgtx927vQynThx1y6WphMnmB927vQarT6NtOLiYneZTCZ1dHQMt+6qCQgSAAAwAlwViu6G36TxrWHCdOIE0/CbNL6rQmF3GfGxgs/n38rJyamPjY0dM6+TjgUIEgAAYDfm5z83+ab/vq7hN2l843/8h2/Db9L4vum/r2N+/nO7K4DGxMSEyOVyqUAgkGdmZnoQ3d7ZMjk5OUAgEMgjIyNFDQ0Nw+6LpFKpOCKRSCaRSGRr1qzxFwqFciKirKwsXnR0dIhSqRRPmzYtdMOGDT7We3bt2sUTiUQysVgsW758eTDR7a22Z8+ebbYW5bqXvr4+evnllwODg4PlTz/9tHD+/PmCiTqKgSABAAAjgvn5z03c5f/WfH1fng93+b81j0SIICLKz8+v12q1VRUVFbrs7Gwvo9HINpvNrIiIiK6amhptVFSUKS0tzXe4+1NSUoJ37979T71er2Oz2XdtnlRZWelWWFhYo9VqtYWFhVNLSko4ZWVlLpmZmT4qlaraYDDosrOzLz1sn/ft2zfl8uXLzjU1NdovvvjiYnl5ufv97xqfECQAAGBEmE6cYNq/+tpzSmJCY/tXX3sOXjNhq/T0dC+xWCwLDw+XGo1GJ61W68JisSglJeUaEVFSUlKrWq0e8oe6paWF3dXVxYqJiekiIlq9evW1gefnzJnT4e3t3efu7t6/ZMmS6ydPnnQ/cuTIpNjY2Os+Pj69REReXl73Le412KlTp9xXrlx5nc1mU2BgYO/PfvazEQlVYxG2yAYAALtZ10RYpzPcIiNNIzG9UVRUxKhUKqasrEzPMIxFqVSKzWbzj/4ItrVy5uD7xmsFztGEEQkAALCbWaPhDAwN1jUTZo3GrjLibW1tbC6X28cwjKW8vNxFo9G4ERFZLBayrjnIzc3lKZXKIcOKh4dHn5ubm+Xbb791IyLKy8ubOvB8aWnppKamJnZnZ6fDN998M3n+/PmdCxcu7Dh06NAUo9HIJiJqampiP2y/58yZ0/nVV19N6evro8uXLzuePn16REZnxiKMSAAAgN2efPvtpsHHmJ//3GTvOom4uLj2PXv2ePL5fDmfz7+hUCi6iIhcXV0tarXaLSMjw5fH4/UUFBTUDddGdnZ2/dq1a6exWCyKjIw0MQxzZ6pi+vTpXcuWLQsxGo3Oq1atap03b143EdGGDRsa586dK2GxWP2hoaHdBw4cqFepVJz4+HhBR0cH+/jx45O3bt3qW1NTM2SxrdWrV18/duwYIxAI5D4+Prfkcnn35MmTH3qKZDxA0S4AABjSWC7axeFwZg5VAXQo7e3tLC6XayEieu+997wbGxudcnJyLmdlZfHKysrc9u3b99CLKR/muUajkf3UU09Jv/vuO31gYGDvo3jWo3avol0YkQAAgAlt//793B07dvj09fU5+Pn53fz888/rH8dzFyxYIOzo6GD39PQ4bNq0qXG8hoj7wYgEAAAMaSyPSAwlISEh8MyZM3e9vZGamtq0bt26R7aBlFqtdk1MTAweeMzZ2dlSWVmpf1TPHA0YkQAAgAkvLy/vkUxR3ItSqTTr9Xrd437uWIK3NgAAAMBmCBIAAABgMwQJAAAAsBmCBAAAANgMQQIAAOz2v1/Xel2sbLlr98aLlS3M/35d6zVafRppxcXF7jKZTOro6Bg+USt52gJBAgAA7OYVzO0+nqvjW8PExcoW5niuju8VzO0e7b6NFD6ffysnJ6c+Njb2oV4n7enpeVRdGhMQJAAAwG7B0z1M0a/I6o7n6vin9lf7Hs/V8aNfkdUFT/ewu+plTExMiFwulwoEAnlmZqYH0e2dLZOTkwMEAoE8MjJS1NDQMOx2BiqViiMSiWQSiUS2Zs0af6FQKCciysrK4kVHR4colUrxtGnTQjds2OBjvWfXrl08kUgkE4vFsuXLlwcTEYnF4luzZ882s1j3/+ksKipiwsPDxc8++6xAKBSG2vsdjGUIEgAAMCKCp3uYxD/zbq789oqP+GfezSMRIoiI8vPz67VabVVFRYUuOzvby2g0ss1mMysiIqKrpqZGGxUVZUpLS/Md7v6UlJTg3bt3/1Ov1+vYbPZduzBWVla6FRYW1mi1Wm1hYeHUkpISTllZmUtmZqaPSqWqNhgMuuzsbJv2p9DpdJzdu3dfqq+vP2/L/eMFggQAAIyIi5UtjOF/jZ7Tn/VvNPyv0XPwmglbpaene4nFYll4eLjUaDQ6abVaFxaLRSkpKdeIiJKSklrVarX7UPe2tLSwu7q6WDExMV1ERKtXr7428PycOXM6vL29+9zd3fuXLFly/eTJk+5HjhyZFBsbe93Hx6eXiMjLy8umYlvTp0/vkkgkt2y5dzzBzpYAAGA365oI63SGv2SqaSSmN4qKihiVSsWUlZXpGYaxKJVKsdls/tEfwQ4ODja1P/g+W9sZCofDsYxYY2MYRiQAAMBuTRfbOQNDg3XNRNPFdo497ba1tbG5XG4fwzCW8vJyF41G40ZEZLFYyPrmRG5uLk+pVA4ZVjw8PPrc3Nws3377rRsRUV5e3tSB50tLSyc1NTWxOzs7Hb755pvJ8+fP71y4cGHHoUOHphiNRjYRUVNTE9uezzDRYUQCAADs9rN/C2kafCx4uofJ3nUScXFx7Xv27PHk8/lyPp9/Q6FQdBERubq6WtRqtVtGRoYvj8frKSgoqBuujezs7Pq1a9dOY7FYFBkZaWIY5s5UxfTp07uWLVsWYjQanVetWtU6b968biKiDRs2NM6dO1fCYrH6Q0NDuw8cOFCvUqk48fHxgo6ODvbx48cnb9261bempkZrz+ebCFD9EwAAhjSWq39yOJyZ3d3d5Q9ybXt7O4vL5VqIiN577z3vxsZGp5ycnMtZWVm8srIyt3379j32Yl/jDap/AgDAT9b+/fu5O3bs8Onr63Pw8/O7+fnnn9ePdp8mEoxIAADAkMbyiMRQEhISAs+cOXPX2xupqalN69ate6gNpB6GWq12TUxMDB54zNnZ2VJZWal/VM8cDRiRAACACS8vL++xT1EolUqzXq/XPe7njiV4awMAAABshiABAAAANkOQAAAAAJshSAAAAIDNECQAAMBupV/s86o9q76rtkbtWTVT+sU+r9Hq00grLi52l8lkUkdHx3DrrprDqa+vd1q0aBH/cfVtNCFIAACA3XyEku7iP+7gW8NE7Vk1U/zHHXwfoaR7tPs2Uvh8/q2cnJz62NjY+75OGhQU1HP48OFhd9ucSBAkAADAbiHhStPiNzbUFf9xB/9E7h7f4j/u4C9+Y0NdSPjQNTAeRkxMTIhcLpcKBAJ5ZmamB9HtnS2Tk5MDBAKBPDIyUtTQ0DDsdgYqlYojEolkEolEtmbNGn+hUCgnIsrKyuJFR0eHKJVK8bRp00I3bNjgY71n165dPJFIJBOLxbLly5cHExGJxeJbs2fPNrNY9//pNBgMztbnTHQIEgAAMCJCwpUm+bzo5nPFhT7yedHNIxEiiIjy8/PrtVptVUVFhS47O9vLaDSyzWYzKyIioqumpkYbFRVlSktL8x3u/pSUlODdu3f/U6/X69hs9l27MFZWVroVFhbWaLVabWFh4dSSkhJOWVmZS2Zmpo9Kpao2GAy67OxsbKF9DwgSAAAwImrPqhltyXHPWYuXNWpLjnsOXjNhq/T0dC+xWCwLDw+XGo1GJ61W68JisSglJeUaEVFSUlKrWq12H+relpYWdldXFysmJqaLiGj16tXXBp6fM2dOh7e3d5+7u3v/kiVLrp88edL9yJEjk2JjY6/7+Pj0EhF5eXn1DdU23IadLQEAwG7WNRHW6YzAsBmmkZjeKCoqYlQqFVNWVqZnGMaiVCrFZrP5R38EOzg42NT+4PtsbeenDCMSAABgt8YLes7A0GBdM9F4Qc+xp922tjY2l8vtYxjGUl5e7qLRaNyIiCwWC1nfnMjNzeUplUOHFQ8Pjz43NzfLt99+60ZElJeXN3Xg+dLS0klNTU3szs5Oh2+++Wby/PnzOxcuXNhx6NChKUajkU1E1NTUxLbnM0x0GJGnv184AAAgAElEQVQAAAC7zflFYtPgYyHhSpO96yTi4uLa9+zZ48nn8+V8Pv+GQqHoIiJydXW1qNVqt4yMDF8ej9dTUFAw7BsS2dnZ9WvXrp3GYrEoMjLSxDDMnamK6dOndy1btizEaDQ6r1q1qnXevHndREQbNmxonDt3roTFYvWHhoZ2HzhwoF6lUnHi4+MFHR0d7OPHj0/eunWrb01NjdaezzcRoPonAAAMaSxX/+RwODO7u7vLH+Ta9vZ2FpfLtRARvffee96NjY1OOTk5l7OysnhlZWVu+/btw2LK+0D1TwAA+Mnav38/d8eOHT59fX0Ofn5+Nz///PP60e7TRIIRCQAAGNJYHpEYSkJCQuCZM2fuensjNTW1ad26dffdQMpWarXaNTExMXjgMWdnZ0tlZaX+UT1zNGBEAgAAJry8vLzHPkWhVCrNer1e97ifO5bgrQ0AAACwGYIEAAAA2AxBAgAAAGyGIAEAAAA2Q5AAAAC7tR+p9zJXtd5VW8Nc1cq0H6n3Gq0+jbTi4mJ3mUwmdXR0DLfuqgkIEgAAMAKcA5nua/ur+dYwYa5qZa7tr+Y7BzLdo923kcLn82/l5OTUx8bGPrLXSccjBAkAALCbq5Rnmhovqru2v5rfdqjW99r+av7UeFGdq5RndynxmJiYELlcLhUIBPLMzEwPots7WyYnJwcIBAJ5ZGSkqKGhYdjtDFQqFUckEskkEolszZo1/kKhUE5ElJWVxYuOjg5RKpXiadOmhW7YsMHHes+uXbt4IpFIJhaLZcuXLw8mIhKLxbdmz55tZrHu/9P59ttv+0okEplEIpE9+eST01etWhVk7/cwViFIAADAiHCV8kxus55s7vyuwcdt1pPNIxEiiIjy8/PrtVptVUVFhS47O9vLaDSyzWYzKyIioqumpkYbFRVlSktL8x3u/pSUlODdu3f/U6/X69hs9l27MFZWVroVFhbWaLVabWFh4dSSkhJOWVmZS2Zmpo9Kpao2GAy67Ozsh96fYufOnQ16vV5XWlpqmDx5cu+6det+sOWzjwcIEgAAMCLMVa1M17kfPN2jfBu7zv3gOXjNhK3S09O9xGKxLDw8XGo0Gp20Wq0Li8WilJSUa0RESUlJrWq12n2oe1taWthdXV2smJiYLiKi1atXXxt4fs6cOR3e3t597u7u/UuWLLl+8uRJ9yNHjkyKjY297uPj00tE5OXl1TdU2/djsVjo+eefD37jjTea5s6dO2GmeAbDzpYAAGA365oI63TGE4LJppGY3igqKmJUKhVTVlamZxjGolQqxWaz+Ud/BDs4ONjU/uD7bG1nKBs2bPD18fG59Si36B4LMCIBAAB2u3XJxBkYGqxrJm5dMnHsabetrY3N5XL7GIaxlJeXu2g0Gjei23/tW9+cyM3N5SmVQ5cr9/Dw6HNzc7N8++23bkREeXl5UweeLy0tndTU1MTu7Ox0+OabbybPnz+/c+HChR2HDh2aYjQa2URETU1N7Ift9+eff85VqVSTPv3008sPe+94gxEJAACwG3dhUNPgY65SnsnedRJxcXHte/bs8eTz+XI+n39DoVB0ERG5urpa1Gq1W0ZGhi+Px+spKCioG66N7Ozs+rVr105jsVgUGRlpYhjmzlTF9OnTu5YtWxZiNBqdV61a1Tpv3rxuIqINGzY0zp07V8JisfpDQ0O7Dxw4UK9SqTjx8fGCjo4O9vHjxydv3brVt6amRjvUM//zP//Tq6mpyWnGjBlSIqJFixa17dy5s8Ge72KsQvVPAAAY0liu/snhcGZ2d3eXP8i17e3tLC6XayEieu+997wbGxudcnJyLmdlZfHKysrc9u3b99iLfY03qP4JAAA/Wfv37+fu2LHDp6+vz8HPz+/m559/Xj/afZpIMCIBAABDGssjEkNJSEgIPHPmzF1vb6SmpjY9ysWOarXaNTExMXjgMWdnZ0tlZaX+UT1zNGBEAgAAJry8vLzHPkWhVCrNer1e97ifO5bgrQ0AAACwGYIEAAAA2AxBAgAAAGyGIAEAAAA2Q5AAAAC7HT9+3MtgMNxVW8NgMDDHjx/3Gq0+jbTi4mJ3mUwmdXR0DLfuqgkIEgAAMAL8/f27Dx48yLeGCYPBwBw8eJDv7+8/YYpV8fn8Wzk5OfWxsbETunbGw0KQAAAAu4nFYtOKFSvqDh48yC8uLvY9ePAgf8WKFXVisdjuUuIxMTEhcrlcKhAI5JmZmR5Et3e2TE5ODhAIBPLIyEhRQ0PDsNsZqFQqjkgkkkkkEtmaNWv8hUKhnIgoKyuLFx0dHaJUKsXTpk0L3bBhg4/1nl27dvFEIpFMLBbLli9fHvyvz3hr9uzZZhbr/j+dK1asCMrLy5ts/f+yZcuCP/vss8n3ume8QpAAAIARIRaLTQqFovn06dM+CoWieSRCBBFRfn5+vVarraqoqNBlZ2d7GY1GttlsZkVERHTV1NRoo6KiTGlpab7D3Z+SkhK8e/fuf+r1eh2bzb5rF8bKykq3wsLCGq1Wqy0sLJxaUlLCKSsrc8nMzPRRqVTVBoNBl52d/dD7U6SkpLT8+c9/5hERtba2ss+ePev+wgsvtD38px/7ECQAAGBEGAwGRqPReM6ePbtRo9F4Dl4zYav09HQvsVgsCw8PlxqNRietVuvCYrEoJSXlGhFRUlJSq1qtdh/q3paWFnZXVxcrJiami4ho9erV1waenzNnToe3t3efu7t7/5IlS66fPHnS/ciRI5NiY2Ov+/j49BIReXl59Q3V9r0sWbKks76+3qWhocFx7969U5csWXLdycnp4T/8OICdLQEAwG7WNRHW6Qw+n28aiemNoqIiRqVSMWVlZXqGYSxKpVJsNpt/9Eewg4ODTe0Pvs/WdobywgsvtH7yySdTDxw4MDUnJ6d+xBoeYzAiAQAAdrty5QpnYGiwrpm4cuUKx55229ra2Fwut49hGEt5ebmLRqNxIyKyWCxkfXMiNzeXp1QqhwwrHh4efW5ubpZvv/3WjYgoLy9v6sDzpaWlk5qamtidnZ0O33zzzeT58+d3Lly4sOPQoUNTjEYjm4ioqamJbUvf165d25Kdne1FRBQeHn7DljbGA4xIAACA3aKjo5sGHxOLxSZ710nExcW179mzx5PP58v5fP4NhULRRUTk6upqUavVbhkZGb48Hq+noKCgbrg2srOz69euXTuNxWJRZGSkiWGYO1MV06dP71q2bFmI0Wh0XrVqVeu8efO6iYg2bNjQOHfuXAmLxeoPDQ3tPnDgQL1KpeLEx8cLOjo62MePH5+8detW35qaGu1wzw0ICOgNCQm5ERsbOyHXRlih+icAAAxpLFf/5HA4M7u7u8sf5Nr29nYWl8u1EBG999573o2NjU45OTmXs7KyeGVlZW779u17JMW+TCYTSyaTySoqKqp4PN5Dr7MYS+5V/RNTGwAAMKHt37+fK5FIZEKhUP7999+7b926tfFRP/Orr75ixGKx/Fe/+tUP4z1E3A9GJAAAYEhjeURiKAkJCYFnzpy56+2N1NTUpnXr1j2yDaTUarVrYmJi8MBjzs7OlsrKSv2jeuZouNeIBNZIAADAhJCXl/dIpijuRalUmvV6ve5xP3cswdQGAAAA2AxBAgAAAGyGIAEAAAA2Q5AAAAAAmyFIAACA3Wprd3g1txy/q7ZGc8txprZ2h9do9elRe/vtt32/+uqrEaknMp4hSAAAgN0mcWd063Qb+dYw0dxynNHpNvIncWd0j3bfHoXe3l7auXNnw/Lly0ekwul4hiABAAB28/SINslkmXU63UZ+dfXvfHW6jXyZLLPO0yPa7h/amJiYELlcLhUIBPLMzEwPots7WyYnJwcIBAJ5ZGSkqKGhYdjtDD788MMnQ0JC5CKRSLZ06VI+EdH69et9t2zZcme0RCgUyg0Gg7PBYHAODg6WL1u2LJjP58sXLVrEN5lMLCIiPz+/sNTUVD+ZTCb99NNPp8TFxQVZ6334+fmFvfHGG34SiUQWGhoqLS0t5cyZM0cYEBAQun37dk/rcz744AOv0NBQqUgkkr3zzjvDlj4nItq0aZNPUFBQaHh4uDg2NjZ4YH/HEgQJAAAYEZ4e0SYf75XNl6/k+vh4r2weiRBBRJSfn1+v1WqrKioqdNnZ2V5Go5FtNptZERERXTU1NdqoqChTWlrasD/KWVlZ3ufPn9dVV1frcnNz/3m/59XX17u8+eabP9TV1WkZhrFkZGTcCQI8Hq9Xp9NVvfbaa9cH3xcYGHhLr9frZs+e3ZmUlBR06NCh2tOnT+vT09N9iYgKCgom1dTUuFRWVlZVVVXpKioqOMXFxUOWP1epVJxDhw5N0el02mPHjl2orKx0e7Bv6/FDkAAAgBHR3HKcaTQWeAb4v9LYaCzwHLxmwlbp6eleYrFYFh4eLjUajU5ardaFxWJRSkrKNSKipKSkVrVaPeQPMhGRWCw2r1ixInj37t1TnZyc7ruds7e3963nnnuui4goISGh9fvvv7/TdmJi4o8ChFV8fHwbEVFYWFj3rFmzuqZMmWLx9fXtdXZ2trS0tLAPHz48qaSkZJJMJpPJ5XJZbW2ti16vdxmqLZVK5b548eI2DofTP2XKFMuCBQvGbOEv7GwJAAB2s66JsE5nTJn6tGkkpjeKiooYlUrFlJWV6RmGsSiVSrHZbP7RH8EODg7DtnHixIkLxcXFzNdff83NzMz0MRgMWkdHx36LxXLnmps3b95pYHBbA//PMIyFhuHi4tJPRMRiscjZ2flOYGGxWNTT0+PQ399Pb7/9duOmTZvGzbbjDwIjEgAAYLeO9grOwNBgXTPR0V7BsafdtrY2NpfL7WMYxlJeXu6i0WjciIgsFgtZ1yfk5ubylErlkGGlr6+PamtrnWNjY01//OMfr3Z2drLb29vZQUFBNysqKtyIiEpLSzlXr159wnpPY2Oj87Fjx9yIiPLz86c+/fTTnfZ8BqvFixd35OXlebS3t7OIiC5evOh09erVIf+gnz9/fueRI0e43d3dDu3t7axjx45NHok+PAoYkQAAALuFhGxoGnzM0yPaZO86ibi4uPY9e/Z48vl8OZ/Pv6FQKLqIiFxdXS1qtdotIyPDl8fj9RQUFNQNdX9vb6/DSy+9FGwymdj9/f0OKSkpP3h4ePQlJiZez8/P5wkEAvnMmTO7pk2bdsN6T1BQ0I2PP/74yddee40jFApvbNy4sdmez2C1cuXKDq1W6/LUU09JiIg4HI4lPz//op+fX+/ga+fPn9+9aNGidplMJufxeD1isdjM5XLHZBVRVP8EAIAhjeXqnxwOZ2Z3d3f5SLdrMBicly5dKrxw4YJ2pNt+WO3t7Swul2sxmUysyMhI8Z/+9Kd/zpkzZ1Rep0X1TwAAgHHm5ZdfnnbhwgXXmzdvOvziF79oHa0QcT8IEgAAMO4MNRqRkJAQeObMmbve3khNTW1at25d64O2KxaLbz3O0Qij0ch+5plnxIOPnzx50nDo0KGLj6sf9kCQAACACSEvL+/SaPfhYXl7e/fp9XrdaPfDHnhrAwAAAGyGIAEAAAA2Q5AAAAAAmyFIAAAAgM0QJAAAwG7b6hq9/t7Sfldtjb+3tDPb6hrHZMXKkfD222/7fvXVVyNST2Q8Q5AAAAC7hU/idP+66hLfGib+3tLO/LrqEj98EmdM7n1gr97eXtq5c2fD8uXLR6TC6b1YLBbq6xuTm1oSEYIEAACMgOc8uKaPpYF1v666xP/gwhXfX1dd4n8sDax7zoNr9w9tTExMiFwulwoEAnlmZqYH0e2dLZOTkwMEAoE8MjJS1NDQMOx2Bh9++OGTISEhcpFIJFu6dCmfiGj9+vW+W7ZsuTNaIhQK5QaDwdlgMDgHBwfLly1bFszn8+WLFi3im0wmFhGRn59fWGpqqp9MJpN++umnU+Li4oKs9T78/PzC3njjDT+JRCILDQ2VlpaWcubMmSMMCAgI3b59+50y5B988IFXaGioVCQSyd55551hS58bDAbnoKCg0BUrVgSJRCJ5bW2ts73f46OCIAEAACPiOQ+uKd57SvMnV1p84r2nNI9EiCAiys/Pr9dqtVUVFRW67OxsL6PRyDabzayIiIiumpoabVRUlCktLW3YH+WsrCzv8+fP66qrq3W5ubn/vN/z6uvrXd58880f6urqtAzDWDIyMu4EAR6P16vT6apee+21H5UTDwwMvKXX63WzZ8/uTEpKCjp06FDt6dOn9enp6b5ERAUFBZNqampcKisrq6qqqnQVFRWc4uLiYcufX7p06Yk333yzuaamRisSiW7d/5saHQgSAAAwIv7e0s7sN173/JW/R+N+43XPwWsmbJWenu4lFotl4eHhUqPR6KTVal1YLBalpKRcIyJKSkpqVavVw/4gi8Vi84oVK4J379491cnJ6b4Fpry9vW8999xzXURECQkJrd9///2dthMTE38UIKzi4+PbiIjCwsK6Z82a1TVlyhSLr69vr7Ozs6WlpYV9+PDhSSUlJZNkMplMLpfLamtrXfR6vctw7fn4+NyKjo7uul9/Rxt2tgQAALtZ10RYpzPmTmFMIzG9UVRUxKhUKqasrEzPMIxFqVSKzWbzj/4IdnBwGLaNEydOXCguLma+/vprbmZmpo/BYNA6Ojr2WyyWO9fcvHnzTgOD2xr4f4ZhLDQMFxeXfiIiFotFzs7OdwILi8Winp4eh/7+fnr77bcbN23a9ECF0DgczrDPGkswIgEAAHY729HNGRgarGsmznZ0c+xpt62tjc3lcvsYhrGUl5e7aDQaN6LbCxCt6xNyc3N5SqVyyLDS19dHtbW1zrGxsaY//vGPVzs7O9nt7e3soKCgmxUVFW5ERKWlpZyrV68+Yb2nsbHR+dixY25ERPn5+VOffvrpTns+g9XixYs78vLyPNrb21lERBcvXnS6evXquP+Dftx/AAAAGH3/h+/TNPjYcx5ck73rJOLi4tr37Nnjyefz5Xw+/4ZCoegiInJ1dbWo1Wq3jIwMXx6P11NQUFA31P29vb0OL730UrDJZGL39/c7pKSk/ODh4dGXmJh4PT8/nycQCOQzZ87smjZt2g3rPUFBQTc+/vjjJ1977TWOUCi8sXHjxmZ7PoPVypUrO7RarctTTz0lIbo94pCfn3/Rz8+vdyTaHy0O/f33nS4CAICfII1GU69QKB5oGP5x43A4M4eqAGovg8HgvHTpUuHjrAA6Hmg0Gg+FQhE01DlMbQAAAIDNMLUBAADjzlCjEQkJCYFnzpy56+2N1NTUpnXr1rU+aLtisfjW4xyNMBqN7GeeeUY8+PjJkycN3t7eY3cXqgEQJAAAYELIy8u7NNp9eFje3t59er1eN9r9sAemNgAAAMBmCBIAAABgMwQJAAAAsBmCBAAAgA0edRnxmTNnSh5V2yMJiy0BAMBumUcMXjMCJ3fHSL3ubEB1rKqJqbjUxtm4UPyjzarGO2sZ8Uf5jPLycv2jbH+kYEQCAADsNiNwcvf6/RX8Y1VNDNHtELF+fwV/RuDkbnvb/imWEbd+Rvu+uccDQQIAAOwWI/UyfRQ/o279/gr+bw9pfdfvr+B/FD+jbuAIha1+qmXExwsECQAAGBExUi9T3Cz/5pzv6n3iZvk3j0SIIPrplhEfL7BGAgAARsSxqibmwLkrnq9GBTUeOHfFM0rgYbI3TPyUy4iPFxiRAAAAu1nXRHwUP6Pu/8bKG6zTHNY1E7ZCGfGxb9x/AAAAGH0Vl9o4A9dEWNdMVFxq49gzKoEy4mMfyogDAMCQUEYcrFBGHAAAAB4JTG0AAMC4gzLiYweCBAAATAgoIz46MLUBAAAANkOQAAAAAJshSAAAAIDNECQAAADAZggSAAAANnj77bd9v/rqK7t27pwI8NYGAADY7/jvvMg/opvEi///LpaGYoaulHEo+oOmUezZI9Hb20s7d+5sGO1+jAUYkQAAAPv5R3TTwbV8MhTf/gvdUMzQwbV88o/otrfpmJiYELlcLhUIBPLMzEwPots7WyYnJwcIBAJ5ZGSkqKGhYdg/jD/88MMnQ0JC5CKRSLZ06VI+EdH69et9t2zZ4mW9RigUyg0Gg7PBYHAODg6WL1u2LJjP58sXLVrEN5lMLCIiPz+/sNTUVD+ZTCb99NNPp8TFxQVZ6334+fmFvfHGG34SiUQWGhoqLS0t5cyZM0cYEBAQun379jtlyD/44AOv0NBQqUgkkr3zzjvDlj7fvn27p0QikUkkEpmfn1/Y7NmzRfZ+j48KggQAANhPvNhEK/5URwfX8qk4zZcOruXTij/V3TVCYaP8/Px6rVZbVVFRocvOzvYyGo1ss9nMioiI6KqpqdFGRUWZ0tLShv1RzsrK8j5//ryuurpal5ub+8/7Pa++vt7lzTff/KGurk7LMIwlIyPjThDg8Xi9Op2u6rXXXvtROfHAwMBber1eN3v27M6kpKSgQ4cO1Z4+fVqfnp7uS0RUUFAwqaamxqWysrKqqqpKV1FRwSkuLh6y/Pm7777brNfrdRqNpsrb2/vWunXrxuyoDoIEAACMDPFiEylebKbT/+VDihebRyJEEBGlp6d7icViWXh4uNRoNDpptVoXFotFKSkp14iIkpKSWtVq9ZA/yEREYrHYvGLFiuDdu3dPdXJyum+BKW9v71vPPfdcFxFRQkJC6/fff3+n7cTExB8FCKv4+Pg2IqKwsLDuWbNmdU2ZMsXi6+vb6+zsbGlpaWEfPnx4UklJySSZTCaTy+Wy2tpaF71e73KvviQnJwfMmzfP9NJLL7Xfr9+jBWskAABgZBiKGdL85f+xd+dxTZ7p3sAvkkAgEBHZSSAQyE6IiGBBbKl0ipyj1kpPT6eOfrpYRbroULt69Dhaj7VKP61O66injlPlnb620rp0cKwdQMWxVmRNSGSRQSRRWQwBAkKS9w8nvGpBHR4Ul9/3L/Ms93098Y/n4r7v3Jc/TVpkpPI/+5P4MQvTZOLAgQP8oqIi/qlTp/R8Pt+ekJAgs1qtv/gj2MXFZcg2CgoKavLz8/l79+713rBhQ7DBYNByOByH3W4fuKa3t3eggRvbuvYzn8+30xDc3d0dREQsFovc3NwGEhYWi0V9fX0uDoeDlixZYnzrrbduqxDaxo0bfZuamtz+9Kc/3dM7dmJEAgAAmHOuiXj6D/WU/mHzwDSHc83EMF2+fJnt7e1t4/P59tLSUvfy8nJPIiK73U7O9Qk7duzwTUhIGDRhsdlsVFdX5zZjxgzLZ599dr6zs5NtNpvZ4eHhvWVlZZ5ERMeOHeOdP3+e67zHaDS6HT582JOIKDc3d1xSUlInk2dwSk9P79i5c6ef2WxmERGdPXvW9fz584P+QX/06FHepk2bgr7++uuzbDZ7JLq/YzAiAQAAzDWd4l23JsK5ZqLpFI/JqERGRoZ569at/mKxWCUWi3s0Gk0XEZGHh4f95MmTnuvXrw/x9fXty8vLqx/s/v7+fpfnn38+wmKxsB0Oh8v8+fMv+vn52ebNm9eem5vrGxUVpYqNje0SiUQ9znvCw8N7Nm3aFLBgwQKeRCLpWbp06aXhxn+t2bNnd2i1Wvf4+Hg5ERGPx7Pn5uaeFQgE/Tde++mnnwaYzWb2lClTZEREGo2m6//+3/97y/Udo8HF4bjldBEAADyEysvLGzQazW0Nw99tPB4vdrAKoEwZDAa36dOnS+5mBdD7QXl5uZ9Gowkf7BymNgAAAGDYMLUBAAD3ncFGI+bOnRv2888/X/frjUWLFl1YvHhx6+22K5PJrtzN0QiTycROSUmR3Xi8sLDQEBQUZLtbcTCBRAIAAB4IO3fuvKd/3TCYoKAgm16v1412HExgagMAAACGDYkEAAAADBsSCQAAABg2JBIAAAAwbEgkAAAAhmHJkiUh3333HaOdOx8E+NUGAAAwtvH0xsAY/5julNCUgV0sC88V8isuVfDemPDGPVu5crj6+/vpk08+aR7tOO4FGJEAAADGYvxjupcdWyYuPFfIJ7qaRCw7tkwc4x/TzbTtJ554IlKlUimioqJUGzZs8CO6urPlyy+/HBoVFaVKTEyUNjc3D/mH8QcffBAQGRmpkkqlyunTp4uJiLKzs0NWrFgR6LxGIpGoDAaDm8FgcIuIiFDNnDkzQiwWq6ZNmya2WCwsIiKBQKBetGiRQKlUKrZv3+6TkZER7qz3IRAI1K+++qpALpcro6OjFceOHeMlJydLQkNDoz/66KOBMuTLly8PjI6OVkilUuVvf/vbIUufL1myJGTVqlUBzs+vv/66YPXq1QFDXT+akEgAAABjKaEpljXJa+qXHVsm/vDkhyHLji0Tr0leU3/tCMVw5ebmNmi12uqysjLdli1bAk0mE9tqtbImTpzYVVtbq508ebLl3XffHfKlvHHjxqCqqirdmTNndDt27LhlvYqGhgb311577WJ9fb2Wz+fb169fP5AI+Pr69ut0uuoFCxb8opx4WFjYFb1er5s0aVLnSy+9FL5///66n376Sb9u3boQIqK8vLwxtbW17hUVFdXV1dW6srIyXn5+/qDlzxctWtTy1Vdf+RJdLTz23Xff+bzyyiu3vbHW3YREAgAARkRKaIplRuSMS7nVucEzImdcGokkgoho3bp1gTKZTBkXF6cwmUyuWq3WncVi0fz589uIiF566aXWkydPDvpCJiKSyWTWp59+OuLzzz8f5+rqessCU0FBQVeefPLJLiKiuXPnth4/fnyg7Xnz5v0igXB69tlnLxMRqdXq7gkTJnT5+PjYQ0JC+t3c3OwtLS3sgwcPjjly5MgYpVKpVKlUyrq6One9Xu8+RMxXxo4d219cXOzx7bffjlGpVN336k6XWCMBAAAjovBcIX9/3X7/OYo5xv11+/0fCX7EwjSZOHDgAL+oqIh/6tQpPZ/PtyckJMisVusv/gh2cXEZso2CgoKa/Px8/t69e703bNgQbDAYtBwOx2G32weu6e3tHWjgxrau/czn89iYsfEAACAASURBVO00BHd3dwcREYvFIjc3t4GEhcViUV9fn4vD4aAlS5YY33rrrdsqhPbiiy+2/O///q/fxYsXXV988cV7cjSCCCMSAAAwApxrItYkr6l/N+HdZuc0h3PNxHBdvnyZ7e3tbePz+fbS0lL38vJyTyIiu91OzvUJO3bs8E1ISBg0YbHZbFRXV+c2Y8YMy2effXa+s7OTbTab2eHh4b1lZWWeRETHjh3jnT9/nuu8x2g0uh0+fNiTiCg3N3dcUlJSJ5NncEpPT+/YuXOnn9lsZhERnT171vX8+fND/kE/d+7cywUFBd7l5eWeGRkZ5pGI4U7AiAQAADBWcamCd+2aCOeaiYpLFTwmoxIZGRnmrVu3+ovFYpVYLO7RaDRdREQeHh72kydPeq5fvz7E19e3Ly8vr36w+/v7+12ef/75CIvFwnY4HC7z58+/6OfnZ5s3b157bm6ub1RUlCo2NrZLJBL1OO8JDw/v2bRpU8CCBQt4EomkZ+nSpZeGG/+1Zs+e3aHVat3j4+PlREQ8Hs+em5t7ViAQ9A92vbu7uyMpKalj7NixNg7n3n1duzgct5wuAgCAh1B5eXmDRqO5rWH4u43H48UOVgGUKYPB4DZ9+nTJ3awAOhSbzUYqlUr59ddf16nV6t7RjKW8vNxPo9GED3YOUxsAAAD3mJKSEneRSKSeMmVKx2gnEbdy746VAAAADGGw0Yi5c+eG/fzzz9f9emPRokUXFi9efNsLFWUy2ZW7ORphMpnYKSkpshuPFxYWGpqamirvVhxMIJEAAIAHws6dOxtHO4Z/VVBQkE2v1+tGOw4mMLUBAAAAw4ZEAgAAAIYNiQQAAAAMGxIJAAAAGDYkEgAAwNjFTz4JtBQUXLeLpaWggH/xk08Ch7rnfrdkyZKQ7777jtHOncPx97//3WP8+PFyqVSqnDp1alRbWxuLiOifNTkUUqlUqVKpFPv27RuI7fXXXxcEBQXF8Hi82JGOB4kEAAAw5qHRdDe/867YmUxYCgr4ze+8K/bQaBiXEb8X9ff30yeffNI8a9asESlM9q945ZVXwtesWdN05swZ3cyZM9t/97vfBRERBQQE9H3//fe1/6xyenb+/PkRzntmzZp1+aeffqq+E/EgkQAAAMb4jz9uCVn3YX3zO++KTf/zPyHN77wrDln3YT3/8ccZv2ifeOKJSJVKpYiKilJt2LDBj+jqzpYvv/xyaFRUlCoxMVHa3Nw85HYGH3zwQUBkZKRKKpUqp0+fLiYiys7ODlmxYsXAaIlEIlEZDAY3g8HgFhERoZo5c2aEWCxWTZs2TWyxWFhERAKBQL1o0SKBUqlUbN++3ScjIyPcWe9DIBCoX331VYFcLldGR0crjh07xktOTpaEhoZGf/TRRwNlyJcvXx4YHR2tkEqlyt/+9rdDlj43GAxuYrFY9dxzz4mioqJUkydPlnR2droQEf3jH//gpqendxIRTZ8+vePAgQM+RESTJ0+2hoeH9xERxcXF9fT29rKsVqsLEVFqamqXSCTqG+7/wc0gkQAAgBHBf/xxi/espy61f7kz2HvWU5dGIokgIsrNzW3QarXVZWVlui1btgSaTCa21WplTZw4sau2tlY7efJky7vvvjvkS3njxo1BVVVVun/+pf6PW/XX0NDg/tprr12sr6/X8vl8+/r16wcSAV9f336dTle9YMGCX5QTDwsLu6LX63WTJk3qfOmll8L3799f99NPP+nXrVsXQkSUl5c3pra21r2ioqK6urpaV1ZWxsvPzx+y/HljY6P7G2+8cbG2tlbr7e1t+/LLL32IiKKionpyc3PHEhHt2rVrnMlkcrvx3j/96U8+KpWq28PD447XwUAiAQAAI8JSUMA3f7fX32feXKP5u73+N66ZGK5169YFymQyZVxcnMJkMrlqtVp3FotF8+fPbyMieumll1pPnjw55AtZJpNZn3766YjPP/98nKur6y1frEFBQVeefPLJLiKiuXPnth4/fnyg7Xnz5v0igXB69tlnLxMRqdXq7gkTJnT5+PjYQ0JC+t3c3OwtLS3sgwcPjjly5MgYpVKpVKlUyrq6One9Xu8+VHsCgaA3KSnJSkQUGxvb3dDQwCUi2r59e8Mf/vAHf5VKpbBYLKwbn+nUqVPuK1asEGzbtu2WSdNIwM6WAADAmHNNhHM6wzMx0TIS0xsHDhzgFxUV8U+dOqXn8/n2hIQEmdVq/cUfwS4uLkO2UVBQUJOfn8/fu3ev94YNG4INBoOWw+E47Hb7wDW9vb0DDdzY1rWf+Xy+nYbg7u7uICJisVjk5uY28HJnsVjU19fn4nA4aMmSJca33nrrtgqhXdsGm812OJ87Nja2p7i4uIaIqKKignvo0KGxzuvq6upcn3nmmagvvvjirEqluis1OjAiAQAAjFnLy3nXJg3ONRPW8nIek3YvX77M9vb2tvH5fHtpaal7eXm5JxGR3W4n5/qEHTt2+CYkJAyarNhsNqqrq3ObMWOG5bPPPjvf2dnJNpvN7PDw8N6ysjJPIqJjx47xzp8/z3XeYzQa3Q4fPuxJRJSbmzsuKSmpk8kzOKWnp3fs3LnTz2w2s4iIzp4963r+/Pl/+Q965z02m43++7//O/jll1++SETU0tLC/rd/+zfJ7373uybniMrdgEQCAAAYC1iy5MKNIw/8xx+3BCxZcoFJuxkZGeb+/n4XsViseuuttwQajaaLiMjDw8N+8uRJT4lEojpy5Ah/7dq1xsHu7+/vd3n++ecjpFKpMjo6Wjl//vyLfn5+tnnz5rW3t7ezo6KiVJ9++mmASCTqcd4THh7es2nTpgCxWKy6fPkyZ+nSpZeYPIPT7NmzO/7jP/6jLT4+Xi6VSpVPP/105OXLl9n/ajvbt28fFx4eHh0ZGRkdHBzc98Ybb7QSEX300UcBjY2N3LVr14bI5XKlXC5XOpOOzMxMYWBgYExPTw8rMDAwJjs7e8g1Jf8qF4fjjq/DAACA+1B5eXmDRqO5rWH4u43H48UOVgGUKYPB4DZ9+nTJ3awAej8oLy/302g04YOdw4gEAAAADBsWWwIAwH1nsNGIuXPnhv3888/X/Xpj0aJFFxYvXtx6u+3KZLIrd3M0wmQysVNSUmQ3Hi8sLDQEBQXZ7lYcTCCRAACAB8LOnTsbRzuGf1VQUJBNr9frRjsOJjC1AQAAAMOGRAIAAACGDYkEAAAADBsSCQAAABg2JBIAAMDYib11gWcrWq6rrXG2ooV/Ym9d4FD33Cs++ugj/9///ve+oxnDxo0bfefNmxc2mjEMFxIJAABgLDDCu/vHHTqxM5k4W9HC/3GHThwY4d092rHdyttvv33ptdde+8VPRPv67kjV7QcOEgkAAGAsIsbPkvqCsv7HHTrx0d1nQn7coROnvqCsj4jxY1xK/IknnohUqVSKqKgo1YYNG/yIru5s+fLLL4dGRUWpEhMTpc3NzYNuZ3D+/HmOSqVSEBH9/e9/93BxcYmrqalxIyIKDQ2NtlgsrOzs7JAVK1YEEhElJCTIXnrppdDo6GjFBx98EHju3DnOr371q0iZTKaUyWTKH374wXOomJxxLVy4UBgVFaVKSkqSFhQU8BISEmRCoVCdm5vrfbPnNJlMrlOmTJGIRKLozMxMIdPv7W5BIgEAACMiIsbPInsk6FLF35qCZY8EXRqJJIKIKDc3t0Gr1VaXlZXptmzZEmgymdhWq5U1ceLErtraWu3kyZMt77777qC1IwQCQX9vby+rra2NVVBQ4KVSqboPHz7sdebMGTdfX9/+wap5XrlyxaWqqqr6d7/73YXMzMywKVOmWAwGg06r1eomTJjQM1RMRERWq5WVmpraUVtbq/X09LT913/9l+Do0aNnvv7669rVq1cLbvacOp2O991339VXV1dr9+3b51NbW+s6Et/fnYYNqQAAYEScrWjhG06Y/GOmCo2GEyZ/oXycZSSSiXXr1gV+//33Y4mu/tWu1WrdWSwWzZ8/v42I6KWXXmqdPXt21FD3T5w4sfPw4cNex44d47/99tvGgwcPejscDnrkkUcGrer561//us357+PHj/O/+eabs0REHA6HfH19bUPFFBQU1OXq6up45plnOoiIVCqVlcvl2rlcriMhIcF6/vx5t5s9Z3Jycoez/aioqJ66ujpuVFTUPT+/gkQCAAAYc66JcE5nCOXjLCMxvXHgwAF+UVER/9SpU3o+n29PSEiQWa3WX4ymu7i4DNnGlClTLEeOHOE3NTW5zZkz53JOTk4QETmmT59uHuz6wUYpbjcmDofjYLGuhsdisYjL5TqIiNhsNtlstqGDJCI3N7eBKppsNtvR19d30+vvFZjaAAAAxi6cNfOuTRqcayYunDXzmLR7+fJltre3t43P59tLS0vdy8vLPYmI7HY7/fGPf/QhItqxY4dvQkLCkMnKE0880blnz55xERERvWw2m8aOHdtfUFDg/atf/WrQEYlrTZ482bJ+/Xp/IqL+/n5qbW1lDxXTwwqJBAAAMPbIU5EXbhx5iIjxszzyVOQFJu1mZGSY+/v7XcRiseqtt94SaDSaLiIiDw8P+8mTJz0lEonqyJEj/LVr1xqHakMmk11xOBwuU6ZMsRARJSYmdvL5fJu/v/8ti2Jt3ry5saioiC+VSpXR0dHK0tJS96Fieli5OByOW18FAAAPnfLy8gaNRtMy2nEMhsfjxQ5WARTujPLycj+NRhM+2DmMSAAAAMCwYbElAADcdwYbjZg7d27Yzz//7HXtsUWLFl1YvHjxLzabGi179uwZs2zZsuv2iAgNDe394Ycf6kYrJqYwtQEAAIO6l6c24O7C1AYAAADcEUgkAAAAYNiQSAAAAMCwIZEAAACAYUMiAQAAjB376svAupKT/GuP1ZWc5B/76svA0Yrpdn300Uf+v//9731HM4aNGzf6zps3L2w0YxguJBIAAMBYsETenf9ZjtiZTNSVnOTnf5YjDpbIu0c7tlt5++23L7322mu/+IloX989Xy/rnoBEAgAAGIuMS7Ckv/pmff5nOeKCHVtD8j/LEae/+mZ9ZNzQNTBu1xNPPBGpUqkUUVFRqg0bNvgRXd3Z8uWXXw6NiopSJSYmSpubmwfdF+n8+fMclUqlICL6+9//7uHi4hJXU1PjRkQUGhoabbFYWNnZ2SErVqwIJCJKSEiQvfTSS6HR0dGKDz74IPDcuXOcX/3qV5EymUwpk8mUP/zwg+dQMTnjWrhwoTAqKkqVlJQkLSgo4CUkJMiEQqE6NzfX+3ae96uvvvIeP3683Gg0crZv3+4jkUhUMplMOXHiRBmzb/LOQCIBAAAjIjIuwaJ6NPXS6fx9wapHUy+NRBJBRJSbm9ug1Wqry8rKdFu2bAk0mUxsq9XKmjhxYldtba128uTJlnfffTdksHsFAkF/b28vq62tjVVQUOClUqm6Dx8+7HXmzBk3X1/f/sEqfV65csWlqqqq+ne/+92FzMzMsClTplgMBoNOq9XqJkyY0DNUTEREVquVlZqa2lFbW6v19PS0/dd//Zfg6NGjZ77++uva1atXC271rF9++eXY9evXB/3www81wcHB/R9++GHwoUOHzhgMBt3BgwdrmX6XdwJ2tgQAgBFRV3KSrz3yo/+E9JlG7ZEf/cPU4y0jkUysW7cu8Pvvvx9LRGQymVy1Wq07i8Wi+fPntxERvfTSS62zZ8+OGur+iRMndh4+fNjr2LFj/Lffftt48OBBb4fDQY888sig1T9//etftzn/ffz4cf4333xzloiIw+GQr6+vbaiYgoKCulxdXR3PPPNMBxGRSqWycrlcO5fLdSQkJFjPnz/vdrPnLC4u5peXl/MKCgrOjBs3zu6Mfc6cOeEZGRntc+bMaf9Xvre7BSMSAADAmHNNRPqrb9Y//sKCZuc0x40LMP9VBw4c4BcVFfFPnTqlNxgMOoVCYbVarb94d7m4uAzZxpQpUyxHjhzhNzU1uc2ZM+eyVqv1OHbsmNejjz46aJIz2CjF7cbE4XAcLNbV8FgsFnG5XAcREZvNJpvNNnSQRCQSiXq7urrYVVVV7s5j/+f//J/GDz74oPncuXNucXFxSufIx70EiQQAADBmrNHzrl0T4VwzYazR85i0e/nyZba3t7eNz+fbS0tL3cvLyz2JiOx2O/3xj3/0ISLasWOHb0LC0CMfTzzxROeePXvGRURE9LLZbBo7dmx/QUGB969+9atBRySuNXnyZMv69ev9iYj6+/uptbWVPVRMTAmFwitff/113Ysvvhhx6tQpdyIirVbLnTp1atcnn3zS7OPj019fX3/TUY3RgKkNAABgLPm5eRduPBYZl8B4aiMjI8O8detWf7FYrBKLxT0ajaaLiMjDw8N+8uRJz/Xr14f4+vr25eXl1Q/Vhkwmu+JwOFymTJliISJKTEzsNBqNbv7+/rZb9b958+bGF154QSSVSv1YLBb9/ve//8dQMY2E2NjYni+//LL+P//zPyP37dtX+9vf/lbY0NDAdTgcLsnJyR2PPPKIdaT6Giko2gUAAIO6l4t28Xi82MEqgMKdgaJdAAAAcEdgagMAAO47g41GzJ07N+znn3/2uvbYokWLLixevPgXm02Nlj179oxZtmyZ8NpjoaGhvT/88EPdaMXEFKY2AABgUPfy1AbcXZjaAAAAgDsCiQQAAAAMGxIJAAAAGDYkEgAAADBsSCQAAIAx818bAq3Vrddth22tbuWb/9oQONJ9NTQ0uE6bNk081PmWlhb2hx9+6D+ctg0Gg5tEIlENP7qHDxIJAABgzC2M3922+4zYmUxYq1v5bbvPiN3C+N0j3Vd4eHjfwYMHh9zJsrW1lf3FF18EjHS/MDgkEgAAwJiHwtcy7llpfdvuM+LL++tC2nafEY97VlrvofBltEV2VlaWYO3atQOjC9nZ2SErVqwIdI4anDp1yl2tVivkcrlSKpUqKysruW+++abw3LlzXLlcrly4cKHQbDazEhMTpUqlUiGVSpW7du0aezt963Q6N4VCoSwqKuIN1g+T53qQIJEAAIAR4aHwtXhOCLjUWdwc7Dkh4BLTJIKIaM6cOW15eXnjnJ/37t3rk5SUNFDbYtOmTf5ZWVkX9Hq9rqKiojoiIuJKTk5OU2hoaK9er9dt2bKlicfj2b///vtanU5XXVRUdOb9998X2u03LfBJ5eXl3IyMjKjt27effeyxx7oH64fpsz0osLMlAACMCGt1K7/r9EV/r8khxq7TF/25UWMtTJOJyZMnW1tbWzkNDQ2uRqOR4+3tbbv2JZ6YmNi1YcOG4KamJrfnnnuuXa1W997Yht1ud1myZInwxIkTXiwWiy5evOjW1NTECQsL6x+sz7a2Ns6sWbOivvnmm7q4uLie2+3nYYURCQAAYMy5JmLcs9L6sTMim53THDcuwByOmTNntu/atcsnNzd33OzZs9uuPZeZmdm2d+/eWg8PD/v06dMl+/bt+0V/W7ZsGdfa2sqprKys1uv1Ol9f3z6r1Trk+4/P59tCQkKuFBQUDGy3fTv9PKwwIgEAAIxdabTwrl0T4VwzcaXRwmM6KvGb3/ym7ZVXXglvb2/nFBUVGXp6elyc5/65jqFXpVJdbGxsdCsrK/NISEjo7urqGkgUzGYz28/Pr4/L5Tr279/Pb25udrtZf66uro78/Py6xx9/XOLl5WXPzMxsG6yfmTNnMp66eRAgkQAAAMa808Iv3HjMQ+HLeGqDiGjixIk9XV1drMDAwCsikajPYDAMJAK7du0at3v3bl8Oh+Pw9/fvW716tTEwMNAWFxfXKZFIVFOnTjWvXLnSlJ6eHiWVSpUxMTHdERERPbfqc8yYMfa//vWvtSkpKVI+n2/TarUeN/bD9LkeFCjaBQAAg0LRLnBC0S4AAAC4IzC1AQAADx2TycROSUmR3Xi8sLDQEBQUZBuNmO5XSCQAAOChExQUZNPr9brRjuNBgKkNAAAAGDYkEgAAADBsSCQAAABg2JBIAAAAwLAhkQAAAMZ+/PHHQIPBcN220QaDgf/jjz8GjnRfDQ0NrtOmTRMPdb6lpYX94Ycf+g91HkYWEgkAAGBMKBR2f/vtt2JnMmEwGPjffvutWCgUdo90X+Hh4X0HDx6sH+p8a2sr+4svvggY6X5hcEgkAACAMZlMZnn66afrv/32W3F+fn7It99+K3766afrZTIZoy2ys7KyBGvXrh0YXcjOzg5ZsWJFoEQiURERnTp1yl2tVivkcrlSKpUqKysruW+++abw3LlzXLlcrly4cKHQbDazEhMTpUqlUiGVSpW7du0aO1R/S5YsCVm1atVAEvL6668LVq9ejaTkJpBIAADAiJDJZBaNRnPpp59+CtZoNJeYJhFERHPmzGnLy8sb5/y8d+9en6SkpC7n502bNvlnZWVd0Ov1uoqKiuqIiIgrOTk5TaGhob16vV63ZcuWJh6PZ//+++9rdTpddVFR0Zn3339faLfbB+1v0aJFLV999ZUvEZHNZqPvvvvO55VXXmll+hwPMmxIBQAAI8JgMPDLy8v9J02aZCwvL/cXi8UWpsnE5MmTra2trZyGhgZXo9HI8fb2tkVERFxxnk9MTOzasGFDcFNTk9tzzz3Xrlare29sw263uyxZskR44sQJLxaLRRcvXnRramrihIWF9d94rUwmuzJ27Nj+4uJiD6PR6KpSqbqx0+XNIZEAAADGnGsinNMZYrHYMlLTGzNnzmzftWuXj8lkcp09e3bbtecyMzPbpkyZ0vXtt996T58+XbJp06Z/yGSy65KJLVu2jGttbeVUVlZWc7lch0AgUFut1iFH5F988cWW//3f//W7ePGi64svvojRiFtAIgEAAIw1NTXxrk0anGsmmpqaeEwTid/85jdtr7zySnh7ezunqKjI0NPT4+I8p9Pp3BQKRa9KpbrY2NjoVlZW5pGQkNDd1dU1kCiYzWa2n59fH5fLdezfv5/f3NzsNnhPV82dO/fymjVrBP39/S4ZGRlDLuqEq5BIAAAAY6mpqRduPCaTyRhPbRARTZw4saerq4sVGBh4RSQS9RkMhoFEYNeuXeN2797ty+FwHP7+/n2rV682BgYG2uLi4jolEolq6tSp5pUrV5rS09OjpFKpMiYmpjsiIqLnZv25u7s7kpKSOsaOHWvjcPCavBUXh8Mx2jEAAMA9qLy8vEGj0bSMdhx3m81mI5VKpfz666/rBltz8TAqLy/302g04YOdw682AAAA/qmkpMRdJBKpp0yZ0oEk4vZgzAYAAB46JpOJnZKSIrvxeGFhoaGpqalyNGK6XyGRAACAh05QUJBNr9frRjuOBwGmNgAAAGDYkEgAAADAsCGRAAAAgGFDIgEAAADDhkQCAAAYq6vLCbzU8iP/2mOXWn7k19XlBI50Xw0NDa7Tpk0TD3W+paWF/eGHH/oPdf5mDAaDm7OyKNweJBIAAMDYGO/x3TrdUrEzmbjU8iNfp1sqHuM9vnuk+woPD+87ePDgkFtXt7a2sr/44guU/r5LkEgAAABj/n6pFqVyQ71Ot1R85szqEJ1uqVip3FDv75fKaIvsrKwswdq1awdGF7Kzs0NWrFgR6Bw1OHXqlLtarVbI5XKlVCpVVlZWct98803huXPnuHK5XLlw4UKh2WxmJSYmSpVKpUIqlSp37do19mZ92mw2eu6550RRUVGqyZMnSzo7O11udv3DDokEAACMCH+/VEtw0OxL55p2BAcHzb7ENIkgIpozZ05bXl7eOOfnvXv3+iQlJXU5P2/atMk/Kyvrgl6v11VUVFRHRERcycnJaQoNDe3V6/W6LVu2NPF4PPv3339fq9PpqouKis68//77QrvdPmSfjY2N7m+88cbF2tparbe3t+3LL7/0YfocDzJsSAUAACPiUsuPfKMpzz9U+ILRaMrz9xmXZGGaTEyePNna2trKaWhocDUajRxvb29bRETEFef5xMTErg0bNgQ3NTW5Pffcc+2DbWttt9tdlixZIjxx4oQXi8WiixcvujU1NXHCwsL6B+tTIBD0JiUlWYmIYmNjuxsaGrhMnuFBhxEJAABgzLkmQqncUC+VLm92TnPcuABzOGbOnNm+a9cun9zc3HGzZ89uu/ZcZmZm2969e2s9PDzs06dPl+zbt+8X/W3ZsmVca2srp7Kyslqv1+t8fX37rFbrkO8/Nze3gWqWbDbb0d/fj6mNm8CIBAAAMNZhLuNduybCuWaiw1zGYzoq8Zvf/KbtlVdeCW9vb+cUFRUZenp6Bl7sOp3OTaFQ9KpUqouNjY1uZWVlHgkJCd1dXV0DiYLZbGb7+fn1cblcx/79+/nNzc1ug/cEw4FEAgAAGIuMfPPCjcf8/VIZT20QEU2cOLGnq6uLFRgYeEUkEvUZDIaBRGDXrl3jdu/e7cvhcBz+/v59q1evNgYGBtri4uI6JRKJaurUqeaVK1ea0tPTo6RSqTImJqY7IiKih2lM8P+5OByOW18FAAAPnfLy8gaNRtMy2nHA6CsvL/fTaDThg53DGgkAAAAYNkxtAADAQ8dkMrFTUlJkNx4vLCw0BAUF2UYjpvsVEgkAAHjoBAUF2fR6vW6043gQYGoDAAAAhg2JBAAAAAwbEgkAAAAYNiQSAAAAMGxIJAAAgLG19cbAQy3m67anPtRi5q+tNwaOdF8NDQ2u06ZNEw91vqWlhf3hhx/6D3X+VmJjY+XDvfdhhEQCAAAYixvD6369ulHsTCYOtZj5r1c3iuPG8LpHuq/w8PC+gwcP1g91vrW1lf3FF18EDLf90tJS/XDvfRghkQAAAMae9PO2bFKE1b9e3SheXtMU8np1o3iTIqz+ST9vRltkZ2VlCdauXTswupCdnR2yYsWKQIlEoiIiOnXqlLtarVbI5XKlVCpVVlZWct98803huXPnuHK5XLlw4UKh2WxmJSYmSpVKpUIqlSp37do19mZ98ni8WCYxP2yQSAAAwIh40s/b8myQz6VtTS3BppjbHAAAIABJREFUzwb5XGKaRBARzZkzpy0vL2+c8/PevXt9kpKSupyfN23a5J+VlXVBr9frKioqqiMiIq7k5OQ0hYaG9ur1et2WLVuaeDye/fvvv6/V6XTVRUVFZ95//32h3W5nGhr8EzakAgCAEXGoxczfbWr3f0XoZ9xtavef4sO3ME0mJk+ebG1tbeU0NDS4Go1Gjre3ty0iIuKK83xiYmLXhg0bgpuamtyee+65drVa3XtjG3a73WXJkiXCEydOeLFYLLp48aJbU1MTJywsrJ9JbHAVRiQAAIAx55qITYqw+tUSYbNzmuPGBZjDMXPmzPZdu3b55Obmjps9e3bbtecyMzPb9u7dW+vh4WGfPn26ZN++fb/ob8uWLeNaW1s5lZWV1Xq9Xufr69tntVrx/hshGJEAAADGSjq6edeuiXCumSjp6OYxHZX4zW9+0/bKK6+Et7e3c4qKigw9PT0uznM6nc5NoVD0qlSqi42NjW5lZWUeCQkJ3V1dXQOJgtlsZvv5+fVxuVzH/v37+c3NzW6D9wTDgUQCAAAYe08cfOHGY0/6eTOe2iAimjhxYk9XVxcrMDDwikgk6jMYDAOJwK5du8bt3r3bl8PhOPz9/ftWr15tDAwMtMXFxXVKJBLV1KlTzStXrjSlp6dHSaVSZUxMTHdERETPzfpzcXG52Wm4gYvD4RjtGAAA4B5UXl7eoNFoWkY7jrvJZDKxJ0yYoGxubq4c7VjuJeXl5X4ajSZ8sHOYIwIAAKCrG1098sgjildfffUXoyswNExtAADAQ8dkMrFTUlJkNx4/ceJEdVBQkG00YrpfIZEAAICHTlBQkE2v1+tGO44HAaY2AAAAYNiQSAAAAMCwIZEAAACAYUMiAQAAD507WSrcWVjsTrV/r0EiAQAAjG34qyHwcPWF67anPlx9gb/hr4Z76oXa19dHRCgVPpKQSAAAAGPjw8Z2Z+8uEzuTicPVF/jZu8vE48PGdjNpt6Ojg5WSkhIlk8mUEolEtW3bNh+BQKA2Go0cIqIjR47wEhISZERXRwJmzZoVMX78eLlIJIrOycnxIyI6cOAAPy4uTjZ16tQoiUQSTfT/S4UfOHCAHx8fL0tNTY0UCoXqrKwswebNm8ep1WqFVCpVarVaLhFRc3MzJy0tLTI6OloRHR2tOHTokOfN4q6oqODdGMeDCj//BAAAxp5QBFo+fnZ8ffbuMnHGBOGlPaeb/D9+dnz9E4pARltk5+XljQkKCuorLCysJSJqbW1lr1y5csjrq6urPUpKSqotFgs7NjZWmZGRYSYi0ul0vNLSUq1cLr9y4z16vd6jqqpKGxAQ0C8SidRcLrelsrKyevXq1QE5OTkB27dvP7dw4cLQ7OzsC2lpaZ01NTVuaWlpkvr6eu2/Ekd4eHgfk+/iXoVEAgAARsQTikBLxgThpT8WNwS/ODncyDSJICKaMGGCddmyZaGLFi0SPPXUU+Zp06Z13uz69PT0y15eXg4vL6/+xMTEjqNHj3r6+PjYYmJiugZLIoiI1Gp1l0gk6iMiCgsL601PTzcTEWk0GmtRURGfiKi4uHhMTU2Nh/Oezs5OttlsZnl7e9tvN47w8PDLw/0e7mVIJAAAYEQcrr7A33O6yf/FyeHGPaeb/CdH+VmYJhMxMTG9p0+f1u3Zs8d7+fLlgsOHD3ew2WyH3X71/X1jOfAbC245P/N4vEFf+EREXC53oOgUi8Uid3d3h/PfNpvNhYjI4XDQ6dOnq3k83m0VqBoqjgcR1kgAAABjzjURHz87vv6/Z6iandMcNy7A/Fc1NDS48vl8e1ZWVlt2draprKyMJxQKrxQXF/OIiHbv3u1z7fX5+flju7u7XUwmE/vEiRP85OTkLib9OyUnJ3esXbs2wPn5+PHjHje7/k7FcS/CiAQAADBW1niZd+2aCOeaibLGyzwmoxIlJSUe7733npDFYhGHw3F8/vnn/+ju7mZlZmaGr1q1ypaUlHRd2wqFojspKUnW3t7OWbp0qTE8PLyvqqrKnenzbd269dz8+fPDpFKp0mazuUyaNMmSlJTUONT1g8XBNIZ7FcqIAwDAoO63MuLZ2dkhXl5etlWrVqF65whDGXEAAAC4IzC1AQAAD4SPP/64+W729+mnn/pu3rz5ug234uPjO3fu3DnklMeDCFMbAAAwqPttagPuHExtAAAAwB2BRAIAAACGDYkEAAAADBsSCQAAABg2JBIAAPDQiY2NlY92DA8KJBIAAMDcj6sDyZB//XbYhnw+/bg6cIg7RkVf39UNJktLS/WjHMoDA4kEAAAwJ5zYTd9migeSCUM+n77NFJNwYjeTZjs6OlgpKSlRMplMKZFIVNu2bfMRCARqo9HIISI6cuQILyEhQUZ0dWfLWbNmRYwfP14uEomic3Jy/IiIDhw4wI+Li5NNnTo1SiKRRBMR8Xi8WOe5+Ph4WWpqaqRQKFRnZWUJNm/ePE6tViukUqlSq9VyiYiam5s5aWlpkdHR0Yro6GjFoUOHPAeL12azkUAgULe0tLCdx0QiUfS5c+ce2H2bHtgHAwCAu0iWbqGn/1BP32aKSfPrS1T+Z396+g/1JEtnVP0zLy9vTFBQUF9hYWEtEVFrayt75cqVQ15fXV3tUVJSUm2xWNixsbHKjIwMMxGRTqfjlZaWagcrJa7X6z2qqqq0AQEB/SKRSM3lclsqKyurV69eHZCTkxOwffv2cwsXLgzNzs6+kJaW1llTU+OWlpYmqa+v197YFpvNpieffPJybm7u2MWLF7f+7W9/8xQIBFdCQ0P7mXwP9zKMSAAAwMiQpVtI8+tL9NPmYNL8+hLTJIKIaMKECdajR4+OWbRokeDgwYNevr6+tptdn56eftnLy8sRHBzcn5iY2HH06FFPIqKYmJiuwZIIIiK1Wt0lEon6PDw8HGFhYb3p6elmIiKNRmNtbGx0IyIqLi4es3jx4jC5XK6cMWNGVGdnJ9tsNg/6Dn3++efbvvnmm3FERLm5ueMyMjLamHwH9zqMSAAAwMgw5POp/M/+NGmRkcr/7E/ixyxMk4mYmJje06dP6/bs2eO9fPlyweHDhzvYbLbDbrcTEZHVar3uZe7i4kKDfebxePah+uByuQNbPLNYLHJ3d3c4/22z2VyIiBwOB50+fbqax+Pdcjvo1NTUrpdffpnb3NzMOXjw4Ng1a9bc1a277zaMSAAAAHPONRFP/6Ge0j9sHpjmuHEB5r+ooaHBlc/n27Oystqys7NNZWVlPKFQeKW4uJhHRLR7926fa6/Pz88f293d7WIymdgnTpzgJycndzHp3yk5Oblj7dq1Ac7Px48f9xjqWhaLRenp6ZezsrJCo6KirEFBQTcdRbnfYUQCAACYazrFu25NhHPNRNMpHpNRiZKSEo/33ntPyGKxiMPhOD7//PN/dHd3szIzM8NXrVplS0pKuq5thULRnZSUJGtvb+csXbrUGB4e3ldVVeXO8Olo69at5+bPnx8mlUqVNpvNZdKkSZakpKQhi3PNmTOn7bHHHlNs3LixgWnf9zoU7QIAgEHdb0W7srOzQ7y8vGyrVq26MNqxPGhQtAsAAADuCExtAADAA+Hjjz++q4saP/30U9/Nmzdft+FWfHx8586dO4ec8ngQYWoDAAAGdb9NbcCdg6kNAAAAuCOQSAAAAMCwIZEAAACAYUMiAQAAAMOGRAIAAB46sbGx8jvVdm5urvf7778fdKfav9fg558AAMDYxtMbA2P8Y7pTQlMGdposPFfIr7hUwXtjwhv3zAZRfX195OrqSqWlpfo71cecOXPMRGS+U+3fazAiAQAAjMX4x3QvO7ZMXHiukE90NYlYdmyZOMY/pptJux0dHayUlJQomUymlEgkqm3btvkIBAK10WjkEBEdOXKEl5CQICO6urPlrFmzIsaPHy8XiUTROTk5fkREBw4c4MfFxcmmTp0aJZFIoomIeDxerPNcfHy8LDU1NVIoFKqzsrIEmzdvHqdWqxVSqVSp1Wq5RETNzc2ctLS0yOjoaEV0dLTi0KFDnkPFvHHjRt958+aFERFlZGSEP//882HR0dGK8PDw6D//+c/eTL6PexFGJAAAgLGU0BTLmuQ19cuOLRPPiJxxaX/dfv81yWvqrx2hGI68vLwxQUFBfYWFhbVERK2treyVK1cOeX11dbVHSUlJtcViYcfGxiozMjLMREQ6nY5XWlqqHayUuF6v96iqqtIGBAT0i0QiNZfLbamsrKxevXp1QE5OTsD27dvPLVy4MDQ7O/tCWlpaZ01NjVtaWpqkvr5eezvPcO7cOW55eXm1TqfjPvHEE7Knnnqq8naqiN4vMCIBAAAjIiU0xTIjcsal3Orc4BmRMy4xTSKIiCZMmGA9evTomEWLFgkOHjzo5evre9NKmunp6Ze9vLwcwcHB/YmJiR1Hjx71JCKKiYnpGiyJICJSq9VdIpGoz8PDwxEWFtabnp5uJiLSaDTWxsZGNyKi4uLiMYsXLw6Ty+XKGTNmRHV2drLNZvNtvUMzMjLa2Gw2qdXq3tDQ0N6ysjLGRcTuJRiRAACAEVF4rpC/v26//xzFHOP+uv3+jwQ/YmGaTMTExPSePn1at2fPHu/ly5cLDh8+3MFmsx12u52IiKxW63UvcxcXFxrsM4/Hsw/VB5fLHRgdYLFY5O7u7nD+22azuRARORwOOn36dPVwRhKGiulBgREJAABgzLkmYk3ymvp3E95tdk5zONdMDFdDQ4Mrn8+3Z2VltWVnZ5vKysp4QqHwSnFxMY+IaPfu3T7XXp+fnz+2u7vbxWQysU+cOMFPTk7uYtK/U3JycsfatWsDnJ+PHz/ucbv35uXl+dhsNtJqtdxz585xNRpNz0jEdK/AiAQAADBWcamCd+2aCOeaiYpLFTwmoxIlJSUe7733npDFYhGHw3F8/vnn/+ju7mZlZmaGr1q1ypaUlHRd2wqFojspKUnW3t7OWbp0qTE8PLyvqqqK8VTC1q1bz82fPz9MKpUqbTaby6RJkyxJSUm3VZxLIBBc0Wg0is7OTvYnn3zyjwdpfQQRinYBAMAQ7reiXdnZ2SFeXl62VatW3TM/N83IyAifPn26+cUXX2wf7ViYQNEuAAAAuCMwtQEAAA+Ejz/+uPlu9vfpp5/6bt68OfDaY/Hx8Z07d+4cmPLYs2dPw92MaTRgagMAAAZ1v01twJ2DqQ0AAAC4I5BIAAAAwLAhkQAAAIBhQyIBAAAAw4ZEAgAAHjqxsbHy0Y7hQYFEAgAAGLv4ySeBloKC67bDthQU8C9+8kngUPeMhr6+PiIiKi0t1d/N/h5kSCQAAIAxD42mu/mdd8XOZMJSUMBvfuddsYdG082k3Y6ODlZKSkqUTCZTSiQS1bZt23wEAoHaaDRyiIiOHDnCS0hIkBFd3dly1qxZEePHj5eLRKLonJwcPyKiAwcO8OPi4mRTp06Nkkgk0UREPB4v1nkuPj5elpqaGikUCtVZWVmCzZs3j1Or1QqpVKrUarVcIqLm5mZOWlpaZHR0tCI6Olpx6NAhz6FidsYxYcIE+ezZsyP6+/tpwYIFQolEopJKpco1a9YEDHXv/QgbUgEAAGP8xx+3hKz7sL75nXfF3rOeumT+bq9/yLoP6/mPP86o+mdeXt6YoKCgvsLCwloiotbWVvbKlSuHvL66utqjpKSk2mKxsGNjY5UZGRlmIiKdTscrLS3VDlZKXK/Xe1RVVWkDAgL6RSKRmsvltlRWVlavXr06ICcnJ2D79u3nFi5cGJqdnX0hLS2ts6amxi0tLU1SX1+vHSqOmpoa959++knv5eXlWLdunX9jY6ObTqfTurq60oULF9hMvpN7DRIJAAAYEfzHH7d4z3rqUvuXO4N95s01Mk0iiIgmTJhgXbZsWeiiRYsETz31lHnatGmdN7s+PT39speXl8PLy6s/MTGx4+jRo54+Pj62mJiYrsGSCCIitVrdJRKJ+oiIwsLCetPT081ERBqNxlpUVMQnIiouLh5TU1MzUPGzs7OTbTabWd7e3oOWJ582bdplLy8vBxHR3/72tzGZmZmXXF1diYgoMDDQNoyv4p6FRAIAAEaEpaCAb/5ur7/PvLlG83d7/T0TEy1Mk4mYmJje06dP6/bs2eO9fPlyweHDhzvYbLbDbr/6/rZarddN0bu4uNBgn3k83qAvfCIiLpc7sMUzi8Uid3d3h/PfNpvNhYjI4XDQ6dOnq2+3cqenp+eQ/T1osEYCAAAYc66JCFn3YX3Q++83O6c5blyA+a9qaGhw5fP59qysrLbs7GxTWVkZTygUXikuLuYREe3evdvn2uvz8/PHdnd3u5hMJvaJEyf4ycnJXUz6d0pOTu5Yu3btwNqG48ePe9zs+mulpqZ2bNmyxc+58PJBm9pAIgEAAIxZy8t5166JcK6ZsJaX85i0W1JS4jF+/HiFXC5XrlmzJmTFihXGFStWNL/99tth0dHRCjabfd0IgUKh6E5KSpJNmjRJsXTpUmN4ePiI/Gxi69at506fPu0plUqVkZGRqt///vf+t3vvb3/720tCofCKXC5XyWQy5RdffDFuJGK6V6BoFwAADOp+K9qVnZ0d4uXlZVu1atWF0Y7lQYOiXQAAAHBHYLElAAA8ED7++OPmu9nfp59+6rt58+brNtyKj4/v3LlzZ+PdjGO0YWoDAAAGdb9NbcCdg6kNAAAAuCOQSAAAAMCwIZEAAACAYUMiAQAAAMOGRAIAABg7sbcu8GxFy3W7WJ6taOGf2Ft3T5URd4qNjZWPdgwPCiQSAADAWGCEd/ePO3RiZzJxtqKF/+MOnTgwwptRGfGR5tymurS0VD/KoTwwkEgAAABjETF+ltQXlPU/7tCJj+4+E/LjDp049QVlfUSMH6OiXR0dHayUlJQomUymlEgkqm3btvkIBAK10WjkEBEdOXKEl5CQICO6urPlrFmzIsaPHy8XiUTROTk5fkREBw4c4MfFxcmmTp0aJZFIoomIeDxerPNcfHy8LDU1NVIoFKqzsrIEmzdvHqdWqxVSqVSp1Wq5RETNzc2ctLS0yOjoaEV0dLTi0KFDnkPF/Nhjj0XJ5XKlXC5X8vn88Zs2bfLduHGjb2pqamRCQoJMJBJFv/nmm8FMvpd7CTakAgCAERER42eRPRJ0qeJvTcExU4VGpkkEEVFeXt6YoKCgvsLCwloiotbWVvbKlSuHvL66utqjpKSk2mKxsGNjY5UZGRlmIiKdTscrLS3VDlZKXK/Xe1RVVWkDAgL6RSKRmsvltlRWVlavXr06ICcnJ2D79u3nFi5cGJqdnX0hLS2ts6amxi0tLU1SX1+vHSyGoqKiWiKio0eP8l5++eXw559//nJubu7YiooKz8rKSq2Xl5c9NjZW+dRTT5kfffTRe2rEZjgwIgEAACPibEUL33DC5B8zVWg0nDD537hmYjgmTJhgPXr06JhFixYJDh486OXr62u72fXp6emXvby8HMHBwf2JiYkdR48e9SQiiomJ6RosiSAiUqvVXSKRqM/Dw8MRFhbWm56ebiYi0mg01sbGRjciouLi4jGLFy8Ok8vlyhkzZkR1dnayzWbzkO9Qo9HIeeGFFyJyc3PrnTEnJyd3BAUF2by8vBz//u//3l5YWOg13O/lXoIRCQAAYMy5JsI5nSGUj7OMxPRGTExM7+nTp3V79uzxXr58ueDw4cMdbDbbYbfbiYjIarVe9zJ3cXGhwT7zeDz7UH1wudyBLZ5ZLBa5u7s7nP+22WwuREQOh4NOnz5dzePxbrkddH9/P2VkZIjfeeed5vj4+J5bxXa/w4gEAAAwduGsmXdt0uBcM3HhrJlRGfGGhgZXPp9vz8rKasvOzjaVlZXxhELhleLiYh4R0e7du32uvT4/P39sd3e3i8lkYp84cYKfnJzcxaR/p+Tk5I61a9cGOD8fP37cY6hrX331VaFSqexesGBB+7XHjx07NubChQvszs5Ol7/85S9jH3vssc6RiG20YUQCAAAYe+SpyF+U7o6I8bMwXSdRUlLi8d577wlZLBZxOBzH559//o/u7m5WZmZm+KpVq2xJSUnXta9QKLqTkpJk7e3tnKVLlxrDw8P7qqqq3JnEQES0devWc/Pnzw+TSqVKm83mMmnSJEtSUtKgxbm2bt0aGBUV1SOXy8cQES1fvvw80dXplZkzZ0aaTCa3Z555pvVBWB9BhKJdAAAwhPutaFd2dnaIl5eXbdWqVb9Iakbbxo0bfU+dOuX55Zdf3peVQVG0CwAAAO4IjEgAAMCg7rcRibvt008/9d28efN1O3fGx8d37ty5874cdbiZm41IIJEAAIBBIZEAJ0xtAAAAwB2BRAIAAACGDYkEAAAADBsSCQAAABg2JBIAAMDYsa++DKwrOXldbY26kpP8Y199GTjUPaMpNjZWPtoxPCiQSAAAAGPBEnl3/mc5YmcyUVdykp//WY44WCK/p3Zv7OvrIyKi0tJS/SiH8sBAIgEAAIxFxiVY0l99sz7/sxxxwY6tIfmf5YjTX32zPjIugdEW2R0dHayUlJQomUymlEgkqm3btvkIBAK10WjkEBEdOXKEl5CQICO6urPlrFmzIsaPHy8XiUTROTk5fkREBw4c4MfFxcmmTp0aJZFIoomIeDxerPNcfHy8LDU1NVIoFKqzsrIEmzdvHqdWqxVSqVSp1Wq5RETNzc2ctLS0yOjoaEV0dLTi0KFDnkPF/Nhjj0XJ5XKlXC5X8vn88Zs2bfLduHGjb2pqamRCQoJMJBJFv/nmm8FERAaDwS0iIkI1c+bMCLFYrJo2bZrYYrHcV+/m+ypYAAC4d0XGJVhUj6ZeOp2/L1j1aOolpkkEEVFeXt6YoKCgPoPBoKupqdHOnj2742bXV1dXexw7dsxw4sQJ/fr160MaGhpciYh0Oh3v888/b2xoaKi68R69Xu+xffv2xpqamqpvvvnG98yZM+6VlZXVc+fObcnJyQkgIlq4cGFodnb2haqqqupvv/22LjMzM3yoGIqKimr1er1u27ZtDcHBwVeef/75y0REFRUVnvv27avVarXaffv2jTty5AiPiKihocH9tddeu1hfX6/l8/n29evX+zP4yu46JBIAADAi6kpO8rVHfvSfkD7TqD3yo/+NayaGY8KECdajR4+OWbRokeDgwYNevr6+tptdn56eftnLy8sRHBzcn5iY2HH06FFPoqsFs+Ry+ZXB7lGr1V0ikajPw8PDERYW1puenm4mItJoNNbGxkY3IqLi4uIxixcvDpPL5coZM2ZEdXZ2ss1m85DvUKPRyHnhhRcicnNz650xJycndwQFBdm8vLwc//7v/95eWFjoRUQUFBR05cknn+wiIpo7d27r8ePHvYbzXY0WVP8EAADGnGsinNMZYerxlpGY3oiJiek9ffq0bs+ePd7Lly8XHD58uIPNZjvsdjsREVmt1ute5i4uLjTYZx6PZx+qDy6XO7DFM4vFInd3d4fz3zabzYWIyOFw0OnTp6t5PN4tt4Pu7++njIwM8TvvvNMcHx/fc6vYhjp+v8CIBAAAMGas0fOuTRqcayaMNXoek3YbGhpc+Xy+PSsrqy07O9tUVlbGEwqFV4qLi3lERLt37/a59vr8/Pyx3d3dLiaTiX3ixAl+cnJyF5P+nZKTkzvWrl0b4Px8/Phxj6GuffXVV4VKpbJ7wYIF7dceP3bs2JgLFy6wOzs7Xf7yl7+MfeyxxzqJiIxGo9vhw4c9iYhyc3PHJSUldY5EzHcLRiQAAICx5Ofm/aJ0d2RcgoXpOomSkhKP9957T8hisYjD4Tg+//zzf3R3d7MyMzPDV61aZUtKSrqufYVC0Z2UlCRrb2/nLF261BgeHt5XVVXlziQGIqKtW7eemz9/fphUKlXabDaXSZMmWZKSkgYtzrV169bAqKioHrlcPoaIaPny5eeJrk6vzJw5M9JkMrk988wzrY8++mi3wWBwCw8P79m0aVPAggULeBKJpGfp0qWXmMZ7N6FoFwAADOp+K9qVnZ0d4uXlZVu1atUvkprRtnHjRt9Tp055fvnll9clHwaDwW369OmSmpoa7WjFdjtQtAsAAADuCIxIAADAoO63EYm77dNPP/XdvHnzdTt3xsfHd+7cuXPQKY/72c1GJJBIAADAoJBIgBOmNgAAAOCOQCIBAAAAw4ZEAgAAAIYNiQQAAAAMGxIJAABgzPzXhkBrdet1tTWs1a18818bAoe6ZzTFxsbK71Tbubm53u+//37Q7VxbVFTE43A4cX/84x8HdujMzMwURkVFqcRiseqFF14IdW4H7vTPKqaqEQ572JBIAAAAY25h/O623WfEzmTCWt3Kb9t9RuwWxu8e7diu1dfXR0REpaWl+jvVx5w5c8z/8z//Y7rVdf39/fTOO+8IJ0+ebHYe++GHHzxPnjzppdfrtWfOnNGWlZV5/uUvfxlI0P70pz+N9fT0vGnhsrsNiQQAADDmofC1jHtWWt+2+4z48v66kLbdZ8TjnpXWeyh8GW2R3dHRwUpJSYmSyWRKiUSi2rZtm49AIFAbjUYOEdGRI0d4CQkJMqKrO1vOmjUrYvz48XKRSBSdk5PjR0R04MABflxcnOyff8lH0/9j796jmsruxYF/k4CBY0LkIQ8TEgTyJAkCDdQ0M+OAU2TsFAZ0XlSce8e5IrV1mnJvqy47DrbV1sardgpd2kHvIGPLUpypzMJh9DqKWGY6vCTkQRwMbxwQzIPwCCG/P7zhBwqKBnz1+1mLtTjJPvvswz/ny/7us78AQBBEjOs7mUzGT0pKimCxWJKcnBxmQUGBn0QiEfJ4PFFTUxMVAKCrq8sjOTk5QiwWC8VisbCiomLhTGM+ePCgf1ZWFhsA4KOPPmJIpVKBUCgUyeVyXnt7+0Rpit/+9reBqampAwEBAWOuz0gkEoyMjJCGh4dJQ0ND5LGxMdKSJUvsAAAmk4l88ODBoJ07d3a78zedaxhIIIQQmhPeQn/Lwtjrf31TAAAgAElEQVTAXmtVV8jC2MBed4MIAIDS0lKf4OBgu16v1xgMhqb09HTz3dprtVrvS5cu6aurq3V79+5dYjQaPQEANBoNkZ+f32Y0GtW3n6PT6bwLCwvbDAaD+sSJE/7Nzc1ejY2N2nXr1vWpVKpAAICNGzeGKpXK62q1Wnvq1KlvsrOzw2Yz/hdeeMFaX1+v02q1mjVr1vTn5eUFAwBcu3bN8/Tp077/9V//NaWuxsqVKwe/973vWUJCQqKXLFkiff75582xsbHDAABKpZK5ZcuW6zQabcZKpo8CFu1CCCE0J4a0N+iDtd8upn1vSfdg7beLqZGLLO4GE7GxsUPbt28P3bRpEzM1NdW0atWqu1bGTElJuUmj0Zw0Gm1s+fLl5srKyoW+vr4OqVQ6KBAIRqc7RyKRDHI4HDsAAJvNHklJSTEBAERHRw9duHCBDgBQVVXlYzAYJip+Wq1WislkIjMYjLs+1K9du7YgLS2N1dvb6zk6OkoODQ0dAQDIyckJ3bNnTweFQpnSXq1WU5ubm706OjquAAA899xzvDNnztB8fHwc165do37wwQfter1+wT3/cA8RBhIIIYTc5loT4UpnUCMXWeYivSGVSkdqa2s1J0+eZOzYsYN59uxZM4VCcboWIA4NDU2ZWSeRSDDdMUEQMz7wqVTqxBbPZDIZvLy8nK7fHQ4HCQDA6XRCbW2tliCI+9oOevPmzewtW7b0ZGZmmsrKyuh5eXlLAACuXLmyMCsrKxwAYGBgwOP8+fMMDw8PZ3NzM1Umkw26ApSVK1eaLl26tJBOp4+r1WqCyWRKxsbGSP39/R7x8fH8r776Sn8/45kPmNpACCHkttE2CzE5aHCtmRhtsxDu9Gs0Gj3pdPp4Tk5Ov1Kp7KmvrydYLNZoVVUVAQBQUlLiO7l9eXn5IpvNRurp6aFUV1fTFQrFoDvXd1EoFObdu3cHuo4vX77sfbf2LhaLhcJms+0AAEePHvV3fd7Z2dno+klJSRlQqVRt69atu8lms0erqqrodrsdRkZGSFVVVXSRSDT8i1/8ovfbb7+90tnZ2Xjx4kVdWFjYyOMQRADgjARCCKE5wEgOu6N0t7fQ3+3URk1NjffWrVtZZDIZPDw8nPn5+a02m42cnZ0dlpeX55DL5VP6FwqFNrlczh8YGPDIzc3tDgsLs6vVai93xgAAcOjQofYNGzaweTyeyOFwkBISEixyufyexbm2b9/e9frrr0cwGIwxhUJhaWtro96t/b/9278NnD9/3ofP50eRSCR4/vnnTW+88Ybpbuc8ali0CyGE0LSetKJdSqVyCY1Gc+Tl5d0R1CD3YNEuhBBCCM0LTG0ghBB6Kuzbt6/rYV7vwIED/gUFBVN27pTJZNaioqJ7pjyeJpjaQAghNK0nLbWB5g+mNhBCCCE0LzCQQAghhNADw0ACIYQQQg8MAwmEEEIIPTAMJBBCCLnt3LlzQXq9nj75M71eTz937lzQTOc8SjExMYL56ru4uJixbdu24Lu1KSsro9Pp9GUCgUAkEAhEubm5IQAAV69e9UxISOBFRERERUZGRu3atWtiN83Vq1eHu9ozmUyJQCAQzdc93A98/RMhhJDbWCyW7dSpU+Evv/xyC5/Pt+j1errr+FGPbTK73Q6enp5QV1enm69rZGZmmgDgnrtRfuc737GeP3/+6uTPPD09QaVSdSgUCtvAwAA5JiZG9OKLL5rj4uKGP/3004m/5dtvv81iMBiOeRj+fcMZCYQQQm7j8/mWl19+ueXUqVPh5eXlSyYHFe70azabyStWrIjk8/kiLpcbdfjwYV8mkynp7u72AAC4ePEiER8fzwe4tbNlWlra0mXLlgk4HI5YpVIFANz67z8uLo6fmJgYyeVyxQAABEHEuL6TyWT8pKSkCBaLJcnJyWEWFBT4SSQSIY/HEzU1NVEBALq6ujySk5MjxGKxUCwWCysqKhbONOaDBw/6Z2VlsQEAPvroI4ZUKhUIhUKRXC7ntbe33/UfeA6HY1coFDYAAF9f3/GIiIihtra2KdU+x8fH4fTp037r16/vf9C/61zCQAIhhNCc4PP5lujo6N4vv/wyJDo6utfdIAIAoLS01Cc4ONiu1+s1BoOhKT093Xy39lqt1vvSpUv66upq3d69e5cYjUZPAACNRkPk5+e3GY1G9e3n6HQ678LCwjaDwaA+ceKEf3Nzs1djY6N23bp1fSqVKhAAYOPGjaFKpfK6Wq3Wnjp16pvs7Oyw2Yz/hRdesNbX1+u0Wq1mzZo1/Xl5eRMpj7q6Ohqfzxc9++yz3K+//vqOeiB6vX6BRqMhnnvuuSml0z/77DNaQECAXSKRjMxmDPMNUxsIIYTmhF6vpzc0NCxOSEjobmhoWBweHm5xN5iIjY0d2r59e+imTZuYqampplWrVlnv1j4lJeUmjUZz0mi0seXLl5srKysX+vr6OqRS6aBAIBid7hyJRDLI4XDsAABsNnskJSXFBAAQHR09dOHCBToAQFVVlY/BYJio+Gm1Wikmk4nsKvc9k2vXri1IS0tj9fb2eo6OjpJDQ0NHAADkcvlga2vrFQaDMf63v/2NkZGREdna2joR5JhMJnJ6enrEnj172v38/KZc49ixY34ZGRmPxWwEAM5IIIQQmgOT10SkpKR0udIcty/AvF9SqXSktrZWI5FIhnbs2MHMzc0NoVAozvHxW8/WoaGhKc8xEokE0x0TBDHjA59KpU5s8Uwmk8HLy8vp+t3hcJAAAJxOJ9TW1mp1Op1Gp9Npvv322yv3CiIAADZv3szOycn5trm5WfP++++3joyMkAEA/Pz8xl3nv/rqq6axsTGSK10zMjJCWr16dcTatWv7169ff3Nyf3a7Hc6cOeOblZWFgQRCCKGnR0dHBzF5TYRrzURHRwfhTr9Go9GTTqeP5+Tk9CuVyp76+nqCxWKNVlVVEQAAJSUlvpPbl5eXL7LZbKSenh5KdXU1XaFQDLpzfReFQmHevXv3xBsUly9f9r5bexeLxUJhs9l2AICjR4/6uz5va2vzcAVD58+fJ8bHxyEoKGhsfHwcXnvtNQ6PxxveuXPnHVVMP/nkE5/w8PDhiIgIu9s3NUcwtYEQQshtSUlJdzz0+Hy+26mNmpoa761bt7LIZDJ4eHg48/PzW202Gzk7OzssLy/PIZfLp/QvFAptcrmcPzAw4JGbm9sdFhZmV6vVd6w/uF+HDh1q37BhA5vH44kcDgcpISHBIpfL71mca/v27V2vv/56BIPBGFMoFJa2tjYqAMCxY8d8CwsLAykUitPLy2v8ww8/bCGTyfDZZ5/RPv74Y38ulzvker3zvffe63z11VdNAADHjx/3W7t27WMzGwGARbsQQgjN4Ekr2qVUKpfQaDRHXl7eHUENcg8W7UIIIYTQvMDUBkIIoafCvn37uh7m9Q4cOOBfUFAwZedOmUxmLSoqumfK42mCqQ2EEELTetJSG2j+YGoDIYQQQvMCAwmEEEIIPTAMJBBCCCH0wDCQQAghhNADw0ACIYSQ2775RhXU23duynbYvX3n6N98owqa6ZxHKSYmRjBffRcXFzO2bdsWfK92ZWVldIFAIIqMjIySyWR8AICrV696JiQk8CIiIqIiIyOjdu3aFXj7ee+++24QiUSKc22p/ag9FoNACCH0ZPNhLLNpNLnhItEfWhYHJFl6+87RXcePemyT2e128PT0hLq6Ot18XSMzM9MEAKa7tenr66Ns2bKFfebMGQOXyx3t7Oz0AADw9PQElUrVoVAobAMDA+SYmBjRiy++aI6LixsGuBVonDt3zickJGTaAmSPAs5IIIQQctvigCSLSPSHFo0mN7y5edeSyUGFO/2azWbyihUrIvl8vojL5UYdPnzYl8lkSlz/jV+8eJGIj4/nA9za2TItLW3psmXLBBwOR6xSqQIAbv3nHxcXx09MTIzkcrliAACCIGJc38lkMn5SUlIEi8WS5OTkMAsKCvwkEomQx+OJmpqaqAAAXV1dHsnJyRFisVgoFouFFRUVC2ca88GDB/2zsrLYAAAfffQRQyqVCoRCoUgul/Pa29s9AAD+8pe/+K1evXqAy+WOAgAwmcwxAAAOh2NXKBQ2AABfX9/xiIiIoba2tgWuvjdv3hy6d+/ejtuLkz1KGEgghBCaE4sDkiwhwem97R1HQ0KC03vdDSIAAEpLS32Cg4Pter1eYzAYmtLT0813a6/Var0vXbqkr66u1u3du3eJ0Wj0BADQaDREfn5+m9FoVN9+jk6n8y4sLGwzGAzqEydO+Dc3N3s1NjZq161b16dSqQIBADZu3BiqVCqvq9Vq7alTp77Jzs4Om834X3jhBWt9fb1Oq9Vq1qxZ05+XlxcMANDc3Ow1MDDgER8fz4+KihK+//77/refq9frF2g0GuK5556zAgAcO3ZsUUhIiH358uVDs7n2w4KpDYQQQnOit+8cvbundHEo683u7p7Sxb5+cou7wURsbOzQ9u3bQzdt2sRMTU01rVq1ynq39ikpKTdpNJqTRqONLV++3FxZWbnQ19fXIZVKBwUCwbTpAIlEMsjhcOwAAGw2eyQlJcUEABAdHT104cIFOgBAVVWVj8FgmKj4abVaKSaTiXyvUuLXrl1bkJaWxurt7fUcHR0lh4aGjgAAjI2Nka5cuUJUVlY2Dw4Okr/73e8Knn32WatUKh0BADCZTOT09PSIPXv2tPv5+Y1bLBby73//++Dz588b7ufv9zBgIIEQQshtk9dELA5Isvj6yS1zkd6QSqUjtbW1mpMnTzJ27NjBPHv2rJlCoThdJbiHhoamzKzfPuXvOiYIYsYHPpVKndjimUwmg5eXl9P1u8PhIAEAOJ1OqK2t1RIEcV/bQW/evJm9ZcuWnszMTFNZWRk9Ly9vCQAAi8Ua9ff3H/Px8Rn38fEZT0hIsHz99deEVCodGRkZIa1evTpi7dq1/evXr78JAKDVaqkdHR1UqVQqAgC4fv36gtjYWOGXX36pZbPZY/czprmGqQ2EEEJuM5vqiclBg2vNhNlUT7jTr9Fo9KTT6eM5OTn9SqWyp76+nmCxWKNVVVUEAEBJSYnv5Pbl5eWLbDYbqaenh1JdXU1XKBSD7lzfRaFQmHfv3j3xBsXly5e979bexWKxUNhsth0A4OjRoxPpizVr1tysrq6m2e12sFgs5Lq6OppEIhkaHx+H1157jcPj8YZ37tw5UcU0Pj5+qL+/v6Gzs7Oxs7OzMSgoaLS2tvaRBxEAOCOBEEJoDkRE/PyO0t2LA5LcTm3U1NR4b926lUUmk8HDw8OZn5/farPZyNnZ2WF5eXkOuVw+pX+hUGiTy+X8gYEBj9zc3O6wsDC7Wq32cmcMAACHDh1q37BhA5vH44kcDgcpISHBIpfL71mca/v27V2vv/56BIPBGFMoFJa2tjYqAEBsbOzwypUrTQKBIIpMJsO6det6ZTLZ8GeffUb7+OOP/blc7pBAIBABALz33nudr7766l3fAnmUsGgXQgihaT1pRbuUSuUSGo3myMvLuyOoQe7Bol0IIYQQmheY2kAIIfRU2LdvX9fDvN6BAwf8CwoKpuzcKZPJrEVFRfdMeTxNMLWBEEJoWk9aagPNH0xtIIQQQmheYCCBEEIIoQeGgQRCCCGEHhgGEgghhBB6YBhIIIQQctvulu6gij4TffJnFX0m+u6W7qCZznmUYmJiBPPVd3FxMWPbtm3B92pXVlZGFwgEosjIyCiZTMYHAGhoaKAKBAKR64dGo8Xk5eUFAgD84x//8F62bJmAx+OJEhMTI/v7+x+LZzi+tYEQQmha9/PWRkWfif4TbVv4H4Xslu8HMCy3H8/3WGfLbreDp6fnox4G9PX1URISEgRnzpwxcLnc0c7OTg9XKXGXsbExCA4Ojr58+bKWx+ONisVi4e9+97v21atXW/fv3+9/7do16oEDBx7KK6/41gZCCKF59f0AhuWPQnbLT7Rt4TsMHUvmKogwm83kFStWRPL5fBGXy406fPiwL5PJlHR3d3sAAFy8eJGIj4/nA9za2TItLW3psmXLBBwOR6xSqQIAbv3nHxcXx09MTIzkcrliAACCIGJc38lkMn5SUlIEi8WS5OTkMAsKCvwkEomQx+OJmpqaqAAAXV1dHsnJyRFisVgoFouFFRUVC2ca88GDB/2zsrLYAAAfffQRQyqVCoRCoUgul/Pa29s9AAD+8pe/+K1evXqAy+WOAgDcHkQAAPz973/3YbPZIzwebxQAoLW1lZqSkmIFAPjBD35gLisr8739nEcBAwmEEEJz4vsBDMsrwb69hzv6Ql4J9u2di5mI0tJSn+DgYLter9cYDIam9PR0893aa7Va70uXLumrq6t1e/fuXWI0Gj0BADQaDZGfn99mNBrVt5+j0+m8CwsL2wwGg/rEiRP+zc3NXo2Njdp169b1qVSqQACAjRs3hiqVyutqtVp76tSpb7Kzs8NmM/4XXnjBWl9fr9NqtZo1a9b05+XlBQMANDc3ew0MDHjEx8fzo6KihO+//77/7eceP37cb82aNTdcx5GRkcPFxcWLAACOHTvm19PTs2A2Y5hvuLMlQgihOVHRZ6KX9AwsfpsV0F3SM7D4GV+6xd1gIjY2dmj79u2hmzZtYqampppWrVplvVv7lJSUmzQazUmj0caWL19urqysXOjr6+uQSqWDAoFgdLpzJBLJIIfDsQMAsNnskZSUFBMAQHR09NCFCxfoAABVVVU+BoNhouKn1WqlmEwmMoPBmLE8OQDAtWvXFqSlpbF6e3s9R0dHyaGhoSMAAGNjY6QrV64QlZWVzYODg+Tvfve7gmeffdYqlUpHAACGh4dJZ8+eZezbt6/D1VdhYaFx8+bNoXv27AlZtWrVTU9Pz8dibQIGEgghhNx2+5qIZ3zplrlIb0il0pHa2lrNyZMnGTt27GCePXvWTKFQnOPjt57fQ0NDU2bWSSQSTHdMEMSMD3wqlTrxQCaTyeDl5eV0/e5wOEgAAE6nE2pra7UEQdzXw3vz5s3sLVu29GRmZprKysroeXl5SwAAWCzWqL+//5iPj8+4j4/PeEJCguXrr78mXIHEiRMnGCKRyBYaGjqR8oiJiRmuqqoyAABcuXKFWlFRseh+xjJfMLWBEELIbTVmGzE5aHCtmagx2wh3+jUajZ50On08JyenX6lU9tTX1xMsFmu0qqqKAAAoKSmZsk6gvLx8kc1mI/X09FCqq6vpCoVi0J3ruygUCvPu3bsDXceXL1/2vlt7F4vFQmGz2XYAgKNHj06kL9asWXOzurqaZrfbwWKxkOvq6mgSiWTI9f1f//pXv1deeaV/cl+dnZ0eAAAOhwPefffdkLfeeutbd+9rLuCMBEIIIbdtDQ+5o3T39wMYbqc2ampqvLdu3coik8ng4eHhzM/Pb7XZbOTs7OywvLw8h1wun9K/UCi0yeVy/sDAgEdubm53WFiYXa1We7kzBgCAQ4cOtW/YsIHN4/FEDoeDlJCQYJHL5fcszrV9+/au119/PYLBYIwpFApLW1sbFQAgNjZ2eOXKlSaBQBBFJpNh3bp1vTKZbBjg1gLTS5cu+fzP//xP6+S+CgsL/T744INAAIAXX3xx4Kc//emNO6/48OHrnwghhKb1pBXtUiqVS2g0miMvL++OoAa5B1//RAghhNC8wNQGQgihp8K+ffseyuZMLgcOHPAvKCiYsnOnTCazFhUV3TPl8TTB1AZCCKFpPWmpDTR/MLWBEEIIoXmBgQRCCCGEHhgGEgghhBB6YBhIIIQQQuiBYSCBEELIbX/4TB90VnudPvmzs9rr9D98pg+a6ZxHKSYmRjBffRcXFzO2bdsWfLc2O3bsCBIIBCKBQCDicrlRFAol7vr16xSbzUaSSCRCPp8vioyMjPrZz362xHXOJ598QheJREKBQCCKi4vjq9Vq6nzdw/3AtzYQQghN637e2jirvU5XltSH73tlWctKYZDl9uP5Huts2e128PT0fNTDmOKjjz5iHDx4MKi6urp5fHwcLBYLmcFgjI+MjJBkMhn/v//7v9uTkpIGw8LCxKWlpVdjY2OH9+zZs/if//znwpMnTxofxhjxrQ2EEELzaqUwyLLvlWUtypL68PdONy2ZqyDCbDaTV6xYEcnn80VcLjfq8OHDvkwmU9Ld3e0BAHDx4kUiPj6eD3BrZ8u0tLSly5YtE3A4HLFKpQoAACgrK6PHxcXxExMTI7lcrhgAgCCIGNd3MpmMn5SUFMFisSQ5OTnMgoICP4lEIuTxeKKmpiYqAEBXV5dHcnJyhFgsForFYmFFRcXCmcZ88OBB/6ysLDbArSBBKpUKhEKhSC6X89rb2+/Yv+n48eN+a9eu7Qe4VSjMVVF0dHSUNDY2RppciOzmzZsUAACTyUQJCQmxu/O3nSu4IRVCCKE5sVIYZMmIZfUeqTKG/Nv3wrrnYiaitLTUJzg42P7FF19cBQC4ceMGZefOnTO212q13jU1NVqLxUKJiYkRZWRkmAAANBoNUVdX1zRdKXGdTuetVqubAgMDxzgcjoRKpfY1NjZqd+3aFahSqQILCwvbN27cGKpUKq8nJydbDQbDguTkZG5LS0vTvcb/wgsvWF977TUdmUyGffv2BeTl5QUfPnx4ojS4xWIhX7x4kfGXv/xlYhOrsbExEIvFora2Nur69eu/TUxMHAQA+POf/2xMT0/nUqnUcRqN5vjnP/+pvZ+/5XzBGQmEEEJz4qz2Ov1kbcfif/teWPfJ2o7Ft6+ZeBCxsbFDlZWVPps2bWKeOXOG5u/v77hb+5SUlJs0Gs0ZEhIytnz5cnNlZeVCAACpVDo4XRABACCRSAY5HI7d29vbyWazR1JSUkwAANHR0UNtbW0LAACqqqp8tmzZwhYIBKKXXnop0mq1Ukwm0z2fodeuXVvwzDPPcHk8nujgwYPBOp1uStXQv/71r4y4uDhrUFDQxH15eHiATqfTtLW1XamtrV34z3/+0wsAYN++fUGlpaWG69evX3njjTf6Nm3aFHqv6z8MGEgghBBy2+Q1Ee++FNXlSnO4G0xIpdKR2tpajUQiGdqxYwczNzc3hEKhOMfHxwEAYGhoaMpzbHIaYPIxQRDjM12DSqVOLBYkk8ng5eXldP3ucDhIAABOpxNqa2u1Op1Oo9PpNN9+++0VVwribjZv3szOycn5trm5WfP++++3joyMTBlvSUnJHeXCXQICAhzPPPOM5fTp04yuri4PrVbr7ZqdyMrKGvj6669p97r+w4CBBEIIIbfVt90kJq+JcK2ZqG+7SbjTr9Fo9KTT6eM5OTn9SqWyp76+nmCxWKNVVVUEAEBJSYnv5Pbl5eWLbDYbqaenh1JdXU1XKBSD7lzfRaFQmHfv3h3oOr58+bL33dq7WCwWCpvNtgMAHD161H/ydzdu3KB89dVX9DfeeOOm67Ouri6Pvr4+CgCA1WolnT9/3kcoFA4vXrx4zGq1Uq5cuUIFACgrK/OJjIwcnot7cxeukUAIIeS23GT+HaW7VwqDLO6uk6ipqfHeunUri0wmg4eHhzM/P7/VZrORs7Ozw/Ly8hxyuXxK/0Kh0CaXy/kDAwMeubm53WFhYXa1Wu3lzhgAAA4dOtS+YcMGNo/HEzkcDlJCQoJFLpffszjX9u3bu15//fUIBoMxplAoLG1tbROvbBYXFy965plnzD4+PhMzG+3t7Z5vvvnmUofDAU6nk5Samtr/+uuvmwAADhw40LpmzZoIEokEDAbDcfTo0Wvu3tdcwNc/EUIITetJK9qlVCqX0Gg0R15e3h1BDXIPvv6JEEIIoXmBqQ2EEEJPhX379nU9zOsdOHDAv6CgYMrOnTKZzFpUVHTPlMfTBFMbCCGEpvWkpTbQ/MHUBkIIIYTmBQYSCCGEEHpgGEgghBBC6IFhIIEQQuhfzuNaRhwAoK+vj7Jq1arwpUuXRoWHh0edPXt2IQDA6tWrw13nMJlMiUAgEM3XPdwPXGyJEEJoWve12PLcriBgfccG/JT/v0GUvpwOHV8TkLTjsdnX4XEvIw4AkJ6eHqZQKKxKpbJveHiYZLVayQEBAVNqjLz99tssBoPh+MMf/tD9MMaIiy0RQgjNL9Z3bHAqOxz05bdqa+jL6XAqOxxY37G50+2/WhnxGzduUL788kv6O++80wcA4OXl5bw9iBgfH4fTp0/7rV+/ftoaHQ8bBhIIIYTcx0+xwMt/boFT2eFQ/sslcCo7HF7+c8uUGYoH4CojrtfrNQaDoSk9Pd18t/Zardb70qVL+urqat3evXuXGI1GT4BbZcTz8/PbjEaj+vZzdDqdd2FhYZvBYFCfOHHCv7m52auxsVG7bt26PpVKFQgA4CojrlartadOnfomOzs7bDbjf+GFF6z19fU6rVarWbNmTX9eXt6UlIerjPiPfvSjAQAAvV6/wM/Pb2zt2rVhQqFQ9Oqrr3LMZvOUZ/Vnn31GCwgIsEskkpHZjGG+YSCBEEJobvBTLBD9ei98WRAC0a/3uhtEAPzrlREfGxsjabVa4sc//nGvVqvVEAQxvmPHjinBx7Fjx/wyMjIei9kIAAwkEEIIzRV9OR0aji+GhE3d0HB88USaww3/amXEw8LCRoOCgkZd5cJfffXVgYaGhokKqna7Hc6cOeOblZWFgQRCCKGniGtNxMt/boGUPV0TaQ43g4l/tTLibDZ7LDg4eLShoYEKAFBRUeHD5/MnyoV/8sknPuHh4cMRERF2d+9prmCtDYQQQu7r+JqYsibCtWai42vCnRTHv1oZcQCAP/7xj22ZmZnho6OjJDabPXL8+HGj67vJCzMfF/j6J0IIoWk9abU2sIz4/MHXPxFCCCE0LzC1gRBC6KmAZcQfDUxtIIQQmtaTltpA8wdTGwghhBCaFxhIIIQQQuiBYSCBEEIIoQeGgQRCCCGEHhgGEgghhP7lxMTECOar7+LiYsa2bduCAQAyMjLCjhw54jtTW4PBsIAgiD1Oi/gAACAASURBVJhf/epXQQAAV69e9UxISOBFRERERUZGRu3atWtiN83Vq1eHCwQCkUAgEDGZTIlAIBDN1z3cD3z9EyGEkNsO1h4Mki6W2laErpjYafKL9i/oV3qvED+N/eljs0GU3W4HT09PqKur083XNTIzM00AYJpN25/85Ces5557bqKtp6cnqFSqDoVCYRsYGCDHxMSIXnzxRXNcXNzwp59+2uJq9/bbb7MYDMZdC5g9LDgjgRBCyG3SxVLb9kvbw79o/4IOcCuI2H5pe7h0sdTmTr9ms5m8YsWKSD6fL+JyuVGHDx/2ZTKZku7ubg8AgIsXLxLx8fF8gFs7W6alpS1dtmyZgMPhiFUqVQAAQFlZGT0uLo6fmJgYyeVyxQAABEHEuL6TyWT8pKSkCBaLJcnJyWEWFBT4SSQSIY/HEzU1NVEBALq6ujySk5MjxGKxUCwWCysqKhbONOaDBw/6Z2VlsV3Hn3/+OV0sFgvDwsLEx48fZ7g+LyoqWsThcEaFQuFELQ0Oh2NXKBQ2AABfX9/xiIiIiQqkLuPj43D69Gm/9evXPxZbZeOMBEIIIbetCF1h+Y3iNy3bL20Pfynipd7T35xe/BvFb1omz1A8iNLSUp/g4GD7F198cRXgVqGrnTt3ztheq9V619TUaC0WCyUmJkaUkZFhAgDQaDREXV1d03SlxHU6nbdarW4KDAwc43A4EiqV2tfY2KjdtWtXoEqlCiwsLGzfuHFjqFKpvJ6cnGw1GAwLkpOTuS0tLU2zuYf29nZqQ0ODVqPRUFeuXMlPTU1ttNvtJJVKFXzhwoXm9957L3i68/R6/QKNRkM899xz1smff/bZZ7SAgAC7RCIZmc315xsGEgghhObEitAVlpciXuot1haHZAozu90NIgAAYmNjh7Zv3x66adMmZmpqqmnVqlXWu7VPSUm5SaPRnDQabWz58uXmysrKhb6+vg6pVDo4XRABACCRSAY5HI4dAIDNZo+kpKSYAACio6OHLly4QAcAqKqq8jEYDBMVP61WK8VkMpFnU0o8IyOjn0KhgEQiGQkNDR2pr6/3Onr0qP/mzZuvz3S+yWQip6enR+zZs6fdz89vSptjx475ZWRkPBazEQAYSCCEEJojX7R/QT/9zenFmcLM7tPfnF783ZDvWtwNJqRS6Uhtba3m5MmTjB07djDPnj1rplAozvHxW8/WoaGhKSl6EokE0x0TBDHjA59KpU5s8Uwmk8HLy8vp+t3hcJAAAJxOJ9TW1moJgrjv7aCnG1NNTc3CTz/91Pfdd99lmc1myv9dd3zbtm29IyMjpNWrV0esXbu2f/369Tcnn2u32+HMmTO+X331leZ+xzFfcI0EQgght7nWRPxG8ZuWX8b/ssuV5nCtmXhQRqPRk06nj+fk5PQrlcqe+vp6gsVijVZVVREAACUlJVPeiCgvL19ks9lIPT09lOrqarpCoRh05/ouCoXCvHv37ok3KC5fvux9t/aTlZaW+jocDmhqaqK2t7dTo6Ojh2tqavSdnZ2NnZ2djW+//fa3W7Zs6d62bVvv+Pg4vPbaaxwejze8c+fOOxapfvLJJz7h4eHDERER9rm4r7mAMxIIIYTcdqX3CjF5TYRrzcSV3iuEO7MSNTU13lu3bmWRyWTw8PBw5ufnt9psNnJ2dnZYXl6eQy6XT+lbKBTa5HI5f2BgwCM3N7c7LCzMrlarvdy9v0OHDrVv2LCBzePxRA6Hg5SQkGCRy+WzKs7FZDJHo6OjhVarlbJ///7Wu81qfP7557SPP/7Yn8vlDrle73zvvfc6X331VRMAwPHjx/3Wrl372KQ1ALBoF0IIoRk8aUW7lErlEhqN5sjLy3tsXjd9WmDRLoQQQgjNC0xtIIQQeirs27ev62Fe78CBA/4FBQVBkz+TyWTWoqKiWaU8nhaY2kAIITStJy21geYPpjYQQgghNC8wkEAIIYTQA8NAAiGEEEIPDAMJhBBCCD0wDCQQQgj9y4mJiRHMV9/FxcWMbdu2BQMAZGRkhB05csR3prYGg2EBQRAxv/rVrybe/ujr66OsWrUqfOnSpVHh4eFRZ8+enVJp9N133w0ikUhxrgqoj9pjMQiEEEJPtm/37w/yjo620Z9/fmKnScv58/ShhgYi8J13HpsNoux2O3h6ekJdXZ1uvq6RmZlpAgDTbNr+5Cc/YT333HNT2v7Hf/xH6Pe//33zmTNnWoaHh0lWq3Xin/6rV696njt3zickJGTaAmSPAs5IIIQQcpt3dLSt6xe/DLecP08HuBVEdP3il+He0dE2d/o1m83kFStWRPL5fBGXy406fPiwL5PJlLj+G7948SIRHx/PB7i1s2VaWtrSZcuWCTgcjlilUgUAAJSVldHj4uL4iYmJkVwuVwwAQBBEjOs7mUzGT0pKimCxWJKcnBxmQUGBn0QiEfJ4PFFTUxMVAKCrq8sjOTk5QiwWC8VisbCiomLh9CMGOHjwoH9WVhbbdfz555/TxWKxMCwsTHz8+HGG6/OioqJFHA5nVCgUDrs+u3HjBuXLL7+kv/POO30AAF5eXs6AgACH6/vNmzeH7t27t+P2QmCPEs5IIIQQchv9+ectS363p6XrF78MZ6Sl9po+/mTxkt/taZk8Q/EgSktLfYKDg+1ffPHFVYBbD9qdO3fO2F6r1XrX1NRoLRYLJSYmRpSRkWECANBoNERdXV3TdKXEdTqdt1qtbgoMDBzjcDgSKpXa19jYqN21a1egSqUKLCwsbN+4cWOoUqm8npycbDUYDAuSk5O5LS0tTbO5h/b2dmpDQ4NWo9FQV65cyU9NTW202+0klUoVfOHCheb33nsv2NVWr9cv8PPzG1u7dm2YRqMhpFLp4OHDh9t9fHzGjx07tigkJMS+fPnyofv9O84nnJFACCE0J+jPP29hpKX2DnxYFMJIS+11N4gAAIiNjR2qrKz02bRpE/PMmTM0f39/x93ap6Sk3KTRaM6QkJCx5cuXmysrKxcCAEil0sHpgggAAIlEMsjhcOze3t5ONps9kpKSYgIAiI6OHmpra1sAAFBVVeWzZcsWtkAgEL300kuRVquVYjKZZvUMzcjI6KdQKCCRSEZCQ0NH6uvrvf7zP/9zyebNm68zGIwp5c3HxsZIWq2W+PGPf9yr1Wo1BEGM79ixI9hisZB///vfB//hD394qLt3zgbOSCCEEJoTlvPn6aaPP1nsm7Wu2/TxJ4sXLl9ucTeYkEqlI7W1tZqTJ08yduzYwTx79qyZQqE4x8dvPX+HhoamPMxvn/J3HRMEMeWBPRmVSp3Y4plMJoOXl5fT9bvD4SABADidTqitrdXerXLnTKYbU01NzcJPP/3U991332WZzWbK/113/Ec/+tFAUFDQaGJi4iAAwKuvvjqwZ8+eYK1WS+3o6KBKpVIRAMD169cXxMbGCr/88kstm80eu98xzSWckUAIIeQ215qIJb/b0xK8bVuXK83hWjPxoIxGoyedTh/PycnpVyqVPfX19QSLxRqtqqoiAABKSkqmvBFRXl6+yGazkXp6eijV1dV0hUIx6M71XRQKhXn37t2BruPLly97z/bc0tJSX4fDAU1NTdT29nZqdHT0cE1Njb6zs7Oxs7Oz8e233/52y5Yt3du2betls9ljwcHBow0NDVQAgIqKCh8+nz8cHx8/1N/f3+A6JygoaLS2tvaRBxEAOCOBEEJoDgw1NBCT10S41kwMNTQQ7sxK1NTUeG/dupVFJpPBw8PDmZ+f32qz2cjZ2dlheXl5DrlcPqVvoVBok8vl/IGBAY/c3NzusLAwu1qt9nL3/g4dOtS+YcMGNo/HEzkcDlJCQoJFLpfPqjgXk8kcjY6OFlqtVsr+/ftb7zWr8cc//rEtMzMzfHR0lMRms0eOHz9udHf88wmLdiGEEJrWk1a0S6lULqHRaI68vLzH5nXTpwUW7UIIIYTQvMDUBkIIoafCvn37HuobDQcOHPAvKCgImvyZTCazFhUVzSrl8bTA1AZCCKFpPWmpDTR/MLWBEEIIoXmBgQRCCCGEHhgGEgghhBB6YBhIIIQQQuiBYSCBEELoX05MTIxgvvouLi5mbNu2LRgAICMjI+zIkSO+t7fR6/ULvLy8YgUCgUggEIjeeOONiWqhlZWVBI/HE7HZbPGbb74Z6toOXKlULgkMDJS6zvnb3/7GuL3fRwFf/0QIIeS26k++CQpayrAtlQZM7DR57Uof/fo1E/Hd1IjHZoMou90Onp6eUFdXp5uva2RmZpoAwHSvdqGhoSM6nU5z++c5OTmcgoKC1ueff35wxYoV3BMnTvi88sorZgCA7Ozs64/bhls4I4EQQshtQUsZtnNHNeHXrvTRAW4FEeeOasKDljJs7vRrNpvJK1asiOTz+SIulxt1+PBhXyaTKenu7vYAALh48SIRHx/PB7j1H3taWtrSZcuWCTgcjlilUgUAAJSVldHj4uL4iYmJkVwuVwwAQBBEjOs7mUzGT0pKimCxWJKcnBxmQUGBn0QiEfJ4PFFTUxMVAKCrq8sjOTk5QiwWC8VisbCiomLhTGM+ePCgf1ZW1sQMw+eff04Xi8XCsLAw8fHjx+86i9Da2upptVrJSUlJg2QyGTIzM298/PHHd8xoPE4wkEAIIeS2pdIAS9KbopZzRzXhlSXNS84d1YQnvSlqmTxD8SBKS0t9goOD7Xq9XmMwGJrS09PNd2uv1Wq9L126pK+urtbt3bt3idFo9AQA0Gg0RH5+fpvRaFTffo5Op/MuLCxsMxgM6hMnTvg3Nzd7NTY2atetW9enUqkCAQA2btwYqlQqr6vVau2pU6e+yc7ODpvtPbS3t1MbGhq0p0+fNrzzzjscm81GAgDo6OhYIBQKRTKZjH/mzBkawK1AIiQkxO46l8PhjHZ3d3u6jj/44INAHo8nWrt2bVhvby9ltmOYTxhIIIQQmhNLpQEW/neDe6/8b0cI/7vBve4GEQAAsbGxQ5WVlT6bNm1injlzhubv7++4W/uUlJSbNBrNGRISMrZ8+XJzZWXlQgAAqVQ6KBAIRqc7RyKRDHI4HLu3t7eTzWaPpKSkmAAAoqOjh9ra2hYAAFRVVfls2bKFLRAIRC+99FKk1WqlmEymWT1DMzIy+ikUCkgkkpHQ0NCR+vp6Lzabbb927doVrVar2bdvX/ubb74Z3t/ff9f+fvazn33b2traqNVqNcHBwfacnJzQ2Vx/vuEaCYQQQnPi2pU+ur66Z7E0kdWtr+5ZzBL4WdwNJqRS6Uhtba3m5MmTjB07djDPnj1rplAoTtcCxKGhoSkPXxKJBNMdEwQxPtM1qFTqxBbPZDIZvLy8nK7fHQ4HCQDA6XRCbW2t9l6VO6cz3Zi8vb2d3t7eDgCAZ555xsZms0fUarUXh8OxT56BaG1tXeCaoQgNDZ0oGb558+beH/zgB9z7Hct8wBkJhBBCbnOtiUh6U9TyzCu8Lleaw7Vm4kEZjUZPOp0+npOT069UKnvq6+sJFos1WlVVRQAAlJSUTFk/UF5evshms5F6enoo1dXVdIVCMejO9V0UCoV59+7dga7jy5cve8/23NLSUl+HwwFNTU3U9vZ2anR09HBXV5fH2NituECj0SwwGo1UPp8/wuFw7DQabfzcuXMLx8fHobi42D81NfUmwK20h6vPv/71r4v4fP7QXNybu3BGAiGEkNuuXzMRk9dEuNZMXL9mItyZlaipqfHeunUri0wmg4eHhzM/P7/VZrORs7Ozw/Ly8hxyuXxK30Kh0CaXy/kDAwMeubm53WFhYXa1Wu3l7v0dOnSofcOGDWwejydyOBykhIQEi1wun1VxLiaTORodHS20Wq2U/fv3txIE4SwpKaH9+te/Znp4eDjJZLJz//79rUFBQQ4AgD/96U+tb7311tLh4WHS888/b167dq0JAGDLli0sjUbjDQDAYrFGjxw50urufc0FLNqFEEJoWk9a0S6lUrmERqM5HrfXI58GWLQLIYQQQvMCUxsIIYSeCvv27et6mNc7cOCAf0FBQdDkz2QymbWoqGhWKY+nBaY2EEIITetJS22g+YOpDYQQQgjNCwwkEEIIIfTAMJBACCGE0APDQAIhhBBCDwwDCYQQQm679NcPg76p+WrKLpbf1HxFv/TXD4NmOudRiomJEcxX38XFxYxt27YFAwBkZGSEHTly5I7qnXq9foGXl1esQCAQCQQC0RtvvMEGABgYGCC7PhMIBCJfX9/of//3f59SU+Po0aOLSCRS3MWLF4n5uof7ga9/IoQQclsIV2Ar/5MqPOXHP2+JiIu3fFPzFd11/KjHNpndbgdPT0+oq6vTzdc1MjMzTQBgule70NDQEZ1Op5n8ma+v7/jkz6KiooRr164dcB0PDAyQ33///SCpVDonW3/PBZyRQAgh5LaIuHhLyo9/3lL+J1X4+aOHlkwOKtzp12w2k1esWBHJ5/NFXC436vDhw75MJlPS3d3tAQBw8eJFIj4+ng9wa2fLtLS0pcuWLRNwOByxSqUKAAAoKyujx8XF8RMTEyO5XK4YAIAgiBjXdzKZjJ+UlBTBYrEkOTk5zIKCAj+JRCLk8XiipqYmKgBAV1eXR3JycoRYLBaKxWJhRUXFwpnGfPDgQf+srCy26/jzzz+ni8ViYVhYmPj48eOM2d77lStXqDdu3PBMTk62uj77+c9/zszNze2ZXGjsUcNAAiGE0JyIiIu3RD2b1Ftb/veQqGeTet0NIgAASktLfYKDg+16vV5jMBia0tPTzXdrr9VqvS9duqSvrq7W7d27d4nRaPQEANBoNER+fn6b0WhU336OTqfzLiwsbDMYDOoTJ074Nzc3ezU2NmrXrVvXp1KpAgEANm7cGKpUKq+r1WrtqVOnvsnOzg6b7T20t7dTGxoatKdPnza88847HJvNRgIA6OjoWCAUCkUymYx/5swZ2u3nffjhh34//OEP+8nkW4/qS5cuEZ2dnQtee+21e852PEyY2kAIITQnvqn5it508dzi2JQfdjddPLeYLVlmcTeYiI2NHdq+fXvopk2bmKmpqaZVq1ZZ79Y+JSXlJo1Gc9JotLHly5ebKysrF/r6+jqkUumgQCAYne4ciUQyyOFw7AAAbDZ7JCUlxQQAEB0dPXThwgU6AEBVVZWPwWCYqPhptVopJpOJzGAwZixP7pKRkdFPoVBAIpGMhIaGjtTX13vFxMQMX7t27UpwcLCjsrKSWLt2baRGo1H7+flN9Hfq1Cm/o0ePXgMAcDgcoFQqQ4uKiq7N5u/2MGEggRBCyG2T10RExMVb2JJllrlIb0il0pHa2lrNyZMnGTt27GCePXvWTKFQnOPjt563Q0NDU2bWSSQSTHdMEMSMD/zJaQIymQxeXl5O1+8Oh4MEAOB0OqG2tlZLEMR9pxSmG5O3t7fT29vbAQDwzDPP2Nhs9oharfZ69tlnbQAA//jHP7wdDgfpmWeesQEA3Lx5k2IwGLwSExP5AAB9fX2ea9asiTxx4sRV1zmPCqY2EEIIua3boCMmBw2uNRPdBp1bbxYYjUZPOp0+npOT069UKnvq6+sJFos1WlVVRQAAlJSUTHkjory8fJHNZiP19PRQqqur6QqFYk4WJSoUCvPu3bsDXceXL1/2vlv7yUpLS30dDgc0NTVR29vbqdHR0cNdXV0eY2NjAACg0WgWGI1GKp/PH3GdU1RU5Pfyyy/3u479/f0dAwMDDZ2dnY2dnZ2N0dHRg49DEAGAMxIIIYTmgOK1rDtKd0fExbud2qipqfHeunUri0wmg4eHhzM/P7/VZrORs7Ozw/Ly8hxyuXxK/0Kh0CaXy/kDAwMeubm53WFhYXa1Wu3lzhgAAA4dOtS+YcMGNo/HEzkcDlJCQoJFLpfPqjgXk8kcjY6OFlqtVsr+/ftbCYJwlpSU0H79618zPTw8nGQy2bl///7WoKAgh+ucv//9736nT582uDvuhwGLdiGEEJrWk1a0S6lULqHRaI68vLw7ghrkHizahRBCCKF5gakNhBBCT4V9+/Z1PczrHThwwL+goGDKzp0ymcxaVFQ0q5TH0wJTGwghhKb1pKU20PzB1AZCCCGE5gUGEgghhBB6YBhIIIQQQuiBYSCBEEIIoQeGgQRCCCG3mT4zBg1pb9AnfzakvUE3fWYMmumcRykmJkYwX30XFxcztm3bFgwAkJGREXbkyBHf29sUFBT4CQQCkeuHTCbHuXbLrKysJHg8nojNZovffPPNUNd24P/4xz+8ly1bJuDxeKLExMTI/v7+x+IZ/lgMAiGE0JNtAZtu6y9pDncFE0PaG/T+kubwBWz6I9/CeTK73Q4AAHV1dbr5ukZmZqbpt7/9bc/d2mzatKlfp9NpdDqd5sMPP7zGZDJH5HL5EABATk4Op6CgoNVoNKpbWlq8Tpw44QMA8Pbbb4f95je/6Whubtb88Ic/HHjvvfeC5+se7gcGEgghhNzmLfS3+L3Ca+kvaQ6/efqbJf0lzeF+r/BavIX+bm2RbTabyStWrIjk8/kiLpcbdfjwYV8mkynp7u72AAC4ePEiER8fzwe4tbNlWlra0mXLlgk4HI5YpVIFAACUlZXR4+Li+ImJiZFcLlcMAEAQRIzrO5lMxk9KSopgsViSnJwcZkFBgZ9EIhHyeDxRU1MTFQCgq6vLIzk5OUIsFgvFYrGwoqJi4UxjPnjwoH9WVhbbdfz555/TxWKxMCwsTHz8+HHG7e0//PBDv7S0tAEAgNbWVk+r1UpOSkoaJJPJkJmZeePjjz/2/b/vqCkpKVYAgB/84AfmsrKyO2Y6HgXckAohhNCc8Bb6WxbGBvZaq7pCaN9b0u1uEAEAUFpa6hMcHGz/4osvrgIA3Lhxg7Jz584Z22u1Wu+amhqtxWKhxMTEiDIyMkwAABqNhqirq2uarpS4TqfzVqvVTYGBgWMcDkdCpVL7Ghsbtbt27QpUqVSBhYWF7Rs3bgxVKpXXk5OTrQaDYUFycjK3paWlaTb30N7eTm1oaNBqNBrqypUr+ampqY2Tq4h+8sknvqWlpVcBbgUSISEhdtd3HA5ntLu72xMAIDIycri4uHjRunXrbh47dsyvp6dnwez+ivMLZyQQQgjNiSHtDfpg7beLad9b0j1Y++3i29dMPIjY2NihyspKn02bNjHPnDlD8/f3d9ytfUpKyk0ajeYMCQkZW758ubmysnIhAIBUKh2cLogAAJBIJIMcDsfu7e3tZLPZIykpKSYAgOjo6KG2trYFAABVVVU+W7ZsYQsEAtFLL70UabVaKSaTaVbP0IyMjH4KhQISiWQkNDR0pL6+fqKI2P/+7/8u9Pb2HpfJZMP36qewsND45z//eXFUVJTQYrGQPT09H4sdJXFGAiGEkNtcayJc6Qxq5CLLXKQ3pFLpSG1trebkyZOMHTt2MM+ePWumUChO1wLEoaGhKQ9zEokE0x0TBDE+0zWoVOrEA5lMJoOXl5fT9bvD4SABADidTqitrdVOnkmYrZnGBABQXFzsl56ePlEunMPh2F0zEAAAra2tC1wzFDExMcNVVVUGAIArV65QKyoqFt3vWOYDzkgghBBy22ibhZgcNLjWTIy2WQh3+jUajZ50On08JyenX6lU9tTX1xMsFmu0qqqKAAAoKSmZsk6gvLx8kc1mI/X09FCqq6vpCoVi0J3ruygUCvPu3bsDXceuNyxmo7S01NfhcEBTUxO1vb2dGh0dPQwA4HA44PTp075ZWVlTAgkajTZ+7ty5hePj41BcXOyfmpp6EwCgs7PTw3Xeu+++G/LWW299Oxf35i6ckUAIIeQ2RnLYHaW7vYX+FnfXSdTU1Hhv3bqVRSaTwcPDw5mfn99qs9nI2dnZYXl5eQ65XD6lf6FQaJPL5fyBgQGP3Nzc7rCwMLtarfaaqf/ZOnToUPuGDRvYPB5P5HA4SAkJCRa5XD6r4lxMJnM0OjpaaLVaKfv37291zWqUl5fTQ0JCRkUi0ZSUy5/+9KfWt956a+nw8DDp+eefN69du9YEAFBYWOj3wQcfBAIAvPjiiwM//elPb7h7X3MBi3YhhBCa1pNWtEupVC6h0WiOvLy8O4Ia5B4s2oUQQgiheYGpDYQQQk+Fffv2dT3M6x04cMC/oKBgys6dMpnMWlRUNKuUx9MCUxsIIYSm9aSlNtD8wdQGQgghhOYFBhIIIYQQemAYSCCEEELogWEggRBCCKEHhoEEQgght507dy5Ir9dPqa2h1+vp586dC5rpnEcpJiZGMF99FxcXM7Zt2xYMAJCRkRF25MiRO6p0joyMkNLT08N4PJ4oPDw8auvWrcEAAFevXvVMSEjgRUREREVGRkbt2rVrYjfN1atXhwsEApFAIBAxmUyJQCAQzdc93A98/RMhhJDbWCyW7dSpU+Evv/xyC5/Pt+j1errr+FGPbTK73Q6enp5QV1enm69rZGZmmgDAdLc2R44c8R0dHSU3NzdrLBYLWSAQRL355pv9Xl5eTpVK1aFQKGwDAwPkmJgY0YsvvmiOi4sb/vTTTyf+lm+//TaLwWDctYDZw4IzEgghhNzG5/MtL7/8csupU6fCy8vLl0wOKtzp12w2k1esWBHJ5/NFXC436vDhw75MJlPS3d3tAQBw8eJFIj4+ng9wa2fLtLS0pcuWLRNwOByxSqUKAAAoKyujx8XF8RMTEyO5XK4YAIAgiBjXdzKZjJ+UlBTBYrEkOTk5zIKCAj+JRCLk8XiipqYmKgBAV1eXR3JycoRYLBaKxWJhRUXFwpnGfPDgQf+srCy26/jzzz+ni8ViYVhYmPj48eMMgFuFu2w2G9lut8Pg4CDJ09PTuWjRIgeHw7ErFAobAICvr+94RETERAVSl/HxcTh9+rTf+vXr++ExgDMSCCGE5gSfz7dER0f3fvnllyEJCQnd7gYRAAClpaU+wcHB9i+++OIqAMCNGzcoO3funLG9Vqv1rqmp0VosFkpMTIwoIyPDBACg0WiIurq6pulKsbo79QAAIABJREFUiet0Om+1Wt0UGBg4xuFwJFQqta+xsVG7a9euQJVKFVhYWNi+cePGUKVSeT05OdlqMBgWJCcnc1taWppmcw/t7e3UhoYGrUajoa5cuZKfmpra+Oabbw6cPn16UWBgYPTw8DB5165d7UFBQVNmGPR6/QKNRkM899xz1smff/bZZ7SAgAC7RCIZmc315xsGEgghhOaEXq+nNzQ0LE5ISOhuaGhYHB4ebnE3mIiNjR3avn176KZNm5ipqammVatWWe/WPiUl5SaNRnPSaLSx5cuXmysrKxf6+vo6pFLp4HRBBACARCIZ5HA4dgAANps9kpKSYgIAiI6OHrpw4QIdAKCqqsrHYDBMVPy0Wq0Uk8lEZjAYM5Ynd8nIyOinUCggkUhGQkNDR+rr672sViuZTCY7e3p6rvT19VG+973vCV588UWzq4CXyWQip6enR+zZs6fdz89vyjWOHTvml5GR8VjMRgBgIIEQQmgOTF4TwefzLeHh4Za5SG9IpdKR2tpazcmTJxk7duxgnj171kyhUJzj47eerUNDQ1NS9CQSCaY7Jghixgc+lUqd2OKZTCaDl5eX0/W7w+EgAQA4nU6ora3Vuip33o/pxlRUVOSfnJxsolKpTiaTOSaTyayXL19eKBKJRkdGRkirV6+OWLt2bf/69etvTj7XbrfDmTNnfL/66ivN/Y5jvuAaCYQQQm7r6OggJgcNrjUTHR0dhDv9Go1GTzqdPp6Tk9OvVCp76uvrCRaLNVpVVUUAAJSUlEx5I6K8vHyRzWYj9fT0UKqrq+kKhWLQneu7KBQK8+7duyfeoLh8+bL33dpPVlpa6utwOKCpqYna3t5OjY6OHmaz2aPnz5/3Abi1DqS2tnahRCIZHh8fh9dee43D4/GGd+7ceUcV008++cQnPDx8OCIiwj4X9zUXcEYCIYSQ25KSku546PH5fLdTGzU1Nd5bt25lkclk8PDwcObn57f+P/buPKrJM+0f+JVFskiUPSyBYALZFyWCBVdAqfqO1JbijOV0zvtOHbX+2loZrXW6zLwqU61ip2qldt5BOxXrWrVjay06iFSqo4gUAgSBoqigIEiCrFl+fzjxqAVrCRax3885PackT+7nfp5/8vW57txXW1sbc/78+aHLly+3xcTE3DW+Uqlsi4mJkTc3N7MXL15cFxoa2l1SUsJ1ZQ5ERB999FHtnDlzQmQymcpmszHGjBljiYmJeaDmXEFBQV16vV7Z2trK+utf/3qBz+c7XnvttWu/+c1vQsPCwtQOh4Oee+65xjFjxrQfPnzYff/+/d7h4eHtzp93/u///u/lX//61y1ERJ9++qlXcnLyI1PWIELTLgAA6MVga9qVmpoa6O7ublu+fPkPQg24Bk27AAAA4KFAaQMAAB4L69atu/Jznu/999/3zsjIuGvnzsjIyNZPPvnkgUoejwuUNgAAoEeDrbQBDw9KGwAAAPBQIEgAAABAnyFIAAAAQJ8hSAAAAECfIUgAAIDLqqrShQ2NRwV3vtbQeFRQVZUu7O0zA2nUqFGKn/ucJpPJLTw8XN3TewaDQa5QKFQKhULl5+enmzx5spSIqLCwkDty5EiFm5tbxNtvv33XvUxOTg718vLS9zbmzwVBAgAAXDZs+Mi20tLFEmeYaGg8KigtXSwZNnxk20DP7U7d3bd2li4sLCwf4KncpaCgwFReXl5aXl5eOmrUqJszZ868QUTk5+dnff/99y/OmzfvB5ts/e53v2v8/PPPz//8s70bggQAALjM1yfeolKtrS4tXSypqFgRWFq6WKJSra329Yl3aYtss9nMnDRpUphcLleFh4er//a3v3kGBQVp6+rq2EREx48f50dFRcmJbu1sOXPmzBEjR45UiMViTXp6ug8R0cGDBwUGg0EeFxcXFh4eriEi4vP5o5zvRUZGyuPj46UikUi7YMGCoIyMDC+tVquUyWQqo9HIISK6cuUK+8knn5RqNBqlRqNRfv3110N7m3NqampgcnJyaFRUlFwkEmlXrlx5u0eH1WqlxMTEERKJRD116lSJxWK563u4qamJ+e233wqee+65ZiKioKAg68SJE9uGDBnyg70apk2b1urr62t15f72BwQJAADoF74+8ZYA/2caai9tDQjwf6bB1RBBRPTZZ58N8/f37zaZTKXnz583PvPMM+b7HV9WVsb75ptvTCdPnixfs2ZNYE1NzRAiotLSUv6mTZsu1tTUlNz7mfLycl5mZubF8+fPl+zZs8e7oqKCW1xcXPb88883pqen+xERzZs3Lzg1NfVqSUlJ2b59+6rmz58fer95VFZWcnNzcytOnz5dtnbt2sDOzk4GEVFNTQ33pZdeulZdXW0UCAT2NWvW+N75ue3bt3vGxMSY720d/ihDkAAAgH7R0HhUUFf/mW+w6L/r6uo/8713zURfREREtOfl5Q178cUXg7766it3b29v2/2OnzZt2g13d3dHQECANTo62pyXlzeUiEin091UKBRdPX1Gq9XeFIvF3TwezxESEtI5bdq0FiIivV7ffvHiRTciohMnTgxbuHBhiEKhUM2YMSOstbWV1dLS0ut3aEJCwg0ej+cICAiwenl5dV+6dIlNROTv79+VkJBwk4jo+eefv56fn+9+5+d27drl9Zvf/OaRasr1Y7BFNgAAuMy5JsJZzvD0irH0R3lDp9N1nj17tnTv3r3D33rrraAjR46YWSyWw26/9Q/29vb2u77MGQwG9fQ3n8/v9V/4HA7ndtmAyWQSl8t1OP/fZrMxiIgcDgedPXu2jM/nP9B20HeOyWKxyGq1Mu43PyKiuro69nfffTd01qxZlQ9yjkcFnkgAAIDLzC3n+HeGBueaCXPLOb4r49bU1AwRCAT2BQsWNKWmptafO3eOLxKJuk6cOMEnItq1a5fnnccfOnTIo62tjVFfX886efKkYNy4cTddOb/TuHHjzO+8887ttQ75+fm8voxTV1fnduTIkaFERFlZWV4xMTGtzvc++eQTz7i4uBsPGlYeFXgiAQAALpNK//CDXxX4+sRbXF0nUVBQwFu2bJmIyWQSm812bNq06UJbWxtz/vz5ocuXL7fFxMTcNb5SqWyLiYmRNzc3sxcvXlwXGhraXVJSwnVlDkREH330Ue2cOXNCZDKZymazMcaMGWOJiYn5yc25QkNDOzZs2OA3d+5cfnh4eMfixYsbnO/t2bPH67XXXqu78/iLFy+yIyMjVTdv3mQxGAzH5s2bhWVlZSVeXl72GTNmjDh58qSgubmZLRQKda+//vqVRYsW/ey9UdC0CwAAejTYmnalpqYGuru725YvX/6DUAOuQdMuAAAAeChQ2gAAgMfCunXrrvyc53v//fe9MzIy7tptMjIysvWTTz75ySWPwQylDQAA6NFgK23Aw4PSBgAAADwUCBIAAADQZwgSAAAA0GcIEgAAANBnCBIAAOCyd6rrhF83ttzVW+PrxhbBO9V1wt4+M5BGjRql+LnPaTKZ3MLDw9U9vXfgwAGBSqVSKhQKlcFgkJeUlHCIiA4dOuSuUqmUbDbbsGXLlrt28Tx//rzb2LFjwyUSiVoqlapNJpPbz3Ed90KQAAAAlxmG8dteLrsocYaJrxtbBC+XXZQYhvHbBnpud+ru7iYiosLCwvIBnspdFi5cKN62bdv35eXlpcnJyU1/+tOfAoiIJBJJ15YtW2pmzJhx/d7PpKSkjFi8ePHV6upq49mzZ8sCAwMHpKU4ggQAALgswWe4ZYMypPrlsouSt85fCny57KJkgzKkOsFnuEtbZJvNZuakSZPC5HK5Kjw8XP23v/3NMygoSFtXV8cmIjp+/Dg/KipKTnRrZ8uZM2eOGDlypEIsFmvS09N9iIgOHjwoMBgM8ri4uLDw8HANERGfzx/lfC8yMlIeHx8vFYlE2gULFgRlZGR4abVapUwmUxmNRg4R0ZUrV9hPPvmkVKPRKDUajfLrr78e2tucU1NTA5OTk0OjoqLkIpFIu3Llyts9OqxWKyUmJo6QSCTqqVOnSiwWy+3v4Rs3brCIiFpaWlgBAQHdRERyubxrzJgx7Uzm3V/XBQUFXJvNRk8//bSZiGj48OF2gUAwIK3HsSEVAAD0iwSf4ZZZ/p4Nf7vUGPB7kU+dqyGCiOizzz4b5u/v333s2LFKIqLr16+z/vznP/d6fFlZGa+goKDMYrGwRo0apUpKSmohIiotLeUXFhYae2olXl5ezispKTH6+flZxWKxlsPhNBYXF5etWLHCLz093S8zM7N23rx5wampqVeffPLJ1vPnz7s9+eST4dXV1cbe5lFZWcnNz8833bhxg6VUKjVLlixpICKqqanhbt68uSYhIeFmcnJy6Jo1a3yXL19+9cMPP6x55plnwjkcjt3d3d12+vTpsvvdl9LSUu6wYcNsCQkJ0traWs6ECRPMH3zwwSU2++f/WscTCQAA6BdfN7YIdtU3+/5e5FO3q77Z9941E30RERHRnpeXN+zFF18M+uqrr9y9vb1t9zt+2rRpN9zd3R0BAQHW6Ohoc15e3lAiIp1Od7OnEEFEpNVqb4rF4m4ej+cICQnpnDZtWgsRkV6vb7948aIbEdGJEyeGLVy4MEShUKhmzJgR1traymppaen1OzQhIeEGj8dzBAQEWL28vLovXbrEJiLy9/fvSkhIuElE9Pzzz1/Pz893JyJat26d8LPPPjt/9erV75577rnGF198Mfh+12m1Whlnzpxx/+tf/1r73XffldbU1HA2bNjgc7/PPCx4IgEAAC5zrolwljPGewos/VHe0Ol0nWfPni3du3fv8LfeeivoyJEjZhaL5bDbbz3Fb29vv+vLnMFgUE9/8/n8Xh/7czic21s8M5lM4nK5Duf/22w2BhGRw+Ggs2fPlj1oi+87x2SxWGS1Whm9ze/KlSvssrIyXlxc3E0iot/+9rfNU6dODb/f+CEhIV0KhaJdpVJ1ERElJiY2nzx50v1B5tbf8EQCAABcVmBu498ZGpxrJgrMbXxXxq2pqRkiEAjsCxYsaEpNTa0/d+4cXyQSdZ04cYJPRLRr1667fslw6NAhj7a2NkZ9fT3r5MmTgnHjxt105fxO48aNM7/zzju31zrk5+fz+jJOXV2d25EjR4YSEWVlZXnFxMS0+vr6WltbW1nfffcdh4jo4MGDw8LCwjruN87EiRNvms1m1pUrV9hERDk5OcNUKlV7X+bkKjyRAAAAly2TBPygdXeCz3CLq+skCgoKeMuWLRMxmUxis9mOTZs2XWhra2POnz8/dPny5baYmJi7xlcqlW0xMTHy5uZm9uLFi+tCQ0O7S0pKuK7MgYjoo48+qp0zZ06ITCZT2Ww2xpgxYywxMTE/uTlXaGhox4YNG/zmzp3LDw8P71i8eHHDkCFD6P3337/w7LPPShkMBg0fPty2devW74mIcnNz+bNmzQozm82so0ePeqSlpQVWVlYa2Ww2rVq16tKkSZNkRERarbZt0aJFA9IXBU27AACgR4OtaVdqamqgu7u7bfny5T8INeAaNO0CAACAhwKlDQAAeCysW7fuys95vvfff987IyPjrp07IyMjWz/55JOfXPIYzFDaAACAHg220gY8PChtAAAAwEOBIAEAAAB9hiABAAAAfYYgAQAAAH2GIAEAAC5be9gkPFJ29a7eGkfKrgrWHjYJe/tMf8jMzPSUSCTqMWPGyHo7ZtasWWK5XK6SyWSqqVOnSu7XI+PKlStsnU6nUCqVqq+++sr95ZdfDvL399c5u4Xea+vWrR4MBsNw/Pjx2zt4Llu2zD8kJEQTGhqq2bt37zDXrvDRhyABAAAuGxni0Za665zEGSaOlF0VpO46JxkZ4tH2MM+7ZcsWn4yMjAunTp2q6O2YDz/8sNZkMpVWVFSUikSirtWrV/v1duzBgwcFSqWyvaysrHTq1KmtM2fOvHHq1KkeO3E2NzczN27cKNTpdLe34S4oKOB+9tlnXiaTyfjVV19VvPrqqyFWq9W1i3zEIUgAAIDLJiuFlnWzRlan7jon+d9/GgNTd52TrJs1snqyUujSFtlvvfWWcOXKlX5ERC+88ELwE088ISMi+vzzzwUMBsNQUFDgPm/evNB58+aJrFYrzZ07VxQeHq6WyWSqtLQ0PyIiLy8vOxGR3W6n9vZ25r2Ns5zy8/N5f/rTn0Rff/21h0KhULW2tjLi4+NvisXi7p6O/8Mf/hC0ePHi+jsbdO3Zs8fjmWeeaeLxeA6FQtElFos7jx07NvR+15GYmDjClXs00BAkAACgX0xWCi1JEaKGLSdqApIiRA2uhggiokmTJrWeOHHCnYjo3Llz/Js3b7I6OzsZubm57u++++4FjUbT9o9//KN68+bNl9LT030vXrzoVlpaaqyoqCidM2fOdec4zz77bKivr6++srKS+/rrr1/r6VwxMTHty5YtuzJjxozm8vLyUnd39143Wvrmm2/4ly9fdvvNb37Tcufrly9fdgsODr7drjwwMLCrtrbW7X7XMX78eJfv00BCkAAAgH5xpOyqYO/ZS77/Mza0bu/ZS773rpnoi3HjxrUVFxcPbWpqYnI4HMfo0aNb8/Ly+N9++60gLi6u9c5j//Wvfw2bN29e45AhQ4iISCgU2pzv7dmzp+bq1atF4eHhHZmZmZ7kApvNRqmpqcHr16+vfRjXMdggSAAAgMucayLWzRpZ/acZ6ivOMoerYYLD4TiCg4M7N23a5BMVFdU6YcKE1iNHjgguXLjAGTVq1H1bbd+LzWZTSkpK0/79+10KEjdu3GCdP3+eGxcXJw8KCtIWFRUNffbZZ8OOHz/ODwoK6qqtrXVzHnvlyhW34ODgrv68jkcNggQAALjs3MUb/DvXRDjXTJy7eIP/Y5/9MdHR0a0ffPCBcNKkSZbJkydbPv74Y1+VStXGZN79FRYfH2/evHmzT3f3rSUNV69eZdntdiopKeEQ3VojsW/fPo/w8HCXvri9vb1tzc3NRZcvXy6+fPlysV6vv7lnz57KCRMmtCUlJd347LPPvNrb2xnl5eVuNTU13EmTJt38Kdcx2Azu2QMAwCNh8ZPyq/euiZisFFoWPyl3uaX3xIkTLQ0NDUPi4uJuBgcHWzkcjmPs2LE/KAcsWrSoQSQSdSkUCrVcLlf9/e9/93I4HPTb3/52hEwmU8nlcnV9ff2QVatWPXBzr/nz54uEQqGuo6ODKRQKdampqYH3O3706NEdM2fObJLJZOqpU6fK1q1bd4HNZv+k6xhs0LQLAAB6hKZd4ISmXQAAAPBQsAd6AgAAAD+3pUuX+h84cMDrzteeeuqpptWrV9cP1JwGK5Q2AACgRyhtgBNKGwAAAPBQIEgAAABAnyFIAAAAQJ8hSAAAAECfIUgAAIDrjq4QkunQ3dthmw4J6OgK4cM8bWZmpqdEIlGPGTNG1tsxs2bNEsvlcpVMJlNNnTpV0tLS0ut335UrV9g6nU6hVCpVX331lfvLL78c5O/vr+Pz+aPuPfb//u//PKVSqTosLEw9Y8aM2x08N2zY4C0WizVisVizYcMGb9ev8tGGIAEAAK4TjW6jffMlt8OE6ZCA9s2XkGh028M87ZYtW3wyMjIunDp1qqK3Yz788MNak8lUWlFRUSoSibpWr17t19uxBw8eFCiVyvaysrLSqVOnts6cOfPGqVOnyu49rri4mJOenh5w8uTJ8srKSuOHH35YS3RrW+7Vq1cH/vvf/y47c+ZM2erVqwMbGhpY/XO1jyYECQAAcJ18moWe/rCa9s2X0KHXA2nffAk9/WE1yae51CL7rbfeEq5cudKPiOiFF14IfuKJJ2RERJ9//rmAwWAYCgoK3OfNmxc6b948kdVqpblz54rCw8PVMplMlZaW5kdE5OXlZSe61Wujvb2dyWAwejxXfn4+709/+pPo66+/9lAoFKrW1lZGfHz8TbFY3H3vsR988IHv73//+2u+vr42IqKgoCArEdH+/fuHT5gwwSwUCm2+vr62CRMmmD/77LPhmZmZnnPmzBEREa1YscJPJBJpiYhKS0vdIiIiFK7co4GGIAEAAP1DPs1C+tkNdCojgPSzG1wNEUREkyZNaj1x4oQ7EdG5c+f4N2/eZHV2djJyc3Pd33333QsajabtH//4R/XmzZsvpaen+168eNGttLTUWFFRUTpnzpzrznGeffbZUF9fX31lZSX39ddfv9bTuWJiYtqXLVt2ZcaMGc3l5eWl7u7uvW60VFlZyamoqOBGREQo9Hq9Ys+ePcOIiC5fvjxEJBJ1OY8LCgrqunz58pDJkydbTp48KSAiOnHihLuHh4f1+++/H3L06FFBdHS0y/dpICFIAABA/zAdElDRp7405sU6KvrU9wdrJvpg3LhxbcXFxUObmpqYHA7HMXr06Na8vDz+t99+K4iLi7ur4dW//vWvYfPmzWscMmQIEREJhUKb8709e/bUXL16tSg8PLwjMzPTpTbiREQ2m41RVVXF+fbbb007d+6sfumll0IbGxt7LWGEhIRY29ramM3NzcwrV664JScnX//6668F33zzjfuECRMGdeMuBAkAAHCdc03E0x9W07RVV26XOVwMExwOxxEcHNy5adMmn6ioqNYJEya0HjlyRHDhwgXOqFGjflI7cDabTSkpKU379+93OUgEBAR0/epXv7rB4XAcCoWia8SIER1Go5ETFBTUfenSJTfncZcvX3YLCgrqJiIaPXp06wcffOAjlUo7YmNjW/Py8twLCgrcJ0+ejCABAAC/cJfO8O9aE+FcM3HpDN/VoaOjo1s/+OAD4aRJkyyTJ0+2fPzxx74qlaqNybz7Kyw+Pt68efNmn+7uW0sarl69yrLb7VRSUsIhurVGYt++fR7h4eE/KYD05JlnnrmRm5srICKqq6tjf//991y5XN45c+bMltzc3GENDQ2shoYGVm5u7rCZM2e2EBGNGzeu9YMPPhCOHz++NSYmpi0/P1/g5uZm9/b2tt3/bI82BAkAAHBd/FtXf7AmQj7NQvFvXXV16IkTJ1oaGhqGxMXF3QwODrZyOBzH2LFjf/Cv+EWLFjWIRKIuhUKhlsvlqr///e9eDoeDfvvb346QyWQquVyurq+vH7Jq1aorD3ru+fPni4RCoa6jo4MpFAp1qampgUREzzzzjNnLy8sqlUrVEydOlC1fvrzW39/fJhQKbUuWLLliMBiUBoNB+dprr11xllji4+Nb6+vr3SZPnmxhs9kUEBDQFRUVNaifRhChaRcAAPQCTbvACU27AAAA4KFgD/QEAAAAfm5Lly71P3DggNedrz311FNNq1evrh+oOQ1WKG0AAECPUNoAJ5Q2AAAA4KFAkAAAAIA+Q5AAAACAPkOQAAAAgD5DkAAAAJetP7teeKz22F3bYR+rPSZYf3a9cKDmBD8PBAkAAHCZzlfX9sY3b0icYeJY7THBG9+8IdH56tpcGddkMrmNGDFCnZSUFBoaGqpJTEwcsX//fkFERIRCLBZrcnJy+GazmZmcnByq1WqVSqVStW3bNg8iIovFwpw+fbpEKpWqp0yZItXpdIrjx4/ziYhSUlJCNBqNMiwsTL1o0aJA5/lyc3P5o0aNUsjlcpVWq1U2NzczTSaTm8FgkKtUKqVKpVJmZ2cPJSI6ePCgIDIyUh4fHy8ViUTaBQsWBGVkZHhptVqlTCZTGY1GTm/XlZSUFLply5bbPT/4fP4oV+7TQMI+EgAA4LJJwZMsaePSqt/45g3JDOmMhn9W/dM3bVxa9aTgSS63yK6treXu3Lmz2mAw1Oh0OmVWVpb3mTNnyrdv3+6RlpYWoFAoOmJjY827d++uaWxsZI0ePVqZmJhoXrt2ra+Hh4etqqrKePr0aW50dLTaOea6desuC4VCm9VqpZiYGPmpU6d4er2+IyUlRZqVlVU1ceLEtqamJqa7u7udzWZb8/LyKvh8vqO4uJgze/ZsSUlJSRkRUXl5Oa+kpMTo5+dnFYvFWg6H01hcXFy2YsUKv/T0dL/MzMxaV6//UYcgAQAA/WJS8CTLDOmMhqyyrIAUZUpdf4QIIqKgoKDOqKiodiIimUzWHhcXZ2YymRQREdG2cuXKwPr6erfDhw97rF+/3p+IqLOzk1FZWemWn5/vvnDhwmtERJGRkR0ymez205GPP/7Ya+vWrT5Wq5XR0NAwpKioiMtgMMjPz6974sSJbUREXl5ediIis9nMeOGFF8SlpaU8JpNJFy5cuP2kQavV3hSLxd1ERCEhIZ3Tpk1rISLS6/XtzqZejzsECQAA6BfHao8J/ln1T98UZUrdP6v+6ftEwBOW/ggTbm5ut3dOZDKZxOVyHURELBaLbDYbg8ViOfbs2VOp1+s7H2S88vJyt40bNwoLCgrKfH19bUlJSaEdHR29lvrT0tKEfn5+3Xv37v3ebrcTj8czON/jcDg9zo3JZJLNZmP0NiabzXbYbLeaftpsNuru7u712Ecd1kgAAIDLnGsi0salVb8e9foVZ5nj3gWYD0NsbKw5PT1daLfbiYjoxIkTPKJb7cd37NjhSURUUFDAraio4BERNTc3s3g8nt3Ly8tWW1vLPnbs2HAiIp1O13Ht2rUhubm5/P8cx+zu7qaWlhZWQEBAN4vFok2bNnk7A4ArxGJxV0FBAZ+IaPv27R5WqxVBAgAAfrm+a/iOf+eaCOeaie8avuM/7HOvWrXqitVqZSgUClVYWJj6zTffDCIiWrJkScP169fZUqlUvWzZsqCwsLAOT09PW3R0dLtGo2mTSqWaWbNmSQwGQysREZfLdWRlZVW98sorIXK5XDVp0iRZW1sb89VXX7326aefesvlclV5eTmXx+PZXZ3zyy+/3JCfny+Qy+Wq/Pz8of0x5kBBrw0AAOjRYO+1YbVaqauri8Hn8x1Go5GTkJAgq6qqKnGWH+DB3a/XBtZIAADAY8lisTDHjx8v7+7uZjgcDnrvvfcuIET0PwQJAAB4LHl6etqdP9OkxL92AAAgAElEQVQcKL+EduUobQAAQI8Ge2kD+g/aiAMAAMBDgSABAAAAfYYgAQAAAH2GIAEAAAB9hiABAAAAfYYgAQAALrv2178KLTk5d22HbcnJEVz761+FAzUn+HkgSAAAgMt4en3blaWvS5xhwpKTI7iy9HUJT69v+7HP3o/JZHIbMWKEOikpKTQ0NFSTmJg4Yv/+/YKIiAiFWCzW5OTk8M1mMzM5OTlUq9UqlUqlatu2bR5Etzakmj59ukQqlaqnTJki1el0iuPHj/OJiFJSUkI0Go0yLCxMvWjRokDn+XJzc/mjRo1SyOVylVarVTY3NzNNJpObwWCQq1QqpUqlUmZnZw8lIjp48KAgMjJSHh8fLxWJRNoFCxYEZWRkeGm1WqVMJlMZjUZOz1dFZDQaOXq9XiGTyVSvvPJKIJ/PH+XKfRpI2JAKAABcJoiNtQSuXlV9ZenrkuEzn2po2X/AN3D1qmpBbKzL3T9ra2u5O3furDYYDDU6nU6ZlZXlfebMmfLt27d7pKWlBSgUio7Y2Fjz7t27axobG1mjR49WJiYmmteuXevr4eFhq6qqMp4+fZobHR2tdo65bt26y0Kh0Ga1WikmJkZ+6tQpnl6v70hJSZFmZWVVTZw4sa2pqYnp7u5uZ7PZ1ry8vAo+n+8oLi7mzJ49W+Lc6Kq8vJxXUlJi9PPzs4rFYi2Hw2ksLi4uW7FihV96erpfZmZmbU/X9NJLLwUvWLDg2rx585reffddX1fv0UDCEwkAAOgXgthYy/CZTzU0/+OTgOEzn2rojxBBRBQUFNQZFRXVzmKxSCaTtcfFxZmZTCZFRES0Xbp0iXPs2LFh7733XoBCoVCNGzdO3tnZyaisrHTLz893nz17dhMRUWRkZIdMJrv9dOTjjz/2+s8TBtX58+e5RUVF3O+++47r5+fXPXHixDYiIi8vL/uQIUOoq6uL8dxzz4XKZDJVcnKytKqqiuscR6vV3hSLxd08Hs8REhLSOW3atBYiIr1e337x4kW33q6psLDQ/Xe/+10TEdGcOXOu98d9Gih4IgEAAP3CkpMjaNl/wNfzt8/Xtew/4Ds0OtrSH2HCzc3t9hbMTCaTnP0yWCwW2Ww2BovFcuzZs6dSr9d3Psh45eXlbhs3bhQWFBSU+fr62pKSkkI7Ojp6/Yd1Wlqa0M/Pr3vv3r3f2+124vF4Bud7HA6nx7kxmUyy2WyDtjX4T4EnEgAA4DLnmojA1auq/f/4xyvOMse9CzAfhtjYWHN6errQbr/VifvEiRM8IqLo6OjWHTt2eBIRFRQUcCsqKnhERM3NzSwej2f38vKy1dbWso8dOzaciEin03Vcu3ZtSG5uLv8/xzG7u7uppaWFFRAQ0M1isWjTpk3eNpvN5TmPHDmydevWrZ5ERJmZmV4/dvyjDEECAABc1l5UxL9zTYRzzUR7URH/YZ971apVV6xWK0OhUKjCwsLUb775ZhAR0ZIlSxquX7/Olkql6mXLlgWFhYV1eHp62qKjo9s1Gk2bVCrVzJo1S2IwGFqJiLhcriMrK6vqlVdeCZHL5apJkybJ2tramK+++uq1Tz/91Fsul6vKy8u5PB7P7uqcN2zYULthwwahTCZTVVZWct3d3V1PJwMETbsAAKBHg71pl9Vqpa6uLgafz3cYjUZOQkKCrKqqquRRaCVusViYQ4cOtTOZTProo488d+7c6XX06NGqgZ5Xb+7XtAtrJAAA4LFksViY48ePl3d3dzMcDge99957Fx6FEEFEdOLECf7ChQtDHA4HDRs2zLZ169aagZ5TXyFIAADAY8nT09Pu/JnmQFm6dKn/gQMH7loD8dRTTzWtXr263mQylQ7UvPoTShsAANCjwV7agP5zv9IGFlsCAABAnyFIAAAAQJ8hSAAAAECfIUgAAABAnyFIAAAADKDu7u6BnoJLECQAAMBlJw9UCb//rvGu7bC//65RcPJAldCVcR/XNuJJSUmhzz33XIhOp1O8+OKLIlfu0UDDPhIAAOAy4YjhbUe3lkri/1tVPULnY/n+u0aB829Xx34c24gTEdXV1bmdPXu2nM0e3F/Fg3v2AADwSBih87HE/7eq+ujWUon8Cf8G08l6X2eocHVsZxtxIvpBG/GVK1cG1tfXux0+fNhj/fr1/kREd7YRX7hw4TWintuIb9261cdqtTIaGhqGFBUVcRkMBt3bRpyIyGw2M1544QVxaWkpj8lk0oULF24/aXC2ESciureNeG5u7n0blj3zzDPNgz1EECFIAABAPxmh87HIn/Bv+O5flwJ0caK6/ggRRI9vG3F3d3eXm389CrBGAgAA+sX33zUKTCfrfXVxojrTyXrfe9dMPCyDsY344wRPJAAAwGV3rokYofOxiBReljv/fpjnXrVq1ZW5c+eGKBQKld1uZwQHB3fm5ORULlmypGHWrFmhUqlULZVKO5xtxLVabaezjXhAQEBXT23EOzo6mFwu1378+PGKV1999VpSUpJ0x44d3nFxcS390Ub8cYJeGwAA0KOf0mvj5IEqoXDE8LY7Q8P33zUKrn7fwn/iKenVhzfL3j3KbcQHG7QRBwCAh6qnsDBC52N52E8j7udRbiP+OEGQAACAx9Kj3kZ8oObU31DaAACAHqGNODihjTgAAAA8FAgSAAAA0GcIEgAAANBnCBIAAADQZwgSAAAA0GcIEgAA4LJvdvxDWFXw77u2xK4q+Lfgmx3/cKmN+OPq3Xff9d24caP3QM+jPyBIAACAywLCFW2HPkiXOMNEVcG/BYc+SJcEhCvafuyzv0SvvfZaw0svvXR9oOfRHxAkAADAZVJDlGXa//tD9aEP0iU5Wz8KPPRBumTa//tDtdQQ5dLOliaTyW3EiBHqpKSk0NDQUE1iYuKI/fv3CyIiIhRisViTk5PDN5vNzOTk5FCtVqtUKpWqbdu2eRDd2tly+vTpEqlUqp4yZYpUp9Mpjh8/ziciSklJCdFoNMqwsDD1okWLAp3ny83N5Y8aNUohl8tVWq1W2dzczDSZTG4Gg0GuUqmUKpVKmZ2dPZSI6ODBg4LIyEh5fHy8VCQSaRcsWBCUkZHhpdVqlTKZTGU0Gjk9XxVRampq4Ntvv/1YPK3BzpYAANAvpIYoi3pCfMPZQ58HRExLrHM1RDjV1tZyd+7cWW0wGGp0Op0yKyvL+8yZM+Xbt2/3SEtLC1AoFB2xsbHm3bt31zQ2NrJGjx6tTExMNK9du9bXw8PDVlVVZTx9+jQ3Ojpa7Rxz3bp1l4VCoc1qtVJMTIz81KlTPL1e35GSkiLNysqqmjhxYltTUxPT3d3dzmazrXl5eRV8Pt9RXFzMmT17tsS5Y2Z5eTmvpKTE6OfnZxWLxVoOh9NYXFxctmLFCr/09HS/zMzM2v64B48yBAkAAOgXVQX/FhiPH/WNmJZYZzx+1DdEO9LSH2EiKCioMyoqqp2ISCaTtcfFxZmZTCZFRES0rVy5MrC+vt7t8OHDHuvXr/cnIurs7GRUVla65efnuy9cuPAaEVFkZGSHTCa7XWb5+OOPvbZu3epjtVoZDQ0NQ4qKirgMBoP8/Py6J06c2EZE5OXlZSciMpvNjBdeeEFcWlrKYzKZdOHChdtPGrRa7U2xWNxNRBQSEtI5bdq0FiIivV7fnpub+7O0UR9oCBIAAOAy55oIZzkjRDvS0l/lDTc3t9u9HJhMJjkbb7FYLLLZbAwWi+XYs2dPpV6v73yQ8crLy902btwoLCgoKPP19bUlJSWFdnR09FrqT0tLE/r5+XXv3bv3e7vdTjwez+B8j8Ph9Dg3JpNJNpuN0ZfrHWywRgIAAFxWd76cf2docK6ZqDtfzn/Y546NjTWnp6cL7XY7ERGdOHGCR0QUHR3dumPHDk8iooKCAm5FRQWPiKi5uZnF4/HsXl5ettraWvaxY8eGExHpdLqOa9euDcnNzeX/5zhmd3c3tbS0sAICArpZLBZt2rTJ22azPexLGlTwRAIAAFw27je//UEbcakhql9KGz9m1apVV+bOnRuiUChUdrudERwc3JmTk1O5ZMmShlmzZoVKpVK1VCrtCAsL6/D09LRptdpOjUbTJpVKNQEBAV0Gg6GViIjL5TqysrKqXnnllZCOjg4ml8u1Hz9+vOLVV1+9lpSUJN2xY4d3XFxcC4/Hsz/saxpM0P0TAAB6NNi7f1qtVurq6mLw+XyH0WjkJCQkyKqqqkqc5Qd4cPfr/oknEgAA8FiyWCzM8ePHy7u7uxkOh4Pee++9CwgR/Q9BAgAAHkuenp525880B8rSpUv9Dxw44HXna0899VTT6tWr6wdqTv0NpQ0AAOjRYC9tQP+5X2kDv9oAAACAPkOQAAAAgD5DkAAAAIA+Q5AAAACAPkOQAAAAl7UcrhG2l12/q7dEe9l1QcvhmseiwyX0DkECAABc5hYiaGvaVSFxhon2suuCpl0VErcQQduPfRYGNwQJAABwGU/pbfGaJatu2lUhufHPqsCmXRUSr1myap7S26Utsk0mk9uIESPUSUlJoaGhoZrExMQR+/fvF0RERCjEYrEmJyeHbzabmcnJyaFarVapVCpV27Zt8yC6tSHV9OnTJVKpVD1lyhSpTqdTHD9+nE9ElJKSEqLRaJRhYWHqRYsWBTrPl5ubyx81apRCLpertFqtsrm5mWkymdwMBoNcpVIpVSqVMjs7eygR0cGDBwWRkZHy+Ph4qUgk0i5YsCAoIyPDS6vVKmUymcpoNHJ6vioihUKhcv7H5XIjvvjiC3dX7tNAwoZUAADQL3hKb8vQCL+G1hNXAtzHBta5GiKcamtruTt37qw2GAw1Op1OmZWV5X3mzJny7du3e6SlpQUoFIqO2NhY8+7du2saGxtZo0ePViYmJprXrl3r6+HhYauqqjKePn2aGx0drXaOuW7dustCodBmtVopJiZGfurUKZ5er+9ISUmRZmVlVU2cOLGtqamJ6e7ubmez2da8vLwKPp/vKC4u5syePVvi3OiqvLycV1JSYvTz87OKxWIth8NpLC4uLluxYoVfenq6X2ZmZm1P11ReXl5KRLR9+/bh6enp/pMnT77ZH/dqICBIAABAv2gvuy64efaar/vYwLqbZ6/5csI8LP0RJoKCgjqjoqLaiYhkMll7XFycmclkUkRERNvKlSsD6+vr3Q4fPuyxfv16fyKizs5ORmVlpVt+fr77woULrxERRUZGdshksttllo8//thr69atPlarldHQ0DCkqKiIy2AwyM/Pr3vixIltREReXl52IiKz2cx44YUXxKWlpTwmk0kXLly4/aRBq9XeFIvF3UREISEhndOmTWshItLr9e25ubl3rRm5V3FxMeeNN94QHTt2rOLOduSDDYIEAAC4zLkmwlnO4IR5WPqrvOHm5nb7S5bJZJKzXwaLxSKbzcZgsViOPXv2VOr1+s4HGa+8vNxt48aNwoKCgjJfX19bUlJSaEdHR6+l/rS0NKGfn1/33r17v7fb7cTj8QzO9+4MAHfOjclkks1mY/Q2ZktLC3PWrFnSjIyMC84gMlhhjQQAALis66KFf2docK6Z6Lpo4T/sc8fGxprT09OFdvut7t4nTpzgERFFR0e37tixw5OIqKCggFtRUcEjImpubmbxeDy7l5eXrba2ln3s2LHhREQ6na7j2rVrQ3Jzc/n/OY7Z3d1NLS0trICAgG4Wi0WbNm3yttlsLs959uzZoSkpKY1Tp05tdXmwAYYnEgAA4LLhT4Zevfc1ntK7X0obP2bVqlVX5s6dG6JQKFR2u50RHBzcmZOTU7lkyZKGWbNmhUqlUrVUKu0ICwvr8PT0tGm12k6NRtMmlUo1AQEBXQaDoZWIiMvlOrKysqpeeeWVkI6ODiaXy7UfP3684tVXX72WlJQk3bFjh3dcXFwLj8ezuzLfiooKt6+++sqzurqau23bNh8ioo8++qhmwoQJg/IXLmjaBQAAPRrsTbusVit1dXUx+Hy+w2g0chISEmRVVVUlaCX+092vaReeSAAAwGPJYrEwx48fL+/u7mY4HA567733LiBE9D8ECQAAeCx5enranT/THChLly71P3DggNedrz311FNNq1evrh+oOfU3lDYAAKBHg720Af3nfqUN/GoDAAAA+gxBAgAAAPoMQQIAAAD6DEECAAAA+gxBAgAAXHb06FGhyWS6q7eEyWQSHD16VNif50lNTQ18++23+3VMcA2CBAAAuEwkErXt27dP4gwTJpNJsG/fPolIJBqUuzXCg0OQAAAAl8nlcsvTTz9dvW/fPsmhQ4cC9+3bJ3n66aer5XK5y1tkL1261D80NFRjMBjk58+f5xARGY1Gzvjx48PVarXSYDDICwsLuUREtbW17ClTpkjlcrlKLpersrOzhxIRTZ48WapWq5VhYWHqtWvX+jjH5vP5o+bNmycKCwtTx8TEyHJycvhRUVFykUikzcrKGt7bnCwWC3P69OkSqVSqnjJlilSn0ymOHz/+0PuKPIoQJAAAoF/I5XKLXq9vOHXqVIBer2/ojxCRl5fH37dvn1dxcXFpdnb2+aKioqFERHPmzBFv2rTpotFoLFuzZs2lF198MYSIaP78+SHjx4+3mEymUqPRWBoREdFBRJSVlVVjNBrLzp07V7p582ZhfX09i4iovb2dGR8fb66srDQOHTrU9uabbwbl5eVV7N69u3LFihVBvc1rzZo1vh4eHraqqirjX/7yl8ulpaVDXb3WwQo7WwIAQL8wmUyCoqIi3zFjxtQVFRX5SiQSi6thIicnx3369Ok3BAKBnYgoISHhRkdHB7OwsNA9OTlZ6jyuq6uLQUSUn58v2LNnz/dERGw2m7y9vW1ERKtXrxZ+8cUXHkRE9fX1Q4xGI9ff3//mkCFDHM8++6yZiEitVrdzOBw7h8NxREVFtV++fNmtt3nl5+e7L1y48BoRUWRkZIdMJvvFlnAQJAAAwGXONRHOcoZEIrH0Z3njTna7nQQCgbW8vLz0QY4/ePCgIDc3V3DmzJlygUBgj4qKkre3tzOJiNhstoPJvPVwnslkEofDcRARsVgsstlsjP6c9+MKpQ0AAHDZpUuX+HeGBueaiUuXLrm0biAuLq71yy+/9GhtbWU0Nzczs7OzPfh8vl0kEnVlZmZ6Et0KFt9++y2PiGjs2LGWNWvW+BLd6v55/fp11o0bN1jDhw+3CQQCe2FhIddZHnFFdHR0644dOzyJiAoKCrgVFRU8V8ccrBAkAADAZfHx8VfvffIgl8st8fHxV10Zd9y4cW1PP/10k0ajUU+ePDlcp9PdJCL69NNPq7ds2eIjl8tV4eHh6r1793oQEWVkZFzMzc0VyGQylUajURUWFnKTkpJarFYrQyKRqJcsWRKk1+tvujInIqIlS5Y0XL9+nS2VStXLli0LCgsL6/D09LS5Ou5ghKZdAADQIzTt6p3VaqWuri4Gn893GI1GTkJCgqyqqqrkcW1Tfr+mXVgjAQAA8BNZLBbm+PHj5d3d3QyHw0Hvvffehcc1RPwYBAkAAIBe7N27d9gbb7whuvO14ODgzuzs7KqSkpKygZrXowRBAgAAoBdJSUnmpKSkB/p1yC8VFlsCAABAnyFIAAAAQJ8hSAAAAECfIUgAAABAnyFIAACAy6qq0oUNjUcFd77W0HhUUFWVLuzP86Smpga+/fbb/TomuAZBAgAAXDZs+Mi20tLFEmeYaGg8KigtXSwZNnzkY9/Mqru7e6CnMKAQJAAAwGW+PvEWlWptdWnpYklFxYrA0tLFEpVqbbWvT7zLDbuWLl3qHxoaqjEYDPLz589ziIiMRiNn/Pjx4Wq1WmkwGOSFhYVcIqLa2lr2lClTpHK5XCWXy1XZ2dlDiYgmT54sVavVyrCwMPXatWt9nGPz+fxR8+bNE4WFhaljYmJkOTk5/KioKLlIJNJmZWUN721O69ev946Liwt74oknZDExMXJXr3EwQ5AAAIB+4esTbwnwf6ah9tLWgAD/Zxr6I0Tk5eXx9+3b51VcXFyanZ193tlwa86cOeJNmzZdNBqNZWvWrLn04osvhhARzZ8/P2T8+PEWk8lUajQaSyMiIjqIiLKysmqMRmPZuXPnSjdv3iysr69nERG1t7cz4+PjzZWVlcahQ4fa3nzzzaC8vLyK3bt3V65YsSLofnMzGo38AwcOVJ0+fdrk6nUOZtiQCgAA+kVD41FBXf1nvsGi/66rq//M19MrxuJqmMjJyXGfPn36DYFAYCciSkhIuNHR0cEsLCx0T05OljqP6+rqYhAR5efnC/bs2fM9ERGbzSZvb28bEdHq1auFX3zxhQcRUX19/RCj0cj19/e/OWTIEMezzz5rJiJSq9XtHA7HzuFwHFFRUe2XL192u9/cxo8fbxYKhb/IRl13QpAAAACXOddEOMsZnl4xlv4sb9zJbreTQCCwlpeXP9COkwcPHhTk5uYKzpw5Uy4QCOxRUVHy9vZ2JhERm812MJm3Hs4zmUzicDgOIiIWi0U2m41xv3H5fL7dxUt5LKC0AQAALjO3nOPfGRqcaybMLef4rowbFxfX+uWXX3q0trYympubmdnZ2R58Pt8uEom6MjMzPYluBYtvv/2WR0Q0duxYy5o1a3yJbnXovH79OuvGjRus4cOH2wQCgb2wsJDrLI9A/0CQAAAAl0mlf7h675MHX594i1T6h6uujDtu3Li2p59+ukmj0agnT54crtPpbhIRffrpp9VbtmzxkcvlqvDwcPXevXs9iIgyMjIu5ubmCmQymUqj0agKCwu5SUlJLVarlSGRSNRLliwJ0uv1N12ZE9yN4XD8IrueAgDAjygqKqrR6/WNAz0PGHhFRUU+er0+tKf38EQCAAAA+gyLLQEAAHqxd+/eYW+88YbozteCg4M7s7OzqwZqTo8aBAkAAIBeJCUlmZOSkh7o1yG/VChtAAAAQJ8hSAAAAECfIUgAAABAnyFIAAAAQJ8hSAAAgMveqa4Tft3YIrjzta8bWwTvVNcJ+/M8qampgW+//Xa/jgmuQZAAAACXGYbx214uuyhxhomvG1sEL5ddlBiG8dsGem7wcCFIAACAyxJ8hls2KEOqXy67KHnr/KXAl8suSjYoQ6oTfIa73LBr6dKl/qGhoRqDwSA/f/48h4jIaDRyxo8fH65Wq5UGg0FeWFjIJSKqra1lT5kyRSqXy1VyuVyVnZ09lIho8uTJUrVarQwLC1OvXbvWxzk2n88fNW/ePFFYWJg6JiZGlpOTw4+KipKLRCJtVlbW8N7m9Otf/1qsUChUCoVC5enpqf/DH/4Q4Op1DlYIEgAA0C8SfIZbZvl7NvztUmPALH/Phv4IEXl5efx9+/Z5FRcXl2ZnZ593NtyaM2eOeNOmTReNRmPZmjVrLr344oshRETz588PGT9+vMVkMpUajcbSiIiIDiKirKysGqPRWHbu3LnSzZs3C+vr61lERO3t7cz4+HhzZWWlcejQobY333wzKC8vr2L37t2VK1asCOptXjt37rxQXl5e+vnnn1d6enpa582bd93Vax2ssCEVAAD0i68bWwS76pt9fy/yqdtV3+w73lNgcTVM5OTkuE+fPv2GQCCwExElJCTc6OjoYBYWFronJydLncd1dXUxiIjy8/MFe/bs+Z6IiM1mk7e3t42IaPXq1cIvvvjCg4iovr5+iNFo5Pr7+98cMmSI49lnnzUTEanV6nYOh2PncDiOqKio9suXL7vdb25tbW2MpKQk6bp16y7KZLIuV65zMEOQAAAAlznXRDjLGeM9BZb+LG/cyW63k0AgsJaXlz/QjpMHDx4U5ObmCs6cOVMuEAjsUVFR8vb2diYREZvNdjCZtx7OM5lM4nA4DiIiFotFNpuNcb9xn3/+efGMGTOaZ86c2a/XN9igtAEAAC4rMLfx7wwNzjUTBeY2vivjxsXFtX755Zcera2tjObmZmZ2drYHn8+3i0SirszMTE+iW8Hi22+/5RERjR071rJmzRpfIiKr1UrXr19n3bhxgzV8+HCbQCCwFxYWcp3lEVe88847vq2tray//OUv9a6ONdghSAAAgMuWSQKu3vvkIcFnuGWZJOCqK+OOGzeu7emnn27SaDTqyZMnh+t0uptERJ9++mn1li1bfORyuSo8PFy9d+9eDyKijIyMi7m5uQKZTKbSaDSqwsJCblJSUovVamVIJBL1kiVLgvR6/U1X5kREtHHjRn+TycRzLrh89913fV0dc7BiOByOgZ4DAAA8goqKimr0en3jQM8DBl5RUZGPXq8P7ek9PJEAAACAPsNiSwAAgF7s3bt32BtvvCG687Xg4ODO7OzsqoGa06MGQQIAAKAXSUlJ5qSkpAf6dcgvFUobAAAA0GcIEgAAANBnCBIAAADQZwgSAAAA0GcIEgAA4LK1h03CI2VXBXe+dqTsqmDtYZNwoOYEPw8ECQAAcNnIEI+21F3nJM4wcaTsqiB11znJyBCPtoGeGzxcCBIAAOCyyUqhZd2skdWpu85J/vefxsDUXeck62aNrJ6sFLrc0OrPf/6zMDw8XB0eHq5evny5n8lkchsxYoQ6KSkpNDQ0VJOYmDhi//79goiICIVYLNbk5OTwiYjMZjMzOTk5VKvVKpVKpWrbtm0eREQWi4U5ffp0iVQqVU+ZMkWq0+kUx48f5xMRpaSkhGg0GmVYWJh60aJFgc455Obm8keNGqWQy+UqrVarbG5uZppMJjeDwSBXqVRKlUqlzM7OHkp0q0lYZGSkPD4+XioSibQLFiwIysjI8NJqtUqZTKYyGo2c3q41KSkpdMuWLZ7Ov/l8/ihX79/Dhn0kAACgX0xWCi1JEaKGLSdqAv5nbGhdf4SIvLw8/vbt270LCgrKHA4HGQwGZXx8vKW2tpa7c+fOaoPBUKPT6ZRZWVneZ86cKd++fbtHWlpaQGxsbNUf//jHgNjYWPPu3btrGhsbWaNHj1YmJiaa165d6+vh4WGrqqoynj59mhsdHa12nm/duhLyWucAACAASURBVHWXhUKhzWq1UkxMjPzUqVM8vV7fkZKSIs3KyqqaOHFiW1NTE9Pd3d3OZrOteXl5FXw+31FcXMyZPXu2pKSkpIyIqLy8nFdSUmL08/OzisViLYfDaSwuLi5bsWKFX3p6ul9mZmatq/fmUYEgAQAA/eJI2VXB3rOXfP9nbGjd3rOXfMeG+VhcDRPHjh1znz59+o1hw4bZiYj+67/+qzknJ0cQFBTUGRUV1U5EJJPJ2uPi4sxMJpMiIiLaVq5cGfifzw47fPiwx/r16/2JiDo7OxmVlZVu+fn57gsXLrxGRBQZGdkhk8lul18+/vhjr61bt/pYrVZGQ0PDkKKiIi6DwSA/P7/uiRMnthEReXl52YmIzGYz44UXXhCXlpbymEwmXbhw4faTBq1We1MsFncTEYWEhHROmzathYhIr9e35+bm3rWWZLBDkAAAAJc510Q4yxljw3ws/VneuJebm9vtjpNMJpO4XK6DiIjFYpHNZmMQETkcDtqzZ0+lXq/vfJAxy8vL3TZu3CgsKCgo8/X1tSUlJYV2dHT0ugQgLS1N6Ofn1713797v7XY78Xg8g/M9DofT4/yYTObt+fWEzWY7bDYbERHZbDbq7u7u9dhHBdZIAACAy85dvMG/MzQ410ycu3iD78q4sbGxrV9++aWHxWJhms1m5pdffukZGxv7QMEkNjbWnJ6eLrTb7UREdOLECR4RUXR0dOuOHTs8iYgKCgq4FRUVPCKi5uZmFo/Hs3t5edlqa2vZx44dG05EpNPpOq5duzYkNzeX/5/jmN3d3dTS0sIKCAjoZrFYtGnTJm9nAHCFWCzuKigo4BMRbd++3cNqtT7yQQJPJAAAwGWLn5Rfvfe1yUqhy6WNcePGtT333HPXIyIilEREzz//fIOPj88DfWOvWrXqyty5c0MUCoXKbrczgoODO3NyciqXLFnSMGvWrFCpVKqWSqUdYWFhHZ6enjatVtup0WjapFKpJiAgoMtgMLQSEXG5XEdWVlbVK6+8EtLR0cHkcrn248ePV7z66qvXkpKSpDt27PCOi4tr4fF4dleulYjo5ZdfbvjVr34VJpfLVf015sPGcDgcP34UAAD84hQVFdXo9frGgZ5Hf7NardTV1cXg8/kOo9HISUhIkFVVVZU4yw/wQ0VFRT56vT60p/fwRAIAAH5RLBYLc/z48fLu7m6Gw+Gg99577wJCRN8hSAAAwC+Kp6en3fkzzYGydOlS/wMHDnjd+dpTTz3VtHr16vqBmlNfobQBAAA9elxLG/DT3a+0gV9tAAAAQJ8hSAAAAECfIUgAAABAnyFIAAAAQJ8hSAAAgOuOrhCS6dDdPSRMhwR0dIVwgGYEPxMECQAAcJ1odBvtmy+5HSZMhwS0b76ERKPbfuSTMMghSAAAgOvk0yz09IfVtG++hA69Hkj75kvo6Q+rST7N5YZdf/7zn4Xh4eHq8PBw9fLly/1MJpPbiBEj1ElJSaGhoaGaxMTEEfv37xdEREQoxGKxJicnh09EZDabmcnJyaFarVapVCpV27Zt8yC6tSHV9OnTJVKpVD1lyhSpTqdTHD9+nE9ElJKSEqLRaJRhYWHqRYsWBTrnkJubyx81apRCLpertFqtsrm5mWkymdwMBoNcpVIpVSqVMjs7eygR0cGDBwWRkZHy+Ph4qUgk0i5YsCAoIyPDS6vVKmUymcpoNHJ6uk4iIqPRyNHr9QqZTKZ65ZVXAvl8/ihX79/Dhg2pAACgf8inWUg/u4FOZQTQmBfr+iNE5OXl8bdv3+5dUFBQ5nA4yGAwKOPj4y21tbXcnTt3VhsMhhqdTqfMysryPnPmTPn27ds90tLSAmJjY6v++Mc/BsTGxpp3795d09jYyBo9erQyMTHRvHbtWl8PDw9bVVWV8fTp09zo6Gi183zr1q27LBQKbVarlWJiYuSnTp3i6fX6jpSUFGlWVlbVxIkT25qampju7u52NpttzcvLq+Dz+Y7i4mLO7NmzJc6NrsrLy3klJSVGPz8/q1gs1nI4nMbi4uKyFStW+KWnp/tlZmbW9nS9L730UvCCBQuuzZs3r+ndd9/1dfX+/RzwRAIAAPqH6ZCAij71pTEv1lHRp/+fvXuPi6pe9wf+zAwwsJwBuQ73O8wFGBgJDDaFQIGYJoh5SrPjSY8XMsvRsvSlx5dp5t6ROypN67htV7u25W1rKqU/BMLUNiDKHUG8bEBBYJhhBhyG+f3RHg8amM1CQfy8/3LNWrPWd/HP+ri+z3wf51/VTJjh+PHjgkmTJnXY2tr22dnZ9T311FPtubm5Qg8Pj57o6Ggdj8ej4OBgXWJiYieXy6Vx48Zpr1y5wv/3d203b97sJpFIZHFxceKenh7O+fPnrU6cOCF47rnn2oiIoqKiuoODg29Ov3z22WcO/37DIKutrbUuLS21Pnv2rLWLi4s+Pj5eS0Tk4ODQZ2lpSTdu3ODMnDnTNzg4WPbMM88E1NXVWZvOExYW1uXj46O3sbExent796SmpqqIiMLDw3WXLl2yGux+S0pKBC+++GIbEdG8efOus/373Q94IwEAAOyZaiJM0xn+8eqhnN64nZWV1c1lmblcLpl6ZfB4PDIYDBwiIqPRSN9+++358PDwnrs5Z1VVldWHH34oKioqqnR2djZkZGT4dnd3D/of7g0bNohcXFz0u3fvvtDX10c2NjaRpn18Pn/A8XG53JvjGy3wRgIAANi78k/mltBgqpm48k+GzWkTEhI0hw4dGqtWq7mdnZ3cQ4cO2SckJNxVMElISOjMysoS9fX90om7sLDQhogoJiZG8/XXX9sTERUVFVnX1NTYEBG1t7fzbGxs+hwcHAyXL1+2OH78uB0RkVwu77527ZplXl4e8+/juHq9nlQqFc/NzU3P4/Foy5YtjgbDXXU3v6OIiAjNzp077YmIduzY4fBbx48EeCMBAADsJa2++qvPxKlqtm8j4uLitDNnzrw+btw4KRHR7NmzW5ycnO7qif3OO+80zp8/31sikcj6+vo4Xl5ePbm5uedfe+21lhkzZvgGBASEBAQEdAcGBnbb29sbwsLCekJDQ7UBAQGhbm5uNyIjIzVERNbW1sYvv/yybsmSJd7d3d1ca2vrvvz8/JpXX331WkZGRsDXX3/tmJiYqLKxseljc69ERB988MHlWbNm+f3pT39yS0xM7BQIBOzTyT2Gpl0AADCg0dq0q7e3l27cuMFhGMZYXl7OT05ODq6rqysbCa3E1Wo1d8yYMX1cLpe2b99u//e//93h2LFjdcM9rjs17cIbCQAAeKio1WruY489Jtbr9Ryj0UibN2++OBJCBBFRYWEh88orr3gbjUaytbU17Ny5s2G4x/RbECQAAOChYm9v32f6meZwWbFihev+/ftvqYGYOnVq26ZNm5qrq6srhmtc5sDUBgAADGi0Tm3A73enqQ38agMAAADMhiABAAAAZkOQAAAAALMhSAAAAIxAer1+uIdwVxAkAACAtezibNHxy8dv6a1x/PJxYXZxtojtuR+m7p8ZGRm+M2fO9JbL5ZJFixZ5sv3b3Q/4+ScAALAmd5ZrV/24yn9D3Ib6CV4T1McvHxeattmc92Hr/klE1NTUZFVcXFxlYfFgPKIfjFECAMCINsFrgnpD3Ib6VT+u8p8SMKXlQN0BZ1OoYHPe/t0/iYhu7/5JRL/q/rl+/Xr3f3/XNicnZ2x2drYrEVH/7p+vvPLKNaKBu3/u3LnTqbe3l9PS0mJZWlpqzeFw6Pbun0REnZ2dnLlz5/pUVFTYcLlcunjx4s03Dabun0REt3f/zMvLu2NX1GnTprU/KCGCCEECAACGyASvCeopAVNavqz80m2WdFYT2xBxJ6O5+6dAIGDds+N+Qo0EAAAMieOXjwsP1B1wniWd1XSg7oDz7TUT5njYun8+iPBGAgAAWOtfEzHBa4L6UbdH1f23zT3vw9b980GEJbIBAGBAv2eJ7OzibJHcWa7tHxqOXz4uPNtyllkybsmvW4wPo5Hc/XOkQvdPAAC4pwYKCxO8JqjvZZ2EuUZy988HEYIEAAA8VEZ698/hGpO5MLUBAAADQvdPMEH3TwAAALgnECQAAADAbAgSAAAAYDYECQAAADAbggQAAACYDUECAABghPjjH//o/OGHHzoO9zh+D6wjAQAArF37859FNuHhWmG/Phjq3FyhrrSUcXn11RG1suVI9vrrr7cM9xh+L7yRAAAA1mzCw7WNK97wV+fmCol+CRGNK97wtwkP1/7Wd3/L2rVrRUFBQSFBQUEh69atc6murrby8/MLycjI8PX19Q19+umn/fbt2yccN26cxMfHJzQ3N5chIurs7OQ+88wzvmFhYVKpVCr74osvxhL9srLlpEmT/AMCAkKefPLJALlcLsnPz2eIiGbNmuUdGhoqDQwMDFm6dKm7aQx5eXmMQqGQiMViWVhYmLS9vZ1bXV1tFRkZKZbJZFKZTCb94YcfxhARHTx4UBgVFSVOSkoK8PT0DMvMzPTYunWrQ1hYmDQ4OFhWXl7OH+g+iYiUSqX7mjVrRGz/ZvcT3kgAAABrwoQEtfumd+obV7zhb5c2tUW1b7+z+6Z36oV32alzMAUFBczf/vY3x6Kiokqj0UiRkZHSpKQk9eXLl63//ve/10dGRjbI5XLpl19+6fjPf/6z6m9/+9vYDRs2uCUkJNStXLnSLSEhofObb75paG1t5T3yyCPSp59+uvPdd991Hjt2rKGurq78559/to6JiQkxXe+99977l0gkMvT29lJsbKz41KlTNuHh4d2zZs0K+PLLL+vi4+O1bW1tXIFA0GdhYdFbUFBQwzCM8dy5c/znnnvO37RiZlVVlU1ZWVm5i4tLr4+PTxifz289d+5c5VtvveWSlZXlsmPHjsts/+YjBYIEAAAMCWFCgtoubWpL+18/d7N/YXYT2xBBRHT8+HHBpEmTOmxtbfuIiJ566qn23NxcoYeHR090dLSOiCg4OFiXmJjYyeVyady4cdr169e7//u7tjk5OWOzs7NdiYh6eno458+ftzpx4oTglVdeuUZEFBUV1R0cHHzzrclnn33msHPnTqfe3l5OS0uLZWlpqTWHwyEXFxd9fHy8lojIwcGhj4ios7OTM3fuXJ+KigobLpdLFy9evPmmISwsrMvHx0dPROTt7d2TmpqqIiIKDw/X5eXlsW6vPpIgSAAAwJBQ5+YKVfv2O9u/MLtJtW+/85iYGPVQhImBWFlZ3ezvwOVyydR0i8fjkcFg4BARGY1G+vbbb8+Hh4f33M05q6qqrD788ENRUVFRpbOzsyEjI8O3u7t70BKADRs2iFxcXPS7d+++0NfXRzY2NpGmfXw+f8Dxcbncm+MbLVAjAQAArJlqItw3vVPvunJlo2maw1QzYa6EhATNoUOHxqrVam5nZyf30KFD9gl3GU4SEhI6s7KyRH19fUREVFhYaENEFBMTo/n666/tiYiKioqsa2pqbIiI2tvbeTY2Nn0ODg6Gy5cvWxw/ftyOiEgul3dfu3bNMi8vj/n3cVy9Xk8qlYrn5uam5/F4tGXLFkeDwcDmVh9YeCMBAACs6UpLmf41EaaaCV1pKcPmrURcXJx25syZ18eNGyclIpo9e3aLk5PTXT2x33nnncb58+d7SyQSWV9fH8fLy6snNzf3/GuvvdYyY8YM34CAgJCAgIDuwMDAbnt7e0NYWFhPaGioNiAgINTNze1GZGSkhojI2tra+OWXX9YtWbLEu7u7m2ttbd2Xn59f8+qrr17LyMgI+Prrrx0TExNVNjY2febe54MM3T8BAGBAo7X7Z29vL924cYPDMIyxvLycn5ycHFxXV1dmmn6AX7tT90+8kQAAgIeKWq3mPvbYY2K9Xs8xGo20efPmiwgR5kOQAACAh4q9vX2f6Weaw2XFihWu+/fvd+j/2dSpU9s2bdrUPFxjMhemNgAAYECjdWoDfr87TW3gVxsAAABgNgQJAAAAMBuCBAAAAJgNQQIAAADMhiABAAAPnOjoaLGpY2d/8fHxga2trbzbP38Qu2o+KBAkAACAtZP760QXzrbeshz2hbOtwpP76+7rwzsvL+/83a58CUMDQQIAAFgT+dlpj+2s8DeFiQtnW4XHdlb4i/zstL/13Tuprq62CgoKutnme82aNSKlUulu2jYYDJSRkeG7ZMkSdyIiDw+PsKamJguiX9Zq8PX1DY2MjBTX1tbe7My5fv16l4CAgJDg4GDZ5MmT/YmIvvvuO4FEIpFJJBKZVCqVtbe3D/h8TE9P9/3888/Hmraffvppvy+++GLsQMc+LLAgFQAAsOYnd1InzZHVH9tZ4S9+1LWl+mSzc9IcWb2f3OmedP8kItLr9Zy0tDQ/mUymu30hp4KCAmbv3r0O586dq9Dr9RQRESFTKBRaIqLs7GzXixcvnrOxsTGapkGysrJcs7OzLyYnJ3epVCouwzAD9s2YN29e6+bNm0WzZ8/uuH79Oq+oqEiwe/fuC/fqHh8EeCMBAABDwk/upBY/6tpy9v9dcRM/6tpyL0MEEVFmZqbPQCGCiCg3N1cwadKkDqFQ2Ofg4NCXnJzcYdonFot16enpflu2bHGwtLQ0EhE9+uijmuXLl3utX7/epbW1lWdpaTngNZ966ilNQ0ODdWNjo8X//u//Ojz11FPtgx37sECQAACAIXHhbKuw+mSzszzRs6n6ZLPz7TUT5rCwsDCa2oATEXV3d998bj3yyCOagoICW61Wy/k958zNza196aWXWoqLixmFQiHV6/X09ttvN3/66acXdTod97HHHpOUlJRYD/b9//iP/7j+ySefOHzxxReOCxYseOhX/kSQAAAA1kw1EUlzZPWPzQhuNE1zsA0Tnp6evW1tbRbNzc08nU7HycnJsTPtW7BgQWtycrJq8uTJAXq9/pbvJSYmag4dOjRWo9Fw2tvbuT/88MNYol9qKurq6qymTJmi/uijj/6l0Wh4KpWKV15ezo+OjtZt2LChWS6Xd5WVlQ0aJBYuXNi6bds2ERFRZGRkN5v7Gw1QIwEAAKxdvaBi+tdEmGomrl5QMWymOPh8vnHZsmVNUVFRUpFIpA8MDLzlwb127dqrS5cu5U2bNs1v3759N2sV4uLitOnp6W2hoaEhjo6Oerlc3kVE1Nvby5k5c6afWq3mGY1Gzrx58645OTkZli1b5n7ixAlbDodjFIvFuunTp6sGG5OXl1dvQEBA95QpUzoGO+ZhgqZdAAAwIDTtGpharebKZDLZmTNnKh0dHR+Kn5qiaRcAAMAQ2Ldvn1AsFof893//97WHJUT8FkxtAAAA3Ob06dM2L7zwgl//z6ysrPrOnj1blZaWdm64xjUSIUgAAADcJjo6WldVVVUx3ON4EGBqAwAAAMyGIAEAAABmQ5AAAAAAsyFIAAAAgNkQJAAA4IETHR0tzs/PZ27/PD4+PtDUiKs/pVLpvmbNGtYtzRsaGiwnTpzoz/Y8owmCBAAAsPbj138V1RWdvmU57Lqi08Ifv/4r64f375GXl3feycnpnq3v4Ovrqz9y5Ej9vTr/gwhBAgAAWHMLkmgPf5TlbwoTdUWnhYc/yvJ3C5Jo2Zy3urraKigoKMS0vWbNGpFSqXQ3bRsMBsrIyPBdsmSJOxGRh4dHWFNTkwUR0YoVK1x9fX1DIyMjxbW1tXzTd9avX+8SEBAQEhwcLJs8ebI/EdF3330nkEgkMolEIpNKpbL29vYBn4+3jwewjgQAAAyBgMhodepLy+oPf5TlH/J4Ukt5/jHn1JeW1QdERt+zVuJ6vZ6TlpbmN1Ar8YKCAmbv3r0O586dq9Dr9RQRESFTKBRaIqLs7GzXixcvnrOxsTGapkGysrJcs7OzLyYnJ3epVCouwzB9A10Tfg1vJAAAYEgEREarQx5Paik+/A+3kMeTWu5liCAiyszM9BkoRBAR5ebmCiZNmtQhFAr7HBwc+pKTk2822BKLxbr09HS/LVu2OFhaWhqJiB599FHN8uXLvdavX+/S2trKs7S0vJdDH1UQJAAAYEjUFZ0Wlucfcx6X+nRTef4x59trJsxhYWFh7Ov7v5cD3d3dN59bjzzyiKagoMBWq9Vyfs85c3Nza1966aWW4uJiRqFQSPV6Pb399tvNn3766UWdTsd97LHHJCUlJYO2EYdbIUgAAABrppqI1JeW1SfMmd9omuZgGyY8PT1729raLJqbm3k6nY6Tk5NjZ9q3YMGC1uTkZNXkyZMD9Hr9Ld9LTEzUHDp0aKxGo+G0t7dzf/jhh7FEv9RU1NXVWU2ZMkX90Ucf/Uuj0fBUKhWvvLycHx0drduwYUOzXC7vKisrQ5C4S6iRAAAA1ppqq5j+NRGmmomm2iqGzRQHn883Llu2rCkqKkoqEon0gYGB3f33r1279urSpUt506ZN89u3b98F0+dxcXHa9PT0ttDQ0BBHR0e9XC7vIiLq7e3lzJw500+tVvOMRiNn3rx515ycnAzLli1zP3HihC2HwzGKxWLd9OnTVYONicPhGM29n9GIYzTi7wEAAL9WWlraEB4e3jrc4xhJCgoKGKVS6fXzzz9XD/dY7qfS0lKn8PBw34H2YWoDAADgLuTn5zOzZ8/2X7x48dXhHstIgqkNAACA25w+fdrmhRde8Ov/mZWVVV9DQ0PZcI1ppEKQAAAAuE10dLSuqqqqYrjH8SDA1AYAAACYDUECAAAAzIYgAQAAAGZDkAAAAACzIUgAAABrqpwGka7y+i2rWOoqrwtVOQ33pI14dHS0OD8/n7n98/j4+EBTI67+lEql+5o1a1iP5eDBg8KEhIRAtucZTRAkAACANStvobZtV42/KUzoKq8L23bV+Ft5C1m1Ef+98vLyzjs5ORnu5zUfdggSAADAmo3UUe0wI7i+bVeNf8eBOve2XTX+DjOC622kjqw6gFZXV1sFBQWFmLbXrFkjUiqV7qZtg8FAGRkZvkuWLHEnIvLw8AhramqyICJasWKFq6+vb2hkZKS4traWb/rO+vXrXQICAkKCg4NlkydP9ici+u677wQSiUQmkUhkUqlU1t7ePujzsaurizdx4kR/Pz+/kKefftqvf1OxhxHWkQAAgCFhI3VUjxnn0qIpbHQT/MG9iW2I+C16vZ6TlpbmN1Ar8YKCAmbv3r0O586dq9Dr9RQRESFTKBRaIqLs7GzXixcvnrOxsTGapkGysrJcs7OzLyYnJ3epVCouwzCDpoPKykqbM2fO1Pv6+uojIyMlP/zwgyAlJUVzL+91JMMbCQAAGBK6yuvCruJrzoI/uDd1FV9zvr1mYqhlZmb6DBQiiIhyc3MFkyZN6hAKhX0ODg59ycnJHaZ9YrFYl56e7rdlyxYHS0tLIxHRo48+qlm+fLnX+vXrXVpbW3mWlpaDXjcsLKwrICBAz+PxKCQkRFtXV2d1T27wAYEgAQAArJlqIhxmBNePnRLQaJrmYBsmLCwsjP2nDrq7u28+tx555BFNQUGBrVar5fyec+bm5ta+9NJLLcXFxYxCoZDq9Xp6++23mz/99NOLOp2O+9hjj0lKSkoGbSPO5/Nvdrvk8XjU29v7u64/2iBIAAAAazcuqZn+NRGmmokbl9S/+mXF7+Hp6dnb1tZm0dzczNPpdJycnBw7074FCxa0JicnqyZPnhyg1+tv+V5iYqLm0KFDYzUaDae9vZ37ww8/jCX6paairq7OasqUKeqPPvroXxqNhqdSqXjl5eX86Oho3YYNG5rlcnlXWVnZoEECboUaCQAAYM0uxfdXHTFtpI5qtnUSfD7fuGzZsqaoqCipSCTSBwYGdvffv3bt2qtLly7lTZs2zW/fvn0XTJ/HxcVp09PT20JDQ0McHR31crm8i4iot7eXM3PmTD+1Ws0zGo2cefPmXXNycjIsW7bM/cSJE7YcDscoFot106dPV7EZ98OEYzQaf/soAAB46JSWljaEh4e3Dvc4YPiVlpY6hYeH+w60D1MbAAAAYDZMbQAAANzm9OnTNi+88IJf/8+srKz6zp49WzVcYxqpECQAAABuEx0drauqqqoY7nE8CDC1AQAAAGZDkAAAAACzIUgAAACA2RAkAAAAwGwIEgAAwNqxY8dE1dXVtyyHXV1dLTx27JjoXlwvOjpanJ+f/6tVM+Pj4wNNjbj6UyqV7mvWrGE9loMHDwoTEhIC2Z5nNEGQAAAA1jw9PbV79+71N4WJ6upq4d69e/09PT2193MceXl5552cnAz385oPOwQJAABgTSwWq9PT0+v37t3rf/jwYfe9e/f6p6en14vFYlZLZFdXV1sFBQWFmLbXrFkjUiqV7qZtg8FAGRkZvkuWLHEnIvLw8AhramqyICJasWKFq6+vb2hkZKS4traWb/rO+vXrXQICAkKCg4NlkydP9ici+u677wQSiUQmkUhkUqlU1t7e/pvPx7y8PEYqlcrKy8v5v3XsaIZ1JAAAYEiIxWJ1eHh4y6lTp9zGjx/fxDZE/Ba9Xs9JS0vzG6iVeEFBAbN3716Hc+fOVej1eoqIiJApFAotEVF2drbrxYsXz9nY2BhN0yBZWVmu2dnZF5OTk7tUKhWXYZi+ga5p8sMPP4x59dVXvf/xj3+cDwoKunHv7nLkwxsJAAAYEtXV1cLS0lLn8ePHN5WWljrfXjMx1DIzM30GChFERLm5uYJJkyZ1CIXCPgcHh77k5OQO0z6xWKxLT0/327Jli4OlpaWRiOjRRx/VLF++3Gv9+vUura2tPEtLy0Gve/78eevMzEzf77777qEPEUQIEgAAMARMNRHp6en1qampjaZpDrZhwsLCwtjX938vB7q7u28+tx555BFNQUGBrVar5fyec+bm5ta+9NJLLcXFxYxCoZDq9Xp6++23mz/99NOLOp2O+9hjj0lKSkoGbSPu4uKi5/P5fSdPnmTVIn20QJAAAADWrly5wvSviTDVTFy5coXVw9bT07O3ra3Norm5mafT6Tg5OTl2pn0L/cqjXwAAIABJREFUFixoTU5OVk2ePDlAr9ff8r3ExETNoUOHxmo0Gk57ezv3hx9+GEv0S01FXV2d1ZQpU9QfffTRvzQaDU+lUvHKy8v50dHRug0bNjTL5fKusrKyQYOEra2t4fDhw7Vr1qzxOHjw4D196/IgQI0EAACwlpSUdPX2z8RisZptnQSfzzcuW7asKSoqSioSifSBgYHd/fevXbv26tKlS3nTpk3z27dv3wXT53Fxcdr09PS20NDQEEdHR71cLu8iIurt7eXMnDnTT61W84xGI2fevHnXnJycDMuWLXM/ceKELYfDMYrFYt306dNVdxqXl5dX73fffXc+NTU1iGGYhsTExC429/kg4xiNxuEeAwAAjEClpaUN4eHhrcM9Dhh+paWlTuHh4b4D7cPUBgAAAJgNUxsAAAC3OX36tM0LL7zg1/8zKyurvrNnz1YN15hGKgQJAACA20RHR+uqqqoqhnscDwJMbQAAAIDZECQAAADAbAgSAAAAYDYECQAAADAbggQAALBWV5clamk9dssqjy2tx4R1dVmie3nd+Pj4QFPjreHy6quvuu/bt++hXeESQQIAAFiztYvQVlQs9zeFiZbWY8KKiuX+tnYR2nt53by8vPNOTk6G/p/19fWRwWAY7CtD7s9//nNjWlraPe10OpIhSAAAAGvOTklqmezd+oqK5f41NW+5V1Qs95fJ3q13dkpi9YBdvXq1aP369S5ERHPnzvV69NFHg4mI/vGPfwiffvppPw8Pj7CmpiaL6upqK19f39D09HTf4ODgkLq6Oqtvv/3WViaTScVisSwmJiaYiCg3N5eJiIiQSKVSmUKhkJSWlvKJiLKzsx2feOKJgNjY2CAPD4+wt99+23nt2rUiqVQqCw8Pl1y9enXQtx4ZGRm+f/nLX+zZ3OeDDEECAACGhLNTktrNdVrL5Ss73dxcp7WwDRFERBMmTNAUFhYKiIjOnDnDdHV18Xp6ejh5eXmCxx577JbzX7p0ib948eKW8+fPlwsEgr7Fixf77tmzp666urpi3759dURE4eHh3T///HNVZWVlxf/8z//86/XXX/c0fb+mpsbmu+++q/v5558rN27c6MEwTF9lZWXFI4880rVt2zZHtvcyWiFIAADAkGhpPSZsat7j7OU5p6mpeY/z7TUT5oiLi9OeO3duTFtbG5fP5xv/3Tqc+emnn4SJiYma/se6ubndSEpK6iIiOn78+Jjo6Gi1RCK5QUQkEokMRERtbW28SZMmBQQFBYW8/vrrXjU1NTe7fMbGxqrt7e373N3dewUCgeGZZ57pICIKCwvTNjQ08Nney2iFIAEAAKyZaiJksnfrg4NXN5qmOdiGCT6fb/Ty8urZsmWLU3R0tObxxx/XHD16VHjx4kW+QqG4pRMowzB9v3W+FStWeMTHx6tra2vLDxw4cP7GjRs3n4NWVlY3u1hyuVyytrY2mv7d29vLYXMfoxmCBAAAsNapOsP0r4kw1Ux0qs4wbM8dExOj+eijj0QTJkxQP/HEE+rPPvvMWSaTabncwR9hEyZM6Dp9+rSwqqrKiojIVOPQ2dnJ8/T0vEFEtG3bNie2YwMECQAAGAIBAcuu3l4T4eyUpA4IWHaV7bnj4+PVLS0tlomJiV1eXl69fD7f+Ic//EFzp++4u7v3ZmdnN6SnpweKxWJZenq6PxHRihUrmteuXesplUplvb29bId2E4fDMf72UaMTx2h8aO8dAADuoLS0tCE8PLx1uMcx0iUmJgYuXbr06pQpU0btT0BLS0udwsPDfQfahzcSAAAAZnrmmWd8dTodNzk5+Y5vSEYztBEHAAC4C7Nnz/b++eefBf0/W7Ro0dVXXnnl+nCNaSRAkAAAALgLn3/++aXhHsNIhKkNAAAAMBuCBAAAAJgNQQIAAADMhiABAAAAZkOQAAAA1jbWN4m+b1Xdshz2960q4cb6JtFwjam/l19+2cPV1VXOMIxiuMcy2iBIAAAAa5G2jPblykv+pjDxfatK+HLlJf9IW0Y73GMjIkpLS+s4depU5XCPYzTCzz8BAIC1ZCc79QdS7/qXKy/5z3C1b9nV3O78gdS7PtnJjvVqj6+99prbN9984+jo6Kh3d3e/oVAotEeOHBkbEhKi/emnn4QGg4Gzffv2CwkJCVqVSsWdO3eu99mzZxkiopUrVzbOmTOnw9QV9G6Ul5fzZ86c6afT6bgTJ07s+PTTT0VarbaE7X2MVngjAQAAQyLZyU49w9W+5ZMrrW4zXO1bhiJE5OXlMQcOHLCvqKgoP3r0aO3Zs2fHmPbpdDpuVVVVRXZ29sX58+f7ERG98cYbbra2toaampqKmpqaiqeeeup3j2Hx4sVemZmZ12pqaio8PT31bO9htEOQAACAIfF9q0q4q7nd+b89nZp2Nbc7314zYY68vDxBampqB8MwRnt7+74nn3yyw7Rv5syZbUREqampGo1Gw21tbeXl5+fbLl269JrpGGdnZ8PvvWZJSYngxRdfbCMimjdv3kO9auXdQJAAAADWTDURH0i9698K8mw0TXMMRZgYDIfDueM23B8IEgAAwFpRp5bpXxNhqpko6tQybM4bHx+vycnJsdNqtRyVSsU9evToWNO+r776yp6IKCcnRyAUCg2Ojo6G+Pj4zs2bN7uYjmlpaeH93mtGRERodu7caU9EtGPHDgc2438YIEgAAABrb/q7Xb29JiLZyU79pr/bVTbnjY+P106cOFElk8lCEhMTg8Risc7Ozs5ARGRtbW2USqWyxYsX+2zbtq2BiGjjxo1NHR0dvKCgoBCxWCw7dOiQkIho4cKFniKRSN7d3c0ViURypVLpPtg1P/jgg8sffPCBKDg4WHb+/HlrgUDwu6dHHiYco9E43GMAAIARqLS0tCE8PLx1uMehUqm4dnZ2fWq1mhsTEyP++OOPLyqVSq9333338uOPPz7kPy9Vq9XcMWPG9HG5XNq+fbv93//+d4djx47VDfV1HiSlpaVO4eHhvgPtw88/AQBgRHv++ed9amtrbXp6ejjPPvvs9bi4uHu6NkVhYSHzyiuveBuNRrK1tTXs3Lmz4V5e70GHIAEAACPagQMHLtz+2enTp6vZnnfFihWu+/fvv6UGYurUqW2bNm1qrq6urmB7/ocFpjYAAGBAI2VqA4bfnaY2UGwJAAAAZkOQAAAAALMhSAAAAIDZECQAAADAbAgSAADA2rs51aKjlVdvWQ77aOVV4bs51aLhGlN/L7/8soerq6ucYRjFcI9ltEGQAAAA1iK8x2qVu874m8LE0cqrQuWuM/4R3mPv6ZoPdystLa3j1KlTlb/3e3o9mn/+FqwjAQAArD0hFanfmxFRr9x1xj9jnGfL7uIrzu/NiKh/Qipi3Ur8tddec/vmm28cHR0d9e7u7jcUCoX2yJEjY0NCQrQ//fST0GAwcLZv334hISFBq1KpuHPnzvU+e/YsQ0S0cuXKxjlz5nQkJSV13e31MjIyfPl8fl9ZWRkTHR2t+fTTT6+wvYfRDEECAACGxBNSkTpjnGfLXwob3P7rD75NQxEi8vLymAMHDthXVFSU9/T0cCIiImQKhUJLRKTT6bhVVVUVhw8fFsyfP9+vtra2/I033nCztbU11NTUVBCZ17SLiKipqcmquLi4ysICj8nfgqkNAAAYEkcrrwp3F19x/q8/+DbtLr7ifHvNhDny8vIEqampHQzDGO3t7fuefPLJDtO+mTNnthERpaamajQaDbe1tZWXn59vu3Tp0mumY5ydnc1quDVt2rR2hIi7gyABAACsmWoi3psRUf8/U0IaTdMcQxEmBsPhcO64zYZAIOgbspONcggSAADA2plLHUz/mghTzcSZSx0Mm/PGx8drcnJy7LRaLUelUnGPHj061rTvq6++siciysnJEQiFQoOjo6MhPj6+c/PmzS6mY8yd2oC7hyABAACsLU8RX729JuIJqUi9PEV8lc154+PjtRMnTlTJZLKQxMTEILFYrLOzszMQEVlbWxulUqls8eLFPtu2bWsgItq4cWNTR0cHLygoKEQsFssOHTokJCJauHChp0gkknd3d3NFIpFcqVS6sxkX/B807QIAgAGNlKZdKpWKa2dn16dWq7kxMTHijz/++KJSqfR69913Lz/++OMj4uelo92dmnahkgQAAEa0559/3qe2ttamp6eH8+yzz16Pi4tDeBhBECQAAGBEO3DgwIXbPzt9+nQ12/OuWLHCdf/+/Q79P5s6dWrbpk2bmtme+2GCqQ0AABjQSJnagOF3p6kNFFsCAACA2RAkAAAAwGwIEgAAAGA2BAkAAAAwG4IEAACwd+wtEVUfvnU57OrDQjr2lmiYRnSLl19+2cPV1VXOMIzit4794x//6Pzhhx863o9xjQYIEgAAwJ7nI1rau9D/ZpioPiykvQv9yfOREbHmQ1paWsepU6cq7+bY119/vWXx4sXX7/WYRgusIwEAAOyJU9WU/nE97V3oT+HPtVDpV86U/nE9iVNZtxJ/7bXX3L755htHR0dHvbu7+w2FQqE9cuTI2JCQEO1PP/0kNBgMnO3bt19ISEjQqlQq7ty5c73Pnj3LEBGtXLmycc6cOR1JSUldd3s9pVLpLhAIDOvWrWO1vPfDAkECAACGhjhVTeHPtdCprW40flHTUISIvLw85sCBA/YVFRXlPT09nIiICJlCodASEel0Om5VVVXF4cOHBfPnz/erra0tf+ONN9xsbW0NNTU1FURo2nU/YGoDAACGRvVhIZV+5UzjFzVR6VfOv6qZMENeXp4gNTW1g2EYo729fd+TTz7ZYdo3c+bMNiKi1NRUjUaj4ba2tvLy8/Ntly5des10jLOzs4HtGODOECQAAIA9U01E+sf1lPpO481pjiEIE4PhcDh33Ib7A0ECAADYu/JP5paaCFPNxJV/MmxOGx8fr8nJybHTarUclUrFPXr06FjTvq+++sqeiCgnJ0cgFAoNjo6Ohvj4+M7Nmze7mI7B1Ma9hyABAADsJa2++quaCHGqmpJWsypYjI+P106cOFElk8lCEhMTg8Risc7Ozs5ARGRtbW2USqWyxYsX+2zbtq2BiGjjxo1NHR0dvKCgoBCxWCw7dOiQkIho4cKFniKRSN7d3c0ViURypVLpzmZc8H/QtAsAAAY0Upp2qVQqrp2dXZ9arebGxMSIP/7444tKpdLr3Xffvfz444+PiJ+XjnZ3atqFX20AAMCI9vzzz/vU1tba9PT0cJ599tnrcXFxCA8jCIIEAACMaAcOHLhw+2enT5+uZnveFStWuO7fv9+h/2dTp05t27RpUzPbcz9MMLUBAAADGilTGzD87jS1gWJLAAAAMBuCBAAAAJgNQQIAAADMhiABAAAAZkOQAAAA1rKLs0XHLx+/ZTns45ePC7OLs0XDNab+Xn75ZQ9XV1c5wzCK4R7LaIMgAQAArMmd5dpVP67yN4WJ45ePC1f9uMpf7iwfEWs+pKWldZw6dapyuMcxGmEdCQAAYG2C1wT1hrgN9at+XOU/JWBKy4G6A84b4jbUT/CawLqV+Guvveb2zTffODo6Ourd3d1vKBQK7ZEjR8aGhIRof/rpJ6HBYOBs3779QkJCglalUnHnzp3rffbsWYaIaOXKlY1z5szpSEpK6rrb60kkEpnp3w0NDda7d++ueeqppzRs72O0QpAAAIAhMcFrgnpKwJSWLyu/dJslndU0FCEiLy+POXDggH1FRUV5T08PJyIiQqZQKLRERDqdjltVVVVx+PBhwfz58/1qa2vL33jjDTdbW1tDTU1NBZF5TbuqqqoqiIj+9re/2WVlZbk+8cQTdx1CHkaY2gAAgCFx/PJx4YG6A86zpLOaDtQdcL69ZsIceXl5gtTU1A6GYYz29vZ9Tz75ZIdp38yZM9uIiFJTUzUajYbb2trKy8/Pt126dOk10zHOzs4Gc6577tw5/qpVqzz37NlTz+fzsXLjHSBIAAAAa6aaiA1xG+rfiH6j0TTNMRRhYjAcDueO2+ZSqVTcGTNmBGzduvWij4+PfkhOOoohSAAAAGtnW84y/WsiTDUTZ1t+qVUwV3x8vCYnJ8dOq9VyVCoV9+jRo2NN+7766it7IqKcnByBUCg0ODo6GuLj4zs3b97sYjrGnKmN5557znfWrFmtEydORF3EXUCQAAAA1paMW3L19pqICV4T1EvGLbnK5rzx8fHaiRMnqmQyWUhiYmKQWCzW2dnZGYiIrK2tjVKpVLZ48WKfbdu2NRARbdy4samjo4MXFBQUIhaLZYcOHRISES1cuNBTJBLJu7u7uSKRSK5UKt0Hul5NTY3VkSNH7L/44gsniUQik0gksvz8fFZhaLRD0y4AABjQSGnapVKpuHZ2dn1qtZobExMj/vjjjy8qlUqvd9999/Ljjz8+In5eOtrdqWkXfrUBAAAj2vPPP+9TW1tr09PTw3n22Wevx8XFITyMIAgSAAAwoh04cODC7Z+dPn26mu15V6xY4bp//36H/p9NnTq1bdOmTc1sz/0wwdQGAAAMaKRMbcDwu9PUBootAQAAwGwIEgAAAGA2BAkAAAAwG4IEAACMemgjfu8gSAAAAGvX/vxnkTo395blsNW5ucJrf/6zaLjG1B/aiN87CBIAAMCaTXi4tnHFG/6mMKHOzRU2rnjD3yY8nPWaD6+99pqbr69vaGRkpHjKlCl+a9asEUVHR4v/67/+y0sikciCgoJCcnNzGaJfFq+aPn26b3BwsCw4OFi2c+fOsURESUlJXXfTN6O9vZ3r4eER1tPTwyEiamtru2Ubfg3rSAAAAGvChAS1+6Z36htXvOFvlza1RbVvv7P7pnfqhQkJrFqJ3+824vb29n0xMTHqXbt22c2ePbtjx44dDpMmTWpHB9DB4Y0EAAAMCWFCgtoubWpL+18/d7NLm9rCNkQQDU8b8fnz57fs3LnTkYjoiy++cJo/fz7W0rgDBAkAABgS6txcoWrffmf7F2Y3qfbtd769ZmKo3as24snJyV1XrlzhHzx4UGgwGDhRUVHdQ3LiUQpBAgAAWDPVRLhveqfedeXKRtM0B9swMRxtxImInn322esvvvii3/PPP4+3Eb8BQQIAAFjTlZYy/WsiTDUTutJSVi2473cbcZO5c+de7+zstJg7d24bm/E/DNBrAwAABjRSem0MRxvxv/zlL/b79+8fu2/fvl81DHsYoY04AAA8sO53G/H//M//9MrNzbU7ePBg7b28zmiBIAEAACPa/W4j/tlnn10mostsz/+wwNQGAAAMaKRMbcDwQxtxAAAAuCcQJAAAAMBsCBIAAABgNgQJAAAAMBuCBAAAPHQUCoVkuMcwWiBIAAAAayf314kunG29ZTnsC2dbhSf314mGa0wD0et/6SReUlJSNcxDGTUQJAAAgDWRn5322M4Kf1OYuHC2VXhsZ4W/yM+O1eJRnZ2d3AkTJgSKxWJZUFBQyCeffGLv4eER1tTUZEFElJ+fz0RHR4uJiJRKpXtaWppfRESExMfHJzQrK8uJiOjgwYPCyMhIcWJiYmBQUFAoERHDMArTvqioKHFSUlKAp6dnWGZmpsfWrVsdwsLCpMHBwbLy8nI+EVFjY6NFSkpKQGhoqDQ0NFT6/fffjxlszI2NjRaxsbFBgYGBIf/xH//h4+7ufnO8o9GovTEAALh//ORO6qQ5svpjOyv8xY+6tlSfbHZOmiOr95M7sWolvmfPHltXV1f98ePHzxMRXb9+nbd27dpBj6+srLQpKiqqVKvVPIVCIcvIyFAREVVUVDAlJSXlEonkxu3fqaqqsikrKyt3cXHp9fHxCePz+a3nzp2rfOutt1yysrJcduzYcXnBggVeSqXyakpKiqa2ttYqJSUlqL6+vnygMbzxxhvu8fHx6o0bNzZ/++23trt27XJi8zcY6RAkAABgSPjJndTiR11bzv6/K27yRM8mtiGCiGjcuHG6VatWeS1atMhj6tSpqokTJ2rudHxqamqHQCAwCgSC3piYmM6CgoIx9vb2Brlc3jVQiCAiCgsL6/Lx8dETEXl7e/ekpqaqiIjCw8N1eXl5QiKiwsJC29raWhvTdzQaDc/UA+T2850+fVqwb9++80RE06dP77S1tTWY/xcY+RAkAABgSFw42yqsPtnsLE/0bKo+2ezsKXFQsw0Tcrm8p7i4uGL37t12q1ev9jh69Ggnj8cz9vX98vzW6XS3TNFzOBwaaJthmF898E34fP7NJZ65XC5ZW1sbTf82GAwcIiKj0UjFxcWVDMNgOejboEYCAABYM9VEJM2R1T82I7jRNM1xewHm79XQ0GApFAr7MjMz25RKZfOZM2cYT0/PG4WFhQwR0a5du+z7H3/48OGxWq2W09zczDt58qQwLi6ui831TeLi4jo3btzoYto+ceKEzWDHRkVFaT7//HMHol+mZjo7O3lDMYaRCm8kAACAtasXVEz/mghTzcTVCyqGzVuJoqIimzfffNOTy+WShYWFccuWLRe1Wi134cKFvuvWrTPExsbecm6pVKqNjY0Vt7e3WyxfvrzJ19dXX1ZWZs32/rZv33553rx53sHBwTKDwcAZP368OjY29tJAx77zzjuN06dP9w8KCnKMjIzUODk56ceOHTtqpzfQtAsAAAb0oDXtUiqV7gKBwLBu3bqrwzkOnU7HsbCwMFpaWtLRo0fHLF682KeqqqpiOMfE1p2aduGNBAAAwBA6f/681YwZMwL6+vrI0tLSuG3btobhHtO9hCABAACjwnvvvdd4P6/3/vvvO27duvWWBbf+XR9xqbKy8oF+A/F7YGoDAAAG9KBNbcC9c6epDfxqAwAAAMyGIAEAAABmQ5AAAAAAsyFIAAAAgNkQJAAA4KGjUCgkwz2G0QJBAgAAWPvx67+K6opO37Icdl3RaeGPX/9VNNh3hoNeryciopKSkqr7eb3RDEECAABYcwuSaA9/lOVvChN1RaeFhz/K8ncLkmjZnLezs5M7YcKEQLFYLAsKCgr55JNP7D08PMKamposiIjy8/OZ6OhoMdEvK1umpaX5RURESHx8fEKzsrKciIgOHjwojIyMFCcmJgYGBQWFEhExDKMw7YuKihInJSUFeHp6hmVmZnps3brVISwsTBocHCwrLy/nExE1NjZapKSkBISGhkpDQ0Ol33///ZjBxmwax7hx4yTTpk3zY3P/DwIsSAUAAKwFREarU19aVn/4oyz/kMeTWsrzjzmnvrSsPiAymlX3zz179ti6urrqjx8/fp6I6Pr167y1a9cOenxlZaVNUVFRpVqt5ikUCllGRoaKiKiiooIpKSkpH6iVeFVVlU1ZWVm5i4tLr4+PTxifz289d+5c5VtvveWSlZXlsmPHjssLFizwUiqVV1NSUjS1tbVWKSkpQfX19eWDjaO2ttb61KlTVQKBYNQv1oQgAQAAQyIgMlod8nhSS/Hhf7iNS326iW2IICIaN26cbtWqVV6LFi3ymDp1qmrixImaOx2fmpraIRAIjAKBoDcmJqazoKBgjL29vUEul3cNFCKIiMLCwrp8fHz0RETe3t49qampKiKi8PBwXV5enpCIqLCw0La2tvZmx0+NRsNTqVRcOzu7AduTT5w4seNhCBFECBIAADBE6opOC8vzjzmPS326qTz/mLN3WISabZiQy+U9xcXFFbt377ZbvXq1x9GjRzt5PJ6xr++X57dOp7tlip7D4dBA2wzDDPjAJyLi8/k3H/hcLpesra2Npn8bDAYOEZHRaKTi4uJKhmHuKhyMGTNm0OuNNqiRAAAA1kw1EakvLatPmDO/0TTNcXsB5u/V0NBgKRQK+zIzM9uUSmXzmTNnGE9PzxuFhYUMEdGuXbvs+x9/+PDhsVqtltPc3Mw7efKkMC4urovN9U3i4uI6N27c6GLaPnHihM2djn+Y4I0EAACw1lRbxfSviTDVTDTVVjFs3koUFRXZvPnmm55cLpcsLCyMW7ZsuajVarkLFy70XbdunSE2NvaWc0ulUm1sbKy4vb3dYvny5U2+vr76srIya7b3t3379svz5s3zDg4OlhkMBs748ePVsbGxl9iedzRA0y4AABjQg9a0S6lUugsEAsO6deuuDvdYRhs07QIAAIB7AlMbAAAwKrz33nuN9/N677//vuPWrVtvWXArKipK8/nnnz9UUx6Y2gAAgAE9aFMbcO9gagMAAADuCQQJAAAAMBuCBAAAAJgNQQIAAADMhiABAAAPHYVCIblX5/7yyy/tVq5c6Xqvzj/S4OefAADAmiqnQWTlLdTaSB1vrjSpq7wuvHFJzdil+I6YBaL0ej1ZWlpSSUlJ1b26xqxZs1REpLpX5x9p8EYCAABYs/IWatt21fjrKq8LiX4JEW27avytvIVaNuft7OzkTpgwIVAsFsuCgoJCPvnkE3sPD4+wpqYmCyKi/Px8Jjo6Wkz0y8qWaWlpfhERERIfH5/QrKwsJyKigwcPCiMjI8WJiYmBQUFBoUREDMMoTPuioqLESUlJAZ6enmGZmZkeW7dudQgLC5MGBwfLysvL+UREjY2NFikpKQGhoaHS0NBQ6ffffz9msDFnZ2c7vvDCC95s7vtBgjcSAADAmo3UUe0wI7i+bVeN/5hxLi1dxdecHWYE1/d/Q2GOPXv22Lq6uuqPHz9+nojo+vXrvLVr1w56fGVlpU1RUVGlWq3mKRQKWUZGhoqIqKKigikpKSkfqJV4VVWVTVlZWbmLi0uvj49PGJ/Pbz137lzlW2+95ZKVleWyY8eOywsWLPBSKpVXU1JSNLW1tVYpKSlB9fX15WzubbRAkAAAgCFhI3VUjxnn0qIpbHQT/MG9iW2IICIaN26cbtWqVV6LFi3ymDp1qmrixImaOx2fmpraIRAIjAKBoDcmJqazoKBgjL29vUEul3cNFCKIiMLCwrp8fHz0RETe3t49qampKiKi8PBwXV5enpCIqLCw0La2tvZmx0+NRsNTqVRcOzu7h6Zd+GAQJACQyuZwAAAgAElEQVQAYEjoKq8Lu4qvOQv+4N7UVXzNmR84Vs02TMjl8p7i4uKK3bt3261evdrj6NGjnTwez9jX98vzW6fT3TJFz+FwaKBthmEGfeDz+fybSzxzuVyytrY2mv5tMBg4RERGo5GKi4srGYbBctC3QY0EAACwZqqJcJgRXD92SkCjaZrDVDNhroaGBkuhUNiXmZnZplQqm8+cOcN4enreKCwsZIiIdu3aZd//+MOHD4/VarWc5uZm3smTJ4VxcXFdbK5vEhcX17lx40YX0/aJEyds7nT8wwRvJAAAgLUbl9RM/5oIU83EjUtqhs1biaKiIps333zTk8vlkoWFhXHLli0XtVotd+HChb7r1q0zxMbG3nJuqVSqjY2NFbe3t1ssX768ydfXV19WVmbN9v62b99+ed68ed7BwcEyg8HAGT9+vDo2Nvahas41GDTtAgCAAT1oTbuUSqW7QCAwrFu3bsT83HS0QNMuAAAAuCcwtQEAAKPCe++913g/r/f+++87bt26VdT/s6ioKM3nn3/+UE15YGoDAAAG9KBNbcC9g6kNAAAAuCcQJAAAAMBsCBIAAABgNgQJAAAAMBuCBAAAsHbs2DFRdXX1LatYVldXC48dOyYa7DvDSaFQSIZ7DKMFggQAALDm6emp3bt3r78pTFRXVwv37t3r7+npyaqN+FDT6/VERFRSUlI1zEMZNRAkAACANbFYrE5PT6/fu3ev/+HDh9337t3rn56eXi8Wi1k17ers7OROmDAhUCwWy4KCgkI++eQTew8Pj7CmpiYLIqL8/HwmOjpaTPTLypZpaWl+EREREh8fn9CsrCwnIqKDBw8KIyMjxYmJiYFBQUGhREQMwyhM+6KiosRJSUkBnp6eYZmZmR5bt251CAsLkwYHB8vKy8v5RESNjY0WKSkpAaGhodLQ0FDp999/P2awMcfHxwdKJBKZRCKRCYXCiA8++MCRzd9gpMOCVAAAMCTEYrE6PDy85dSpU27jx49vYhsiiIj27Nlj6+rqqj9+/Ph5IqLr16/z1q5dO+jxlZWVNkVFRZVqtZqnUChkGRkZKiKiiooKpqSkpHygVuJVVVU2ZWVl5S4uLr0+Pj5hfD6/9dy5c5VvvfWWS1ZWlsuOHTsuL1iwwEupVF5NSUnR1NbWWqWkpATV19eXDzSGvLy880REBQUFzNy5c31nzpzZwfbvMJIhSAAAwJCorq4WlpaWOo8fP76ptLTU2d/fX802TIwbN063atUqr0WLFnlMnTpVNXHiRM2djk9NTe0QCARGgUDQGxMT01lQUDDG3t7eIJfLuwYKEUREYWFhXT4+PnoiIm9v757U1FQVEVF4eLguLy9PSERUWFhoW1tbe7Pjp0aj4alUKq6dnd2A7cmbmpos5syZ4/f111/XOTo6Gsy9/wcBggQAALBmqokwTWf4+/urh2J6Qy6X9xQXF1fs3r3bbvXq1R5Hjx7t5PF4xr6+X57fOp3ulil6DodDA20zDDPgA5+IiM/n31zimcvlkrW1tdH0b4PBwCEiMhqNVFxcXMkwzG8uB93b20sZGRn+K1asaIyKiuq+65t9QKFGAgAAWLty5QrTPzSYaiauXLnCsDlvQ0ODpVAo7MvMzGxTKpXNZ86cYTw9PW8UFhYyRES7du2y73/84cOHx2q1Wk5zczPv5MmTwri4uC421zeJi4vr3Lhxo4tp+8SJEzaDHfvSSy95ymQy7fz589uH4tojHd5IAAAAa0lJSb9q3S0Wi1lPbRQVFdm8+eabnlwulywsLIxbtmy5qNVquQsXLvRdt26dITY29pbzS6VSbWxsrLi9vd1i+fLlTb6+vvqysjJrNmMgItq+ffvlefPmeQcHB8sMBgNn/Pjx6tjY2AGbc23fvl0UGBjYLZFIbImIVq9e/a9Zs2ap2I5hpELTLgAAGNCD1rRLqVS6CwQCw7p1634VaoAdNO0CAACAewJTGwAAMCq89957jffzeu+//77j1q1bb1m5MyoqSvP5558POOUxWmFqAwAABvSgTW3AvYOpDQAAALgnECQAAADAbAgSAAAAYDYECQAAADAbggQAALBWV5clamk9Juz/WUvrMWFdXZZosO8MJ4VCIRnuMYwWCBIAAMCarV2EtqJiub8pTLS0HhNWVCz3t7WL0A732PrT6/VERFRSUlI1zEMZNRAkAACANWenJLVM9m59RcVy/5qat9wrKpb7y2Tv1js7JbFaIruzs5M7YcKEQLFYLAsKCgr55JNP7D08PMKamposiIjy8/OZ6OhoMdEvK1umpaX5RURESHx8fEKzsrKciIgOHjwojIyMFCcmJgYGBQWFEhExDKMw7YuKihInJSUFeHp6hmVmZnps3brVISwsTBocHCwrLy/nExE1NjZapKSkBISGhkpDQ0Ol33///ZiBxmswGMjHxye0sbHRwrTt7e19c3s0QpAAAIAh4eyUpHZzndZy+cpONzfXaS1sQwQR0Z49e2xdXV311dXVFbW1teXTpk3rvNPxlZWVNj/++GP1yZMnq/70pz+5NzQ0WBIRVVRUMFu2bLnU0NBQdvt3qqqqbHbs2HGptra27Ntvv3WsqamxPnfuXOXs2bNbs7KyXIiIFixY4KVUKq+WlZVV7t27t27hwoW+A12fx+PR9OnTr3/66acORET79++3lUqlOnd39162f4uRCkECAACGREvrMWFT8x5nL885TU3Ne5xvr5kwx7hx43QFBQW2ixYt8jhy5IjA0dHRcKfjU1NTOwQCgdHNza03Jiams6CgYAwRkVwu75JIJDcG+k5YWFiXj4+P3sbGxujt7d2TmpqqIiIKDw/XXbp0yYqIqLCw0PaVV17xlkgksilTpgRqNBqeSqUa8Bm6aNGi1q+//tqRiGjHjh1Oc+bMGdWLeo3aVy0AAHD/mGoiTNMZ9g6x6qGY3pDL5T3FxcUVu3fvtlu9erXH0aNHO3k8nrGvr4+IiHQ63S0Pcw6HQwNtMwzTN9g1+Hz+zSWeuVwuWVtbG03/NhgMHCIio9FIxcXFlQzD/OZy0IGBgXonJ6fef/zjH8IzZ86M2bdvX/1d3/ADCG8kAACAtU7VGaZ/aDDVTHSqzjBsztvQ0GApFAr7MjMz25RKZfOZM2cYT0/PG4WFhQwR0a5du+z7H3/48OGxWq2W09zczDt58qQwLi6ui831TeLi4jo3btzoYto+ceKEzZ2Of/HFF1vmzZvnN2XKlDYLi9H9f/bRfXcAAHBfBAQs+1XrbmenJDXbOomioiKbN99805PL5ZKFhYVxy5YtF7VaLXfhwoW+69atM8TGxt5yfqlUqo2NjRW3t7dbLF++vMnX11dfVlZmzWYMRETbt2+/PG/ePO/g4GCZwWDgjB8/Xh0bGztoc67nnntOtXjxYt78+fOvs732SIemXQAAMKAHrWmXUql0FwgEhnXr1v0q1Nxv+fn5zNKlS72Kioqqh3ssQ+FOTbvwRgIAAGAIrVy50nXnzp3Of/nLXy4M91juB7yRAACAAT1obyTut/fff99x69att6zcGRUVpfn8888HnfJ4UN3pjQSCBAAADAhBAkzuFCTwqw0AAAAwG4IEAAAAmA1BAgAAAMyGIAEAAABmQ5AAAADWNtY3ib5vVd3SW+P7VpVwY32TaLDvDCeFQiEZjuu+9dZbLkFBQSGBgYEh69atu7lS5oIFCzz9/PxCgoODZU8++WRAa2srj4ioubmZN378+GCGYRQvvPCC93CM+bcgSAAAAGuRtoz25cpL/qYw8X2rSvhy5SX/SFtGO9xj60+v1xMRUUlJSdX9vvbPP/9s/de//tW5uLi4srKysvzIkSNjy8rK+EREKSkpnTU1NeU1NTUVgYGB3atXr3YlImIYxrhu3brGtWvXXrnf471b/7+9e49q6sz3x/8JAQKRLSrECAmCAXIFYkSjeAOB0TprtOKl0x6V09+qHdsOtpV66WW5Sh2rpUs9lR612J7WlmE67aJqrZdetIIXbFGBCIQASlHBhEK5JQSEJPz+cOIXLVjLhqL4fv0Vkr2f/STLtfJ2f548HwQJAABgbbavt/ldxdjKVaVXJRsqqv1XlV6VvKsYWznb15vVFtktLS0uMTExITKZTBkaGqp6//33R4pEonCj0ehKdHMHSa1WKyO6ubPlggULxo0fP14eGBgYtm3bNl8iokOHDjGRkZGy2NjYkNDQ0DAiIj6fr3G+NmnSJFlcXFywWCwOf+6550S7d+8eFR4erpBKpcqSkhIeEdH169dd58yZExwWFqYICwtTfPvtt8N6m3NycrL/kiVLgrRarUwsFodv2rRpNBFRUVGRp0ajsTAM43Bzc6Np06aZ//3vf48gIlq4cGGLm5sbERFFRUW11tTUuBMRDR8+3DFnzhyLh4dHr03HBht2tgQAgH4x29fb/NiYkXXvV9f7PS32NbINEURE+/btGz5mzJjO7OzsS0REv/zyCzclJaXX40tLSz0vXLhQajabuRqNRrlo0aJmIiK9Xs8vKCgo6amVuMFg8CwuLi4ZPXq0LTAwMJzH49UXFRWV/uMf/xi9bdu20R9++OG1lStXBiQnJ9fOmTPHUlFR4T5nzpzQysrKkt7mcenSJY/c3NyypqYmrkKhCFu7dm3d+PHj2zZu3CgymUzcYcOGdX333XfearX6V03F9u7d67t48eKGvnxegwFBAgAA+sW39c3M56ZGwdNiX+PnpkbBjJGMmW2YmDBhQttrr70W8Oyzz4oeffTR5kceecRyt+Pnzp3b5OXl1eXl5WWLiopqOXXq1LCRI0faIyIiWnsKEURE4eHhrYGBgZ1ERGPHjr0xd+7cZiIitVrdlpOTwxARnTlzZnhFRcWtjp8Wi4Xb3Nzs4u3t3eOdgtmzZzd5enp2eXp62kaNGtVZXV3tOmHChPYXXnjBFBcXJ/X09HSoVCorl8u97bz169eP4XK5Xc888wyCBAAAPDycayKc5YwZIxlzf5Q3IiIibuTn5+u/+OIL7w0bNoiOHTvWwuVyuxyOm9/fbW1tt5XoORwO9fQ3n8/vtTTA4/FubfHs4uJCHh4eXc7HdrudQ0TU1dVF+fn5pXw+/562g+4+JpfLJZvNxiEiWr16df3q1avriYiSkpJEYrH4VrhJS0vz+eabb0acOnWq3MXlwVl58ODMFAAA7lsXWqz87qHBuWbiQouVz2bcqqoqN4ZhHM8991xDcnKyqbCwkC8WizvOnDnDJyL6/PPPR3Y//ujRoyOsVivHZDJxf/jhB2b69Om/Kh30xfTp01u2bNly61cWubm5nnc7vjc1NTWuREQVFRXuhw8fHrFixYoGIqKsrKzhO3bsGHPkyJFLDMPct+sheoI7EgAAwNorEr9fte6e7evNurRx4cIFz1deeUXs4uJCrq6uXbt27bpitVpdnnnmmaCNGzfap06detv4CoXCOnXqVFljY6PrmjVrjEFBQZ3FxcUebOZARLRnz55rK1asGCuVSpV2u50zefJk89SpU393c6758+cHNzU1ubq6una98847V319fe1ERMnJyWM7OjpcYmNjpUREEyZMsPzrX/+6SkQkEonCLRYLt7Ozk/PNN9+MOHLkSHlkZGQ72/fUX9C0CwAAevSgNe1KTk729/Lysm/cuPFXoQbYQdMuAAAAGBAobQAAwJCwffv263/k9Xbs2OGze/fu23bunDRpkiUjI+N3lzweZChtAABAjx600gYMHJQ2AAAAYEAgSAAAAECfIUgAAABAnyFIAAAAQJ8hSAAAAGtbvykTHiutZbo/d6y0ltn6TZmwt3P6Q3R0dEh9fT33t48cOFqtVnby5ElWO3g+yBAkAACAtfFjR1iTPy+UOMPEsdJaJvnzQsn4sSOsA3ndnJycS87dIZ0cDgfZ7fbeToF+hiABAACsxSuE5u2Pja9M/rxQ8sZXJf7JnxdKtj82vjJeIWS1RfaGDRuEmzZtGk1E9NRTTwVMmTJFSkR08OBBZv78+eNEIlG40Wh0LSsrcw8KCgpLSEgIkkqlqsuXL7tnZWUNVyqVCplMpoyKipISEZ04cYI/fvx4uUKhUGo0GrlOp+MR3WyYFR8fHzx16tRQkUgUvnnzZkFKSopQoVAo1Wq1vLa29q53PT799NOR4eHhiqCgoLCvv/7ai817ftAgSAAAQL+IVwjNiyaI6z46U+W3aIK4jm2IICKKiYmxnDlzxouIqLCwkN/a2sq9ceMGJycnx2vGjBm3jX/16lVeUlJS3aVLl0q8vLwcSUlJQfv27btcVlamP3DgwGUiIrVa3X7u3DlDaWmp/vXXX69Zt26d2Hl+eXm55+HDhy+fO3eudMuWLSI+n+8oLS3VT5w4sTU9Pd3nbvO02WycoqKi0tTU1GsbN270Z/u+HyQIEgAA0C+OldYyX+RXC/6/aUHGL/KrBXeumeiL6dOnW4uKioY1NDS48Hi8rokTJ1pOnTrFP3v2LBMbG2vpfqyfn19HXFxcKxFRdnb2MK1Wa5bL5R1EREKh0E5E1NDQwP3zn/8cHBoaqlq3bl1AeXn5rYZeU6dONY8cOdLh7+9v8/Lysi9ZsqSJiCg8PNxaVVXFu9s8lyxZ0vifMVqrq6vd2b7vBwmCBAAAsOZcE7H9sfGVr89TXXeWOdiGCR6P1xUQEHBj165dvlqt1jJz5kzLsWPHmCtXrvA0Gs1tHTD5fP5vtt9ev369KDo62lxRUVHy1VdfXero6Lj1Peju7n5rq2cXFxfy8PDocj622Wycu43rPNbV1ZXsdvtdjx1qECQAAIC1wqtN/O5rIpxrJgqvNrH+NUNUVJRl586dwpiYGHN8fLz5448/FiiVSquLS+9fYTExMa15eXmMwWBwJyJyrnFoaWnhisXiDiKi9PR0X7ZzAwQJAADoB2vmyGrvXBMRrxCa18yRsW7pHR0dba6rq3OLjY1tDQgIsPF4vK5p06ZZ7naOv7+/LS0trSohISFEJpMpExISJERE69evN6WkpIgVCoXSZrOxnRoQmnYBAEAv0LQLnNC0CwAAAAaE62BPAAAA4EGwfPnysefOnbttj4hnn3229oUXXvhlsOZ0P0CQAAAAuAcZGRlXB3sO9yOUNgAAAKDPECQAAACgzxAkAAAAoM8QJAAAAKDPECQAAIC94/8QUtnR27fDLjvK0PF/CAfystHR0SH19fV37cw50LRarezkyZOsd/B8UCFIAAAAe+KJVtr/jORWmCg7ytD+ZyQknmgdyMvm5ORc8vX1tXd/zuFwkN1u7+0U6GcIEgAAwJ5srpkS3quk/c9I6OjL/rT/GQklvFdJsrmsWolv2LBBuGnTptFERE899VTAlClTpEREBw8eZObPnz9OJBKFG41G17KyMvegoKCwhISEIKlUqrp8+bJ7VlbWcKVSqZDJZMqoqCgpEdGJEyf448ePlysUCqVGo5HrdDoeEVFaWppPfHx88NSpU0NFIlH45s2bBSkpKUKFQqFUq9VyZ6+Ou7Hb7bRo0aKg559/3t9ms9GiRYuCQkNDVVKpVPnGG2+MZvM53M8QJAAAoH/I5ppJ/UQd/bjbj9RP1LENEUREMTExljNnzngRERUWFvJbW1u5N27c4OTk5HjNmDHjtvGvXr3KS0pKqrt06VKJl5eXIykpKWjfvn2Xy8rK9AcOHLhMRKRWq9vPnTtnKC0t1b/++us169atEzvPLy8v9zx8+PDlc+fOlW7ZskXE5/MdpaWl+okTJ7amp6f73G2enZ2dnAULFowLCQlpT0tLu3727Fm+0Wh0q6ioKCkvL9f//e9/H7KbViFIAABA/yg7ypDuUwFNftZIuk8Fv1oz0QfTp0+3FhUVDWtoaHDh8XhdEydOtJw6dYp/9uxZJjY29rbGXX5+fh1xcXGtRETZ2dnDtFqtWS6XdxARCYVCOxFRQ0MD989//nNwaGioat26dQHl5eUezvOnTp1qHjlypMPf39/m5eVlX7JkSRMRUXh4uLWqqop3t3k+99xzgUqlsi01NdVERCSXy29cu3aN99///d8BWVlZw0eOHDlkay0IEgAAwJ5zTUTCe5U0963rt8ocLMMEj8frCggIuLFr1y5frVZrmTlzpuXYsWPMlStXeBqNpr37sXw+3/Fb461fv14UHR1trqioKPnqq68udXR03PoedHd3v9XF0sXFhTw8PLqcj202G+du4/4n4Ay3Wq0cIiKBQGAvLi7Wz5o1y/zee+8JHn/88aDf+dYfGAgSAADAXvV5/m1rIpxrJqrPs/41Q1RUlGXnzp3CmJgYc3x8vPnjjz8WKJVKq4tL719hMTExrXl5eYzBYHAnInKucWhpaeGKxeIOIqL09HRftnNzWrlyZf3s2bOb//KXvwR3dnaS0Wh0tdvt9OSTTzZt2bKlpqioaMj+qgNBAgAA2IvbUPurNRGyuWaK21DLdujo6GhzXV2dW2xsbGtAQICNx+N1TZs2zXK3c/z9/W1paWlVCQkJITKZTJmQkCAhIlq/fr0pJSVFrFAolDabje3UbpOSklKrVqutCxcuHFdVVeU2ffp0mVwuVy5fvlyycePG6n692H2E09XV9dtHAQDAQ0en01Wp1er6wZ4HDD6dTuerVquDenoNdyQAAACgz9BGHAAA4B4sX7587Llz57y6P/fss8/WvvDCC0P2p533AkECAADgHmRkZFwd7Dncj1DaAAAAgD5DkAAAAIA+Q5AAAACAPkOQAAAAgD5DkAAAANbS8tOE2deyb9sOO/taNpOWnyYcyOt++OGHIyUSiWry5MnS3o557LHHAmUymVIqlSofeeQRSXNzc6/ffdevX3eNiIiQKxQK5ddff+21atUq0ZgxYyL4fL6m+3EpKSnC4OBglVQqVUZFRUnLy8vdna9xudxIuVyulMvlytjY2JD+eaf3LwQJAABgLUIQYX3t9GsSZ5jIvpbNvHb6NUmEIMI6kNf96KOPfHfv3n3lxx9/LO/tmPfee+9aWVmZvry8XC8WiztSU1N7bel96NAhRqFQtJWWluofeeQRy4IFC5p+/PHH0juPi4yMtBYWFpaWl5frFyxY0Lh69epbXUR5PJ7DYDDoDQaD/vvvv7/E/l3e3xAkAACAtZiAGPOb09+sfO30a5K38t7yf+30a5I3p79ZGRMQw6qV+IYNG4SbNm0aTUT01FNPBUyZMkVKRHTw4EGGw+FEXrhwwWvlypVBK1euFNtsNvrb3/4mDg0NVUmlUuWbb745moho1KhRDiIih8NBbW1tLhxOz/23cnNzPV9//XXxt99+O0IulystFgsnLi6uNTAwsPPOY+fNm2dmGMZBRDR9+nSL0Wh0//WI/09OTg5/9uzZwURE//znP0d4eHhMaG9v51itVo5YLA5n8RENOgQJAADoFzEBMeZ5wfPqMksz/eYFz6tjGyKIiGJiYixnzpzxIiIqLCzkt7a2cm/cuMHJycnxevvtt6+EhYVZP/nkk8r09PTqbdu2Ca5evequ1+tLysvL9StWrLi1UdTixYuDBAKB+tKlSx4vv/zyzz1da+rUqW2vvPLK9Xnz5jUaDAa9l5fXPfWQSE9PF8THxzc7/+7o6HAJCwtTqNVqeUZGxoj/jG3V6/V8IqKTJ096hYSEtJ08eZJ/4sSJYRqN5q59Q+53CBIAANAvsq9lM19d/kqwVLHU+NXlrwR3rpnoi+nTp1uLioqGNTQ0uPB4vK7/tOvmnz17lomNjb3tC/j7778fvnLlyno3NzciIhIKhXbna1lZWVW1tbW60NDQ9g8//HAk23k57dq1a5ROp+O/8cYbJudzFRUVF4uLi0s//fTTypdffjmgpKSE5+bmRmPHjm3Pz8/3yM/PH7Zq1araEydOMDk5OcxvNSC73yFIAAAAa841EW9Of7PyZe3L151lDrZhgsfjdQUEBNzYtWuXr1artcycOdNy7Ngx5sqVKzyNRtP+e8ZydXWlpUuXNhw4cKBfgsSBAweYrVu3+h05cuSSp6fnrbsX48aN6yQiUiqVHVOmTDHn5eXxiYimTZtmOXjwoLebm1vXvHnzWs6ePet19uxZrzsD0YMGQQIAAFi7WHeR331NhHPNxMW6i3y2Y0dFRVl27twpjImJMcfHx5s//vhjgVKptLq43P4VFhcX15Kenu7b2XlzSUNtbS3X4XBQcXExj+jmGon9+/ePCA0N/V0BpCdnzpzxXLVqVeCXX355SSQS3epHXldXx21ra+MQERmNRtfz5897RUREtBERRUdHW9LT00dPmjTJ4u/vb2tsbHStrKz0mDhxYhvb+QwmBAkAAGDt+QnP1965JiImIMb8/ITna9mOHR0dba6rq3OLjY1tDQgIsPF4vK6eygGrV6+uE4vFHXK5XCWTyZT/93//N6qrq4sSExPHSaVSpUwmU5lMJre33nrr+r1e+5lnnhELhcKI9vZ2F6FQGJGcnOxPRLR27doAq9XKXbJkSXD3n3kWFhZ6qNVqhUwmU0ZHR0tffPFFU2RkZDvRzfUev/zyi1tMTIyFiEipVLbJZLK2OwPRg4bT1XVPa0kAAOAho9PpqtRqdf1gzwMGn06n81Wr1UE9vfZgxyAAAAAYVGgjDgAAD53169eP+fLLL0d1f+7RRx9tSE1NNfV2DvQMpQ0AAOgRShvghNIGAAAADAgECQAAAOgzBAkAAADoMwQJAAAA6DMECQAAYO3nd94Rmk+cuG07bPOJE8zP77wjHKw53c3KlSvFISEhqpUrV4qJiD744IORwcHBqpCQENW8efPGOY979913fQIDA8MCAwPD3n33XR/n8+3t7ZwnnngiMCgoKGzcuHGqvXv3jhiM93E/wM8/AQCANU+12np9/csS/9S3KplZs8zmEycY59+DPbee/Otf//JtbGwsdHV1paKiIt62bdv8fvjhB4NAILDX1NS4Et3cYjs1NdX/woULehcXF9JoNMrHH3+8SSAQ2F955RU/gUDQWVVVVWy32+nnn39+aL9PcUcCACARJmYAABSESURBVABYY2bNMvunvlV5ff3LEtPmzf7dQwXbsePj44NVKpUiJCREtXXrVl8ioqysrOFKpVIhk8mUUVFRUiKiw4cPe8nlcqVcLlcqFAplY2Njj99xsbGxIVarlRsWFqZ8//33R+7cuVPw9NNP/ywQCOxERM7eGQcOHPCeOXNmi1AotAsEAvvMmTNb9u3b501E9Omnn/pu2rTJRETE5XLJz8/PZrPZSCQShTscDqqvr+dyudzIo0ePehERTZw4UVZUVMRj+1ncjx7aBAUAAP2LmTXL7L3g0brGTzL8RiYuN/ZHiCAiyszMrBIKhXaLxcLRaDTKv/71r01JSUlB2dnZBrlc3lFbW8slItq2bduYtLS0K7Nnz25tbm524fP5jp7G+/777y/x+XyNwWDQExF99tlno4iIJkyYILfb7bRhw4brixcvbqmpqXETi8UdzvNEIlFHTU2NW319PZeIKDk52T83N5cJDAy8sWfPnqsBAQE2iUTSnp+f71FRUcFTKBTW7Oxsr5iYmFaj0egeHh5+oz8+j/sN7kgAAEC/MJ84wTQf+FIwMnG5sfnAl4I710z0VWpqqlAmkykjIyMVJpPJLS0tTaDVas1yubyDiEgoFNqJiKZMmWJZs2ZNwKZNm0bX19dz3dzc7ml8u93OuXz5Mu/s2bNln332WWVSUlKQMyz0pLOzk1NbW+s2bdq0Vr1eXzp58uTWVatWBRARTZ061Xz8+HEmJyeHWbt2rfHs2bPMyZMnh6nV6tZ++CjuSwgSAADAWvc1EWNeffW6s8zBNkwcOnSIycnJYc6fP28oKyvTKxSKNo1GY+3p2M2bN5s++OCDK21tbS4zZsyQFxQUeNzLNfz8/Dr+8pe/NPF4vC65XN4xbty49pKSEp5IJOqsrq52dx5XU1PjLhKJOoVCoc3Dw8ORmJjYSES0bNmyhuLiYj4R0axZsyynT5/2ys/PH7ZkyZLmlpYW7vHjx5meupUOFQgSAADAWptOx+++JsK5ZqJNp+OzGbepqYnr7e1tZxjGUVBQ4KHT6Ya1t7e75OXlMQaDwZ3o5qJIIqKSkhKeVqtte/PNN00RERGtxcXF9xQkFi5c2JSTk8MQERmNRteffvrJQyaT3ViwYEFzTk7O8Lq6Om5dXR03Jydn+IIFC5pdXFwoLi6u+fDhwwwR0ZEjR4aHhoa2ERFFR0e35ufne7m4uHTx+fwulUpl/eSTTwSxsbH9Uua5H2GNBAAAsDb6xRdr73yOmTXLzHadxKJFi5r37NkjkEgkKolE0q5Wq1tHjx5tS0tLq0pISAhxOBzk4+PTmZubW/H222+Pzs3NHc7hcLpkMlnb4sWLm+/lGgsXLmz5+uuvhwcHB6u4XG7Xxo0br40ZM8ZORLR27drrkZGRCiKidevWXXeWUbZv3179X//1X+PWrFnD9fHxsX3yySdVRESenp5dY8aM6Zg4cWIrEdGMGTMsBw8eHKXVatvYfA73MzTtAgCAHqFpFzihaRcAAAAMCJQ2AABgSMrLy/NMTEwc1/05d3d3x8WLFw2DNaehCEECAACGJK1W2+bcKwIGDkobAAAA0GcIEgAAANBnCBIAAADQZwgSAADw0OneRryiosJ98uTJUoVCoZRKpcrPPvvMm4jIZDJxJ0+eLOXz+ZrExMSxPY0TGxsbEhoaqvpjZ39/wWJLAABg7YcvLwuF47yt4yJ8b21A9dPFeqb2p2b+lEeDf7VZ1WDr3kb8iSeeCFy4cGHj+vXr6y5cuOAxf/780L/+9a9FfD6/a+PGjdd1Op1ncXGx551jfPzxxyOGDRtmH4z5309wRwIAAFgTjvO2Ht+rl/x0sZ4huhkiju/VS4TjvHvsi/F7DHQbcQ6HQy0tLVwiosbGRu7o0aM7iYiGDx/umDNnjsXDw+NXXUSbm5td0tLShCkpKUbnczU1Na4qlUpBRHT27FlPDocTWVFR4U5EFBAQEGY2m4fkdy7uSAAAAGvjInzNcU8qK4/v1UtkU8bUlf1gEsQ9qazsfoeirwa6jfjs2bMtf/rTn0I/+OCD0W1tbS6HDx8u/605JScni1544YVaLy+vW9cQiUS2GzduuDQ0NLicOHHCS6VSWY8dO+bV1dVl8fHxsTEM0+N8HnRDMh0BAMAfb1yEr1k2ZUzdxe+r/WRTxtT1R4ggGvg24h999NGoJ5544pfa2tqL+/btq3jyySfH2e29Vyxyc3M9f/rpJ15iYmLTna9NnDjRcuzYMa/Tp08z69atM546dYo5duyY15QpU9D9EwAA4G5+uljPlP1gEkTEio1lP5gEzjIHG39EG/F//vOfvsuXL28gIoqPj2+9ceOGi8lk6vWO/alTp7yKi4v5IpEofObMmfKqqiqeVquVERHNmDHDfPLkSaa6utp96dKlTSUlJZ6nT5/2mjlz5pDt/okgAQAArDnXRMQ9qayc8Zj0urPMwTZM/BFtxP39/TuOHDkynIgoPz/fo6Ojg+Pn52fr7fj169fX/fzzzxdramqKTp48aQgKCrqRl5dXRkQUHx9v+eKLL0aNGzfuBpfLpREjRthOnDjh/ac//WnI3pHAGgkAAGCt9qdmfvc1Ec41E7U/NfPZlDj+iDbi//M//3Pt6aefDtq5c6eQw+HQe++9V+XicvP/2SKRKNxisXA7Ozs533zzzYgjR46UR0ZGtvc2lkwm6+jq6uLMmDHDTEQUFRVlMRqN7gKBYMj+ugNtxAEAoEdoIw5OaCMOAAAAAwKlDQAAGJLQRvyPgSABAABDEtqI/zFQ2gAAAIA+Q5AAAACAPkOQAAAAgD5DkAAAAIA+Q5AAAID7lkajkQ/U2JmZmd6vvvrqGCKio0ePeimVSoWrq2vkRx99NHKgrjkU4VcbAADA2ul/fyL0C5VbgyO1t3axvHwhjzFWGPjTH0+s7eu4BQUFv/qpZmdnJ91rQ667Wbp0aTMRNRMRSSSSjo8++qjqrbfeErIe+CGDOxIAAMCaX6jcenTnNsnlC3kM0c0QcXTnNolfqLzHBlv3is/na4huNu+KjIyUxcbGhoSGhoYREcXHxwerVCpFSEiIauvWrb7Oc7KysoYrlUqFTCZTRkVFSXsbOy0tzScxMXEs0c2trSdPntzm3Bob7h3uSAAAAGvBkVrz3L+/VHl05zaJamZcXcnJ44K5f3+psvsdCrb0ej2/oKCgxNk+PDMzs0ooFNotFgtHo9Eoly1b1uhwODhJSUlB2dnZBrlc3uFs6AUDB0ECAAD6RXCk1qyaGVeXf/Sg34S58439GSKIiCIiIlqdIYKIKDU1VXj48OERREQmk8mtpKTEo7a21lWr1ZqdxwmFwiHbLOt+gXs4AADQLy5fyGNKTh4XTJg731hy8rjAWeboL3w+3+F8fOjQISYnJ4c5f/68oaysTK9QKNra2trwnTYI8KEDAABrzjURc//+UuWsJ/923Vnm6O8w4dTU1MT19va2MwzjKCgo8NDpdMOIiGJiYlrz8vIYg8HgTkSE0sbAQ5AAAADWjBUGfvc1Ec41E8YKA38grrdo0aJmm83GkUgkqrVr14rUanUrEZG/v78tLS2tKiEhIUQmkykTEhIk9zJeTk4OXygURhw5cmTk6tWrA0NCQlQDMe+hiNPV1TXYcwAAgPuQTqerUqvV9YM9Dxh8Op3OV61WB/X0Gu5IAAAAQJ/hVxsAADCk7dixw2f37t23bTQ1adIkS0ZGxtXBmtNQgtIGAAD0CKUNcEJpAwAAAAYEggQAAAD0GYIEAAAA9BmCBAAAAPQZggQAANy3NBqNfKDGzszM9H711VfHEBGlpKQIg4ODVVKpVBkVFSUtLy93H6jrDjUIEgAAwFrzN1XCttJfbtsOu630F6b5myphb+fci4KCAsOdz3V2drIZ8palS5c2b9682UREFBkZaS0sLCwtLy/XL1iwoHH16tXifrnIQwBBAgAAWHMfy1gbPi+XOMNEW+kvTMPn5RL3sYyVzbh8Pl9DdLNJV2RkpCw2NjYkNDQ0jIgoPj4+WKVSKUJCQlRbt271dZ6TlZU1XKlUKmQymTIqKkra29hpaWk+iYmJY4mI5s2bZ2YYxkFENH36dIvRaMQdiXuEDakAAIA1T4WPedRj0sqGz8slwyaMrmvN/1kw6jFppafCp99aiev1en5BQUGJs0V4ZmZmlVAotFssFo5Go1EuW7as0eFwcJKSkoKys7MNcrm8oy9Nu9LT0wXx8fHN/TXvoQ5BAgAA+oWnwsc8bMLoOsuZ635e0/yN/RkiiIgiIiJanSGCiCg1NVV4+PDhEUREJpPJraSkxKO2ttZVq9WanccJhUL777nGrl27Rul0On56enpZf859KEOQAACAftFW+gvTmv+zwGuav7E1/2cBL2SEuT/DBJ/PdzgfHzp0iMnJyWHOnz9vYBjGodVqZW1tbazK9QcOHGC2bt3qd+rUqTJPT09s+3yPsEYCAABYc66JGPWYtHLEvODrzjLHnQsw+0tTUxPX29vbzjCMo6CgwEOn0w0jIoqJiWnNy8tjDAaDOxHRvZY2zpw547lq1arAL7/88pJIJLINxJyHKtyRAAAA1jqumvnd10Q410x0XDXz+7vEQUS0aNGi5j179ggkEolKIpG0q9XqViIif39/W1paWlVCQkKIw+EgHx+fztzc3IrfGm/t2rUBVquVu2TJkuD/jNPx/fffX+rveQ9FaNoFAAA9QtMucELTLgAAABgQKG0AAMCQtmPHDp/du3fftjHWpEmTLBkZGVcHa05DCUobAADQI5Q2wAmlDQAAABgQCBIAAADQZwgSAAAA0GcIEgAAANBnCBIAAMDa8ePHhWVlZbftYllWVsYcP36cVRtxjUYjZzez3mVmZnq/+uqrY4iI3n77bYFUKlXK5XJlZGSk7MKFCx4Ddd2hBkECAABYE4vF1v3790ucYaKsrIzZv3+/RCwWs2ojXlBQYLjzuc7OTjZD3rJ06dLmzZs3m4iIVqxY8Ut5ebneYDDok5OTTS+++GJAv1zkIYAgAQAArMlkMnNCQkLl/v37JUePHvXfv3+/JCEhoVImk7HaHpvP52uIbjbpioyMlMXGxoaEhoaGERHFx8cHq1QqRUhIiGrr1q2+znOysrKGK5VKhUwmU0ZFRUl7GzstLc0nMTFxLBHRqFGjbjUEs1gsXA6Hw2baDxVsSAUAAP1CJpOZ1Wp13Y8//ug3efJkI9sQcSe9Xs8vKCgocbYIz8zMrBIKhXaLxcLRaDTKZcuWNTocDk5SUlJQdna2QS6Xd9xr0y4ioi1btgh27dol7OzsdPnuu+/QRvwe4Y4EAAD0i7KyMkan0wkmT55s1Ol0gjvXTLAVERHR6gwRRESpqalCmUymjIyMVJhMJreSkhKP7OzsYVqt1uw8TigU2u91/FdeeaXu2rVrxSkpKdWvv/66X3/OfShDkAAAANacayISEhIq586de91Z5ujPMMHn82+VHw4dOsTk5OQw58+fN5SVlekVCkVbW1tbv3ynPf300w3ffffdiP4Y62GAIAEAAKxVV1fzu6+JcK6ZqK6u5g/E9Zqamrje3t52hmEcBQUFHjqdbhgRUUxMTGteXh5jMBjciYjutbRRVFTEcz7+7LPPvAMDA28MxLyHIqyRAAAA1uLi4mrvfE4mk5n7e52E06JFi5r37NkjkEgkKolE0q5Wq1uJiPz9/W1paWlVCQkJIQ6Hg3x8fDpzc3Mrfmu87du3jz516tRwV1fXLm9vb9vevXt/Goh5D0Vo2gUAAD1C0y5wQtMuAAAAGBAobQAAwJC2Y8cOn927d9+2w+akSZMsGRkZVwdrTkMJShsAANAjlDbACaUNAAAAGBAIEgAAANBnCBIAAADQZwgSAAAA0GcIEgAAwNrly9uEdfXHb9sOu67+OHP58jZhb+fcC41GI2c3s95lZmZ6v/rqq2O6P7d3794RHA4n8uTJkwOyI+dQhCABAACsDfceb9Xr10icYaKu/jij16+RDPceb2UzbkFBgeHO5zo7O9kMecvSpUubN2/ebHL+3djY6PK///u/woiIiNZ+ucBDAkECAABYE/jGmZXKrZV6/RpJefk//PX6NRKlcmulwDeO1RbZfD5fQ3SzSVdkZKQsNjY2JDQ0NIyIKD4+PlilUilCQkJUW7du9XWek5WVNVypVCpkMpkyKipK2tvYaWlpPomJiWOdf7/00kuiNWvWmHg8HvZF+B2wIRUAAPQLgW+c2W/Mwrpr1Xv9AsRPGtmGiDvp9Xp+QUFBibNFeGZmZpVQKLRbLBaORqNRLlu2rNHhcHCSkpKCsrOzDXK5vONem3adPn2aX1NT4/744483b9++fcxvnwFOCBIAANAv6uqPM0bTPkGA+Emj0bRPMHLUVHN/homIiIhWZ4ggIkpNTRUePnx4BBGRyWRyKykp8aitrXXVarVm53FCodD+W+Pa7XZKTk4OyMjIQKOuPkBpAwAAWHOuiVAqt1ZKpRuuO8scdy7AZIPP5zucjw8dOsTk5OQw58+fN5SVlekVCkVbW1tbn77TmpqauBUVFR6xsbEykUgUrtPphi1evDgECy7vDYIEAACw1tJcyO++JsK5ZqKluXBAvoybmpq43t7edoZhHAUFBR46nW4YEVFMTExrXl4eYzAY3ImI7qW04ePjY29sbNTV1NQU1dTUFKnV6tasrKxLM2fOZLVQ9GGB0gYAALAWHPxS7Z3PCXzj+rW00d2iRYua9+zZI5BIJCqJRNKuVqtbiYj8/f1taWlpVQkJCSEOh4N8fHw6c3NzKwZiDnATmnYBAECP0LQLnNC0CwAAAAYEShsAADCk7dixw2f37t237bA5adIkS0ZGxtXBmtNQgtIGAAD0CKUNcEJpAwAA+sLhcDg4gz0JGFz/+Tfg6O11BAkAAOhNcV1dnTfCxMPL4XBw6urqvImouLdjsEYCAAB6ZLPZVphMpg9MJlMY4T+eDysHERXbbLYVvR2ANRIAAADQZ0iYAAAA0GcIEgAAANBnCBIAAADQZwgSAAAA0GcIEgAAANBn/z9wZYX7sUTZOwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dat in data:\n",
    "    wav_deets = FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission']))\n",
    "    depth = average_depths['5s'][average_depths['band'] == dat[0]]\n",
    "    #print(depth)\n",
    "    coverage = np.sum(~np.isnan(depths['ferr_{}_mean'.format(dat[0])]))/len(depths)\n",
    "    plt.plot(coverage, depth, 'x', label=dat[0])\n",
    "    \n",
    "plt.xlabel('Coverage')\n",
    "plt.ylabel('Depth')\n",
    "#plt.xscale('log')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.title('Depths (5 $\\sigma$) vs coverage on {}'.format(FIELD))"
   ]
  }
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