{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GAMA-15 master catalogue\n", "## Preparation of DECam Legacy Survey data\n", "\n", "This catalogue comes from `dmu0_DECaLS`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The `object_id` as unique object identifier;\n", "- The position;\n", "- The u, g, r, i, z, Y aperture magnitude (2”);\n", "- The u, g, r, i, z, Y kron fluxes and magnitudes.\n", "\n", "We check for all ugrizY then only take bands for which there are measurements" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "017bb1e (Mon Jun 18 14:58:59 2018 +0100)\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:855: MatplotlibDeprecationWarning: \n", "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n", " \"found relative to the 'datapath' directory.\".format(key))\n", "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:846: MatplotlibDeprecationWarning: \n", "The text.latex.unicode rcparam was deprecated in Matplotlib 2.2 and will be removed in 3.1.\n", " \"2.2\", name=key, obj_type=\"rcparam\", addendum=addendum)\n", "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/seaborn/apionly.py:9: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n", " warnings.warn(msg, UserWarning)\n" ] } ], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction, flux_to_mag" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"decals_ra\"\n", "DEC_COL = \"decals_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_decals = Table.read(\"../../dmu0/dmu0_DECaLS/data/DECaLS_GAMA-15.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:77: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:81: RuntimeWarning: invalid value encountered in double_scalars\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n", "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/numpy/lib/function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)\n", " outputs = ufunc(*inputs)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:77: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n" ] } ], "source": [ "bands = [\"u\", \"g\", \"r\", \"i\", \"z\", \"y\"]\n", "band_index = {\"u\":0,\"g\":1, \"r\":2, \"i\":3, \"z\":4, \"y\":5}\n", "apertures = [0, 1, 2, 3, 4, 5, 6, 7] \n", "aperture_sizes = [0.5, 0.75, 1.0, 1.5, 2.0, 3.5, 5.0, 7.0] #arcsec aperture sizes\n", "\n", "flux = {}\n", "flux_errors ={}\n", "magnitudes = {}\n", "flux_errors ={}\n", "magnitude_errors = {}\n", "stellarities = {}\n", "\n", "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "for band in bands:\n", " flux[band] = np.transpose(np.array(orig_decals[\"decam_apflux\"][:,band_index[band]])) #np.transpose(np.array( orig_decals[\"decam_apflux\"], dtype=np.float )) \n", " flux_errors[band] = np.transpose(np.array(orig_decals[\"decam_apflux_ivar\"][:,band_index[band]])) #np.transpose(np.array( orig_legacy[\"apflux_ivar_{}\".format(band)], dtype=np.float ))\n", " \n", " magnitudes[band], magnitude_errors[band] = flux_to_mag_vect(flux[band] * 3.631e-6 ,flux_errors[band] * 3.631e-6)\n", " \n", " stellarities[band] = np.full(len(orig_decals),0., dtype='float32')\n", " stellarities[band][orig_decals[\"type\"] == \"PSF \" ] = 1.\n", " stellarities[band][orig_decals[\"type\"] == \"PSF\" ] = 1.\n", " \n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " magnitude_errors[band][mask] = np.nan\n", " \n", "\n", " \n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.a u band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_ap_evol(magnitudes['u'], stellarities['u'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "u band is all nan" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_vs_apcor(magnitudes['u'][4], \n", "# magnitudes['u'][5], \n", "# stellarities['u'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "#mag_corr['u'] = np.nan\n", "#mag_corr['u'], num, std = aperture_correction(\n", "# magnitudes['u'][4], magnitudes['u'][5], \n", "# stellarities['u'],\n", "# mag_min=16.0, mag_max=19.0)\n", "#print(\"Aperture correction for g band:\")\n", "#print(\"Correction: {}\".format(mag_corr['g']))\n", "#print(\"Number of source used: {}\".format(num))\n", "#print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['g'], stellarities['g'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['g'][4], \n", " magnitudes['g'][5], \n", " stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 16.0 and 19.0" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.0989504225602218\n", "Number of source used: 21773\n", "RMS: 0.06706803199655266\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] } ], "source": [ "# Aperture correction\n", "#mag_corr['g'] = np.nan\n", "mag_corr['g'], num, std = aperture_correction(\n", " magnitudes['g'][4], magnitudes['g'][5], \n", " stellarities['g'],\n", " mag_min=16.0, mag_max=19.0)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num)) \n", "print(\"RMS: {}\".format(std))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['r'], stellarities['r'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] }, { "data": { "image/png": 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t7MjqUCilCoFHgTnAFkDpur7LEq5Kqf8ChwLLdF0/ddTzVcAjQBHwHnC2ruvDQdzaaGhoCLvck3G73bS2JnYffDSkSj0hdeqaaPU0/H745APwRX+BxNEzMMbj8/m45a9/54//fIoj9tmL//3iKRy85x5J94E6up5Nbe386m//QH/pFfLzcvnxN87if04+cdJunZrGJn77yGM8vvRVHA4H55x8Ihd/5UvMKCyY8PhlH65m2QerWfbhajq6ewBYUDmLebNmsnz1R3T29JKVkcGxB+3PyUccxrEHHRCVGSxT/U2ni6Su5/w90bKDD5ZDeU8qLy8HmLJZLtKWlsuApbqu36aUuiyw//NxjvsVkA18a8zzvwDu0HX9EaXUH4ALgHsiLJMQIhH0dFkSsEylb2CA7/3qDl5YsZJzTzmJ6751AWmO5G9ULi0q5Nc/+h7nf/EUrr/vL1x1z3088J/nuPrC8zjmwP136oap3dbMXQ8/xuNLX8Fus3HeF07mO1/9EiWFk48ZmV1WyuyyUr5x0gn4/X4+2byFNz4wW2E+WLuO4w46kM8ffiiLD9iXrIwMq6ssxC4i/Z98GnB0YPsB4FXGCVp0XV+qlDp69HNKKQ04Fvj6qPOvQ4IWIaaHOMwaqm9u4bzrb2FtzVZuvPibnP+Fk2NeBqstmluNfusNvLDiHW780wOcc+1NLN5/X66+8DzysrP57aOP8+gLS7FpGmefchKXfPWM7d07obDZbCyaW82iudVc/JUvWVATIUIXadBSout6Y2C7CSgJ4dwioFPX9ZF5hHVAxUQHK6UuAi4C0HUdt0V90Q6Hw7JrJ5JUqSekTl0TqZ6G18swfrCoO8Zmt+Mcc+131nzC1y6/mqFhD/+8/VaOO/hAS+4dS+PVc8RXTzye0449mvv+9TS/+PPfOOG7l2IPJP8674un8OOzv07FjOLYFjgCk9V1OknmeqYVFWHL2XXm10SseE+aMmhRSr0ElI7z0pWjd3RdN5RSli3hquv6vcC9gV3Dqr77RBsXYJVUqSekTl0TqZ5GWwt0dVl2/bHjAv71yuv85M7fU1pUiH7rDcyvnJW84wZGCWb8w9knHc+phx/CPf98kmGPl4u+9EXKi80PimT6HST1WI8QJHU929rQBganPi4gjDEtU5oyaNF1fclErymltimlynRdb1RKlQHNQd3V1AbkK6UcgdaWmUB9COcLIRKQ4fdBa1NM7uX3+/n1Px7hrocf45BFC7nvyp9T6ErOb7GRKHA6ueL8c+JdDCEsF2maxaeBcwPb5wJPBXuirusG8ArwlXDOF0IkqNrNMUnbPzA4xMW33c5dDz/GmSccx8M3X5eSAYsQqSTSoOU24Hil1HpgSWAfpdSBSqn7Rw5SSr0BPAYcp5SqU0qdGHjp58ClSqkNmGNc/hRheYQQcWQ0N0Jnu+X3aWxt5Ss/v4pn31zB1Reex+0/uIT0tDTL7yuEiK+I8rTEkeRpiVCq1BNSp67xrqfR0w2b1gLWvqesXr+RC268le6+Pn7/s0t3WWhuOknq8Q8hSpW6JnU9p0GeFiGEwBgegpoNWB2wrPz4U75x9Q0UuZz86/ZbWVg1x9L7CSESiwQtQoxidLah5Yeebj2VGX4/bNkAvslXQY7U+5+t4+xrbqS0qJD/3n0n2enSHSREqkme9c6FiIWGWvNDWASvvgYG+iy9xer1G/mfq6+nKN/Fo7feQGkY6/gIIZKfBC1CBBiD/eAZhu5dls8SEzDamqG9xdJ7fLJpM1+78jpcubnot94Q1sKDQojpQYIWIUb0BVoLOqyf/TIdGH29ZiuLhT7bUsNZV1xHdmYGj956Q1JleBVCRJ8ELUKM6DNXtKWnE8Nr7fiMZGd4PFCzHiycfbihto6zrriWNIcd/bYbqSwNZZUQIcR0JANxhRgxErQYBnS1Q9GM+JYnQRmGYc4U8ngsu8em+gbOvPwaNE3j0VtvoKq8zLJ7CZH00tKgwG0+NA2GBmBwEIYGd2xbPFA+ViRoEQIwvB4YHtrxREebBC0TaajdEeBZoKaxiTMvvwaP18djv7iRebNmWnYvIWIqPQNboRsGBs3xcxHRwJkPhW5w5qNpo1KcZGTCmOTQhte7I4gZGjQDmcH+nd/3koAELUIA9PWO2e/BGB5CS8+IT3kSlNHRZum6QnXbmjnz8msYGBpCv/UGdptdadm9hIiJrGxwFoCrAC0rmzS3G83lxhgagt5u6Os2fwbbcpmeAUXFUFCMFkIWaM3hAEcujFml2RgcgK4O82HxLMBokKBFCID+3l2f62yDGcGtPJoKjIF+qNts2fUbWls58/Jr6Onv55FbrmdhdZVl9xLCOpoZGLgCgcoEX3y0jAzIKDYDEMAYGjSDl95u6O0B76ggxmYzr1c0Ay0nL7qlzcyCzCwoKcfwDO8IYHp7sDpZZDgkaBECxu/u6GiXoCXA8Hphy3qwKIfNtvZ2zrzsGtq6unn4luvYa95cS+4jhCVsNsh1gSvf7KpxhJ74UMvINLt1At3SxmC/GThoGuQXodnt0S71rmVISwd3CbhLzP/z3Z2BAKbLsv/7oZKgRaQ8w++H/nGaRQf7MQb60bKyY1+oBGH4fdDWAi1NUeiDH19LRydnXn4N29o7eOima9lvtwWW3EeI6NIgz7ljTIktukGFlpkNmfF779EcDrNuhW7zfaCn2xzwG2cStAgx0D/x1N3ONrNPOsUYXi+0bjMfFs86uPqe+6hrbuHBG67hwIW7W3ovISKWmbV9pk4oY0qSmWazm91TCUCCFiHGG88yoqMNymbFrixxZniGobkJ2ptj0hw87PHwynvv89XjjuHQvfa0/H5imtM0c6BqRhZkjPpps5uDTPt6zZ+DA6Fd126H/CIodKNl5059vLCMBC1CTDZ91zOM0duNluuc+JhpwBgcgOZGs2XJwoRxY638+FP6BgY55sD9Y3ZPkWCyc6G0gvSycmjeBj6f2brn84HXu2N77M/0DHMMyOhHesbOU393uk/OjvEiPp/5ZaW/b8dP79jZO6O7fwrQbJKLNRFI0CLEZC0tYH6QT9OgxejrNYOVOK239PJ775PucHDEPnvF5f4ijrKyobQCzWl2O2iZWTFrxdDsdshzmY8AY2hoRwATSNaWKt0/yUSCFpHSjKGhqfMjdLZjlM+eVt+0jKEhqN1kaZK4YLyy8n0OXrSQnKysuJZDxFBmIFhJkDESI8wpyBlQIAtyJrKIghalVCHwKDAH2AIoXdd3+cqmlPovcCiwTNf1U0c9/1dgMdAVeOo8XddXRVImIUIyVSsLmE3RPV0JMxAtUobPZ05fHuyPaznqm1tYt7WWs044Lq7lEDESyAWi5UtQIMIXaUvLZcBSXddvU0pdFtj/+TjH/QrIBr41zms/1XX98QjLIUR4gm1p6GybNkELWzfFPWABeOXd9wESazxLZjZkZYHPD37fjjEU/sB+LHJV2O3gSANHmpn4q7vb+ntaKT0DSmdCfuHE402ECFKkQctpwNGB7QeAVxknaNF1falS6uixzwsRd2PT90+kqwPD54tJgicrGU11cRu/MtYr777PzBnF8V1byGY3B1vm5YPTZSbXmoQxErxsD2pGAhr/zoGN3w+Gf/zXHI7tQQmONEjbeX90N2RaYSH4PzCnnieb9AwoKTfHhkiwIqIk0qClRNf1xsB2ExDO2vE3K6WuAZYCl+m6nlyrN4mIGZ3taPmFsb+vzxf81MeRlZ8Li60tlIWMznbY1hDvYgDmVOdlH67mjGMWx/4DLSPTXGguLx9yckMaq6TZbGb20xiNBtRsNrSK2Rg5eeYSCj5fbG4cCU0zM0nPKJtW48BEYpjyv55S6iWgdJyXrhy9o+u6oZQKda7k5ZjBTjpwL2YrzQ0TlOMi4KLAvXC73SHeKjgOh8OyayeSRKmn4RlmeOsG0udUmxkYLTBRXf1dHXicwa/joRk+0hPgdzaRyf6m/v4+PDWt4EyMWVCvvfcBfQODnPK5I3GGUSab3R78eTYbtjwXtvxCbK4CM116ktj+N3W7MWZV4tnwKcZ42ZsThJaVg6N6AbbsnJDPTZT3JKulSj3BmrpO+Smh6/qSiV5TSm1TSpXput6olCoDmkO5+ahWmiGl1F+An0xy7L2YgQ2A0draGsqtguZ2u7Hq2okkUepptLeaa/x89jFaaYUl95iorkZTfWjjBbp7wFk4ZRdCvExYT48H1n9sWRr+cPzn9TdIdzjYb/5cusMYs+F0OoM/b94eOxaZ6+k1H0li7N/UKK6AxtoodRdpRG1BPE2DGWUwoxytfwD6Q0zeRuK8J1ktVeoJodW1vDy4dd4ibbt7Gjg3sH0u8FQoJwcCHZRSGnA6sCbC8ohk0xOYONbaZHbXxFLI030N6Gy3pCjj3i0KQYbh90PN+oQKWCCGU51z8qK+Km48jXQXMXueOWA3HFk5MHMO7LkfVO8OzgLMACZMmdkwbyFa6UzpDhKWi7Q9/jZAV0pdANQACkApdSDwbV3XLwzsvwHsDuQqpeqAC3Rdfx74h1KqGPN/zCrg2xGWRySb3sC3ZZ/P/PZYEptVlQ3DGH+RxKl0tELxeL2l0WV4PLB2DUZ2DlTMMXNIhKO+JvjBxjES06nOJda03sWbll+IkZUDNRvMtPRTsTvM9XIK3TsvAJrnhDwnxvAQtDWbi2MGvdaUBiWB1hUJVkSMRBS06LreBuzyzqPr+rvAhaP2j5rg/GMjub9IbsbY1NktTRjuktjM0BkcMGdzhGqgH2NwwJyKaqXaTeaHR08XrF2NMSP0DwejpQnaWywsZHhiNtU5JxctLzHG8FhBy8jAmLfHJN1FGuTmQVHxlGnotfQMKJuFUVJudte2bpt8WnxmNsyqQgtj7IoQkZCMuCJ+ert23vd5oW2bOfPAasEklZtIZ5uZd8IiRlvzjm4zMGcubWuAjjaMisrtac8nvUZPNzTUWlbGSMRsqvM0bWUZTbPZYOzsovSMHa0q6aG10Gk2uxnkFBVj9PWYwUtnBzvGvgTGrpRI64qIDwlaRPz0jDOQsjnQ2mKzuLUlkvT1HdYFLcbQIDRsHf/F4SHYvB7DWQDllRN2GRlDg+Y4lmgNsoyimE11zs5FG7WuzHS3vbtoeDBq9dZy8iAnD6N82Ow66u0x/91J64qIIwlaRFwYft/4gYPPC63N5rc5K0UyzmN4CKOvFy0nuou7GYYBNRunzrra3QG9XRgzyqG4dKdvvNtT9CdoPo+Yreoco7FRiWT72jnRvm5auqUti0KEQtr3RHz09pjdHuNpaTKDGosYHo/ZahGJDgumLG5rCG5QJZiBTVMdrP0II9CVZBgGbN0YfMK8OIjJqs5ZOWjOfOuuL4SIGwlaRHyM1zU0wusxZzFYJRorG3e2m0FClBj9veFlqx0egk1rMbasx7d1E3R3Rq1MVojJVOcUbGURIlVI0CLio2eKD9eWRjPHiBUiGYQ7YmRmTxQYfp/ZLRTJGJSuDnzNjVMfF0cjU52PtbJrKDMbbbosbCmE2IUELSLmjOEhGBqc/CCPxxz8Z4Vo5S3paIvOdRq2Rt5dlQRiMtVZWlmEmNYkaBGxN1nX0GgWtLYYfn/w40am0t2B4Q02EdcE5enutLYrLIFYPtU5MzsuC28KIWJHghYRe2Pzs0zE44n+gNeBvokHAIfK74d1H5nrJ4XB8HqgdnN0ypLgRqY6H3Pg/tZNdS6xeMaZECLuJGgRMWUYRmhjQbY1RLe1Jdop7T0eqN2Ese5jMxlXKGq37JwReBqzfKpzZha4pJVFiOlOghYRWwN9oeUQ8QxHb+wIWLcOz0AfbPgUo2YDxtDU41OM9hYz30qKsHyq84xya5PVCSESggQtIraCHc8yWnND9KYXR2Pm0GQ62821ghprJ1y12hgagvoJst5OU6+sfJ9DFu1pzVTn9AyQsSxCpAQJWkRsTTXVeTzDQ1EZ22IMDcamO8YwoLkRPluN0dayU8BlGAbUbgxvscYkNTLV+ZgD97PmBiXSyiJEqpCgRcSM4fNBX5gzd7ZFobUlGknlQuH1mIvYrfvYXMAQoKXRui6qBGXpVOeRxQGFEClB1h4SsdPbTdgJ1IaHzLEthRF8QFndNTSRwX7Y9BlGnivwO0gtlk51lrG0MxujAAAgAElEQVQsQqQUaWkRsRNpBtlIx7bEu4Wjpyt6062ThKVTndMzoKAoutcUQiQ0CVpE7EQatAwNmgNdw2B4vQm9kOB0ZelU5xllO61wLYSY/uR/vIgJY2goOqnqt9WHl7clXl1DKc6yqc4ylkWIlBTRmBalVCHwKDAH2AIoXdc7xhyzL3AP4AR8wM26rj8aeK0KeAQoAt4DztZ1fTiSMokEFWwW3KkMDZr5UGbPRcvIDP68eHcNpSirpjo7ymZKK4sQKSjS//WXAUt1XZ8PLA3sj9UPnKPr+p7AScCdSqn8wGu/AO7QdX0e0AFcEGF5RBAMvz/2KwJ3RyloATOR27qPQ0ufLy0tMWfZVOe0NGzukuheUwiRFCINWk4DHghsPwCcPvYAXdfX6bq+PrDdADQDxUopDTgWeHyy84UF+nrxNtRGfTHCiRiGAX1RnjXj95np82s2TpjEbaf790dpkUQRNMumOs+qllYWIVJUpFOeS3RdH/nK3gRM+vVHKXUwkA5sxOwS6tR1fWSZ3DqgYpJzLwIuAtB1Hbfbmv5sh8Nh2bUThXegB8Pvo9BmYI9BXf093Xhyciy6uAe21ZJWvQBbrnPcQ2xDgzhzLbp/ArHZ7Tid4/8O4uGND1dTWVrC/nsujNrMIXtpBY5ZVSnx/xRS4/1oRKrUNVXqCdbUdcqgRSn1ElA6zktXjt7Rdd1QSk04n1MpVQb8HThX13W/Uiqkguq6fi9wb2DXaG2N8uq/AW63G6uunSiMrVtwpqfR+dnHaLvbrb9fUx10W5mfpBtaWqC0wpxRMuYDssA3TLel908MTqczYeo57PHw6rvvc8Yxi+npiVJSv6wcyMhBa21Nif+nkBrvRyNSpa6pUk8Ira7l5eVBHTdl0KLr+pKJXlNKbVNKlem63hgISponOM4JPANcqev6isDTbUC+UsoRaG2ZCdQHVWoRNmN4yJz6m54GQ4MYXR1orgJrbxrOekMhM6CpDnq7MSqr0dLSt7/i741xJlwR/anONjvMnifdQkKkuEjfAZ4Gzg1snws8NfYApVQ68C/gb7quj4xfQdd1A3gF+Mpk54soGxtAWDwg1/B6YzuepLcb1q7B6Noxic2fgllo4y3qU51nzkHLyIjOtYQQSSvSoOU24Hil1HpgSWAfpdSBSqn7A8co4HPAeUqpVYHHvoHXfg5cqpTagDnG5U8RlkdMpXvMgoX9vRhWrskTSer+cPm8sGU9Rt0Wc5HEaOSHESGJ6lTnAjeaZL4VQhDhQFxd19uA48Z5/l3gwsD2g8CDE5y/CTg4kjKI4Bl+//hr3zQ3QlWeNTeNNAtuJNqaobMNrBoELMY1MtX5rBN2eWsIXUYmzJwd+XWEENOCdBCnkv5ec6rwWN2dGIP91twznkELwBTToUV01TQ28b1f3QHAcQcfGNnFNC0wjsX6weJCiOQgqzynkskCiOZGqJwb1dsZgwPgkQTHqcAwDP7x3AvccP9fsdts3PnjHzB35oQZDIJTNgstKzs6BRRCTAsStKSSybLSdrRjlM5ES4/iYMd4t7KImGhsbeOnd93Nq+99wJH77s2vf/hdKmYUR3ZRZz5a8XiZFoQQqUyClhRheIZh0i4gA1qaoCKK4wdk1s60ZhgGT776Blfdcy9DHg83XfxNzjnlJGyRTktOS4NZVdEppBBiWpGgJUYGBgbw+Xzk5ubGpwDBtHq0t2CUlKM50iK+3YSDfsW00NbVxeW//yPPvvkWB+yxG3dc+n2qK4JLDjU5DWbNjcq/QSHE9CMDcS3m9/t56KGHOPjggznnnHPiV5Bggha/H1rHzQ8Yuv5e83pi2nlhxTscd/EPeOntlVx+/tk88cuboxSwYGY0zkucpQiEEIlFWlos9MEHH3DVVVexatUqsrOzWb16NYZhRG0dlmAZhhH8+JLWbRgzSiOfsRGTLLgilrr7+rjuj39Gf+llFlbP4eGbr2ePqih2J+bkmksxCCHEBCRosUBrayu33norjzzyCCUlJfzud7+ju7ubK6+8kqamJsrKymJboP7e4Kf++rzQ1gKRDoLs6Zz6GJHQfD4fPf0DdPX2srZmK1fdcx9Nbe18/8yv8MOvK9LTotiFY7dD5dyYB/RCiOQiQUsUeb1eHnjgAW6//Xb6+/u5+OKL+eEPf0hubi6vv/46AJs2bYp90DLZrKHxtDRhuEvC/gAxvB4YCC7vS0d3N6+9/yGnLT5SPrBiaOXHn/Lmhx/R1dtLd18fnb19dPf1mfu9fXT19tHTv/PfcO7MCp68/Vb2331B9As0c050Z64JIaYlCVqi5K233uLqq6/m008/5XOf+xw33ngj8+bN2/56dXU1AJs3b+aII46IbeFCbfXwDENHGxSGuaT4qHV/pnLrXx/kof++SHdfH+ecclJ49xMhWbZqNWdfcyMer5ecrEycOTm4cnNx5eRQUVzMwqo5O57LzcGZk0OBM48j99mbrEwLAgtHGlq+pOkXQkxNgpYINTY2ctNNN/Hkk08yc+ZM7r//fk466aRdWg3Ky8vJyMhg8+bNMS2f4Qm+1WMnLU0hBy2G1wuNtdDeEtTxA4NDPP3aMuw2G9ff9xcOWbSQ3WZXhl7WKPH6fLy1eg35eblUFBdT4Mybdq0/n2zazDdv+gXVFWU8/subKcizaPmGUOTEaUadECLpSNASMDw8zGeffYbL5aKjowO/349hGOM+Rl774IMPuOuuu/D5fPzoRz/ikksuIWuCBeJsNhtz5sxh06ZNsa1YuAneBvsxujvRnPlBHW50tEHDVvB6gr7Fs8vfondggHsu+wlX/+E+LvnFb/jPnb8kMz09vDJH6ImXX+PSO363fT8zI51yt5uK4mLKZ7jN7RmB/WJz35KWB4vUN7dw9rU3kZOVxd9vuCYxAhaAnAQphxAi4UnQEtDe3s7nP//5kM878cQTufbaa5k9e+pZFFVVVWzcuDGc4oUvkqy0zQ0wRdBiDA1B/Zaw7vPYS68wu7SEU486nOysTM699iZu+fPfuOHbF4ZZ4Mg8t3wF5cVurv/WBdQ3t9DY2kZ9cwv1La28+u77NHd0mjOxRtlvtwXce+XPKHMndvdGZ08v/3P1DQwMDvLPX95CeXGYXX9WkKBFCBEkCVoC8vPz+ctf/oLT6aS3txdN09A0DZvNtn177HMul4uFCxcGfY+qqipefvllfD4fdrv1i8CFNNV5PH29GH29aOM03xtGIIPutvqw8rHUbWvmzQ8/4sffOAtN0zjuoAO44LRT+dNT/2Hx/vtGvtheiAYGh3j9gw/52olL+Pzhh457zLDHQ1NbO/UtLdQ3t7K1aRt/fOJJTvvxZTx44zUsqJwV0zIHa3B4mAtuuJWaxiYevOna6E5TjpTNDrK+kBAiSBK0BGRmZnLCCSfgdrtpbW215B5VVVUMDw9TX19PZWUMxm7095lTmCPR3AhV83d6yujvhdotUywLMLnHlr4CwFeOO3r7c5effzbLV6/h0jt+x4t338mMwoKwrx+q1z9YxdDwMCceevCEx6SnpVFZWkJlacn250449CDOueYmvvSTy/nzNVdwyKLgg9hY8Pv9/OD2O3n740+4++eXcvjei+JdpJ1l50y7cUNCCOtIRtwYGj2DKCaisWBhd4e5WjNg+HwY9TWw/tOIAha/389jL73CEfvsxcySGdufz0xP5+6fX0rvwCA/+s1v8ccwo+4Lb68kLzs75KBj0dxqnvrNbbjz8/n6ldfxn2XLLSph6AzD4Lp7/8wzy97imgvP47TFR8W7SLvKley3QojgSdASQ1VV5iJwSRW0ADQ3YnR1wNrV0LoNMKY8ZTIr1nzC1qZtqOOP3eW1BZWzuO6b5/Pa+6v401P/ieg+wfL5fLz09kqOPWj/sBKmzSqZwZO338Je8+Zy8a238+enn7GglKH74xNP8eenn+HC07/ARWecFu/ijE9mDgkhQhBR95BSqhB4FJgDbAGUrusdY47ZF7gHcAI+4GZd1x8NvPZXYDEw8ul6nq7rqyIpUyIrKSkhOzs7JjOIDK/H7B6Kho5W8xEl+otLycvO5vOHjT925H9OPpFX3/uAW/7ydw7bexGL5lZH7d7j+WDtetq6ujn+kIm7hqZS4HTy8C3X8d1f3sE1f7ifhpZWrjj/7LBXPB72eFi9fiN7VM0mZ4IZaZN58tU3uOlPD/CFo47gmgvPC6sMltM0yJagRQgRvEhbWi4Dluq6Ph9YGtgfqx84R9f1PYGTgDuVUqOnpPxU1/V9A49pG7AAaJpGVVVVbFpaerqJtEXECr39Azyz7C2+uPjICacLa5rGr35wCYUuJ9/95W/oHxy0tEzPr3gHh93OMQfuH9F1sjIyuPeKn3LuKSfxh38+yfdvv4thT/BTwAG2Nm3j1r/8nYPP/San/+Ry9vn6eXz7ll/x7JtvMTA0FNQ13ly1mh/95rccsmghd/z4+2EHTpbLzkFL1LIJIRJSpANxTwOODmw/ALwK/Hz0Abqurxu13aCUagaKgZRcnKaqqoo1a9ZYf6MEXfvn32+8ycDQ0LhdQ6MVupz89sc/4Kwrr+P6+/7CL753sWVlevHtdzh0rz1x5eZEfC273c5N37mIMreb2x54kNbOTu698mc4cya+ttfnY+k77/L3Z5/ntfdXoWkaxx98IKccdTjvfbqWZ5Yt5z/LlpOblcUJhx7MaYuP5Kj99hm3K+uTzVu4MJA87k9XXx63nDdBkanOQogQRRq0lOi63hjYbgJKJjtYKXUwkA6MTlZys1LqGgItNbquB/d1MklVVVXx3HPP4fF4SIvmgnNjJegqy/qLS5k3q4L9d5t6/Zoj9t2b73zlS9z92BMs3n9fTj7isKiXZ1NdPRtq6znnlNBz9ExE0zS+e+aXKXUX8pM77+bLP7uKv99wNaVFhTsd19jaxsPPv8RD/32RprY2SooK+eHXFF87aQnlbjOPyhnHLOb6b13AW6vX8NRry3hu+Vs88cpruHJzOfmIQzlt8VEcuteeOOx2apu2cfY1N25PHpefl+BdLxK0CCFCNGXQopR6CRhvyd8rR+/oum4opSbsj1BKlQF/B87VdX1kWsjlmMFOOnAvZivNDROcfxFwUeBeuN3WJMdyOByWXRtgn332MVfP7elhwQILFp4D/H29eLKzgInHQtjsdpzO2M7cWL+1lpWffMYNF38Tl8sV1Dk3XPIt3lrzMT/77T0cdcD+VMwoDvm+k9X19VX/BeCMJcdG/ffxv186jdkVFZx95XV86SeX88/bb2XB7EpeXvkef37y3zy3/C18Pj/HHXwQv/nx9znp8MNwOMbP33PK4qM4ZfFRDHs8vLzyPf659BX+/fqbPPz8SxQX5HP6MYt544MPGRgc4vn/u5PdLR4HFDmN9Mo5aI7wvjdZ/f80UaRKPSF16poq9QRr6qqNzfAZCqXUWuBoXdcbA0HJq7qu7zbOcU7MrqNbdF1/fIJrHQ38RNf1U4O4tdHQ0BB2uSdjZZ4WgJUrV3L66afzwAMPsGTJEkvuYWxrgKa6SY9xOp10d8e2Nea2vz7IPY//i3f+dh8lhYVTnxCwuaGRE797KXvPn8ujt1wfcmK+yep6xk+voHdggBd+f0dI1wzFmo2bOOeamxjyDOPKzWVr0zaKXE7OPOE4vnHSCcwuG+87wdQGhoZ4eeX7PP36G7z0znv4/X4evPEajthnryjXwAKZ2Wi7hZ8zxur/p4kiVeoJqVPXVKknhFbX8vJygCmTNkU6Cu5p4NzA9rnAU2MPUEqlA/8C/jY2YAkEOiilNOB0IAaDPeIrJrlaEnA8i8/n4/Glr3L0AfuFFLAAVJWXcfN3vsmKjz7m/x7/V9TK1NbVxbufruX4Qw6K2jXHM5LLpbK0hPJiN3f//FLe+dv9XHH+OWEHLGAO/D3lyMP44xU/48OH/sqqR/6WHAELQK50DQkhQhfpmJbbAF0pdQFQAygApdSBwLd1Xb8w8NzngCKl1HmB80amNv9DKVWMGV2tAr4dYXkSXmFhIS6Xy7Jpz4bXC31RmuocRa9/8CFNbW1c/60Lwjr/K8cdw6vvfcDtf3+YI/bZm/13j7xrbWmgdeLEQw+J+FpTmVUyg+d++2vLrp+bnRWX1rOwSX4WIUQYIgpadF1vA44b5/l3gQsD2w8CD05w/uRTSKYhy6c993aRiFOd9RdfJj8vlyWHhLemkKZp3HLJt3nv07X89K67efHuOyKeyvvC2+9QWlTEXvMSffzHNCSDcIUQYZAkCXFgadDSHaUsuFHU2dPL82+9zZeOWUxGBDOmXLk5/Pzc/2FtzVaeX/FORGUaGBritfdWccKhB8naN7GWnoGWlsBTsYUQCUuCljiorq6mvr6eQSuSpvUmXtDy1GtvMOz1cuYUuVmC8YXPHcGc8jLuevgxIhlEvvzDjxgYGrJ8PIsYh7SyCCHCJEFLHFRVVWEYBjU1NVG9rjHQDyFmYI0F/cWXWVg9Jyrp+B12O99TX2bNxk28/O77YV/nhbdXkpOVyeHJMnB1OpFBuEKIMEnQEgeWLZyYgLOGPttSw4frN6CWRG/40hnHLqaiuJi7HtbDam3x+/28uGIlRx+wX0TdVSJM0tIihAiTBC1xMBK0RH0GUZDjWe5/8t8c8PXzeHvNJ9G9/zj0F18mzeHgjGMWR+2aaQ4Hl6gzeP+zdbz54Uchn//h+g00d3RwwqHhL5AowuRIQ8vIjHcphBBJSoKWOHC5XBQVFUW1pcXw+aC/d+rjDIO//uc51m+t5auXXc0dDz2Kz+eLWjlG83i9PPHKayw5+EAKXdHNNquOP5aSokLueuSxkM99YcU72G02jj3ogKiWSQRBuoaEEBGQoCVOoj6DqLcbgugq+XRLDVsaGrn5km9x2uIj+fWDj3DmFdfSYEGGxpdXvkdrZ1dUBuCOlZmezsVfPp23Vq/hnY9DazF6YcVKDl60kII8+QCNuWzJzyKECJ8ELXES9aClJ7iuoWeWLcdms/G1k07gdz/9EXf++PusXr+RE797KS++vTJ65cHsGppRUMDRB+4f1euO+MZJJ1DkcnLXI+OuDDGumsYm1tZs5QSZNRQfubFd70oIMb1I0BIn1dXVNDU10Ret7LVBdA0BPLvsLQ5dtBB3QT5gZpr9729vp6K4mPOvv4Vr/nA/g8PDERentbOTpSvf44xjF+MIca2gYGVlZnDRGafx2nsf8MHadUGdMxKYyXiWOLDbIXPiRTyFEGIqErTESTRnEBl+HwwMTHncuq21rK+t45QjD9/p+eqZFTz1m9u44LRT+fPTz3DapZexsa4+ojI98fJreH0+S7qGRjv3lM/jys3ld48G19ry/Ip32G12ZURr/ogwZedKIj8hREQkaImTqE577u8jmNT9zyxbjqZpnHT4rmvtZKSlcf23LuCv115BQ2srn//+T9BffDmsKcWGYfDoiy+z324LmF85K+TzQ5GbncWFp5/KCytW8smmyX+XHT09vLPmE044VLqG4kKmOgshIiRBS5xEddpzX3BdQ88se4uDF+4x6SrLSw45iBd+fwf7LJjHpXf8ju/96k56+vtDKs7q9RtZW7MVteSYkM4L1/lfOIXcrCx+O8XYlpdXvofP75euoXiRmUNCiAhFusqzCFNOTg6lpaVRammZOmjZVFfPZ1tqglplucxdxCM3X8fdjz3Brx98hA/WruObp3+BIpeLAmceBXl5FDjzyM/LJSsjY5cmf/3FpWSkp/PFxUeFXaVQ5Oflcv4XT+b3+hOs31o7YevOiytWUlJYwD7z58WkXGIUTYOsnHiXQgiR5CRoiaOozSAKoqXl2TdXAPD5Iw4N6pJ2u53vn/VVDttrEd/71R1cdc994x6XkZZGfiCQyc/LpSAvj2WrVnPSYYfgyo3dh9SFp3+B+5/8D7979J/89qc/3OX1IY+HV957n9OP/lzEq0OLMGTnoMnvXQgRIQla4qi6uprnnnsuomsYQ4Pg80553DNvLmf/3RdQ7naHdP2D9tyDZX+6h7auLjq6e+jo6dn+s7Ond8d24OfGunpcuTn872mnhFulsBS5XJxzyknc9+S/+dE3zqSqvGyn199avYa+gUGZ6hwvOTLVWQgROQla4qiqqor29na6urpwuVzhXSSIVpaaxiY+2rCJqy88L6xbOOx2SgoLJx0LkwguOuOL/PXfz3K3/gS3//CSnV57YcU7ZGVkcMS+e8epdClOxrMIIaJA2mvjKCoziIIYz/Lsm28BcPIRh4V/nyRQUljIWScu4fGlr1C3rXn784Zh8MKKlSw+YF8y09PjWMJUpUkmXCFEVETc0qKUKgQeBeYAWwCl63rHmGNmA//CDJLSgN/puv6HwGsHAH8FsoBngR/ouh76PNskVF1dDZgziPbdd9/wLhJES8szy95in/nzmFUyI7x7JJHvfOVLPPTfF7nn8X9x8yXfAmDV2vU0tbVx4qFfj3PpUlRWFppFCQaFEKklGi0tlwFLdV2fDywN7I/VCBym6/q+wCHAZUqp8sBr9wDfBOYHHidFoUxJobKyEk3Twm5pMXw+GJw8qVx9cwur1q3n5COndyvLiIoZxXzluKN55IWlNLW1A/Dsm+bSBccddGD0byiDS6cm41mEEFESjXfc04AHAtsPAKePPUDX9WFd14cCuxkj91VKlQFOXddXBFpX/jbe+dNVZmYmFRUV4XcPBZFU7rnl5qyh6d41NNp31Zfx+nz88Z9PAvDsG8s5aI/do77SNJlZMGcBIFleJ5UjXUNCiOiIRtBSout6Y2C7CSgZ7yCl1Cyl1GqgFviFrusNQAVQN+qwusBzKaO6ujr8BHNBjGd5ZtlyFlbP2WU2zXQ2u6yU04/+HH9/7nk+XLeBjzZs5HgrsuAWFqPlOaGiMvrXnk4kE64QIkqCGtOilHoJGG+xlitH7+i6biilxv3qr+t6LbB3oFvoSaVU8EvzmmW4CLgocC3cIU7dDZbD4bDs2uPZY489eOSRRygqKgp5XRZPezN+58StBw0tLaz85DOuuvB8nGOOs9ntuzw3nVx+wbk88cprXHzb7QCcseTY6NZX00iftxtaWhq43XgyM/C3NEXv+mFIxL+plpFJeln0A+ZY/z+Nl1SpJ6ROXVOlnmBNXYMKWnRdXzLRa0qpbUqpMl3XGwPdPc0THRu4VoNSag1wFPAmMHPUyzOBcVfq03X9XuDewK7R2toaTNFD5na7sera4ykrK6Orq4t169ZRVFQU0rlGQ92kOVoee2EpAEsO2p/u7u6dXnM6nbs8N52UFuRz6pGH8+833mTB7EpmuKJcX1cBWlfX9l0jxwVNjdDXE717hCgh/6aFGWgW/H+K9f/TeEmVekLq1DVV6gmh1bW8vHzqg4hO99DTwLmB7XOBp8YeoJSaqZTKCmwXAEcCawPdSt1KqUOVUhpwznjnT2fhrkEUTFK5Z5YtZ7fZs5g3a+akx01X3zvrKwCcetQR0b94YfFOu5qmwZx5kJ4R/XslMxnPIoSIomgELbcBxyul1gNLAvsopQ5USt0fOGYP4G2l1IfAa8Dtuq5/FHjtO8D9wAZgIxBZitgkM3rac0immOrc0tHJ22s+4eQjDg+3aElvYdUcnv7NL/jJOd+I7oXT0iFv12SAmiMNquaDTab3biczh4QQURRxnhZd19uA48Z5/l3gwsD2i8C4qUgDxy2KtBzJatasWdjt9tBnEE0xCPe/y1dgGAanJMNU5/xC6Gy35NL7776A3Owsurs90btooXvC8UdaZjbG7GrYvIGpZnZNe2lpaBnS8iSEiB5JMhFnaWlpzJo1K/SgZYqWlmffXMHcmRXsNjvBZ7YUFKHNngdz5kOyJCArKJ70Zc1ZAGUpNQlufDJrSAgRZRK0JIBQpz1PlVSuvaub5as/4uQjDg15RlJM2e1QZgZVmqsA5i+CrNitDB2WXGdQrQfajHIoCG1g9bQjQYsQIsokaEkAVVVVbNmyBcMIsjthiqRyz694B5/fzylHJvh4ltKZ5pThAC0jA+btAe7xZtcniKLJW1l2MrMqtdfckaBFCBFlErQkgOrqavr7+9m2bVtwJ0wxnuWZZcuZXVrCntVVUSidRbJyoGjXtZA0mw2tohJmz0u87iK7HZwFQR+u2Wxmt9eowCxhuEuhejcocFvze7bb0bKyo39dIURKk6AlAYQ8g2iSoKWzp5dlq1Zz8pGHJ3DXkAYzZ09aPi2/MNBdlEAffAVuMxAJgZaWZqb6T6Q1iopmoFVUouW50CqrYeF+5qyngqLozXySVhYhhAUS6J00dY3kagl6MO4kg3BffPsdvD5fYs8aKipGC6LbxOwuWgjucVeGiL3CELqGRtGyc2BWgrR6FRajzZyz01OazYbmLECrnAt77me2DuUXRRBoaZArU52FENEX8ZRnEbny8nLS09ODClqmSir3zLK3qCguZp/586JZxOhxpEFp8MnuNJsNKmZj5ORC7Rbw+6wr22SyciLq7tDyizAGB2BbQxQLFaKCIhgTsIyl2WzgKgBXAYbfB92d5nT0ni4wDPPvl5Ye+Jm2Y3/0tsORwK18QohkJkFLArDb7cyZMye47qFJWll6+vt5/f1VnHvq5xP3Q6NsFpoj9H92Wn4RRlYO1GyAgX4LCjaFUAbgTkArnYmRmQUNW8ETxbwxwcgvhFnVIf270Gx2s8UlvwjD7w+5a0wIIaJN3oUSRFVVVXDdQ/0Tr23z0tvvMuz1Ju6soZw8tMLwF8/SMjLN7iJHjAe22mzmh3cUaPlFsNvegUHIMQosnQVQOTeiQFYCFiFEIpB3ogRRVVVFTU0NPt8U3R99fRO+9MybyykpKmT/3RdEt3BZOVEIFMzBt5HSbLZxU+hbylWAFsUZNprdbo4rmb8HZFo80DjPBbMjC1iEECJRSNCSIKqrqxkaGqKhYeIxD5MllesbGOCVdz/g5CMOwxatb8WaZo4/mb8QFuwZ2eJ3xSVo0fqAduZH5+IRue4AABDbSURBVDrBCnMA7lS07Fzz91peac3solwnzJkvrSRCiGlD3s0SRFAziCZJKvfyyvcZGh7mlCOiNGsoMxvm74lWUo6maWhp6TA3zMRvaWlQGsW09nkuM6CKhfQMNAtnwmiahlZcCrvtFVIOmCnl5EKVBCxCiOlF3tESxEjQMulg3EnyszyzbDnFBfkctHD3CEuiwYwymL9wl9kymqYFEr/NDS2fR/lsc1BnlGh2e+zygERhAG4wtPQMtKr50UlGl50LVbtF9XcuhBCJQIKWBFFaWkpWVlZYQcvA4BBLV77H5w8/FHskYy/SM2De7mhlsyb9hq7lF5ldRhmZU18zz2Umiou2mHQRaVMujhj1O7oKzIG67lLCGqiblQ1VC6I6BkcIIRKFTHlOEJqmTT2DaILpzvpLLzMwNBRZ11BRMZRVBv1hp2VmYczfE+o2m3k8xj1Ig4rIB9+Oy5lvTh22kjN/p7WRYkWz26GiEsM9A4YGwesFr8fMzzOyPfpnIHeNlpUDs8rCmlIuhBDJQN7dEkhVVRWffPLJuK9NlFSutbOTX/7tHxy+9yIO32ev0G+algYzq9DCaLnQ7HaYPQ8juwkaa83kY6PNKDenKVtAy8jESM+A4SFLrg9ABNOzo0HLyAyqNcvw+8HnJW3GDLSOzhiUTAgh4kO6hxJIVVUVtbW1eMZLPNY3fn6WW/78d/oHh7j5OxeFPq01vxAW7BVWwDKaVlwKc3ffeSxGeoY5NsZK0Ry4OlZaWuxnKYVJs9nQ0tLR7PIdRAgxvUnQkkCqq6vxer3U1tbu+uI441lWfvwp+ksv880vfYH5lbNCupejaj7a7HlR60rQcvLMBQ5HBsjOnGP9zBUrg4oCt+Q2EUKIBBPRJ5ZSqhB4FJgDbAGUrusdY46ZDfwLM0BKA36n6/ofAq+9CpQBI8lHTtB1vTmSMiWzkdWeN2/evH17uzFJ5bw+H1f8372UuYv4wVlfDe1GmdnY3SXQ2hpJcXehpaVhzN0dOtvRYpEALifXnMVkxXpEFuVmEUIIEb5IvwpfBizVdX0+sDSwP1YjcJiu6/sChwCXKaXKR73+DV3X9w08UjZggYlztYyXVO6v/36WTzdv4bqLLiAnKyu0G1k4VkPTNLSC6KS8n/JeNhvkWZBDJSfPsrE4Qgghwhdp38BpwNGB7QeAV4Gfjz5A1/XhUbsZSJfUhIqKinA6nbtOex6TVG5bezu/fvARFh+wHycfcWhoN9E0KIjvANOocuZDV8fUx4VCWlmEECIhRRq0lOi63hjYbgJKxjtIKTULeAaYB/xU1/XRuer/opTyAf8EbtJ1fdyUr0qpi4CLAHRdx+225oPX4XBYdu1gzJ8/n7q6up3K4B0ewOfc0aJw6Z2/Z8jj4Y6f/BCXK7RuGFthMWmlpXGvZ7QYLifDXe1MlCkYwGa343QG2SJjd5A+d35S5jmZLn/TYKRKXVOlnpA6dU2VeoI1dZ0yaFFKvQSMl7v9ytE7uq4bSqlxPzl0Xa8F9g50Cz2plHpc1/VtmF1D9UqpPMyg5WzgbxNc417g3sCu0Rrl8Rgj3G43Vl07GLNmzeK9997bqQxGfS10dwOwfPUa9BeW8oOzvsoMl5PuwPNBc5ehtbbGvZ7RZHh9k2YLdjpD+D0VFaN1RLnlJkam0990KqlS11SpJ6ROXVOlnhBaXcvLy6c+iCCCFl3Xl0z0mlJqm1KqTNf1RqVUGTDpmBRd1xuUUmuAo4DHdV2vDzzfo5R6CDiYCYKWVFFdXc1TTz3F4OAgmZmBcRWBpHIer5er/u9eZpXM4Lvqy6FfPD0jNgNkYy3PNWnQEpJw1lYSQggRE5GOL3kaODewfS7w1NgDlFIzlVJZge0C4EhgrVLKoZRyB55PA04F1kRYnqRXVVWFYRhs3Wpmex2dVO5PT/2HdVtrueHbF5KVmRH6xafTWJbRojX12VmAlhnioGYhhBAxE2nQchtwvFJqPbAksI9S6kCl1P2BY/YA3lZKfQi8Btyu6/pHmINyn1dKrQZWAfXAfRGWJ+ntMoMokFSuobWV3/zjUZYcfCDHH3JQGFfWYrb4X6xp2TmRLzII1ifDE0IIEZGIBuLqut4GHDfO8+8CFwa2XwT2HueYPuCASO4/He2y2nOg2+OGe/+Cz+/nhm9fGN6F85xoaenRKGJiysuH9pbwz8/JQ8vJjV55hBBCRJ1MP04w+fn5FBYWjmpp6eP191fxn2XL+Z76MpWl407Qmtp0n8YbaReRtLKI/2/vXmPsKOs4jn9nd9tuu9tDuz1detnabkvrGxMRN4goxiaAQAwFL39FE26Ryk15wUUEVCLFNAoBoqZSLi4YBP4mWEnECKKGVyhgghBEwLXi9gqCgoIQtuuLmZXDdk539tz2PDO/T7LpmTnPTJ9fn92e/z5zE5G2p6KlDQ0ODjIyMsL42BhvvPoKV2y5iZVLl3D2p06qbYedXcE8R6dm80vxPWhq0T2v7ucviYhI86loaUOrV6+OZ1pe+w9b79nGyI6dbDrnLLpn13h4p6/c/OcAzbCoo/Pt5x5Nl2ZZRESCkO9PskANDg6ye/dunnnyj9xw1084/sgjWD90WO07zPuhoQm1zJbMnhM/7VpERNqeipY2NHEy7jkXf4WIiCs3nln7zub1Fucy3tLC6W+zeIme5iwiEggVLW1o4gnPf/7rdi445dMs769jpqQosyxANGcOTKdA65pVqH8fEZHQqWhpQxMzLWsGlrPx5BNr31FHZ/EOfUznjr/lg3N/ro+ISJ7U+8BEaYKenh42bdrE4cuXMLuem6Yt6AvywX91KS2AF3ZP3a6jExb1N78/IiLSMCpa2tQZZ5zB+L4xeO5P8Pprte2kiIc+euZDZyeMjR24XbmfqEvf/iIiIdHceBuLOjphcF1tt6jvnlvIO7xGURTfHffAjfRgRBGRAKloaXPRrNmwah1M99yLIs6yTJjqvJa+MlEjnlUkIiItpaIlANG8HnjXmmlsEMHCRc3rULsrHQRUu4w5gsW6mZyISIhUtAQiOmghLB3I1ri0gKiruDMJUdcs6OlJf3PBQqI53a3tkIiINISKloBE/ctgYXnqhroqpvp5LZplEREJloqW0AysOvAzdmbNht5Sy7rTttJu6d9big+1iYhIkFS0BCbq6IBVh8TPzEnTV9Zt6YFo7ry4gKvUv2xmOiMiIg2hoiVAUdes+FLo/W4cFxX7qqHJShVXEc3rJZqvGSgRkZDVfXctM+sD7gZWAdsBc/eXq7QtAU8B29z9/GTd+4FhYC5wH3CBu4/X26+8i7rnMr7yEBh5Bkj+uXrnE1WbgSmi0gL4xwvx636dyyIiErpGzLRcCjzo7muBB5Plaq4CHpq0bgtwFrA2+TquAX0qhGj+QTCw8u0VizTL8g69JejoIOqeG199JSIiQWtE0bIBuC15fRtwUlqjZEblYOD+inVLgZK7P5zMrtxebXtJFy3qj+/u2tkFJX0wV4o6OqG3RGfWS8VFRKStNaJoOdjddyWvdxMXJu9gZh3AtcBFk95aDoxWLI8m62Q6lq2AFYN6YnGaRYvp0Hk+IiK5kOmcFjP7FZD2sJbLKxfcfdzM0s5HORe4z91HzWz6vYz7sBHYmPw9lMsZ7ldSg66urqbtu6kWT++DOdic01UuFyZrUXJCcbIWJScUJ2tRckJzsmYqWtz96GrvmdkeM1vq7ruSwz17U5p9EDjKzM4FeoHZZvZv4Aagcu5+ANhRpQ9bga3J4viLL76YpevTVi6Xada+20lRckJxshYlJxQna1FyQnGyFiUnTC/rsmXZbklR99VDwL3AacDm5M+fTW7g7p+feG1mpwND7n5psvyKmR0B/A44FfhuA/okIiIiOdOIkyA2A8eY2bPA0ckyZjZkZjdn2P5c4GbgOeAvwC8a0CcRERHJmWh8PMhboozv3LmzKTsuytRdUXJCcbIWJScUJ2tRckJxshYlJ9R0eGjK27nrchMREREJgooWERERCYKKFhEREQmCihYREREJgooWERERCUKwVw/NdAdERESkoXJ79VDUrC8ze6yZ+2+Xr6LkLFLWouQsUtai5CxS1qLkrDHrlEItWkRERKRgVLSIiIhIEFS07G/r1E1yoSg5oThZi5ITipO1KDmhOFmLkhOakDXUE3FFRESkYDTTIiIiIkHomukOtIqZ3Qp8HNjr7u9J1l0FbAD2AXuB0919vycxmtlpwBXJ4iZ3v601vZ6+OnOOAU8ki8+7+4mt6XVt0rJWvHchcA2w2N33e2JX6GNa8d5UOYMfUzO7EjgLeCFpdpm735ey7XHADUAncLO7b25Jp2tQZ87twKvAGPCWuw+1os+1qvb9a2ZfAs4jzvFzd78kZdugxzRZnyXndgIfUzO7G3h30mQB8E93PzRl27rGtDBFCzAMfA+4vWLdd9z9awBm9mXg68DZlRuZWR/wDWCI+P4wj5nZve7+cis6XYNhasiZeD3tm6yNDbN/VsxsBXAs8HzaRjkZ0ylzJnIxpsB17n5NtY3MrBP4PnAMMAo8kozpU83qaJ2GqSFnhfVpRWqbGmZSVjNbT/yL1Hvd/Q0z65+8UR7GNEvOCkGPqbt/ZuK1mV0L/GvyRo0Y08IcHnL3h4CXJq17pWKxh/Sb1n0MeMDdX0o+1B4AjmtaR+tUR87gpGVNXAdcQvWcwY9pYqqcwTlA1qkcDjzn7iPu/iZwF/GHRVuqI2dwqmQ9B9js7m8kbfambJqHMc2SMzgH+v41swgw4M6Ut+se0yLNtKQys6uBU4mrwvUpTZYDf69YHk3WBSVDToBuM3sUeIv4B21bq/rXKGa2Adjh7o+bWbVmwY9pxpyQgzFNnG9mpwKPAhemzIqljekHWtW5BpoqJ8RF6v1mNg7c6O4hXo2yDjgq+X/pv8BF7v7IpDZ5GNMsOSEfYzrhKGCPuz+b8l7dY1qYmZZq3P1yd18B3AGcP9P9aZaMOVcmx1I/B1xvZmta1sEGMLN5wGXEh79ya5o5gx7TxBZgDXAosAu4dma70zRZc37Y3Q8DjgfOM7OPtKh/jdQF9AFHABcDnvyGnjdZc+ZhTCecQvosS0MUvmipcAfwyZT1O4AVFcsDybpQVcuJu+9I/hwBfgu8r3Xdaog1wCDweHJi2wDwBzNbMqld6GOaNWcexhR33+PuY+6+D7iJeIp5stDHNGvOyjHdC/y0Wrs2Nwrc4+7j7v574osEypPaBD+mZMuZlzHFzLqATwB3V2lS95gW+vCQma2tmMLaADyd0uyXwLfMbGGyfCzw1Vb0r1Gy5EzyvZacLFYGPgR8u4XdrJu7PwH8/0S35AN9KOXktqDHNGvOPIwpgJktdfddyeLJwJMpzR4B1prZIPF/gp8lnl0KRpacZtYDdLj7q8nrY4FvtrCbjbKN+DD1b8xsHTAbmPxzGvyYkiFnjsYU4GjgaXcfrfJ+3WNamJvLmdmdwEeJq9w9xFePnEB8idY+4G/A2e6+w8yGktdfSLY9k3g6HuBqd/9hi7ufWa05zexI4MakTQdwvbvfMgMRMkvLWtnnyg/zvI1plpx5GdNk+VDi4/7bgS+6+y4zW0Z8yeQJybYnANcTX0p5q7tf3er+Z1VrTjNbTfybOMS/dP64nXNC1aw/Am4lzvsm8bkev87hmE6ZMy9j6u63mNkw8LC7/6CibUPHtDBFi4iIiIRN57SIiIhIEFS0iIiISBBUtIiIiEgQVLSIiIhIEFS0iIiISBBUtIiIiEgQVLSIiIhIEFS0iIiISBD+B34/66Y97prAAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['r'][4], \n", " magnitudes['r'][5], \n", " stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 18.0." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.08127345912441797\n", "Number of source used: 22453\n", "RMS: 0.04655809967613256\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] } ], "source": [ "# Aperture correction\n", "#mag_corr['r'] = np.nan\n", "mag_corr['r'], num, std = aperture_correction(\n", " magnitudes['r'][4], magnitudes['r'][5], \n", " stellarities['r'],\n", " mag_min=16.0, mag_max=18.0)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d - i band" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_ap_evol(magnitudes['i'], stellarities['i'], labels=apertures)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_vs_apcor(magnitudes['i'][4], \n", "# magnitudes['i'][4], \n", "# stellarities['i'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "#mag_corr['i'] = np.nan\n", "#mag_corr['i'], num, std = aperture_correction(\n", "# magnitudes['i'][4], magnitudes['i'][5], \n", "# stellarities['i'],\n", "# mag_min=16.0, mag_max=17.5)\n", "#print(\"Aperture correction for i band:\")\n", "#print(\"Correction: {}\".format(mag_corr['i']))\n", "#print(\"Number of source used: {}\".format(num))\n", "#print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.e - z band" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 4 as target." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['z'][4], \n", " magnitudes['z'][4], \n", " stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 17.5." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: 0.0\n", "Number of source used: 53508\n", "RMS: 0.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] } ], "source": [ "# Aperture correction\n", "#mag_corr['z'] = np.nan\n", "mag_corr['z'], num, std = aperture_correction(\n", " magnitudes['z'][4], magnitudes['z'][4], \n", " stellarities['z'],\n", " mag_min=16.0, mag_max=17.5)\n", "print(\"Aperture correction for z band:\")\n", "print(\"Correction: {}\".format(mag_corr['z']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.f - Y band" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_ap_evol(magnitudes['y'], stellarities['y'], labels=apertures)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_vs_apcor(magnitudes['y'][4], \n", "# magnitudes['y'][4], \n", "# stellarities['y'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "#mag_corr['y'] = np.nan\n", "#mag_corr['y'], num, std = aperture_correction(\n", "# magnitudes['y'][4], magnitudes['y'][5], \n", "# stellarities['y'],\n", "# mag_min=16.0, mag_max=17.5)\n", "#print(\"Aperture correction for y band:\")\n", "#print(\"Correction: {}\".format(mag_corr['y']))\n", "#print(\"Number of source used: {}\".format(num))\n", "#print(\"RMS: {}\".format(std))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "Legacy Survey does not provide a 0 to 1 stellarity so we replace items flagged as PSF accpording to the following table:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarities['g'][np.isclose(stellarities['g'], 1.)] = 0.9\n", "stellarities['g'][np.isclose(stellarities['g'], 0.)] = 0.05" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objid\": \"decals_id\",\n", " \"brickid\": \"brickid\",\n", " \"ra\": \"decals_ra\",\n", " \"dec\": \"decals_dec\",\n", " \"decam_flux\": \"decam_flux_TEMP\",\n", " \"decam_flux_ivar\": \"decam_flux_ivar_TEMP\",\n", " \"decam_apflux\": \"decam_apflux_TEMP\",\n", " \"decam_apflux_ivar\": \"decam_apflux_ivar_TEMP\",\n", " \n", " })\n", "\n", "\n", "catalogue = Table.read(\"../../dmu0/dmu0_DECaLS/data/DECaLS_GAMA-15.fits\")[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", " \n", "catalogue[\"decals_id\"] = 100000*catalogue[\"brickid\"].astype(np.int64) + catalogue[\"decals_id\"].astype(np.int64)\n", "catalogue.remove_columns(\"brickid\")\n", "\n", "epoch = 2017\n", "\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,0], name=\"f_decam_u\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,1], name=\"f_decam_g\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,2], name=\"f_decam_r\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,3], name=\"f_decam_i\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,4], name=\"f_decam_z\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,5], name=\"f_decam_y\"))\n", "\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,0], name=\"ferr_decam_u\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,1], name=\"ferr_decam_g\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,2], name=\"ferr_decam_r\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,3], name=\"ferr_decam_i\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,4], name=\"ferr_decam_z\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,5], name=\"ferr_decam_y\"))\n", "\n", "#For the aperture fluxes, there are 8 (0-7), we take 4 (2.0\")\n", "#DECam aperture fluxes on the co-added images in apertures of radius [0.5,0.75,1.0,1.5,2.0,3.5,5.0,7.0] arcsec in ugrizY\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,0], name=\"f_ap_decam_u\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,1], name=\"f_ap_decam_g\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,2], name=\"f_ap_decam_r\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,3], name=\"f_ap_decam_i\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,4], name=\"f_ap_decam_z\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,5], name=\"f_ap_decam_y\")[:,4])\n", "\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,0], name=\"ferr_ap_decam_u\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,1], name=\"ferr_ap_decam_g\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,2], name=\"ferr_ap_decam_r\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,3], name=\"ferr_ap_decam_i\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,4], name=\"ferr_ap_decam_z\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,5], name=\"ferr_ap_decam_y\")[:,4])\n", "\n", "catalogue.remove_columns([\"decam_flux_TEMP\", \n", " \"decam_flux_ivar_TEMP\", \n", " \"decam_apflux_TEMP\", \n", " \"decam_apflux_ivar_TEMP\"])\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "\n", "# Adding magnitude and band-flag columns\n", "for col in catalogue.colnames:\n", " catalogue[col].unit = None\n", " if col.startswith('f_'):\n", " \n", " errcol = \"ferr{}\".format(col[1:])\n", " #Replace 0 flux with NaN and \n", " mask = (catalogue[col] <= 0.0) | (catalogue[errcol] <= 0.0)\n", " catalogue[col][mask] = np.nan\n", " \n", " #Replace 1/sigma^2 with sigma \n", "\n", " catalogue[errcol][mask] = np.nan\n", " catalogue[errcol] = np.sqrt(1/np.array(catalogue[errcol]))\n", " #catalogue[errcol][catalogue[errcol] == None] = np.nan\n", " \n", " #Replace nanomaggies with uJy\n", " #a nanomaggy is approximately 3.631×10-6 Jy - http://www.sdss3.org/dr8/algorithms/magnitudes.php#nmgy\n", " catalogue[col] = catalogue[col] * 3.631 \n", " catalogue[errcol] = catalogue[errcol] * 3.631\n", " \n", " #Compute magnitudes and errors in magnitudes. This function expects Jy so must multiply uJy by 1.e-6\n", " mag, error = flux_to_mag(np.array(catalogue[col])* 1.e-6, np.array(catalogue[errcol])* 1.e-6)\n", " \n", " if 'ap' in col:\n", " mag += mag_corr[col[-1]]\n", " catalogue[col],catalogue[errcol] = mag_to_flux(mag,error) \n", " catalogue[col] *= 1.e6\n", " catalogue[errcol] *= 1.e6\n", " \n", " catalogue.add_column(Column(mag, name=\"m{}\".format(col[1:])))\n", " catalogue.add_column(Column(error, name=\"m{}\".format(errcol[1:])))\n", " \n", " # Band-flag column\n", " if 'ap' not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "#remove units from table\n", "for col in catalogue.colnames:\n", " catalogue[col].unit = None\n", " \n", "catalogue.add_column(Column(data=stellarities['g'], name=\"decals_stellarity\")) #Stelarites computed earlier" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "Table masked=True length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxdecals_iddecals_radecals_decf_decam_gf_decam_rf_decam_zferr_decam_gferr_decam_rferr_decam_zf_ap_decam_gf_ap_decam_rf_ap_decam_zferr_ap_decam_gferr_ap_decam_rferr_ap_decam_zm_decam_gmerr_decam_gflag_decam_gm_decam_rmerr_decam_rflag_decam_rm_decam_zmerr_decam_zflag_decam_zm_ap_decam_gmerr_ap_decam_gm_ap_decam_rmerr_ap_decam_rm_ap_decam_zmerr_ap_decam_zdecals_stellarity
033840800051210.23521418113861.125004633575382nannan449.74902nannan0.47596774nannan432.4508nannan0.5535921nannanFalsenannanFalse17.2675780.0011490306Falsenannannannan17.3101580.00138988050.9
133840800089210.22561566271951.1252689118442918nannan2.7779794nannan0.4586199nannan2.528245nannan0.64298797nannanFalsenannanFalse22.790680.17924547Falsenannannannan22.8929520.276126440.05
233840800094210.20994000646271.1265111639747698nannan5.316272nannan0.29858086nannan6.5418925nannan0.5565466nannanFalsenannanFalse22.0859830.060978834Falsenannannannan21.860740.092368190.9
333840800095210.210070300330241.125444039624759nannan2.7434084nannan0.39515707nannan2.7447922nannan0.5565501nannanFalsenannanFalse22.8042760.15638806Falsenannannannan22.8037260.220150220.05
433840800104210.22441558537371.126661811262582nannan2.1598706nannan0.3439441nannan1.6315368nannan0.64298785nannanFalsenannanFalse23.0639340.17289579Falsenannannannan23.3685070.42788810.9
533840800107210.248797623138441.126812498706905nannan1.8868811nannan0.29521453nannan1.8536949nannan0.5535949nannanFalsenannanFalse23.210640.16987032Falsenannannannan23.2299040.32424860.9
633840800110210.237120152048671.1271193870780425nannan2.736139nannan0.29552397nannan2.7931025nannan0.5535931nannanFalsenannanFalse22.807160.11726782Falsenannannannan22.7847820.215192970.9
733840800113210.18046502720131.1282106986188207nannan5.1484356nannan0.35140535nannan5.3443956nannan0.61123466nannanFalsenannanFalse22.1208110.074106686Falsenannannannan22.0802540.124174870.9
833840800114210.18575465684691.128224454776969nannan2.693257nannan0.34966907nannan2.9124417nannan0.6198356nannanFalsenannanFalse22.8243030.14096254Falsenannannannan22.7393570.231070010.9
933840800122210.191064131961671.1291093843944824nannan9.370151nannan0.4774362nannan9.377321nannan0.665162nannanFalsenannanFalse21.4706340.0553214Falsenannannannan21.4698030.077014580.05
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 3897945 sources.\n", "The cleaned catalogue has 3897084 sources (861 removed).\n", "The cleaned catalogue has 859 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [#'merr_ap_decam_u',\n", " 'merr_ap_decam_g',\n", " 'merr_ap_decam_r',\n", " #'merr_ap_decam_i',\n", " 'merr_ap_decam_z',\n", " #'merr_ap_decam_y'\n", "]\n", "FLAG_NAME = 'decals_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(\n", " catalogue, RA_COL, DEC_COL, \n", " sort_col= SORT_COLS,\n", " flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_GAMA-15.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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xM5NHpaL71k80Djm7iGEM6O9PzBkct1/49WR2/fnUGYZ+J9oUVL8TbaJ+pn52ygCAYWAgicnJLIhwoGHMyAkeHPcLwtcLrgetM2z9TrSpEf1OtIn6uTU2dVM/N1gtMQfk7AiCIIieh5xd5IghiqCB8EYC7vMNrkehTzYduW3qRJua1e8Em3QK14UKxewihnPg8OEc+vsTxoRyIW8kAcUvkO2nX6vOZvXr2dSsfie2qZU2uY/N9/Oj6qde6eegNrWrn902iYnltIJKmJCzawGapmNqKof+/jjicdURnAZqB7LtMv9Atle/Vp2mvlsWVL8Zm+bSn69NtfTDsGku/bD62f17J9jUyn5upJ/stPN6jvo7lskUfRegIJqDhjFbSBhpxLW+/O2k02wKw55OaxPQeTZ1mj1h0c52cQ5UKlrbPr+XIWdHEARB9Dzk7FpELCYjlRI7H/jFaOYj6wT9TrSpGf1OtMl9rFNsqmdj2Da541y92s+MwYrvE+FCMbsWMDCQhKrKkKTqWL39Im8kOG7q22lG3y7rRZva1aZGbPJrf7f1c1g2Narfieferd+oTbIsYXg4hVyuhFyuBCIc6PEhYhhjiMWqjs6Umf+7f/eT2XXq6deqs55+EJvm+swjwaZG9Ruts5Vtsh/rFJuon73Hk0kVRHiQsyOIIwy/oTsifKifO4uudHalUglf+9rXcM4552D16tW48sor8dRTTzVczw033ICVK1fiq1/9agRWEkRnYn/bIKKD+rmz6Epnd/PNN+P+++/H+vXrceutt0KSJNxwww3Yvn174Dp+9atf4dlnn43QSgHnHJqmQ9fnDk4HDcTPJav1+3zqbFY/LJvCbJO7nna1yS5rZT/Xazv1c3g2NdPPus5RKtEUhDDpOme3Y8cOPPLII/jsZz+Lv/u7v8NVV12F+++/H4sXL8aGDRsC1VEqlXDHHXfgox/9aMTWCg4fziGXKzoubHNc3k8GVL8EfrKg+rXqNOXzqbNdNs2l34xNUbWpE22ifu78ftZ1HbOzeczOFkCER9c5u8ceewyqquKKK66wZPF4HJdffjm2bduGgwcPzlnH97//fRQKhZY5OwDI58vIZkVmVa2gdVBZWPr1guvdbFOntKkTberWfm6kXKtsCqLfqE2cA9PTeXqri4Cuc3Y7d+7EihUrkE6nHfLVq1eDc46dO3fW1R8fH8c3v/lN3HjjjUgmk1Ga6gOfuwhBEAQROl3n7MbHx7Fw4UKPfGxsDADmfLP7+te/jhUrVuCSSy6JxL562KcfEARBuGGM7hNR0XWTyguFAlTVO/8kHo8DAIrF2iuF79ixAw899BA2bdrkGD6IGsYY+vriiMdFd5txAnfw2j2Wbx/TrycLU79XbOrFNnWiTVG3yS4zy7XbpjDb5FfnwECSJpRHQNc5u0QigXLZuyK46eRMp+eGc46vfvWr+MAHPoB3vOMdkdroZmQkDcacX1R3ENuU+8nmCnjPVWez+vOtM8o2mbS6TWH3s/nTSTZ1ej93ok1hf8dSqRhiMQVTUzkQ4dB1w5hjY2O+Q5Xj4+MA4DvECQA///nPsWPHDlx99dXYt2+f9QMAmUwG+/btQ6EQfvaTuJnNHZyulvXK3GWDysLUn0+dtepod5s60aZm+jlqm6if22OTLHvlxPzpuje7VatWYdOmTchms44kleeee8467sf+/fuh6zr+8i//0nNs8+bN2Lx5M7797W/j3HPPjcZwgiAIom10nbNbt24dvvvd7+LBBx/EtddeC0DMm9u8eTNOPfVULFq0CIBwbvl8HscddxwA4LzzzsOSJUs89X3yk5/E+973Plx++eU46aSTWtYOP/yGM9qNO2Yy3zrCbFMn2tQsndimTrSpWTqxTWHYRMxN1zm7NWvWYN26ddiwYQPGx8exbNkybNmyBfv378cdd9xhlbvpppvwzDPP4KWXXgIALFu2DMuWLfOtc+nSpXj/+98fib2cc+RyJWt7H/cxQDi3IIHsIPpR1Bmlfq06O71NYdXp9zv1c2fbVE8/rH7mHJidrZ1sRzRO1zk7ALjzzjtx9913Y+vWrZiensbKlSuxceNGnHbaae02zZdcroRCoYzBwSRkWXI8FYYVXJ+rznr6tepsVr+ZOqNqUyfa1Itt6kSbuqVNxWIFmUwBPr6XaALG/R5niMBMTGQc617WI5lUkU7HPUMg7i9CI7J263eiTd3Upi9+8Yv40pe+1FE2dWI/+9Fum6LQ13WO6ekcKhXdU0c9xsb6A5dt5J7VqTTSXpOuy8YkCIIgiEYhZ9ciGANiMe+ocb0Xa79jblmjL+Zh63eiTUFsbLR8u9vUiTa1sp+Dyrv93Ne6TxDNQ73aAmIxBf39CZgjFo18IWuVnSu47j4etv58ZFHb1GhiSBD7qZ8b168lq1f2SLSpln4qFUM8rmB2ttDwcCZRG3J2EcMYMDCQ8B2vF8cbD5ib8rnqtH+ZwtSvV+dcZaOyKah+I7JW2dRN/cy5N9kiqE1ztakTz/1cZaPqZ1mWMDCQxORkFkQ40DBm5NQOtLu/CIzVXkEl8Ke1QL9enUHKt7tNnWhTt/RzJ9rUrH4ntkncCxqqlpgDcnYEQRBEz0POLnLEEEXQQHgjAff5BtfD0u9Em+Yb52q3TdTP7dfvNJtqhAOJeUIxu4jhHDh8OIeBgQQkSbKGJsyx+iBfBr9Atp9+rTqb1W/GpqjaVK/OqNsUZj+7j1E/0/UMAKVSBZkMraASJjWd3T//8z83VfH69etx9NFHN1VHr6BpOg4fzqG/P454XHUEp4HagWy7zC+Q7adfq05Tfz51NmvTXPpuWdA2RWnTXPph9bP79yjb1M397KaXr+dMpohCwbuNGdEcNZ3d3Xff7fu0EgTGGNasWUPOzkWloqPGdnuBqfXlb6a++Zxjdx2dRCe2qRNtapZObFMn2tQInAOVita2z+9l6g5j3nTTTTjvvPMaqnBqagpXXnllU0YRBEEQRJjUdXajo6M1dwqoRX9/42uWHQmoqoxksvbOB/YhDT+ZvbxdFlS/Vp3N6neiTfXiIe22ifp5/jYB6Pl+Zgzo60tgdrYATaMJ5WFS09k98MADWLFiRcMVDgwM4IEHHsDKlSubMqyXGBhIIBZTfL+8QPBAdhj69epsVr8T29SJNs31Wa1qU6+f+3a1qVmbFEXC8HAK2WwJ+XwJRDjUdHbz3S5HluWO3WqnHTDGHI7OlLmf/vziBLUC2bX0a9VplzdaZ7P6QepsdZs60aZWtslNJ9jUS/3s18fz0U+lVHJ2IULz7AjiCMP91kJEA/VzZxHY2f3TP/0TLrnkkprHL730UnzrW98KxSiCIKKj1psHES7Uz51FYGf3+OOP4/TTT695/IwzzsBPf/rTUIzqJTjn0DTdsVmi+cRnf/Izx+7dY/i1ytaT1fp9PnU2q++uZ776nWhTt/ZzI+VaZVMQ/SOpn3Wdo1SiKQhhEtjZ7du3D8cdd1zN4ytWrMDevXtDMarXOHw4h1yu6LiwGWOeALUpA6pfAj+ZWdZP5g6wz0e/GZuialMn2kT9TP0cRT/ruo7Z2QJmZwsgwiOws+OcY2Zmpubx2dlZ6DqlytYiny8jlxPBZr8AdSOyWr+3Sr9ene1qk10Wdpuon9vfz/Xa3kv9zDkwPZ1HqVQBES6Bnd3xxx+PX/7ylzWP//KXv5zXVIUjCfswBUEQBNE6Aju7yy67DNu3b8fnP/95TE1NWfKpqSnceuut2L59Oy677LJIjOwVJInNXYggiCMWxug+ERWBdz348z//czz99NPYvHkzHnroIRx11FEAgDfffBO6ruOCCy7Ahz70ocgM7WYYA9LpBBIJ0d3mOL87UG0ft7f/by/rJ6unH6TOVtvUqP586qR+7r1+Nst1kk1R9PPAQJImlEdAQ1v83HXXXTjvvPPw8MMPY8+ePQCAc889FxdffDEuvPDCSAzsBUZG+sCY84vqDmKbcj/ZXAHvIHW2Q79enZ3Qpk6wyfypaxPn1n733PipWaf9RupT75Haz1HbFHabUqkY4nEFU1M5EOHQ8H52F198MS6++OIobOlJxM3MLxDtXZPP/XetskFl7dbvRJvsxzrJJvcTPwAwAFwX6yU6ZPC5nnQd7lYyzsGZN9mC+pn7ytptk10uhjJpODNM5rWCSrlcxqFDh1Au055LBEEQROfTkLPbtWsXrrvuOqxduxbvfve78eyzzwIAJiYm8NGPfhRPPfVUJEYeKdiHOTqFMOzptDYBHWYT5+C6DhhDlnZ5rfL2Y5xzQNPAtYqjXVzXAZfM0m1ENh99u20dRKfZA3SmTb1IYGe3a9cuXH311di9ezcuuugix7HR0VFkMhk89NBDoRvY7XDOkcuVLEdmd2ju3+06fseD6Id9PAyb5qo/ijZ1TT/b/rd+13VwXTdic9xrk/m7roNrGni5BM51IdMq4LoOvVIB1zXh8Mol63e3Puwy3Snjuo9N7s/3q9PW3nac+7k+s2POfR2bdF3sWE6ER+CY3T333IMFCxZgy5YtKJVKHsd25pln4rHHHgvdwF4glyuhWKxgYCAJWXbGUOwXfjPB9bnqjFK/m2yyy9vez6ZDs8k5F3E2S2aTe+rUdUDXHJEd4XA0R50AAF0HmOSpk0PElFHr82HKAaCOTW79TurnTjz3dfRLpQpmZ4sOR0g0T+A3u23btuGKK65AX1+fbyD66KOPxsGDB0M1rpfQNB2FgjeVmLluDLVk7mO1/m61fifaFFS/Y21yO6padTDAfTuspc95LZu4V+b7+cETqnzbNEf5ueo0f+arH4VNUehzDmskKCpU7chchiywsysUChgcHKx5PJvNhmIQQRAEER2sRM6uLkuXLsULL7xQ8/gzzzxTd6FoAlBV2SNr9AnOXb7d+p1oUxAbO8GmRvR9ZQ1UKV7Yurefg8q7/XpmDIjFGp4RRgQgsLO78MIL8dBDD+E3v/mNJTNfwe+//378+te/xvr168O3sAeIxRSMjqahqtUVVOxj9m6ZO5DtV9b+v19Zc+7OfPXn+vx22NSMftv72fhxlBUHPfq8UvHKKxWRjGKvU9fBy2WvTWaCif1H06w6HTb5lDUzOB0/xiLvc7UJgH+dPu1s5bUz13nupOs5mYxheDgFWaa9tcMk8CPE9ddfjyeeeALXXXcdjj/+eDDGcOedd2JychIHDhzAmWee2bLlwkqlEu655x5s3boVMzMzWLVqFW688UacddZZdfUef/xxPProo9ixYwcmJiawePFivO9978MnPvEJ9Pf3R2IrY8DAQMJnbH7+yRZBy5pfplr63WhTLX37DaRj2mTaZLvhwXByXNeF3HA4FlpFpIRUdDEhXJLBy2WAG85GkwBZAS+VgErJKFsGYnGAwfospmsiUcRMSgEAXQMYA2eSqM+0S9MBSRI2mbboJUCWASaJGB4gnJhoZFXXaBMko5zZfF0TnwNUE2hMB+8Tf2vm3AfVb0QWtGwU1zNjAGMSBgeTmJyk8FBYBH50iMViuO+++/CZz3wGjDEoioKXX34Z6XQaN954IzZu3AhZ9g7TRcHNN9+M+++/H+vXr8ett94KSZJwww03YPv27XX1vvCFL2D37t245JJL8Pd///c455xzsGnTJlx99dUoFqNK8/UGp60jPoHsIMHtesca0Q9qU5DP7WWbmtK3OwVTpGlOBwgIR1KpeGR6qWg5OkuWywAVW7IT50Cl4qmT+Y2ecQ6uVTx28Uql6ujsNrlkDPDIRAU6PF3AfVZ18TGpHt1+7TRjU4PVEnPQ0OCwqqq4/vrrcf3110dlz5zs2LEDjzzyCG655RZce+21AIBLL70UF110ETZs2IAHHnigpu43vvENnHHGGQ7Z29/+dtx000145JFH8Gd/9mdRmk4QBNF2ZHDEsxPg8RRKSrLd5rSMUAaFK+4n0gh57LHHoKoqrrjiCksWj8dx+eWXY9u2bXWnP7gdHQC8//3vBwDs3r07fGMBmFkE3O8J3/107Rr3n0svaJ1R6fvRbpuC2hu5Ta5YkSXWdTCt4ni74roOXswDpYIjNqbnMuAzU8akcW7IstAmDqKSma3WXymjcugAyuMHrLdDzjn0UhE8nxOfZch4pSwmmVfKNv0KeDYDPZ8DN4dLdV2+kReGAAAgAElEQVT8nc1Y+uKtUBNDlEYM0PoxJ7g7hjch6rO339OTnXk9d4JNdb5mTZF57rfI/veTYMUja5HpwG92//mf/4kdO3bgk5/8pCX74Q9/iH/4h39ALpfDhRdeiNtvvx2KEm0m0c6dO7FixQqk02mHfPXq1eCcY+fOnVi4cGHg+g4dOgQAGB4eDtVOE86Bqakc+vsTjoCzPTjt1XENR7Hai9eGqd8rNrW9TabciNmYMToz8YMBwhFoFaBSAfLZ6k4GpSJ0w/mZZfVcBmCScIjlCgAOns9Cy+eAWAwoFYV+pYzKgf1gg8OQFFUsGA2AFwrgkgzI1RiasKconKPpDDUdyGbAZaUanwOELBYHU1WAGyE7cDF53YzLGdmeTNfBJdszNAe4OZ1PMss218/1+r7t5z4km0olDZnMkTlFICoCv9l95zvfwSuvvGL9/eqrr+IrX/kKhoeHcfrpp+Phhx+uO4QYFuPj477ObGxsDAAantj+7W9/G7Is4wMf+EAo9vlRqeg4fDiHYlHcVOzBaffvfjK7TrP6UdQZpX4n2hSon136MJbzYlbdxi/GmxRDNZ7Fi/lqUghMh5UXiSqGCxLHOHip6NTnHMyInTtCPobDsddprqdpLwKImKLbJiZJRpucZYFqUoq776wfAJCk0Pq508+9W7/ROrPZImZm8tD1iF7tjlACO7vdu3fj5JNPtv5+9NFHEYvF8OMf/xjf+973sG7dupasjVkoFKCqqkcej8cBoKFEk4cffhg//vGPcf3112PZsmWh2ViLSkVrug77lycMwqiv2Tp6sU0+NfqO4TVyOwtukbck5zYH23iFTdpTp46A/Rx2uSjrcOs3Uh/nQLnc/H2C8BJ4zHF6etox1PfEE0/gzDPPxMDAAACxNuZ//dd/hW+hi0Qi4bu1kOnkTKc3F88++yxuvfVWvPe978WnP/3pUG0kCILoVPpOPEnEbo1EFQBHRLJK4De74eFh7N+/H4BYGuz3v/893vGOd1jHK5VKSxJVxsbGfIcqx8fHASBQvG7Xrl34+Mc/jpUrV+Kuu+5qyZQJVZWRTMY8ct8khnkEt+fSr1Vn0OB6O2zqpTYB8L4KGUOVXn1v/MfXJt8dBiCGJ23TA8TwqV+ciFV16rZJJJp4Pt/bwsj62R3n6qZz34g+Y0BfXxyyHN28g8zOFzDz3HbM/PdTyP73k0dMskrgN7s1a9bghz/8IVatWoVf//rX0DQN5557rnX89ddfbygxZL6sWrUKmzZtQjabdSSpPPfcc9bxerz++uu4/vrrMTIygm9961tIpVKR2gsA/f0JxOOKNZwx30B2GPpR1Bm2TV3TJtNZwX7j52BcFw7CrqxrQm6PdpVL1pY85qRsXi5Bz0wDsgLEE8LTaBVU9u8FdB3y2EKYSSHa4QnwXBby2CJjUjkTmZn7XoM0vABS/6AYu9Q16LPTgKpC6hswxjO5kfBSBtSYZRcvl4BSCUgkAcUWLijkwZUYYBs5YUb2iZWQwpjxeRyQTIctIn9MF5Pk7X1C17O/TFFkDA+nkc0Wkc/TBtlhEfjN7lOf+hQqlQo+9alP4cEHH8RFF12Et771rdbxn//851i7dm0kRtpZt24dyuUyHnzwQUtWKpWwefNmnHrqqVi0aBEAYP/+/Z7pBOPj47juuuvAGMO//Mu/YGRkJHJ7GWMOR2fKzP/DDJ7XqnMunSj151Nn1G0KUmddfS5WRbEnezBzux3jjUr4E12sblIqiNVLIBwELxTAs7NAUWTbMa0CPZuBNjUJ/fAhQNOAUhH64QlU3tiH0ssvgmdnwfNZVPb+AdrEOCr79oDPTAGVMrQ39kGfmQbPZYB8Tkw8nziIyoE/Cr2ZKZFxWchDnzgInsuCz0wLp8a5yOYsFsBzWaBYFLJ8DrxUgJgYbtyMKyXwfNZw8uYNmoMZK7MwMDAmicZz0VrGGJgkGcdRXeHlCLie/b7PjeinUt6RIGL+BH6zO+GEE/Doo49i27Zt6OvrcyzNNT09jQ9/+MM488wzIzHSzpo1a7Bu3Tps2LAB4+PjWLZsGbZs2YL9+/fjjjvusMrddNNNeOaZZ/DSSy9Zsuuvvx579+7F9ddfj23btmHbtm3WsWXLlrXEWRM9DOeGl7Oh+yQbVKrLf1loFfBSwTnSqevQpybd44zQMzPeEdFSEUxySctlIbfbxLlXBogVVNxDer4rpZjvsT7ZLu62A/6yIwQxLHnktr/TaGhS3MjICM4//3yPfHBwENddd11oRs3FnXfeibvvvhtbt27F9PQ0Vq5ciY0bN+K0006rq7dr1y4AYhqFmz/90z8lZ0cEw3QKthsZF4Etfxmcbw3mRGuHTNPAdQ1MqsaPua5DL+QhxROOj9czs5BSafHGZJYtFcFlWcyFs+nzUhHMps85B8olQI15Ph+2twyznVzXrakM9nrdMnCx7qVH3++G7/dQ0IN0qqOrJqjYqSarOKQ9lLjCuG8k3cvTTz+NJ598EjfeeKPv8bvvvhtnn302Tj/99FAN7HQmJjJzzocZGUlDkqo3kqAxgiBlo9Anm2rIuDGR2o5ZxC4342+lYtUJGDI9mwGMuXFQFHx5w134/PUfgX7ogHCAqTSkVAraxDgK258GL+QhDQxBXbIcvFJB4cXnoE8cBEumkDj5NEgDQ6iMH4A+cQCQJCgrToBy1DFAsWC9FUpDI1COOhrggDYzLd4s1RiUkVFAVqBlM2JIlTFIyZSI1TEm5sYBgKKCxYRz5MbQJCQJLBYDGBO+y2y7ooJJkug7Y+jS7BPGmCW3+tSUBThPnXQ9Nqs/V526zlEuVzAzE2xi+dhY8IXsDz6yFVou2ALT6XeejWJ6NHDdraKR9poEfrPbuHGjZ9USO6+99hpeeOGFI87ZBWFyMotUKuYYg5/rC2DK/WSmvF5wvVn9+dYZZZvq1Rllm7jxhgPXGxnnEEtnoXqz55yLWJiuVV9gOMBLJfDMjKOsXiqJOJ3h6ACA53LIv/g7aAffELE7APrMFPLbD0CfnjQ/BDyXRX7bU1CPOtpyrtA0VF59GcjnhNMy6tSnJlEuFCD1D1RXVSmXUDl4ACwer9rExXJk0sAgwORqmyplgElitRYzkUXXgWKpKmO2sqq4zqt9ImJ19jc/bvwd9Ny163puh02cA5lMwVqEggiHwAkqu3btwpo1a2oeP+WUU7Bz585QjOpFcrkScjmxUn2tQHhQWSPB9Sj069XZi20SvwNiqSx7WeN/wKFvri9pHWcQMTl3WSOpBdx+2+fQJg9Zjk6IOPRiXsTQbHE06w3KHlvTNbBY3BPnQyzusJUZhnmjbwyQZNiaKRJLFKXaD6aOVF0qzN5++//W8TrXSJBzV+8ai/7ct06fc2BmJkeOLgICO7uZmZm6afqJRALT09OhGNWrBBwxJgjiCIZuE9EQ2NktXLiw7pvbiy++iAULFoRiVK9if4ojiNZS4w5Kd9aOgjFAcmfVEqEQOGb3nve8Bz/60Y9w4YUXerbKefrpp7FlyxZcdtlloRvYCzAGpNNxJBIiU87MULO/6dmz1ky5PSZQT1ZPP0idnW5TR7TJGO9z6/vFbZiPPpfkarKKKWNMDCXa66xUIPUPQivkxdAfRLICZAW6poHJcnUie7EIqZAHYnErO5LrOrTDhyAPjVZlnINnZsAUxRiiNNqklcXvsmxldnKugxcLok5LxkVSTSJpaxPEruqKbMQmbTtu+8TnTFkz1467n1t27ufQD/t6HhhIRjqh3D8bsxb+WZqOEl2SsRnY2X384x/H448/jo985CN473vfixNPPBGA2HLnV7/6FUZGRvCJT3wiMkO7mZGRtGPsfq7gtv0NMGjZevomrdbvNpuEU6tOFufGD7hYFcWSGeV4uSTiZYyJbXEYAy8UgHIRAANUFVySwPM56FMTomwsLlYsKRVR3vsHMcG8kBeJHrqOwrNPoPzaK4AaEyujqDFk/7AbU89vBzgw8Ja3IjW2EHohj9K+PeAv/g7qkmORXHUSwIHK/r0o7fo9pOFRJE89CyyRRGX8TWgH3wBTY4iduAbygoXQZ2dQ+eMeQKtAXrwEyuKlANehz0xBH38TLN0PZfExgCSLaQ25LJCdhTQwDKiq6BNdB3IVIBYHV1TRnwxgegUcRp+Y/Wz0Gcw4o01u9XMXXzth25RKxRGLKZieziNsMjtfCJyNGYT0O88GesnZjY2N4Qc/+AG++MUv4he/+AV+8YtfWMfe9a534bbbbrNWLyGq1Aqu25/oTFktfb+yQWTt1u8qmyDeihxlATH3zfXZerHgTArhYuktXi47tr7hpQL0wxPOsqUiin/Yba2eAgDQKij+/nmUXn5BTAsAgHIJhd0v4/Afdou3PIPpV3aCTxyAZKuzvO8P4MU8FHsG5uEJ5J78JeRFx4BxkezCS0UUn3sG8uIl1kovAKDt3wtwDilWXQqMZ2dReeOPkIZGqn2iadCnJyEPjzr7r1QU8/uYLfHC2O+Oya5bjLE0mqef4Zes0SXXTgT6ksSgKKHsrU0YNDSpfOnSpfjud7+LyclJ7NmzBwCwfPnyliy7RRBdid8qJLVWJtG8GXh6ueQta0wA99Rpe0Ow6tQ1eBY78dN3686DWg9sBNEJBHp0yGaz+MIXvoDHHnsMgFhJZe3atVi7di05uhCxD3MQ0eLbz66bNecc0P1W22f+zsb9GeUy9GLBuQOBpkHP5xybpnLOUT50QJS1fdZ0Nou92QIqtkULyjrHq1OzmC2VHfqHDk1gcnLSoV+YnsL0/+yCbvssvVBA/sXnxERyU1/XUf7jHjHlwVYnLxagTTnrBNehZ2Y9k+t5uezZaQFaRSx27dDnxhxEt8zlrM1hz5C/D638fpHz7ywCvdml02ls3boVq1evjtqenoNzjny+ZG3v00ggPIis2TrD0He3txNsmpc+M5Y3ts1n45yDWVvucOOtyFzsmINrZaBUhjm3ThTThZOYmRJ6pRJ0NQZezKPyx9cBXWyXwxUVeiGHzE83i9VOdA28VISmxvD8H/bi9TfeAOfA/kIZyxMiJri3UAYHwx9mslgy0IdjkjHsn8mgouvAgYM40JfG8qVLkD80jsLMNMAkzOx+GaOnvANyuYTy3tcAAMVXXkR85cmIL10ObfwgwHVU9rwGaXQM8RPeBnCIOB2ToB+egLJ4iZi/Bw5eyYDns2B9A2CptFjiTNPE1kLGkmXcmieogWkV8FiiOl7JAcYrImkHMOQcXDfPk2TFSsWzhXGeXNdZN1zPJvPRz2SCb0TdCI0lqARh7iQWR+k2JbQEHsY8/vjjrf3siMbIZksoFCoYGEhClueXgGLK/WTu8f4o9OdTZze3yXh/q5Y1VlARMgDmuv/FonNiNgMqBw/YdgcQ6FOT0GwrpQCAnsug9MpO6Im3VOWahv96fgdmikXohsPVAPyhUIEEM5FD2PfGbA6lfM4xSpmZncWhV14SezTqOgAdulZB7oXfIZFMOt5Ay/v2QFacO3LoE+Mi8UYyVlDhulhLs1IGYrHqZxlvbszI7rTE1hBpdQI6180EH/famyK5h9nelDkXrWPMLjMyV33Ok++5i+h6btX1WCpVMDtb9HWaYRB2gkqjtCuhJXAE9KMf/Sh+8IMf4PXXX4/Snp5F03QUCt74C/P5EvvJ3Mdq/R2V/nzq7Oo2efQBcLeM+ZblWsU7/KZr3pLm24+rbEnToGuuYULvxwPcP/YmgXmGVSVZ8ciY5DMcazhyT48oilcmeTc9NsvYq2XGE0Kwc+cpAsa8SV619aO7nueqMwybOBerLbVyuPVIIfCb3d69e3HUUUfhoosuwnnnnYfly5cjmXR6Z8YYPvaxj4VuJEEQBEE0Q2Bnd/fdd1u/m4kqbsjZ1UdVvU/CjeI3HNJO/U60KYynYm+d8L7C1YL5rDnJmfdtj/nIYA2Qem3yMYHbhkqr5bjn3UzXNXDIDinn3JoKYBP6v17pPtv1RNLP/p/vd93V1I/CphbpMybuE5WKT8Yu0RSBnd3jjz8epR09TSwmo78/4RibdxNUZsrnCq7XCpQH1Z/P50dRZyv0PTJm9B/M3AluJFDorhsxF5OkNb36NwCprx96uQSuadb8Pa5IcKzzb9TFkinDOYoFpHVdx0AqhUxRrG4CrkPjwIGyBpUxLFAkKAyogGGqomN3vohT+2KQZQkAg6Zr+M1MAaf0JxCXJEjg0Dnw6uEZLBwcxFBcgcIYdA7kJg4hI6kYPWaJWG2FieHP0ssvIHbcKhgBZjAA2qE3IS88WgxnmiurFPPg5SSgxq0hOJhJPO797oxVWRz9Z+zfx+3b/4gT4nT3hg1RnvtOup5TqTjicRWzswVoGjm9sAi8nx3hz1z72TEGjI72+b4NieNzB7fdsrD0ySabzIhnMe5Mn+eaDq65d/HmIhGjVM2WMzdf5blsNduyWIA+dRja1ISQG2i5DLRD46i8/io2PL0D/+sdJ2F6/CBmshn8bs8+FMpiqkCZA3lNw+8zRUwYT/pjqoyT0jG8ki9jV7YEDmBQlnDJwj7oHHg+W0SZAzKAswaTWBqX8VKuhKwm7F/Sl8Ta0UFMZHOYLQj7E319WHX6mVAUtbovn6wg/rZTIA8NA3I1CYUNDEEZHRP725kTxmUFLNVn9KmtmxQVIv5nu+ErqthBwb5TO5MARTHeUm0VSFI11ud6UGzV9disfjN16jrH5GSwRJJG9nfLvfo/IWdjNkgsAS3wMAl8szcj3c+OmC+1T2rQQHat55GgwfHGhlHm1u9ZmzTnBGzGGHil7DmDerHgWIEEEEkpejZr3dgZY4AaQ+WNvd4ElF0vgGdnq58jSXgzV8Dvd78ObnMCeU3Df80459mNlzU8fCjrePOZ1nT8YqqIQdvLlAZg+2wBBysxMJv+vkweQ1xztL+QySCfmUX/wKCtggq0iQOQRxY4b8K5LNjRSx27pEOrAFx3ygDAWMvTDtMqgDsxhusiY9PtGABIrjqbPffddD0z1pvZmI0SVvZmQ85O0zT88pe/xHPPPYfp6WnfE/TlL3+5aaMIgiAIIkwCO7vp6Wlce+212LVrl2c82vydnJ0ftZ/OagWygwa355ssYsqa1e8pmwARZ9J18y9RJhYTb3y2aQJMUUU5YyhIfDaDlEyKHQOMYUy9WIRyzDIxwTwj3uT0Qh7y0DD0WFwsDg2gVCigODGOxTEZ4yUdZQ5onOOPJQ0KAN344ZxjvKzj5VwJC2IKjlIlSIyhqHM8M51DWpawti+GpCxB5xxvljn+WMxhZUrFkCKDc44yF298R8dVLIqJ4cmEIkPb+xpy/UNIHr3E2h0BTELlj3sgL1wMKW5s/pruE0Oy8YSI3zEGyIoV06wOOTJAlsEZcw4By4oYtrQPbRr/WsOY5pAp4KyT8+rKLZLsGdrsteuZAkzhEtjZ3XPPPXjllVfwpS99CaeffjrWrVuHjRs3YvHixfjmN7+Jffv2YePGjVHa2pVwDkxN5TAwkDSGJoTcfEAI8uWrN/Qy3yQMP/1W2hRlm5qySZKMpauMGJ4RN+KSBG7G6JgEyMbNPJ8Xw3iMAZIClkxDz2ehH54QQ3NqDPLoQuipPpRefA48lwGTZUj9/WCpFDKzT+CFbf8NHUBSZlgSV/FKoYwnZwrQwCAxhoTMkNU5tmfKmKloRsKKjvGyhlFVRqYikl1mdR2PTeawui+OBGNgkgRd59ieKeGYuIpj4uaWP8Cekobxio73LRrBYFwBK5dRnppEeXoS/WveidjiJSL5plhAZd8fIC9egriZtMI59EIeTFHBhkasXcy50adMVhwJKuZWRky1ryIEmAk+gJmAAnBmTiiXzJNkrGrjnJPocHo1znMnXs9B6yyXNczOFjxliPkT2Nn96le/wiWXXIIrr7wShw8fBgCoqoq3vvWtuOuuu/ChD30I3/jGN/DFL34xMmO7lUpFx+RkFv39CcTj1RUrzP+DPP2536Qb1Tdlbv1m6oxKv9GAf+g2oYY+YM65Nv+x1ri0y8XakXp1grUkQZ8+bK2qYhYtF4uYPTwJfVE12C4x4LczBZR0Dvvbz+v5MqbKFUtS0XVIAGbNFHXbDVQxNM2kG50DScl5M9V1HQuSCQzEVVh7hRq7FMQWL3HG3ziHevQy8cZntgkAi8ctR1dtPnMktFioMZ9+Fm+A1X42/mGS9zzZ6zdlrnLdcj3PVWeUe9kBUSwXFjXV5ciaWWossLM7ePCgtTamYlz0pVJ1RZDzzz8f3/3ud8nZ1aFS0RCPN5cT5Bcwb0a/0eB6kDqb1W/Wpra3iXvnvtlu1zYJdyZqmPIan+3XIiZJjgWY4fkUgSTJ3hoYA5eYM4GmVrPdySd1CwcnaD8H/aS2n3sf/UZs4ly81UVJtyWo2GkmWSXwcmGDg4PI58W+Wul0Goqi4M0337SOq6qK6enpeRlBEARBEFES2Nkde+yx2L17t1CSJKxatQoPPfQQyuUyisUifvKTn2DJkiWRGdrtKIqMVCrmkdsD2fVk7mON6teqc67gepQ2dW6bzJiSTR+w4kpVfYi3IzhlYrjP9XSvxuGuVFJU4xfb15Ax9EmA4nqTikuoDjea+sZbnf1NQpIklDj3TAPIl8twv28Wdd07hQJiCoa7R3g+53mDdG/zA9TqZziGWf3KV+v0P0/cR+ar38brOQybGAPS6Tgk98kmmiaws3vXu96Fn/3sZ9bQ5Uc+8hFs374dp59+Os4++2zs2LED11xzTWSGdjP9/QkMDSUh2VaKsAep7WP4tWTm+P589WvVacrbYZM9ZhFmm5q2yewTe1nGADVuOTcOAAxg6T4wRa3ejLkOqX8QrK8fMLYG4poG6DrkBQsBWbHiaWxmCmMjI+hPp63PK3PgzP44jkuq4svJGHQAI7KE4xMqFCaSVhiAIZlhgcKgSlVZWmaYqego6LqYp8YY4pKEmMRQMZwGYwwyA4YZx9RsBhWdW0kkav8AKntfA89lqu2OJ6AdPgRt+rBYDcawi0Fkl3JzEj2MTimXLedm9hO0SnWyPYdjZ3JTBkAsTm3gOE9Glibn1YcMZvzRKddzrTobtUlVZYyMpJFIqCDCI/AKKpqmoVgsIplMWifp0UcfxU9+8hPIsowLLrgA69evj9TYTmTuFVQYRkfTgZItauFXNqis3fpdY5PN0Tlk7rcZzoFy0bxbW3I9n4OezzrelPRyEeWXXoSemXHsj1fY/jT0yXHwQh7/sGM3/tfq4/Dy6/uwf3ISRdu19MdCGb+cLiCnVWUa59hTKCMlSVCl6s1SZxJUcKTk6vPrqCJhSVLFqOzcMWBNXwyL4ypiNsdy9FuOR3JoCHIyZcmUJcdCWbIcUrq/qp9IQF12HFgs7kzOSPdbmasWslxdhswqyMSKK4ZzrcolQHImnNQ8T+ban45kFe+uCO2+nv1oRF/XdUxM9OAKKkGQVWiyN7/BTFCJdAUVWZaRSqUcsg9+8IP44Ac/2PCHEkRHYr7JmPjclBhj0JnkXaxZkkTao72sJEOfnXYMXzLGoGdmwAt5R1k1FkPRVWVSllDhDLB9lswYhlTZXiUYY+hTJMg+z60jqmtpLgDLEqrnxir39zscHQCAc0gp11J3mgamevXhdl52uZ/MLZe8GZi+MOZ50OhUGnmgbSXdkKCSfufZKKZHQ60z8DAmQRBz4PMWgFjcWywWhzWPzEBiDKp78WQAQ4r3ZpmWvPvNxRngLirB/2m21u3XM8jDmOfNFoBt4Wu7UPfqi0prfFrv04mO7kimprN79NFH8cYbbzRcYblcxqOPPorJycmmDOsVOBcLutpvBObvbpl7TL9e2SCyZvXttjRrU1htiswmQEyiBpxlJamaQMI5ONfF0JyiGDEkY1UPxiD19YuVRQARpysWEXvr26CsOAFQY6JspYLE2jOQPPd8SCNjxicxLD1qId5z8kk49qiFYAxISAynDCRx49Ih/L+LB5GWGWIMOKU/iXUjKawbTWNYkSABWN0Xx5+MJLFuNIVlxtSWZQkFfzLWhxUJGWNxscN4vyzhA2MDSKsqkqoqYpOShAVLliEGiCSUipg3KI2MQR5bBD47DS2fE32hqpBHFoDPTkGbna4mqMiymHBfyIt2A+BMsvWPXn1rNpJyHNepJHtk1vlwP0Aw5j1PttjXXOe+lddzI+Xccl3nkU9BONKQb7vtttv8Dqxfvx4nnXQSVq5c2VCFMzMzuOqqq3DOOedg6dKlYdjY0eTzpTkfXs0Jovb97OyBcLfMjp/MlPvJgtQZpX6tOueSRWnTvPqZO5MIhEjctK2yjAG2rXwYY+LGXy6DZ2atYSymxsCSKejjbxoykbEpjy3C//3tdpy9aATiHs4w3D+Afq4jrpWhMPHGNxZXsCqpIsYY0op4q4tLDMcmVJzcF8NRCRUKxBDnoriK0/rjWJmOIy4JOxOyhONTKt45lEJalsVnMYZEIoGjT1iFRF8fJLOdmobY29dCGTsKzNyJXNMgDQxCXrBIxNsA4eg0DVK6D2ISuNFHWgUskQQzhiXN3mOKai0vZvUpY2K1FXff23Y7MBN3zKFPt775waGee5u8Vp3N6teziXMgkykglyt59GuRTntHEGqRfeUl8HJnx+xixyyFFkvVPN5Ie01qxuw459izZw9++9vfNlTh7Oys/3DGEY554aZSPitJuMb2G5EB3thAK/U70aYo2sR9nB9jzLFSiiUz4nHMLstnIXIKbUOA1pqb9pgcUMzlHEMuEueYrehi6oHtu6UwICZLDpkMjj656nxEZ+gYTSShMFv8j3PEEilIhvOqViCJhBTXCirSwJBDxgDb8l+29tu35bGVda+qIh4WvCugAHBkasL1u13Wi9ezrnPMzORQLtM+dmFTN0Hl3nvvxb333ttQha0IypZKJdxzzz3YunUrZmZmsGrVKtx4440466yz5tQ9cOAAbr/9djzxxBPQdR1nnnkmbrnllpa8hdJDQJfDUTvgFTuOHmYAACAASURBVASbr3HI/MoFkTVQqTfKJ+AsaJMo/tQqor5NtHW5sBpZlm54vPZb3Xyp+alf+cpXmqr4+OOPb0q/HjfffDMef/xxXHPNNVi+fDm2bNmCG264AZs2bcLatWtr6mWzWVxzzTXIZrP467/+ayiKgvvuuw/XXHMNHnroIQwODtbUDYOoHwKIiGn29PndxJqR1S3sNtbfUwdvEj2otQIxMhvtfaKd2ZhRZFkGpaazu+KKK1ppR2B27NiBRx55BLfccguuvfZaAMCll16Kiy66CBs2bMADDzxQU/ff/u3fsGfPHmzevBlve9vbAADvfve7cfHFF+O+++7Dpz/96UhsZkyMMZuTRM23X3eg2j7kYf/fXtZPVk8/SJ3N6neiTU33szjgHMJENc/COCxW99eqiQQcAEulwcsl8VmGTOobAGTJ2K/H2FEhFgcztsqBkRgCSUL/6Cimxg9ayR6QJIzFFewrVaAzCZqmAWCQGIfKIGRGnbIkgUkicUU37JZkGVNlDUOKKozXdUCSUCkVRKskZtkEGNsQpdLW35AkaDNTwlbGqu+SxgITphvlgJhnyMUkdfOWLeQauG3IVPSjd9I1bOfGfZ7McpGf+zZfz4ODSWQyRRQKnR1X6za6burBY489BlVVHc44Ho/j8ssvx7Zt23Dw4MGauj/72c9wyimnWI4OAI477jicddZZ+OlPfxqZzSMjacTjqiMQbf9C2GW15EFlVlIEc64E0Sr9brKpZllzzpcjVgdjLpg4p2ZcSUqmwRIpmO9ITJahjIxCXbocLJGw6pMGh5A47WzIi44WFUgSpL4+qMcej/ia04XDkyRIY4ux6Kz34Nj3nI+4sXN4XzKJ1ccchb84YTneMpAGAzAcU/D+sUH8ycJBnNiXgMwYYpKEM8cG8b6jF2DN6CDiioiTvWXRQrzj7SdhwbHHIZYUTiy+YCHG3vU+qMvfAjYwJJxYIonEaWdDWbDQcmxgDNLoQshDo8Ihm/0RT0AaGBRO0nTekgzWPySSUWzvjEyNiR9bFiVjDJCqcTwzCaXt575Drue+vjgGB5vfnZuo0twS/G1g586dWLFiBdLptEO+evVqcM6xc+dOLFy40KOn6zpeeuklXHXVVZ5jJ598Mp544gnk83kkk+FeYMz1BTZltQLZfvrzDY63W7+rbTJvRFrFkWgCWYau6Y7tZpiiAMkkuKZV1zRUY1COOgaV/XurdcoyYiveikKpCBQLhkMFYstWgCUS0A4eBDNWQEkMDWP5Weciv+NZyIaLkCXgvGPGcGJCRtw23HVcOo7jhvqgSpK1puZwIoZzlh0NeXAEcdX4mksSho9ZAmnpsVDsK6UMj0I+6RTIfQPVJBRFARsYgjQwBMm2tQ90Dja6wCnjHOgbdG73I8vi4cA9Ad3cv86e7MJYNSnF1I/o3Atzu+N6VpSuexfpaLrO2Y2Pj2PRokUe+diYmLNU681uamoKpVLJKufW5ZxjfHwcy5YtC9dgovfweTCx36jtMr+HGM+yWgCYrAgHYYuNMcYgy7JYV9JGUpYcw2MAHI7ORGIMMdX7FZcT3gc6883LY7/PRHd3OVPmaatP+4Vj83mw8+k/IhqaTlAJmGTiRxSJJ0HpOmdXKBSgqt4FUuNxMe+iWCz66pnyWMy784CpWyg0vjPwt751Lw4fnqp5nDGGZNK7vJLfE559KCNI2SCydut3v006mCs3w4zneaScO+WcQy8WrIWRTfRCDjyfBy8X8Z/P78Tt2CzUSyXoM1O2GjlQrqAy/mZ1p25JBu8fQnlqErq55BgDYiMLwHQNWmbW0lf6B6HMcOgzM6bVgKJCOVwBz+eqcTrGIC/aA8a5tRktAEhpY5K8/cYoK2JunX1lFcbAEilvn0rVrRrs2aDuqQU1ZV1+7fjRqE1B59p97Wt3BCoHNJ+g0s4kk2boOmeXSCRQ9pkQaToz03G5MeX2DWfdugkjxtIIH/vYJ+suBA0AfX3V5BRzyMJOM7J263eiTZG0SdfBjCWILQznJm7UVRmvlAFdLFhsbIcAfWYKvJg3lgpjgK6jMjmOL9+5Af/7bz8tYmS6Dj2bQWH7b8D6+qGMLLDqy/3fxwFNQ+K0s8XEdV3H7PO/Q+5/XsTIGedCTveBgaN8eBLZ3/8WqdWnIXHMcrHaSLmE4s4dUBYsRPyktcZQIkfljf2AriG++jRhF8SC1nxmGsryt4gVYRgDNA3a1GFIff2QjPgeAPByGUxRRPKNfQhOkgBjsrjRoeJX8Y+znwGHbtPnqUn9TroeM5kCCgXnWz0xf7rO2Y2NjfkOVY6PjwOAb7wOAIaGhhCLxaxybl3GmO8QZxiYmVUDA0ljcQjbU64rOF1LZsr9ZO6nwij051Nn1G2qV2fobTKG3+y3ZXGjBpgr1scttyhicmAMLJmC+ScAQJYhDy+APDgsVhxhTCSoDAwidsLbwM2YHkT8K/mu/we8ULCGEJkko/+kNeg79i2ifqNadcFCjFx4GewTtlk8gdRZ7wVLJKqrogBQj30L5JExx7CklEpDXrrCMQTJZQnK4iWexZpZMlW13d53SvXBzpIZn+soa/QXXc/OOsvlCmZni3M+RBON0XUR0FWrVuG1115DNut8DX/uuees435IkoQTTjgBzz//vOfYjh07sHz58tCTU+xUKjryee9bpXVDst9EfGTuY7X+jkp/PnVG3aZadUbWJp+ncF997o1K+Q1wmXu3eWzSNW+djPnH1CTJuYKLqNirr6gORwfAWqrLaZPPCiimw3bXWSN259smNNDPPmWY3+c3oB+GTa24njkHstkSOboICMXZZTIZPPzww3j44YfDqK4u69atQ7lcxoMPPmjJSqUSNm/ejFNPPdVKXtm/f7+1s7rJBRdcgN/97nd48cUXLdmrr76K3/zmN1i3bl3kthMEQRDtIZRhzIMHD+Jzn/scGGO4+OKLw6iyJmvWrMG6deuwYcMGK3tyy5Yt2L9/P+64oxqkvemmm/DMM8/gpZdesmR/8Rd/gQcffBB/9Vd/hY985COQZRn33XcfxsbGrAnqUaL6ZMY1it9wSCv1g9TZrH4ntknUGbyN7tL+FtWqL9jncLBaFfuWDmRTnfoC9UCDXR/03AVN7Iju3LdGnzEgFpNRqUS3NmbdbMwAmZbtzKhshlCc3fDwMD72sY81dcNrhDvvvBN33303tm7diunpaaxcuRIbN27EaaedVlevr68PmzZtwu23345vfvOb0HUdZ5xxBm699VYMDw9HZq+qyujvT1hzsMwvg/1L4PeFsI/pu8s2ou8nn69+J9pUTz/UfjZ9i6sOh4wxQFXBymWhbx6PxcG0itglwdBjkgQWE5O3LRsAyMcsg/bGXjGJW9cBxiAPj0LPZcEzs9YKKCyZBOvrgz7+pvH5DGAM0tCwUY4DXBfDmrEEWCwGlEuirDHUyWLxqk3mUKEZQzLtBKx4ndkmAJZtphPkhhbj3OHzxNCsDm4f9nQ5A7qeqySTccRiKmZnC9D89g5sknrZmN2aaRkExsN4FDqCmZjI1B1fZwwYHe3zPAg0Etx2y5rVj6LOduu3zCYzscD+9M6NzEvASEoxVsUol8UcOVsci1fK0DMzAJMANYYv/5878b8/91lohycAXYOUSoPJMjjXUX7zj9AnDkFZsBCSsXyXNj2F8uuvgQ2NQBlZAMYY9EIepVdfAlNVxJYfD6aq4LqGyoE3wQs5qMveAinVJ2zKzkKbnYY8dhTkoZGqTdkMWDwhEmYkMY9PPP2LffqETdU2SYkUmGrbm85wwJCrE8utN0FbYgvn3ONUu+bct7hOXeeYnAw2RWBsrD9QOQA4+MjWrnd2jbTXpGbM7sQTT3TE4G655RYrCYRohNpvu36B7CDB7XrHGgmOB7WpGf2gdTar3zKb/BITGANjYmUQ+3GmqmDG1jZWQoKiijlpsXhVJsuQB4cg9Q9Yk7gZk6AuPBrqshWWowMAeXAIseNWQh0ds/SlRBLxE1cjfvyJlgNikgz1mKWIrVwNKdVn2ST1DYgNZYdHHTbJY0cJmc0xS8kUpIFBm00MUiwGqW/A+hyrL9SYaJsr4YL5bu3jdHT1zkG3Xs9h2FSnCmIe1HR2kmQuOCvYsmULXn/99ZYYRRAEQRBhUjNmt3jxYmzbtg2XXnqpJWtVTK63qD3EWSuQHTS47Re0DxIcN2XN6ve6TTX13bErGGdZsm2kagx1QlHErgi2+lkiBV6pAGVztR8xD49xgOdmq6uTxBNQUmljQrqxuo+iQl6wCHo+C57NWDJleARc16BPiuFQMAZpaAFYIgl95rBYxQUAS6Uh9w8aK7sYU2FkGVIsLmw0V2ox39bsbQLAJdkjM0cvvP3MwbluDe16+nmOc+Ina/bcd9P1HFWAyZGg4kpI6dbkkyDUdHaXXHIJ7r33XvzsZz9Df78YH7399ttx11131ayMMYb/+I//CN/KLoZzYHo6j/7+hGNowgxeB/nyuQPdjerXq9Mu70Sb5qM/3zob0mesmphiv3ExkYwh7lRGkoIsi7iebotXSRKgqmIHb9vKPWxwBHo+Z601yRiDNLwAvFgALxWtmJgkDwKpPnCtIoY5mZhYLiXT0LOzkNID1nChPDoGvVCEFIuJxZolCVIyBcTj4JruGJKEOWRpX4nIbJ9UHZK1XTVWm6x+Yq4YJzP6ydwZwux7W9911blv0KZG9TkHKhUNs7ONL18YBHuCSrfE6MKgprP7m7/5Gxx99NF48skncejQIezfvx9DQ0MYHT0yOiZMymUNk5NZDAwkEIvZVoZntZ6IvTL7l5G5bhB2WS19UzaXfhg2BdUPatNc+mHa1HA/+8qqjq6qD4cTsP73WUDZsaOAUYZLkpgYbskYIKtiVRTXW6fUP+Sqk0FOpaqO1rRJksW2PO4Rm1jM2ybJG3sTbWKeNjmcndUnronqqI550PXslOVyReTztJdd2NR0dowxXHbZZbjssssAiJVJPv7xj0c+j66XKZc1xGLNzfbwC27XG4YJWz9Inc3qN2tTFG1qtp8dd/c5qL4DOStoppc5xC4IjhpNhzVPGAvcpDp1BOvnWtdYr13PnIv7BBE+NRNUrrnmGjz11FPW33fccQeWL1/eEqMIgiAIIkxqOrtnnnkGhw4dsv7+/Oc/jz179rTEqF5EUSQkk97theyB7Hoy97Gw9XvJpna2yR53cVbgP4zlLmsObXks8nnbsPSdH+P7Eukn4+YBt8xjk/jH2ycekyLrZ3fsqxPP/Vz6QepkDEin49VNgInQqDmmNjY2hn379ll/Nzs0cCQTdIsfu7yRBJKw9OdbJxAsON8qm8JoU1P9DAbOuDOBRRJjfpxzyyMxSRK7AUj2VVoYkEiClUtApfL/t3fu4VGUWf7/Vt9zBaIJOHJnJeES7ipBFCVRggMiiIg4RMURlcH1sj8zsKOyuqssYVwRFB1kRoQBVCAgApMIqIwDkUFFIpoFB0eQFSHQJKE76U5f6vdHpyrV3dXdVd1V3dWd83mePElO1Tn9fU9V16l637eq+OLFZGT6/rdf8h0UATBmi+8JKE4HfLMe22KazGDcbsDj4ccUGZPJ97keQUyDkX8FEFe5fG8Y1wOst704clrbYNvaFLjtGSb4DQbgJrAAbW87am8nV9S1tO9oYX82GvXIycng35aiNJkDBoFlAY/ekNKzLwMJWeyKiorw+uuv4+jRo8jOzgYAvPfeezhw4EDIYAzD4MUXX1ReZRLDMAwsluCbbbkzeKFNzBfwH8gONWAeLmYi/TuMpraDFuMz+EbYWN9MRH7qPQNfUeEe99V2wGcMxrYZnO12mC3wGjy+omUw+sbbDEawJjO8LXbojCb+Zm9WnwG4WttitX2l9XqwHg/gZX03t3PtMRjAeDyA0QDfjfC+deFy+WaG8m8mF9xeILgxnG27LUJ4OwGfiYCJKSy3Hp8TgZ1h/G0puO8EItc/I8OkSrGz1X0Dy6ChHWYWJkfIYrdw4UIwDMPPxmQYBocOHcKhQ4dCBqNiR3RouKs4DobhjuwCEwM28L1wDOO7wgro6mR0OrCBTyXR6aCzpPm/1odhfM/jDJDD6PWAPvB1PQxYo8jJV4ANACDyuh9fW0QO5kyIg3woW4iCkEoEFjYisYQsdl26dMGSJUv4/wsKCrB06VKajUkQSQ4dfuMDFTptIfl9dvPnz0d+fr6aWlISlvU90FX4sOhQg9PCn0jrSrHF6i/UEqsmLbVJFU2A7+rMz9Z2xRbQtSdmY9seouz3XBZG57s6C7iyYowm39vAuS4wMIDeCFZvBLiuSYbx/a83+H8Wo/P9ICCmXu//MlbB1ZdfW3V6MAZD8BsMAmL6XILHpFiRmMm4P0vRJGUfC2X3ellVX/PTEZF809f8+fPV1JHSWK12ZGSY/GZjig2EC22cXczG2cVsUmKq6R8uZqLaFFdNbT9B/mLjNNy6gq5Ctu2NAxDo4tbxiwn4Chk3hsb76wHo/W3Q+Z5iEqgJTNDb0oVFzC8nbYWbt7d1cfrp5NYD/Lo1ffaAdqbA/qyWJpYF7HZ1JqcAQObgoXCZOs7EFI6QxW7btm0AfI8NYxiG/z8SwmdpEu3Y7a1gWSA93f/pFHIGwsVsgLKD66mgKdBfi5qE9qhz7/sjaPxOjibJny82zggZeWZExg5l5klIqu7PXi+LpqYWVW8s9+gNaDWkqRZfq4QsdgsWLADDMLj11lthMpn4/wMvwYUwDEPFLgzhckcQUcGCBuFSDDpOqEPIYrd27VoAgMlk8vufiB6xM1SCiAnapVIOOk6oQ8hid80114T9n5CHcMxO2H0hHJyWagMQdJWdSH8tahKuq0VNiuSZZfk3CEQTU6yLjesaFV4wsizgu8lc5+cPlvWtK8wzw/jZ+M8Vs8nME7de3POsQEyp/gwDZGenqTpm11GJ7anEhCRycjLAMOKD82K2QLuYLZy/8MwwFv9wmmL112KbEqEp6PPZ9hvT29dl/W7I5lZlGPjduC08cIbTxDszgkkU3Hq6tjeus7530XHrMowuQBP499qJTrThbJxd0KZE5DnQFqu/UprE/BnG98gws9mAxsYWKE3gWzU6ChEnqMiFxuz8YRgGOp30wXkxf7F1pdhi9Zc7uB4PTUq0SYuawLJgvV5/O9rP9v1t7esxbUWL9UrX5PsNvxi+mZltMyzbVmDYNv+AGZp+MdsKHK9dGDPApok8I377cyBy/HU6BgaD5DvDZOF1u7kJux2KiBNUxM5aAP9LdSFU7AhC4zAiB+OAosTbJMcM4S8nRoohVtiIxBFxggqH2+3G73//ezQ0NGDmzJno168fAOAf//gH3n33XXTu3BlPPfWUumoJoqPBMIDfnXsARB/XxbT3b0aMqROJSSgNFTptIXmCyiuvvAKn04nt27cjMzOTtxcXF+Oee+7BjBkz8Pnnn6OoqEg9tUkIy7JwOFyibz0QXh2zAQeqQBt3lhhokxpTLf/AsSAtaJLirxVNfn9zz8dse9c5dxM3C4DxegG03bTdNlaHti5OzsYXvICxKV4Tw7Q/PBoAvF7fZ+n0UbUpWbd9pDYpGZMjGn+7vTUoDhE9kjuFt27dimnTpvkVOo7MzExMmzYNlZWViopLFWw2JxoamuH1svwOzf0A/jt/KJvwS6CGfywx1WpTtDGVaFO0eY5ZEwPf01YE63GFioW/DW02f3//cSPervM9eizQxur0UbVT7W2vep5V0KTU/uxyeWC12mk2psJILnZWqxUeT+i7+r1eLy5cuKCIqFTE7faipSX4TI3bybnfoWyBy5T2TyVNiWyTFjUBaH+tjoKa4tkmYUHQiia5/lJisqzvUWHCZ+kqDWuyqBZby0gudn379sWmTZvQ2NgYtKyhoQHvvfceP45HEARBaBOXvmMWO1kPgn700UdRWlqKO+64A3369AEAfP/996isrERjYyOWL1+umtBUwGiMfb6vcKyE+z+e/lJixuofqyY12pTseWZU0BTPPIdqu9byHKsmhvEdJ+iNB8ojudiVlJRg+fLleOGFF7B69Wq/Zd26dcPLL7+MkpISxQWmAkajHllZlqD+e9FJCgKiGZwX8xezxxozXpqk+CulSfN5buvmYpi25Qw3bgffxBQO3wp+foxgcgTlOXGapPinp5thMhlw6ZJD1e7MjoasW+lvvvlmFBcX4+jRozh9+jQAoHv37hg8eDB0OnVugEx2GAbo1CkteAxF8CWLZBM705TjHypmrP6ppkmtNoWLyf1E9OfsXJ64MSyusLUt42wsy7bN4ASg1/M3hnfUPCdKUzT+3NVd587psFrtIJRB9nNjdDodhgwZgiFDhqihJwUJ3R0idSA71Nmj1MHxQH/OFqt/qmuK1V9OTMn+/AGR8bcF5I5hGECvl/RqHbXaJDVmrP6q5FkhTbH4Mwxd1SkJXY4RBEEQKQ8VO9UJfXYWeDYn7PoItU6kZVL85cSM1V9qzFj9k11TzG1imKA9Ldx1AeVZ+5rChCCiICkff93U1ISlS5di9+7dcDgcGDJkCBYuXIgBAwaE9fN6vdi6dSt2796Nuro6NDY2onv37pg0aRLmzJnDv7tPSVgWaGxsQVaWBTpdcHeSlC9KuG4SqV80OV03idakZJu0nufA2DFp4goey7aP8YWJmag8x0tTrP6J1OR2e3HpkkPUl4iOpCt2Xq8Xc+fOxfHjxzFnzhx06dIFGzZswOzZs1FZWYmePXuG9G1pacG///u/Y9iwYZg5cyYuu+wyHD58GK+88go+++wzrFmzRhXN3BMRsrPTYDLpBQPR/rMzhQTaxCYxhJrYEC5mrP5SNEn1V0pTJH8t51lKTNmaQsRUu01a3PaR/LX4HbPbnWhpoaenKE3SFbuqqiocPnwYr732Gn+rw8SJEzFhwgS8+uqrqKioCOlrNBqxceNGjBgxgrfNmDEDV155JVasWIGDBw/i2muvVU27y+WGyRTbvXZyBvzV8JcSM1Z/LbaJNCW2TaH2sVTLM8v6To4J5Um6Mbvq6mrk5eWhuLiYt+Xk5GDixInYs2cPXK7QZ0Qmk8mv0HHcfPPNAIATJ04oL5ggCIJIOJKL3fr163HfffeFXD5nzhy88847SmgKS11dHQYNGhR09lRYWAi73Y5Tp07Jjnn+/HkAQJcuXRTRKIbBoENaWvCYIHfGJzZuI2VcQCn/VNKkZpsixYzVn/Isvo7UsbNkzzPDABkZJr/xfUIZJBe7yspK9OrVK+Ty3r17Y8uWLYqICkd9fT3y8vKC7Jzt3LlzsmOuXr0aWVlZGDt2bMz6xMjMNKNz53T+jeWBX17hWEcom7B/Xw3/VNKkZpsixaQ8U55j1WQ0GpCTkwGLJelGmTSN5GJ38uRJ9O/fP+Tyf/mXf8HJkydlfbjX64XT6ZT0w+FwOERnTXI2h0PeDKY33ngDBw4cwFNPPYWsrCxZvlJgGAYWixEM035zr/B3oC3S8kBbopdrURNpDr9c+JMsmjtinjMyzCCUQ/Kpg9vtRmtr6JcJtra2+hUlKRw6dAhlZWWS1q2pqUFOTg4sFouoDs5msUh/oveuXbuwbNky3HXXXbjrrrsk+6kFt7MThJoIr0AI9aA8awvJxa53797Yv38/7r//ftHlf/vb38JO+xejb9++WLx4saR1uZfG5ubminZVcjaxLk4x9u/fj/Lyctx0001YtGiRRMUEQRBEMiK52P3yl7/E//zP/2DZsmWYN28e323ocrnw+uuvY//+/Xj88cdlfXhubi6mTZsmy6egoACHDx8OOmuqra1Fenq6pIJ75MgRzJ8/H4WFhXj55Zeh18f+6p1QtPfTgx905vrnA/v4hQTaxdaNZEu0v9Y1aSXPwm1PeaY8c3/Ta36URXKxu++++/DXv/4Vb7zxBjZu3Ii+ffsC8L3PrrGxEaNGjQp51ackpaWlqK6uxt69e/n77KxWK6qqqlBcXAyj0civy83MFBbAEydOYO7cubjyyivxxhtvyOr2jBar1Y70dDPS0tq1MUzw0xmEO3qgXaqN8482Zqz+yaYp0W0SKwaJ1qRGnqJtZzw0ResfbUwp/jabEw4H3ViuJAwrzHoEXC4X1qxZgx07dvCTUXr37o3JkyejrKzMr9CohcfjwaxZs/Ddd9/xT1DZuHEjzpw5EzRjdPz48QCAjz76CABgs9kwadIknD17Fk888QS6du3qFzs/Px8FBQWy9Fy4YJP8zqn0dBPS001B/fiBZ3pybIn216KmZGrTokWL8Nxzz2lKkxbzLEaiNanl39jYIvvG8txc6ZPr5ByztIqc9nLImttqNBrx4IMP4sEHH5T9QUqh1+uxatUqVFRUYN26dXA6nSgsLMSSJUvC3hoBAA0NDThz5gwA4KWXXgpaPn/+fNnFTg4yzisIguiAsCwdJ9QiKW/k6NSpE1544QW88MILYdfjrug4unfvjmPHjqkpLSxSzlYJgujY0GFCHWQ9LuzMmTNYuHAhbrjhBgwePBg1NTUAfGNmCxcuRG1trSoiUwGuCxMIHiiXawv1dyL8tagpGn/SpO02CZdpRZMa/gwDZGenw2xOyusQTSO52P3444+444478OGHH+Kqq66Cx9Pep5yTk4OjR49i8+bNqohMdnJyMvixusDBaDEb0H5jqZiNW1fMJowZq38oTeH8Q8VUqk3RaErWPEcTk/Kc/HnW6RhkZlqQna3+5LmOhOTTh2XLlkGn02HHjh0wm80YM2aM3/Jx48bh448/VlxgssPtvMIuTO4LEmgL5S+2rhRbrP7CL2O0/h1BU7K1KRAtaKI8+9t1OgZGo3q3RHVEJF/ZHThwAHfffTeuuOIK0Q35i1/8Aj///LOi4giCUB7uKoJQF8qztpBc7Gw2W9ink7hcLr+uTYIgtEmoXgRCWSjP2kJyN+YVV1yB7777LuTyI0eOyH5cWEeAZVk4HG5YLIagvnxhP33gWWCgTdjNEc4/VEzOP9AWqz9p4mFZ2gAAIABJREFUis1f7O94tImjo+Q5UW3iiMbfbg/9LGJCPpKv7G6++WZs2bIFx48f523cjlFdXY2qqipMnDhReYUpgM3mQENDM7xeL79Dcz+AtMke3JcgWv9QMTl7IjQJv9hKtkmLmrScZy1qSsY8K6XJ5fLAarXTE1QURvKV3SOPPIJPPvkEM2bMwKhRo8AwDN588028/PLLqK2txYABAzBnzhw1tSY1brcXzc2tQa/t4L5g3M4eyiZcFo1/qJjCg068NaVim+RqCvysROQ52pjxzLOYX6I1qZEnr5eF3e5M+iecaBHJV3aZmZl49913MX36dBw9ehQsy2L//v345z//iVmzZmHt2rUwm+n9SwRBEIT2kHXnYmZmJp5++mk8/fTTsFqtYFkWOTk5omdHRDAGQ+xTiUOdjUbrLza+kOyaUrFNWtQUzzbJWS9emqT6y9HEMIDRqKc3HqhA1Lfp5+TkKKkjpTEYdMjOTgvqvw8cnA5E6kB2JH8xe6wxE+2vdU3h/LWYZy1qCuWvRU1K5jkjwwyTyYBLlxzUnakgkovdl19+iX379uGf//wn7HY7MjIy0KdPH9x4440YPny4mhqTGoYBOndODzpTFH5JItnEzjTl+IeKGau/km1KZU3h1uV+kq1NWtSUSm0yGvXo3DkdVqsdhDJELHY2mw1PPvkkPv30U9GzkFWrVmHcuHH4/e9/z79NnBASujtEbCBbbJ1QVw5yBtfFbLH6k6b4+ItBmpT3FyORmhiGruqUJGKx+9d//VccOHAAI0eOxPTp05Gfn4/MzEzYbDYcO3YMmzZtwieffIInnngCb775Zjw0EwRBEIQswha7Tz/9FAcOHMD999+P3/72t0HLBw4ciKlTp2LJkiVYs2YN9u/fj+uuu041sclJ6LMzsa4PQLyLQ4p/uJiB68jVFK2/1JjhSLQmynN8NFGe/deRGZaIQNhbD3bu3Ilf/OIXKC8vDxvkqaeewhVXXIEdO3YoKi4VYFmgqakFHo+X78cX7tzR2IRfllDrCn+Lrcd1nUSrScw/kiYpbdKiJsoz5TmeefZ6WbjdXjQ2toBQjrBXdt988w1KSkpE+52F6HQ6lJSU8O+3I/xpbfU9ESE72wKTyRDxTDGcDWi/8hP29WvFX6uawvknMs9SYlKe1fPXYp6bm51oaaGnpyhN2Cu7s2fPok+fPpIC9enTh956EAGXK/YHZYsNbifSX4ua5PqTpvj4xxJTqj3Z88yyyhwniGDCFjubzYaMjAxJgTIyMtDc3KyIKIIgCIJQkrDFzuv1yjor8Xrprv9Q6PU6WCymIHuo8YhAW+CyUP+r5R9NzFRskxY1pWKbAm2B41ta0KS0v69bE8jIMClyhUr4E/HWg3379uH8+fMRAx09elQRQalIRoYJaWm+Qifsw+cQDmTLtcUaUwl/IPgLncxtircmAEmbZy1qUrNN8dBkNBqQk2OAzeaA0+kO0kZER8Rit2PHDsmzLOlsJBiGYZCW5n+mxu3kUgbHAf+B7FCTAELFjJe/FjUlU56laOKIVVMgam77SG2iPIv7MwyQmWmmYqcgYYvd2rVr46WDAJ0sxBOt5VrszF8txA7sakF51lb7OzJhi90111wTLx0EQRAEoRqS32dHRAfXJy88m+T+DrTJWVeKLdH+pKnjtkmLmpKpTdyN5YRyRP2KH0I6VqsdGRlmWCxG3hZqcBqAqF2qjfNXI2aiNKnZJiGJyDP3Q3mm/Vm4Lt1Yrjx0ZRcHWBaw2Zxobm4F4D84LjaoHW55oC2Sf6SYkeJrQVMqtkmLmrTcJuEyrWiKNk+R/JuaWqjQqQAVuzgSeIZLEAQhhGVBL2xVCSp2cUR4FkcQBCEGHSbUgYpdnEhPNyE93XdjeayD46H+jpd/uJip2CYtakrFNoWLGa7tqbTtGQbIzk6H2UzTKZSGMhoHcnIy/PruhV8AMVugXcympn+yakrGNkXyT4SmSDETlWctaorWP1xMhgEyMy0wm91oanKAUAa6slMZhmGg0/l+hDbhb+7vSAPxUm2x+gdqisU/lTUla5vkrBcvTVL8ldCULHnW6RgYjXoQypGUxa6pqQnPPPMMRo8ejWHDhqGsrAx1dXWy43g8HkyePBn5+flYs2aN8kIJQoMIryQI9aA8a4ukK3Zerxdz587Fzp078atf/QpPPfUULly4gNmzZ+PUqVOyYr3zzjs4ffq0SkoJQpsIryAI9aA8a4ukK3ZVVVU4fPgwKioqMH/+fNxzzz1Yt24dGIbBq6++KjlOQ0MDli9fjgceeEBFtb6zO6fTLXkgW+7gduDySP5yY8bqH01MtdskJWYq51lsP6M8ay/P3H25hDIkXbGrrq5GXl4eiouLeVtOTg4mTpyIPXv2wOWSdjPmK6+8gu7du2PKlClqSeW5dMmBxsYWeDxesCwb1J/P7eThbAzTPkAfjb8aMdXSlIpt0qKmVGyTFjXJ9Xe7Pbh40U43litM0hW7uro6DBo0KKiLoLCwEHa7XVJX5rFjx/Duu+9i4cKFQXHUwuXyoKUl+EyN+3yhDjFb4DK5/qFihvuMRGtKxTZpUVMytElYELSiSWpMOf4s63vaksfDglCWpCt29fX1yMvLC7JztnPnzkWM8V//9V8oKSnBqFGjFNdHEARBaI+E3mfn9XoldzuazWYAgMPhgMlkClrO2RyO8PelcGN+f/nLX2SqjR2DIfapxFwXi1IIxyliiRGLpkD/WDVpoU1i8ZSIQXmOHE+JGInKM8MARqOe3nigAgktdocOHUJZWZmkdWtqapCTkwOLxYLW1uDuQM5msVhCxnA6naioqEBZWRl69OgRnegoMBh0yMqyQK/3XUhzXwaxAXEhwj79wHWj9Vcjppr+WtQUyl+LmlIpz2IkWpMaec7IMMNoNMBmc9BzMhUkocWub9++WLx4saR1MzMzAQC5ubmiXZWcTayLk2PDhg24ePEibrvtNv6Wg59//hkA0NjYiNOnT6Nr164wGo0hY8iFYYDOndPb/g4+25NiEztTjKe/lJjxblOomEq2KR6auJ9ky7MWNSnZpkR/x0wmPTp3TofVagehDAktdrm5uZg2bZosn4KCAhw+fDho56qtrUV6ejp69uwZ0venn35Cc3Oz6AzMlStXYuXKldi1axf69esnS1N45A+EB9oCz/44m9SYavmLkWhNUvy1qCnZ8qxFTUq2SQuaGIau6pQk6Z6NWVpaiurqauzduxclJSUAAKvViqqqKhQXF/tdlXEzM7kCOH36dFx77bV+8S5cuIBnn30Wd9xxB8aPH49u3brFqSUEQRBEvEi6YjdhwgQMGzYM5eXlmDNnDrp06YKNGzfC6/Xi0Ucf9Vv3vvvuAwB89NFHAID8/Hzk5+f7rcN1Z/bv358vnsoS+uxMrOsDEO/ikOIfLqZktRL8O5qmVGxTKmmK1V+LbfJ1g8oKS0Qg6YqdXq/HqlWrUFFRgXXr1sHpdKKwsBBLlixBr169Ei0vCJb1vXk4K8sCwPdEc//l8iY8cHBdH6HWDewakdMdpZYmqf6hNGmxTbFqCoytBU2JzLMWNcU7zyzrm6lObzxQFoaVe1pC+HHhgk3yjKnsbAtMJkPEM8VwNiDy4Hai/UmTdP9FixbhueeeS5k2aVFTsrWpublV9qPCcnOzJK8r55ilVeS0lyPpbipPZlwuT8wxxAa3E+mvRU1SNGpBkxx/LWqKZ56l2pM9zywLtLa6ZX0eIQ0qdgRBEETKQ8UuTuj1OlgswU9+ae+nF+u7jzyuEG6dePhrUZNUf9KUPG0KN3aWKE1q+DMMkJ5ukn01SUQm6SaoJCPp6Sakp7cXulAD2UK7nMkeYgPhcmLG6p9smrTWpsDP0oKmeORZLU3Jvj+bTAbk5PieoOJ0UpemUlCxUxmGYUTP1FjWf3Ba+GXg7MIDoVT/QFvguqFihvJXQlMkf7mapPrHoimSvxbzrLQmqf7hYkZqk1qatJDnQORoYhggM9NMxU5BqBtTQ/h2cm11XyihR2ttArSnSWt6lEJr7YqnHrErRjG0lqNUhYodQRAEkfJQsVMZX5+8tMFxsb5+sXWl2hLtr0VNgcu0oonyHN82aVGT0O71svQCV4WhMbs4YLXakJFhgcXSnu5Qg9NA8JdBzoB/oL/QJsU/XMxY/bXYpkRr4n600Cba9trJc3NzK1pa5N1YToSHruziAMsCNpuD33n9B6KDB7XDLQ+0RfKPFDNSfDU0pWKbtKhJrr/cmPFsk3CZVjSpleemphYqdCpAxS6OJPsjegiCUBeWpeOEWlCxiyPCsziCIAgx6DChDlTs4kRampG/sTyagWyhLdTf8fIPFzNRbRLalG4T5TnxeQ7X9lTKM8MA2dlpMJloOoXSUEbjQJcu6dDpdPyVnfALIGYLtIvZpPiHixnOX01N0fprURNnjyXPkT4/3m1K1TxrrU3hYjIMg6wsC1pb3bh0iV7zoxR0ZacyDMNAr9dBp4s8sSHSQLxUm5zBdSmaYvEPjBOtvxY1JWue5awXL01S/DtSnnU6BiaTHoRyULEjiA6G8EqCUA/Ks7agYkcQHQzhFQShHpRnbUFjdirDsixaW91+bygPHJxmmNBPRBfGkeIfKibnH03MWP0jxUxEm7SiSezveLSJo6PkOZ5tEstxNJqam10glIOKXRxoanLAaNQjK8sCnc6/H1/qQDZnF7PJHQgXixmrv9KalGgT5Vm7eVZbk9baJEeT2+3FpUsOeDxeEMpB3ZhxwuXyiD4VQergeOAyuf6hYsbqr0VN4TQma5u0qCmWPMvVxP2o3SY1YsrxZ1nf05ao0CkPFTuCIAgi5aFiF0cMhtjTHTgeoIV4SmuKFS22SYuaYkWLbdKiJjkwDGAw0C0HakBjdnFAr9chO9sCnc5X7EINjgcSzeC6WEyhXW7MWDVJ8deipnD+lOfE5JlD622KNWZmphkmkx42m5Oek6kgVOxUhmF8T1Dx/R15IFzMxn1JAm3x8k8mTcnWJu5HS5qkxIzVX4tt0pImk8mAzp31sFrtIJSBujFVR95AeLSTAMLFVMtfi5rk6tWKJspz4v21pknETMQAFTuCIAgi5aFipzqh+9wD++uFXR+h1on4aXHwDxdTyvqJbpMWNSVLnrWoKVZ/LbbJdyyQFZaIAI3ZqQzL+m4qz8qyAEBQ14TUL1+gLXCgO3DdSAPhsfqHsoVbV21NkfyjscVDE+VZ25oSkWePx0tvPFAYKnZxoLXVDavVhuzsNBiN+oiD06HsgbZQExu4dSPFjNVfji1emkL5U547bp61qCmcf3NzK5qbgx9AQcQGdWPGCZb1Fb1AxAanwy2TMrgdDqX9tahJ6iQEOesnuk1a1BTPPEu1J/u2D3WcIGKHih1BEASR8iRlsWtqasIzzzyD0aNHY9iwYSgrK0NdXZ1kf6/Xiz//+c+YPHkyhgwZgtGjR+OBBx7AqVOnVNOs0zGwWIxB9nDjNtEOjsfTX4ua5OpOtCbKc2T/cGNnSn6+GjHl+DMMkJZmotsOVCDpxuy8Xi/mzp2L48ePY86cOejSpQs2bNiA2bNno7KyEj179owYo7y8HHv27MH06dNRVlYGm82G2tpaNDQ0SPKXS3q6CenpJv5/KQPhkQbHxfzViJkoTWq2KVJMtdoUKmagnfLcsfdns9kAkykTly45qEtTQZKu2FVVVeHw4cN47bXXUFJSAgCYOHEiJkyYgFdffRUVFRVh/Xfs2IGqqiqsX78eQ4cOVV0vwzBITzdFHJwWG8gWHgil+gfaAteNJmasmiL5h4oZqk3x0BTJn/JMeZarSU6eGQbIyjLjwgUqdkqRdN2Y1dXVyMvLQ3FxMW/LycnBxIkTsWfPHrhc4V94+Pbbb6OkpARDhw6F2+1GS0uL2pIl49vJtdV/oYQepdukRU2xosU2aVFTrGixTVrLUaqSdMWurq4OgwYNCtpBCgsLYbfbw4672Ww2fP3118jPz8ezzz6L4cOHY9iwYZg0aRL+9re/qS2dIAiCSBBJV+zq6+uRl5cXZOds586dC+l76tQpsCyLNWvW4LPPPsN//Md/YMmSJQCAhx56CLW1tYrr9fXJi09ACXyiuVhfP7eOmH8kWyi71Jhi/8v1F7OF8xfmRE6bwtnEnhwvJ2a0muKV51Ax1dh3Ep1nsTalap49nmCtRPQkdMzO6/VG7HbkMJvNAACHwwGTyRS0nLM5HKGfOtDc3AwAsNvt2LZtG6644goAwPXXX4+SkhL84Q9/wGuvvSarDVKwWu3IzDTDbDaAZQG324NLlxwwmw3IyPC1y+tl+ScmZGVZoNMxbZqdcDrdyMqywGDQg2EAp9MNm82JtDQjP/GFe+KCTqdDVpYFDAOwrO+tx263t81f15YjF5qbncjIMPMzRF0uD2w2B4xGnyafv0+T1wtkZ1v4sYTm5lY4na62V5H4dqHWVp8mi8WniSvwTU0t0OmYNk0MWBaw251wudzIykqDXq8Dw7RrSk/3aWLZ9jYZDDpkZloEmpzwer1tedLxmlpaXH555trE5ZnTJJZnm82J1lZfno1G3/vEwuVZrxdqas9zdrYFej2XZ9/NwRkZFlgsBj7Ply45YDIZkJlpbjuoeWGzOcCy4PMULs+XLrVrYllu32lp2/bmgDx7kJVlkZRno1GHjAxpec7KEmqKLc8Ohxt2uwPp6SakpbXnuakpcNuHz3NmpgVms3iexb5j7Xn2fccyMy0wmcS3vS/Pwu9Ye56F3zFpedaLfMdYZGWlQacDn2e6sVxZElrsDh06hLKyMknr1tTUICcnBxaLBa2twTsBZ7NYLCFjcAVzxIgRfKEDgMsuuwxjxozBl19+KUe+ZLgduqVFB4Zh4HJ5AAAtLS44nW4YjXo4ne0D0VarHWazAS6Xhz9rbGxsgdGoB8uycLu9ANoPhnq9XjBrywur1QaTyYDWVje4k8WGhmaYTAZ4PF54PD5/m80Jh8MFnY5Ba6tPk8fj02QyRdbU1OTgD1hcm5qbW+FwuILadOGCz7+11cOfwfo06eH1trfJZnOipcUFvV7Ht8nj8aK11dcmYcyLF5uDNKmXZ7efJre7XZMwzxcviuXZAYfDX5PD4dPke7qOPawmLs/ciVLoPHtx4YK7Lc+B214Pj4f12/a+PAu3vRdOp7Q8+wqR7+RLap6F214sz3Z7KxwOd8htHynPYtuey7O0/bkljnkO1nTxYrAmQjkSWuz69u2LxYsXS1o3MzMTAJCbmyvaVcnZxLo4Obhll19+edCyyy67DE1NTZK0RAv3pRbi9bJ+OzyHmI37AgvxfbH812VZcX+xacximlg2Nk1y2sQdAIQID2DtmsT9xWzq5Fm6Jjl5FrPHN8+BmuTkOTZN8cxz4vfn6DURypDQYpebm4tp06bJ8ikoKMDhw4cROIW3trYW6enpYe+T69q1Ky6//HKcPXs2aNnZs2fRpUsXWVoIgiCI5CDpJqiUlpbi3Llz2Lt3L2+zWq2oqqpCcXExjMb2p5ScOnUqaHZmaWkpDh8+jBMnTvC206dPY//+/RgzZoz6DSAIgiDiTtLdVD5hwgQMGzYM5eXl/BNUNm7cCK/Xi0cffdRv3fvuuw8A8NFHH/G2hx56CFVVVbj33nsxe/Zs6PV6/PnPf4bZbMZvfvObeDaFIAiCiBNJd2Wn1+uxatUqTJw4EevWrcPSpUvRpUsXrF27Fr169Yron5eXh/Xr12Pw4MH87Mt+/fphw4YNkvwJgiCI5INhxW48ISRz4YKNZk4RUVNR8SLKy/890TKIJCc3N0vyuqlwzJLTXo6ku7IjCIIgCLlQsSMIgiBSnqSboKI1uCdDEEQ0dOnSmfYhgogDNGZHEARBpDzUjUkQBEGkPFTsCIIgiJSHih1BEASR8lCxIwiCIFIeKnYEQRBEykPFjiAIgkh5qNgRBEEQKQ8VO4IgCCLloWJHEARBpDxU7AiCIIiUh4pdEtLU1IRnnnkGo0ePxrBhw1BWVoa6ujpJvgsWLEB+fn7Qz4wZM1RW3XFobW3F0qVLMXbsWAwZMgQzZsxATU2NJN+zZ8/isccew6hRozBixAjMmzcPP/74o8qKCY5ot92KFStEv1fXXXddHFQTUqAHQScZXq8Xc+fOxfHjx/k3tW/YsAGzZ89GZWUlevbsGTFGWloannvuOT9bTk6OWpI7HAsWLMCHH36IsrIy9OrVC1u3bsWDDz6IdevWYfjw4SH97HY7ysrKYLfb8fDDD8NgMGDNmjUoKyvDtm3b0KlTpzi2omMS7bbjeP7552GxWPj/hX8TCYYlkoqdO3ey/fv3Z3fv3s3bLly4wI4aNYp96qmnIvr/9re/ZUeOHKmmxA7NkSNH2P79+7NvvfUWb3M4HGxJSQk7a9assL6rVq1i8/Pz2W+++Ya3/eMf/2AHDBjALlu2TC3JRBuxbLvly5ez/fv3ZxsbG1VWSUQLdWMmGdXV1cjLy0NxcTFvy8nJwcSJE7Fnzx64XC5JcTweD2w2m1oyOyxVVVUwGo248847eZvZbMb06dPxxRdf4Ny5cyF9q6urMWzYMAwcOJC39evXD0VFRfjLX/6iqm4itm3HwbIsbDYbWHqZjOagYpdk1NXVYdCgQWAY/3egFRYWwm6349SpUxFj2O12jBw5EiNHjsS1116LxYsXw+l0qiW5Q1FXV4c+ffogIyPDzz5kyBCwLBtybNXr9eLYsWMYPHhw0LLCwkL88MMPaGlpUUUz4SPabSfkxhtv5L9bCxcuRENDg1pyCZnQmF2SUV9fj9GjRwfZ8/LyAADnzp1Dv379Qvrn5ubi17/+NQYMGACv14uPP/4Ya9aswYkTJ7B69WrVdHcU6uvr0bVr1yB7bm4uAIS8OmhoaEBrayu/XqAvy7Kor6+XNCZLREe02w4AsrOzMXv2bAwdOhRGoxGfffYZ3n33XXz77bfYtGkTTCaTaroJaVCxSyBer1dyt6PZbAYAOBwO0S8OZ3M4HGHj/Nu//Zvf/5MmTULXrl3xxz/+Efv376fZYzHicDhgNBqD7Nz2C3UFzdnFtq1w2xPqEe22A4B7773X7//S0lJcddVVeP7557Ft2zaa7awBqBszgRw6dAhDhgyR9GO1WgH4Zne1trYGxeJs0cz+mjNnDgBInh5PhMZisYiewHAHSu7AGQhnF9u2nC/N7FOXaLddKO6++26kpaXR90oj0JVdAunbty8WL14sad3MzEwAvi4Vse4UzsZ1Z8rh8ssvh9FoRGNjo2xfwp9Q26e+vh5A6O3TuXNnmEwmfr1AX4ZhRLs4CeWIdtuFQqfToWvXrvS90ghU7BJIbm4upk2bJsunoKAAhw8fBsuyfpNUamtrkZ6eHtWYzs8//wyXy0X32ilAQUEB1q1bB7vd7jfR4ciRI/xyMXQ6Hfr374+jR48GLautrUWvXr2QlpamjmgCQPTbLhQulwtnzpwRnXRExB/qxkwySktLce7cOezdu5e3Wa1WVFVVobi42G/M4dSpU36zM51Op+jtBitXrgQAjB07VkXlHYPS0lK4XC5s2rSJt7W2tqKyshIjRozgJ0D89NNPOHHihJ/vhAkT8NVXX+Hbb7/lbd9//z0+++wzlJaWxqcBHZhYth03zCDkj3/8I5xOJ66//np1hROSYFi6ISSp8Hg8mDVrFr777jv+CSobN27EmTNnUFlZiV69evHrjh8/HgDw0UcfAQBOnz6NqVOnYtKkSejbty8/G7Ompga33norXn755YS0KdV47LHHsHfvXtx7773o2bMntm7diqNHj+Ltt9/GyJEjAQCzZ8/G3//+dxw7doz3s9lsmDp1KlpaWnD//fdDr9djzZo1YFkW27ZtQ5cuXRLVpA5DtNtu6NChuPXWW9G/f3+YTCYcPHgQ1dXVGDlyJNauXQuDgTrREg1tgSRDr9dj1apVqKiowLp16+B0OlFYWIglS5b4FToxsrOzceONN2L//v3YunUrvF4vevfujQULFqCsrCxOLUh9KioqsGzZMrz//vtobGxEfn4+Vq1axR8sQ5GZmYl169bhxRdfxMqVK+H1enHttdfid7/7HRW6OBHttps8eTK+/PJLVFVVweVy4corr8S8efPw0EMPUaHTCHRlRxAEQaQ8NGZHEARBpDxU7AiCIIiUh4odQRAEkfJQsSMIgiBSHip2BEEQRMpDxY4gCIJIeajYEQRBECkPFTuCIAgi5aFiR3RIDh48iPz8fFRWVoa1Ab7nHpaXl2Ps2LHIz8/H7NmzAfjeR7hixQoUFxdj4MCByM/Pl61j06ZNyM/P53927twZW8OSlM8//9wvD9zzWglCKeg5NoTqHDx4MOhxZOnp6ejduzemTJmCX/3qV2EfqbR06VKsXr0avXr1wocffqi23CCWLFmCXbt24eGHH0aPHj1w+eWXAwC2bt2KV199FXfccQeuvvpq6HTRnzvOmzcPvXv3xrBhw5SSnVT07dsXFRUVuHDhApYsWZJoOUQKQsWOiBuTJk3CDTfcAJZlcf78ebz//vtYvHgxTpw4gf/8z/8U9XG73Xj//ffRs2dPnDx5En//+99xzTXXqKLv6quvRm1tbVDh3b9/P8aOHYv58+f72Q8cOICsrCy88MILfq9biobrrrsOo0aNiilGMpOTk4MpU6bg5MmTVOwIVaBuTCJuDBw4EFOmTMHtt9+OX//613j33XfRrVs3bNq0SfQVKQDwySefoL6+Hs8//zwuu+wybNmyRTV9Op0OZrMZer3ez37+/Hl07tw5aP36+npkZ2fHXOjUROyVTgTREaFiRySM9PR0DB06FCzL+r13T8jmzZvRo0cPjB49GpMnT0Z1dbXsA/iePXtw++23o7CwEOPGjcOyZcvgdruD1gscs1uxYgXy8/PBsiy2bt3KjydVVlYiPz8fBw8exP/93//x9gULFshPQhjcbjdWrlyJWbNmYcyYMRg8eDBuuukmPPfcc2hoaPBb9+TJk/wX1pbHAAAIuklEQVRY144dOzB16lQUFhZi8eLF/Drnzp3D888/j/Hjx2Pw4MEYM2YM5syZg5qaGn6dY8eO4dFHH8X111+PwYMHY+zYsSgrK8O+ffv8Ps/pdGLlypW49dZbUVhYiKuvvhoPP/ww/vd//zeoHSzL4p133sH06dMxfPhwDB8+HJMnT8arr76qaL4IIhzUjUkklB9//BEA0KlTp6Bl9fX1+PTTT/HII4+AYRhMnToVa9aswc6dO3HXXXdJir979248+uijuPLKK/Gb3/wGer0elZWVQQdvMW6++Wb07NkT5eXlGDVqFGbMmAEA6N27NyoqKvDGG2/g4sWLWLhwIQBE9Zb4cDidTrz11lu45ZZbUFJSgrS0NNTW1uK9997Dl19+ic2bN/u9rBcAqqur8fPPP2PmzJm4++67kZmZCcCX57vvvhtWqxVTp07FwIED0dzcjCNHjqCmpgZFRUWwWq249957odfrMXPmTFxxxRW4ePEivv76a3z99dcYN24cAN8LTefMmYMjR47g9ttvx+zZs9HU1IT33nsPM2fOxIYNGzBw4EAAvkL35JNPYteuXRg+fDgefvhhZGVl4fvvv0d1dXVQ1zBBqAUVOyJutLS08N2V9fX1eOedd/Dtt99iyJAh6NOnT9D6W7duhcfjwZQpUwAABQUFGDBgADZv3iyp2Hk8Hrzwwgvo1KkTNm3ahJycHADAzJkzcdttt0X0LygoQEFBAcrLy9GjRw9eB+B7WefmzZvhdDr97EqSlpaGTz/9FBaLhbfdfffdGDp0KBYtWoSPP/4Yt9xyi5/PiRMn8MEHHwTlc9GiRTh//jzeeustFBUV+S3zer0AfDMiL168iBUrVgTFFbJ27Vp88cUX+NOf/oQxY8b4aZs0aRIqKiqwZs0aAMCOHTuwa9cuTJ06FS+++KLfJB7ucwkiHlA3JhE3VqxYgaKiIhQVFeG2227Dhg0bcMstt4ScZr5lyxaMGjUKPXr04G1Tp05FbW0tvvvuu4if98033+DMmTOYNm0aX+gAICsrCzNnzoy9QSqj0+n4QufxeNDU1ASr1YrRo0cDAI4cORLkM378+KBCZ7VasX//ftx4441BhY77HMCXFwDYt29f2K7i7du346qrrkJBQQGsViv/43a7UVRUhEOHDqG1tRUA8MEHH4BhGJSXlwfNVo1l9ipByIWu7Ii4cdddd6G0tBQulwvHjx/H6tWr8fPPP8NsNget+/nnn+OHH37AbbfdhpMnT/L2oUOHQqfTYfPmzXz3YSi4LtK+ffsGLevXr1+MrYkPO3fuxJ/+9CccO3YMLpfLb1lTU1PQ+r179w6y/fDDDwCAAQMGhP2s0aNHY9KkSdi8eTPef/99fsxu4sSJfvn6/vvv4XK5RAsnR0NDA/Ly8nDy5El069bN72SDIBIBFTsibvTq1Yvv9ho3bhxGjhyJWbNmYdGiRXj55Zf91t28eTMAYPny5Vi+fHlQrO3bt+P//b//FzRmlUrs2rULTz75JIYNG4bf/e536NatG8xmM1wuF+bOnSvaDSjs8pQLwzB46aWXMHfuXPz1r3/FF198gdWrV2PlypV4+umnMWvWLAC+cbgBAwagvLw8ZCyx2asEkUio2BEJY8SIEZgyZQq2bduG2bNnY8SIEQB80+Wrq6tx3XXX8ZNChBw7dgwrV67ERx99hAkTJoSMz3V/fv/990HLTpw4oVAr1GP79u1IS0vD2rVr/a5+jx8/LisOd7VXV1cnaX1udumDDz6IhoYG3HnnnXjppZf4YterVy9YrVYUFRVFvO2id+/e2LdvH6xWK13dEQmFOs2JhDJv3jzo9Xq/q7ddu3ahubkZM2fORGlpadDP3LlzkZaWFvGeu0GDBqFbt26orKz0u4/PZrPhnXfeUa1NVqsVJ06ciPkeN51OB4Zh/K7gWJbF66+/LitOTk4Oxo4di08++QSfffZZ0HKWZQH4uh65vzk6d+6MK6+8Es3Nzfw43O23346zZ8/i7bffFv288+fP839PnjwZLMti6dKlQbED/ycINaErOyKh9OrVC7feeis++OADfP755xg1ahQ2b96MtLQ0XH/99aI+aWlpuOGGG7Bnzx6cPXsWXbt2FV1Pr9dj4cKFePzxx3HnnXdixowZ0Ov12LJlCzp37oyffvpJlTa9/fbbeOONN1BRURHTTM0JEyZg7969uPfeezFlyhS0trZi9+7dcDqdsmMtWrQIM2fOxAMPPMDfeuBwOPDVV1+hT58+eOKJJ7BlyxasX78eJSUl6NmzJwwGAw4ePIiamhpMmjQJJpMJAHDffffhwIEDWLx4MWpqanDNNdcgIyMDZ86cQU1NDTIyMvDWW28BAH75y1/iww8/RGVlJX744QfcdNNNyMrKwg8//ICamhps37496vwQhByo2BEJ55FHHsHOnTvxyiuv4Nlnn8WRI0dwyy23IC0tLaTPLbfcgurqamzduhUPP/xwyPVKS0uxfPlyvPbaa1ixYgUuu+wyTJ06FVdffTXmzJmjRnMUY8qUKWhubsbatWvx3//93+jUqRPGjx+Pxx9/POzkEDF69uyJyspKrFy5Evv27cO2bduQnZ2NAQMG8LFGjx6NY8eO4eOPP0Z9fT30ej26d++OBQsW4J577uFjmUwmvPnmm1i/fj22b9+OFStWAADy8vIwdOhQTJ06lV+XYRgsW7YM69evx5YtW/Daa69Bp9OhR48eKC0tVSBLBCENhqW+BIJIGJs2bcLTTz+NP/zhDxgyZAgyMzP5K6iOhNvtRlNTE06fPo0777wTjz32GObNm5doWUQKQWN2BKEBHnroIRQVFWH37t2JlpIQvvrqKxQVFeHOO+9MtBQiRaErO4JIIGfPnvWbGdq/f3/+FUIdiUuXLuHrr7/m/+/Zsye6d++eQEVEqkHFjiAIgkh5qBuTIAiCSHmo2BEEQRApDxU7giAIIuWhYkcQBEGkPFTsCIIgiJSHih1BEASR8vx/6MM7lFW/+nIAAAAASUVORK5CYII=\n", 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RUiIRL5EiKSgc5CGy3qS4hUBKAPWgBtaMpzjscmRq5HCfM60Q+kRphVDLQ8vO7oy/fvdDzDtjvnwQCZLxi/UVNruOLw4jopHawHurKSvNJZ6dOKIIJmR8+einvDi+jHdzD1EaZqyFizRW0JjxzKxhN91nmjZUep4AlDZhphlTmXCQfIBNIufrY56ZVbyXJhwkPSbaYac8QxMGp22eT48YYTiCcL+zXzAIqYFImOdRiEEQJHqEACgNkamzSBQEZZxCooYzOqHRlJmDK11l2yWMUwtEtnNPulKxVuU0ajjIPVuduaD16Zioinmc87NCwLx5Fa5vkuKRqIgYDIoakGixBjCC0YKRszR5ZNK5yTBNeW95zIv8nMwc0ikrnq48WbnOir9ATD1ZFP7hUcUVTRjbnFobck0Y5WOGaY7lkI3JAdqcQXUNNYq3hoYu/+f1MV9YSTHmMWtBt7nN8J13KWJNz9Yca8qZWJEAAYcipBEqYGxgeZERfb8Z9pOKn62MCAKfPxrw9CxnBqjpkFAT8exagzMdEi8URhnagjOaYglolHn/LXHkCiYG2J9w+707rHzmBUy7g/0nRiuEWh5KmkJ57cY+724fcdEkvLq+xrJc4DjJ2OxZZklDGoX93LBWK988SPiN4WVuDVKGtqHozOgcT5AqBTwHWaDfBPq+pAEQxWhAwoRufJoyQm0KDkzClvsy6yIkbsgH6Qrf7zXUpovQwfsVBpOXmP60QX9PkcfdOwF3k0fvvVKLEIkoBpmHqUQQXWSAuvlmq0QIVkgJiMzzoo9twaU4w0WYGMcWGRNNuDroUjhLYwy1qbmdDTlbNpxtZvS0RyBSm5KwdPx4iyCAxmM3N0H9vI2SMRDnImj+x4DGeWGAJBwmPUyoGDSR3bShzo4p9JAYHUqktjOWSamlgaSgX3dZajqc97ss+T6ZGt7sCI4pfbVM4hKpe5epMYzMWc5VNY3NAM/2QcOwVtYeJ6eQ9+irb1BoZCnO83RqC1V0JPi5CGIe4nLM84KIiph7BwYj6/mT8/ukwWED/PnZQ/7ZrQ0GIaXG0izCZcEm9GOFKLhgqUnn3x8jIAEXhSj3wm4uBOTKJvULm+RffIzDkqdMK4RaHg5U2Ts65v2jMf1uj40i5ZXDO9QhsDVYYi2uMAuw1sBqAzu9BKOQRTAEPhikfOGgYn1a8MPzKVnxbQ6zId0GIjmdKiUJDR25STAJ0Qgvlut85XiFt/pj1lhjz9WYtEvCPmMbcXqOYI6JVIgOSEKfKH2MlLx3NOH53YbOxfTvfm0PO6rzWmDvMbuH0DTE5T6kKRIDzCrs4Qi4VwkjGOLdQmFALRrvbTKpzP8JBCKWKMotKxybmo2Y4Rdhh1mWsL30LCbWqEyxKtiY4CWw091nB+jFFKNKYQr+5fJj5okAaBpkOkODQuLg8JgwLuaT82KtVQExi+qjqIiZL8hiYGIix0nK1FZ4o3OvHAZvLAbBm3lmi2DQRX5LGhzrVaCmQA2YaPHOojElkhLJsOaYPNbYqIhGMjy9mWXvANYunZ65fl1UlaZumBU19daQ/s4O3c1biOSoGkQDwQoOv9D1Eb/45JcIvUVlmKrcLZsfW09QWK5TIgZJC0Zp4NxICMwWQjLSb5Qg84W3ItCPkKIIZp6FJHq3FxEKiRhWmprye1eJzz5Dt/cYfv4fAloh1HLqaOHZ/PEmf7hXUhpP4+5wph5xbJSDPOcrkwGJCrNFfsh61cGb+aK8Xswnq6/d9pybQb9uODuFzZUlxmaJ2nlyryzpEMMxmRYoMywBT5fPHebcTi2zVEm1h8ohLlqiZpRmjJKQqJJQYcghrCIx4UBnXNsb8qWLj3jCdN1g3v8Qc+1D7PubmKIGFinngx5Y0CRBjsd3Bc7cH2Mwi9oZRe72/kHurt0gkGrk0FhuG8uhNUizxJCCbhKpJOMwX2dohCz26cyWKE3DOJ3ikxlIhZUjvCkxOqPDFn9xtAtvvM2/fOG/YqX71Kdrq48b7zFvvk/yw5/DbIb4iOYpJxY+EZMydwihEQKKWDcPPKqjFGXdC8O8z1EyQNnhRjpm1Xe4FIbUyQxb1kT1pMZTqyUagxpPv+rhpaF0E3LfZ+RWGNseQaYc6BIr5SoXfM1hqkSxdOsOXx3mDH9u4BEVQt4HXrt6nevvHHD2jmOtqLltprzQWM7qmIOkh4uWnq/J5s0h5p3lF/LSEcgAlQxUiGEuSvvBoSocm4YoCYVxZL4PkrASKrwWGGNwJjJVi1roB6VDxIgistiQQw0iikYhLByfnRgw02MOrtR0v/E4ueIeHloh1HJ6lBXFK+8we23Ih/U6672EAZ5Dm7ObzbhQTChWNhANdBT6laNKIo2BQa3kMeCicmEUuDidYuwx1kbOT8/QuBTvShJ1pGGGaklXh1hT3G1ulsUpGYbPT3Jud3KazpROLHHBMrIJWI/jaD6xaQa2IgsFtnGcK1bYPbxD9GsY92h+jeTgCPuDn+Pe24TqZNfsxXWAjOd7gd2nce67zYP//are7LVN2MoS9kXYlZRB6HOUCGt1oEhT7iSO2kEaMypbUYtnqelQuG1SexVHgUiNEkkpiJry+vBH6Cuv8C9e+O/ZOP+tR66fk9y4hfvFFczWDuZ4AtzztOmsvmtL4SRZd3461oTryYCjbkVWrdIt1/FJRc4RGkYsNZGZUyon3CIjkrDZPcM3m0jsT3EhkjYp06RmZdrjOM3Z7Db4+BJJYdnNV0jMDSzH+HSZw/Acv7uzwTBzmJjy2UPoi2E/1lRFRvaItbfxvua7r/2It68O+drOZTYKR0cctrZsScXX/C06YYwaSBef6pNasXRxzuqii5CJEFKiChIaus2A72x3eWXtCI0p37pzhrRZYWTG9GIkjQ1oJBPoSMCHSCASF9l0DsEAjQhu3myaGqXWeQi6UYg3Z9AKoU+ER3MGb3n0iZGj7/+MrRu7rB116fdm9L2h2zhGPc/Ap3zjsGKaw+1sTGgsF+IKJgTSJvLNvSFbKz1u9RJWq2My9z4JBSaNpH7CajVgbHICSkpJHkckZm++4ESQkNPxHpdmnJ+ljGxF05vhdJ+ur6nrhErA2ZqCtXnYJgRMMOx3h3xYXWBt2KGYeXpLj9DXSBUZT5GtHdwr7yC3thE/3wTgVwma+8NdHz2997i/5KkE9p2jRCAKVd6jSAKrpTCKkbEavLPYKCwXOcOOgBXWqoaj7hFGI04sFSmJ7IFC0AGFwu3mQ1699r/yj3oX6S4987Ga6JNErt4g+8M/x9T3dn0/CXac2PREeJ5QifJXTnjlQkoqM2x03EocyBEvjmE9BMZJQukKohvxbLnDZT8kAWppOMwL7gxqhlYoY0InWEyEWeo5cilJk9KvVmkkcswGwaSorpJkJX9yfogNqzxdDFgf9Ailcv6wYPh+yvkvPzoCVGPg++98jz/e22I9WWVncIQ4eHZmyIJy0QcUh9WwCB4Ci/w3vzivKqAZBgfqEHXE2CGQ0dBltar4J3cuYwmUEpi5DmOT0lFDL8xY9hVJgMYpYVF5aYg0ROyiReO8UF+oAK/QGEshgVIdncMDtFlG2p5CHzuP0Aze8lhRlOze2ubMtGGtVgyBbdulpEuD8tTkmKeaMZ8fNxy6wH4WuWMKXjhO+c7BdTZC4LnJEqUrScOUTGaILg5R7QFr4Q4rhaL5HWbikERP8hHRAOgAq4aL05KbecKzHHGjNyINPYLJSeIK2qyDjrDuJo0mZLpMsMKeMcTlCZ+ZLPP2tcg3v3aqlvx7IR/cxv34NcyHB0go5quuOdnTNCIL2XOyEH/0NPIrWLg0TvZIxXC310oKFBLZTxpiMmRgSpCKjl/Chowbgz5qG3yElaCMU0/iHT4LKA0iNULAqaUhoSGhos/m7BbbBz/j+UdBCJUV7uXXcD994wER9FHu97op8yql95xje9ny9nJGYWsCCWfLCU4Khp0uVehQJBN6GijdmHNhzEqcgGlYpWaUeoJTKhJGqeeWgdIYgrHEsEbioOodMnYZkFKLIdIlcIHbnS6594wTJbqaL4wyCpfw/J8ecbSxxMr5R2BRVqXcvsaP73zAoFziQu1RCdzsLJM0Fc/7AmsCMcgvaXJuUOL8RwJRwKvDhR5JWCZqRiNLwIRgC5IQMBrJXMV20mOlMhhrOU5SstjQWexCnzAPtulC/Cy+hgiKV6FWCNYi3hJNjygO0xyCPssT0EXrU6cVQi2nQwgMpiW90mDxbOge/8mxoQYOx5AyIwJfOn6HaFdJg2WpMWyUOWlYJ8ZVUmZksouaGjHNPIYgJZLcAY1YIkQYmHsLTxSPSobKDKHDUoycrSoam/DU1FC4dUbZKofZNbwoScyIugJMsJqQasA0jiRYtlPY2hzRfKlL8ii0FRpNsH/xMubOIeJPUjIXW0LaB1069y/Gd8M2f8fDi33wdgZYbgK3nGGYCbPuiMI2rGvBgTZ4dtjLMhpWEQy9AFlUSgz7+RINCVAtuh2fR/0FcjFM7YQ9uqTM+PHO2zz/3L/6OKzzybF/SPK9H+A+2PobXYr/duZ1eY0NdEJENFC4hCxGjKkItuAoU0Za05EReV0uEm0TujFQGEsjggdqUaauQVAmNqOL58jkdKsemUaiCC7W8+olTShpiLpEqhYjiuI5tgYhxTvDbHbIze8d8PX/8gU66UPuGQqBZn+f2DSkagii7GWBM1WNwxOlpLQ1RNBFmHXunVMCkTBPSydqh0hC0FVUeihdVJRAQqKWNNZAMu+PpWHudbMGTIYxfm7bCEYhiCJ3BZA+6GGNkBgzD53ZiCXQiMfZAjEPua0fUVoh1HI6JAlrIWVKTUwqQObdOrQmYQMv66zpIefKgiaO6dJDtIealBIYJZYkdlnyT+GSTZAxuArM8dztw2IyW8wwJ9OHMQ7i/Poj0+edzjr7nYa9zHCrc4loCxzCSrVOEXOm2QFd36XbrCHxLB3fR3yG9T3OFRlSlmjj59U+DzM+MHz3A1bu7ENMcaYGmac6SJxPzCdNUT4aCoMHhdEvnYoXHYrvJbjMJZQo9Gog8zxdVGznh+x1oHETBj7B2hGfK6Z0g6XXRLLg2OwlBFa4yRdZqydcnghPl5fArHK9P2M3O2KYD0jNHgfjLv95MabTeQj7Oqkir18h/+73kftU5IO5Vg/aNN69ZH4HQyRrDNITGmqyGLAKojUqJVOTIpJTiSOJOXnYZyWWdBuDpaR0ijWOICUoHIvBEalREg001pN6g+q8SNw2q0zSDK9LC5kcF4uEoectglBJ5E5uqasPuDF8mi+cy3ioESFpap6rRrxmVxm5DlPx9MMRaayoRbHRg4k4Wfg8VVEUK4IjJQITMYzpYGWA2g7L0UG01AilXaKnBxQmgChRE7qx4iDJ8KSYGHlajzAK1qfUxhJEsaahs/AQgeIRggEXHEEitTGkMZBQ4/sDYhMxD/lU8yjSmrTldLCWfpKRhxm1nW+TGlSZsMxAIybM6AaD0CeNHWaJcDODykbWagHJOZaUpinZqPewsZo/rpksnmCRaRFOwj4LZL4VRGUyDlKoTcBoxi9WBoyywFrdJ/M5PbuEaUpsc5aLzRFPlRUuZBwmZ9jLOkxMxoUq4byb0ognfci/SkVRMr62RU46b9J3UpbNojRb7gUF7gqajyqexeaTeuImuv8KVSSae5tLGkHN/GFcDCQaSYKjHy2zWBJFgZxBvcrz05Lc95lJCkzZKCsuzRLeqjb46ijlhWrG2WbIrazgar/DuWoZo5chPkctNW+8e5Xf+uo3Pn6j/TrEiLlyneyP/+oBEQS/XEjO20/CR4OPKbASI7Y2nKln5OGIUaJ4C1nM8daicYo3wn7iWXOO89MpScjw0TOoGgbGoxjGaaRLpBs9pbUkoeZYDlAu0G9StFllq2cJJECBmCEu9HFhiQtVwrOzFI0NGo75xdoBRhLWowcebiGkxqAu5TdnPRpzjWO9yEaoWC8yjq2dNwuophjR+VHBSZ2YAIuOWQFlicjLq4LHQbzAc0eGjcYzcsLMJCxJJNFDhEAhlm2zSuF6VCqIHDCRSBYSDEKGgCiqCdH6hdfJ0BAYG8eZWJOElBCVDE+DJThB9FcGp1t+DR7u2bvl0UV13pFYF56GGMHaeSvcO3AiAAAgAElEQVR7I+A9JRETM6w24CJBwUuGR1jBU5oBahxj26PSnN1smYMk52Y347mZJQ0ppfPMYpd+8JyEeUQtaJh7g+4bzvwfsNRYd0SdBPJkQm37nKu6nK2hSVIa45mII0qH5apmUF/g8jjiQs1T0mWzZzB15B/vR6YXPMlD3vE1RiiqCIXHkGBi/UC2s7KY/+Hertj3Z+yaRR+/RZW83O/Hl/kjiM5F0F3Phs6TPb1AHiP9wrE5gJmuk4WGjh4xNT2sCtEoicIXJzMSUzA0huWYcano8Nm6YCWOECnZ8MfsH2zw8uqAy5OL9JucPBqaOzB5rqK//JAsyIuEdPvyy0jwzEOQHw0u3vML3fO6xQducaJFLxD4hxNl/f0DQveIt9YaptZxnDnu2A4DCrIgZN5hmpQZA9aCJ52lnPfK6iww6CkbqSMkM3x2SN97xlnDXrrLjnQZ6lluZ58jq7tkJmJjTklNDA0V+2ynh+ytG54tGzrBcOSUD/OL/I48JJ991Xtzzcn5u9dFgngGQfn6RNgxQ8omcnZa0TWWi6Fh6e4R0+LdkHmvrCAN/m43rBkdf8Q7y0Nupwf8Yukig3qFzK9zdlqyRM6GVwrr2E5yqihcLg45F3dYYoYRw16aMEoNxuSsVJ6VUAOOoEIj8y06EKVxHqOQCjiNWONJDm4h8sVP27JPBK0Qavl4qRvkeAxXb+A278DRCGk85Bmx34VBD3wgmoRRUeJEyGKHmsh26rjaWeW5YoLWHaxNGSYD9pI+WynsdPos1ymJcbyeOJ4pE5KY4nQNfIckVpiY4+wWYkZEDXfj8icrvRjmMXiNdDUyE09PS56qxlS6SlKl3OhWCEquGevNElnwBHF0NOCC8pv7NWtlh+W4w1M7m8gfHRF+92vQ656q6QGoa+TmNsX1LSaTmsZbkmlkZh3rdxrSMP/KP+CkmO9sMWeRtXly4Clw17PzACfZnQtOmime3EkW634pDkPgpcqw7oUiMxx3Z0zTLpPMEHTIcbXMoKwRWxICWNNlpUxInWdJR9SyRK4jIvDV44o3egkmKutNwWePU/LY4fBnQ/q/c/7js+Pfk6oMTPbHdG98yODObarDfcLhCIcsCqRZJKKfCJx7tXfxvstPTh+0t2UF+E0GxFmHL80aRnbM1aUJN1beYJgtoWooXMJEjnFuSt3UPDexrM6WKJKaMoO+LTBaEZoeT01TpkVguHIWlz7FzP0mLrxEbRr6TaSjKWshYaXusuwnnCuP6ITAB/1nmGSWmaloTGBah0/DvL+SGCPltZ/Bj/+YzrAmlQ2kexYxjjjcZuaGhH5OZxzJZg3LJDjruBAK+nhMmPty7X3vwUmAOMp8Q2CnFpGKoSu5sVTT2H06ZkJMt6lZYuyepRPWOLYddpqMgQ+MU2V5VrGhI1Z0RipQA7e7jjQkpNGw2c2J1YxeCDQSsUBGxEikQghSMmC+d2KPSDi4zdEf/BVLLzyHeWENNpY/4u5u+Q+lFUItHx+HQ9wPX8NevY6Uzb2pXoFRgd07QhYN9zxdajrsZT0mUoARfrxyHusqYmo4aM4xqOHDXheJymZ/he3McSYR1urIOBeWQ8N6KUzU07e30KQmjWMaVSQOUBNwYQSSgSrGNJy4LSzK2eYY6DK1DV8ptwikBBIuTQPXB5YbvcjQOZYqw3ox5VLhCTFibWTAER17gHiHe/194t4h1X/7+3Ov16eMTKZwexf35hXszpA4KVCv9DRgYgLamQuTUCJG5hrm5MBZmItEMZiFR+dumgT8Ug/F/EnvnRG9d9uFg+ju+5zjyQGLx8WUw2CYIqiuMNWMceqpsjPsWgOjYy6WjgaBxFDSpyHFKBhVAo5anubb25dIXcOgnpAyw8YjzLURnIIQCtFTjGeMXjtm5e136RzuEJnRnW/E8Es4ScOdo/dV6MkDt7inTS3zxTlVQcWRY8iCsFVXvFAUXNcDhnnCuThlNwmMjJJWPXayhPN5hVqLkYIsVEw6FcSEMinZ6RqUHsQlVuUDSnmK0vfpR0ugYq3qcy5Yzswijg0O8h4qFZkXzpiMxpRs+THQ+0Rs+7cxqyf8dOvfcevOmzx/7Q2eGUNWncF4R1UcUbgZjY7pTpfpTeddejyOHMfTIeCQ+SanLBZB+Zuf43lF17yhYqBhL1GWG8fZMuPSrMd6E1Gd8WerVzH6GdLGUieORib0mshG4+lTMC8HCXgBRBEjqASinQsgYR5cPPEPNgpB5s87xVEBCY4Uw9LmeySb1zAvrxB++7PEb34JHtE+Zg8TrQVbfm20qdDDQ7L/968xu4cPJtguZvMg853ig0IWDcc25/rgAh9kPUQCWZiQyzFXuke8tbrBxsyz0vSYmQ7LPseoI100OLvWS+j5KTOZUcuQ3BzQk0PEHVFjMQTquEQnKhp7qFiMTGFRnYGAmkgPeK6ZEio7d377hJGbsKVPgxhGxmFszkAjSbD06wkJ+1gzJDVDVCxRB/NKne093F/+FP9Pv/Wp2l6Ox9ifv4l7+XVkIWQM88oUCZYQukQJ88RP00MocJIQQ4OefPvjXBVFUWx4cGH+aNn83STqB1Z5c+/8fcrJCeSclCErI+kyzjKOUsvQdCiM5Sip2BvMRdJeNuCbxxVLIeLVMggZ7/EVLocrOAyF2aDwF1inQmJBkByJBUYqzhxtYbYuES+e/Vjt+7dR+xm3h69x/Ob79N6dceZwXnwnGFTkvs7b99ty/nduk39/REBIUeq5KCJlOXQow5guyoQKhxKMR3WFylnK6NjJCs42kYFXJlmkNLDSGKxGAglWuzTaI9MJ6JQOG+QxBRK6UUi9x9sE61MaY3AxEm0AdeRROK2WNn9547v8ya3XeK44pOnmbLuUr7oJvkmYpCUXJpYs9ilsSRqW2MejVubb7ODwWMKie4+Fu/PCiZAHMGoWJfOKEulFi4uRz497rPt5v5+uwu8NPT/v3qJTPUXpIffZvBlrrBBVHDovjVdAlcoaYpznIrk4zwOLOp8fjQpG5sE4RwqYRS+jQIahJqOrDTI7wv7gVbwq/tuPUP+Oh5RWCLX8WoTZEeH6G2Q/eA8OqvtyR+Yt6WOA6EB9ghMokgGFsbzfu0QJiByylaeMXU3hdhmEHAnw7soBaVDS4EhDRhqU2kRGzjJygaeKA4au5HPNHrUZU4qhVwuZDYhCLRW1zbBq70509xfGzpnvy+QWGcPRCKu6S9OkVPYsT1cJKpFnJjW1yfnJmchnZjl9v8EZmWCoECmAiCgkb10nfONL6HL/kzd8jMi1D0n/4meY/cO7r+wEExcN4KxipcFEg2rDXJIoUfo0IeCkRiQSQkJIIKfG3FcyZgD1PFipcl8MR+677d1BLOILdiGEamBsO1wf5LyznHKrG8GMGIthIhuYtCKNI8adgiSd8I/3O6zUHbxtmEmfXySf43zpOUw7jDMhSsNaNeZSOaSr+/TDLl0p8e9+8KkKoc2Dl3n3yv9FcqfLM8V5SiyJpOR6v2y8369zTyXGB96tv8kDXiK5d5klIaAYPN1giNFQSUHmLRKE0nbJSEh9pKMNaT3A6Jj1MqWjJV0sZ8q5RMtipHYVy7rHLht4ekgoMCHQC0Ia5rlfDWGeZN0EijwlIHijlFLxW/bCx2TNfz/kcEL54+vUe1M+m36D1F1h151hnI0Zrh+APybBciw5F4qAixV+VqJGwHg8lkkwrCm4hRACHsgnvPtcCE4TPDVGMs5WJetpzXKcb3GCcfgAKxEGlSfxJb3mmDJN6QThHAU5FU4jeBBjOF/k7CYWbMrabEYa63k6pQgSFY0QjWO6cM+mzL1FXgSvgsXMUyEtSF1jPrgNv/2VU/FEP060QqjlPxhVJdy+Sv32Nul+A7EPmoBExExQ5k0M8YJoTiOr5I2y63qUZpmJ26d2KcvhHNHsc67sMEwCuY64WHW5mY9REY6dIrpClILSTYFIxpTPjrps9VdYm8F6s3c3L8UbKIyng0eckHh7NxFV7pZLCSrzy4wNGF9T2hkTF9i3Y4ZuBWMDE6m50p+ixuE0sBYDN02Pr45X6HKEYYYsXCsymiBbw09cCMnBEPPTN0lfefuXLKcPFmMbAhLmfiJBUfEElvAYahvxcUBNwKdCQ4JLCjbC0Vw83ssbvRszUOWu5+mkcSLyYG7q/YNapGTxXrfPOyvKj84Ik6RPFnMqhiCHJJR0Q2QlTvniuIsjUCU9bFQyjtgoK4KsEGxk0HiCEe50B1ys3uVsvTWvpHHAza37Ojp+ssTQ8OGHf8z0aA8XnuVmD0q7wkojXCorljQskssXu8XfZ5j72xPcz8mtAtBwn6fiI/cWTbEC602X98c9MpOjJuNOZ43lWUkngAljBmVKVmzQ9fuUndsY3+fcdIojEpseF8plTNewlxi8Psd69Bjd40LpWQ+GLCqVnGdZj+g3m0Tt8srqRXa6jok0ZI2jX396Wz5o3RD/9D1u7s/w+Ys8PTlmZ3mNp8sGMSW1yzlKC1J/yOuDPu/3ap4qLJdkwmqTkkhOIzWVOWK1fupuaOzEtnffj/u8m4KQSIbTFKXHt4ZKdIsOXGFeUaAoX67vYJjgcGTlvRy7IClqalCDDStsKJwLJSYKlSvnuUEejAhRocJwFDo0OLaSgnNiaJxhuVEigZ6v5sM7EUPHM2h8K4R+TVoh1PJrMdrcxh/u0otdGs1IpJmHV0IfMWMAjPYI5CiKQxg0KatVwsh1OUxSGtmnEw/JY5+JO+Qgh349AxIm7ojCjFkrHWqV+e7ZymHq+HBQcemwQz/OmJgOg1hg1aPA8iJHQwRw98rFT2Y8o/MeN2oUIjSu4frSJiPb5Y7psBzGbBQ5khXsJoHlOucwmTG2BpHIftZwqeoSwyrW3gLNIViSH79O9dlL95JwPmbsG1fn3Ym39/+WHJSTfyOYKfNpuwECqpaGjMZ4CulidI1r2RK5TlnWgqFdR8m4EHa5f6kWBb2vFcFdT9D9pfQndfcSYVFNFIESS5nAzZ5lks3d/jNTkwWPlzGlHdGYQOZr0tiQxmWsHGHCMqvNiH6tbGUrFHYKonRixETHdlbxfHlfgGn/AJoG0vTXN/TfgZZjjma32EpKtD9lzR1jbUnv8AyF7dD1893jjZxkBN1XIXZ/QdPCnif+ohNtGVAC9zoQm/tyiebKM8PgWa1WOS4Dz8TzXC4tUzydQsn9Bkso/VizQZd6fBGlojITbLAIL9FnnfVjQcjJ45BBc43GdpjZHiIzMhWkmmJk7hmN5pC10rOX9/iwmzOz69jOR7LmP0HqqxOqzRlWAsFt8L31NY6z8/8/e2/2a1lynfn9VkTs6cx3yjkra2IVSVFQU6TdajVgGDDQFmTIEBp+6xf9B62/whBg/QfSi42WYdgSZKP9YEOW0ZIsqSlRFFksVrHmnCoz73zGPUbE8sM+92Ymq6QmCTXVonK9XJxzD86JEzvOji/W+tb3saP3uRorWjnk/uCIpW3QcMLPnb1KwYwqjxRZxdQHhq2SCjRtQ06O3d5P2Pp+9TP9dJphm9Pbkt7EgAvy9GraiKoyI4cgdEQSEUSEGPssj+mLXwg1vbZWB9KQA8V29pYO5ow5JWNpDdicGSNqaZjGjpwF+50n1afKrerBrBX73SeE/+zOT+Qa/LTGCyD0In7s0NhRlSdstGLAhBGxt7AQRaLbCtRs6YiqRBKiGqLmZJ2j1YTz7AkLVzGJkdC2tEmLixE1QyqrtLYiqiEkDZXdoGoRUYwqj4sG55WiVYZdjmeIYXG5YVyekWQ7FHiO7CL07VBqoDWeUzvgL3avk/spZ51n1nUsnUfwvD/eUHSOv5zt8LOrjlru8NgW7HuPNw0DLREs9vgIc3JOvLL3dz/hp+ekf/JXyHz5mX8J21PoxZ5k6HUlI6gL29MtxBDwKLWMWMgEcWNS5xESlqQokZWbMGkCmV9gpev5KRd+GcDnIjCBCyFL3c78xaZfiGWvUdbiL3SsiaZhIwtwDxFpINY0cZcPRmNulMqtekHR3qO0+7SMKJqSbpwTTd9mHGkQWT797gFM7aFpfyJAiOgp25IHdp+ueJk2ZmTdimkRmGxkW3SVZ2jRz1yjyzWoXDDU9ZmuJY+ywmO2pckEocBi9aL/rFc77mh5iZSry5SIIrKkpSQlUpAwIiUBDAkDZjRakYcJgUDe6xX3GQ9tMcETRXFSMo0lasF2+xCmiOb9t0jucSD3GVYH7DYFOQek9U8GCPk2cv6dObPGc3dynY9Hkc54Gpnx0AXOZE2avoWnozBCQ827swVPkim/fDTCiTLPAqlGduuMDkODJyMBYl9G7ovGIGZLkn5+oSuAEfyzfX4qdIDiMBKJAhvpXcQyBacGQg+uVGogIqa/H11Y/nQGanIsCWIF0qS375AzhqrUMsDZjpWrKNSSbflFjSTUbU72/UPMV2+D+8kA0p/GeDFzL+LHDu0qTq3yF8MBH406zqzh0Oac2JzWhMtSSpQWo4LzkcCAT7MdvrXjmGdrkDmZ7VgnLad5R+aVQjd8MlxTpscEW4FpUfGAx9s1QTtmXeB6Bcd5SysBtR2iCahcdoNfFCV+gNfbj307NlRpgQ2OnCGjVjERHheGk6zFSmSVVPzl3oo/vdZSu/4EvbYHPBwNOU1TFvImSztFqaBr0bff+48y3+69j5HlUxD0HC7RZ77nD7Qhid9ilNCfaBN7Ss6SKRtat2Jjc07SghbHUXqVjbzE/fTL3Ct+jpWZspYh8ZksxkUJ8vl4CoI8F/knMCFDQs5uI2Q+JQmytTnxYFtEPAklaZzguMpRUdMxpdZ9kk7Bw1ICK2sZ1YoqOFWCOWHmPaq9VlGpY2I7RB4c/h3N9t8eHS0Lf42WL5K3KY2MeJjsM7cJGR6rz0+ScLHetg/M9sFlQktpUSoCCwLN1qnNIHT07uPANn/R0MmahojVSKH9pq6qDDQjISfBY+iwSL/Bap9N9SJYchoUB2SxxcUW2WYxlAnB7EOYEMMMMSvEbBCpehI4CZkarnYVQ04/Ixb5HyvWZYv9tKHVA87SMU4V0ZQiBpJoyVnSAp1xRHVMQt9+vh5UHDtDyx6K0MUJrhuR0IPVQMRfXqkeDEV9BgRdlIJVkW061OBpzAnn6SM+tWse01FLTTC9SvUZwoaMjU1AGtAG6O8ldns2NAHMxQdLf10tERsMFcn2sNfnkYwmdGLoBCoCc6PUEjmLu8ztmI/OPJv6J3QhfkrjRUboRXxuBI0s2oY6wFAdBQYjBkkFY/tMccTyXl7zaHiXJ9mYq+Uee+VLDOOIW82K12tPFgNEJTJgJTNO5BoPCuHTXOmSEfeHhzhJUK35aOiIetDfsG0LsVcnxjY09pw87hB1SaaB/UoZ+ox5IkTXYdoNJgRwPZDJtyWby/LY3xCKYKLFmhGjTulMyllqGLcp00bZ7QYcT1Nudh2bmDKKOUPfMeg8hRdEoTJTzotbvFHexyq4b75P98+/DtmPn5lQhdM5nG1gr1BmR4r53vpS6PA5/g7PMIOeKV9ddHepskUv/e09CCB1TwJ1A8RaxDrmuWfsc96Z9Fk8pwOWtuFaU/MLZ59y4MuLQ3CvXSc8hzIvQNCFFqMoSCjwFk5yYb9WWmu4O+kIGIgOKxGVhCTuEYHXlzmD9goLC7lbcuwyOgt/PXEcDZVga4jCyzVM24J50kOIUxep7JhX751hv/zajz3vPxibZUt7dIovHHHUO7QXqZBuGlj8Mv+sOuBGuwFtiHrG65s1s9pfekJdbLB/8zbVv65DaYlAoINLIJQhPcChx/CeQEfTS0RgthyWlnFMEKN4DEJDr4eslwCsE0fvnSUEcYj2LeEGh2qEGFA7I5JjtaNjSCJp//yW1RQxfeeYd6RhjYTH1P4OLkQ2PiBqGKb276wqHANoHWFVEd87xvoB2I69NvAJQ4pQcpb1H+ZCgVNL0AoBGuspmmnvz2YHlE1BqgmTZk3OhhxL8Yx5adDea0aJ6LZLTDTF4ojyVCtJ6fBmg6Gg8yXH7phg91jElGmM3IzdViVaCUxQ8VuNIrv9jW7fa0ueE3pQpEZZIizdEImeM7Ni1/ddZEFr1q4kF4/ajjyM6WRIJwNcJzwuLO1Rw8+M/hPQMfsHGi+A0Iv4TASN/Nt7f8o3j97HVVd42X6B6/EqkxrmcY0dtlwbGMzcsTlfU/iU2hhiFnlUHJGXYyo35TTZ4UbluV4ZGrvDx8NrnCeWRbrh3nDJOilZm9t42eB0h8SPUXaIpkVii0eJZoWqskru0fgKpwlRagrNqZLIV+YJNzbrXlnabJ5mQbZUlc/NeT7DjJTYn7ujCCY6gs7QuMuDwjFtMpwpeH0VmLUdD4qcB1nHL2hCHgPDziOacp45sDc4Tr7KMH6M9S366Azzyo+na1N3yu/9ccfxuWN/A189VVYBrne2V0LZptj1Uvpt+5XkOVxymYLvS4JySXQ2KGtSGjdk4QIPBx1pVDpxPChKzvIlSUixYng4qDlrWhqZ8N+eln2pZiuWfEkJErZaKf1z3XY8fWbOMdCW/bblK6uETdqx3wROspwgt5HQYOQIG5Xdao+rVYvTjjx29PBA+LAY8M5u4DwLrNMlAz8k5wpLc8DKQJSKY9d71s1Cx8GPNet9NJsV9x4+4P6m4+HxmOWx4PyAzlmO8xWbRNirK/7lJ8IvuH9GoStEWp4MS67VKS/Vd0k10AsWPL/4LgGqPpMhesbsNkFpsWToFs50BHUMtyyTi7KZJ2K3XBaPRTVjGA0Rz9qcIUSEnIR0m/UINCgrOgIRGLK19MSaDmcgbVKMZggNqMXQEswa8VcwpESE1gaEjkFoCDrAxSGnv3/IX34FHg8DEyn40pURX35t+GOfAdZtR3O6Ij1U7Nsb5PERrj5mrEJp38SFll+cl4x9wTenFhcTOpcy86/QtI84Hr/LxnqWXGFGwawZ8tjMOBoHvrZuue1rZirkl1ancFGY9DEg1m9Lmn17QZB+NV+KYW7LX6LCioKldWQUtGHImQ2EtmVHI57YZ51JtzcZ6RXvqfqyvG4pdtvs0FCVdSqMdE1oVhBrLClr0yvhR+BRUpH7GWM7RnVG4QsmHn5u3vHgrfs0t98gS14UeX6ceAGEXsRltL7io8f/L3/14Z/x3mLMnflXSPyEUirupTWteG7UC/ZCINanJK3y0jTlg6FSZfAgMQzjivPxPZ5kX+PWuiAGT4UjjUNSdQTXMC86yswTTYaNr5AE5XoDZ+mAIEtWie3ZFW4OGumlzxJae07SDTAqiDp+/txy4Ne0yZxoVogosecv9rwLE7ceWs+WKeS5lIkKGI34MIR2yu1VxjAxvGwybpYJVWopyBhuPIOQ8O4w8skA1i5jv3E9IdZaNMJ59jplGKBsuPedAf/kKhQ/wiHt03PlL96Fe8cR7RxFEG7XcDg1ZF3NrbPTntf0THy2q+izDy5B0nYKshiZmJpPs4a/2JsSzRJhxNuDNWP1FN4xH1W4yDa7YDgsLA9ln31/ztgGzLbueZEtuPgcD5wZOMlh3MJrekb0M/arMcNRxb73tG3OtTLhw+GQoP+UkXmbG3Vg2gr71ZRBrNiLp0SJPEiu8MnIUJo1S5eBGVIlSxbJHR7mA6ok0ACnSYrKh4yv7/5YQChqpNms+PYf/XuWxyvOfcFc9ii4yk4rNElKopadc/inx5FJXXA2SMl1TWdSbqwcM1+R+gylRGJP8LkozV5kyay92ASF8Ew9c1uUQYjUWKYoiSYYHPn2Ff2y7o1PWyI1gomRqIYaxzAO+5KYLYGMAKQYNrLmo6SmNT1Hq1GYNkMGBAxClJImv8adbsBAJ1tL1pxGBD84YemGYAKzWtmpDggM2DiHd5ZRvSC9N2G5X3M2XLFpW2Z5ziuv/IhdTE3L+WJJ/e332PlgiZt3GJ+TsegzWxEknmO1z7X83DLys+eGuZuiOiANB5TyBf7Nqx/x3SsrjBUWIox1SiH73Kgec32ZMukEZ8xTKxn6ayEieAMb63CYZyx7Is9uk6IOq5ZaGjbG0kkP+TcpbExGcDmHHThucLsWgq8wLDF222G2zVRflua37PgCz+3umCU1O9RszIBEI1UUVigla4wtwIxAxxgzpAg7RJ8y8BV33q44/XLJjTd+AtIdP4XxAgi9CABav+I7H//PnL7/J9TtjJe7CavsEOMaBu2UUd2g2vHa+pCdrmG3O2OdCatmzKQ440wsa9dQMSINLY0VblUDpnqGuIq1WIJYGhuoU8c4OM5MyyCkmJj1VAk1jPweQU6p8nNS30ue1SZSGwVxWA0MQsqwG1AEh4ZTHFWfHzHb1LO76NNxPC0IXQChi1SQ9B07AUQCu92Gmmt8fe44yVuWKex2S9bcZu6E+cBzb9Bi1XKSeAoV8iDcaGBjlNO8F6mbyAEt11mdpnz/ffjqP/nh5v97xw1/8GcG1zjGwVJZ2PVK6xRvhSxuOBxc4aVyvU3oX/QW2b8RAF3Es23Bsu18OTWG87Rh5a4yT5XOrHkwniNRuVYnrJKatYu8usk4SgNfKnPOM0umntS35Np39fWpoQa1/UcXwEEEGrgWwJiIujN245r/8kS4s0l5fzhi5Cu+PU1ojbDXXieJys1yyBc3p+TBY6WjVSCd8+mo4sGoo3U5VgzTzrNyyrdnDkzGoEupJfL+5ICvXPvRdW2Ceuq65KO/epv24xIXZlz1I362SyhNg9OEaRAO85RBsEzbBItjWhtEdhiYJcF2TMIGCH3GIHmGu/VcGVO3nWKKVQh6sSN3CBaP0OdChelWb1h5uiX3RgxDPIE0ViTqiKJ0puZcKlYaKJzFu4ZlXrHTWHarlkFoKdSzVkNlPHuSUNCyThq+Nc5Yi6DHe2R2SIKyV1WkAQJLxrKmDbuoucraJnRE3po4/v1swDIf8HAQKHxO1pxyFA9Z3D/nX9/5CskPWyNbbzDffZ/JN9/myqrExKegXdXh4h6iCQk1rSRgOvDTkOgAACAASURBVJyuERGKoDRhitoNzgn/3ePbGON4e9aRxMBBveK/OXzEyHfk0nIvF171+hlRgzYqHw1GnOYpIjBrG94sz7AIbrtNRloikTZ6zvMnzNOcTbzBxgpFtIw9GLEcZq/wxiYj1Y7aTvAxQ5mTmRp3sR62v8Xotg5A2ut7DSlwGEpyPsyFJCoHHbyCo27hMSWZcUgcE0wBgCcnjWv8n7fwxo+8/F8EL4DQiwAO14/5xt3/i/sfv4OGGzzKhUJTRn7NTgPX1ycE7bhZz0mcx3UtKQ2dSdlvQJa7rLIzohGCnJGYjHX8BDWG80RZpylqIBA4yVo2iaFQixFBozBuLE4zUltThA077cccSy8137mA1d5ioTGWRA1FBzfXK/ZLw0G3IPfdFgR1qOiWKG2e8maAi9veJSjQp1ofCiRmzoF+SBP2Kaqcd/IpderRuGKeOB5lJWu7ZpEEHhcF1x7vE0xkmTkOM0s0kURz7g8g7yy0K47LlM+vzfURPazOld/58Jxvnbd8qd1lp1MKesXZADROKLxS+IpOElrJyMP6mbf9HDD0eXFx492+cJmM+GR4lQ9HHY1JWCYbOmnBCfdHHUiNKjwcdLyyCiyTXT4cR04HrzHtUr58+pBxDFsyUAOc9rom9GDopWcsqKz0PJ5RNPzsRhiHU9aJkJ/CWWYYtZYiRsaxItM1jj6D1diO2lU4sYhd4bFEjaANSRgSybetzJGltLR2n2H4EY1XVSkXc84+PWVxd4FpcxyeBMek3WGQ9KJ8u03LbtexMVcQHdBYKEIk8YY2KSiTjrxpiTHvsz5d03u09cSe7URAkAuDWnmOcC4iPb9HLCoQECqEiwrTxVt0gCElBawUGAMbOtYyZ2MdZeI5tQ0xy9n1BsRxmHcMWkh8QbCBSUwZIKzTBo37vLq+xjvZiA924Sg/wcaC6/WY11an/dyTM+lS5qZC8pQzO+aP9zM+Gjs2iVJES3QNpy5QqOX71TH/68d3+Vevv/ofnHvz5AT7776B++TT3sP+GTUEMaAhgmxAx4h25LTE2AEJQYQgnlROWDvLaTLmNPPcrh0nTcciPecgBMRuuNZs6Ei4AiwwHBC3hy8hRmVtEu4XOzTSskks7xUFJiz4YtMRL0Cq8RwPHvBxYfl47FhxyqDcIa3HnCeOCss4FuwFQx4ih2lCZ4RJN+QkL7lVrzkA3IUFot2CIECkL3U6IpGMK8Cw6QUVJ4AlxxDZ04qjaBHp8BL6vKBxlJpRr5LPeAC+iB8uXgChf+TxpDrnf3z3f+fk9JQmvdKTMU3HdTJurYR5ankwKtltGoqqIfXKWBakqhiNFD5yZWXZG0GVrDlPDY/skN14TONmPComWIG9tqK2CYac3EeWtmToBRcShiHhVp0zWZyRyl3Ohke8vM55a1ZwSooq7FRCaxJu1An7TcrX5w03q2Mys0IsqKm4EA0MGDwBh8PEXr7+4mSuW8GWC5NQAbxaaknppAFT0WaP2Y8bWnOFVf6Yx/kdVlmktYHDfENnIv/HzRH7Xca1MnDdw443bAQepcJLWM6NoMtz6naHPP3snWl9FFi9X/H9J56/GNSA45O8Zu4SvljmOISWQDCO1vT8nYP6IYX2XWPPtmX3j56Wpy7jc9CRbIfy3mSPta05z05RLXCMgTW9BG6HoqhZUabKceG4Vk+R7hYlytI4RsMv8Mb6PVJTb9nTGdB8/iKT7aYWe1WhOzWctjlT47jZVJS2wEjLy80hCYDtO8FaIru+5qCGRZYzd0Ia4KC+yo1NzrRL8UnFuSsZaORr55Yrzyk7/odDy5pyuUYfrQirklc2+Zb/5EBqRk1kQkIeWjQ2kFuMOlQS1Db9Zk7NXhNxIcGwi8QGpIJ4/pRLJb3at4iiuq3J0v+vll54sUU5jwrGEGVDTb/RbbgKCPkWIMtFdXd7fa1AlBwXPeMusjYDZrVl2gjGRY5zJfee1iWcp4aXqoxNorRxBx+uMgqGzWzJeSIUTWA1OOV+MgEPU0l4kiuTJvBmFdhYz3cnyrszzyYVOgM7G6iSEjWBmhJR4Y8O7//NQKjrkCfnmHc+wD06xDw+frpUnkne9qWjuO28ykF75lVPNDbbpoqIaMXS3OT+wPLu2BBtx8g72sTzOO2ojGNlE2bB4xQy4Sl/S3rJr8paHhZDWlLO0wIvUz5JZhy0bzHTGosQo+fPp1f4cPh1RC2Vqbl/8A1m9QOmzRVeWd+k8ROaOELwuAhOBS8F57bAj3Km6xInT/lBKs/ilr6TzSAMMeT0vDFH/wtXlIEYhpSU2pBQoy6SdD1kborP8gRfxA8XL4DQP/L4vx9/l7tlCyZlZaAlJ48dJmbcHQ5Rgdfrji6peTJU3lyVpLQgsNt6HlthlQjeBwabBN+OmFqQMGbkWw7aDes0p0nAa0NkxGurmpeXG06LBLwnjxlXuprbVQVY7rqA9TW3ntTcHwql3+FwUCBSkgbLzeWQ/eaEzK7AXhwic5QK01MciRSUsecLBWMxGhHVS87GRncwpiQxgYoxTxw0+RM+SZe8pms6Cr63+4fcn57zUfKzHMmXCBTYeIBooHVzzsh4slvyltwjiYrRMfv1S7yxHLMe1lx/5Kg/WJD/zM7TCVclfHJE80en5OuG+WCPHTfAaU6CYWMCaxuZBcu4VbIYEemYdQ8ZxDVOux7URQHzlIehz1b/4G+9G66BuwPDWdLboYpsReUu6xEpojViLaqOk2zFIvNsWsvSrcmC4cNxyiTkvFTX9Lv907E8+9GqbC+QQcT0ADQm7PuC49SzSSCPLVlQUi+XcsoxJFh1HNSO11Z7dE55XS031gUvL67gtCWYkrOkxeSWaWd4pW2YZj8aN0U3NWHesvnkHUbrFpVdZu0QlRYTLZPQt0gaPFCSS933PfurYCy1VZwxZMHjmIIugX5OhBHo+nJCVLXX2Lr8cGgxtKKIGNYaODGK4ZwZjqiBlTgqjhmzj2KJhn6D3U6VFUADNvGY0OCsgFZIGOCiEGLEoDjNaSUhUnCeJBw0Q9ABguEkBZFIVHgyWxKlo5I1h0nFLAxI1PMohWgttzaBx3nNWZpvfVeEtWsYBqWWQK4j5mnNwq95Z37Cl2f7z0+499g/+Tbuex8hq8VzQqdyyeXr9b0uuG09AOpQEoR1z02TBMEwd5HH2Zjv7KXME8ujwrPbGI7TgItj9toVKXMGocTgcLqds34wl8MykuGi5yi1LGzOsLE02XW+4W4yahXSv2JplbvpNRIPho7ED7gRfp5pteF6eZVXNhkn2ZRJu6I1MzJajEZWkvNhfoW92PEakY0Vcg1k207BC4Nei2zVi57KZ142QrAlxgMrgSLWDLpTOjMGk9PZhOwn63byUxUvgNA/8jhtK6rWcY2PsRQs45S8/QKteHwy4fomYyc2iK/obEURKjY2UEfBogwC2GDIigkTTUjUkqpl0CVkXpjWgdp6ztIRWed5ZXnM6/UCb1rSRYVGz1m2TxE8aagYh4Yrh0OejM7Iu4wvLxLSbs5bk477A5j6nF88P6WwNVEaIkJKSt/rkaI0dOR4oMESjaPXUjacuwkdDd62mKSk1RQbU8R13J894a8P7lEO7vK4a1ibyMaCNztkchdnoNPbqElx0dK6FZ1TKnuEtx9j2MV1M1woyeMBt2vDl5Zj7KMJ/MzT+TYf3KP6g7f5WF+iNTmP8gyViOUEYYxiyGLOuIUkJoybwBc2f81e94As1pfvc0EtUZ6pQYn9DBZ6Sgjd4qQAVWrY6474aPg6LqR4E6ncET2gyTBEkEDUBNRhsHwyXPTWEZ1QRINVw6lLeSlm/Tub9nPX1yW2CpaIQbCgCbWxHOYJo64lxVGpZYNj7BuEDSkZaj07Xnhls6GyMwbdlDcXI0ZBCMbjNHLQlbzaGNLWc5B5zPCVH37xh0A9X2Le+5DkpORqECpbsXRK0RlGdBCHNLbmLL+HMZ407hKSGglHeHYxRNJYkcaqB8pUoAng+1TDBUtde66axr5bSSM01rExKRUJsKIissaDtAieTjI6zTGaMENIEDB9IdSoEEQxKJmkGO97X73YUDihzc44TRNMVPIuclQUPMih1ciJPWCtU/bCOe+OKhZmQqMlT4ZHJJoyT5Sz7AQ/qkg7R5tE0hj5oJnx1fkHfPuqQ83PIHoAmnGWd3h/Sq6B88SzSPuy6r/56Fv891/7F8/P+UePcd+8B1XbrwUJlyVV0S1vj4gac1k3Uo1g15ybcyoZU9uWVdpxluzzh9dzNtZTmcidKpB5y7tj5SQLjDvlX6zPGPiOnK7XYIoXuoNPQRACmSqTpqNxHYrD5JEP04RWS74/rqiTCQGYtTdI4w6DYCiCcKW2vLaOvLpuGDYLbOzwtuRBYpk1Y8RmzFNh6DI27ZjvFS0Dzkil4lq5ZKTQcY7bZoYubFUivWxCuHxOSKQ/xHQKUY5xrqAFrIPGGtTIT8Jd5qcyXgChf+Txsk95lzlPZJ+KHJF9cs24sjogJwEJLLWFJOHWZsnSdlQIjVFEA44Mh+HO5irnyZBVTIim4MamByFGPLc3kSuV50Yd2ekavOQIGRlzUnPM7eoxotJnb8gQ77jZzIgaOU08YpSvrdZ8eWPY8RXZVusEeWqcKChBPUHcltLY0ZJviY4ND5KMFnhSBFbZgpEKPo5YJQuWOx9yPrlLIh0jWVMlbE9pjjUbohmSm2MqRsRwypA7zGKLmhrDEXOGKHOuNbDXJgQi/8VJTdoqoRs/N9+nf/UBvze5Q2X2cTIkYpiEh3xaCDWGVCN/Pey4mky43mZME2EQv8BBdxergW2TymdBEHBhQPR598Knp2voAjzOEjb2nJVLCdL2ACj2LU16keGxBqtLpmHBXnfMIIwZ+z2GwWB4QsEhahqMdGDDD3CytqF9abJyY85tQYwpQ6/85dTw17sjEoVXypbrlTJYrxkGhyFiBNIASZoxbRJ+bp6Shoxpq2TUhNiXz0wIuFgz9ivSseCNB3643u1QlmxOPqX89AFOhVQyMq+kWuNCQ3ADzvMnPBwEUoTa5hQ+cr2sKF1O0q0ZhbK3QRVP1IA1BpVe30fUgORobIGwnX9HQ0EjCWcmEqVhTWQtPf9nE0usGEa6R0QoVbgW00uhBBsUFxVJt4VgFVoxjHVCByyMx9i7jLSmshUnwwX30oy3JrcQnWBDynSzzwkpRaI8KtZs3CcYVhwWCU0SKU1BZ5QgSsxWvWEvBj84Yj6+R2WuE/gO6gc4MySI4bTYgAx7cEPvh/ag9s/PdxOQP3gIqwkwBFmD3SChebpwREDl6XoFMOBF+XfDmk9mGf/V6oSV6/hfrgUOi5uMfcHSCQ9GSqAm4PpmLKPMQuRxNmLiHfu+Jv5glVqB4EhtZGAWrNI9cs1J4oqFTXhvMON0sCIPVwhRqWxHGqGxwiBOCCagxnNUKDfwHMQzfMiY52tWg4DRKWO1zNoJqa+ZNEpBRlRhYVJmzWkvdun6jlcEIh216jZL5Ojoc4ydQiVKJwavlk4dNhacC3Qm8iRE3vyhVv6L+MF4AYR+yqMODd97+y7fXRxRZgl2MuC0XhEk8pXRAX6xxsUNazPF+gIbLfiM2mbkreItlMZxq2q5U3W0dGxwiApLyVgaQyYF8/wGs3LG11Z9qWXsI4YF8xzS2HLQHpP6gsAQMSVGVr2S6oUP1pbbYagux24EdtTQxECBshe1b42n2mY+egOBPjwGQ8DBVtHGSEC0pRGLoiSck5mSSgLB1rR2zslsgS/uMwiGzDSUEvGSUmpP6jg2CUNdcswEkQXWllxvn9DZAidzjBrWegPnd8hCRmstJ2nNxHtMSIkf1cS/LAnXU05PA++sdygHM242BaWL3MuFMQsSHaA4auNorONJ6mmN8MV1R2VPsc/wby4Ax2ctAPRzQZDq9lwZevCwyXZYJj/DKObcrCIrU9M5yKNQ2ZZWFE9GGuCafpfr9ROulgNe3nyE1wWpZoxDze1m1dceL7ui9JK7JNsRRgVve5XfcYgcJSl/ujvjz/YtlYMsOjau4MQ23KwztDtFJUN1QytDWh0Q3YCVK/AuJQ+C6yD3ZU+g1gUJDZhDiJ70f9v03/OV28Sf/yIUKebde8i8JM7XdCdPaEJLtb9PN81YP/4QHzs+TQe8y5g8UXqfNEuhkfM0kqhwp5pQiGOZwpXaM4gNpc2osITgyagRs0HZ9Arn4lAcEnIwLdHWECKP0zt8OhBK50h8iepjNiHQWMMKg22H3IqOJQGPI5JjzJiGoucYUeLNgrQF4wKddgSXY4lgOkY01NFiJcGbDXWS8UnxOqep49XwmIlO2Iw+5Nvjl2hlxMg3pHZFaxfkDLlaDWjE86AwVLZljyVWhFLgPGbM7X4vhiklSWqwWpNoQrNt/leGfeaLQBdT2hB4f7Xh8Khm+D3Pf/5khI8D1PS/14T1c+v6WTR9obUTLRwyxcac11fwJ6M9Howz1s6ytjVK6InTCphI7hcUESZdZGEzxj7SWjA+9uT1y9+FIiHBG8Nh+gYZd0mDw0mkMYI3ObU1fVmdiKXAC0TjcdGi2us9DWJFr5bgyYLFIlTimMWGWdvwIB+RxpaX6ye0LjB3kTPrKHzLjabEiaA0CCmRyJoTAp5eyVsZMKNmxAZY2R4UpeEaJ8nN3vxVlXH03Hz3LouHOcMvXcW9OYGD5whIL+JviX9wQOitt97i93//9/nGN77Bo0ePmM1mfPWrX+XXf/3XuXPnzt/38P6TilV5xB9+43/iW9Up99Nd1s0VwiJHpMCo8tHRnD1fE8OEO12OaEqIwqiyeNuidsBBZTloW16rS0ba1+lTIkECliESbzLRnN31hEHssws7nTLpHANfcKUK4NaopASFhI6gJdEaHC3gtiaE9CRmYHsUApQEJdGe5XxR9rnQZGErKtcr6CqeXiwwxeElIhKxcUOUwJQhimdVKitnyaJymh+R2SMyL7TGkLQFt6PDSkVAmSdKnXYsJCEzEDhiHBJ2dEPUI45kh4YDEn8Lo1OybsRuHQimoyXBSkZ7mGD+zyMqJzgr3E4OWOiYdWJJIjjWnCcJlS2RaBj4XZwqakqCaaiNJ9ElvaMRz9s0PBPPk6efef5iJ4mgpLQm5TDfw8ecjZmRq6dRS97C0JfYVNm4HKHkCh9R+BwTd/HJiv32nFfXlkhKHjty9MJblYvi29NhPYVEQQwBw8YkvDXe5aOJYZ4J3hjEF9goYFNWNjBO+iyCuo5WEyoJnLmWJ7lQc4bQctCm3CwX5JyT0RBtQDTBVBvc3SXEfez9I/j/PiRujVqViEPx2wzi6LSjRDiXhgdjw910wto5hAFOMjYJWCpeKh3YloKO3S7i6HqurrQU8ZTgBCSioSaYjtrMaGzC2nhc9My8RWPES8Miv8pZts8gniJdzcpOKWWDmCUrI4yqlrE4nKREXfLOyHGlG7BTjfHJDimQaUMWd8j8Eee5YUONpcGKx5uEDMGLY2ETjvIxHw8sQ3/A6+0JIl8n6B6pOedanPCuHXM0mjOJBbe6BV85HXE0rBmKR8qU5eCclc3oxDMKAXSG2kBlev8yVIkSUKlJNKOResvnGSISKYPlf/juB5yVymrleW1dcDOZcq3zGHeC0wnYJZmePbeedau6fEGyDwprcRyEnNp27MaA3QR22pxELadZitWKKB4bS262FUIgjZaVC+x0ARPj1lvs4szlIPreG8xMiChFlzMNFedp3gsm2ozCj+kSECoUg5UcLw6RSGdh0Bm8EfLQ22O4GAk0pAoaU0pJMTiu+AWr9DEfDq6gMWHUVZxlHd8cDbneGK4FKDrw2ZoyX2NVMMER1LPxKxyj/voHSJkxZ0ZjLLmkjLuSVCsG7YadJ2uqwzPM0VcwvziEGy9qZT9M/IMDQr/927/Nt771LX7pl36JN998k+PjY37nd36HX/3VX+V3f/d3ee21vzt5/X+osannvH339/jgyb9l2a2o8z2C6TVLJDq68Ap5HNKGhvNo2Fu/xm6neOuZNAWzKlLoiivdGYqlCAtmuibbOjRbDAHBROG6VJjo+1Z0HWHUk8cRRjvUBDArxGwNSXUCftinp+0aUET9c4IevSM8W/9O4cKcJ/K000YAjG7hT99nrgjOREQ9RoQU0/eOGU9CL7rXIeyZwMavWRZzmvyMQTghibu0vMKw8+wGaN09xJ4xDRCDErKCN+MRGxKGARDLSm+Sd7tk8QreOKZ1yhcWu1yrLFebksCazhZoLPCmJzznnWUahTtlyfemMzoTyWLHmgwbAnnMUYWNXTKNlmg6DgtPsXiIfY4LdAEElR809nwWIz2VCpAtGTrgjePMDhGxRKAlYRZSvrgKDPyEYbvk27OOdyclo+CYtTfYa0dE84S1rcgl4LV9aqPwufWwy2GiQKKBUiKbJGfjIkkIiE5QhSwotUvINgNKyVi4ltJ6nhQHnCSO2q75ZASlPWW/shyPO15fKyEJXK2FxmaMtSbHgE4gHvRXWiP4GUYbSC64VZEBfQlqSUvQQOeESbnHgQ6oUqES+DibUZiaaYgcdB1nzDjOVhTacaWaIVIwCI+JamnDDc6No0ynYGdkQfhwlLBMclqpGHQGNGHHw7TJ6EQwMSNFMLEFU+Fjy6tNThItnbG0mqJYBkxx5oAqFyITnK9BLPN0xDob49OPQFoapji6y06oxzlM7ae0NiHxV3mpusZGc5Zuf9umn9FZwzQOaBnibcatpeP1umaRw6fZlMK3RO9pcESBKBMS9QRt6I0/WjAeJcdoxND15dQ4wIYhanp96z8/mZOEK+xVYxYu4Y+vB/7lg5TCF1i7oJUBOWefhfH9Cefy+amWGK88SfO+O88ass7y5ZXj++Qcpw3RNhShZJ5GxFRMO8v3hwU2JuxVTzih4yYg3fZWIo5gBUPLQNdcKw94nHnErzjLZsyqEbf1Op+2GYv0CRsJbEyHsualdsaNjTLsIPWeG+WCga/ppKJJA9cqhwsZJ4XByQbCQx4PAoNYUZFznnasE2GeRDZrR1PdZl+ekGPZZEvyMKDLGlzXW6DE0Oe/hwqP5CoDLNe7Q9QoRoSDrmVt+/vfIBzRfe994itfwdz4CRgQ/xTEPzgg9Gu/9mv85m/+JukzDtO//Mu/zK/8yq/wW7/1W/zGb/zG3+Po/n5j1W744+/8P/zB4iNUPmAHQ+3GHNspUZVU1tQmwwUlby1XO8Okzhi3JaMuw5uUWRvZ7UqudxvUCLlvuBIaxtprnRh6UBIQMgmoliAJaEuIHqsJSQgkJBipwZZAQOMAkQ1qW2zch1BhTQ2me+47iOnbjCM8s8HKM8zfrSSrGiRGAmytNCyigpiAI4KmIBa7BUSOihKPk5J9LWmkQ3xBZQ/Y39zmYT7kwJ+ThUAntyjz8747xZaUsuJq6/h6syRGZeVGfGz3aMlYyZSXyx1GbYpEQTHsVwOMz4hmhDU1jjM6VaxRMobsdZGiqzkRRXCUAq9Vt2iMUgJrd0TuB6ShJQ2HnCcnyA/SgYCerv7sP/r0TPyB12nv5YCqIY1t36EWXU/OVMutjeGNRUYREzrG/NdPznmYNgzskNKs8NIx9TM6KQj0OjeRLVg1TzcreebvZeLK9hYCA1OTsOF6G2iTnJc2wnE6wcTAsLGMugwT4VEx5jSZcZjDYZ7SmRs8yp8g9oTORIY+EIbH5N5wkkWmEWI1w4UVLoZtP3LctvSDxBR9ptwqCkmEQjpStSzigA5L5j25H/F4ZAhpJPqUSgyVDYx9YOZz3tgoVi25P8WoJzBmlXe8U1wh2kBnDB4lNQ1GxwQ74OGw7xySag9HXwJprSWNC9TMudNV+AAh5iQUpNEyN44qP6MsAlYj43pGFgwrs0sbPE5rqrRB3S5Je5XGJdRuwblRPh4VzNMpX9yMmIQU293BhOvYbk5mDsmC5dGoRMIbTLRAuyscJyX38zP++ZnhtY0hiFIypdKWcWjwgFhDaZRCK3Jd8P+z9yY/tmXXmd9v7eZ0t4v29fkymY2SSYkiRUKQXEIZlq1CDfUfeCZIQ+lf0EhTTQQPBWigQQEGpIkN2BY9MF1SSS5KLCqZSTKTLzNfF33c9nR77+XBuREvXjLTEuCyWVmVC4gXL+6NuGffc/fZ+zvf+ta3VkxpyRFptzOxweodkk7AuOH8GEXwRLEEJ5wVLR8m4SyLPGxyomlxzK8vb9VPTSKzvfmJhrEYcu3JNzDrKn64Y8mscuo9VgNqIkJCtMCxIiXFpISmmg+L57gq8s25kFS3BoZDBZ+5Wh/6hlyEtxcTFnlJWsJFUdGi7LUHuHSHWRSWJqEWOlp2+ud8+/Sc+90pSI+VHiXR15BkRbBzpu0j6rblo2xMEe5hdA+c8ii3BPcc4yPEhqwvyNpBh+SafTbFnIyMzraU6ZXBMZ9EAVRcMNGOSeyYu10gp0cJpqRVxRNwYU33759gfvlV+LLtxj8ZXzgg9K1vfetnHnvttdd46623+OCDD34OI/pPI1JK/Jvv/q98d3OXOhuR6y4L9y4bM6ITBwyVPk4rspRxmBr2o8fRMo49e21PGaYcNCUZLVMilSbGtOyoYkW4svuyWLwqGhPRtMQ0eN/meopRxUiO0RwkINoNJcMCahoERewJYudgftZ3RhSiGRogylWOLILYLe9xrSV64acSpCeJw6huoUC2XVwF8FgMPT0XVniej/k4z1gVLSqeM9kl5jsEyalZMLGB1gdGQXmSGZ7kHqVlbXsa1lgzY9wXHKQVHxeKhICPFeMuY78teecy8XCToyaQyflQSaQLko5JGCwNjYxZZhkXBZxlHYX6a5dcgyIho9A1h90pjV1RRbOFnts3vt0whjNhf5aUuS5Z335XC2kKOCQV3FkKb2U1s24CGB7UnlnvCNbgjFJ0I3bihnN3l/2UMKnAtvtM6wVJT8hlMIW7en01LwZws4pfYECpDvIEh/1iSJnYoWnnGwvlvCiJpuH52JDJFV4lfgAAIABJREFUiNPigI/yjlYC3gtGFozkkktzxGXVcRAbnDvlmck4aBxrXuFZNuG1jeHhZsUYhZRvQaIFsUiyW/ZiyzgqeARRYb/19EXintZsupLTLqcTy4PmkOBWHJWOB/WKr6xX5NoNWjNtQEscjk6VKBue5AUVkbkvgAIvFQHlozKy2xoebjKcenZbT58WTLlgsnqOU1DGbCSy9DlnPuNHI8/RntC6xH57xkm5Zqd7lSJYEhVvLrepKA5JpqM1O5y6HZ5VkeO8prUZfzud8vbyTWZdgfRCshNcKKnljBO9R+MmkBKTsENtXuE/VBuKWwu+von45Hg6Tpg4ZWESKgYbMmwW8CzxaU3FEWs5ZGkmJOkR6fF0dHiS7mz9gCLgUIm0BkpRGh8ZmROcW4EsMXHzYv5sv67n0HXFocFJApOY9MJe09BS8L2dHfJ2h3sSqF3DxsLGRkyCWSfkwRGMMG1zRODYlJQpcEtXaB63zVEdNgYq6UCV/fUpsm5Qm7HaNMAJp/khz8o9Ho9GLEzi3LZkxlMu9/jppGR8AfuhA3uKSIO3HWrWFNvtdQaMGniqcOQWbIzwW6ufcLtvOOgs3y1ep8sc5/Ec1UDVPmTabnAkhBKrFpW0LQqBA46xqaA1MwJjbPIsM+jMDr2M8dqw20fk8Ybm4w3FG1+23fin4gsHhD4rVJXT01O++tWv/ryH8nOJ82XP//A3z/hheJ0mrwkIjdwmaUbGY6DHSMBoYreb4ducvXZM0bbkacVBXTDpPD627PeWkp5dOqamxW5bzQ/uHrJNjG2pZQcu9TgdHIZF0sAQWBh26qENhAhodBjdlssiwKeYIF7s30O1zdV2GocyZBRzZYy4/W2VK4rbAy0iCuSfKiFNRHpOcTzPI8+95eOJZekPaFxDbzzrmHOv38XFnpU7J5gf0Qp8lOeMUmQUI5qEI1/wsEmsxTNuZpTpLpOQ8fa84RfPd7i7ySgSdGTUfo3XDE+NUSULDcEqSzfjR+MRa2cIJOY+w+s+55LY04xbXU6dLMf5uzwtM95eGH5pEYb3Llz3Kvp0XIGha9+erQ9LstClEdFMeF4k3qv2aeUuDzcte13iJDP4lGOM4IiUfSDYwRE7pD1cd5tj2TCLG1rNSKnFpsW1UaBs7Yd0e9Jvpjiu2EMYRJtjAr5ZsdtkbMTwD9MWT07rPUdZ4MejmueFcJk3HASH0RZPyx4fMNFLFjzFupJRuOR8NGHuv8beZpepLvjReJdZWDPmFMJsYMpkMeRBogPSNQgyMNQVhcRe6imD0BrD3VWgTQU71ZgHvSGPY6J4Jv0+DResWTGNF6gMVYtOG1Qn/GDqOS4cwXiKJHgxlEnoZbj5GCePRMNso4z7xEgvKeSITAbdSdScqIaFGYMaPpkaGufIKDktPDv9ikd2yVeXicaCJvjKUng6DmzsiHutsLS7qF6w1+xT+4HhOi4DSSpyhVuNp+93eJTN2Iw3CD21D/SpJ1fBmsQ/zDK+PxPKLqNQQxV2kJiR7A7j7hQxH9DlAcWSmLKvH1Ox4Zh79NzHaULkhJbp1vBQEWmAkiSJMjleX/VYXeFkg7DiU/1HXl4PRCCAF1BtcMFh0ogLu0cvd3mwyWltQesSu3VHLCNL13Hhe1biuNePeb1T8mgI2rPJNmyankXmyLXDb0swVRJFWGIHhRViDCkKKRnOi6E6c6c752npKMlYlz3r1PLrm46ld3xvf5f/9ugEmyrUJgyDQSpXbG20OCzjuGblLa+saiZENs4SY8avbc75P90D1rZgFGZELijJqHBcKQJGtCQyJCYmMpiENCJMdYNi2NiCVkoskdooyU3Y6TuO/+cj7v73OX7iP3Pv+DKG+M8CCP3lX/4lR0dH/MEf/MHPeyg/l/g3fz3nSd3SZzkmCtE2DJ1rdkFbMk4ZpwU2Ot6p10z6H2PX32KvKYbqpvWKmGVgVjx1a+4lRymBiQyL3lVcQZirzU4ZUllitrRAHCPJIdKh1IjZLgQCwgLi3vCzmf+M78xnSX2vmQ7ZpjqS46qpVaRn7SCpUgBBcxztwBLd+NtITwecuox/HHmSBDZktFIQ4oS1axgJzMITJF1APGav2bDKt4ArWSQ4Ip69xjE3Yz70u3SUfP3ykLcWFb94qRTpDI0jkk5pXEvrOkKoKKLSyC7YC1pXsMxz5hk01hCsxacImrjf5Oz0lkk00AZ+5WLMJK752qJjnPTlN/U5oTf/swVNtcs5sq/xYTnlb/b2OPaGlRXe3FjeWgnTZLB0oJ48Gnz04BK364wz39BjcSnSqtC4hrnpGMXB+m04lA4pjOu4qmdT9BrQDi1GUUsex2SayNlw2BWc+jVrM6aznmgjagNVFKwGor2gNjX7wXE/PMdk38NqxrSH1lT8OPs2ry1WjIIh0XOal9zvF+DOuKbOrhHii9GlLXjLBNRsyNigWrBOgW+sEx+wy8ha8tQjKTGNwr1uYLNEpxADIhus9FwWhmgDGMvaVjiNeFomYShnP8vhwis2Jn4w6XnYPuet+jk+CiIDIxFpaf2MViytcTwvezYl7PTCrI/MbYlIzk9Ly9pfMN6Mub9xvH5puMh2aGzBfeBJZSiDY6WGte0pO2GUDGc+EUzgTiucVj2dJLyJlLEjiHLIj8jS+ywlI0+JVr+Gia+x2+W81U22FWp3+PtsRGf/lmgOMGnERu9ymX2I4DE0tMaRWJDSEWL2QFo0HUN0uGS5tbH86nxBqc12NblBJd6cwDfnuAFJgaQlQQ64LKZ8WI14d5JY5mfU+ZqoUKUxC9uDNthoGYeciXrylFCBtRuRR8saJZc1BnPNsKTtjB3a2sahKg6DTUMK3mgkiCEPSpvDrLOsXaJ3E4Q1QYQoQzvcayfs6/c2XLtOe6wY8mCYpgBGUM04zkpy4KgcMesCi7QZZAgIQaCIg4FmNEJgQSYFkoZWLE3K6MweSQxLO6MIQxuieWn4pMo5rHeResn6746Z/cu7iPsyRfZ58YUHQh988AF/+Id/yLe//W1++7d/++c9nP/fI0W4XEbUeVQVm3J8sqhdgmzoOSBoya36GYe155fnGbfaFts9o+oL+v6MnoKu2xBMRlKDGLAaMeo/c+O92luuGBoMECpEt6Xrmm3Zmfqa6sZGVM62d4mfXeH00gG4eWhB0mBOp0SCGk5dwYkLTGJHlWA00BLXDLuSCEQSyhrh0kfKzvOwM/zyEi5czspE1plhas8YdRlf6XpqO8Naz/3FEreq+He7lk6EUYz4do/jkVA2OxRSM0n/yLcWIzL26ewUsRuSrghZRTIXNCNHDAVBS47yuxyPYS3w7mTD2rfM2gIbHaPYUduaJ2XLrTbxtYVlmqbcqy8Zp44rPIkZbqBv7hdXp1+5AYRerO6cuUMikR9MK1rx3O0MJ1ngJ+OCVzaOMilZD60NtNaBF7xG/tX5LV5tR1y6hlmfMw4nGPFgAymkYUwCuJeO/GIASV5Iuq6F1QlNHugRUxJVmaaGU3NO7cf4sIvThEpP798Ht2AWAt5Elm7Fq1GpUkOhIH1LEx9TpdsUccbcOfLYbNMxEbTgxV1580JALi/OF5ZrQa6oYaSGV0PDqqlZlFOSWMZqub8+YhLng67EJCI5SE0UxzyLvLruucwiag3n1rAblSYOZc5JOjp6Ho0so7TA9095WtQ0oWdMouocKy/UrqcX4f1xzlGWkWQHzWoao5R9SW0Sbd4w1p5KTqmkp5GCSUjM+jE7vQEteDQ55VYnPM8LvjIvWZSJk1z5sOxYZYHaBTa+pUwWbwx7fWDkfkKXAlmCPPbM0gekTUUW7pNSzYP2NqGDyeScpfw6uI5gFkicUuoDNtnfUNuMhCXpBDUdSZ9gsKhRNEUeNPf5jcuAJEeUKaIXw1pxxQzfFLZtF5hrM04cSXJaW7HIAlDzvKp4Njb0RrGmZhxPmMURl85SBcu91rPXFFxkl9hNzRToxbE2BWVqyYn0DB70uRgydVgiUQZKVWixsqbqK1bWYtWy8p6VdFzkLaPgOC8ss6bi4foZng41ZyAbVAYjAW7cRBpqitjg3B7PXclEzulTiTOGM1sRxHGRZUzignWf2MFQxWGN9Qo1HRkGMYnOWDYElvghBZ/2cEHonKE1C8bhnFkInJhfIpiScNowawO4L4XTnxdfaCB0cnLC7/7u7zKbzfjjP/5jzD+32/EXMVQhpeELwA5NsxQokiOIJYuDtiVITu0ih71j7jMyLfmV82PurQ3vrBts6qi6I6bJs1bPos8IecIigzhTayqxQ1+qK9TzKQZbrv5JDNgneZR++BuJg0pWbmzQySFxylDKvEFM+5kg6zqCvX6ddK0HHuj2hTM04jARenpWbCi2zykRRUgklMCGxFzgsIbbraWKBkPiIZEIXLiCs0mFqjLpK8ahoTcHHDR73Foq3zgrmOcbqhD4326NKBvPrXZGKxXnWUc0AqnF0NHbgigN6/ychR1z7iaMfMtZdsnSTGmd8v7YcFysGHcVp7nSq7CjwpnvyKKlCoFPqsDty5rb7SVl7F8mg+Tl03aTobt+wPASKqptQk1HYyxqM5bWEMTSO6HshWXhqaVlEh1GE89t4FYTeGth+GCS0ZiWTA3OtGTJDwzgz4DZFyN5sYENj28x6lb3EVA8ddrnVidcZoOe7JVVh0kdrTieT47I7CdECRTSYt0nROnwwQJDW46sczxsjtikNzFG+ErzjNfryxtDaQa6kvT/OM+uelvplu/cb4Rf2WSs6gWWM6ahIzfLgcGMFZJWWLugF8uFmzHtNixsiQBrN6dIK87yJ6z9mFF7j8bMyIuS933HvzhLnGZjRFbYtiYlaGhxeKapxSbH0nucOtYy4Vw8mgcKL+S6ZK8e8c2LRGmWhGzDTlBaKgJTRhi+tc74tUvLqZ/ywbhk7iIrIj+ceAzCExNZ5uf0Blo7+CHtpR9Tmu9zqxFMLDhyU2ysSPYIl3rUjng2XnFv9Qq+PyBljo6GoBXT5BmlCZd2SbA9qhbItpN1ziDucyA9r6+VD8uC27ahsTm/NodC2hdp7CvckG78zDbVq57ELqoTUOG07DFmiVOllRJYU7uOzs6p9Kc8aO8y7SbUfp+1WJYjwWmgDJEnPvILixlvhDXdAN2YYWh9x60ERoTeVDjtmcuE2kxpcLw/usUHeULthnHXchALTrPE3AW+fnbKhb+gMDVeIjWRMVes6SARWJnEqRiyusWYijE7PM08j/M9PvITliZCWvHVBJXPOWhbco0kdTibaMkQEh2WbrvC3dafEjghsMNSDzgqYNf8I4REshkFC+bxVzk6N7xeJ4rR518H/6XHFxYILZdLfud3foflcsmf//mfc3h4+PMe0v830bZwOSctVmyenbMIEbGRaqfAuJYNPV/xd3jc7DDDs9P3rLyBfsZB07KTjznYPOQb5x1T8yMmconvx4yDBRVKHNgVloCI4FWxRsDI1i/l5eH8zCZ8vUt3oO5aIInWw+ZnQERAxyQzFPgOrRsYKk5utoZ6YRA0hNqhLF+241ChFYGU0VPSmMTKZvQZFM2SXCyiyrU7MoELOjbb1h/7faDAkTHwBApogPPNmJENaMoRSrwKXjuykDMKBYftiDWwu/acFTneZJzmkfsbpXdD+wEXE2iDiuMym/O4sFz6EVYddxvhwrU8KnseVQXjlNG6hlYt0TmaYCiDUiTByAhlTpBhsVN5IQr/58aVfksS7PQnXLgJbyyFkwPLU59orOVum3FcwDwfkFNrMh7UcJpF9prAxiqnPjHrhMJNcVwybRMZ27I+/XSb6xcJ00HYbV8ekMq26e0FMR7gNBDIOGxmjPocr3OsWbIm46hds55ETipPkoalRDJp2JiwBVSWtbvPQ2N5Z7VgLw4VNFcGfHKNGrcKpW2a8HNP4Q1SK1FgMey1c3A1maywWiMEwINdIbQgBYXU/MJayejZLHdI7gmb0f9Obi7AFFzkX0H6X6FJD1EPH43WnBdCGSIHIVFh+agS7jcBUo6RjsPQYLQG2+CpiUA0U2yw3GkDr9aGLAztbXc0YWgJ5hFWIKSMPL7OLV1TLCwfloG/ulVxXC5QWdCLkExJqc/ItactnnFW/F/c7Q3iNkx6qJMjhSWL4jGzOGEWlBgveVbtUMZ9xl2BxJZOIlZBzJzAeKCmZdCrDIxcAnMBaRfDYEe4cZGPM1Bynvg93ug2YBcvbrQ+Ve6oKiglqhPUVKxNRYtQxpZzP+cs3zCOY1SEjV2yLI6Z8gPO879j3RVI83Xq9HVaMqqUoTGwth1ljOwsDF4tSsba99Tacxw77mvBUhqeTgJnfsWsf5XTfI+1CJo6Gtsz1ZLHeUcVlLK9oPZrFi6y1or7bcsEj5j+peSfVwiMmRe3WJOztPf5YFyzzIdUauuec699zKE2mL4gN4plaLgqCiWGy62LVU7PDEiSaNMCrwtyTnF1TyFwbl9H2SVTmJhLPhDh9D/A/f+m+LIFx+fEFxIItW3L7/3e7/Ho0SP+9E//lNdf/5wux1/UiBGOzzEffgSXC5K1rDdrzmqIYmiscPbJY9zkhI1seOfjN6nSN/n3+2PURKah4l6TMFoySsLX5x3T5pAMsPGMcWoR2w8oICm51S2Bo9smji9b3L+kC7qxoVxb4AtDabxkW+TTgm4NAJMnAUYVUoFKuBbWQvtic0o3DnRD46IMbsitcaTk6VJGy4gL2/O4tIyTIQsFcxrKbctCCGQYolp6yVhoy4FYSpNTpbDtHg5RIjskvtYOQtfeP0C5YNZ1GJ1hcAiGhowFkTcvPD+8LTwpG3b6jteXnmdF4l4QrHQEGfPj3PPXM8vz3VOIC8o4493dGU9z4Xk+JxjlLFpczJkFg0uCDR1eE5k11CJgLMlMeJ7f44368jO1QTcf+ow95PqJcdcwMR8zNR1vLXLG1QFF8EyDBQPnrudJuSGKcOqFSRReWUNrBvQlIoyiIZkDvCzIeT5sgNcgyGx5ySs3I32pg/jVnLneEQSsPcdLz44eQCjI45KpLkjRcGCUWz187As2vmGeCa1U5PKYT7KKmXa0GBa2IatH6HTFNy4chQjZDS3VcE50AOHb4+oWaL+Eta/mr5Ykcqw4RnIEyaGhxtrlFgQJmM12rhtEAk4jybQUCd6ZK71P/O10jpgjok7AtGxMIguRnhmnuSFESy/QS84/liOihbnboTOGaRf4xiLw/jjwnjPgWzwJSZZZLaic07gxu6FknBosEacLvA62AbkGenuMTzv4BEWc0LhIoCGYCGQoyjJrqdIxwoZ1yjg3U+Z4dlzisJ/j4pIPzV16UWoCi6LlcbkGzTgphHvNHreCYScIG7nNXCxPq3OSOdle+yUix9iUYTRiCHxvd8l/dbpD2VVEhdo6SOUAhG6wzpq4MX+2TmE64sx6fjgJ9MbxfjXhx6MVtW9Zuh5rjmjcKdEZOiqEnk7i0GinE3oZkcKakUSkSzSmJdiKjWT0KTAfKW1ITGLO+3YF1Zr9+m3O8gm5jrjfjdiN8Erv+VGhfHd/zk4ac+6VqZ/xd/tv86+P/54idYTkccbRcEnGkPwbljtP50oQeDaaEhnh7CVGaoqQGMc1M1mT3JpbXcDjuGoVE4zlwk6JfUcgYnAEeoREhcFGWLvAqLd0Zh+RMUhGay2ijoPU8/h0zT09/BIIfU584YBQjJHf//3f5+///u/5kz/5E775zW/+vIf0Hy/6Hjk6Q/7uB7iffIR0HUEgljmLMuM8z9gkZRksI7kkmsDh4pBby5yH3Uf88sUrvLs3ovWeWR9JkrjMcu52LVGUPCjK1lfFbD147NDKArbiYF5oOz4tPAZe3uRuMjgCbLvSD2Eh5iQzVCvUxgIl2I4Lt4vIgp0UqK70Gzcp8hvfBahFaGRGZzOWMqXXXRb5CkwgazfshpZP/IzTvmVPlGLrNS3acemUn+zPWATDeTD80lwZX72nZBkFS2USIbYsYqAQg1CyFiVnsNA/JdESuXTwemM465T73ZS1TzxyLX0fSQne3X3C9w5OOa5KluYVpjqloWfpz6lNRzKCxIjoUJ9iBGbRM0oF535B6xJFUH5hPcJpS6Grz3HIH078iw3dXH1qL2mDr4DqrdijzRG9HTGKBZZ9ll7JO6WPK4pCaMTSmcijLFC0CdUVVhyv1CVrb9kPHcHukMf4YjE1V5/Rp8XSOphpqn0hYrqaY1dMjUkUccOeDHLhHscorJDUcZrfounvkuIG36147qZcZCt6u2YUAlOds4kjxL2GN5YLt2LWvahQvAY7RtEr06NtxdiLMXxqyPRYyQfUnXISJZqGtI7a5bC503AlevIEelWWbsTGCiauqW2D0cHTZWOhlZaVecxU93EpclLe4rxfU/qCn1Y7JKZ8ex6ZxpYOR0ZPmRy36glLv2LuJ3RFh02Ow94yjiOKlHHQlwgLRC5B4ktZSuOesrBQk/jeoeG4EqLkXG2qyZ6hBIKpuTAtK72DD4/ZTz2TEIh2w0dFgTVzLspnrN2Ic7cLkpPHnFlU1n5NFQ55c24wYrhdv8O70wXHxRLRjllQ6vKMs+I5EUjmMRf5Hv92L/JwM2acct5ZJoL7+HoD2mrqEb1qkANGLJ2xhGT4pCoxaljYCZ+Ml7S+Rv2StfQgcbgCNNDLjIwlSdxgNmg6LHO6XMnbwDxvwdZY2WNEy8YGTFIqqQh0zLM1FZ5ad5ilSKETeok0Bgq1nOYRR0XCEUzg1CtnxS6n2ZTXNkcIg6t3yUB2K5DEshFHhmNpExmRDkuhhnMjiEnk0TMNEauGRENizNAYaKg+jMaQWyVTSzAZhHDNuSYHno6V7LDxY3IR0BaTCs59z6xPPF6tqBcdo50vdUKfFV84IPRHf/RH/NVf/RW/+Zu/yeXlJX/xF39x/dxoNOK3fuu3fo6j+38RfY/9h/eRH/4U98lTIJGuTFo2DRd9yzIBviDayHleMV0IO+djPIDv2G9Pebgp+GjSbfU1OUV0CDnOlsQUyXQDCkmG4ubEC4GxXN1Bf05cAaTr+AzN8wvmqACZEOOIy2IwV1QC5+U+k26B0cRRcZ977WNybX+WRdh+H/oHjVAdRloZxccFZa08RuhtySe54WObeDWdYbTH+gl765rKJD6ZgRjLbm+wwA+mwq8uhr1xY8xgUpaEpYOGSE9gaR3RGDwwDZE5kXkeucgjJ7ZkUQTO846CSNE3rGOJN5GjiaMzr5DFBmuOOWaCWKGRDWAxyeM0UAXLRD2tKI21XGZK63J2WuXN7pTcNlgce935ixOyLZy7KZZ+6cntsnjz01MGmUzVtzxMPZU+4afVlAaLYQDLz8c9SsCrZW0yVjbw3cMT7m0MdxrHe+NIkfZ4e6nstU8wml5OZyqQPuWqaAdR17Z/Ji/g2XaYAXxqSGRkMSMwJpOOTC/BJGbRcLAZ0UrGcb7PSdmzk55izDlrMWzMjAWvUZkD1m6N0WJIo+jyGsBfVxpuD38Ngq6oxmvwbwdmwkQIDk13kDSwCsKEZKYY3SCpB9uDpgHkMVSCHcSICTn/sLvhcZlwcQdrlSQtveREMVz4H2L0E5J/SEZLporEQ6x2XGQ5vzqvGPfQM8I3iYdrS28iR5OCx8Fio2e/vcte1/DqasM4tnTOIt220a270tJAMIbneeB/vLfmB3vPWBUZaAlagLSonIDZ0FNTJctB2NDYPe7Ul+yljk06RPIWJ0K0jyn7V6jiK6w0p/UGUaW2LUYHH6adIHRR+O8WUzoz5clU6PKnPMpKYvsmAUdnz1nYDb2/B35Mm2qWZc553GUkNStrqYIyiYnn7gE/nHrWpuBB13KvueSsOuKyWJOM8mzsWVQr7oaOLD3hwnuWpiIai+MCMwgWYXsTAwGXPBGHmkiVEm3ZkC4H8OQRchJ9ilzagqXdo3VQ2hFBezQlDJ60zbueZ+B0SFtJElrxOO1xOjDdokPafeEcNgT67cJmYPjdZGnUYlXo1DFNidvthqkecdgrTlf0klNrx4jtLY4OV3jPUH0Zr5giBkH+fPtOJdTUeaJIfmhpBCgBSRvG3ZJH733AL/76Oz+zenwZX0Ag9N577wHwne98h+985zsvPXf//v0vJhBKCfPoCfaHP8F8cjTcaKfhVlqSoRPHHp7eZJyGYUG6tckozZzMN0gfkLTHohwEwLPakMQj4nhjtUTsGmMS0whZkKGKRwcmKG3vOoZyZ71OTV3jkhs39S/RDdz4/81yJXEoStKKHs/K5/RkVLokmaGKy0jCELCa08kEm0oMPZLWGHmxaV0dz6SWygR6Hao5nAQmKrTtHueZYaGGN9qWWwEy8ZjOcqAWHx3WOoqodC5RdYIxQ53KCYalqzg3Fbf6wEY8YjdI7DjzliJ2zLTjYwcXZgVFYOEiJ2VPGdcs/YpaJ9yNhjaDJ6VhbvYowmt0RG7rnKy/zUGX+GB0zNKtSbZjaYTOXSDhELB0JuFdSxF7ZuYRK9ezEsM0e8ylKSmj56rPGFcVWP8Mevv6Y9qyNiYkDuMpWXyXtVnxU71P63pmyfDIOoKsiGKZhZzOKGU/GNYk13Jv3XO7fc697pNBf/zS3L0xB64OGu0LJlFAzQtAgm5ZyNjjaGjFI0CRLgf9jRoSFXupYd17zvwtfnnVcpT/S2L+AZfZE1aS4UxFkJ67TUEex6CXQDnoa7jaevRlt2LYznVAlYQnMQUGQ0tNewwVj0N+xkQ3sEI2Iq4FBo1S0uEmopHImS14lu9ybJU6wjzt8NX6gLvmlGcefpx3tM4R9JyptkxTDVgW7pgmvElt7vF/uEseLN/ill3wyuoZb9SJw9jxvLV80zou7BQnPbshshsjgUgu9fVlp6oD8JPhvGPXdL5h44bmsSoNmBVojjAFPadInteaYzzKONZkeMa6xIhlr1V+PPkqzlrWCKZ/xpPiFrOU0xMYhTFlMkz7xKwbihOCBGYI9088//aeZxbGVGHE3F3QqzIJB/iwz9oaCrGqO1LdAAAgAElEQVTUBp6VUw77c3rjWOfKpu/5nw5u86zI2HiPiyW/ef4eR9Upi+IxjZlyKy4IccGb7U8QGj7O9niveMCFFS6ywdTVilLGhi71uD5jYxSThqo6tWsKzdiLHZgxDULXLXmS9ayKGXvNHXyMnBcrjGZMWILJKZOhNco0RJauJ8pg2LkTLV9ZPWK3n7NwljxEPIHHPh/0TGyd+IOntzVzNyUxojEBqy1vzy952D0hZKeM2xNKMzRLISlZKnA4nDbksWFhpzgFHy6psRyJ4ZPC82zk6W1iry7Y7XqOiw27aQCtvVW+P6ox2nDr4vKfXjj+C40vHBD6sz/7s5/3EP7jR9Mhx+eYT46AoWQypsG8kFjiMczimGgcfeYou5p7ocNqSZYaOu7TZiMwgca2HJc7PLxsedhsGMcapCWKZ+hwNCGlNRIbEmabthiqgFTt9c3yFSa6KrrR6zvt7de2ofmVZ9jQbtOQEJJULP0Y7UfYtiJVwws5bbEKvViQjCgOkwyGbnghMahuTRmvLIh0MG0U7TESCUyRZMnpeDXNudcKqdmwMJ4KCBpx2lPSA4ZXl8r39uDUKDE3vLZUnllHZz1NmqJmzOOyZ69RrB7wk/GKUepoNfGR1Pi0JNiCVjcIHXs9XNoK3JqsG5pFnlQOje8wDjOEChElMcXEnrXN2Q93acwTyjRixAG9RGpTM44VSTpWvsXYNanfcGRzRHLGYYd3p8JqvseDtqGUM5Bm+DysuT7x+mJrfykGwfLQRkCsQcxQfTcN54iZUfU7RLPhXpN43N7nMstxxtIlwzgk7rcrRlFZa8eDVcNB+Agjn1Icfzojxg3u58Y84qau+gZw9qyxuh7+fAuWgiRWfoNRpdMKbEUR1wgZZfOrnJo7FBK5tb7D2/MJby4C43SESPdiEDLMm+S2P99I4VoRkEQvGef2zcHok33GcQ5MEUYYElEzrLRYDYiY67sB2c70XoQfFiU/mLY8rY55UuVUccZ+v8tuKkle2ZWaV+l4VlhEKypdYLQgIYxkyVrOsfqAaBsyOUdNjTUdt8Mxt5tAqTussoLbqabxNfshkcmKPLVUYX7jcxBQy9oIS58xjoH7TeBvZMR13mzrJmkwZCwRKch0uIRvhZpJ23MQapqYcTq5RUbAp3pot+EKXl1tWBSB/TBhGqb8xlHi66eDrUWRK6dFw2EfyJPwtfOS983rnJUfk4LFNN/mTv0rPKpWZAiBgp9WJZe9I9YjihSJcspPZob3xjN2+8iFz2hzz/dDg81OwC0Yxae83jXcaR5hFFpjudsvgSfM0hnLlHhid8jFUaiy0YZef8yxvkmmllwNyTxgaSDgyeKGio79Tjg1d8nDHU5GKzoHB51yUbzP3xwec7d9jShjLmTDv5gfEmzBxrT45PiNsw2/dOJY+nuU6RFiIg2Gje7R+eHaXNiS2/WETbwNpuSN1RF5V/LA/C+MOEVQXJuonQA9vY8ssgV97DlYvU5DRxlX7MTBuLaTwCNm/O2O4fsHGStfsfEe1cTry4yDMKdhgU2W/d5x4RMXmeOXRl+mxT4vvnBA6D/HEFXMo8efetRAyoGEEyHXnv2kZL1yaXqSWFQMpBkiGbU3RDEkyUAjKTujqueoc6SUD6JfHVNJR2RGEIuRCLHHCeD0moJ129v5dGPT+syM2c27bdVhTGoIIqx1SpEqrLQUfUvtK0ptudt8TG0rFDjsluSp3+oBXgiSRBmYqDgc18fBITnTnowLrGYokSo1GBWSKIUG1I4Hp+ukWO1QgTfXyp1OWWbKJCqzDv6hnGBSgVLhU040IypdM5eSWXTk6RyjgWAsVcro05o2OlZ55HmeMU4r7vY1axzGLZi0+9Rpn7l1BJuo2gnLfEKSmtYsqKKy1z1ArcEYT5FmrOg58SuMNgRp8ZoNDs69wSQh2MTT7IC7JnKcTdltYWKfbFNRXJsY6nauvJxZHEhxRQedzraSR7aWC5ZzXNpFtGftIud5wCFUUelDwStNJJgFSRLfPMu53TWM43qb6tJrTZBeo2K2ebvtiK6yUgLo0A9NrsDQVWrvhgZsaCc5sF7RDj2VZqFhGh1lb7jTjOlxrHMYt/uMes9+W7GyMzZmwWEAGwY9z3YqDuLxyDX7iVwJqIfN5NK9gg0ZEqcssz165yh1ipOAi4KopbcdRsyL1FlyqOlAFKMTJlGxpkSlYJYcSTe8sbmgNIe8NldGvad2LY+rE9b5Od+feFZGgIJEz1Qf0ab7jELkbn3MqIdxOiYjIAJvtpfE1rCQOUYMB6GnUB3Y0+vFY3h/rYXWZDzLSorUkkVH6xS9Fki5rU1gDzrmVn9CbyKT3rHbKl9tThj1lo1ds6HEpo7aQTSOle4T1DHtN4goe03JL555kg5tH241wih1LL2ll8Tbyxbj3uZZ8wZtShiZEKwZUtExZz8IViy1vcVJnrHbbljkB/ztWMkjfFAJp+WKTBf8486ar288ZVBeb3qif8xEe/bWu4CjNYbD8mOcdtxuhGKTs8kDyyzxLPsJj/INR/4rrKWm7e8yC3dZOcN3DzfkMuewbnm4eog3FucTl2XNebHmmJZQPAb7Ux7l50j4NrN4m0tv+K9PN4xSx91mzoPVE6wkTBAsGZYOrz3aKkhATOR+b5F+xN7G8te3v8vf3V2gds2/frriG6sArkGSJw+HQEYZAtr0Q5WtWnIxlFog2wsow/AaCbNKFH7KeTHjR/k+l7nnp5MVj5izyi9Q8VT9hkkHXg9p793+jEX8y4AvgdB/EqHWICcv9CDxekcLW61DQRmVXC1jOvaaxNyP2JgZirtKArC0YxpmeKkZpQ2tEcaxRaUGrVg5S9IpnkCiR2UQxEpS0EFoam+kOW4QPi/SMnDNEiXpCRIJqhQ6xqBEsbRphA9TDAGxK8YRiAtyc46zMEtDo8WkhkgJRBJmq1HiBbiyAygyW+JqOGhCpcHolUeMIDicFNhUY5KSsMDQ+HGUoAzCYbSDtKWHPb/kx8WEPBqSOG5vMpQRU1VsnxinCTGtcQQkKsF4urzHmJa78QiVwCgGloXSBMfIrknMqd19+piRyQSvwkFfcdhPiHR8WBoWsqKTjkTDOHmes0TNJcl+guE278mYV1mTcYar77Cb7vAsE2Yp0toZXezZD8cMONFdfSwvZyevHwWJHtJocHg2EdjQuIyOnsZd8qTY4/s7FRtR9ruKvcZwuz3jW/NLst4wDZFROsXKJV4SmKEX2lUMzNfVB1ZtwVAaBMqDGh0kAPFawyKfHqYFtEfNC9ByaS2NTslT4K3VJZ0d8Xaa0K/gji05yTzTMGLWZpAaVlpRscBoM8xXgeQHaCUMrxsT5NsxWIUQd8lTpLVjkmb0Wg0mexLAepJ0GFkgqUQ1IrIVXqvfMqyBYHcYBc+Ddcamc1yWHXtdyUwWvLoe0WYnWD/nndbzVALV6ph3y0gwlsN6zjN3QAiPmK1/gWnf8a9OT5jEQBLII2QRRHr2tjWBAmzRzM9YTfQYxqnjjU3iSVnw73YOB1Rp6i2dm+G5wPOcIjX8xvp9bndz3rgcU/URZw2NU56UDonQySFrOlRuITrlvFxTdwUZylttj4+QyRrzf7P3Jr+SpNmV3+9+g00+vTGGjMihqpLVVayBbKqbLbWoRvdGCwGCoKVW+gcFNSAI2jQESC0JPahZZJHFzJojIzOmN/tswzdcLcxfZGSxKKiF4obMu3kId7xwe+Zm33fs3HPPIZO14KyDWYp0RcKFwD98c8GTacNFOSOZxDSs+XXpwMF5b6hD5v2+5K48502duXWJm2LFJ0dLBrsHWqbJsqkiN2XiH+1bjuU1jex5sD2iyDJO7A1TqjwHd02ZBWOVttqR8EwR7soN01jSS83ebWj1iKaf01WWpm1Y1nOiwG2x4baMNLlhLUui6bh0JxS0nORzAo6skd5bhq7lW/srfm93iUgkmYxmh+CAQKETHg07khvo8hmZCd684scnWz49ccy6htsm8PP5hA+GNSfRjK07hNGus0K1JKeAlTGa6F7LCTLqhiSxqyds3ZSskSmBVi3RCOgponuSaWlNza5MWLehmpR8Xb+9vgZCf8slb66RiyvM9RJCBGtGqsUY0rc/QMRifvJzZP9lAKmawwKeI+RqDJGUUehp4oKJWVLGllVxyt6esbYVO5lw4wtWzjBNS4JR2sISknAU9kQUkx2DNRT6mkI64luT+TjeZvfOd28PHuy74tx3xcwmEohkSWSBO3PFLJyS1KDSUsk4Zl2kAVGLMWkczT/8v+OPjGE3vqD+bdvh7cffTyV9KV0aIz0yIwDUNHbgBUwamYdsE6IyurvKYd9Ih0OXEdj5nPl4WzEYy6BKncasrRhhIZ5oOqrcMBt2vHYttz6jUtNrxoUtg43sTKBzI9PyWiIn6zsebc4p84zEhtwUWC3YiGGWG5oEKRXY3JNMYG8CLhuwFT3HZNbs7YKfc85iqKnlMR+HhDdCFe+YpWuCLYnR4HP+EpS+c0q/AoZUINcoafT9yZYslojh2s15U03ZWcOkd3TZYVPm4W7Pg36PIEy0ZaErvO4wpC8/4F29zb1IWssRJGAhFyStUS1IVjCsMLLF0H9p0Hl/zAcMpWb0iRIgCfgcWDqDCxsepjV7e8axuWbIDXlWsXMViwgPeqXzc/ZmxTpWzEOP0ZpgI232RIFBhJqAMcOY/yrjHEEzrOm9w8iSJIKJHktExY/GgJJBI6oF6Jyc44EJG6NhDI6jGEFgkQWbhLKzPG6nvGc+pTSvyGagionOKafBc54SH+4vMJKoc2LFEdvdhzRReLhbcpIjZfqym4UA7iCCT/A2cO5dEHT42ZqCViDh+bx6iuW7zIdLNsUtygCy5Tg/x+qGP2pfsdA1hSRqG5h0FVEiOws7A4/zJb9MpwzmFMIR2ZYMsifYgXp4zNlgcGY/XlM4jAlIDtRx9NbBbLFyx8m64FtSsZMHRCn5b0j8hwcldR5DeJskNFsYnHAUHSvn+ZSMHFqSld5RxBsMW25M5lLP+PZ+QjVkxLQUw2gyuOhLtgIuVrRGcVnZFgEVj5HAJG0RO0dziSMx0YhTh5EJJnt6v8Yly2WzpMhCsGvu6g2ooeMBwjG965G8JUtNFENrxzauZ1wzRf14IZuIquIkYQ4i/Z6MSqZjzrdvH2N1jeGvuCsC0QkmjlquLEqWfHiYiwdgpYg4REdzRjk0wwOJ3mScJLL1gGJ1pGKzjDoGixKtg2Qw3HF18wm3k9/jaPZoZDq/rrf1NRD62ypV/P/yv+N+/LO/Wdv6f//lW/nEu5uY6pcanXwQQSItUJLVEs2MO/+YtT8lygnXReai2bF1kSw101xQaSJhacvEzlYjUJA5s/waxaA6ejFbzch9srmkEagdSqIh30/+ZN7GEWRAvZJIOHUIShAYzJYyTca/xxhsniA5YaRHZIsiqH0H7Mj96P64wcg9/XSvL3lnOsmg5LdMA2OqPZCzYc9jojnCa0D0CrFxbHuxJWJZFTNalGhaog70tsanHUaEJB05jRqLZE9IkjHZUOcdLkMtmaPUc5kzqbjGa8JqycYsqIc92JKlnDMxc6oQafKeYCtcD8nuSLYBKViERDSKEY9kqGTDrJvyyXyNmAbEI2bL7y9nfLQ+5cMOTjplWUBtHEkdJKGXU5AlhYYvgck7YFXenq3DaTVKRIi4EaTmjhhbjocNn1UlJ/2eP7xb49RQZ8vTbsdJbJmkDU56RNJX9T33spt0AEGpQeNTRkhasfWGbDxqLK1xqJxScsVRuqJIO8QwTgCa8cJSxuurEzOqujTjxHMa1zRkkpTszRZsw9Jv6FzP49axLeCySUy2no08oJSMuJImbHkjhmwyAUNASQzUOqAqDBgKsVTpGpsmdIWlYYczM/Z+TmsG6piw6kGOSSGR5RGTPJBspPcT1GTqEFjEyDfalp1VHg0Ry4qF/5RJ2NLWAZeFaIVZ7xhsiZqBB0OFasF1vR61bsOEWT9BdKA4RNIAI1P2lacCRpSoBqUEEWJ2iBlwEjjKA59Mn7A1JbeFJxP4oJ/zqVuRbIvS0cqE03TLWXqNJzGJNZ113JysqdL40FUAvy7OKcI3WOSC8/Y9lnbBQ7GU8ZRslLMI0SaChWhANFMPO25q4XFbYs0eEcFoidWSBSu2es6Dvuabq5HLfNiOGV5qLVUaU+OPQ+Zbu8DPFz2OHd60+Nzwn26ucfmY+TBlS+bXLvGfLNcYiWTjaMtriiyYYYItM8EqNju6MnCk8KK8pAoTlGPm/ZyYC6qwxmVLZs8kVTzslReh5Flzw7LqxrBYrSm4BpMo9Iy9+4itXYC2POo3WAlothht0FyN62cSxESyHvR70iIGXtinDHrOzm6xac6k+wc8m/xbvLYEW2NxZBI2Fwehf8GOwASLari/mQ98UKZDELNjFi9QOeHSHzOIHBrigWj2CJFpuOO74VMexGvuVv8T/8NnJd/86J/xn3/nv6d21d+0M/29q6+B0N9SmR9/iv8NEPTVzeqt/vKvvYaOSRrRQJACEz2tMexlSpFLuuoxrTmjswVqE8Gu+GAreOa8qS3RHrG2iev5hr2bc+fmGDX88PqaaTA4SmKuMPYOJBClxuUWsY5x2xz7FL9pqJiAnV2QjMezHddlHcgk1sWOszgjGIeKA7MnktCUKcwhZdoaxnSfLz02/trJeeefb6ecBVQFczBdVAEdWWj2PCXJEZnEjZnjxVPpGzoRauYsneOv5sLWDwymZDZ4rBh2DJwE5ShG1DhsPOWqNEy0ZJYSvUmsDKjWhKwEc4kYR1JIJuDCBPoTsi+o84JeCnwJ25wp4oBVQ5UtKp5Kld4qDwcohwHDGzZujWhHNpZPFiXBVhx1Z7y/PaPA0Brhrqho/UC0BTYfcUTH2haITjnOrynpkDy2Du8dwPWdNoqaiGpNVEvC0ruRbmhoGdo7jitHrQ2LEDkJPY9CzyIkRt4oIqZ/6xw+TgELmvVA1Y3UXDJCywyA5Dx7oywLoaREpeOnk2OsNEzSEX+w/jmLuB9/9+AMocAbM+HS1/RGaVWZqmeqgRcYumzYVxtae8vrxnPezSjNwJ6ey3rBw36OhMgnpxWJOY/3mZ1zvNdGeluwt5GHe8WIcKwNBrAmc1zucENiGi17lxFtyRiuigJXRCbBs/ElzdCzyBaTLbuyxtHik7Lxc+pww0ddRdYGqwOXk2dcNVdsUktfDTwMgo2G4HucTpDoSSYRk6VIJan9I2yc4NMUnxq6fEdtwm8Vno8T4YIwQUVRGR9shlzQyZ69y/Rq+NFixq8mM1o7MMkHSz+zB5SdzGjsdGwVkrist28Z31UFlzLhOd/nJv8zvJ5x3B1RpBlN9JRSoQhuGNhViS+axK1vgUyTDF+cGqzW3LoZH4cvaGKNy+WoYyRQZmHSKh95T5CERekKYc8wGh+idKanTh6bLTUDgT2nOrJ8vSScwixZWjEEZhS5ZVltuC0SdfqA2md27oqNTewKpbMwjXO8hZ1WTLqP8PEUmyI+KDvfMQk1ZWhABz5e3bCyS3oHe285yVeIW7Jxa5q8ZpICS3PCWX/LWWgRNdzZQJOKkQFCgQJyT7SGnRasfEDMgjf2EfOQqIhs7ICkY7hpsd2UvrpDrVL1CwYKbm2kSgYvnrWClY6sAcWiEqmAq0K5LXZ42VByxzT/nOnwlGw8Tu+YppJFUL41/CUP9IJGzcjes+RHr/4VV9byX33zv2NRfp27AV8Dob+1Kv79T37r67/JDgm8nZC6p4YysPWwwWOBnfH8u6P32DuP18xH7YwP9xWdNRjNmOQpc42axHEv3NaOF7MH7O0R523H0ZBHoaJOGMwRcnhqcQewlcRjtH1rD6MH7Q1G3gIzzRBMzc7MqOjpOcJgGMwtq3JFNSwIeAZRMnuMOJxVkrUYLC4LSP9VwPc3nJd8/5m8JTXQDJotKunAImQG5uzcCWVQRB3GW/acElmB9NyagudVZOsSUYTXdeCn08AfrR3Hg+Vht+C8c1wWK6q84HjYU6SMsaeIWirpWFqPGM/RMCXnjNiIiVs0Oaa5QXDsijUub1h6TzVAlRqS6VB7RDLCjQtEYJ4sH7ZLNsUGh+e1bzlKA1W0BGNQsVgMPcqdF6LxnIeOnbU8q+f8cB8xKZCpWTHjlG5sFd57+b/DdmcBsT0xJzIOlQEjEEXwsWdhhO+sXlJrwVkqqHJJFVoc/TiBpfqVSUGR+834HiBnEoaoDUt7wt50qFVu6o5VaUnScllCa1qM1gxyzh1H/POrSyr2OHuBSR2dKbgoCorUsafki0nDebsn5ciVL1gXAwaLSOaycKxcxfudYV0sGUR5Vid++XDF4HpcHHheO5xGrstMnfYYoMktu2TRnDnKOvrySsLYjNEJs+R45aE1EYdn50r+zYnyatLxje2Gh+0dZ6lFrCcYz6M+Mo2R2npmecnWdKgWrFyPjxOWRQmqLM0dD6PF7k94uPmI4Has6gtK2VO2jroPXJhMQUeRweQJuOVX0kuUL1vDgpBU6e2MKA2qnkTifz3/mHVh+PVs1I51rkTVcOV6kukP95chYtiZmj+rnvC99oLHecmtHzv118WcTT7HxhmLeAbphDKdEIqSKh0eXDSSZODZZMOzKvCgyxwF+GnZ8efHBd9aOz6bbngVSv7xraMKyjT0o04NM8b3pMRd1XLaeVov7G1mawLPmlFLtrUtdVbOUo+XHXUOVDmwLTwqhjEutSATeDZ/yX84XfOynPNp8QTLglrXPMyvSMxQCpxOeZ3/KYXMMLYgssbjmGRPZEfnAxLhKGyZ6AWPusCUxJvpHcINKVdAZmdXeH3NP14/4vMaXq8f817vmeqAsz3IeJ2OOjmLzxtKmVCHgVT+AqclRt6niYEiNrSu5w+2x2QCRWsO5omZpe+4KyGqxeWCrIkqr1A6mv4xST2v7JpfT7ecpEChA3V3zR9tDG24xuaHHIWBIit7mbBaLLltAiWBgTmVVty691i/vuK948/4k4ffxX7dJvsaCP1tlLx4g7m+++ug57DA/bXXhS+9cwxcAksDu8Lzk2bGTxZniBietEJnaoKDk97gs5AlcdYXZDNO8xRJebSF4AJXZSKIsBiEQhxlmrGXCitzrF6N3jH0KA5h/eXxIAftjRlDK2RkqHrjWbuCrVpEDJonHGWLaRv2ZN4QOWVcNHdkggkURCYa8AKT+wVd3nnahfvJ3rdTa/ob7oqqQPJkE0iHALSVnZH1lCg92R1TxYFSW1pr2BjHXWO4LgLP6555UvpCeVUrdz7zw43jfKgppWVXZmbJUEahyDWYHWosKU9xkviWrsgJ+liwlYIv/I6YC84Gz0ING5Rd2LGsnmE1oK7murIgM7aSeFlFaqk4Gwru/I6m2DBJiprA8SD0pkOlBt2x8ltW3vHx5pjWGJZeMRopcyK4CTtpKA5sTc+M43z19oleM6OT7jtnbpTtRAIZo0oEtgqlCBUdHw+WIIEsGZcSFRlk4L43ae7B1f0U1rvfB5C1JOiCtrzl+eknJB31O72c8KxZ8aaas7MtO7sl58wPmkhbX/FkteDR8IB52rMrPW+Kgo109A7uXGIvgTZkNi7w+WSMRBFpmCZlVfb8ymYKnbJnwr9/fA2SmEZlX0dEA1Va8ro3zIeeRnsmvXLeZQbjucKxQKkAbyJGL+jsh8CMX9U1F82Mz6eJ55NAMGsuj36ET1sWQ828XVBmz9O24HE78P3tjiZ3HOWOTKZkYJW+QTRX9GbCXr/FabhjEkdzOxOPWewHbqqeu0KoMZR6gc9PsWqxEr/sPR/WAg7f59ZNkVyQ8zHBzLFpIJk5Pzoq+NlRoMfy06lnkgomuee67tnbnjH/K/N2klCE3hie1zV2WDKP999piVPL1gs9lkRFVofPistQaqLIO67djk/nb3hV7qlSRTKBIFN8Nlw2l5yFE+769zju78aRcZM53VdkKSjzEp9OKZNlsIpRw6JX/vRsjVCB6en8JVZuuXOW87hgnv+CWq456R4SOWMwju+voFGhZMGZXIPesNEHfFJ+h1t9jxfyAaXuERytnGNSS7F3XFRTrI5hqGEP39+e8aAdOO5e48wNMjhi/YoL84xJ3NOKI1Iw6AMSgWs/47Z4xH999QVP9TmmDBgBkypgwn2LX9kRbUU2JZ7HzHYdP+CSP19MEZmTteWD/qfc+kRyggkFngJQqryiyJlpKkbHcRHWpeBySbA9qgWu/z00f0bhriiCYTbUHEfhaFgACYsb9ZLa8nmYE/WGjoJ94XC54pvrD/lFPud/+8tb/vg4UJdfi6i/BkK/61quqf/Hf/XbdUG/AYJ+U+CqAnfAm1K4swUvG8tdUXI1aVEVzqI5OJhmjFlQ5J667yl6ZV017EtLoWO21zc218xq4WrS0Dl4vAsECsqcyGlGIlO4N4hkjC7HvNS3R8VBGDoGqCqQDPRi2aqhwaMY1k5J4YytETbFDduy5XMG5rGgiHP6CCcRNgITu8fmmlIVLyD6pUbknvp56+cofsxC4z4THBAlmAzRMZiKKx5jraNA6aySNSJssemKV5XyorojFltWdeBCGtQqt74i2CN+vFhw0kZelYmzXclHXYOkimgLOr8BEtM4YK1SusBWlZQstbU0ovQKjUkskmOCsBoiuV6y9a/p3DHXxZSlfIDXns4O3DlLbzw2r2iniY+31xSaaX3P60bpMSRZo9bwo9NXXFUrTvsj1n7Bm2xowsCjdssXdcmNf8AkdTzp9ux1RqWbtzltOQtqvjLUjgc8mV4FFZhmWAOVKK0kpqq4ZDAIgxEKvZ9L6Q75cyNjoO9eqGaUq6zF8lm14mb2K5YFXFev+Vlj6WXCRo5ZFTsicwKeSh3PteemzjyZP2e6/T6LfsZZSFwUBbdFQY9w5XYc+Y4vasFJx6ra0ts5xMec5kiTOqJAawNv6hdsS0uUzLLsEQ2oKEhgU+yZhcQ09IwjSTIAACAASURBVPi2YmgbzhQWph1tIUiHEf+E6A0bN+OmWXBTea7KHZ0JlP4L9iaxqTyXhXDkWqbDI06HyK9mE4wp+f7mGXNabDAchTnXRaDoj7moMlv/kKb5KbP8km6+Iyss9JakBZ28T3Z7Hu/2NL3BcYOx+y8nw+BtNtraHhNyg4kzluY7uNTR6JbWem4LRxGVjReCybxxCbUDSSLKHsQhKuQDdag5ULPmNN0gGeoEg4GJ7hjwLMIdEgImlghwsk94hSfDHWu34lndsjV3dC7R2gw46ujp/C02AykwqOGnixnHnSG7hkdph3A3CpO7CSo160JY+0jneywFSKK3t2yKli0d2IEgexyedn7Lg33Lf3ZreLg9Bt+zt5nJMGc6TLmxA1e+wmhPlpIgDa2pUPH4BI6eu/qY87Zl6yo0Gp4OnsF5dmXgOFW0OiHXK5JGNJ/juGKaIldubPH6LJjhe7yuhJ8unvLd7ZtRG00G09PLaOlR5R1JaoIpKOiRvGfwJfOh50+WP6Vzjixbdi6zs8eYtGFbbjnpR21Q8pmjMIWs7IpIkS1l9vgId36HkhGrLFKFximZktsCJkONjJzhQWQ9WrgX0bDYz9hNSoI6vHo8gXIQ4l3Fv/2/rvgX/+IJf99DyL4GQr/jcp/+Grb7/7hfOjzVf+6Vv5paWom8mLRcOoORLSI7tkXHZSg5iQ02/IJFO2Oap9QhMkiJ6R1VKugNFGnLNPR8tx/4oL0iuITkBZE5Nk7JKhT2GaVskbxHJL0FHPdg6H6Cy5LIWJyA0zsazfQy5Wf1EZeVchQLJkODlp9xliJLN3Dj15x2a2JssDQ4tgQsOVeQRnuAZMeU+7ds0LvsrIyTOfd772hvHwlqIZe0piKKI4pSp0SZl6hZMdEVRfZ00rKvXrAv9kzMjiI1LI3l8fAhSxe5Kzo25n3OWqEKQpUyL8uWm9KztY4nbSQXNUFuOZVIYJzG8dkwGaaUsWdtp6iZUGbBsSKZFYKh5AIjGx7kDUV4xKaZMweO44pJDkxjz7b+JWtneN0Y7soZhX3MYC1ZCrIZeDkdeNHsmOclTiOl3NJPPS/DnLPNY856iCnxVA3zfMI8r1ATeXfi713cUiXwGWIWBqsUBiZpHKmLUmFMxkpP1kggUOf0FrSrjN/NW4NLDoSFZKK/pPI9ny1WvGgyTq45k8BrV9PbJzhmLPIrTPZknTDYBTsapOtYFiW/mHlKrTjdr1i6hlflls4NrFLEyw1b6yjVk43BSMtdOmaZe74T/opZ7PgowFl4yL+bfzxu8gbQ0XW5LSJRLPPQU7kSioHUWxbRMDUBB7gD89KYFtGK93tHX5ScDz0rP5BZ0xPJEti6gb4ZiDmxchVP+g2JguvqAU33HCPwpPNUuWBjlI1RLuYDf1ZWGJnz4bBilgaeG+Wb+4FGv6CSJS57SvMML92IfO4NSg9i6ZQcQc5pdU6lM4o0YCjwmunZ4lPBxgqr0hJMIEk4DFYMYMKhlTmAXKAklGuedHuepIF5BJfG+6/UPSqvCfEfMEt/ySqeM48PcRKx0rEtlF/U8Ly+ZVUxOnHrODUZZYXJjixje9Gbiqebkl1pmbdbXs0SkhYcDQEboJ9kRIUql3TWcltuyNLy+fznLM0Jng+xKZII9OZfc4xSlms+O3pJcoEn2xnRRoLrsdkhGgjivmSY3/KiliiK5z6EZrwr6iQchxLRTJkyPhdILiEpQRw+TmnTnoKOEN+j5wlNgorHCAbV+PZeUIRP5t/g35xMKVLgj+9u+eZueziWA5IVQARnOqaaGexAAoqYyGLfuvarjC7UPkdaHJDpjcHqmE9o8/1aaNlYx22VeBQGBNiUidN4jDvIpe8fhWwWJqnidDfF+8y+EDCeznsM8LPrN/zT3QPK6d9vs8WvgdDvsnLGfPr8b54Sg7d+KsBBezGqRqPJrCwEo1zUsHKG26In2w6h52Fcs8iPeLrPfGtTkNwrXPcRqGAtuJzIJLI19BLZZ0ctO+a5JbcVMSei60i5xJsdXnekXOMPoYVyP401HiXvMkOOhIrlGPB5xbVpodhzUy/oB2VuW7ZNh98LSSJJIqUktNxy7RyVZvps6LF8FKfUCEQlOkWNjCJDAayQMzgZAzv1/vwwiqVtVHrb00lJYE3DlLW1GD6jR1jTsysGttU1V8UYRljEKRMJlP2ESbTsXODGVvyqKUgErorE88bzF8drijxQpoZPzi6ZxJ7z1QU/DFtqHZjkgUE6bosbbiZHWB0I3YaTYYJYxywbNqll5ZRFsuzoWFZ3LPQRZa98O9zRGqHMloex5ZVt2eaSBYaKT3nON2jCht8bfoGPFS/9GVUAU30BMqNjxkKvuZztwQhe9zwJkSiBwXjsGG95WP7fDpOR8+ihMyBkLIOMXkBRBEMmUmB0iqSIlRVW0pe/fLgU8rt9MYFsMq+ml+xtYOf3WLmilC2l9CzSnsFUBNnQ5MeoeJJWNPoZr935qIOY9PQJtuaIN7bm57MStMfrwHF8gXNvML6lSrDTHzDTGhcbbso9E33BUXfHF/WULAPf6r/g5zplaTOqiRLHPC8xMdFEz2m6Rd0OZx8wQ/CmosyWQhLGMlpRGeH9eM3D9RZJD7k7s/g0sJKK0v0Z2QSQgr0uOHJPeFU5zgZPkXu2ZkpMM4o8YDQwG0peTudENny0gZ8fzXjZZLaFMskdZb6jSo7zoWTtjxn8N9nbB1hZM41bavY0dCAQMyQpgB3ZLiCuR58hpgz2BNGBo6E7GDBGgh0YvcciKv3bhSZzAwQETy+nvPbP+P0BvMLeeDaHgNKQwebHIJFYvkbSjK1vyTKOlWdn2DslSSCrA3ONmmuwHZO4YBZn9KqQjziONWWMbH1BaytES17MLHUIIAGXM1YTxu45Ds95PstsKTCiGL0DE8jagL7PR8OPcLnAK1zVa3ywnIWSG7el9y3BRZpguS0KDGO0hKFAsidJBi2ok7IWi6pisoUMi5A4HhKzwWJoSe05q0ULckulGU2eR9Gxdp61nBF4yCIV/MHtr8bznOGumPJ/nE45Hnp8Vj6ZTzgKLScxESgJpsRksBq4p25d8njT0ds1l9Lz8X5GPKy9EmBTrvGhpogljsDe7LgpoI7nJJ2xYsfLOkCTcTtlEQu+mCQetANNrnGHdUBRXPQsa8OyXIPU+OGIl9MFPtYcxcBeV1xdXvB0+v7/nx3v70x9DYR+l9UH3JuLv/n9+w3lAIRUOQgxYBDlNAmhTXw6E5Y+gFtzVQTeC5ZJHi3TT4LgdUwmdvYaAwQ9YltYfnSsGOvYecdJrLFxzx8uM/Ncgu3wXFCaCsmKsRHREnR8777kreL2fvroHhBlDIYJyguXWKSeP9jc8esm8+m8ZSKJz92GSV9QKZRpS41nUys+B1z07Pw112TO4pwiQVYloogZ6fmAYoyhARrNb5my0RBwXLg7HIUmzlLP2iqXRnmQAwUb3jSOjbSstCdnuHMFJ0F5undU3TlJFpRa8ZPJEb+clLysDRahDnA1hUEzsXiFY0UTBh5PBy528GC4o9ENMbeoBAZf4uOMfbHjODgKqVhsS0zTsYh7Wpd5XZxS0tHka5okLGJPA5TJY23HcerYpzB+ZvC4/panoUdUaWLP93YveFN13Koy6BnJdXR5TqEXHOkZx1lY1i2zfU+wQPKIHUgIBocHhDgK761nEMuail4cUQJWoBDDJBWU6ok2UmbzVqd1P630FRB0uCq2LnHrCyJnfNasyXJDmZXWQSWeibZ8J71kll5za46IMsEzsJdbsrV8bj7AyqdIOmbtHo3Th7FnIluO5GdE03Nrj5maTJWes5Fj8Bus3aGpY1u0CCUqic72qPsCbwRPj42ZRdowiS2T5DiRK7p6SqoM5f4UdRUxZYKOYbPGAJqx0uF1y0SWPOnOufM919NEa8bNVSWi7pfY9IB96fhsMmNVLTjqI1WA97c7RDdILvBBSOLYWc9n5UdU+QWBniUzvHnEnTxF85RKYWZn7OQcNWckecldueBp95IijfYQl25KZg+8AT3F0oPNFETQkml7gmhLPRhsvmZwHRBGwR17kOfgLscHpjzlNF0wZc/GwYaGL/wpSqCJgR5DKT9lkmes4lNCc8nWbYj2mrP+mHVRYiSQZTiwTNcUKpzlCwZ7wUm+oQnf4739f8u0F4w6bpuS4y5RJMPOKZvSU6TAprjlchK4rnbsih9zlCqW6Ya1vH/IprNYEpMAs6HktJ0z7Wf0rmXpW05Dohh62mTQYc7a1fjoIU+Z5opH7ZRehJeTng82gSb0XLsJ09Rz3G/5/lJZpJZGE0U2FGHFT+xDNkPNOc9pN46jXCDqGKzlwheYKHxvHWjCgr4vcSawKbdAHu83ES58w7VznLY92TZjyHJoETuMAHW0Q6QJHilKLu0Zu7pgKokBGEwJ/jnrZsXpUBB1x6UfeNg1XFp44xKeJT/YKp8VEz6fzPBJWMQN//pkRWs3nIQtVUooHdlW3BUNrYzZZ9Yklmr5wXoPRLa+5fVPPuHR00e4wv9/3+v+jtXXQOh3WV2HoL/9vXdA0Fd0QffMqQo+GcRWmKAYv6MeSv5g9SE/3EcQQ6k9xyHw0b7guFdc2qMUaDGwtyMVvS+VT6aBsz7waDiic0v+8G5JlVeU0VCrP/jsKKIRvRdoEuFgsChf+km/e6TAeKx1VpostD5S0RGsIHlNb3qOc00dA6Ux+GxYmw2IYREa9smR/J4cJ2RjGdSQyfQmEzGUjHqWAaE047TYffJGPny4l4HeCKW2NKo8yAlDN3pnaOLVtGNdeqqQeG9rKE3kg9UDqmFKYkGTF7yyFVJbbqtEnQwXVaT1BUEzE9uStaEUw7V3DA1kt6TJyl4K6nDLcdjS2ycMfkEuFddFHlAw7I7ZlQ2aHW4SmO8h2zfcuXMkNTQM+LzD2gFH5uMWet9xsqt42G4Qs8bngo1VGlmSDBR+4LLwmODptOIoBEq95kEPRhOD7amSkmzP6IriMIxRuhaDNT2DwqUMXFtLlprSKJNgmWlG1JDoKRgQHd46eGs+WBTkL/VBKpCsoaPG6BbE0NlMtAvKtGPtMq0EThJ0B/3Ekd6y1wEVoUBZSUk2FwQ5xpsLtq5HiRzJHlHLHR6vE2baQZ6SigsGrWhyx0zeYF2g95ZvdL9gY475dDahtSOF5XVJYzqK0IAJTPIFi2A4Tj25uGHjHnGaRnuIlbUYIk7BEZhyQSee4+j4sI1cNYGXcce1+wCVCdCD3LBsnlHte5L3tL6hq275dfdtiuExJ/EF1t3wIFh+lRx/PjsjaYD0PTbpW3Sm5IxnbKXG2YYslh0zvLX0EpF8RsGWVhcU+YqVE1R6ThIks8G6DpPmJKZ0tgQzsHeJbVkerp2BQTPZrjDyGcIXo85LSxKZU33JP4wvqFXoLazF0Fm4kIYzWTFJwrYYuM4lr8uWdfEXfNhPEGBZ3JKxmOJPOTEDPZa1LKjzcNAfDbRScabPmOU1v14UHLUNqKV1jo0VXjVbmqRoEbmc7dn6zNZ+Ri07Lq3i2FDnGwb9AEfgKO74weozTuNDPAavQk4LztsJRUqc7xoetEck1/Ht5o5/efYBt8WUh53DCJz3ZzzaK2/MJT/cJM76W4IOpJj5sOvwBmYxUOYtoj1/si1pdzXCE4KDSjpKMlkzXm9RVgQsNkeMs6yLklaOyRhuXIVHERN4ELYUbqDMY47eISz+oIdMmCyk7PjGfsdTHNf+DKeGfancFo/Y2YY9kaVbMY0bToctK1/xSmpuJwnLKc+pCO6KJkVUlNui4QuZsKxv+VZbUEnLxsKt8Tzs5/RSUWpmKTXfXxr+cLmltBuG1NGsBuLtGvfo9D9uv/s7VF8Dod9hyWb7lWmo31b37+s7LyhQZUOP43VhqXPDN1cVTTQ87B+AvWGelI+2Z3hZczIoVntUlL2zdHbHRVPyy7ky+JJ9odyKRY3y48WMfe5x1rIY4Bu7zIM2UumA4lAGsAOo+X/XyylvPWuOY2QVBnoxWAlMUo+VksEE1n7g4SC0PlP1JfPY0xYdwY15VmUuqPPYF8+SiRKJh5m1BaNOtAOm8LZVp2SsGLKCUyjp2R38hOYkLuhZO8NlKawKy40fWHRnHHeWR8FyvjmnoGRnJxxHzyxY9gVE67j2ys54bD7Byx05l+OClmeI3BF0RjJz9sZwY+HIRZIxeL2EXFD3JceMwbjTvGDajYGq39wdNpvpwINwxVE0+GAwsWBVHlOXS8Rt+OP1nofrOTt7R2O2TPoCcsVQFCQqmmRZ1K8Iuma+nzEJ3+DxfoKxkdlQMUsFaEs2a3qm7IAJA5FAh8VSskZ44Q0hTQkYejtjjiOELSfqDnqNDpMDHOJM8mF6SZ2iWdAMvTiSNrT5jBbPqlixcoE3boYaR0FPpSO4EIXejNokb5SWgGriPMNKrolsWLkKNRZkYBClSpmQW+asqfJBm4NypJfMUGZ6xc6UvJxOyH7glS14XQk+bykZOMmvEIET85xpTiPbYwvqwVPKQCoSsneoJLZOmAehPCgqTI4UJiKUvKkNP503ZAwub4l2zDAT5qyKQGF+yaRTLvgBJ92Mrthwax8x7xekeMfFfOBaJsx7C3RclIFsSwqUdXrCjXlBKiPV5ilre8KqbrDasopwNux4qAK5xGlPQYeYNIIAMyaRt1RsXM1VecTN1PBeX/OnRy9o3QDmAsxrRNZk8YCjYU/SCb8fLqh0oJOSqJZjHfhcS3pX8NwlyFOWPCYzJfOGJA2/8M+YxxM6C848Q8wWxWGBUq7xMuDUYtUwSYbOWXa64rY0vCgz82GCiCNKonUDS275YvoCzArDa+r0goQHSRyFng/CHZ1ZM0mWjze/5L9YR+p4zlWlqLU82jc87KCrXtP7ZzRqCTrlacz8l6s/418+OmHZPOG8s4gmTvsPeC+c8YtG+WSWeNwmRPd8N64oEiTf8WjosDKaefockNyArlGbERGEmvtcE0cmmUB2W2oKHqeWf3L7iJ9PG47iNT9Y3/IgDodW/1fXfU0cdHwGIwVH0ZJIzOOWZAqaUFBHx8o+4v88iXxze0QRWi7MnmQ6TrIjtyesCsdd6VFqstxhJNPHGddl4Elesys8ayy1LujMjD89gkddIuicKHP+ka55QqBJSpFhv11jX9/A10Do6/qd1G/zY/gNZCTv/Hw75owQxNHHM6r2Ed4FFmHHVJRpsNhwwuNhT5MTdThFZdzIezliVT6ks4YXc2Hteno3UGRD5yJvXMeLYsP//NTyT+4q5mnL82bMB3q6zyg7xI16BKvuneP5KphTFMnjpSJZmFg4jQOCcNVveVgsuWtalhhmQ4HPliIK0x4m3YS7ySEY1RhOhinOJET1/2HvzX4sT9M7r8/zLr/tbLHmVllZWVuv47HdTfdYjCUQMxq4QiOExO38W/wD3CAuuIFBCIFsIWGsHru7uu3qri2rsjIzMiJOxNl/y7s8XPyiqrptGCTkRjDdjxRSnBNxIs75Le/7LN+F2mZaY5hh6YDdqEDEgl/TELo7WGIUkwUL1DoqUotmbmRclr1myAU5K2hNSU2VDDk7ohwxImM8G1eCHlEmpbNjEtaEkve38LCt2PsZF82S3g1M26e80ZW8Lio6+5xsDYM55URbmjTwsO/xqjgqoo5CkqpCkSxTk0n+FmcOFPYWl2fU5pRpWvBwb+m7GQd/hZotR4OwoMbmke8heUEIjh8dPJeF4YtpgTF7vrs6oRocvR0wRGZ5QE0mSWTsqeWRAq/jMTlwINFzIzWDwq3b8Xox59ZYzoeKzcHxdgy8HcDE8TibXzdHNSPqSFWRZDDW0uqclT7lF/67XDRXfFx8gRZ/zcIUSB7ImllTcW1rPB0z2tHqgooFsMnCxMBGlJVYMANg6Exgngt6M2GlW871llKuOYstxggdcwbjaXJinl/h7Qbrp5Qc43TLhBUqmUa3ZBtoqbjfjWMPXMB0UybRo+LuKvx0Z2DwNZaVKkMRRoafy0pJidVE/EpaQmuQgWA6rsoGFw58/zBB7gDaRXKInjJre3wemOdEjMKRNHRSIFIwzZ6DnJIQzlRpK8fWK8ehpC1aDqljohuMKjOgySO2RMSQVUjW8tp1XNSnXE48H9WGaCJH3TG3PrIzB8o0R2RH5wose/KdZ6FRQwYWYcfDLmPIuL7jf65/wLZYszNXIy5HDFmnIIHOdLTuM0RLTtliMDg1DHTUksYupXacxi1WhBje4rWb4KQAE7kqOmyEhY66yHu7YeOfk+2GWfoSS6J1gTLB8bDjja1QpZ6ajlkIoHMm0XO6nYCxDLZnW64otMSahMaaQwF78RTmJU86WJr3MbGgc89pzD2seJZVy1EM7B3YVLH2wpO4JVm9s7n4CiAp5DtV7K8U90ezipFOklEERyAheKxmzoYtupvwR7stju7rgvLvr6f+6wdCQrPDGMESMBqppMAnw0wc01gTrWUIUGdL1RXsylOCmzJPa/Ypcu0WBDODHGkLBTac9zVrO6emJ5rAROFLKfmimlCEcx62mcbe0kpFoSUTMosc0Mvb//v97d/h+H0i9A8YenaMFh4Zwm/+IP/9381q4M7+9KP623xZnKAUDFmoU8ckl3x7m7gXt9SquFwiaYJaIRhDkJp1sWDrPFvfUOXAk97wP0yumKpHJLO3S/b2lq2f8K8L4frW8EebA69S4o1ui5EBXMZk/2tAaQDLV2LtgkCWb8YjCl6FNzO8EaAePH82yRRdw0U5ULPjNJwySTMcQq2O6XaOlxKjDmc8mERWuVtSBpSOKT0dgqOhpCAzyg5/dYHKndu6y0JSwQoEERKGCY61FvSsOR8qFjkxiTvO2lMmuuDWwVmoWbuKX87gVR0xucRHz9MWznvh6U64Kiw+z/nhTc0nkwKnFWu7YxLmWB6zkyuW1WfUfECF0pUHPj7Zsz4kmuEhwRg2hadzmZO0JTavMLbHKeAyRVeMCVwSjKlGGQPbs3UrjrozinwfcAiTO6aL4c2YePswvWPxjcuy5JHLFwmjJQgdDSUWGDBEsSSNTLQkk1Ait6mitDAJLetKcRQMtbA5GCS8xFUDZCUYHQUszZgAZx2/0IoUzzkUb7Csa25LZW1mbHyDmGOUN4jmEpcOd/iVNRlhJX68nnQCIjzoJwzyPns/ZSov6c1oEZ9lxpI3KWzPikgRn/Pvh59R00KGldsxpJqT4PCyJ5tEoc95U15jOLAqlL0oK6YM7oSJFrTGcC9vOG9LZFdS5AM+V2PikkZNquGuyygRojnmQaz5w9sp14Xlk/mOG52PxqsoIh1KZOOEKDseDld8Nm3ZuzmPtnNKbVC54dGg/LPXHR8u5nw2mXAP6G3mtigJRhFj2XvDf3++5Ug9gzGc9S1v9p5Vc48f33xJIR02g7kjC4iOzMkb6zESMaZjZ6eUzJhkoRlOuR4OzNJTvATWRSCbHUEaerMCej7xFX8w3PCkG2UGVjLHaMG74Rn/i/8nEN/iTf03wIyVWm59g9gZopEyb5kFT0OPkY7WZjY6R0U4oKhz2OBp5B2qYs3e9NThlM4WnMeKJiuddUz0Ke/v4Yvmp7RW2BuHmJZGLZrPGeyGRVDmcUJSx0aVhgFjSi7mN9z4zLJumYSek9hwImOnxtNisyWant4cOM+ZYCIru8VXU4yCUcWrYe2VCzfhkd0SjKA6ZidjbzAAniQWUXOHjUy/UeQqo4p0vmvnZ7Go5Lv18u/H3+Ny6sj8+iohstKRdOyo2mywGjnrKqbJM+8tgym5nt3nZXOPrXOoOYHwEqs9nSnGkTUbCjIu3qOmx+CZxJLLqiOJUqQSpwGjmTIbjHoEYZBR5b1/8YLpEOB3FCf0+0ToHzLqiuE/+hPKf/3n31z8f1csSEDVofkM1HKwEz5tnnDja67djmhe47lCWkthIoWCj6ejJ5cJxDQDE9nJCXt7TOsrkmS8Cp5IiXJTrMnSff2vs2RaLzxvPBvv+YEe+OPdgDcg+F8TbtO7yseOQjGMFOtsPBnBpIj6fCfNNtpPJp3RhDU3JvOgs8z1ir7c0nQLJDu8FggGq6Ox4NjzSKCJwMDG1FzT4XE0ahACPTBoSXWnM2QY0wOroyfVYD1XogzGsqKlTAUT4CQ7FruSvXdkk3AW6i7hDFx64S/PFMFy8D1GI3+yrBEx1EPHWwdQPIOtOOlAtEByz3GAVVlwIxU3VUMV32ZZfUpp1+zsLf2sZz9VTK+44TFRFvSm4PNmyaJQFlHxQQgmIBhEA9GF8T3g+HzeM+0zpfbYrsZqTSJiqHGYb44Xo8hlGlEKGEpGbkyPZX53/jIVBQmlF0+SOVsVisHzvl1wlQtEDVuvGLMlJkt2LSUDWZRo+3EzEGG0wDUjUD3dI+cHKDNuvePZdMfeVayLyHE84dYp2cDe7ql0IJGZBThKsFVLLA4UOdHECpO+T6JjLwtc+j7kLU32TMLbvChX7N2GQkfBw14sTi01icdtyVvX32IeG7JJbItXPD/5gs60rC3sGV3l1TlcPlBoZmvnbKXhvc4zzYaYNhxSTWE8TXQ4iRi5c6W3jpDPWeJ5WWXe2U35xSISbESyQ80WNRuEnoywMw0b7wia6aVn3gfEHFAGLI5Hw5bTJTzdCR/MPV21YMoEq5HpUPDXRwH1nr0KhyLQmUwyibcPkMxXnYhfWzvyeHdOdE+f59yGwKNBWcQNt1VFVuHt9pTOnfFF8xN6a5mGc7b+FQFPqQeyveZvSuVbB2VpZ3zo/zFZa/bGj3g0dfSUzPQlj/kSnx5xZR7i8glH8YQ3tkecp4Hb8hW37orGRF7UwiAZzSVvDgWeNTfVcw7mPlpFfEqcd55gMtFEnBSU8ZxeTojyRyjXVPmaRTfjdJhTRUHSljaVWFqurNAVE4xf8fPjI278EcEE1H/GKj/hj/ZXPG63POk6Oh5yXThW7iechGMe3P6IGwdfTF7zsJ8CjoEBE//IugAAIABJREFU6Lh0nr9uzvh2u8XF/u4wO4SSLAkVg2qBmEQeBUQQHUf5Sfo7i6DIwczZ2in3ulsc+/9TaMQ3jyOKA0pQj5j2zhHaYsn4fMD5xEtredJtiRmcVpQ68Kw84163Y+Y9r4uGtXvEbfGKk65josLeRQ5uy+fuIUdyABPZa+AgJfNDySKULDRwr/VIfw81Jb1GOkqMjaTXK6b5/wLf+jsQv0+E/oEj/eG3yX/xM+zt+psnf936IE6J4SmqE5bVLT+Zz3hZrPl48QmdW3MWL7hyF4g78DLc51H3w9HEcvzrBFlwVTXcVKcEaxgYBeRuyle8aj7nRI840JNld/caRWUHOiPZRHUITLVHzFjTfHXnKpmVW2GTxanH2wY3CH1qiLYmGSX6RM2aqMpewGHJWJ5up5RhT2EC2RVjh0kzhYKj+notHzsa6Q4XZdibkg8xbJmQzQjCfsSKij1NnrGROU4KHI4iB6Z5oPcFPZFOhDIrp3iuXUTyiIE6ySXJeyAxTQ2boiDmhs6XRHGUWjBIxHBgMViOw8iomg2Rf69reV1FEgNo5P294bKCqzpQxYrJsGBfNOzNQ56Vc0rtWYhwKDtaM+fYGlYofXVLNiW7ckbrBmodMV3RrBGO6exIUd8XO1Qtt5UwDwNF6ClSDTomPEkEp6MQnlN7p47ivq5clcieDSUNnpLMqBE+4FmZUf37GSfUOqMOHbNccC6Gi3jARuEkBha0mAwHIzgsFiWT2ZCZYhD1JD0juZogysE55nHGMieiyUTTMOh7lOaT0YnbNPRpx1RgNlTMQ0kaAp0bgBlZHQdb4tRT5Kd8Z3PE3gaSNLzbPuJvps8JcksnJeDomLBIBx5v3mQ2lJx3M1SFe3LMobzlYralc+NIT8yoq4uMXcs6RY6GYxYDFMmzswOr5MlScKzCKZY69ziBjglZSqKbUWlPzgUml9iciDYg0o7XLhVoAAwrlymCYRBDW3jCoIgUkDKZGRblYTfwycKxNxOSGeeNag2GJcvyGsdYLEQPlwjf2bZYDIr5O1ob44ZaBU9jIwu3hn7OUE7xKUPe0QwVajM+HyG6HrsO6jDacqTXTOiJVvmrZsqe7xPVsZeaL4sjrBZAIomQsETV0fSUFquP2Zgpr8uKh5t7nKTvo/anrGcfYvPAG/mC+2lF52bM939IX3QYLujtFPUfs0lvkNIZmo+5d6jYFIa9nY3yA/aMOh4xi5aoBSftgOeElsRgB+pYMsQ3+Ouz16zLa278nJ1rKeQRUeF/t4/4YBKxOYF/zulhYO4aTvgVuXB0/oQfra9pmNCZEug46nas7XeYD5mTwxzViqzxjp1hwaTRNd7WeHONUtBzADW4YLj05/RUZMk0ecnT/ZZ57kfF/H+LW4XYMXkSNSNT9046ZfTICSPLNFkKaoyHOin3Q+ZSEonHtD6NxUEyWBkIdstl3bHolZf1kocxoe7bvLIFWS1VSDzeXPLj9ZJH3YFCIUjDs8ljtrKmTZmtv0dInnfaz/8+RfR3KH6fCP1Dh7WkN+59nQj9enWQc02M30fzlJWd8Fm5wKZIlYSD91QsUbtDZM5n0x0/WAuDY2zdiuLCnNuiZFNN+WjaomJxKvxy9ikXR39G6y7xeULDW6w5B8YF3GlETU9nIqc58rxOXJvMvTz6MolAS0e0iSIWCI6oHYkpSQqiQps9e9OwoqWSHkVoFZIRDrqgyivmqcX3gSJvmWdGDxsdxq7Trx2JIBClphPLqprQyzHruGXh9kzbFk2eQhgp3nSYVBFyzRDBqMUUiskRJ5Y9c6LJTHNNFaEwt5TqMKFAyESZENTSGY9K4vO653W5ZxZHcHfrItORf06RWh4cPFEM07hjgsGqsPMTrqqSSXTcFCskP+JQvOTj6k0epyvKZFh0CsnTu4rWDATr6cwxUTqK4pYiZLbFa5LA3jgwkW255rbs2ZtIHQoSa846wecZl/UV2UDOAWcGjvYLmjAjSAaJFNmzLBKD2VEG5STZuyQosLKOlReUgmdlRRNnPN3PCCo0eeCNg2eS4chcM9cer9yN0Dw9A8Ndiz/p2EJHaqwGemNIuFEJ2ETqVLOTA4mKW/MUS4PVA+fhkkfblrfaI3weR5jX5cCqaulywVaOuDTvcxbeo9CGnd2T5UChEauRKBU76ykUah0QhXIoOOorRCPJWKw6Hm3P2NU75gmu54oFqnwgsCCSqJLy+JApc4OqxYqlKzeYeEQvhoN6Cgl4MlY7krScDsrNYPn0qON184poxr6q0gI1hvh1pzW4FTdV5q3tW+ydJ9odmh3WgUsFRFjVyrI8oc6OQXu2LrOze140X9C7jp4pZe6xuUZsZsgtZSxY+wk756nzgSoPeDp8VIxkjlNH3bYsY8aHR0jyiHUU6ZpPvDBLC1z7fW6rT4jMqHXAqLDibUThV5XDxwJVz0qO6Y0n6S3CFZFIryWDKdlyhOqUSI0Rz9J6Lt2UB33P01DyYQVvm495EPYIjsf9npg/4zUnzGiZyEdcuY4vpmse9Pdphm9zUVc8KwuIb3JbVAQG+iSkUHLaFszCAU9PMJkQlQftnGU541lVUUnCECiBl/I+W1dSuh2DFYJkjoe3+W534OF+4B/frDkKwiu35IH2JBI+e8ohcSgsX9RLtqXj41nBg16Y5gMT095xLcc+9IFHXLs/xLqXXBUL9nLGyQCPN8JxrLG0IxbKdgTpMbrF6fBN4XuXxyrfjPaNEcZe+t3PTEZ0TOKzwnlMTLqxiPUJnFFchGhf8unkLXyeEGQgsaGvX3IoVrzGE7E0wXPe/hnTOOHCfI8vqqek6RGdu+FfXn9Ia+4jFDgzY8uOM+2Z5jU+e4K5x++yuvTvE6HfQoQ//QHFzz/6zScVclqM35stg3WUqWZiMi/cQBJDlaYoSzCw8Zmb4oxn9ZT5ULAzJW1ZYwxcV8KyUnoTMdrxq6MP2VZX402cNzTyv3GQx5TJUiCQoDVHtH50RS9I/GwBP1o2lNJSEkiMVVAgUQIJgzjLTiYjsysrrQgbHZ2LxEHWhHOJvd1z0idMMRDqGw5q+bK64uHqTR4MU+TXqPkZZSUnDLZkbTzL+gxRJRSJoleivEXJEpt7DFBEhyBkW9xheHtsqJl6YSnQ+goxNS2OjW+YYUc/a9uDgWdVpE6BaVTQzMFuKTGc954XNUx2A2d9PZ6gO6ZdtBVGB1o8ZS44GgZQ4dlE2bie1r1FZCA5jzeW46y8Ewam+1NiOWPjtyxNZG0H0AHrB0zT0RUrbNhThxOyCIMbuG22rK0DORDtwPPjJa070BYFgyTK5Ag2MWtnmHBMCGf86MZQp0wgUMUphsjGttTJsLeOV5Xhxnn+tqm5tDX/aOO5rCwnvRDc6LfkZUmtyvkw6jgVWALQk9gTmVKgCEkGhA6Ta7w4yiz09kBG8Go5Hua8LG9xueF+6lnEgLEn3B9uWPRK5yONWh71hsEf+NXkGTv+GUHmfGlGXAxkylQxuCWD9AgdjQ5c6Hu8Odxw1t5y1FY0aQEEyBBlwGbPo5tHnLuet7oDH08PNG5H0kyWkvfWM+639dcbUpULBu8xJeTOMhg3gusFvPYEXdLZN/myFD48WtIkS7CHsSejDpUOYQ/0oKeITjnvLItQcNp7ohZYyQQszuzBDKzLCT3CbXlgVewYjHBVXnJbrBETyGRao9islHnK0wM8q57w+XRKNoajcMtZt+dBWOHoQBNCR50tb3SvmYctj8OUFZ69rekNfN6suXETOn2KSQaXDcn8FMRjSETglXsLz45MS2aNmj3kRKalM0KVQUVIjPcfmhiM45eNRfyfM3U/o/JXnIQB257zvTZjNbJ3V3wonxJFyO6K3p2y9y8w/lfs45KUvkWZ3ibICa3OKNTxdLfm/lBwb6iZD3ta2WJNZu5a0BIh8/56yvPJ91nNOjYqbGUYWYV3VjyCEpjyoLugiLApznl8WPK+BkwcmYKNKn0yvPYB7C1bmeHL1xzFKZti4O0BChIZiJQkE4keLvw7XFVHVHngwkVsOqbc77C5IMgjKr3AcEDEktVh0p2B268zY/7uwOyu0Sc6Esm+8lo0okyjfq3ipkkZCmFVXvDgMOfWXzFUBwabOevv8UnVg3qO83OOUa7LR2yLewTWRF4S4hnGZD6avMXDXpjHPTXKwRhuigJ1HVW3A56QRtvY38n4fSL024iTI4Yf/QHFX34wPr676I0ZSGlUeWl0y85brqvM5/MtVaoZmFFSk/QV8zDw88UJA0fsxXBTCkkyzyv4o71+PSpb+z1X1QucWERLgrtidK+6wUimTpGaLWtOiLLgxeSYb62Uja/YuCllsng2GBp6s6MtI/QWywKYcUDY2JqthzisuC4HdibgpRxBGfVLHsc1U4WtdNhkmGSLyTWHBmI6kMwOVDDxhFYalsWoa/K8ytw0HjNMWMSCqXr2BfQ6cIIy5JrBFNzZpgOW8k5Q6EhLsJ4bbbiuDLdNx+eVwTrPWTcOkPYaedlYqtRTpg2CpRogkrj1e97fLYCaW6tUpqPKNdYGprKhMImcKnqpOeotL+tMkRyOGZ0s6cwT+hw4aM/GWH7YBo4OJ2wx7IsZJ3LFbYIbe4/CglYth/CSU+m5LV/TY7iuMlsDkSnWBzjaIEaxJIKM8vp9MZCx7O2O+zvBxpqPJye8ddhw5Q8s4hQ0EKWjtJk/Pxt4WQRu3RlfVELgQJCS97aWW2u4qTKDSXx7E6i6OTb2DNpTKODAYjiipKCgAEQM8AXB3SeROQrKt9YVk6HggyPHlyWcdVMkVzwOUDE6Z9exYB5qsmkJd904lYAzSz4thEHWOFo6O3ASK/aSeFFfgFEsPVu74Nqe8M+XntPUYHPDV5YFRhWnhml3hpiOnsg8CiedxQe4dR2DTdy/TcwCBCq2dsZrN+G6mOIHQ+mgzi1OFZF817Wsye4VHx4ltl5ZJGXHQMQhWVATxmRIApIPVEE5D4kfLAPnYSB5g4ujgW2WAxs/Z2MNhks+WDim0dNLz+fVK4JbjsmHngAFkg1FWvOq/i6rerR/sGqwboJzJWfDaP+QTcDpFkNA1DBLPVW3ZO4rhlzgV0dItvx3j5XO9CA1vb5DqUsKXoNkrnkTlfFYHsUVmSXZ9Hc7cuBgGiIzcrqHlxmoEMyewQx0xRd8Wl9wP3fcyxueHCrmHZBrTodMkxLvuyUf1iccjKXMW7xJYHpWxQ0p95h0hdUJQRLkmix2LLzSHps8NZ5aV7gQ8EnZ5Qnvdh2PBuGyS6AFL6oFf7t4xaNhoMjCx7NAyCVZHbVEEhmVhE+Cz54sJS6PJtRGM5ZMFkcwhs4aorH0ADjy3bYYTYHkxN5NaZLFqKVIhtYKvSlo8qjvdscsABnVuzLxN5or3+BFvxlz6ld2OL9OLQNEFFUZvRjvXm1RDtZwNdlz8InOJGZf2W18PTDPJNkTRUAbxjtxhzDFMhrtioyK0xuf0SCICBtrmPmIMUq3WlPnCWZS/z/a9v7/HL9PhH5LEf7pDyj+8oPfAM+J3GDsZ+R8nyYf86jfcjUR3tgXHAXPi6rgV/OOdf2a5AqeVbfcuorejJoYX9R7BhN5Mb3mSTsnY/hssuTAhJoeJy1IS1CP0565XlGaFYVJTPWSG3vEq/ohp/sjnvQVUQbUFYzohMhGBnKe0Ll7LM0b1JI5mMRlmQnpBaa6IbolgcilmWH0mMfFLUXegAvcSx1r19Nby1CvKOIVs3AyGpr6gKRbPjHvclNYgtRcFZ5p33DazikZtU2eHFqybYgoiZLWe1xK9K4mS6KMnuAcPmVmIljtuXKGtZ3QlZkieW79jlY8vXNsbWLrKgwFyJ6TuKUJhohjU/QELbnXbUlmTzKGMncMZsqntcOQyBqpUsV7W8Ngev7qeE+vIHlOkWoWw4bToWfWBp4Me2YKJ1pw0z0gxDOeTYTkhAMbgq3p6lcgBy6McBaEJ71hyAV91XPpLUUqOImB7Edqv6CjA7W3rOYt7STySjz3O8O76zk1V6P4WyjY+cBls+PaZwJCnWo8wmXd0VphyoHkem7snlXlYVmi+55TDsRcjpDQXFIKOBkhE5CwpsPyOVXyFHZClU4puhNe9HOuCsvxtmJz8iXOXuITHCXBygGVgkUsODjly/qA2kyUOSJgiGQKboodt75H2BPsDRDxqeWNQ8db+ylnfcUkl8zDVypTBkMPFER/g+RIFS3B71l0U3w8YtEJ0WzJbo2GMy78hE6O2BfKpnQ8zDUx7IjZYtWSdJSvWHrH385KlvUKr8qNkZEzoAeyPYAkMhMcW7xeUInh/PAWT/eXmMFTiEdUUJa8mLb8+T3H2gU2xTUvyyNCLUTZgO0x9CRzA9kjlBjJqBH+6jgwS4YyCSqe0+GE74UDS4ncT4EsCTEFxnSQM1nHo1KFjpKOdznQ7h7xbL3glzPLVR2JTFnnP8CZUxKOQeB0eME/6n+JI/FlWRH1QC8VWzPit6wumGhDqxOsTqi1YONekRJkrXjuHtDnjrfThM/LB0guuHaZN9uKp+2OOl3woe65nHoCliVHBEpM3pNlilIgWBJbElMOouMm7Eq8Js7iR0zDFhHPSef5hAe8rS33M/iknATL93aek+5dWuv58VXPf/Pm52ydsGhL3txvqNSM+lRYkoCIQ9WBbNnZmqURKlsREJxaetxdzxqEkpgNvT9Bk7ItYZ4cW4RQ1Hwwd0xD4rvbPVkCwVlKwKCMOaYBHUfIqr+ZGCl6Bw36t4yiBNSM3co6CaqOVbGh0BnJGPZkdtUrnAYiJWtmHEmLl08I4sn6LQYe4qhYOuEHYYnPBVkKbmxJnZfc62+waoiy4KCvcP/1J/RnZ7gffgv/7pvgfnfSg9+dT/r/djQV/R9/j/Kv/gbgawVpZy+w5pKBKcf6Bn96NeG6XHDdlFzUK5ysaUwgM+Dcz/lg3qD6DkoxVgCSGKzjZ8WWUQF6gub3ObhnWN3g9SWBgoWsGMxAzg112nOqB2z2vLvb8B9flTzshYpMz4YIDHaP5hJkRltWXDdr9jqhkZ7Wf4SRVxRp4F4LxmTWZsvzck+fM1sfMTZTh0CtkYuqY6FCpYbbwrAsA1GPcbnnYw9NcExTyTs7x2zoOWnXbL1yXXqiQhHPuDJHGHcYESkG6pzx2rPxJZ6IF9gaT6ChTDusYXSBznsGN7AsKlY2IM6zLww2t3xrWzFNBUY3iGTWxmHdDRezV0z0wM3kmvc2Ez6dlOxcyYNWuSwS553jdDAY3fJoX/M4HfN6GlANPOgMR61hWe34jECRLVUoaExmNhzzhA3WnDM10NoF0WSuSrnDhWQ2sqM3DZ0dsVCt8XxZNXjOeenu8YhPKXVFJwVr8y5r85i9lhwmJ7S6pbT9aL3Se26blpelxWWoQwEYfBKivSFMrlm5F9i8wGVHqBK/PD7hYAvud/Dm0FNky5SxcLXcQQaUr2nB2Q40OVD2ez5qepKtWQRPV6yZxAGrC7K0lHlDcgOb8pbger6sPQcPrSzoxY/AY/VE6js7j0gya9QMwIFF2rAYRu0plZYmnIy4JJTxndkRdIqlDg+JdkswO4q8GEeRCcp4yuBWBAKOGccIEmFiHBv7ACuBM4HBXFAQ6MSRZcXOje7liwAv62tgtJTgDugv2ZHylKOh4t3NjNmwwLk9U7lB0zG9WD6cNXw5L/mbmcMhXNQbOn+L4keePpYiK54lvRmHEdlW9O4eN5MPWGlBdBmfzum3J7y/qln6kkWqkTwhmZcj2dvwNWFb7kYrXhNvty0/XI0K2lvnCFaIZkLkBJXAcbjkDw+vOKHH6MgTXflILR2V9vR6hMuJqIHBrglAExqMF1QCWQ44VQaZ8KJ8wHzwXLsazYa/WBRclAODiWyb1yxNRRCHI0N2BB8gbxF1nPZznvb3aIzjUcw0WXiQfk7FBd50uDwgDJxGaNqB1jrOgsOReLODj4p3eVWPXbJJ8LyzO2Npe6Y6dvg0O7JNDNLTJIvD0xA5ORiu7YG5G4kFl4VwerBcOyFYQ5kzLjVsTE0XSqKDW3vggGMoFhxEmQdHtAVL3/MgVFSinPaZJu/GAi3XCAayRxnI9Ij9ynfgzozV2N9kFI9n8i5pUrJARvjQFxTZ8mRvWblITJHLZk1nEpIiyQwkPeWZHvOYF3h5xkHHLtGjvbIIiVZ72tyz1wka1rTFmk+94qJjieE/WV9T50zY7Qhdh59P4cHZ7wxu6PeJ0G8x4n/4I/zffoLp+q9Bc9wlRAU7jtJLQnyM00RvhJPyFfP5C6K0LGWK4JnzJUudYJggTO7um692qPH0Gc7QUJEYSGaBsb8gSE/M94lyRMVzFmHLP90oP7pWnvY1Rh2aPcZuyIDTjBB4VXbErJzkFuyWE90w008ZcHx7K6NafC55XhuC7EgGvixm7NOWRTa4nGmSBTwfVE/IVcXeeoKZMI3QYTnt9zRD4KQ7RnW0t1AxnA8Wb3p2tiAZ4SxUoDuksPgQyArBgkkeNRmrMwTDe7uI05fcmoKrxrKzFbFccigGdtZhONBEYVl4On/Oe6sJULCcvqCTjkEPXNqOKANVHtjbCZNUoTrFx4JlETgZHB2Jf3E5ZRYsH04SKzdil5K74bNpxJgWqyUuRkqJGAwhVyALXkhBrdfcax8wTUqpLdOwp+cp3q5YEkleSGpZuSmzcMStvMFS7vMwf4rTTK9v0Ykhm34EvdZvcYSnTJGXzlJUn3EQwyI59sWOQUcfsiZ17F1D8IFJWtLmxSi32FcM9oR1NdbB3x0Uo0K609URc7cOjlIt4xRAxtFidhUP+jWtzbyu9sypcNmRpWZd7Ol3NXtj+aKBV0XFIrds5YgDMypeczAzsraggkqD0TNyHFC/YZoMB2f5482eIo4YokBHcv0oyZBH8L1JjmT3qAhKeac7NSoQkwyJmgqDJxO1oAqZJzly6daYes1qmOGTZR4T66Ji5TtOe6VOgataGUyg0j0HKVCpkZw4a+FbW+G765r7neN1oRyyx8p+xL25ko9n93g5uSGbNde24VU5QeUA9OP7zj0GYTa8QXIZQwvZsy2uydFRcoHgaWXNI+P5ePGUd1ZPOB4SxmQqYym/QuQKX4NtUTAiTAn8we2BeVzw8DBHUodXz8VE+PB4SyOfc7CekwizvKWJwi47+miotORlMbCzO1qzYKceZHeXpCZ6k9lyylRvsFn4xaThqXqa1PBxM+FFdUAlsvEJYzzn+2OOu8W48U6Ug2nAJOzgeBCOSVm49D0PXU2hl9TcMHJh850P3Hj9TfKBCYxrnnpmOC7FcVscyKr4XNKZEz6fd3w2ecxfnwW+s3rB27u/4Q+2ewqEgsAUB9FR3hpuUVZV5plXbNny2cTxYt6iWsFgIb8kFR+y6BrupUDJip/Mfsigns9cg80Vn00sU/MFG5fRXNHZh/wXHxX8sO2ppMWmRJKallsmjPpyX00JrCQ6CSiKx+JzMY4hgWBgkMQL53hRTSBNuK0NNlsqgX9y4VhkS6h+yqo2TEKkstesytHr0LKlSL/ivqlY1Q/4qX3Iu5spb2x2fO+m5eVkQTDCcdzz4/YLjlBEwAPm4gJ+8jP4538KVfnb3CL/PxO/T4R+m1FXdP/qX1L8t/8T7uX1N3fAnYCX0YDPe6bxwINBuBwSn5kLeoQoBQUtyg5vvsRKQqlJekSWh2O1gWGskBMwRQigj8m5Zp5/ypneIPlznnRbTgfHG13FRA5ke0uVjsm2BTqUAs2wN5EgB87iDaqGwg2of0HBmsl+xiw2d23dkjeHhmSv+eAkswiwsZ6XKMfJksTyk8m3eGkf8m63ofWJ6RDppGHIC9xwjwdbqLMjOsPOKpNkcKmnNxmRniYfKDUw0S1rjuiNo8wDVjOJiqSeOmeKvGbwimHCO71izMDNcYczF4jx9F5Gzyoqjk1gpxdYKlZVx1V1oKSlKw443VFm+NvpgWfVE0x2nHcN0yy8vYWDE86D8LgbICXezyPg+nkV+MVxwMlA6zNd7rkPaBJas+HgC57uasrSMI0ZIz1I4qif8CBUXFY9PlVchfvk6NiXykZnEJ+wLY/JWrCSpzgcC3MLDCgFVnoGq1zYcypuMBkaU9C7PSadIng66fD5iL2fsfEdjdTs3IpiiJS55FAmVn6HGAhEXg+OhcLDr6pS880li7mDOBglSyKI0pmM15YqNbSFZ68eazb4aNjkIy6Llq1UmOzYm4JPqjNu3Tmb9B2SGZPR0WI3gwiW+8S0ZB4v+fHmJYs4wUlFsAPRdmMRYDr2Zse0P8fGBSpblBYTlcFAYk6RPUk8PloaCk5Dx8Z7OlPzOO1o8gXP5kdkK8TUcpkbBqNk49l7YTZM+bLomHU1+7JFrUNSz9O15z//ouBxgNNO8GTe8sqDAELA09PJjM+m8NG8YV3BzinZbLlT9EIBZ55T5BW1XXPgPvPo8NqSZE+dO6yJI73ARGLluVCh6N/hpJtR8pJSlXg3EhP5pnM3hmDpmGvP033He6sSSVOuyorng3IcDM9OjqhZcpR6Fjngg9IjzHrl2ioPuyWfVx0fN1NOU8FSztjZA7NuTrAdgyu5FMONLyhyxeXREYmKQWoSk5F1pQ1vbgZ+eHmf3q5wMqPoK/7N2ciY8lKDBHoHyVQ8b+CtrufhVinVYO9kNrj7jN/gCyJgkOwQDjTxjN4mnteeX0wLbKx5p1swUcOXszmvpo7B/6/84ObAJE8Z8BhgKh7LgNOMMz23swMvZyu8OHYOtPwlRd5Tmg2vZ5EUd3y36/lOekZnCn5ufsRF+YjO3dL5jp5jxrHtlv/y+wX/6Ysn/MntngftLT4anGvoZI81kQTUwI1dk2xGskE0M2MCd13SwSR+Wde8Ls6xWvGgbahTS+8ji73lvXWkaf6C2O8w6ZahaNkTeDPAOsF1qaxdxXJRIEPPvC9Y+2PeMC0l8Pb+mgVjcnkAbu8S6iNGazT92cekpkH/gx+D/XfimZTRAAAgAElEQVQfQv37ROi3HHpyRP+v/jPyf/U/Unz6OdwpkJIFQ0b+D/be5NeybCv3+4055yp3cc4+dURmREZWty6ABzwsF0iWjG0huYHcQO5Y0ERu8JcgenRxg4YbIFumh2RbgmvQA1O8C/eS92ZGZmRGcSLiVLta1SyGG2ufiLxweTKPZ/ze9R2hkOKcHYpYZ++51hjjG9/4vuwFJtWYVHC+9zHT6Jmq0KUtYgeSvKRInkwGBt5GZI3XmsQ+o+FEYARQR8VTjHKUVhzrGp8qvthe86Wu4Wh1zMEwo4wQ8gFtI0IkY0ZgwJmMo64iizmiL3DaskePDUs2/cB+7yjChGQH+jhCu70p8a7l4zqxF3ueTyzX9hATjhnsKaLKB+VdKno2DtAJ7158g3dXjje6AUtPCh3XVkAHgunY2sjM31AwUKmQZGBvuCbYKWhkHluiRnyqMWLojON5PuMiV8rUI6alyVsmqcDSUMecasixyZHshjoOXM0M5/aY1g2E6OgLD+YFSiCxT8P3aeQ+q6ymDgOEgdP+hPdXJRMivSbmQyK4nknsOe0D13nDJ6WnzZRPg0EzZWUj8z6wCHtkCoU67raG1VGHaEk5THl/07HMjzhWx3cOnmCSY97cZ2PPOG0NyywwGPDkRO1JcggEPM+Itiexz0oO0SzQUGOo2ZZzjnxP5Q2dTLjMA2qmYO5xHG5YxCVFPKVXh5iGpUk0FDyu50ibKPCcGv96g+Q2CekofZJZWHTXPN2vUIQ85lyH+/xtZqg5YpY23NQ1zvZsXM7aRl4Wb3Cdz0nMIFWIuN1GEKPxLwFUOEieUC5ZTS/BXVMax8TD3NcIlmA3JNtRxJos1kgKIFvEOox6TCrQlEC2FHGGUDHHMPUNkYaenm0RyOMCtRuWlBxqYu57HtaRC7fP0jjmfUV0kYyOrm6Z9cJP3iS+0MJBEBwOS6DqWyZREJ0hQE3iwK85HGa0mUXsBqQbdYEoSHJJoGeuW94fHvHU9bh0wGAMX2gvOOA5W0mj91XytG7OphSW+b/k4WTCe1uokh9JuZpwjErgt4tJ41ZYNm6CBpj6CzpZMkl7nLUTlsWKLMz46fYT3kxX9Aa8g9M+J9JR6ZaVM3y9abmsbjh377M1OYPJGcxYzIm07PFslF2QgaU5RZOSRFBRklbUPufe+pTOBaKpeOkMJ9tDzMETklgGCbRGmcScubdMouHaZrTiyJNg1TBqqcfxbFhG3k28tanwXBcbvr13htMpH02gSB1HseKN3pEksef3uXCHbLM7PKs/4GhbgwYcgUoLXmQHhKylwvPUFRiX49I5VTLksqGxnqVrmQXPSRx4XgyszZYsCqfytzzMKgb3hEAxjip3K2CN6/mrg4+Zha9ShBln8SGZDkAxKjsLKB4VcCHDYhgkEEbXNZQpS7GklLHfR4SBF3nNyeaQB37LxgjOfo+pJsp2gq82DCnQzgYasWSSkASFjTT+iLNuRpEOwWzY5Ia6H1hRUdCM22kG8jQWQLc+jwLIB5+gX38fjo/+X86S/9/Hjwuhf47wASMTktRIalEiYhLQjcnFNDzaXxKKJ8yDYxJbVJQ+NqNCrDlnxnMaPuBS/yMyuWHLGapvwCv14d38AqFOG3om7MWWgz4n14wyZmTaIyYnG2pGr/dR9dmQkaVxk2vhO7wJDDIwYYMJLTM9gyhUGpDg6AkM4nlZG65sTZetEBfZUFFpxpozLrJjRJU2mxGYsO+Fn3pxyGlbc3crZKEAMyFkiYkmllmDTT2nbWAiWzJJDKajkIgLA0HHpdbeVAxpH0OFAZ6Xowz+OoNoA8/LGSYGAlfMQuRkq5Qh0WbPqFlz4yqelI5FuGDqK3q75SIfsOLJUewA3uZk5oZoDtBszqYsCDwjiRIZPd+MyVmZnr7I6M2Ui+qCTyvDTZ4gX1KlAaRh7aeYrOFoO2HWTtkbLF+5jrzZTHmzV9Bjvj85ZDA5ytf5YLZiliZMUoVPGyYekhhunGXr5iS5BEYkr5MJRguiTFFNJBI5SyzCY1eS8oyUBEyOTYaGB1xrZM/8NV4Ne2GNkRmSpsw1sM+aiVi8nbCOwiINf/8sy3jK3mmuCaI8rGsubE9uBnK7j4kbNnpEdG9Sc0MjcGktV1mGSg7cCtZ1iDp0p9E7IkKBqTZ0WF46wZQbXhiYBsOaZxQJSl+hJnE5/TbT9pSYNXh3iU1TBteTaUDTMa0TBmMou0ipHk9kY4TGdGBbgtsjEdjYyKfFXbJkWTnLpZsgqeGN4KEf0Nbx4GafRRLutR1bN/BWsGQpjPl4CIjkqBnQtAHjeLAZ/fSWWc113oC4sVDRBJKIkqh4RsGW+/4RX2g+wQCHQ4/4gs4aohsQCawMPLYeMQMqe0hWM4RjJnqBHYpRmM/0o5CfHRc5M+lQXTKPiugemTHUyVENhlWXs+1f8iSruZa73AsvgQgmMRuUdWawcUqQhKMgmR5vABJqIplumaVzkow8p5oLVu4OSUpgApohmih01As7aO4QjWLyG7ZZR5IR6UkiPCpajrwCE7wNNLLPd/be4v31J7zXwTtNR5kMJDsWRDI+A1QKVAtu3CHvr3M+nI3mPF9YZ2yKxIu8G61Y1HLS77Ox0NpR13ksrwxKoMuEwXREgSr0I5ZmZPxZJYFpyGRU6y9SorNCqRuEFTMekxuDlzlGocQjGvGUKFM6u2WdJRoXwQbEBEQzjChj8wpJRnK16vjeQsbSfJkoFaW2vN3DpWm4yiJV9AzG0IjFaMs0BHKnBBNRVYwIeTIESTTs0oEkpuEuY2ljCDJ5tU2HjPqJt3QNy25c97lbPV6v2P7rz5j+/P6PPHH6R/un+/clnCXt1xgZbRJgNx3bbV52Ajd1T5CEuIFcBiyGKI5CB2S3FrniDklGLxyrHi8bjB7DDhkSSagKWznkQK+xqURkQ9HN2I+CMQPFMKf2i3GLaoc9GwwJi+ApGHAJCi3w0owO8wpOEpEtyh4Do8CcU0+XGzJaBik46CfMwj4nfk4qznic1yTjqfqMB8uCn3tZ8VPXozaPKBADzl4SssgsDRQpYtIWJxHRlsIqqoZEgTNKawo+c4d8Oo84HZj3NUaUZdFipOFROeGjOiBuS6bXHHczpsPYeU7DgmASE3ou7IaNwDYzIAO5eYmVazTltGVJmxJ1GpWc12bDOst4UQeui8SdvkOZ0JpEX3zKZdlRWM+bfMJkgKYvOJ/1TEyLoyXGgTru0xRL6pu9kdO0rrijA1kaO8N322tgxmDOKGLONq9QU1L7hoDnZVlg8sCA0GQGi2Mwd4myBRWs2tGbTd5l4BLIUDwkC5KDOqKMc65G3mPozpj5Ccf+KSovcWIodR9JGwYR5mlUTv6HwiaYmsRXtyumrXJ3VaKSc13Byk45zx/wpD5hKQWNbPC2xoySduM/ILq7to5RC9sBPZYbav0MkUv2YoNLBUENL11HhXK3h9Y2lEPBUGy5dt8nS4y+SSIEGXkp2JwuUzw9zaTFxS1Ls8fSVvQ24ybfYuOnNPZNVrJgbe+gKbHKLMHAcRN40weu8ppJDNxrO0KWWHSRvZCTpQhhVHV4PbIxYKFOa+5FR+hrrM1G207NGRN4QnSKiNJaz7Pc8qXtwJ3gcYNw1tVkMZCMp7VCKwXzLBGyho/y52z2StLmgF49yy5wmCtTD6uiIlih0oE6NbigGNMDDX3u2KYjznPD00nDXx3ecDltSPIOe2lNMxS8OzznZRbJpKLXkt7k/MXCc+4qXsqbO0J2QNlQcklFw9qUBIEVkVo/wssRvUYiJyhKwrIsHGWsef+m5rya8j++/wEwAelRc0OUmo1aKu25zAY+rTwHvuJw2Of7IpQx8lbbY+wPgJKAB13wzjbx17OW69xi6LnXRnxUlhZmaYakiswPfFy/5G3j8QQyaoZxPYQs3XAtcwbbINTsdY/YlMp1FjhpN1gd2IhhawxXLnHqFafnPM8OeVicMpdrXAwYM2DTlKQVgYFOIlN/j0MPx/0zVAeUDEN4tXigKFmwdHlPFi3JJIzs4c0Ck1bjcgzCLLVc6YS93nHaLFHb0FtPGfeZpYztZEmKBS46pq5Fy0QjY0Es0WCNsibHGs9hn5GZxEoy9tI1BSOCddvu3I7sbqlZDmi+95LpFy/hzdN/2+z3H0T8uBD65whj8P/xFzF/8xGmHW9lRQixImJobD6OqvY+5kUuRBFKvSSIZ5AKxaJphmFBBVi2DNKCeFQjQg8kJDpgxg1foNCBt/iUT7K7/KfLFUddjWo+bta8+tjHZCfozr/KoCiBQBRPEEhaozGnF486Q6KntS2XmSdoznSImFzZ6iGf2q8jNjLkNU4vyOzoddPnezRl5HmdMVwfUmoz/vcScNoziWuisRjtUNPhrZCFcXVcd7CzJbGxyotcWBUdRMvTInCZl1xUE14WDTfumqL4G+q04rg3nPbCfuMojOcy36MzazA9J9ZwaTesrKPEkyjwcsrcbqnjOa05ptMZIWuZDjMmATa2YhEjq9xzYzpe7j2k1gs2xQ2VrLDBsq/Kg2HNVy8CmwwaB1f1BZVpKFLFgdS8387Jsa+5HfRMY+Dt7RTVnL0ssiw75rHnsF/ySa0s+pY7puPj2vJ00rHJR52ZIh3g4gnRKNEoXpRohDxGct0nEWlcj0h69XnncUIuJ2AyZv6QxfAE4gWHraBySE2LFcjiazToVRIa8yGO0TRYjXDPt5xETyQgbc6VCJ+WgfkwsLQ5fX3AVRgtQTZZRjCJ8ZEbUQGhJanFcEXkBU4uOdInXFWeiygMZU2piZ9Zgo2GaT/BpYp6PUM1cV0NbI2nEEsEjKux0pI00pUNLhnW2ZoPc0tMW66dkMi51xxyt5kT3YTkJjSu46DP8FniIBjurQveThlaLFETyH2iAO4MGSbFXcd9S1IexjeGgj0yqm2kSlP+vLuPlZIn1Sds3A0wgBlI3OWaNXfSXzIVTyPCg26B8ztRT3qqKIiM5slnfcez+m+4rAIf6j2C1kwLWPgCp4mbsuC0vWLGlj3rOGDJjZ2R4oSUKf/zacOfHzTkSXlaDRzFgv0wkKnnk/yEjd2Q7H0+cwUdC87iOQ3XtBIw5jOszkA9SW6IuyKnSD25epLpqMgQXeLo2JJIckA9OH7i+oxCcj7eT2zynDpmmDhuciGgsiEYEK0wqngLrbVcFcrdPvK96QSjjnv9BnNrUmqBmMCcc3/oYPMOT6tD5iGQpYGbFDhIlvlgqMIlZb+k83N8WvGd6UumusYOOddVS907SMq1Mazcc+bpioGG/RDYlwtmER7bnFUGV044bJUPs8TzMvAki3gbOPaf8OXmBcFUJHXkOnDd/zTffPFz/MzlZ9SxHyUj0haxW0Qit2bWMy0pekcwif1QEKXGEkZcf+fXUSnc6a/Z6EBwOzqBDdxpL5mFM46GfSyWlCLbyzO+P28ZpgOX+YKCOfP+FJdOOGwMWUpIGFikG46JFDoObLPdHe50Z1WzKzwFOLz+FHl5F/1xIfTj+HcSezX+v/wmxe//b6iHlGrAgWT0aRTsypoHlMVfcyOGpZ2SxODV4MSzYsZCL4ni6amY6Gbc3pGAak4RMw78gjJZOp4z4QDblzQSWfKSN2JAuBXKuvUw+sHVyHEibxicx8hAY0eDzz50XOWRtgAvDdduy4fTioeTOUUU+lRjtOZYPmQwGUsmZNpypltemBmaZVxP5vz10bu8tZnz1dWGSrdjhywvR6RALUiPmGFHBE87qyUliR/h3yQ0NnHQHbDMJmwzx79erBnckkEiM/0eLrRMI1TBE23kuDPktqA1nm3umEbHy3TKZT6g1pOnDU4NhglJO3qt6MkpmJPFjElIHHUz5nFDHi2SFJ1/TMVThkxY5j0hNby7LVmagvtDT0qWp9Jxrx/4rhvY5I4hCNEqN9Uelc+pdT2OR4NBtKDWgZP+EtGchXdkXDMLA0fdQGcacjzfa0r+VIS+3fDR9IRo5th0wKDCoEuwkSpWvNkdMYihTMpn+Q2bbIvFIFgKzWgszMKWi3JOEb/BG+23OYtrbOowFqowUKfIDkR6dWJIt/JuikGoUsCIp9hhiiZ1LATudz13hw3n9R4f2oJBhCKA0cB1EVECSLlDghJWPAs+ZmH+lFIfs9YAUlBYZdEJd7uSqIIL+7Q2MVUlG44p0pygkY/nS7b5Gl9dMGQv+cJqD5MSURQ1ynm+4dGkZmsgJUseppR+hvUFIiWzZOg0o0g9R51nv9tykK65N2yZdiOSFaylTA6bmr8PlglgElZbknRYHIs4cKe7YJVNmPsC1NC6iAcEx9q8yf9Vwt7wXe7pgIk1WVSyWJDsDclEDDn5kDGw4CfiDef5d/HpmiGfc6VHWAn85aJgWQByyNdXC47agWm8wmdHSDrmTvucj2YD+x5am9HYyKfZEdI12FDSZlsueJtaD+ntkp4N38ne5ST+DW/0kWA+ozOJyXCXItS0WSRLytvDSz4rA9H40ZRFOowKNdc0esgmr/jOfsemzyhiRhWVn7x5j2Ae8bRsiUYR8XgZWGZLDvp9RCpu8hdcZBajShUjT6qcsx6y263bXYYWoJYld8Iz/qvnOR9NOx5NNuyHwE8st+RDwkQQOqbbgooZ21J5VCWezxIXZclRDKA3vCwcxpdcZG9gZcNCPqWx4+P5jvbc8WNLtirhTycZwQ64dEHPIY3ZsMo60Jw72zn3t8e8dXUHu54x7d7F0CPuHHHnJIm7+nnEhARDxYTdkACrG6JaMlFUB6xEbOq4ozfM+4EOT6InDonObUmuoEie/ZCwZFTpLY5vHP4msCZyw5xKIdmewVrKuOEgdpSadlpe451d78Qb0+jt/AMb/RMi/tEz4le+AEX+b5///j2PHxdC/4yR3n1znFJrRZQJgYhoyeB6UoKyP8E273BTXSHRsj8Y1CiRkmQP6GVLzx4tR5RpdHIeVHFJmMWaVlr2B8fCjN3zJFhmKbLODbItkVfFz9/Vhni9duKd52aypvTQZhYvgWmq+F/PPMEEFmlgWwQaa5jENZV4rtUyuIITv8THjPvpnNZk3Bi4tDmSEtgNn+59xPf393Ai3B0S+74hd1e7lewJbkynoP7VxlLSjqQGg5AnS8wsF6J449lmQpkM6+wpez6Q2xusNsy84U7rOfU9X9vkLJ1hU5wjbLkO97hRRxSHi4EOmPGCDKHEsJE3OejmeHqCFExjjiQlakCM48ZZntZLcBf0+ZLMrsljZD/u4d0aqxZDxsmwJUrDIkBIhjuru7T5CX1Tk0vBjcyY62ckFzEh4bRhEZ8xa6a0tqSTFQuuELUcxoEsQq8d9mWBypzjds40FTycZLysMqpgeVFcI1IhZBwPjlmc0BiPt358wOnIN8rSIR0DVV+wMYmNO6Xsr5nFFuvHpGMcrzrX2xOyg3B2ys4ySjDgqTS9OlZGIE+Bt7jgzrqll2MGmTCYQ56XWzIXRkVhY0BaAHJd0VPhtSAJdDbDx4qTaPCakfAc9iUu5gQ8pXfkaYoh59KteDhV1mXPupxQ+poz40j5is4Fap/zIs8I0nNjDijxzBgY3BXPymNON4HWeHA5mGtOtktKaamDZyoeo2C0J1eHmB7cMN5F6XNsilt0SEfOh5XAIG4krC9LLppD/uzghkInNLGjzUctIdWKK3fE0j3ljVThWZOlRO33iaal1gWNzllkGVkcmPsBk67A3PCHU/iDozXbrKRMD0iaeFhVLB0cDQUVJWtnWLk7PK6e0Rmlcy3BOBDL9+sKw5Q78QOOQ85ml5i9VTwJlyJ3wyWX0ZHsBxTuA/ZMZCMVvR1wMaPyC0JWkcuGgWL0uksT6uFNynjEvWafw1SQJ6UKMDMZ37g+4U3XscmVy/KcF8WGq+yGtftLsvB1qiS8KDIuM8e7zYDbIYeve7eRT4aCVeWAxxykx7y/gm4V2SAsbYbGccxTMuoptRxy1eU0RNZuTV4nzgtHVGHLBLGnGHE4+5wrJ1zjqcyauSYmKC7CTQYLBp7bkt5Cp6MS+rfdKZPk6f0ppzdnHGy/wMR3bEsh14Hcl9hkUBHEvi4z5HZU/CqUk/jHrHhAwlBwSckSEU/O2EgENVzYgVZyau9JTllaw1E0jKhkRk7GQh0VOro8xg0SBPsKGb4VS709vK/TgHzuS3ObLV5cI6sNenzwb05w/wHHP7oQ+p3f+R3+4A/+gN/+7d/+oa//6q/+Kr/wC7/AL//yL/9Tr+1HL+qSePdN+OSKqFOiJFQdgQ7NHvKOf8z99TXH0XCeTVnVHU3KaMwBR2nNJku0jBo9QiDpSJIeTTtGwiNWmfc9i9BzNGy4N2zJU/zcuv0YfxcLui2EOttTe6hCwmrkSRX53ly4rhZcZ8pDs+UsNDuxMmhdR3IWxKFmyUkY2IoBtZwlz5UKWw5QLdhmA391+IhH9R4Ln7g3tPyLG8dJ8KjZ4smwacDtHnrJjDdmlNGYcBIavr7q+M6s5zormfsZ95pEX75gngYcG7BXTFLFXT/lvWXiKF1TxQbdwBPN6crHDHZBlWp6MnqxIDMmumQTz5h2hxwOiaU1LLOWjc1GVVoWmGDJso691PLCVgzmAiuJY7+hMDmZJubeUfqMm8KiUtJvHMtsTpYmZLGgiBVp3Dei4YQNgW1Zcb/1KFNgyjxes6cbjHgMHRARHCfJcu9qQpCcld1nEh37Q88HacH91vJmc8Qns0SXj/5SIDg9JUsVwQbWpqOMNXtxxnHTse/BpTV7cU6n9zn0n4xkUjPsTsXfPSU79oAIJgkiO3vKXRGkZoTaVZR5MnzPGU6AYUiISTwrjyjDGi3WBAKKRWQADVjzmCAvMEko1HKUOozJaYqAaSYcbQscgTJNKbpTMmYokSQVR53jaWn51K1J2YwrmbKflqQk3JUtL8trOhpOBodGhyeQzBZhyUU1I+s9h03BO/6KM7+kjsoefhxf7likIqMBw625DSa+fl/kNmW8LoYyUfYGw2moyCvLve0erW2JpuS7bg06I09zXlrlPH/MyWTJ2XpvHLH4EiOKDSfkdFSmI/eOaTT0NKxt4hv2+zxbNFzZN4hcU5LxuCx4kStfpuDe0LI1OR8fnGDjNX22Jpidma48AuOpojLTHmeu6TnD6YxZyDnQl9xLj/DWUarSMmAQLmyFNQ1OE4/rLVO/5lr3mJCo5WMafYNB38fKwH7IGJxhrUoREwNwUXR8XK5YFwOtPEPLj7jDMzoz4RvXK54UDznw+7TmPT6eKdEUfG25xjMOU804M/rBXi6Nf8iAzDgmKPtxFIlURomDSKAkjjzILuO87iAF8qEYi/KiwMYKo1sG02GjI7oFNq1YG8M8jsVYa6BWUDIiEZEBzxlGBQ0VIezx1/N9vnless/16NooAZ/bUWBRe0xyI1H5h+kU6mg0veATVP2IkuNQsp0NzPjbKLgEURSXMoIBjSOKHoljAykJ0R7L7eSBEcdVBdUfnAfc/sHcrtu8/nYC5OIatlv4cSH0On7v936Pr33ta//g6w8ePOB3f/d3f1wI/bAQwf/8T5At/wyzbCEVbE1NtIE6+4D9tGRrtnxzPeNtyfgLET6pCpJYEpbn8gZiIbDhSqcM2iBq8VLS2yuy1HJVRBwZX9xeMosDSuS9rd119+Px/1yPz6htogR7STQNSI9JQmuFKIbeWP6Pg8hnlRmhWwuPXEWn0Nk578RRi+OATyiAQj2leKo4difSb3hit1zgWPTwyazCTyx3+hxznXFQ7VFvlkx2LusiYYQjdpcXIzv9moRDOAlLytUBK5fRmMQfHpyzn56TpxKTlHlneWtjeLAqeKurSQSM85z2A4Pt+KzMOAx7RIqR5BgC6qZ0xnF/M+Erq8BZA9+dbzgvD5m3U6xGQqpxRBZtTTFRnG3wKaNEuTEH+Kpi4pUPZ8JZu0WlJ6ZjNO3TasXSlbyzuUOvGa0zdHpMijlkkedF4qFTvrxdchK3WO0RApo8SRzGeBChCuOAC4WvrLd8Vk/J1fHONnAUMqy13Gvh8U7rB4Esltxrc4yFl2ZLFOXGDEyN8qwy3Okcky6RZEqgIE8dMKJHRne8oF2oKKJu/ECs2ZE/X70KoqgymnUKTEzkQ5dzledUqpx55VE2nkCVNeOWkQFzzZzvYOnZmkTuM9yOWNpjsclwuP3iWCBjGQ06AonId/d6WmO420z43lzwRgluYOMXRFPxx+UNbRb45qbhpEt4FZ7nwtJe4xDWJuck2/D+KvBgGCgIVCgFYeyaze1RHPW6Xt098jp7yE4pWEVABZNg4a/5yc2HeF0zHd7meT7jurAEiZTDGUFyhIFnZs4f5hGmD6n8BrvVnXv9dLTOoKbwtzbIjgqDS1uK4TH9+jF/MXvOxnzMx9lbdPkenb7LRbnH3jClNhlGG5w6vP1bEoKaNex0jSYpMgkZC2nJ9K8oUkmGpwoXBKl54dKouq1TorzBxq4pxY/bfjqQ3BVf73uitiwdVPKIeZjQRIdqzcts4Cp6ahPwhaW1Szb5p1wWylSuWKQnnOmfMwkb7g+H/PR6j3WufOYuMbJPyHuiqbnO9sl9R2Z0HM8quFsUbod03n5KBqFitHm+ZWMGAgMJSHibWAwZ55pAJkz6QBSHN57OliA5gyTQsGuAlH5XIESB3oDBIxSA7ExzS6yNoAVBJ0yiGT3DjMBum0wBa90rZMt8bgR1O3Z+9Q2B203gbieNYtRgTYHFs0fBZ/SIcVS2IQ/jckQio5EtmQrBRDYyUIeCCvcK3Unyuu39nPXZD4zDPn9dr2YI55fog3v8qMY/uhB69OgRv/RLv/QPvv7ee+/x+7//+/+ki/qRjrfv4P/7/5z0t+f4G48/mJPXV+z/q6fE2HHQ7TMZHPtpdJhHbrjMB55kR6zcGYXeUHIB5gZPIukN0Qhet0QMQZXPMs+HYcN/90g58UK102t5ndNuvxqPfKLB20s6F/DmmudVw5OJsBTLhjP+eqMxFqcAACAASURBVH82WjXwBq3MxlQkYyI6lylf8d+mthtUwki0TYCBMgYWKZHkMwpzzXV+jJcSOxwymMDHs4G3N4lBcmr8rlMa04qF0UdpN3JwaZzT13GFTZZp6IkSeLJ9SjO3TP0FNuQsfM0Xrkre6ieMXsqJiAeTKBIcD5ZvLD1/sTc6b58MT1ikDX065M5Nxj4DlfR8Zdux6Go+rj7lYXVKrhNyLKWZkzVf4dAuybdTVu59nG343ixyNcnZ1ws+KOcchoGjvmaiNyzClg13kVCwdBWRjK3r+Wwv4U3PVXZAr47SXpI2jv2QYTXDYqntBVYETI8LHaQFTuC95orTznFRObZFR5c7vBGMGGZBWAqoRvYyw9Q4XsTAe92YjC4qZZpKToeek9biswK8wyKI+Rw36PNtozKufxO4ZZNB+tzfGdvcYCExCsTtB4+IRylQ9eRRQR2DDGBalDVIZOA7bLSgJqdjYOJqurDCMlAPkXksQQSrBR7PqryAFEazTsno7Fh0txQoicdlTlfOcMFwJs+5v43Mh31SarDSc9pN+KwcWOaeFAaubaDN19ghkBPJiZjduO/zjftrhOwHSULjAFFfJxjARTiK13QknF3wn714i2dlz8Nqy5f0Dc4n7WhDkfU8conrfUfVveBNs+FL60gWSgYzUKQaEw1q06v/x0mLlRVnQ88b6SPOzZQH+iHntuBaf4p19nWuihaXFCuJXpQkBsxytDfBARYvHkei0xl7qedueMxH+QTjhI0VqqTciOU5P0tuFiQdaHTce12kc4q+JmJQPF/dNDzL9jFpylo+47MysKm2ZHZFki02llS65CvpY4ohkiXh0vbYrCGP8OGs52eHlqmHb3aXrEjsDZan2Zt8ag54017ROc9UA7OovNHqjvE4Fh23R/T1ZzU2fnH3uThKLMpNtsJEx+k6UsSeTHIWnePDWUaQGvGnFO4hmA6HcBDHhqK3cCnwwmYMJDwZIZVYsyGqoTUTNq7ilz4+ZRIyBjsuBKARkYCR7gcv8PNP4JEMidjXT2lNloaEM4yGyAqqCmopyanShI1tcSFnFgsijqWssbanVaHPPNFEPsktnglvNzChxpIhMmpP3T79X79bf//6bt9X8/KKxI9u/KMLoRACw/BD9EV2MQwDfd//ky7qRz72J5ife5eKcY4du5LVX81xVzV5mJIngzUtWXbN3LQMxtC7r1BgmfKCSEnBCqcDN7xPwYqMFkcAA4U0fDxXvnP4nL0XJ5TRsRNP/xzjML066cEuUbV4t6VlFB3rCDzJjnlclmycw8oCiQsSORFLIkNYc2EH/rz8KX46/QHBjLYS05DIVVhlI6K0cbAxu8TMSwZXEPw+jUlcOYuXSJRExBJxgKJphMMnOq6Cgh3LN0mUuqTUJST4Ly4Lvrr8Cn+ymCJFRxcjs/6SgN+JAhgKX7Apl9SqTPoaKQJfah/RZg1eerJkuDMMfHG5pkh7PJtfsCwvWVZK74S97ZfY7wcOQmJjM04271ENa1Z5Q8pyFn3kZKX8yeyUiiXJXuDTDYPZYlE2toH0ER/PlcqfYqRgmQ+0TnhYOoLdcGc94WUeqerEzVBS4Xk7PGN0q9IRgbCAPEPCCUZzFukhRa98mv0nbCUj00gnwl4Qcr/kqNvw9qbnSTbjT48tP//sBZq/4Nv7R0yD5WTISMbgnWOxeYl9td7+ioaBxrEalVsipRnF2lLK0XifaAaSbcjShk1e0Qu0LmfmA0YDD5rIygnLzPNwCp19rYguO10YJGMjcwYtqMgIeJKATcqUDQfNETYZEolt1jAkxzobyMWwNxjWpuJJmbjOMowWGK0wRB7oOUe9cNZWvNVEklXKvhhRIbtgaQZOdeCgFyTIOIbC4+Lu1vgBQd1/UxqQ0U38cx39bZufBWFvCJg2crxxPMimuLOOJs+4KBw2ZiR7h415zr86WNKtEic+sM4eU/ucSZiS2wku1rsyKJDYIKbH6cBB7BBpya3lxu1j+Ta5Jrx+jcEYZLcHSjpkVGUe0QkVz1KUJ67mLCoLveHGBgZpucgn1OpZG6XVU0x6i6QH4zhHlhjpxy0oFrzd/zGXdg7GcBiu2ei7FLLHwn5EdBkrWTLhklIajlLDgR/xvL00cHcwvEwj4tGYxB8fdvyLq4JgOtDA9/NvcGneB3PDIx3Y9z0P2hYXI+dl5EF/O/K/xbj11a/XePeo5m3wOBxoTvI5/3I7YS45NlW0UpF1h+R5gdMasXtcVN8g5ymdHvGiTDwur+lT4nH2mJTKsclKDk1TJklGfhUVv/fmijvtS45STUaBkMjSOebV+ch2Zym+usLXXeotBmNAE05eF0GjkGUiSSIRmWKwoWSiJRGDJfFs8ZDMeIIBo+M9e2Nf0JcBM0v0w10m6y/zXhhnvlaVVyZ18Ppde/2tzz0Lftgs70cn/tGF0IMHD/jWt77Fr/zKr/zQ1//oj/6I+/fv/5Mv7P9PobYm6T5Z3Oxcpz1/e7jiaTFwUcBFJhzIhzTSEiUnokSdkBOAfDcsGJVKVQRNgpotH047yqHha8uC07C3m3PssOVXN91Y0qhESAUfzgeeFXMe1iXP8pKHtQO1eCPYmMEtBU8CqjVgSMx4rsdMo2GjhmkciPYlUQJbsWzlgA1TohnVX5HHlOQcdxVOLC+LlunW0FllKzAoODUoicxAGSYYGaf+pAhmFCRTgQJ4Qz3/9fWW57amlBsmMpCrRXfcqTpVuNYQJJI3GS9P18z6DWaIbFzAotxfLjhLwgmRu6sDrrqev9wf2LNfw6tFbYvGlmmK3BtWFMMRZdGQCsvJ0PK4MLzdeqZ+xvcWgkmeWR9ossRimGDlEnGfEEzg3ASu8pJ5mlNIYiUv6Z3wuOhJWc3ED5wNcB1yrO8od95aIxDhIXsCjJydmhzLSzp7SJKRkDmI8n8eTLlxJQdDw//w/b/lv33ZUHMDncWuA8+qY1xqQCyz7pJJumJ82L7mvqgwFkGAOpCxwYWUE8PPsnT7rCc9CpThgkl6wUR7Bq14VJ9QxgFvcs4a+OA0MciogSQUEB0iniq+g+iXwf4VmA9wzLByQ2dG1dukNXtdgdKzzlo2WQti6YuWR1nieWH47izj+xOD6iGkCUXIuTMs+VJnOOky3t3U7A0Jk2a4UPLUJfZzqItz7viG/XDAkRbMY7sbv40hcZzcSQIxr2Zk/w9u6F0tpBZjlBQiM33GjC0zLN9YKR/PMpZuSomC1GTxfTp6vjN/TGcueK9VpqHhjVXG3HRkqaPUAxKKZUHUKyqNTCOsMrh0CppQk8jlnK3eH0eVCKR6HLXoIc6f8PXwu2xtRQoFmWxxYcO7y55l4biYDRRiSWKpQ8FH9puQ5kxTyU9dGPaHOZ/NNnw4j4i5wiXPN+InxABtptzwv3NuvoCxUwwXzHVJrp6ZNhylDWeDo4glLhVkmnhj9SZ1u8eF6fnjOy94OA0sOs/dG8s2ndHU8LTe8KkT3mgDixApo0Vi3JWmYxnwql64/ey4HfqPgp2exIqGaV9yQsaxMZTAVHoMAw/WS87tHsvMcpMVfH0prLN3IN6h6t7hL86+w5+d/Qn7acHSnJB2aDOyYWtzYIqvSxZ9wf/0YMZ/86zn/eZjjHiUCtVTZCgYBUUHiDdgbsCOhQZpVOXeHRxUEpadKasqg4V+V/RleKasseR0ZsaAw2iPifCk9jQmcdw5vtAVnEqDWwc62zIYz2e14cl2j3k8ZN9UI9tUYGBMC4WOyxK3kXbIkf5o10H/+ELoF3/xF/mN3/gNfvM3f5Nf+7VfI8/HlTrvPb/1W7/Ft771LX7913/93/mF/ihH393QDT1VPERDRTQtg664yj3PC2UwiY59os7ItCOSY9GRjIcjacE0QDCQJFBox/vtp3xlM+NosDwvAich7iYYn6fCgTIgscBQsnQb9voJ/8tpwSdVydpCGWsyndCbSGK60xqyqNqR7GqeUcr3WOk+dQDlGU+KnD69QW7OeWkP6KUiE0+SkesQUW5Kz3HvWNnAjVWWJtEBL3aEvz32gIBPghMZt3dEgBxN4dVKQzTgxSGmI5eWOlqiKYjaM1ImR3aAUR05RBimaclKBkoSKUIeW+43ORVTLEqNRQbLNDkmXtnrLlhlJc/LCT9z/Yxp3JJM5Mh7oKOz0JmSxRCYJajbjJKaiX+Kk4Ei9Cw8NHYDesNVbYn5mu/m55xnljf7HvLA2u3znP+bvTf71XS7yv1+Y875dl+/2qpV3e63tw3Y5gRyjsk5cYiETnLORaQICaEgxI254y/hBnGFhIK4iUAKN1GchCYBYrAJziHg3sbbu6ldVatWrebr33bOOXLxfmtVbWOQjLjAwJCqVn3f+61ac73NnM98xjOeIfx4vWXqC0o7oNSOvH1hZrrutans/FSUdTrB0GA0IWrg0aD3FJp6yzLJ+P2TY/77078G0wvR75UVRmsaNybrAsf1atdtfn1zXuOLfcauv+4KdnycsbTHPJmMKPySYVxjRYkyIcZAtIZzZ9hHiJJS7Bi+YQxc2t5HBTzD7gFIJGok8T+BmkMy8/scx4ZDz87RuKHNnlF1KZX1BBNoBZ7mLV+deh67lifJhI09RBijCA6PESVQMAkNoy4liDBsh4Q4YKoLHuiWdTViHDfshRW3whin4xczxv3v/T2IoO/6yPf+APR53XaAtSVRN6hVMhFmccArpZCosHGWi0xQhiRmjQkjvjJuWLsFDyqAU5quY2aPCGVHl1d46ykTYZv0mm1RWLmCjoZCtlzpMdHUoDsW2Gx2A/Z4q7zHA0ah4bZXXq8r/t2F8KC+zWWy4s1Ny5/cSrlKRqzdEKtTjGT81OMRdypYJcrLp8cE7ZhPTvGm5Qq90TB721KmH3CoUEpgYRMINTO/Zb+FYRjipWPaDjlc3WXW7DPsRkQCM4Y8Hl2wdSVv3/oW74Y3aOMhm2SLlwHfmKTUSc1bC8d/Po87JRDEnfD+efKyh0V6nb7FIiTskTLFkNORx4y0F98gCEWE+2HDXsgJtSeLOVdNyrPsNn/20p/xztEfoW7DnmwQPWMQDS5WnIQttxrP0+SQR/YBy1TZq+/zu7cM9959lUIf7UbV9QBI5juKxfXoIpjeofQF7YIqtMYjBIxP8eqoLTuJNmyMkmjGIu01fRKHXLiUonyNJ/tf5KRxzJqUZ9ma+7VBmPFwsMdf7U0woePe4IpXLj2uu8dIHbXuEt67n+/gpnrs+v6Xqv677vgf+Pi+gdAv/MIv8LnPfY5f+7Vf47d+67d49dVXAXjnnXdYLpf82I/92N/KFv1LfO8IMeA10Nh+l5CGjL16SBZLDtvIo2zGlbxJpQWdphQsMTphq69jEO5txzxoPa/Vb5ObK+b5OSfrPcaNILJgFA1RVggTpFeCvCCbNsAQF1KWMuA069jYlMLPQDvSOEbVclLdYutfZ148pSdKC8S8j8gSjQk+HiLxlGEc0UgASbgg58wdkGuDohh1DNsJA5S51HRYnmYT9uuEy7giioBtCdLQkJJb5RzDsRa0YhhGwQb7XDhk+p3MNi0xUamTljYVxu21Q0Y/FQqRKC1BPZGWu9WWchxpKRj6lnvLE+AOBRUWpVBHIsrL6xFPCuWlakVdR2qbcqduMHhM7N107sSqh1s64jIZQOw48A17bYVPLRNdkochRRyhpiXKU16qEx4NW5Z5QhqHFKEhJxDMmq2b4m2H2RlJ+thXg1xn8BXZ6QVALKhGjCo2tvR97OCvC0OmMPQdznc0YqhNiospuDWOwP1QUvtTTEwQBwvbpyjGsa9IibuV/jpFdl21DNAmwtoaPIZ1eoB6OGgXlGbCMmkItqKyDV8eOu5vC0qb4ULHUd0bcRIHiFgER6BCRBHtUJ0w9QV3uwoEJh2Ma0ObVLyz9y7eZFylCe+nI742POK9bEhtc2pbgKbIjgXs3IrKW7qYIX4KqtzZTHFkGBzHUfDbhGUy5n61JouGxPTgWgy9tON7IB35Hv/+XuqU5+ERU6ExxVCgWmONcFBV3K1TVsmKB9sFnbMMunMeTse8O6rYphmbpMUnK64K5dNXCdooTT5HjKETpbVKlQqrROiccuAh2BklA7wVDO8R5ZDIAMEj0vPGiDKXN1m4wFna8UG2xeoHTJ5d0bqENBiKNucquUOLJQtKEhJe2aQ8HW6IGNaJ59Vt5OujBe+nY1rZY+w9rzQbTtqUURvZ2IwncsR2sMHICBMcw6Zm1CYgQuoL0pjhQkLS1yry6uoQqy3vThe8vLWM5D/xtn2NjZtg1TGOEUvLJFpObjwt5UY7FW/Ov6B0OzhkMARyhGLHHEFy05ToBuwbsD4wDpGOSGWV0u3xrZny7Vt/yNyldDJB7IKCR3Qm48B7kmi4yi0TzrlLy3y0ZNHmSDvE6wwk66GY2YBcG8kq0D6nWa4FeTfZVekZp6hYn+JNDmxvIJ2NCVH6589JxJpeAyaaEZ3lSmoO2oRgI6Yccpo1/PnRbQZdzVFjiLpHcDm+s5S7ZzxiCFg6ieQx9MzotUZO6ftxeN83YJUX7/F/GvF9A6EkSfiN3/gNfvM3f5PPfvazfOMb3wD6lNkv/uIv8vM///MkyXf7I/xL/F1hE0eZGUJYgjQMugHWekK0DOqC0j3Au4KoU6p4zKz9KGM/ZB+D9SWH7RUb8yYX8lF+uPlfuLuEzO8T5AIxDaOwJErA6hBuJo5+GpCdJscAt0vH7x+nmDhioIGPrn6EuZkyjQcM6ztcJJFUxtTSIaHGuG+iMmSd7vHGyvKRxiC8zmlxxdA9Rl3OaZhRSkEXRry6/DhvLROsllxmWy6sZW0881CRJoFWF+ROGfmcAxuweLx1VL5F1BCMZRor1GrvSCv9btDGDo+jkRxjN7jEkwewpiNQAZaAYExCkMDJesywqWgUgr5C1AeM4oocj9G+JNxiudMseJpPOc+GDAO8Wl3gaHdai56oRg1OWl6vrhh3Yy4Sx52yJRFDFQ1JGDL0GRKUA1U6W5GpZ9iZvgJNe7kpWIrYEKPnPHEcW0sqgZFnd61eiPjCjk077m3f5euzf4UXoTUJU6+sbEu0ihfhh1crHN3uPPTOyCbCAKil49L1J7MToUK4HXq7ghs26EWlvVo6Z7Bak+qYVgxbN2avSwgqrNMaGx2X2YC3BwIxY+MsDsNhmTMoLlmJQ21FEMFogVKRRiXlKR/p3iPTnkFzCgd1oHY168yzZJ/3ioxFWnLqfog1h6gaCAuM2SK4G8jYWUAdaRgwDo4pAwA6OmqEYe0RXfZaCeMZNc8rFTHfxQQZPoxvPhS7pMz1OYo7jQe71zLH2BqNBYLBROFAEz51YThsL0A69tuOzOd8ub3PO8VTWnlKZccEWfMsDdTGE+wFCVM6EwlOeTZ6xjxveZhA66CIW46MJ6hnQwYCnZZ0jEGGoBkwBFpklx430VLbyNvZIefpgkmAZRp5OzvAE/pqVJmwF1qippxsB8zTBfstPJpUzE3Byt7nuPUEIm15i7eqhiZpWHDMSxj+IPcs7QGXZkJenHGrGpBqhyWhcy3LwQVpeYskOiYh5aXNDPGOOq1xxvFy5/nDdEPnnnK8LTgoU15f1xQxoGKJO1POa33Q9TW5LhB3uyMp8eZC1ghqPgxfAaIDqKiBWjKeZhsWw/fYGsH0kAHRjiAprRTsxWdsZUwm0MaEoQZWdJwPz/jRy3+NwdNJQqI1mJJrH66bm0PiC+qmftQ3g4oORQg7RWYJJH3N6E4tGchDb9VQq8EYWCRL5omytcp+1nG3SmiNZT6IeFGmXUfUE1wEJUVtRRcmGAKOXoxfSZ9ruN5sRXbs8Okl/N6fIvsH6Ct34XjWe4H9E4m/l6FikiR85jOf4TOf+cw/9Hj+WUbwHQ/H8PZoymHT8GqZctytebV0fCef8vHFmKw7opU3ebe4QzQTJBheqTOKcMDQ77G1DbUMeE/+Iz/Z/q+ImRNlQ95ZrG0IMcHGDZb9HbV/LX/rxXuCcq9J+R8+WPD+5DFRApd2xiP5L8jNEKvKoJ5TBGVrCtb2nJXNqJKO25sTPrLIkHxB5i0Pun2uJu+x0jvMujex8SXulPu8usnxIljWvLo6YTVas04Cl4MrFm7Fx0plkNYcBmGsjk5yRlExbsOliXyrqLhTWrwLiLFcaUJiU0K6pmVGlzgq23JllkTjIXQcNvD6xtFpQkXKRC3raKnrKYaMVAaMOSWNGSJKwPepISI5HZl+m//5wSmfPr2FaYeIlBzEij21ILtFRfs95u0ukmtkKylPxjmVvc2g2+JNxYiCzDuKaBmx5T88bTnPG0obqcyER6OEpDXc36y5ux1zGA3T0PVNJ1+ctHfr7rULLAJFc0GxmvPOZMSjUcm0hVtdRWcNb25KbpcGiSkNkOiG3HX9RCewJiGqMtBIgbCSvtVBqr0+5mZuvpaWISQ0VNkSowcEtUTJWcstjDmlNY61G/KtYeQyh0lTEWVAlCGNjSRxQqYlTTTU9jFZOCKJgSP9C14Jf8W9ZsXYg6ow8TBtlMbUlCosM+Uis1S2IIjHmFO8dBQqTPyCIDWBIaVmqF7izZpgtkzaMS0dirIl8m5qUVswCso4dMy6QzIdvZA11t7Q5frl3/n0/g2FNNc8g0RQo6AlIvVOUyc43XIYKg4XESSgYchGprxBzieeJfzf99+nzDzv5wPutRdcFpHc1JjQ0BohmIYqbzlLYetgYw2VOAZqGOmGQi2VOJAJlhVRzjHxAVEcojej6523EWoH57lyjuXrkyFn7oTOFKw5pogJk27E50+W/LcP75H5jG9ON3xtvKa2LcoEEstB6fCx5nCrlEnFJhtiteqtEEyHF2VhEr4yrvlYachLRxJSbIQqKUmaHIi4kLNNatZJy2nacq8bcHctXGaHjFvh7jZw0G4QcnYt6W/YUk+6A/xyA40A8hsPtf5KZip07JJmYnawAryCDWAdLLKGPz18SFm8TAh3iOYhjoaI0JJjiFRiKQioGhyRTnPAM6szppXw1dk7fHQbsN70dhTEF9j43T0jujPiYjdiQ6RfmL1aIhEXI0U7ICQtSNgVw0cGQblMCoLAfltTMSE0H+NZvuBiLHzctERztUsG9mnyWfC0ri948cKuo9nzO9doz7LvyEM8Sk0klhXJl97H2XPkW8+IP/EWvHHnnww79C/O0v8IYgN8ORWyWpnblLMsYMOEu+uEl+evkYQRHQdUdoubbvn6+JiBVkQJLJ2hJuGki1y4lo3d4+38gKF7ykkdSH2KmkAnNUkvibthYm+meDFAhkjNXX/GrYuCtR2xSh8zTC9Yu4JRu+ZevSUNLaqXfH6v4ZvDB3wwnDKrhY3uMysdqXvIrI1sk3sc+49yoC/j9Yg31yl7IaJ4pq1gg3IlQ2zsKx4SvSJLYQ/LBEFkTYbBmogSyTTjrbImuJL3Bg0Pi4Svje6wlYKZeYpNvswwltypS0z0NBb21gVJd4hp7rCP5dK0LHAovYmlZUCmygjF0uJFMETmdsmjyTNKC38xOkJsx+fuvcfbTeRj8yNuPdun74HW7U6kRdXRWFhaSye3KJO++WNQx239S1y4JI37mODYJhe02ZpDHWHCDFN3vLLJSfyUk5AxiIKRuucVbrjp/oUXEAfXOMh6sBo4bjrcIuV2XfHtyTnD+oofXlpudZ5hvMCFOWoFnzb0vdWGRCLWbtkYIet2yQTpHXuNChqf/2S72x2qeGyocfGcx8M7bE2gxVLLIUsLHwwXvDuqeDj0WBXO04LDNtCayEVqUYbk4YgoJXBFsG9zL/5/PAhP6DTS6JiTdsWVEy5sQh6g6DK6XBG3wpnekRkaJuqJMWGgV7RSc7u17IXHPJVjTpolP7y95NWyb1p66QrOZMppWrDX3WLaBnIMbWhwsU/XfGiBChGs+RAIelEz9eJV+dCrfo26Cdn9pSYiuuHaJrnPikSIgoQhQxYMuz0+Mp/yweh13j7+Ep0IqQ18MBCCWPaaQGdagg3MDcytcOFSWmt6E9MusjVTBEuhl3hZ44jE8BroBBehk6QHXzGgBNIQedCd8c1xyrMs51E6YeF6rdkgPuPIG/J4wMrBH9ztiETemTTMkwGRA8R4qjjBO89SMlzXkKlyN255dwh7zYABFY2pcDiiaWmM52KwwNuOaXVIIFDbSKobqqzEmBW1GbCUO2S24o3VDDcI7NVbXqoCg13lqpEUo712xePwOMxNC9G+Y727uSjP01AWem2O6S9HRGnR3qZCes5MPfzxyYo8LvjhdsYHpmCVXGAxOJYMgie2t5h1kejmbF3B3A0oSZmPv8L/9kO/S1p+kqPyhE8sJ7x1lfCSthB2KTDdzcT2had7x8Jo3I0xRqKxxNCQRovrfE9VGqEzI7wREm1IQkWbLFlN3+HNrsFVBak6yuSCPzoWVFMCK741GPBAOg7WQxa2IAkZHZEBEOkbN2cx4CJUIqj24gJRT6RhYWqSWDI8XRG/BPbOFBmNvteS9gMXfy8gdHp6yq/+6q/y+c9/nqurK37913+dT33qU1xdXfHLv/zL/OzP/iwf//jH/6HH+k82GmP4erbHibbse+WLqWUvSXmjmvDa6oiO2zR2ShrXHNVr2tkZVrZ0YcrGRlZ2hpqMbxUzjpsSN/UYl1OL8Ka2tGbDRA8Y+OH3lDNc6xyUBokpaZyxFxOGocbXl6zNbYa6xapB1GHjPv/uwrJ0cJ7t47VjWuU4nfFSeZvjNnJy4Rmo8nQw5oNigDUNRS0cdIGBtwx9x4Ud8u1pgmHDg3LMSUgZxpQMg5iGLAqOvnpsyIZUE9Y+8KBJ+eLsJU7zA05zz4yMfU25Xy+xZsNhaElrw6xLGIXAxG0Z+WPGYdRPuhLYStHn1bG9OFoEqy21aVkPapCEL+1H5llD0g2YNq/xk48tL9UwENf7zOzqUkBQEWJUSpfRUnBp9miTEmOO8M0bpOG0N6wkIdUcI1sMjpFXkuA4bAtyChKStPExtAAAIABJREFUfkKUvp/X85W3r4EzO3r8+u2olk7uUcSCnDVrbblVw0Zqop3j1ZNWHpWOkCoaDWs36/U0ohQBRrpmZQ1Ghf0YdlUj8tyGf8ciRANeEky0bGxLHa8IZsx50fDViZJry3muPM0KTFDyWHAx6DgbekRSfEwYeEspGbkvcNrh3TmprskJXMqUc8Dla5LOMOqER8OMwufUeIwuyKNnYSxWXqfSfVBHriUP6sf8ePkdUmps+AZ0Qx6UKTkV60RZmwkrp7QypYmKYNFo8AxR+S47kAD9KvlcGHVtSPr88blOLX84VG8OXdvDfCjlhlwjyus3rr9vRuIHjMOMB+tPUE2fkrFmYW5RFS2PE+FOvWY/KN71TNDcGgTpO40Dl27Ahd2jloxEK9IodDFHZUoaa9o4RDkG8Qhzglyxdlv+cJoijGklw6oF7RBZ09icp3lBIwsOqo9RG0sWx3R6SWMU1WMkLkmlYxQSfByh4YyRpqSsOKm7vorRRebpCJUViV1TxSH7wZKEAjUlppmwzTyX6RIbKwqtuVUmXA6Up8MNphsxXE85qJS8T+qgRNY62jknN0BGwtXNbNaf2eTmyXnxOkXtU2PRPC9i7zVDiheo0gd8Y3LIv7qq+Mu99/lioRzFNdNuwcLlHLUl//E85/Z2ihVhnRk+d7imSgwXMsDaFQ9lQjVbcldeZdoUvMacKAbj4o5Z7QsIPpR1VoNRek4r9gySQXfguvdZ29lrk0TQ6PnOIPBov+FuU3K2t8KaNdMOBg0UMeVxd5s/n7zMVZIxiFdszGPiIJJPPPe3M04qweuGe1vDR+sjBqp0Bt5zQp0ZbleGoaYsTe+j9G7eksfAncsn3D4/Z284fMFc9Ac3vm8g9MEHH/AzP/MzNE3DJz/5Sb7whS/cHNvf3+erX/0qv/M7v/MvQOj7CRHW2YgyZFwwIdIxXr3JOgwhdnRkbKRlaGoal3KVnJJoxkFL36VaNzzJCxobeTyc8x17izerjlnxhLF2jH3C2gp7mqL4XhckN9AHvyNHjeZkfh+VimBakjjEisWbis6MeJp7SomkoWS/nXHcWA6bjiIsaZ3y1rLhduU47JRbWMqkIisr7rYPqalIw5jU94LRjVE6O+JRXvJa+5CjboNzAYlCRkaIHkuD3TEvRnsdS07OlXSUScIdP6eODm8ttR5T+DVrSclsybAbMdSEVB1VuuUgBFQdAcVhyKJhZQyZKCkBSFCEbVKzSStyP8CFAqtX5KHgjcUtvDhWZkMaVxjGvV29tKgGgm0QSUhCzZORo04MmDWN25JsUgiHCGcE1+DaAcqGVB0QMNFgsX21xm5mlig3xIKRHYUuz9fVazrb24IYJjQWOlmR6Ii8zWhyS2MjC5QDk4F0dLQ0JiWqMKQFVULIucMSH8FEuWlvcrOJfhE4q0W072lUuTVt/jX+eupZ6AmPihFVMifGGsOYURxi4obLrMVqRh4LIkqGI40tzjxlIu9gwxNMtIwaw15oaKzni9lt9tuUV2NOEQMXrmAYHOdklOYJtWtIdQnq8Dqhk4w97Qi2o1HL7a5k5jcMjaUrIo2ztFJjZcGkHbF1GXOnHLaOqfa/qL4A+l6UcTz/9eNNSun69XcnzXT3LPfA+IXD1/KU3X+mO0H284h05GztECXjpKk4bWcs00PUzDG64FmSME8Mma/JEYba0pKxshkei8UzlwmREaqO0gyRMGLSfRLPAVEzrEacWIJ0BDNCZURp3t4xwoKokMYRVmLfliceoziGbaCSBnGWDZHSGQZhTcaGBMO0sQzDhJGWvSg8KpGakW55a5vRucDjeMnZsOEiaciCZ7o6YVyNEYUmqeissLWRtrigsTkaW47aNask4zxTBjHhiJwYaqJIn0KScyIDUjocW+wu9fTdXF3E7JJlu9YWL7B/kZbem0k4Td7kz/be4I9vbbjIahI/5aXNf0UwLYvsPZD3+Q9nFZ+6OuGlbUceUkwQVI75zx4pl+keX5vO+MODlMvc8NHNjI/MZxhJ+fztQ95t5/zbqycMqD6kuxN2WmS1LNwxlR2Qx5JZ9QSR2PdiNIJHSaT3hooqPLYFf7n3Md6ZOs6zp3TmmLvhEa/JEz4a1hw1E37yMuXl1QV/cTznNitQ+FKW8HiW8u7eglRbZnHOq9s5PBkzaA44SwYUjCm145uHDf/mcswgDrmPcLhJObegZsPpszmjBw9I7YcMt34g4/sGQr/yK7+CMYbPfvazZFnGT/zET3zo+Kc//Wn+6I/+6B9sgP8cYuIGFHbArBzy+ibyb+aO/SryfjHmYXrFOC4pQspVorydj7Gy5DJZ8ef7T5l2jkDKRoaIVLQSwLzBVTJl1SiBmo8vWiY4KruhCGMigYQExRCQHSka2VpHGvZAtxjt8PEOT4uEMvM8tgkigSQaToucqySQaMEoJjSyZJnDk9ZTsCFXGGqNcYYiNiRNg9iOVg0LV/JokPG1kcOEBYZn3KrnjILFicUnW2ywpKQgDSoBib16VXfs0EWmPM06RAxDH7lMoZWGVdIx9DXSGpzv20tIBNTc7OUjytYoLX1+3FOzFM9AHW63gwwaUQOVjRALZs0Eb0Pv1KtDOrsB7XAqCBYkUtuSdbKiS5XgCvL4BtIcI8l7BBuwQbExIXRKsA2qFtRhNMNisSjyQgOiF6uWQgTEPO99xXNLNtV+UTAaiDhMNGCFynSUFg6bBPB0qb9Zj7vd1G+DIdrd3lk8fV8jUCu9bEFvJEm9LklTVAzBeBJzzgfFMXMXMOZdmmRCYwOpSbFhwdZWbJMUERg2FaVZIDLBG4M3VwzMkqP4bVKvPNgkTJsZRh2XxR6XriEPSmUGPM4iL1UNnoaOAmXEIIzZ0tslRJ3SxPssecwHLnC32TD0ilqllR0jIXHXU85hzII8HnPY7rOvyki3KHG3WF7roLjZeX936IcW2eewqD9H1/7SH/5WNTx/78VWCjc/a4OqIbjePTvvxhxsjyFE5gWoscxNRqWefVnQ2pq19n5eSfR44/AYlIKgGUEMqo48vEErBwRNsGIINiJRSWJCkAzrJ7j4MsGuiLLZzQQDRA0xzkgpaE3H4+GarF1iNaU2azpTcaglUUtE9xBR9rotr1VbCgKN1HgcaciJpn9urbGcOaWzKSnKolhTtmusDvv0vtvyxcMrGpNy3AaOmwrnLW8tZpzbAm+EK5tzqTUWj0h/1UZ4HIq9YdfszakXrlNQcaf768tCnl+alhQlYljYfZ4WM76694xFYjFxhDcV58U5RTdiEoQgt7nd/hVpUAbBYIJiSTFqcDhKnfDGRogy4g8PbjFphpyOLB9ZWpIu5zxZ3DxL12zQzX0QoXQzFEumSmXGuHyPUX1F3fuP9ptBekZpbg3fmM04KxrOshWNTQm24NJmnPiUjgPybkxrI/dDoFhFvjU2XLiMAz/ivXRMZY8YxJqNZixkwtn+d7h7OeIT6yGd2bA2Y14vM+bJlqwbMQyWXJRMDX7r2Xzt62zfeJl0/we/B9n3DYS+8IUv8HM/93OcnJwwn8//xvE7d+7w9OnTf5DB/XOJvWTMj0yO+PhXPJ8671tvdrJlWl7yNJkTzZBG9sjbQ358EbjMV8z3LmmxnFsgpkg8BKnpHboaOjfiSo9ZJI95PCqh8gQJPDGXjPyYWTNBQo7dSe8UZeNaCt2VZ8acP92f8rnZhpfqfZ5mHfeqjLFPQQJPsoaDxjEKQjQFG+toJEVdw7wINJox8A0YSykFIilXZsU6GfAwN1xlNd8Z1dxuNiyLmtCVTKPQaE6qWd/IUnvHXkOCUhJoeVys+eLRnCJdsZTbLLlHF2eYeME8cbxa5WRR2GYt27pjQGAQBkhM6FCWCAuUFTClwbsEbyx56LgdOibtjEUd+ebBGSmWEN+kZIYXZRwEFxOMDindum9kGjIqUzAxK0qxBO3IecagLRFOyFplWE0Y+RKnGa3A2XhNGjNs5yAWtNJhKDEMSbR/JK87bj8Xtz4HR373JwJ5DIQ4p7EzlBHeNDzNL3mYG15enzCKaxbZnBUpgTVV9gxj9ilCwb7ukfueWemSEnUtipDHIfEFnUsPhjIk5mzdkNo6iFvul8plEXBxziAaVklCFpekUtKFPSwn2Ait+4DKdlgdozJkqk9IgsGTMg4dRpVWCgqNuGh4fWPxtqUzgcRPGfkVZRLxEmgkBc2wdkPp36QxBwRzxdwOGIV9OuasXEcryiwIeQRRZagd56agk5qX6ksO2wJMQ0eHEQOkPayxunPchWug8yL46VNkzxmFm8zX7l59MT7Up+36q6EvOozP/wOlw0nNUNe0AU7lHnvrTzDwliapuHBHnKUdRTAENybVDVFSDEKnDhO3dKRs7SFeXD/GOMSFA7wY3HVzZjVEUcwOLDhSohQk0SI6Ihgl046MBsHS0BE14E2Otw5RwZEgUqLRcNBWKCWD0HFQCfc2+yg1W7umcYYmsXgD35iUdDawdYIaz+PMUhjBjra8uk3x6Zpv7p1SFQ21jnjXZkzXJ6z0JUI6YNveYY8lhc14GoaM9IKU63nBIITdFbl20n4BokrcgVP5G9di9wEEqO2A1G/Y2gSnYwIGoW/QG8yWcdxgZIFKYJUKdu12jmp9etKTo9LfO7eaEqeW1lZY3SNYIe8M+77XQ15XISgKgZ1FhaVxQ1zs8BJJQ4Oqw0rvp5WKYkQIEkGFMwurNMOb2AvxTYJIRScOhyP3OcukYRSEzrRknWO/HrPJBmANDiHR0PcPRInG0sYZI7VEcfhkQxZm5AG89GuE6WVVJKqMIuRnlyz+4P9E//2/Z382/TvXuH/s8X0Doc1mw/Hx8d96vOs6Qgh/6/F/ib8Zxhh+9s5P4sP/zqGCC0JgjdUBtVU0tCShYW63dKbgRxf3GMYRj4cbnmYrsBWqDUIBUoGOgMilPeAqecxhXDLzGdvkHCvC7DInRE90FQ05Jhoui4rTwZpke0nHjK8MD/kf71sq6Zhc1IzCiLOsd3H9IA/YmPHUpRRNRSY99fydiaNsE95YW6JJ2a9X3AlXNOKxdsPTQcKFa/nSXsLXJls6ZxhR8W1X8tGyYuQdwzjAyC63r72FfhDF06elfu/+M6q04aW65crNyZLvkHQJW+5RxVf4VvqAx3SMm8d8YHPuyAEvxwMaEaz0Re8Ps5zLLCfVFQNyOo3MTMuX2XK/7Tip75Cu72GbnPt6zIOqF+3OraKxY78uubIDHjvFF5H9ssHLBYMYyeuEYWhRc0YRtxQxp/A5OSOEIYnCwfoOc/OELukoncUSqe2StJ5wELN+grTSZ8NCgsHDzkIztgdIeoFRKBSQkifpY97LjzmuHIEWCfvc2bzC/3R/zsO84JVyxt1mzVv+28yanMKvaLInpH7KLPYTWFIPdguEpXVDEq12bt6gmoAayjilY0QTUpJ4Sa4Vt7aG00nExIQ8trTuCVH6mp4UxcaczgyxNOSypJPHEC05G4I6ggYkZhw1Nbk0eMl5J+3ZurM08tpGKWXEmU1YG4P4Gm89JpygDHv/KLfig/yYyjpy8zZlKpw0CUJHRBg2GWLhdhuIocG1ysLUFCYimuFoUPEkmqC6S6Ko9j2ZALTvrCbKLq2i9IZ4u5qla4H0CzlL1WsgdK3AuxbkPdcdXTNuYsDEhoNuBS5wUu1xqxnwrn+NduDIfUsuz6htyhPdx+keUQsGdoXTK7wEfBBEx2iyc5vxKaoZVt0uqad9R/JoCETS6DishE2R0JkBJlq2UmM9TDpLJylTnlKEISV3aUlobGSTeqzWPKjPeb2cA1d4n/Dm8i55uOKJTXl/2lLmJZPg+eZswUXqKElZ5yW3WuU0V0LmSGPg8ezbzPOaxgppNIgG5m7KX41f5bAa8UGyz7SaMlh3zBPY6zwXqsxiiTMFDke6O7/P4em1RQh8d1+4DzF4N+8J427L3I7Za4QnRdeLsWmxMWcoz6htYKQ1MTnF6R0640nDcxG2o4Vd97PH2YgoioQER194UCeRoDkfdi/asdQ74XTqK0o36e0txJPHDWKgEAiyS7di6GxHh+U8z3qgJw6iobWCxbKwjiA1hXeIKG0YMKTjpOz7Fq1cCkWktSkuNngTMerJu0jQMW2SUWIpoqElYCT0XLn2bHkmkEogEqgenfLuH/8f/Nv/7md+oLVC3zcQOjk54dvf/vbfevxLX/rSv7TY+HvE/dl94u0H2IuHCIqjZegvuBMLzvKGaK84ig2mPaat9lhnwmF3RDJ5xAeDZ4jsnEoFRO0ujzzi1I3IOGQlKYf+nKkuWWcjXMhQE0l8xXcmgdPRnLc2wtcnBXPn+JO9jnlSoHi+sHfJm1tIY843XIk3OcOY4HzkNFuyTiGJircNV2GEkyV56KhdhasWDLTDSI0Tx2a45XI8xiaezhjO8sjdRc6siYxixiAWxF1Jutt5v0T1bN2C0/0z2nzFJg1cUbKxliwGjto+FZRFcCFhm47pwjGaHrKtjzg2gZMQsRGemYQk3uNjG8M2PSCPDU4LzjLLPDngRC45twkH9YxWHUN/xb/evk3q+wm1kAZJI/e8514Emr7cdKMTolmRauzdhEnINUU1gAkoFsHQuJKQbFErvJflvDtIKU3gkwvDQTshNQli5yQoOfn16gs7JZcxl1jA7eacxkFIhPtNxTyf8Syf8mgofGm6YJs+o8w2fHNQs2g23Du7y8dKg9EEQt87Sg03fcSCgcvkDl6GDHXL1F9hVAmkoAk1+2wZ0emQc21Yu4ckqpy6SBa2JLGixqI6RLRgFBtqyZFoOfSBQmtKl5C0R9jEMnfPCDRImnJ/6xlEZd9sWPmasyIhCRXBXvCNfIo6eLOe8/4godNIokKwayqzpXM1AcMzKfiG2eP1qmDfKIO2pQqeURji6oDRlCbkLExHNGumsW/2a7gug+4BeKTXaCF9x/F+3bI3aY3eYyhBdwnKG8+h3aV6XuP3YW8bVJ4zfC9IWXps5ElVOWgDebfi0glVqryy2eNR0ZKkGTZEYswwcUyUATQNjX2J2nRgArbb4jTDRUgZESSSxA5PQmci4vtUbhENB7VjEgWaltqAEYdTR+b3mNaOj20in1qOUVK+ODvgTw7nbJI1rQ08aM5Iu4y0G3OvbhjUGQeV4Ok4zzxPhxtKJzym76V35Q64TId4e8yZXfNanZKFCX9xeMZEQSUhSGQrQ9bJIStfsMkzPsgCsROGjWHtjhhpSaorVnaP1gh7fsU+FhgiPeTYAaC/yf58iL3jGo70bTIEZaor7lfKf332MRqJfGvcQjjgdjth7N5hlZ2S6TuURlE7JzDFMr3hoISOpWn569ExfzUZcGmuuOVf599e5iyzOVtbcbK9jWsf907SKKoOiR5sb4Y68ksiKVGUQhcUlOB6yfd1ub9RYaDCR0LF/9M1bG1KUA9yiQ0pVkqCueLhODD1xxxUe1RkXNmWUdjw2sry9cGEcZewsRVBEwSldTUlY7aS4vCkzSGtEd6fnPJKaZiEPr1s6ZvxdjbQoEj0PJxf8fj0IffuvPT3W/z+EcT3DYR+6qd+it/+7d/mp3/6pzk6OgK4QYK/93u/x+/+7u/yS7/0S/+wo/xnEua//BR8/TEaw466rhjHiqIsqGUPp4aGMd0wsHQdUTpOqgM+yBugBWl3T35D7gsmbcKwe4V1uuYsWyOMeKVbgn9GmbbsVwUDaTlpA5N6RZl7rpJXWTjPQRuwGXRWKZOGr0yX5D5wqzkiDYbWtRTa8jRf0BlDGlvapGPTwUm35E73kCs7oE4CdfaX5LamMQ0X+QGZ3qKIEwZaEqxwp+4Yxpw0prtpbKe9AXruWOms0EjHW4s9/vzoCZgEJx0jbXthsp5RYOjSEVkQrB1zMWi4V0VMm+EpKYKwx4gHbUMSJzRmn8pEBhoodcbdNjLoDimdo0zg9XKBo2OR7nFfn/YjenEh223uMlWCyYhxsrNu3JHzO+NDT8Rh6aSlTrckIeEiz7jMOlLt6ELO18cZx2bDsim41QmzoEStGGoB8blBqdhrB90+GoTD1vLYZjwZGt4ZGPZbZRIdV3aMsCLFkoSUL88SDlvHW+sGgmcUZnSuIdHehbdKx3QmZ+QbOoZsXcewqxA1dKZvcXFlGywFWXeXg9WALx9fEeKKNMJS+taTVid0xtBYR7o94JY+Y9wGtlnksJoSOeLUwIWznLkll0WDCU95M6xpXWSiJVsavLW8PZmQxysCGQ+znHM7ojFjriRlbQNBql0qq0XZ0vmP8tBGslBh4hUH4RlpO8J4zzZpKROhsn3VFcuMYzVYAtbvQIrw3D9Jn9sJqYK3BqMRK1nvy0Xbz33qPySMvimZf4GX6Be+nQrdXIMtPkRRiFYYEaxUFIy41dT80NxRGc828dTi8DoGCjKfMe4cURwbGwiyZWng0B4TqEhwpExwKFd2jdUxo27AuCu41QhJ9GTqKLo9Nm7FNoUuKLerMf/NWcMdX2IYYaj4xOqK/3c6xWdbJHbEOGTkHUdlxbhWBkEZak0tkW3mST00cpfKHPAo/yqNmWHlEkWp7AH/KfsR9tIrDmRBGgdkdAglnaR4tdR2TJemFJ1jLwRSwOqSu2VkjwwftS8skT2mVAx2jErf1/RFGPS9VF4vvmdugIxB2I8ln17+BZ9e9J+oY0HHmIvZ1wi2IjJAXeDu+oiRn4D0VqiewP81TvjabESmDdP6kh9qlXFX8dpaMWuHOocNFxDHeMn4IB8xtwlj7zkIFfCYp0Xk3OUMuoZXuhaiUNCzkrmGntmLuwp8EX70/IJKhwz3zjDUtHbJXtvx6XVCYxyPzIqLfE4mgf+fvTf79S276v0+s1vNr9/d2fv0dapxlcvG2IbcG3AS0I0TJQqKIDJE4gEBCg9IEZKR6CT/A0iWDC+RkF+QEA+IBwfJjoBEueY6buhsY1y2y9XXqdPsfv+61c1m5GH99qkqwwVzLw7mknF0dM7e5+i35l5rzTnHHOPbvP/keynijITm8QvLtfWCL+w0nJoBo1BwoW7woirp3JLb0TCURJcpPrAaMBUHJlJsTFr95gUfYzEhgKx4/cH9f1mJ0M///M/z6U9/mp/4iZ/g+7//+1FK8fGPf5yPfexjfOUrX+Gd73wnP/uzP/udGOt/+rE9I773XdgvPw+hA2Sj7VZTcEaldlk74V4R8GrAKDjm5Yq+cC/9rpsy8m67F6XDcGqe5onGUw2eJ+OMQz0lG2RsdUtEJc5KuHAKlSao0NJlgdfdAZUqOfDn3DU7CJE8RoapxlFjFFh1F5u/zJ6pWZiaygyx0bGdLDl3OfAPuNADumIJg/uoFBmIZxYT17uC611LRHOS53RmRaXNo7aQbCZ/H31SMQpD9tZ7KH3Cdkw00tIKGDEssCQZMNDQKtBJ+j65bhjHSKMMYhSdDEmmZJp6obAiKZQaYsTjcBShImHpbCLpuAGV05uZbtolbxlSH5ujpgU8GZdQZAUknejVYzdMD5VI0v9sld6An5VQJMu5zZjnwjgk6jBjyopGe8qUMG8F2741EhijENULurWmp9VqhM4EFBoL2CS0zpFCwUlhKC8SxUbpOALa9Bt+0LoHycsA0YYTdRvDQwyRKJYp5+y25zRqzdIqTlXk+8/3KfQWp7njwNc80G/Q6RoTFYPqgMfXY7bjimHUmGpCYyoSpxyXlmG6Q0oXzPzrrM2AV801GiuIVnTmjKANNS3nZoZSGbVSuNSLN9YUPSjYOILkKNa0jDk3lgszpBuf0+ktxotI3iZELBiH0RMWmSYYi1MDRHlsMI+qYmoDZBVAVE7AI2pAbYbYFMkEWjUDE8nSHC0tRoW/ZcP9m2WiS+C52oDxBf2oS6YAQiTpSB4aGnXOuIscoLhdeZxoKp1z5hTIkCvLAWIijRImtAyS5cVJgZWatestbc7cKVFpBikjTy15LBhFyzBYrlaWh6WmCIqgd9BtImrPjbbkoGvJxVJbQSSj02uOi8godDxenTANS7Y8GAp2u5ZBBGRNnieG3QyJ19HZ08xLMG2LyxoMCtGJyA67TUlwBcoKCzVmxApDopUB53qXU9nH6AqfjRAVyczXGaTrLFPFMhfGrUdJII8l5xKYpYBVva543GCCekj0m6Ybj8Dwb3lCb07hjbaaAon9s2qVcFgsadwaJQWlrNDaM652GYZRT+DQEFXgvgVlCw46TxES+x1U1rFdnWDVBGM8moDVSwIVfzp7gi/sTnEiJLE8ucp5fP1eQmp5eVxwWFS8e1kwDmueXj5kN3YkXSMooo4sdNc/m9yzrRWxnpBhUe6Q5JZc5PDUesy11S4owXQlk9hXzfqjSuLp+ZSFnkEac3M15Ql/jhWh4SoLiQRtyOsVk5Shlen3FqVQEsmlv19pA1jfbiPJ/i2mfP+M4h+cCI1GI37v936P3/iN3+CTn/wkIsJnP/tZJpMJP/mTP8mHP/xh8jz/Toz1X0T4//zd0EXMC69j6waURwwYdc7DPOfV8iWSeYyrzYS59byWn2KTYdRN2a9LWtsyN5YiGZZWURuDV88SlGLKS0xVx4UpubAQhsKqCNQqoVUghJzTrGaeedbKEfV5D0FUgQyN0ruIOcToNWP1Ei6tKNI+rT3Fs81+M+DJ9VHvryVrnqgDdXFOu5ox846gPFleo2LfTlpazYQI1iMbd/lI6oX+6EGfaYOziCmx3W3xav4Ko82OkgRa0TRuRExQh35Jy6Tp+/vdFBCGKLJYELRFx0RUI6yKTINnKYmgcyQmAo5Gn2FDgZGMmgmil1wNa1SStyc/b533qj+F2gjJ9LU8JQmvOiKRDM2FO+N8cErragbdiG0/4NWxoVKacx0pYoaVQJYKknjWRlMki8ilQvHmWm+HF2BJGLWgA3YbmBvFSa5ZW4iqxauA0r0cf6Nhp1K4NEERSSgyQl/1EMjjmoWdorSnUWNWOifaXTK1xKWOWWgopERLR+4Dk2TIlOevlFAGz63fjgPLAAAgAElEQVRuRtZBrTSdKXj3csmt9TEuOq7EyG5TcZTv8EZRkIUhszRnpw1UWYFmjxOTYaWlwVOzQ1RnrLQiw1HLhEIaUhoT7ZjWlD1JIDZARBgTVWBh9hjFjC6NOFMND13iGfUaVXbBKhO8XqNsS9YN0Nrj06aZot7SPkkOSSOQMWjHPEtc6IKoM/a6BLqgcgbNlCJ2TMNDcs7ePpHfCkKRPgtSm+pDEkUSoef9GVC9om8SIUqgsx2FtIQ4YOLh6YUiiBC0YZfErE6UIdBogyeRbE00GXUduDeGTjmShkHUzI0HcYxjS8kFRhZk8SoLN0AhLJVj6k+ZSMVKwyj2NP5RN2etFC+OW745XJOpr/Jfn79IGQpcUNxuVoxbx1ac4MSzsi0r7Riqkmn9OHk8YFpNMPEWf7r/NbxqKKVAjEDKaOQW63hMqe+xYEDHdS7Ubc45wKQxmdS4YKnMEXPrmecDKl/g0ZzkBYPYkpLjYFGwKyumQEwBZaEXOBWUXJZt+wPH36uCfHnOUXDiBK8VeYBkMpy/yn7Qm3rTJYg+UqtEZxx3qkSDQWMIdOSxZC+0YFdIAq1aPBNW1vDNack0dOQp49wOeGXUcrUZoILh3HVATasMyUz46qjmBxeH2I3uldeBzng6lVHbfXb8IZVNtFaT6xbtLaOwzdok1q5m1s5Q8c323SV6t0xD9ptIrXJu+JYydUQUSVkmSrOSlllUaHIwYXMvQXHJwO0PdBmGvbhmx/zz1mb+Dxr9aDTiIx/5CB/5yEc4OztDRNje3v5nDZb6rontMeGH3kt66jr+4RH69BR1dEZcrDFExkFouMv9MpEl4fFVybxQ/JeHd5g7TxHghbHmwi0BhUkKJY5GTRipjqWGJJY3yoI9n3rmmLmgwfD57YK5HnPqHlLpnEoPEfMGITUsXQYdlOqU7e52rz5MiZE3uBZPOdYVN3zJlXiBUYFRDEySxXbCwEwpvOkZDynjyUPDUVlwv/AMlGfQaTK/Yo7HYVFE1kpRMt6gYwKd6qhMxYPinLXAuSroNKwwtGi8LojWsBcaMh/JK8202mJHCm41S7Qe4mmpsGiJRBESnpVLtCiGybNSK7Y4Y9glIiOiyXHxVba7Gui3rW/NR6CvQq0wlDqRxDNXNQu1whcB7YRhgIvpA2odQBTrbM14ucvBasJXZo5FFhhVFzQy4sWxEJgy8Y7/6mSFCtCT/dPbL75JxFyEYIRVMWdhxpw7eGXk8WmJqBMUiqAVlam5vUq842JOKQUohabuc7pNYpdLoAwPuNDb2KBxseC56YR31Gdsh143RqOwSWFNh4k5RWr4N8eK54YTVlnOhRlhlaaTRCRjFs+5UlU86edkkpCUUWnDM2dLMuMZdBlG3aZyjleGFcE9ZKfLOQlXWdol5+UFORVWCQu5gpdnUT5HywWCRfQC1AolGiMlQk6rE42xHOUFt2vLPIv4bEWVa1bGEWXAsAWrcjrVEqz0PxOXLL0SpXJS3CHKgLmqWNiMw2zEG2VC8gnnWW9bst90vGPZVwOMWb5lIr+Zrcrm66gua7cBJYJgNhIIEEV6pWCEVnU4AYNjGCODFVyt1jTWE2NBHsG0YyJbzEuhzQwvDSMuCjYatE69ObFyuOTJkqLWNZVpqJ3ixfFDTLrD0E/Y9g0rOWNcw83O0uhDvji7za32Gt8Yn3PqGl7a+gZ7fo5TS+blCcOQk7dniJngFLiNy70R4cheoXYFFZqdasbtlWbYTHlh65SVbVgNTqhshvUOSR+g1jXHRUWnMgRHHkZsdQMyCQySo0WRyYqVHXDillzxDY3Z4X4hnCnNQ+u4dZwxC70ghlzil1XPFmRzrFIiby8HfWu8JXFNQKd7NfWoeruZVXZKqRXDMMKmEja6RJe/y9Qw9kMcMA6JiMZv7DvQfZUpIVQ2Y26HRCVkMqBTijIqktY9K0xDYzKC1uw1K2wQuk0tR11KzWshWYUiMU4t7+wSpyKIChAiOmb9z617QJtRGUl6osubiEPBiCJTikw8gqLTgk09c9BqT9C9AKt62216K7it1zhztAzX67/j5n73xz84EfriF7/In/zJn/DKK6+wXq8ZDoc8/vjj/PAP/zDvfe97vxNj/BcXsjUibo3gXXeIQPb7f0i2WJNJoBDhydWQ7bZgZULfF6/26NtHFhMcOw2cuQ6bPKBJMqFsnuSgGlKmjmbwIg+ylxG1QMuQUgb89QheKTI6RsydJqm02YANXkdG/pg78QxNh7LHTLue2tkqj5EB0uY4abm5LjnwHaNmiEuGiclonSKYBJI4WO4zjCOurQx3VmFzvqh5bvwKi/EKGxu6PJDFASHu8K7lbp9oOM/DwV10mnLqIqdauGf2qNWIXBy5GGojLCi4FZ7gv3uouR1a9tUaqxVr8VTGstSBnAoVLSuTuF9EUGtq3THxLSkGWteCXqGjZ9j4DVW52xSChKhAzJtUoQ7HKSW5Oua53UOORmdMW8u5NXh9zl6bMRidkocBJmpqU3O0fcKF2eXZTnGihFY/zr3ZNV52/xqXRuzWQ2btQ37w7BVKVtQqkQiUym+Un9/s1O11HTvVKQ+zyHsXmuPS8L/fWPCAhoQBbdEq8sw8I1GjaMg3G4MXRRAQpdEkGlq+sv8Cd+2EwC5Kv8711wZck5agBRUDRvXO2UY8eUrsdBm3cTwIDaqFF0eGImZsVSuuNDWPhzVljJgEj3HCdNWyHXNU1Kz0Dm+MM0ox3GwOeN7uc2wtihJiJMaOC3dKIjCKj7Hnx7ioOSxGrHVLkgmammkcoIhkojkzC47zjo5edbk2a2qbscg83iwhCd+YnTLrrrLjLTUeyWDsAclAhiSV442w1o4oO6zQzF3G12cwVuDSkFYZHuSGstthN7yBYcXb4bmbh6QgSm+PIhGisRCFKAmvEoY+mTZGiLHDJUtSjjysyHWLkYCQMF1FSjVthLVq6GgZRosEj6iKyiqyMGQPTaf76sEgRVD3SaZPjELK8C6hO8ciX3C7XXKW53ibQ5UzTgVnmWZRjLlbJhp3hqiOIUtm8gaFWjAUS+eEgTojpDHSjommoXYD7rsdlAzYrXOO84hWLbdreNdqyte2BMuYVwYapweM4oBzOkq/AlfRqsgwTXrtJxSjENiRG8A5nbY8KDwKQcU1h5ln3Jxws4U89WZ84nhUXQNIWqHSpa6Q+lvyIPU2WcxHljIJBgFO854eXxdzXIosTEaja7ZbQ656Y9tSNMPgOTUZV7oF42QYBTi1lqRKFipnKkJQGqdO8arloH2Cr4574HEu8J55RhFaWtWw11jOx0NqlbGyltttoEwWdLfRAUtkIcNrD5xQkDGuhsyU5WJwyqLwNLZipzOUIaM3WhYimkZbIgoribVEDt2QwisWasxQKozQJ1MCkjRoRW9Ra95yx/oD4WkGQQmDkHAYzhL8+7nk3/3xbSdCq9WKX/zFX+Qzn/nMBvT39vit3/otfuiHfoiPfvSjjP4T8R/5bgl9dIoCrncXKB/pJhO2fIuJAw7WliBXsQoaI7w0ChRJ83rhaZUhWLBpyg8fHmBkD5McsnwfX7z6JY4GL1K7cxbG0mjFygQ6ZUlqQ+FGAzWzruFfr4+46tegIie5xZqWaewZR1m44Na84vbZ0+RJU5uMLBkMOXl0DJNsRAUNufRt04hiG0vEc0LgdKh4fmfBRQZKHCuTIZ3wR/snDFIg2RVr17IXO1ptubB7oApWesBKdiiSJ08Fg3gdk3apnGWQzrCcYvFMpGYpOZmOrFKN0ROOhgXWWg7diKhXjBKoZkHQNSIrpsky1AEb2v6EuanIGC6XUICe4XeVjgtdE+2CK6GjQJi1iWm3x9IsiL7EpEQRFUoLXuXkZs7xMNCqhMLTynWyqJm129yqDHN7i2BWIB05DfZy3m2OoY+qUsoQ8jUDlViafRp3k++dr7huc3TK6LTH64aWu5R6jU8Bh0KnjbWAgKhEILIcvcppkbEqOua6pYnP8IW9HeJyzI1Vw65uNjikFdH1dh5dV5LcgJQUE60pxLHVJW7UjjrbYRlKgl0yDnNyH9lnzlZI1GrMN4sZ0ZQEZchjYuIP6HSDSYmFzcmlwHQlV0LOjWaPPBreyGu2vEUbx4VbMQkznAjBaDoS23GXIznH6Xu8MVtwy53TGMip6T29EzaHVyevM4pXsAlstIzp2X0hTYEc9IBKa+auYJ47vryzYpGVrGTAzVa43p2z3Z4w4Zz41pMyXIKMQG3O0BsNlqjokyAjhNh7XOVoourbZdYkdGrolKM0axwBUQqUQ+tEMB7njnGc0aoBJjisskyV8Fgz4PlslxAFoxoGXcXV9CIpa3motlnpPYKO1BR0psPRUrkpV1thnmkWWaLscvLkOHcerxWDOMOmC6bmBVaDE640hkwixkZ8yommZjWqODUZd+0T/PV4h712lytVyU7rWRRLdn0AMrTUPLP0DP2Ik8GUtVJY+jbpICWO7AKTcoqQYZPB0FfKSEKeWiyKTEE0kfcsFtxYLyFkWFXgs4DWGkV/ODQpe9QK+7sKQW/FBz16bgq2W00WYV50nJkV3tzBiCXqNTf0EU/V1+kdumA/Kmzs6DT9PFaOjAV/nt1ABo5Jm7g3zLhS3+KVmXB/pDHiEElcmTtS9Ky5x3nZocIV3n8sXGtyBpKz3wxQssSoAq16pNN2LBg1kbFPiFoxEEWiw9d7rHJHpU+50kwY+DFeNK2yfGUSuNoJWhzHeceXC8OtpqSMjocpEthhli6IuqJRFqMUefJo/ZY1h759+9wk8UYpJIFIRIthf7T3D9jRvvvi206EfuEXfoHPfe5zfN/3fR8f+tCHePrppxmNRqxWK55//nl+//d/n09/+tN8+MMf5uMf//h3csz/4kL0BoOCcCOsMcsLVOqYBtlYC76AqBltnJLPb/FXWwvev/Cc5ApDTvQ5O41lnRWsbSJLI6T7V5zkT3Cqv4wydxHVEZUBpggrLndbLZpn6zlrA2007HcaraCziiSGkddst5ZZu02RChwDiJGkFEYy9EbITbUWpS/PNIIiolViQctf7Z3gJGNtxtQ6EmWARlG7hrVxlHhK2t5klpJTOwUxzFLNhRrjgY4bJD1kJw5RRCpr6bwiphGWc+4aeKNcUisooiWlqyxsIirHUBRdGlLrFSdlyXbdkEvBKM2JRhE0fRVmI838rQurAkoS6wjXqoxl6Tk2BdclYVTDtBvi1xnBLRBd42NO6wIu9uDkpC0JxQqLEkMWW+aZokwebzrasM2A1/t3YbO5woa0JhpU3mORJJGhIXXsVBk6z+lUpNMd2802+90JLmYoFQhcOjFdlsphZRecZzC3Uxamo5QLFsYQbIv1BR3CYSmcGgt6xjgdstv0IPQ89i7mSinOi45RatF6xNzd4/N7D3BxSBkHPFvdQ4pzXDDMlgcchCHzdoBXHQ9Kx2l+jyu+IsY9KrfFXme44gsCiTxpMrGMkqUTYSsMWLoWIzlKdSCJIoxwlFyLGVo5ju058/zPGKWAloRO0KmavS7DuzNeHg/ATzlohuz7itzv0Ngck2Z0lJy5Md+YKr66veS1YcssOdqUMKlm5itu1ReMUk2hTv7mS8Gb+ja9ojeges84n8AkIcegzKaNozRRegD8jp+jcIjuJfuMqlBAgfQJEYmSBTghCowvSk6295gGGKeKQTPHJrgWAvcmr7F0FY2CuSsoZUirO1xwtAj7dQCExIClNlgFZdLMfM5JNmIcLdglL5Z73M2Fq90F15pIbj1FzFHK07JPZRMnhWZuDLPG8gNHa56tVyys5jwPPLkGEwt2hjl/LZaLfNhXlW1gLe0Gf2aYhCHjYFESWeqGJh+RNYmDWnOtOsVQMfSOnaDQIRD0miQOoaXF4rCgE3rjRPbIqmbDCnzrI2oJRA0uqR6Hs8lnlYJx1Ki24KujJznPBa08o2DR9iqPJ43Rl8QOxTYan6BHrHkGweOHd3l9rHnummXphHHwlIwopAZpcJLz1a2HvKC/xNAPmK6fQukWeImT4RmdDnx9dsINf8owOCZxyH5tGIklF8vY9/pC4OnlAwK7/hqJq4CwwvPG5AFzV/ON4QhZFBTi+GaZMddboA4pijfI9AC9eB95vInTJyR7jCFhtf4WXFWiVpF/O8u4V47RYtlvKzqlOSiLf8CO9t0X31Yi9JnPfIbPfe5z/MzP/Ay/8iu/8jf+/dlnn+XHfuzH+PVf/3V++7d/m89+9rN84AMf+Ecf7L/USNf2kfMll9C/PX9G0glNhlYtOYGQWqw644Y/Y3JyixNrOCkTYoQ3rOJ6ZXlND1hpxahLNFo4yjO8URQmIBjsplB86UQMGivCMHp2OstAlUBDSoZjPUOZNbUD6zP2dCIahY2GnIwkPTn1UZiARLNxNFaIsYhApjIinkqfASUpQdIjjNSgAo6IilCIotGWXk9Hb9AVYDdtnYEcgspBPcaou0IvKweXfObXC8hEmG5qu6usozPgpVemFZVhNCwy4ahIGDKePc+4IS3pzdyjpzzrty+oAIZEgelB2dQU4ikSWEkM2wnJX+Miv6DQZ0jesXYLkuoeATo7wCS74XVo1ibSqo4eCPwWvsu30F4UithTkbjEpRiBQsGscyiKDd22v1ffmsYJELWnUh2dXtLkFcO04owcpQwqgdOeNtOsdM5hMWCrq5ibnJdG+9wxK7JYc2ETooYkIql4hReHK2R0xEO7jSFhOOHYae43c94zL5mqDhkfQT0gKssiH/DCcMm8MHSmY2kTW23OwE846Bz3i4qVrRjGAS71+IhKB/LYy00O4oBMBI3Dq4aCFiVT4AajaMmkpjMQjMJED2rOXfcEV2NO7hpCN+VI32RL59wf7PVtOzPiS1cii+wYl7+MsS3HDMnSDm/4Ie+/uE8Za/b82YZ/9/a4NNxIKLQERFlEgQ5QCKDMIyHGgdq8q6nfsK2AUh4lfkPY6WURLxmEExSIIBG86b2opmnBICmGseKpqiIoxVOV5QkPA/kaXx+vyOIWhXjOZcFs9S524zkXWcEoOpIUzF0kqgVGQxkyrsiMpVN4xkBOrQMnboe8q9BO8cbkCgdd4ii+H93NeOfFNkvr2QsLNBfsBTjoGrrWcmJzXh+NKWPGnXXGop3RFpEjqWktHMSCoD0L+xClLMYrdjtL2WkK33KzOuWpqqXRgokwTEImgVwFWq2xZNR9OoNlo/KkzCVEp1fioK/sioIzOsRCqxLGwAzBBctm6aMRzYV1JMZo6bjIHFmImGBYqwtGSVC6n0+aSEZfab3Efr2nO+H/mmUIJWjhZBjY9poKz7gb4WLLvn6FcXzI2inu797jWN1kpRW3Gs0NeR1LzUvuHDFr3nuyT0ZJ3kzJU9ZfVwpE5ZuZrDdj6QknZKdMUqIj8mw35yJTLHWktC3f4+/xuEqMfWJv8Z+Rh0k/T8NtlI6gN+D/R54zPUB6rR1fH5dc5BmguDuYMa2ucJbtUIdATDCy9lt1LL/r49tKhD71qU9x7do1fvmXf/nv/H+/9Eu/xB/90R/xyU9+8v9PhP4RIx3swnMv9l/oSBYbJALiUKRe7wRPxJGxJA+eayhunCsUpzxlAi+Uu9wdGe6PIl/TLYeDY1q9BgWBjECNQcg5JjJBkzApsteueP9FyW5oOc41pdQEMUxUySAtKUgszYAgGUF1uE2i0ucb/ebQW0JCMr2zmQKCWBoZYSTwnpMR/+6aMPIrkqpJMTHXY6ad55kVWKVoreKl0Tkj1QArFnbEQlmCytj2fXk4iALzkCztc81XqBSwatlPYYEr3lBIpCUQ0oJZvM5Ct5ybKUpaaixnrgVrmWcNDwcDPngojL2QEx/pzLwdWCCIFohQWE3mC7LYMYqKQVCUPkenAWV3i0Gzj9XH5MMHLLMlJy7ilSWhCdowaKDollgZkvuMPBpcKMnkEK8MlpZH7ZfNybV3SkooUazpq0lKOVKKZLT9/RdD0J6HeeSxpsXCo65/VA0r1bHMGmrbYtOaXHUM2OJIz9C8TuRxGhdZmxEBzcIazrJz5tZw5AZkLtDYY+6OFwxYsqNfYCljhnLCLC2xqaQ2lrWLvGamKLEMQ+Kdy3PC4JzzPPF6MWZVrCgkBw0Oh5EV3g1ZJM/MW06d5UrnsCFj1gkPioxSNBe2ZaU9OpnemVz1yYdJgUmaU6iaLEEWhaUWXIImK5l5S65WlLHgjUHioFKszIilslxMSjoCIVtis29SuK8zVI5kZpAWnOdX2fZHXGsqym9NgjabgFIgIhsTBkUpLRHXG9AnaB1c+lU6egmDZN98vJd/aklv+54IqCiIUo/y36ALbrYNryZDTy+IlFJjidxabHNWvsJR8Qomv0DhmHLCVjtm2l4jY0QRFOf5KWd6SpVpahcpTCAJvGq2mVCQS40A52ZClV3noKuwLvCF7CmO7ZSr1YCt9R6zrmG/PmQmkYwFaMUwJozsk5aOUZlhW0s7fYVv5ndx+iaDNGSapizsqwR1gtEjSvWQMl1hGgJ31se8e33BVmrp65c9b0nrgIgjomlpCchGFTqjI+CUedS0zE0v+XR5SjoaeGadwYmiVb1/4c1kH7Uyg4LzTCiSME87uBYyadnqzmmMYxiafgwbIdv+GclmBMJhVnBp3uJt16tDC6AiwQSyJIzi6yx0D6DO1CGZqlB6xGnRoFTEMybXc3aDokiKQgxLtyZvs80acHkAusRA9QfN2nSssopIjuCZecDVnJsJV5rAQeexWuNNiZYRWtX954iDOAJ7svm0y5euf5/PM8MTa8tXnaU1wsrBM911/vLL/w9f/dOO7Uq4tRrxr4bbqP/xWdge/6172ndbfFuJ0HPPPccHP/jBv5cVprXmgx/8IJ///Of/UQb374uu6/jN3/xN/uAP/oDFYsEzzzzDhz/8YX7gB37gO3rdf7Ko6zf/rujpjIDIvEf1K4AaR6JJewxTA01PdPQWvBny6nbkcOK5sJ6V82hlER2I+hyoMNTAkpYOg2eQltzoOr53FdAYdByytc4oxBLyjKVYlILTHCRvUSpxViwZeI2KlixZSNBqQ6d6r6OlE5wkbjYZQYY0uiSXmkEcsrf8Xkbh3Zxkh0QNCzPkfzr5Uw7aGQtbE9klOs8fHHgO7ClL05CSRYWGB+Utcm/xeDpzyoQvcCtYkjbMJTDG8HgHF05zgUIp4VZzjpf7tOUUk1rOc8VRccZiJAxSQauGeG0YJ0jHA94ZOwoqTAqbje6yV6Ygql6lGUXZDtDLMXUWmEvHAQ1jSjo1oJQJTdol1tdJWUYlFed4jvOECnvcOJ8gqkPkIVZZnpkvydMJjjO86oUZ3Vt2yEtOkkiFiw6x56woKNaHjNOCkhUdAxQKLXNUds7ro8j2Gq4lwUrghVJzVDxJ5wLiXiaoJTadUqQ1xh3jzHPcG6zYDt/DUi2YZwWTdMFptubCZVSZZSu0ZJzy2nTFgcxxccAPzF/lqn/IoRshacAXpkMW7go7/g2CsRy5goLIdr0Ae4GzI2qlQBesM0hRc5BuMvAjSJpRtASElXjO8sj11nKnKvj8lmGlNUn1x/2OhEPoyBlywa34F1w2R/oqAn16KJDre7T2Cmu3Jm8V3ip82marazhzkef2TomDP2PMl9jpMob1VQ7zCSeuojEnfGXiuFmFR+VBfakYfFkLElDSi+4lMWjVSyFogaR7vNDlwVkreizQZkMzmzdMEiTZaE7p1HvAbbQULlWqAUo6Gim5WXfkLLjZVcxCQ4bFSeKgabgeKpL1rOyMLmY49w0GyyGdUZy4vn1Vu5ZKR3zsmJsL1vmCxij+mvexG08JKjJX16iGQ4pBIElgv95iu5kwaMZcqxRBLLMusR+WWOmTcaUEKx07QdH6jNeuvsp5dsrro3u4dIqRHdpwnVydMwkRy33eUR2x3x7xzoVl20fGvbseQuBNDmdBUmrDslM0CGutKFNCyFhu7mW5uZ/q8iDT46sJRmi00JqeOaj0m+cchyILipjXFCEHnbHtlwyQTXLaJz2CfjMfoU+GOgK17bXDsqBIJEQZ1uaCTEYMZUylT0jxhFZNWBlPphRBIkhfyYpsMGVEwsZio39n3qzSyLfsyULf7rufCZ121K6mVh2zZNjpDJOYSAqSCURyOteQdIfEEi4b5rr+ls8U1CaJc0nwyjHqpuASycCsqxmfRm5VGRrhsKi4eFBz8L/do/1f/xuYffcnQ99WInR4eMidO3e+rQ+8c+cOn/jEJ/6jBvX3xa/+6q/yx3/8x/zUT/0Ut2/f5hOf+AQ/93M/x+/8zu/wvve97zt67X+KUI3/lm/0L6dWCnTaVIf6frGXXUxyWFG0xvRl7SzjJAcbPUOTODcLNA4xL4NeESQn6hWZWmMIZPF1ngprhqHkmbrDuY5ByLiyvMJZdgUjNYM058HQcW8YyaXmc3KXW4ublN2IToNX5+w1OWs95swGbBoRJGOQEsNOMfO9RaKnpPSGd59uMc9LHtfXGKp7LKZ/yr7PEbNiO4COCbpr/M8PViRKXBwSVWRpO/7t9jH4G5S+X/puLYacWs1WOMGohpqCLQwT39dCHAGHY9i9wHGX8XBkOTWnPNxK1Nn7MGFMGcYgnooFK13TMcdKRicWHU/RboVSPf4jAi2OJdvU0lKljrVqGCThvvHYLJGFFhdrJkGR+4JvqKcYLuCZB5rv8wms8ISf09hAozLGoeN2WGM3bfrsEeYELtdyZEO9VoLoyCg21BI4yWum8QELp7ife2pzwq5fcKeB93n3yJ97bRzTOOPgQghs8zB/B3fHz/OY/wueqO9xkh/SOM8X7Zzz3PN4/YD7EnijnPLqIFCoJa9lFa/KCV3xGlY6TiRww7fsJqiyDqsiJMVOMChZ4k3NxSCS0oAXdGA9WVObDmVWrLI9li6QJU+nAiZZNC1BG/5s1GGTYhQ1VuAumttreHLlaI2nMpGF86zNknGEUago1F+yssKRTGvzoAEAACAASURBVNlOa7JN1chgKdSa48JijeDaKdtqzkv732RUPSSEq3xtlnE6/SbP1F/mTuM4WO9wVLS85FfMZznJ1Pz1tkeZxP/wAKYqQ2Jf3lFK0FpIot98YLrHc2klXPL0M3otrP7B9tub1n3C1rM9R4jkoDpQ/aHnMvvpq02b5UBApSH33W2SGAq+zFAatFbs1Z51/gJXasukq7lm5jTB87J9gvPykG13RG1qWlOiSJRxzYPCkNSaVf4QrxMGhRfDa/ZJTFIEA5GOVmmQEVNd0qmcaWd533mgU0LJFMcDlO54VLGQI2pb8tLYs7KBF6ZnoHMqtyCxZCFHXK9bhnTsda/zRAOPLWfs++FGVmOTAJJtZl3/ub1RRiLDsYvQJssFhudzzYwcQuR2DGgCrcsRUZSSuNpmvDBqNkmn4h1VSdrMMQSsajhIjnsh53i05MxYrvlEmWAcq74SDDzSehcQdZkIRzJZocXiVcHEO1YEgq6p7QmN/Uuu1kPmZkywHTPf0BjLWdZReA8MWJltZrxOUoGHzvGNYWK7W/Ou+R7y6Fd/UL1cGwThQW6Z2xFLa0nmGGVXxGZAimPKpIhETnJhIgovitdmX+Dm+Q9S+gliDxF7eAkh/xv7zl7XX2/pElHBM/Mt7lQP8S7DphwlkCWPV3PwOdnv/RHd//Jjb5Y+v0vj20qEVqsVw+Hw2/rA4XBIVVX/UYP6u+IrX/kKn/rUp/i1X/s1fvqnfxqAH/3RH+VHfuRH+OhHP8rv/u7vfseu/U8VarHa/O3Su0hvvuojKSBqEgZtT0l2QhW2sMmQtELwDIPw2qjHEiADRJ+DXgAGdIWQE6VAUzNKNVd84kZ3gVWG3GvQgZmsGLeHjFTH0ajBYSkl4rXnqxN4ofTYrmDWlojeoiwAc8LdLGer0byjErxXPD8c8v6FZSgeGyxaHJNUU7YwYMF68mm0/Rqte5osDFlnDaNmiE0JJwXeRKrsFCOWWTvivz2pWKgTkji26ilFZ7ifw8v5FXb8GeNwxpU0o6A3h1VYUMKAxG52SDQnlOL5QCt8zt3CyAgnA4pQ8kzluO7vUcjGaFBij4URj1ctbrMkaxS5aCIHPNaMuYjnVHnNBYFja3i8W2LVhJzIPXfO0wvYaR1OMvZSxKWaGRHTrsGsIW6e8pu+jpuFjr9liVK0ktOpWU/Zt4Z75gbHg8SD0YJZGFNHhXVzdheJnrirGERFkTqIUDHiqtSobMWFe5p53jAJikV+wQ+fecrwKg+KRJUlorlPzLdo5YxgljyW7iJpyZXWk6E40QokIxMoY4WLEdpD2ianUTMqlbOwiYl7yInbwklNKReMRNOmKVoGBEb8xdacUZcTNARtGPuS623vOL4bM9alZkzGILWM0xBYsXYdJ+aM8/yU6D2l38bpnOPMshWPGcdTdsOKaVDodEqQFUM1ZyAjVrmnWJ/gdOK/XwjpTDPkDnvdlKg6iui5ZxreuVKUqaO1K+4Oxrw8LPmeZW/qq6QHtKtg+uRGARsmU2RD6b5s3dHT6dVm99XJoNSUoDVJWZLkKBo0Di0zlFpwWd261PcUBa26Sq3fy0RZOjPkTN3mS4MvcCv9Id3wm7SupvA57zwreHGmaRkxLy9Y6DF/fuUVLvSQO9WYG3XOawNhlixr2xBlhVJQpDktJR29M7okC1r1bb9YQBoSVWCYVjizYpwiSQ3QIiBFTy3FE03guLjH/71veWG6onE1EBEVEDJsjFyvK0p1zNWuYr/d5oofbJKgSw+xy7f/LRurmF5NnSUNGV9ylt+9CfdGF8xCYs8L33cM37+aUWIYCnhlmEXhPQtDZ4Q8KtwmGe2nW0CALDVcrR+SNYJ3azQtJ5Iz0gfIZiYJiYaOmkArik4NWeoS1VW850xThJq1Ed4YHdHYhiK7z056Ec+A2u5g45jH645O5ZR+zdeLY4o4xkjDuRowlydxEjnd+iZfnmXEZMhjyyy9zL+5WLATz3C+4FwXHNo9HmQHVPmCImaMwxY3qw5bOQoxjDsLZs6rGfz5bsZeW5BUx/9x8H9yUNdcaTL225wkLY+tS2YcYOhbj5AoaPkvju8y8yt0sjwsHnJ1PeRsMOXMZT2+LVi22halD9HHoF6+izz12H/Y5vf/UXxbiVBK6R8klpjSd05u+w//8A9xzvHjP/7jj76X5zkf+tCH+NjHPsbR0RFXrvxzVjT4m6GXfWL5yMF6sxg+MnRUINrj5AItHQtT0eUNMWyjY05TJCZhyXuWK7yOfHXc8eL0FSBgEYaywFLREBmnjGFwTEPFINZ4rSiMpmgzar1k1mliF2it5jDLODUFS71DY4ZoPUA7GJVLhu2EmVzheue5ttzh/2XvTX4ly+47v88Z7hjjG/NlZmXWPLBcRZZEit12W1r0osGW0PCiN175X/CS8F8gQNBCC6+0lLyyAAkCCBhoN2xLDbkpCjKHqiZZrCEr55dvjOmOZ/h5ceNlZrEkNIEGxQF9EgnEuxHx4rwb957zG77Do0L4YQkv1wlHIcEQSOIA0kYcWEfEoWWBzy6HsnJ5h4P1W6S+pEs80T/GWUfipwRzFRRGZv2EA1fg/QE9GRFPbyzrIkDi2fgp2aZjD73NKg3gEC0E1ZFIwrQ3HOme/WKJcxYtG3SYMAqOzu5SxxrtI1Z7omRAQoojEIgqIWIoxeNpCbpAJR3joGk03PAdPlmxpufHo55JO+ZWaziIw/eWEZmGwTl6EEFRT6n6coXO5osB0FVQpJQg1tOqSF2scDqhYYdlek4mC0bRoKSk1x21bsniIICnhxQWr3JERcQsBwyVzjm1+8zo8FH42qrk0/IxL7SWLmnRUvIg9GRKeFt+SC41p9pS5R7tBaNSNlnFraoEFK31KN3xOxeRRkXWJuMno47L0rPTC0dtxkQCJEtymzDub+GUsEye8KDYYKLBxuusEssnBXypLokqsjGRjXWMo+ZJ0pOSk4aELnF4LAv9KtdCi2ONiS1P1BgbR7TcJ4lrDrxnYwNlELIopG3Jka8Yu4SoDdNuRMoRsjVbGW0E4zQ/mkUMPY9Kw/enPf/xsGfsr/NSI5igh0QjjDCSAh3oS4gtMdkyl9hutlv1YyUDblrFfTpmoLqhbaNLxFi8qtmoklyXZKEhiYKSEUIgD0uKHm73F+x0B4xGC47Hc+4Xb/PB9EN+Z/MhN7qEzsKsH/HVRzc5yzRJrnmSC71ZE3zHUd+w18/QxrHvhbtly7nxxJARtWBwWAnoCEEP7Cwdd7EyZbcbkcbARdajTI03jzgvLphvjtBBoVRPbSKPMuHv9hw/nPZ0iQcpUcpx1YjadxsOfMDIjGvViBeqbGCAPTcGmPxPyRRsj4tRaDpKk/Bq03KoA292a242l8z7AmFEIqDI0TJ4duVoMv/873/2SAukOuFtdjiRFY1LKcmGgt42/YkoolLEUGCJNLrgo8mcRbLLwWbC792fkgVPFluqVPP+te/w6f6PeVw2VLrB+8h/0yrO84Zx8LzTF8yMYxm/RLZ5E2HKbjJi3u+zSP85P549pMs7NA2i5twffQC6YKNSjCTM+oxrm0NWFlzu2W0Vr62EQhwOTTSaz/IR//5wlzuzwZPPEkhCgZaSUiqy9IJrVU7BBMGzsZdE7dFxhPicV+R9jroGFafUXcG0/Re8WS25P2kJyvDCaspUOrBDk9F+98e4X4dACOCv/uqvODs7+8++7oMPPvgvmtB/bvzoRz/i5Zdf/kKF6stf/jIiwo9+9KNfu0Ao7s3gydlzBVB4Di07gEO3VM67ScLdUaCz92nUKbfbEafmDbR5hJaOVXrC23XgvAycZ8JUjjH0BMZMxLMXTtmNCRstvBTAirCwgZA3LG1LrHKSMGbetbxAz2PzKi411BSIvoECKtVwK77CWo3R7T6vtxuu9RtMhCKm7PVDH33w6qkJWCrJaG3Fp6OaJB0A0s62PJl/l4gl8YbrixlasgFpujUAFCxBOUxIiUQC0GrHaaFpdY+2Pa0x1C4w6WuspNgtpBGBqAJB9QiakURm4ZzOJ4jK0SFHqRYjnihDj96LQssW4MyV3/XQt49ookopgibvI8rArrdcJDDpIpOomXUZncAkajK5yvcHPRKUB2W/EPHI5xpizzHItkeCEpzqB4isqvDa4/SYpbEEaygCJDKoxj6Tl9tagkrESBgCxJhTK7i0kUfFBQ905BGv8y90xX6nOcnXvLOCT8YnHIYL9qRibGpsFJSNODG0KnLoPKlpWYx6IprWeEwckcaMKmsJOvJaXfA3tuCdKrDnNL2a8K+7XS7Z44Npykl6yYFTVFZzkdU4uUT5dzktRhz5QCWRqD1RKdIodHoAe0YRRAJGxozbQzZxlxWePbUhj8d4/z7zjSYzJ0M72GqcDiQSmTVjRv0ErRS5S0h5ZnZrt5YvNzq4Ezo+nkDU6WB4WxT8b7dn/A/3x7y5bkhCieiCGCoUKUYK2AJ5k6e42oFGf2VdQISoClqTYvQg3umB2oy51BOqPMPSMvUdvZrxUvWYJEZEZ1ipyLmDDxnX6jmPS09tNFNZc1ZqdlxPETVGSko/4iUPuQ/s9hoTNft9Q8CjVc9eaPlwNKEIno+VIUtqVlYx8o5GrwkmssKQhBmegkjkUSm8Xo0o5Bqb5B5lmGD0OQ/KS27WYxojfDoS7haBsfSUcUInFuiJyqDEYXCksiELgbF3XOsVvXGkAQzZ0yv2CkP1rHLzrDKUxgJ0zVwuuA1kdUURempzneuywLBBMUMTMLDVWf4HV9zhLtsm/ymWI2ZcENEkA7B926ob5pHi9UBiP8sneG0Z+5xDd0RUHTGJ0GWMww5aBy4yQ7JNpMbqkpGk2GBIxDELkXN3g+vVLgvTQrjBl1YHnJYpfZiQy4QYNL1JELXi1OyjzbCWFUFYW00YVew3+8SY8WLjSEPDxlTs+IyHmeI/HChGsSHzCZ31WFkTpeBktCZNInW/w9R5vHUoETQWG1O8qdHqlD6vmPTjLesXds0JBTlv1tv9SdeobbKFiphHxzjnIfnlteH4mWf2rW99i29961s/02t/nlYbp6enXLt27QvHDw4GQaeTk5Of22f/oob78lvoDx+gQ8dPn1kRcErhlOBF8ZORxiUbLjPLnbLnr/MVRbfmdpvysLSIVuTRMHcd5/ngb+XYBSI+GpAaKx0lkUYr6lRoDDxJ4dWN8GDa4KxnbgJWMl7vIz9kwjrZoZMJUKLE4mWOUg6tLZU5Yqdbc5KmW47TGkfA41iZnkXWc24t3z0446xcYMyMr7cLXohrgoCOkWlncFaRuBF9skFHQzCDM73EiJeOBE0O/LiMLPNzsJesETI/5s3VEsdQZnd0qCsm2xBKUduGy8QT9CmiHzNpv46SlONkQuHvM4qRzCmiKShdSyKRFQWZGkDqPZGaKXm05NIwdj3HGgiBxkCqCqYBrrsBKHuiwIhiHqCUSNQOdMTK0LYK8Bx19SrsvQJobsMiZfBoGhVxtDgcSdjHGs1x8ogBQnvARXrBvDvlZtcwjjlcYVcYaL+KjiyuudD7fFCMeLDzA9apcM+8xlon/K+3hf/pUcu15pLOOg7aU/7N45yzuWNReKzy3O4VG52QO8W7VU8Rh6z5CsRsnEXHHKGjlJbCGb66VExiDkQOqzHGp4yM8NApigh3SoWRBV6vQXkUE1S4wdJ6bvU7bGxk3+U8Sjtq6xBRON2jZcZhu8vbq2tMneU8g7NsTGMSxmrBfxdOKfs9FFNsLOhiQ6JTpt0hlnQgB/DMWuBKBmLwZov89nkAc8m5nfNx+jKNDqQWvjd+jUn/mJmyTLwgKuVKu1hQJIOmxLN7WD39YlmYKY+KXXJg7MdMwwpnFJdmxvcmN1GJZxRqdn1H6S2dHgI7YKsKXpPJAzpfUpmCTbrhtKjZ7YTFqKdY5hTtLoWUiFIchoZxHQgSSaLFiKYg0ETHtL/gPIcvNRWJT7mfzzlLNSN1ymeF4rO85DTdpZIUJYMvX+4nOKM4LSbMXEMwgiNyYg33x/D9eUqjFSMvzH1kmZVEFEqWoDzWr8A8YTFesbfJqYrIBSXj9ZTnlIC40u15PiG4Op9GDF3McdJx1KXk6pyIplFDMLUXOmqT4oNmLOG5MPfzVTokRWnH841oi2FowAXCNgDaChps3xxYK01rwCtDLkPrsE8UPSW9OMqYkAdLKlCTgvY4HLu+Zu5KOhXIJGDthNY6lC7ocJReszEVSlkQRRITOjOA9EUJQVIyeqykeB1pkhbv14hPudE0PMoiv9EOFh5RG1rTU0jgsMugTynDnHUKI9UiKiELhk4bnPEo8VhJiGy1pjTYmINkiGqJxpAgDI3fZDhfqgfdAVsPv7ZH9Q75VQ+E/uRP/uTnPY+febRtS5IkXzh+ZfTadd0/9ZR+7kMd7tLevEF6787wM/CUM6SGZaJT8FgLy9RyWSR8PEnwOmWRtmh1DP0uIzeiSSyJrFnbIYvwFFg6goyx0vMwfB0nDan+PymNZxYcjYZ5hIscZh7QjiKCCY6xcVz3wn07JWpAFiRywDI13FzVrKxQK83K7TGJPR/Mj/jbyYb3VjW5X3N31nN/VHNafMbF+JRZaBmFnL8sX+Tfnv6E667H68B5Ecj1E6b1jGTQ6CVpdqmU53R2h6x4QPAls1ByPlE8mXmKOAjxreIZPTkrIiuzoC4agiT0OmXqZ/jugEq1nAfLaXyRh7nhgPuM3BHLTPjB7BZHneegatBqw7+8fMQk5CSSUUZPQBijKNSTbYY/VKpebCNBCW+2DJkRA0YEFLdx201xkEJTyiAYRA2L7/MM/WEEAp524J8MCAaVYpSloaK3K2plqYoVvUqYxynRG5xvWBK5sWk5aAchSokaJBJjiYTrRHNO0BfMxPLvDo85H93AyY0Bw6I6HicV354d87tnHaUTvlLdpEsrctsRU0VjQGvhtbbnhQoygd6AjoPFhcLQpBErDZkftpTztMMwovCOeTthrylR3tIrx2+FJT+c5hznjs5eMJZIR47TSyLCnYll1RzxQn+NtXbcL5a0JtCpFqcFHce8uJ6gxXGRefZ6g1OaZVJSJTNECkzs0FGTiWUcdjEyIdlWHp5tr/o50KjiylQlIeP1dcH7NyyrJEXrhrXscJJGPspf5iXVEwRKt6GMF3hrh3ZK3OL51GB6oFCgNB7Fd+avsLBTpn2BVRkTr7g7TvhP0xyvPTux5Fqbc9ifoxgYWGor3zfIOihQa5ykHOfH3Cu/TWs0d5MxL6069tYvk7sdFBYtYERTAkosWhQpOQowLmOC4qj3wIyI4u2l4iRbcTaK7LWGuBM5TSxBr9DRgMzpVEoQzXEyBXFoucGjdJ+7OxbMKYlELPCTiR0YUGQgNUiBVefc4B47ssYlHQ+ywNyVpC5S2QWlTzCM0aQ8VYJ+GqQ8E6xZ60Cl4cAnVCEn2BSNw0ik9I5SRky8x/gwBLeDRPznaqwStypE4gejVq7uZ+gGdCEJgidit1XhoKAhkKqesW+5U4xpjaabRo76MVmIVHlKFU+2NeSIwxFESCOc5CvWdtBEmkWP0pck/kXqRDDe4tVwzZneMuunPCkusT7Fakc0DvAEpUE5TEwZ+chRZSA6OiI3O02nNEUEkcDIG6I2HIljlUTmvuGoL6hShY3gtBCoSGQPI+C0I+gB52W9otM9mZ8QsZiYbr+PyFYy9Op2Ab1N2mJ8BuP4JR0/UyD09a9//ec9j5955HmOc+4Lx68CoKuA6NdpyKggfeWIeO/ONit5lqkMS8EA2F0Unt4G7pcdMf2Yg3DKbb/mzEx4VFxnx+0w7iI/mAlP0hREs+JVxvKERIQ6vIGXlzkTCEpzNv4rjlohDzl9siZNF+Qbnrq/5yrwpe5TPMKOuckqDag44G/O08iH45LbjcKEjAPdcN/CT0YdSzvl4z3FOrWIXpKihvqQ7um4gTaeuXxKXSpcL5gIulc8ngqr8SckETIPeTjjwjgeT0DhKZuOD03PB9MxrVWY0HOjhXGAn+w1dOkxynS0oqhUSa1e48y8QcsOXnc0esyF3UcFRU3Ju03OQZXhlbAygSN/zs3+HnM2JCoSZQ1KYZXaCkiC0oP0PNEPumxXa7W6csEeKNE+Do8bLdSAQTMnckVivfpyByC8cGHWXKZLEMvclbRqcLkuMEBGY0cEW4FdMw6aa27FfHXAxGUohAkZeVSoeIWyMHid8Wk54dPJK5ynU2Y+5ZU6clY+BD3Fi6BlQtQ7TN0JJ2nPXohkcZfEJxysM5rUc1ZeEswgwYkaWE9GQVRD6+dSG5bFirNCk/mUGC3ntmC/bfGSMelz0qBIY8aYhFnVcatd8Nl8xUuc4r2mUxPumjE9u6AUZ6NjFmlFJgWN7ol6izoWRYyCpeNxviaPYxIzIguOkLQcVp4mvMDtbrmF3w7Vn2fb6XPodAZc3vMBqcYQ6Zn2GVnomYWKcz2i1gl3Jh1Hbk6uRgTxTI3B9xVZnGBZo2gwCrwe3LxVSJAIlZ6ytgU5Pf/fnuai6NE0dOYSE1+FmLDf59hg6WXEreoYFS1RVduWqkEJ1BbuZJpPinM2FsYhIfc5826HarQBfcJB/SIAuR8Tnmp+Pat+Jds6iX26NQhC5HpnGGtPmcAnvcVIBTpD1Jp1AsHscJwXeJWzIWO/GXM2WvBp6fl0MmUearyGRhucmkJMUSoFaZnHNUpGKHU2qAFljichcNRYlskaS0PuR8CLfGHLUvGpnMAyFZKgmErCG9WGj4qUPvXcah4wdiWaYluF0k9FFtVzTbbhrx04ZEFSjOq2UGh4qDZscE8JFxahR7MBzkzPed4xo6DRG1bpKSfpq0xkxrKuOeocQssiMVxkL2HdCWMe00VDGi1lDGQ0HDWaVBlIjrk/XlPUryAm8P5OzfXuGo22HLRggidRipfqMdrk3B05zhJFKvBia3n7fM5KH+GBeVew33YUumWle3b7wNcuE96fWa51Do1jGnIiwoPJLkY1eLOgTxyXuWLajUAZohKapMaGCbZ6lzq9h5EZSXOdTuYkPGe6esVqVIOHgIhCf/dT4m+8BqNfTgXqX95a1T8yDg4O/sH21+npKcCvHT4IAKVQr7+A+tsMmm6bFamrpxgkERtuu4qkrshUR6U+pFMJiWnYkVOW9pzH6TXuFDucmV0UGcSSSGAle+i4h4kJRjQ6aJb6y1Q+0umGHX2XaMYcBKiSBWUHA1NYKKXldf8jbL/gA3mTh8keLSlONzwsZpzlGhMcwSSDHQSClhW12YBWaDI6NMgIoieaE4iar1UbxmHbDNLQpEKqFbmDqCJ1KujOsCqgCEBUnI8jd7RlFiKp6WkYsTAjSr+mS3vqZIToiJWOSzPlib61hVkpFmaXlSkQ0STacNONuL4xKNHMguGG33BWCNe8YMJgbDIo0A9iesOGGhDAisGr57LMLY5ra4Y9mDsa8GiiWDKEiOeRUryCPK08XLlpVKZlYRuSXuOTwIO0Zt9NGCN0BFoik86SaE/sPWUYURvPJj/jmrtGKUMVgGi3DJ7hpNY2Y50rdlxD1DmX6YQyvIOXCcQaUATJMLLESsl5mrNXNxgJtBiiiiQhIQmWKu15bKBR8EoFC13yOC1B9VwUa0YiZDFwkQpF6IjeMennTF1KozsmYR9Dvg07Wqxd8F71hH83ytiYweD1ID7ggdoBmQEOp1d45QcZA7FITEACouFJFjjsU2rT4DAc5w1BdyjVs1AphvIpGXtAX8VtGyvAUyQVPGvLbE/b9j02QBlSehoWZg9Pz2HreVRcsNfN2VUFtYokTChCQ9QJVpqhtSOgfEqIKUTDZZJwajWdbXgw/oQiGl713yaVYy7JuJR3eZz+K4yMeGFjuVPus1fDa6K38x6kS88MPJhpJn6PbtPTFRrvV+zWl6Rk1GlNrAMGy5M04yzNmTjHUVfxxRr7dunZVpssKXlQjJTBSaCINX0w1DogJCz0ih1X0NEjNqUZ5XxSGh4Xisrs0Os5SWzptcKTULgx3tQE3WNiSqtu0UpFwh0wlkW+4cmoZ21nZJcjRgqQFbD7hTle6RmmASoNMwwmXPKiv6Q3QmVK7o92uVlZyq2behQw6nkO5tO7FdBIFHrJqBH+Nm3IzJJ5n1MpodJLjI1UCi5Sg0siJ1nLJ2bD1Ac2JuOkaHmoFRfTJ3yiLzB+hwulmPIAp/ZZmhd5o/mI691DDpevUWcD5X/e7LA0X2PWf5lRTDjLz7Gqwrolb7R7/OZ5ykius9NVXOsqCrmO0rtDCwqQqPju7IjTzJC6wFgMC72D7p6Q6Q2CY6fr+OfHgdf6W1TGUumSNKYcJ4/4+wPDxt7g5e6cxfx9DmtF2RzSqzEL42hmoC7+F16qznmxu4cyFhNWW8Th0Cx0umBte5A1Yz9oPKX/93+C//cO3e+9h7z9wtXG9UszfuUCobfeeos//dM/fep8fzW+//3vP33+13HI3hz/zhtkf/f+548TUdRY/ZARPS84z05l+bBQrNKADj1a9yh9imbDffkK+75jYXOidEDPyHcov4+JM0rxKNVwUFum/XvM4inWaCQ5pykrGrug90PWv03EWGqFjzu81B4Q4iEXBs7SDXBOqwwkI4izQfcoLknCBlRGEhMSsYDQK4PyL2PClCwGxuERgiIosKIIV/opzzUGez2Ig2URWqUGMwot2KAhppQS6bXGiAXlSIPQmAJFj4Q5ncmJ7KHJWLFHIJBjKOIg008UooHSb5iHDeOm2lp6WJAedWVXrdhiWNRAmQ4/dZ/r7YSfe3kAem3REvEoIhkb5ejFPQuEGBhhjopgW/KYI8ETc8H5ejATkIaEhKAjva5RSkhEU0ZNEgx6+6HD58at8JtCsLTbQMtpzdy1LFIhkKHiPmIcURTQ05kWp7qtrk9KYyNN0rMol6yTlkUW6PWwmJwVcJ4aPrO7OFKWVrMTM77SnrIxmlYspWqYAH3meGIi1+OEKnWkfcRi20J/1wAAIABJREFU8dRYiUziwGayJKx1ObDjdAeyhDhGk2/bFwISthWehL0uwyWGNkY8PR9Pzmg0vNo8Ylk0hPohp6ojlTEldkvOfjbUc0iUq2sNGFqTyRnROhpSslhj9YRxvOQkdTgLSxlxd7zmWnWLkeRoP4YQgFO8HiqGEgwhGFycc5qn3CsV++0j/tPeFMyCd/1/5IZ8gg6BG4APJzzpX8Tr17k7MmyUcM16bizzrbf4YDmzSi2PkgXRZANhx6VkfoySoQ1YxhSF5l5W8t3ZAVmItIXhtXrB29UCFQdfM54L4oNy23Oi8GR4veJrzT1uSsn75ZS7xYzj5Igu0ZxmKYu8Y5Vs8ErY6zy/e7JAKcO3pzMqu0/qA69uRgRdIvQ8Lu9RZ2PEWDp2iZyyUBaUIvOwzBrWqWXfp9u/9adrdMPjCOx4i0scK1qW4ws2o3OWHHCmD3jhcheLGXSa5Nn9+fl6ECjlERESNYDjE9XzO95iu9toNF6lXJprnKYbatuj1Yo8RkQnXGtTjjy87MeM4m1+tPMEp3aQsItRH3PTfMhenXGRjTkNc35UjLiXzVjueCa+ZNRf5yJ+ma+d3+StpeKgTVBxxiezB/TpY27VPdMwxkRLElOCvkknc7JwjDJnYCN3xpqP5wsccKgUry/cNhO7hokZayVARoqhJXCZlgQMT4zib+av8iQbIxjOynMexJ5/Zu5zuut4mCgIh9za5LzU/+98aZ2SoFE+20aiBlGBtT3kw3HJIrtAYRn1j3lvXZKGBaqrSP6v7+EOJ8jB/B/b6n4h41fMEQS+8Y1v4Jzjz/7sz54e6/ueP//zP+c3f/M3/0Eg9a/F0Jrw218lzsafOzw0Oi5wtqXXljRokjCUHeZ+NaghAyZ6Snomck5rOyyPseoxe/4RN9wDbvm/56j9lB13zmF/wjQ8ZMcJtU7wtiP1JSMHTzQcp8O13xhoURz0Bbvd6wRqEi6ZiFDGgLKP0KofKLJqQ9RnRH2O6Dhs0tESaRAJ5LEnjSNsPEA44sQatHLYwSoMGxS9hl7LU0XekRvE9TYWvIqDx5YXlialouRc9phWB9T+Bjok9DqgpSZGTeo9hcuZOI91OYV4jESUCL24YTEEJn1HHjwughKFjgkq9gDb2s2gF6Nkmw9tWUDq+RU28Dnl2aHbriAOomReCbWCiKPbMloGjcyIo0ajiVpopSNo0MoREDbUrJM1IzqibegUbGzL2q4IpoZosCS0CpwGsXFr8AmKjlGsaTAYBRtrGfR5LDOfo0KCEYUiRdSSD6cNJ/mGD0c9HxXCZ9MN3x9d4zuTm9xNDmhVykqVnOsZT2xJoTZcJgkLM+cnyUtsdEaQhFGEVhU8Nrtskg5FxrQbYUTTUzNUN3Mk9iQ9zKNjJ3ZkCs60BdUCw/X0OSj5NiDa7Qqm0dDrhlXqWOWeh6Vn7p4QzCVJXLPMlpwUGzasWNLS4+hpWXFOS72trzxrQF+htpypEeUgRtbZBYmuudWeMXMdVgkPi3OEjrFPWeQbTF+RqKG1FGO+VZPWiFgayWnUmLUtMb6gbFPW6ju8wP/BbvwIrwK1UZRROOgrJvqvuZd/yKN8gTcO9GA4vLEZvTa0pFyaOX3iWSuHV5bcjbhZN5yVF3hTM252UCjulhMmvmfmPfttx71shvEWFYZ+UeTq/3AmhppYhncp66SiiDUr3SBmzWFfkceaziy4O3nESb6mUYZA5N36nDfrinfWK/7ne3f5t48f8s468N66Ze6XvFKv+O3Tfd65nHFYTUjCDr0/3GqTRTZpZL8REmnZaEWk3H7fz+NNnqG4LIojpzC24+5sRUdOwwHz3vJC8Nu1kmey3QzIL9n+DtleSlqHAeyre5SCQrZvURplAhMSxs5ShJI8lByPAiYqdoKn1jk/3knQ6oJb7ZpF8iEPsmMS+0Og48fldaZywnvhb+nsCq0Kgso5zzZEe8phn7HbRY7qAhM8Y2d5a/Eyh9WIjBWRYa2b+osBuK0CogqUyqg1fH9u2XWOG33gPI88yJOhYqigI6dlF4xiTUJl9ugxBO15WBqcOhjK1aohUlKZa3xUTLkwEyZUvL321Ix4f++YRdKhJB/MjnWLiCHIlNPskFX2mCK0JKEAPeI86WiNpTHQrBu6O8c/+773TzR+5SpCX/nKV/jGN77BH/7hH3J6esrt27f5i7/4Cx49esTv//7v/6Kn9/MdeUb7P/4eyd/8Pfp8iSCIhvXpZ9SJIg8W0ZHCJ0w3OXX5CGM6LnWG0g1BaeaccR5v0mtB0zJyM9IQ2fWPeedyzUX+AidZZGVG7OgTjDkHGkbUGH9Jm0Kth426i4qZKwgk7MdII1CpYcMYaQHv8eqUJBpsXFJR4FRHph5z2LxOGiZ0acuu7zmqDd/Z7amSlpK71PYu54ZBQyZYLpICSVcInlljyXuFj4GdDbgCKpsyX03IlCaMYW1uIzLhUs2IXYF3JUW4R1QJlYw47DMOZc2DbM7KGA42SxZpyqqw6KCYNE/wWrPfKbLekyIkztLpEhMnBLMhiW4b3FxFPM9SaYGnFaDtQ1QcApJLkxLpMWgqiWyURQhMIpxvFYcFcHHwMdOxYFzXnBYrOtux02ZEgS6pCUUDLiGPkZlL0UqoEof3OYduwloKUIEMR662M7OCipFRWHLUNzwoci6sZa+p8Sbyeu35cCRsjCbzPXOnOE8V76eBaQwU7j7r0YiH6RinDXnMqWRKLku00jhlcUp4Yq7hh5CP7yWv8m7/CeA5MyXnqiCjY9xGovUkTpORoBgqYrnf5Wbt+aiqeaASHifXcEqz0wccQmUiqH4A3W63MaUgY2CQDd5TmonPgI4mf8zEH1NzzEVsSKJi1uZIhIaI047OQmU6tFkxEstOP2bsCobGmUNUh/UjmuSMRDxKeXJZg7mHUxOapOKHU0elar7aH3Gk00EE1EZsYNsajogB7SxGCiQWtDpwWpyzGS3Zw9PrgVllAxQRPIHOPqTJv42X36JXr5Klho8mL7PJDpj5gNeaC07pjWCdYOyInfARR1WHkynlZk5OhiCUwXOSFhTB02lLHsKgRsHTOJ4rCwshbKuTkYkyoDw9QiYBNXCyUKbmvHxE0ucEtUc0lgPn0USO04KX2ob9vuPSNqSh5r3lirfWcJJmtGaCaM04jPgP+YsYc0pBza5c8NgqRmqfGOeoMCNsaRKfE1P8qaEwEPZQfg/TjEntDjpoehnMUJ9m/ltA2/P5ytM/Xa5u5S8iiIbUR2HiCK8izjhaJVhVsbE30XGfHkOXnHGWpHjdkMkaSyCGhGvqhN2wYhlhJ0KKeRqIOQW5CLM+JQ0avX0284E0mKcVYrWt0qHASLutioLf4hCzKHglaCK99rjtKqRJSBQElRCspo0FTnoE4ZMywWkDjFEyMOE0D7jUI4KyiKTcImFjDUWElY1cUxFR22tad0QldLpFR09QCRq15ZppWiw9GRdpxtm9hi99qWc8Sf/R7/GfevzKBUIAf/AHf8Af/dEf8Zd/+Zcsl0vefPNN/viP/5ivfvWrv+ip/fzH3hz3b/7lUy2d0HV8/JffI13W7PrA2GcYUq7VOX+bFzxIHxDtioScyuRUCDM5p1Z72NgyCefs+g2ptGSSYMNdrvmCUl2SKuFgU5CZnlCesrFrxgEOugGAPOkHfR8bIQ+XVNzg1PS8ECzW3Oe99jE33Zq72SHndoqPmoVekzlh33zEyF2nCTW9vMFfH4yo00ckPGJF4P3kJb6bv4tTGalcUNLxuvuY36hXlLkjCbAxCa0rubAFZ+o1KBLm1S5q+SK3JacIht4Eir7nt5Y32fdHdDFBS0GrK4IJnHDMwlySh54UoVOGIwkUAoqPOeV1duMcIcFGS1S7rI2mDDuIOiWVNVHDoNccnm4mQkqIBagMLR4TLxANbbSUYuiNwktPgiERT1SehRJyBRMJFBi0VogkiMooOeBGU3KeP+DB7n2spOTekmpDkIbeB5wW2hjp4w6E91hmBZPQMpYL7POr/XbTM1p4tf6M21WHCx098O9vPMKqUw7UZxTmMTMJvNPuM3ZnTOyCc9ujzJr3098mV+tBIFGXLNUhb4fvoURIJfKpvUGlDKIi47Dhbjpmba5zyy0Zh8C+WlArzcOiIw/HTNvxFmMwTDQh5Xq9x79+NOLaziWz2YKfjMcINWtl6E2Op90GFzA4sV1wVkTyOGBnjqoDJCgO2wXanCP6CaukJikcKs4YjxR59MSQMBLDaZ6zKpcU9Oy1BU1yzrXNaAhidEDMoPrkTGSTnzH1E+6MWhrdQ5yAhsqecZ4Kndpl5h25eJwKJCagtDz1BzM60IUMFXMWZYVLhdyPOUmnjNMVpfTMvKJGuMwMhaw5DMc8HP01l32Fiq9Q8iqZtNRJCpJTW8NCLkgkkoYTRv4un42E622KUykiEY3ijeqSpU05z1JsEP7Z5Tlbm7OnIGLZBhsGta0MRaLA2CuaVHO962mM4TuzIZEIBHzSby+xjkYWZNGRR0/iA05rjAj//eU9Sj9HVOCa62nUEmcEZwO5VAh7LFVDIpZ91dDbSOavlI0H/M72EgaGAO2pxcX2SCIJL55+HZ0EMhe4SBRLoykc5PC5ftgXgqD4+QMKCFsKpyYQg0GMojKDOrWLc25sJnwyX6BljxcqQ+5bWl1yP9MsbM5Iah7HPd5waybmlNTDXCXsOI/THaVcUMuEjil1viaPtymCJhBJQwSlqU3LfpchahC19FZD1GhJULIB1TIKwm4fOUv1IL8hwkE3yAT0W66plhTjNIkVqqTjSVpwmeRcptAbw1AHH05CIzfYUR/SSoLSkYeZYbeFLGSYMOXM5kykJQmGiEbTMncXHBdTvPJ41ZCHNbkrCSqyMZq/m+7ykcu4vFvxr975r4HQf9HIsoxvfvObfPOb3/xFT+UXM5R66t0SFCzGOV1wrIIjl4pp3VKrPdZJwv8zfovrcp+5XHKh5/TRUKiaIAatWgwJRiLWpzi7QkzDyo44zyCPkWU2JZWWF/SaF5ox07BhgAoL877AhgwU7LYPmLjhOaWX3OIeIxky21vxmLWBzsBlorm2OuAHE8tn++9T6QPg+zhu4lSC15eUnLJhArKPll06NaNjwwc28pb9AVEiy2SXj+0RjyYFF3qGibDXzvlK2OW9xS6lBEahRiM8yTry4Ei9JosOJQklI1pboZPATuhIgRTYFY/Z1sidb3Aqo0l2iUqhVGDcXTINLYmOiMyHcrlebjcQ87QHplQgMWuEDSLZU7PHKQEkEqJsy9wwRrhgMDA11BwDN/qOImZk8cousuTUZrjY0KoNVVZzqx6xs5mhtaWQFELFKHHQT5h3Pbs+MIqDfUFK99N8/KEK4A9JY46OKV7tkLsph6s9gqTcTu9yo+856I5RSnOpYKoa8hDY8RecpnO8WrNRMzo14tvmbZIIveyi9AKhxMZzAhZLoFPwabrD1AlW9RgdaAVeUp5Vekka9kjFbDWvhWhqjFryG1XL6+EO95uH/DC/znky59gd8MNiiuh62yarQLU00WJlShENjT5HCbxaaxK1x53xBWtlKGj5KJ3RTqa8tTAYG7mfGC6TwOnogokvuTQFR92SzfRDbnYv0upIGgWrG47LM/5u54y75SXH5iUW+pCgRigmqJggvuT2xpJwSo5HxUhnLAmCVqAdJHQkumJMZMf3rCRgZJfLZJ/PwpLIJbHQjGIk6TUj78iJHPkNXv8duWyI9kWCrFiRD4GIMmgZ0WjPrhOIh/gafLvmzLZMXE4OjILndy4e0pqENHoSSYh2CyXhWedIwRZfN7Aag0Da7bGeRtYa7mY7fJq9Q8SiYoboAuUDqSjgkOO04MurB+yHNQed5kbXDBICeISMgnO0ipRxn3PTEOm41AnRFrzedNzsAjPvqbIFIz95ag0zBGqyDYCuOJZXWCGhEwX9i7R0jFTN0UYwJKT6dNjw1Och0p+rBG1H3LI6o4CzKUm4CvI8FTkqalS4xc1mjzRmrOIFvug5ydYc5x7rj5j1G9rsnCN/n0uzy0Pj+d3qARdZChF+Y9OwAi5tRyZrnFph5UPOyoY3Lr/OzA+14Y1xvNLeJVGaNBhsVLSMyKhJ9DlK11ypAfy3F557habWmuAHA9oB+6jZqIwKYWMtsKLXZ0xjQkfBa/V9Hky+RC83iTIgwhq5zYZ3KWhYxYT3i4w33ZR3l+/wMFFc6B6jCm7VFWmsiWbKXvuIorTcLTtGXces3uMH5ZTKatb2iPcnR1xay988bPnqi4G9yS+HB9mvZCD0X8ezoZXieNSximtu19eYtxaKirNkhTJjXgwNj80LBHJ8OMDEHS600KoER8Yju6HoL7hVNfSqI42OSrecZJqZh2thwzgofMxRvmHe5+io0FGRhEG7IkhKHhM2ySNu+4pFFki9JxMoo2KhFCOvsFs5xQfFhrvpu1z61+gspOoupT6l0naopLADTFHqEmREQiCQ0KobXOjPGMWKz+wRlQ5EZfEqJypQMuHcakrfEaxlbYRENRz0gZnfyrApENUSJEFiSkYDAtk2ILkKgmCINRPKLc1LMDFQJROKriCqoUevVU6MHcq0AESl0BZUHEwhh3/9U3YaJEQ1LKpRLApDoR2Fiox7RYolxbMiY7oFt7ItMKckLKxh0lwn8TXRKZwErCmwPsEDRa+IMmPkNSOWZGIHDv6VswjP4ZdiziAsKYiBReqYuEhILtjtNQf9C/jkM+6PhcOmppDIh4ViGuGr9f/P3pv92JVlZ36/tfc+451jIINkMpmZlVlVqlJpKMkaWt0wjO72m92A0fCb/afZgJ+Mht8a8Aw3hIasllvVbZVKNXRWViVzIBnBGO54pj0sP5wbzCxJtmEYslRGLoKMIHDjxokT5+zz7bW+4Yf8oft1Bmrm+po7+5qNLBhMCUTKGLHmiiA5onAaXzCI4lLGxmZUCBWJbWb4vPKshktKVepQYhNEjeyKNS+qnlVUMBnvdlsu4po7J/zh9JvcsqGRnC1T1BxHOcawyxp8hMwpi1hRxQl1iuTxlN6s8VpS6YJbs+IuFw4GPlx2WLV8Np8QxVLGA+dhx2kYOOs+owinqPU8aHv++MEN+wIOTLh2E7xaHIkggqSC95uCt/qBTAAGgrUggjlSmYwB1CNm7I5VvqC1SlTlIDWtfZ8me80krnkQ9rwtiTrCO/5zNBWUhxUPDh/yovwLvPuAKGHsgoV/y4lf0qllEnqe7BzB1mQIpByvGTlH0h1KGUfTuzeeVXIc4eqXyaOCU0eQwJrIzs75XBb8dBr58WxGMhZUMOSA5+1uRjCR3mQ8r3L+h7OOf3z9nMft2RdrlhtQxnvg1lrWztA6y9pVFMDc94w0/4ilQowctQb2CFzupQS/6E0zAJ/mFf+2eotOF1hjyKNwbq749e6S+viDyn3XS+/B3+iAbP66jQIw4DB2GEUMKhShYKZPmA6WnA29ljzZPmQXHrIrI15/xom/5O9vPuRj+YQpl3hm3DhoVXhpF+yLjAe9Y759zMvZb/LcPeLaORob+Z0y43ddg+oaQ2BhLK0P1JpQKUE8KbtmcCOhexLvjQCEDPhaC/d2jxDZ0/NRATfTLY6I6oGr6hqfcm6M4fU0w8WC80NJP6noTCJKhaBc+3+feZgSjWdmXrHoEhcHQ9blZCai0nBnWh7RUMYNThLf3kTKw5KbbEEIObM0ilYuneWuuOSmMKyj5X9+Hvmn336MFcPfdn0FhH7pK3Fl9tzmH9BqjSsMq3jDwBmfFqekOLA0Dbv+93nafZsq1IgmXpWf8mBIvN2/RBE+nG1ZpDWDdVwVOZJKztrIe4eMiVxSmdFIrLNwMkwwWpFFxyB7nDh2JJ4ve2zMGbIGLEw7SCljFZTr3PLC5azijsE+5NL8PYSBqCWDTnF8/2i6A29EyprzRP8duQ5EsWw44dosWaTDcSun7KRCqUgYvMkYLHR54FmT0RjDVA1nw4A7vrXKGJXhVQiYcTk+LoD3zfc37XKBJANRLUWMJGNpnZB8RASiyUAV+ZJZfzq+nwiI3hv0DdyjEEHGGfxxjJYwGIUgDpEC0YghjgMAVRB3/67jsZNjBSqUEqUgkdQDliIaEgYXDAsdyEkI4c24457LrWaEViMh2jAayDmiWKpQMRkm7Iq70W9ODZ0q11WHz1piFukTqA38g/bf0DnHc7uiNU+pYsMrs0ClJ4ljlloKvWWRbuklEDWjZEtBhahlGgKZJowduJkNaH6gGMrRTTxMaDLhdHAku2XrElkaGUQ7G4nVj3i3W/OzacTIils+OP4GejgSYM/bEsGw6hYsQ8Xn5ZpIRgwFSTOs5HyeF3w4nbKt7lgOlhcOlvLvwHV8nnteMOGt8jVVvGNnK24fjOZ2RcrozWjsKeIJyaFaUoWKkyYjjwMZo7NurltU9yTJUPw4phTIucFbi3EZThfElNhzTp/1HCSnslM6+zk7d8OkqKk041Hn+Zr2LENL1v6P7O3n7NwZwXzE0/aWr/nHvJYl9H50h2egCGMgc49Qp5wkLcHom/7KLzonHXHz/f1CYpA9GwLrMvGiVJSMxeCxyYzXv2Zv3qFOGeias7bhYS+81Q18c7d6g1m+DF088LNZTjQdkTmS7lARymhYhoZJdIgK0QoDnp5AyT0QGrtC4+eGA47/fvUeP55Muc5KTr1y1jcUTqlxvE6W6XCMvzpWlByjA/eRGgqjHDZ+0aUQYKLNG+NakzKiKaiiH3liBDIyZuLo1XDWOC56QfM7dkXHW3dKcMpNueGRt3x//hCDsgo9l+7rrOvvEMPfp1JL6wYaSfxgOfDPY8c/uVyz8j3CQCkRlQVGtvQ246p8H5UeNcLKv+bU3/KXS4COlo9nBw55RCTRuEQrp7wsMl5XLWtTsTE50T7CJ8vBJcYBoqKqJJezdh1qP+FJ48jMjp+v7vgP1garCW8NVWpxMSLHhrgVR6UZD4YxxzKPiQsf+d9PWrrS0uSJhOGP1g1/0E55q/7bV5B9BYR+yUtVuBzexuoapwGScJW9S0xvsxhqJt6yd5+Thrc4HcZx0d5OKWPNP331Cb0VPpsUzNKS/20VaOyAl+loYsiGbXFgIntiFGZDRRkqCn9KFsYdeM4KGwPrsmMwYGwCdQwECELPgkwa5kOiZ8YkWXzxjCwaSrNmUEfDKXue4WKDmA/JuGYQ5TS1KKNKImI401c8HA5sbI2LDWvzBI8bd4umpzGeTpZ8XBc8aBPnIZDrmOFzXxE9PgSVmyzwCXDOOLKqULI3gAU0Qi03rLO38ZkAgVn/M6IJqKxQTQjdGy+h+xqAzIDRHhNH9KHHvWzAINixg0VEZcxp65nSSTsaQVJx6j2NScw0oYzurZ0m5sayMYFWDBP1YDJCBEsiEICMyCdYeYsdOZkFS6DScYx6/7N1GDZV5EL3MFSgkWla81F2wcnhG7yq97zK7/h6O/aiXtWWTTnBS06l10iK2FjixDIzAcOBki0VAXQMpozkqA68kEcgW+ZJ0AhdBlnKuDGJD9KOKAMHK1Ac8GWDiYaQIo04TOMp7B4h8aJMhKNqcWeVg0AnMywDhoZEhpCwmrPoTlgMJzxspkyHMSf8967exac7XhcLDs7SyZ62qHGqPOh7fj7p6W3HK3mG0R259sz5kE3uaaOhMZYbUxCNQ5lSaodKR0hC1BMm/YLfuCx5f2dG1UzoEfEIPSkbaeOFfKEgNBqp4o7JoHgzxckUTafAHS0NxgxcypxWBHGWOmZcirLsPHm5YxIcVfhzLB3eOAYzRZJnGtaAUuCZh5qclhohV0swiYbIGMGplORkRLJjt+UXHc2V6/wVt+WaO1NSxIJDblATiFLQ6wSoAAvJIrqgNQXPmqf82uYlg80pvGNtCpZ8PHaZvjR3W7sjiVmEKkyYhg19tmfuq+PxCUkNQyjZuUib4DyNOq+BSEDJFYLk/CB7m+t8wvnQ8ajvCdZy4TtOg2dPyV1R8DQ0b4CQAubY8rnXEIwf/2oCmTl+jQFULcEYah2Agt44WjPBGs9UXzNNHZN0ydo6rPZYCeAXfDa9QdLo5D+hw1OSx0cc8g71nr0VliEjuICTyMs68apILONuXF9iPiomRdlmC4RAlRo0KZvslGW3xkoaye5vBBuJYMNof2FqBuOJMnBVGMrgiCIUmlBzRhUNr8s96JPjIiGMZ9qBWeMUlt6SKNjlBzaZsvKODI+L6Y2PURTwGFapZ0AJZBxsiWFPRuRhC1cFJAnc6TWfNZuvgNBX9f++bBJOm/fZhgMpbjkfIhv3BLGJ3nZYTWTdUzJfMphIZwRvDrzbDpQx8bKqaGXGk6ajrh+xK1ucjHL2g21Q4yi0YJXGEYp3B1rbI2RMujm5n5HsgB1uyMOELECTteRJON2dsM1W2NATims6AgWOjCXnzlJIxd5AZTzKpzR1II93TNiQ65qanEvzHp7RL+VUP+E8BF6aU1bxFRdiCZywlpqkFV4Sr+uOHw8rRBMPmjE24DtNz3lUbAr0TuiIPHfKD+sKk3Kk2WFVsDTkUmPV4FXozJxeSybdSywFJhomYcKfnXuetWM3oyPSmhU1VwzEIwAQeutYRs9UxpHYoGcMDhop6Mk5sB5tDTRxY4UiDYRUcldMyQP0WeSanvfSmpyatYFXdkrePOXcb7gsGk66HYU6dhJ4UWdssx13WUPmevxt4LKs8KpUmvHevqNxFZIS27ykNSWXZcE/8C9I1Wd4LWnjt8g1clXnzP23+bR+zmayJrkfcTOZYkyLS8LOzvA0eKmYacdyEBauY2tyCjxRR32PMLbYo86IFvahwKYLrN/gdM8m86QAvSl4YZUHPhHVsrNTPI7OGEQGzn2NSsdgA5IMl0Wgs4lb6zGMBE/VKaiDFJm3J5y1NUFaiCsedCUnw4Z59HSp5NZCU5T8fJbxUixXk57bWmkyT64G0VH1Ekyix3DQikoGrBgKNVzKCYJyEEFpJFxeAAAgAElEQVTSOZ2+RdVO+K1b4Zv7lidNhQj0EsgkYFNHMh4jY6K5mjQSXVPCieeh73h2J2wddC4j9qdcVm707mJFkAdkcsudXVLYA/9q3rNoA+e9YekdhJrGRUKMmOCpcUQCFWMQ8Wx0XEJF6VD2jJEQUwyWgeIY+3tMnHjzQNtx4F8//ClXecvWLDB+QaYZr/MTPi6nNK6EOEZfECdMhxl1a3iyK3lyOGXvhNOuIWpFrznVcURMGgFXyAwng/DzugJyzpsTVnHDNw6BPM/AG6JOua0SNhVkTUGP57URtq6iUWEeLS5UzILhvDtQMxAwbPKMJAaPY5F63OC/ADhfAgoj8rt37vq/qPuWkUK4z9Q6/l/w1KkjaU9jxtDehd/j8xG49BKIGHJVFl7Z5jXzJAySWPUZG3KMKl7GJLOko/Ky1DGnz0tCTEC0HL+f6rGPN/bE9PjT6JeJT8dPrAp5AjQx70uGXKmCsnEJp0pnBJMCg2SozqmikEwiYQliGL3RcpKMnm2JgKhSB0D9+PeoWhPG0yhGCUcP9l7GY0DGI93bgTByB0aD0/+78/7/UX0FhH7Jy6jhH18/4M/cJUksE+94e7fE2xkfzy7ZOOFxU/L+duDj6oR91vG4a/mHV1cURJ7rlCwFyiTY+A6tuaHgikx2XE+uyfHI0I/5RCYR04FZt6TJIr3bsDxk1MOUs1iTbhZcTm+xOuF0O+FhnzMxicbW5P2U3OVcdDVvm4a/mL/kR7MTWtvzq/1/y2b+U67HSROHY2faS+Cd9MOxT6NjZtDvXr7F80nDp9OOko+YxC0vdUWrDyn7Bauh5/ev4J1G6LItD2PDQ+lwOhIgbVR2WcbNTHg9cVwcIrkaVrGiwI5+PTKCuUN2S0gVZT9BUo9VRTN4p91ycC27LKJa8qyPlERyxuX0gGBjpISjoiyN2UWpROwpQQr+YrFjZr7Psh9Qseys5edygciUeerJD5bCZDQJ1saP6qgoeF2wSAVnsePHkzmv6o7LTFCTs82/RicFPrvhX84cX28coo5rW/JRUfHdtSW5PZ+Vhq0L/NbtKyrpMNHQs2ebv2AoHBO748OTP2Lr4HnmmdNw557yMLUk8dxZQ805gxaoduztnKg5e8kotcUwEJgTRBgoCRT4dIY1E7r0ABfBa80h/1/5frnhu3rHaWzZ2YqP8zNeujmLwVPFnufzFe+1DT4V7KsXDJkn2II1Qsc5MS7Z6xLlAqECFXaZo7MR3a95bA1zX3Hir1GJ1GrIg6cVz1WXIZnFRmEwY9hkMjPE3OKICHuiTrgyOUkHbEoYmaBpihdDSo6UzpFQsOgSqjmNEz6pFe0CSkepwtSE8foNx+gRMyavqgVSSxYdkzTl2xuHNyW76sA0Gj6dPgbTYcwOpGDQisFO+aS84UdVzrvrORt3RWsbJn6C7TNuaMjwTHA0CNmRT+MYSEQODAxUOAyjW8x41d53gwz3rknKi3LNh7MDu3yg0ZzO7Jn5CTc257O6JugZhhm5n1Onkid9ztf3JcvOcZAVJ92eRd9iZAAt0aRHbtTYba1CYGeXnB4iqXzJZFAeDys+2Ct1eB+b96gxmFhT+YqKa66M4dNqNkrNfc2dKzmPGSdxz9vesnbgFPIuUAZLkpxVv2caRkCg92NrGAnPacEokzigtmG0DTiWjh0gvtTxFQZmXrh1KxbpQJUGythwl5+CLzDuQKbCjFs6X7K1PdsiMeuX9CK83Vp2RaS38Gz/imJ4hx9ViSUTPi22JBIH53j30DILgd4ljA4Y6SCOie4Lv6ZxJzR2AgKn/Sus6Jvx93ic4795qjhvWnoC3mRUXcWD5BkmiSoU7JxSc0uQ93h2OCWnQxRe54ZdNsFLQ9ISkROui2seDpF/9FlNMRRE8SRpEdNSjhoQrECunlYsHTOm2lPqgb2BnfE8nzpUxsS1B3Xga7O/6hT+t1FfAaFf9jKRX+9avnXrua4iebBM04GfTc5ZDO8jDLy723IePuS97hIvhqUfqGMgOvj2dsfzqeEn5QqhoAgXJNsT3E/pXIGKQaVk5zzf3U44SS27yWvmzQMU2NR3VGFJnhxPmwmPm4fjg5+Rvncae858RHE86isEYRVbHt58xO9sfkqyO7bzT/gTRu6KS2PAa2sgT9BJIkmPKPzudUFtN/z63Sl5Slwu1pQDVGnAhC0P755x2itvtZ4HIVJEx9R0WB05D2LAOAhuYOqFt3uLdxmlOSMfrsntGH/gTEcVI5P4iBveIw8PEDKcdDj7MdO0Zu4jFzGSGD1CsgS5QrJQHh8s9+RsUbAciNZS8ZI7K8yzLYO5xWdXuKHGyZxp9YIfF6dMwwRfOJbbM87SkozItZngM8e0Vz7Pzrgpe15XBz6cHHhVTwgSaK2lCjWWkuezwKdVRa7Cb6znLGNPnw+cDVO+u7km156ZRhwGUcfL7C1+Pn+HAccklfzK7Xf53pN/xtTdUKYBbyyfyTPQ0VPkoTd0uaGVGTszJ1AgqWAPLHhBJhsisKcmmgIXcyr/gE4yrAg1CukxrzLL/2LPmKQDMKOXgsbmDNUMVYvTnu/NPIYMI3MK2aDJ0HNCp98ERr6aUTmOIHOi7CipEbW4NIAesOqByNY4ZtoTB8uqyFmGyGug8obkChoRVE8Q7hBOEHoyPIM4gk0YrYhpRRDFaU3tH1D4KZUm6tCzto5JltjGOz6pDzxtS54OitNxiJT8eA3qsf2igMqOZVox6eG76xnX3SlN5rmqeoJ8jpcO1ROgIhJ5nU35V4uB33t1zST2NHHCnQ5Y1hwYEHlAoQVLBIeQEHYYMoSWngN7DAUVFW+ccfT+eMJRkaV4MTyvlALLxnbsXOKTakHLHJEBmwTiQKGKimVvBBcrjChBzVF9tGblPyfXHqNHmvPxYV328A7XBD+hTyWTZJhIpNWc87TipBsYTMTTYTkQaOnMjKDumBtWMlXLNIzJ6b+6iRysIEapguAp8DJgk1I2F+zmWxZfGvzdK+KgAzXEsCTJns7OCDymipEsDpj8Z8ixO4NJ1OlTinCFSsKaEWhOQs4qXqJ9idOOaJ6wD7/NS32XjW5psk/x2Y/5vc3AdDDUqrjoUH3Je/aW1gX+U2peOssnlfA7txUHFwgKi36OmA3WXoE4shR42N/iTYVLnvqoaAOOPlCBkY1ocDgu/DnzXeK129GL8GhX8KzZ8/PZji7vmQwLJu1HzHzLj5dzDlZoJOO0v+S/fKtErYB6rvJI7SpuecJHpVISSSh3bst3d6/GrpWBIRYsUo81OdE6Xknkv3hnw5+fZyRTYnA8LFr+yeOvc5rP/4YejP/P6isg9MteSTEXML05MGkBTSTp+Ma+w7Mkkz1F7DCSuBhe82WjjJgKfLYg83Pmdsm0P+ft1FDqglTmPF92DKbizq1o7cBl3vN2jOT9AsHSZRvyWJPocEcaoz3+eVOaM0KiBKJvgh4LZhQhcdAD+yh0v+D2Os7jpwGe9Y5H+wkL75inMYneZA0P+ppNXLP0E7ax4O2hpxzWuDinjjmL2FKowWUjGPECwRW0YsnFUqRAporYyJArMpSINEiyJFnikmUwU2pNeCNYBqIqpUaCKch1TTryLIQ4cgsUTDxyCe4JymYEYem4304kSrumiAXBPsBwya4cyNMa7xLWeBxTDq7B1APSKZkm+sKhMSNTz9RbfrCCMg1s8harKxoLTpXBDtQhxybDbMioVXjQJ3I8XmBnC77WFWRu/wWBOhlelOcUYUCzFolQ2sckrajU4zQxTVdszWN6XWDE8Kqo6ZmjlCSxoDOUgSw5NLzLYuh5lB4RdGCTtdy5yCRcEO0tpbwkixPu0nukKBzcnr2coKYCdQgFqhYRzyQIj9o5Tgte5lPuqjWiBSk9Q/QUwWC0oPY1kNG65uixlDjzLYu45kRzJtqiCQY35c4KmI7MF8ziBExLLTl74lHNVKJ6SpIxr04UhnTDQM+srXlbz7hzHYOp0VTQOINNhuAG1B74tHzNob5GEPa15XA3oQiPeMdvyLOOiT9e5I5jlpflvO9osgXbfMrT1vKR5GTxjJ0p6NIelT2ZXJNEIRac+Q2b8iWxP6ONF3Si9NKgmniosNSAqsVKTi+jSqujo0cIOAqEgkhGiWh25KyNwnZPDkQOforzj9iUr2iz0TW5T/MxhkXtiOZEsKqsAhhJXNUHnnYV77aJOhxYhRtKdiDpqDDjjWdREigUqjiw7AuWoUNsojOGpIaWQJ8iohnWBDoLWVIsNVmMIwgAHsQ7cjNyrsrjTZdMhpOe4ghgXP0hkcgWxyLed0z6N8C+j1/D6/t4M+HghM9mSpXgov0JJ+mWTG/ebG5UwEp/XNcMa/eUDd8BOSGPO3Jesog/4Tf9c37t5nP2bgpssKaiTke7VBk9mnpamHxCzA68rm74zP+HfF78Cv9skvHpZEIVLF9rDV/fLXjafMLX+n9NrlAFpdIBT6J3ljFGWcg0cv/TjX29kdxe+hOe+KdEDnT2mp/WyscLz3mbcd7Cg3TDNOz44NUpnS3IFD7NV/zW7rsM2ZwyCA8G5enuE96KLVb2VB6SzPjR5JT/av4+56HncXtHMGs29TU2DHzz7mtMzIxv/UrNb81m9FhyJ/zm8oJ3p4+RvyOZY18BoV/2chbKhNr+uGsZgUihAyX7cWYrAaT/xa8TJU8dJ0NNawLfObziyb6j0gm9NeyLr/HH3PHTk08pJNLrgs/zkj9YP6TyM7JYkscJKUZcOhImkaMO5c32kvtBuoiQ3nRKxhvXoFRxRYg1bda/meHfj+MXfcnjpuQ76ylZrGmzA32+xsQCtR0KlNrywaGiCCuq4YTVkHHuW/IhQTZKXnuBYDJ6yfBEDkbZuHOGuMaKUg0JUk4y485bwngsLs3xJvtCW3yEPY4BOS4yX+ImYmT0HXmjBj3yIVAw6hEzIBiCWhRPoCVKItOOXgyiOc/agfNug0hgHRf0WKx4UlJa55gOHZ0L2NTT5kcXV9dRxBxv/GjrKIZv7C0XfaC1wiTklD7DaEsdRnfghGCjQZiC5uRJ6ayDlBAxeDNK9gOGWjoW8WqMA6FAdckgA5Epo2B3PAMulTxrIo3N+dXtQzpjaHTBMjfYbAdux1vpxwxi8O6O2kS2+h6EBuwBkkOoUCLIHsHj5Yw7OyWnZdY/YW9vGeQUoUDuuTZETvoKS80hVdjU8KBviabknd2G874loyOS4Tgg4skSmCLxsu7ZuwJvIplaRhjr0DQ/cll69kk52FOWYYdPDgFWw5ydyzlYBe3pzYxP8h02X5OZV1xqIppA1TleFzNm+5r9wfA4wMrdsWg7ShlHCT2JrRGCTnnY9Hw+m9C5c5ZdR2+VTneI5HhdgkY07XjSbWltTusMy9CxlQo1OSstcQm8CJMwdmWMycD1R5p+xEl2PBcWc9yoAKMbt+Q4VRzKs1DzDz/7On/yIOf59AZbWGx8gJqckC7GcGEsToVCI1EOrEvPJoe7XJimW0T2QAHSIxq+cK6294JvIbdTJtmcMh0o45peDN7kXMqCAWUSD2g09HZPqY5Hw5q1PWGlhot+S2lGBSZ2vN9UwGjCaEAJoxszMD0KK9SOGxaVBBII4dsE/QaJjGAEF4WnO+Fq2qKmRVVRLEbHUOX7G96gtDZHUGZpQ2umJOPQdMJgFlTaYiUxDQHUETM3WsDpF2vHodgiajhplzg1/PD8e1zp11nnJ2Sa0znDh1M4GRq+tbkkUJLRoaJAQKXEJI9aJejoU/VlZx5BCDpHZQU6EFhyW2yZxoynu1N+vLokNxG76XHSYvuSpc95nRV8Xj/hfBi4tpDEUPo9GTknfk2VAhjPK1dzEhOrdsvWnnGXFRgxTPuau/KGj1Yv+P3bKf/5B/8I6r+byfPwFRD6/0XJ/gBqUM2OCqbR1BwtUJ2NrWijjFLf+AZoIDAPDfOmI5FIQRnUsMlKXtqO83DgUi8BQx0twgkuwOviwKN9yaw7wesIbOQN1XK8+Y6fHL04BCUijHk/kQGVgOoILBbhEXnYMLiE4di9AaYhZ9HltFlCachjRt7NUF/x6uwlja1wxnAeC0J3QR5zpoPFpAyf3zBkd5SMiehq85E9YQ17J6zrnrXJeW9rOBvA0OJlSiaBXDqUyCAvaO0peRh3VXns6O2KQp+jNrwBbvYot9Wj/0pKvHEQHiW5969rOZi3yeKCbfZjttVrqs5yNgh3eeLh7oLbIuOm6FgdZvx7e8uVEXbUOALJ7vho7pB4x/v7K3546lhGuOMTrEwp44Iidigd313niIGtybnLoIolDw+JE39HNP0YVyAlWczxcmDVXLGef4NIxTYf+Hj5R6gJbDmhlJa5DiR/YGOnRCkReow2kFaI9CStyMM4HslCjksLymTYZwVZjJyqQPqYXaFc5xGDwcgWK7dEKmAyXq8omAYYv0frPmMwM+owx5gaSRGx+dGgMgNyUOW2WrPsMqY+42woedx1TL3wQa+UDEQHHQUeyCgJZsrPp8JNnYhZoIoZhzE2DmKJMAemGM1Q9kgasMMdajPqvqBPnkI9qh6VQNSertqy0pfsijuSCNN+wWFSj3l7g/AzLXi4OWBE8BWYI2eoQMnMQGEDAtQRTvqWn05BYo7JMnoUhwUNVHLH+RBIWiFiaWQ85kIKNFkEpSVjjjnCdc8BUAY8SqEFuSRyytG8Ur4A81GhPNo31CirwfL7V+8w7x/yk7mj4W1uiikicrR68AQzsHYeo4akHTelwYaWZ80dlvEciYzd1zf7I5NwGgmsWAnMhzsOrqTTmrkfc8KaWHJd3RKLipNux9JfMNWEo+SRn/E4bDCMVhbGHN83A0kJ0nE8L3pUQDHSf/6yf59pUc1HMwujY5bfcQOTx+Gowhq7Rkr7V9beRHbs83qEgSgOUSVJTdSCmJ6Oa7NYjP4E2B7904/kAQPB9ohk5CHjsb/mB+V4kHkafc12Vsn1QJYGWuYEV2I5jNdfVIQc1f6Ldf1LpShRF2NmoYEeT29Ldg6mqWKWEo2LdPkcbT0+3xGiZZ8v6E1Bpu0Y5qwGbztU7ghOyTpDbxz7wlPFMXB1UMOmEB4NZgROac4n1Q2/Ubym7Af0KyD0Vf2NVVKG9YEqLRE8QoeSQSqAHGSMTxQtSAgiY7Cl3Pd4zTACKAxGa4rkiPaSP7v4HrN+SR4mDNkOcTeU3PHRbMqTw4yEIwgg5nhL37dB7tuyChhEEiMzIJKI4/c5wiIYPX2KCM9eT/hvngaSrWiMY8KG/+R2itOctRsoUYx2oD2H4pKPZoEuTEi8T6mP2UyEKr+ldxmRDWvXskxTLlr400miLSbMdEmlA3kK3GF4azPlwWFKa27JTUTxiIyLmeLI1LIIlzQURAx1XJOMcJCMSRRy9PioOfaF7k2I4mismPq3eJ0LPh0IWcVlVbFzgVIbspRRpoBNNesc/qJW/uPbt+kpOFiDVcM0Rf6nlWcoGi7aDZacu1yYx1su2j3f3SYexoEL39BmOWs742k74WEY+IPbd8nD+Hsdna0dOYmZvmYwJa2p6VPF4JS9O6PLMlbdx/zzhx0/OtmT7IFG3mEaAsoGtKQyUHFDryekVODoGejRlDMJC4qQOOkj7+ymzEJFlAKXLILhZuKxUjDRlk57DAbxjr3U7FyOpnDsJd47BRuSeNAKlZLORfKYA6dAO47OcNwv/R6HMHDR5Tw7GKpoebvbMYkJl5Q4TIh2yVXp+KzM+Gh2xr9Z3KBmoEgZ3g5s892xK1WDDJjRR3Mcc2qgdyumfY9jwSqUfFw8JxjI4kCWfcR5+BRspCQRTUfpWmJ6SBZO6VzHNIxdpspckwk4c/RdMXAS99zIQGNKbDKU6RYJB1QyYpyj5jUm7VjqJ8xCQ7Itg1GKYTKCUOrR7I9IAdRAnwnJK616OgaUnAnKlIwJJblahNGDiqN8fkxucwSgwPPOoePzGFiWiVN/hy9y0HePQHpDna7IeAg8pZecUy/cZDukbAk0yFFELRJIRu9JLAiKFUHEMo8DiLIKnj0WQ0YyU7yZcluWYFpyUxCpSAwso8XpBmEY+5FvWrJf+ij3YqajgeT9zoR77vMb6RiYzZtfdBaVYKEzADmiOVFLMr3+a5ffTBuS5GPcBgX2aKRa6CVJLzA6jDwstcR0QWa3X2wUgSzmoKMwJJpASkodW+5sTp+P4o5pyjjtLImHKM24pZSWgUsqTaiM3dtE+uJcjBBxHNvTMpDR24jRnMZ2JKM0bsALTCKQLEkiJpSQCmbeYKqO2/IhrR3Ik+Um23BxNFGMpiNZzzwEXmUFMVb0znDaZ6OtiLEEA4XW7KqONKmo/k8eYX8X6isg9Mte1tAES6kTJOWo3UGcjFtb44EdYgZSWoDs+UWZqI6vSwbRBdCBuOOOHLwNGCKZBhyBOsHraU8dLRfNisF1GM0xOL7sPgL3XaF7ZJAQDJaMyFHyrI5EYJPdcVXDv1j9PT5ybx1NO3omesm/ePw9fu86EbOWH08OfF4FNgZeyDlX+h+R2e8w1TPyYk4d9rwqOj6sLdfG8ht3Z1x4x0bWfLM/0HvLKm6xR5+Zsy4RdcfEbFjFAydyGFUQzkDMjy3mPaXdk+sVNuSoranoUGnGbpZmI6fCCN4UCB0vc8uBBSbV3CxmvCwN6/wJfbFlk71kX9yRyYH3+g95OlyjZaA1gbcw/HB1wWKYkLTgqqr570qDlv+S0+wV7TRSBMtJdDxqci50hekTT1KLP2xoXU5rWwZx1N2SZWjJNSGqWNkjcRzdiYmUdFSp5UDGRt9i6QWC8rromGQ/oXQ7PitOiMwgbZkFYak9IcDaPueaBcgjsrCiNyVg8e6KYAyP14/5oKk4WM8mmzENwmdFRxannPkzgg00ZkMRE1c8w6hBkh2vOwzIANpgU4eRnGAspBlJFW88qjlGM2wyGAzJJNREbMqZxsh3N8Lbhzvmfctbw2tciig1g5lxsBOCmbPLIp9UA5u6Ye0Shkg0HYgHzUYKh4lYBqAnygY1nk4GLt0VJ90Tgj5jcFuibanMJRf6p5h8YB6ViwR7HK1tiHJO6yKtteSyB1txk+Y8ZQNHPhkJCg2chRfcZT0tQigH5snQ9IKxHpcCDqVOykoH9pIx66dEn+NEWaL4NEbQGkbeVyOwM0KBJcPgRlcvJoxu0dlxVI3KG06bO+IFB2OnC+EuE6wWNLrApzNOh0B0z9nmGyKWjmsq8yn58Gtss5rcN0x8wcbOMAlybplIIL/36pFx46RElrrlzi1xKVIy8ICOhoxbk3NdBoSHaGr56eSa99Wx7FumqadIiv1L9JIvrzhv/HTux9MoYviSqzqIjH0Za39GFqf4+IxcHU0mvJxBlZTMK4W9PJKij6BKDXpU3mcpkMyGQ2qoU0+WPIbXDIViQs0ISEZP/SwYjNWjlHyE/dVQEGxBk7ds8yseN8qSLa+tRZKhSjnf2MxZHQoCiYIWJaI65YbENDtQ6pokkAFlgoPYNydCsezMHT+bPORga6oQ6bI9A5FWlN++epsqeTIG8miR6EhGmYWBR80lnz4qEUqi8azrLUjGt7cH8rynTomLzvHaOF4UD9gXkZM+cdpfcFd8yssi46I957/+1pT/DL4CQl/V32CJcHd2xup6IJIhYYXEGdhLJOWIrFBzeRyZ/aKV+Rv3B3Egm3GHHYS5F06bCT88+xRvD6M7boSlNyTruZu85DLtWe7PuNi/++ad/mp9QZYRHbtBIhYlsrcebM+usPzhacYP59Pjjavj63TOn1ePWZz9CFS5LMaFp1bD3Ow4qHKQRJAZP5iXLIdIriW3rkfUMUNQPDPOmA4VIlucKo1zGAKPfaTFMqfjhJGfMljFEnC247js4RQkNSRJiD0QpERxOL1f4HIkZVyZil1h2CpgLMnl3LkKq4LIwKvSMLgttXTksmafw0annMjnzLxy63I+n39Gu38HEDRWfH/1Kedmz8kQqbQjusDEZ0z0nJRtKI0hAdYv6ZyMYNU75qE6PgMSlhKTWsToF85wjFymvWYMbk/C0lq4rW7pjfB0f0qvUwYTmagwSRmZNmRpwtO2JmY7Ls0DvFmgZAiK0YLW3vCnp2sS58z6RB3AqOOtfcEjMbiy5c/06wzDNb1pUNsQY43ViqgJlYio4evrx/z2OiIoP1gc+P5iQI2lGBxCRhYykBwlUYTENhuNDbNkWQ1X/Or6GpUCm6ao9DRuycZN+Kx4i+ezOR+Xnpfl50StUPxIQNYS1IGO4CdPESuvUanJ2TGoI9kNvURuqxsGWVCaDi8/wBUfEdOeVYokseQhkhnLtT2j9mtmcoL1d5z0SzBT1q5kOvwcaz25Gb2nvBpCHEcgdbhFg0Nje+yr9ghKJkonJ2g8YP2MoTnlVB0XCtPj1sMfewDJKLuo7LC8yByldKyiR8jJdU4BiNgxQ4xxJPZmL5MgmsCegZ8VPX/y0NOYJTfFB+xtRRSDSI7VP8aaDCcRUqA3HXmsmIYl0UQ64DYbONNuNP1UwdlwBL2C4ChQTsMdHSU5HRbojHAoOv5i8YCQpnxrN6PqMwo+4Rw/yjLup+9/DRiCsRH+xlcH/cXXHeWcmkDTDEkrSl4xyb9PiB9QD4knNxC1AGlx0v/C0imSxiZaHLvhTjw39jmbmeFs+xAnp+zskpmzTPs51jYYBhL+2KGPKCPZOidn1lky3TIdSm7MN/hW+jUetDWDsTyvDbcVDKFHRWioyTXScspH/wd7b9Zr2Xbd9/3GbFa329PVqf5W3V6XpkxalCIlMgwbMeA0zgfIQz6LPkMegrzmMUDylDwYsAEDkRwrsiyClEneS96++jrNPrtd3Zxz5GHtU1WXZBQnCCKauAM4PfZZa++91pyj+Tf5Ed9t/5zZ68UcBX6e3eS0y4HApXf8dw92/GJ+xbQrOK4rbmrG767X/MHlDTRlzMKYaQI0DMKspqOXHVXYELRlLhavkdxueOnv8K/Gv8eddnScSEYAACAASURBVMtba8s2u83GFyzGLeOYuCrhbGS4cPcJpmdtPRdZIDd/+zYaf1N8mwj9FsTBhx+y+vQLRk3BAFf2WIqhusaCVrCH+RLHqF1da2CBBGDHNVCg82sa67i5OeXPbn5JI4cUsWMadgiDKFlGItkt61GkSAX5coT5leH7myvPXhX1ugKlQKSjFvj5qGXWt9xpV3xaTInGDowSLK0MwNTGDeP9a8PFXIWMK7YSyJJj4xuCcZSpG4C/oUadsFVH1kFhMsqwB2YmSM6T9R0RQxJFRRAVkhh0LwQ4TPEFc412lsAAJ+0IWgENICTJ0DQiJEuvHS46prHlqRuRJcgDAw3WQGc8Xg2FGmwAsLhkMWlvs5Et+cvDBds0x6SKEWssiSJm5KajF0OJkEdL63aoZBAsrcvoJIJmWHEkcTQmUiloLEhW9huBfT0lEMGK4tWQjLKxDVtjOO4SP5wd4WXJYVxigRX3udv9WzoqntkbTENBbw0vbAJZgRgCnoRj5yJf51f8w9Wch7sMkmEUHFbhr29MyPScnVQDwFgP6awbwPw4RC0HbeIPz+acFy3RJL63GHPh1yz8KUfNGKXndl9x7pRl3uOTMusjtR3Oo06GR9VbbPzgq3Vzu+DraszGTzDJsXDCRdlSm4yOEnQARBsDGnPUBJTnON0RpECkJsmA0IlS4mOFSEZBwKb3ad0Kaz7DiiWiTFNHAWQp0slmGE/5kqJ9m5yCx6MWR07jP2AeLqlNSdGv6U1k5QXMlq1seFIGrrLETpSoO0bxkpyGSdvzztWID57d4LucoETMXhd6SP0Hl6nQ9zimNBncogCXM6fFphcIlyQGnzlLsafYD9dF2q8LrQxb9ZNpi0bHWXYHUYfRlp0psTpiDPRsCJJTaUNigwmHnBVrjvtLunJN1QZcKIkSh85TBJy+Gg/JsDqQMZAfNsDGe6rUk8eaNu94Pv2ag/aCup5yLglvDZP4q0nQm/Erpdl1d+gbPjoGYYLGQ8QvUdPheATxBpoMjg34R/t/kL6xql3/O90vewcs+VoLTuySi8rhUsG5h0J+wry/RKRDTE+MDmt7oEelHsZcWhHDHYIZgf4+o3jKqIfWBGrjubCRmPX0KfE8u8HSBaZxw4ebl9yMoMbuX880FAfc4swHOqucZwXv7NaMqPn+sudh84hkOu41txhrS2bO2I4CVzrCxI5pMwcVNq7g3x7d4b3uJhsZD6bTLBinQ0qX09gpP6sypBvR+EA00CEEhcZF8iQc92O+qBKzeYf/5fbdb1h8mwj9FkR2MqOZztkGi2NBHnJIM6xbgDRI2nurm+W+GvulkAHEGCSxdD2LzPC8mND3f8TC73BS4+0vmMRHHLaJ0w6SxGETl4j+kjqo6JD9v2ZYGIbG6OvlaRIMPgW+u1nRNMosXvLPjxyf57epraMVy+3wjJ1RyjCQ4yIDi6kVZatHSBoTxTOKAyNK8bSyYRwdSS1V7ChSGjpQYplrIJAoQmRnBFVDHuVV8pNpx1b8MNOHQVQvASkDLRHpMRJQEwmpJOLpdUwjBZ/lkcNeEFVaxkxCxwtfkalhZ2fY+AXiEo3xZPRMYmQULlnmaSguxXLYb1mbM3ZS0UuNlZwqCrCjp8ej5J1hXawp2gLVnM73dLHDaU7SQNKhp9ZjSMli1HLNUHn1nhARtXhaEj1tqpCUUfCMaa94rbnVL6h0RzQ9hbYc9YZL5znuV3iX6Kl54Xao2WuYaDYkk1hWZcsvJgvub0Z4MpaZsnXCyepDbo0u2GUrljZjYW8Tk6AMxp2Co+oPURGcWg67JfOg3OkUYz9jmz9AJXJpG4puyka3VLLiym7ZZgvWTrmoDjgb5Yh2lJrx8eQAG3LUCDuzpXYNZ8UFdbakcT0qDhMEm5TerlFZIaYhyhOMJlQEo57IGCUnmYqoyiofwL4+fgdn/xTHjiuTUaZIIYlK4W7ccI7j0/GSzC25klOKUQBJPNgYxnFKkJLGOHyq6eWSZDpWsiGKR82WXCOTEDkIwlHsubtV3nl5wi0OcWTXcBhEh/c4CpjUkbTiwlkqAmO1bINjlfXc6mYs+ZQqHQAlGRm5TjFi9vYvjqRKSwIajF5x2h/yPEsgnjI1w1hbHJ1OUfMS1ZbWJDJ9yg+uxhyESHIXPB2tqYAUbmBMgJgYcDfNfkb1uksQGTo4jcDGJhqbkOwJRf6YkLWsRi8wm9vcbO9QDuTYXxGDlms81+sL/XXskx9RBnFSZTBzlSVGakgTiCfgFmC+RlIxFG97g2SSATMUSK+0nF/N2WBO4gebF3w+OiBLI3wMZNKSy5rOeEq2DDjJHGWDUtKq4qVFUS7zglVxCP0EAao+Eqzl09LwT59FDmLDRdZzkW2ZhjWd6QhuQZ+UKA5UuRYqmQR44pWNdxg13Nrl3G9H3OpekGnLcZPIYySjYOUNeRJsVPJ6CjrBpVPEODTl3G4avixzNsYxCUe8tynIUqS3BUUMFLpmJxWdHXTbjMDLfMWSjlKV5nbk7x1Ov4GL+k2MbxOh34KwN0vMnTFP257jEEhmgQ8lUTLK1OOuh+PJgu1fz+n1m+tFZ8AnR6Dk3I7YmpxpHPgjL02BtY5CXrKVDViPR/DtHE+532yHOun6e2HPGrs+4PVwnv3kXNYcNxN2rud7wfBpteDz7JRZD8vM0NDyhTti2k05qi+4KrdsTMEzvc9SDqniEZIM9zYlgmHhF/jYc6MeUSXLJFhm3YbaCGIKgtnhuaJWpTae09BTsGMoUwffoiSBmqGbkEUlaY5Q7HtDFaI9UeHCWLZ2xJUXfjLrOSt6PnqakWG5ExSh426z4NJWdCniQ8+9VumLjylZc6NZEX1LmyytFyR5+pRYO0+ZEisDfnfKdy+UelyDdRx1giGw8Ru2IrTqaNyGcldQphFG52xcz8bXmPaAlHJ2psUKjBk8x4apgCIBcrGsWFH7DptKynZE4Z/yTnPBi7JnqkskCnf7ZxwkCH2P1zWzAItqjZgN4AZwvgREDUaVLOV8PVb+5c3AO6uew05YZY6DOoPd97mcnnJp1wTqQawNMNEyTjXb7IJgPW/verzWVMmQ6yW96zndPWVrD9hYz4FtmMRL6mzBInuMU8c6c/zpScuD3RGzzrOlY+3hwbpj7edc+ZrPJhdsTCDYQXMnDxErjqMGar/hohiYjIGeUlZEMoKZENVg0ggwhDQm6phES5Y8jZzQ6ZJyEBfAGrgCltYgaQPmhMvsijR7CdFSpRlZVHZWh5FV+Ao1DYTAli07V9DJkpN+wS703GrGvLPL+GBxyN2uoEM50nKvkLwXq9A9Ek8FVUg4PIMq0sImkhV6G+lNzipfoE0gCzfobKRLg7ZXgMFixoywrKnZ8e5K+NQtuB8e8dR4anOLw86zsZ+xdRHSCT4FDBd8Z3HMcTNGzAuOt/fozRmdfUE0DU5fb4QpGvY8i1ctlp0MMhedha/KLZ9WIx7N1kxixsPukkvrGRlHLq8TEa6dMfbtGU37fOcaIvPqkLJfh/SV47zsFyeRBmwarmHNgXYPFRgSn1eJkLk2en3txvbGmewX1IBJkWQNEq/Zu7r/LCADky2gqCR6E3AJFq7gJ6Mxaz9jbDtWpuZADc/yjHc2F5yES6rwgisfyGNi1PeoUZbecrNT7B4WvcExlcA0nKN6wjYm1haeuQXvNBsy2WHoKfbrfi8NUdJgLG17RnoHl+6gwCjk/PGl5Z+feiaxQ1Hy5MnSCPBEUYIYvDZUMWdnt1yMI0kDWYSDypDdVj44LPmjoyPMb4he0P9VfJsI/RaEOJB/coOf/Y8f8+Flzti+xMclZWqQ1FGF4wEJYHqU9StWxWsgIZAsa5fzcXnCD+enfDUq2OqGSfp3RGmYxIxLe8DSbNnlPa1L3HQ9eZ0omi2VDskCgEraO6z/MoT6+pANjV9zXp2zcx0ugfQnuP6AUcwp05arzPBvsv8MISGFokQkdRzv/gF5OuJIlVkouFHvmPUZwXiSSWxNZBqX9FG4zAZjxRQDp2lLkC0iHfc1oqkhM/uRvbxOCHMUS8eaGc+KnMNaGe8puEN7OOPfHBT8tw8zuuwxWQSLJesbppsPuLlrWYdBi2dnW1r3ggP7OREhuYqj7oiDvqJnQ5QpPnQ0OJ7lhtpGuniHsv4ImybcbgNnmXLGhNZ4Zs7w7uaKLF1io1LnBrRk1h5RxBz6xM1U0tucJ9awzCbMaqUSz0wbjuOSwvQYUbBK1sPdGFnSszWGth0xznLu9J/g8khvPIdhzd3ugjzAW7riLEUWeUVrdxiWe7owJPGITEAStVVqk/Oo7Ni5AKK8txxR58rTsWfe3eTSrxH1A+MlOYy5YMQTtm7OXx6X/N3FGDU1F+WaERtKat7tFnTxLkubcxCf8r/dWLKzkSAgOHrNqMUy7yuOu4qVU85dT6oMJZ5VFrB4gulBMqwGDDlJGjZZwayHTUq0tieKsmKCEYdJEcGTdAx6hNEDGjE4JuzknFbvUXJOlQYrA0dkY0Y8cTO2xrGhZ+lWXGUvIFVU/YqtPcACo9ggfYNPG2a954NuR7/dUkvPwifUWG7tPOPQMu4cOY5TBpN0awaug/DGdSzD9uukYRYmPLKRLuvAbDig4cqtidazK69IfWJtTpl3Na2PhGApwo4D6amwZIyYdSU3zrf87vKKp/lzvihaFr7kq2JDa+dEu0Ux9Po7HDWnfDHZUmnJtoN7TclZueatzRQXM1SFpWT0bo6jYxw3OB28q2onfFXmnGeen0+XfDwJtG5GlBGPJGfabyD8DhurxHD5Wqzjl6AnAnsg9C/9XgRVuYYH7X+ZGIRQDaoWYzb7EXgYtA1eiYClfbo5rGCDeKF9tXRGYIXDyZoPmi2PcktnD0k6otOCjBWtGcDaK9cwTUKrV3SyY+WO+LPZPb6cdLRSsK4OSO6cW7sp02bN766fcLq75EjX0HqSdRSpY+VGEHdYGTzDBoUo5WcWvhMfYdMWowWRDe+1O5x/ykW1ZBIs6zSmTImNuQS34CrfYuOYg/UIkiIm4FSpYkXNhHM7QTRyZSpOyTmUDk2JIilBM97pnvO99wq4d5NZ5fE2oxGlTolpZijsb36a8Zt/ht/Gv1f4yvPT7zzhh493vNd8yf2648EqZ97OyejxqR4qEvfmQrD/moSYSs7sAT+aHQyi+9FyWB9SFzcx7gVBelZmx/9RVdzVmhtdx8JZFnlNNb7izvoYh0NRetNSxsmvnOOgqxOJpuPZ+IpgEsG2PB0JbZfxk9EtrrxngSGYzb7EG4H2HPXCzZ2l4Uec5XeAnA5H4cfcWwdO0xmx63FdyY244aSLjOKAeSiSItTMqClTHNhT1+DCN2dG+4TIAjOWVL1j6W6ifU8a6DVEdfzPdzO2xZre1hj3AscVazfi4/kUK1BXK6IpSGrwcs7cfsz3dxdosnzmx7zVzVn7wGMnkOYsfEsmSwh3eKG/j+UBP1h5ck08rT7keR6IsuK4fU4jLe9drTmKAYvSEBi0gjuEEoMQIhxFeNbDVXaMUc+VsaR+w93uM9QOdNvXCaBBYmLszng2+gJva+70S5IJnLSDEGfVzajClIOdcJJdgbxg4XMWZoqYHk1TjCpFKEgiNNKxnWz5WrbY5PjpZEyZPJOUs7ULVPaJsgrRXAI/Z2uEpDN22TmfzGta23CkV9zfveQR8GQq9LoiYnj3ckOhLVs8IhmkGdEG1uaKT7Rg4ffg5yRkkvPUbAjGUPvIrM9IJtCZSKYNSTpESwby+JokK4QGpMSyBpkMhpeyQuKD/b0TUM0I3GXc/SeIHrIEzs2Kqf2MZLYoLQ0dyAkmjYgSURtZWUiyZhThLBOe50dYzfhdvua9es39VcJRcaWeRzQcSWCiljGGMQZ/3dbgNeTFGkMbhm5IlJzGREJoSNFxkVpmPvLMbNhOnnAnBMpWOa9anpvIWixOd4DSOhiFjpIRnkSGowqOgxB5q+74QBL/4ggWboZJIxpX0AGjcMjL3HLUztlmK45iwU+mkbfChEQJybIwp6zdnGRqkMDWHHDcvcDrDgFcSnyZl/x4uiNaoZN7vPQLJB5yY3sKnTLtn7wysH8z5Br8tl/WNP1qB+LX9yQi0CLmAiW8FkNNgwhibxKJdtBw2vffenoqRkOXKBqCAZGGcYo4zXmw+wkrd8hflnf55EC4EVpWmfDT+ZIP2694b9NSaE8tJf9ifMrFaMRPDg29OlqWeFV+Viz4b76c8f76jBktNvUcdLCygxzttF8xp8bsCSZbIl6U83GJrNaMOadEuNULn/kFf3bzM7Y2QxLkRxeYznKnDny4c+T1jD4LrLOXTOMR1/a0qiApcLxdszUZJcoXueH0IvJOc45RTyPKrfAJ0/499OS1XYYHfnUH+M0N+yd/8id/8rd9En+bUdfdG+yC/3DDiNDrBf9q97/Q5Z9y3Hh6u8PHnomCTWaQ9H9jNXgF+NPhu6UtqcVyp+kpkmfrO2b6EidbGv85tW1Ym0OwNQszIxjL4zJxsykpE1ShABSjFvtmjv3qmIlEpHYrno+fY6gREheu4pMy58fTDCNbglQkbTHcRKiAnL9/FjjuhQdtQ6LmIgfDhjzW/N3Vc0a65HBXcbfdkaeWnSuZtI6prvCayKgpUsSi8MZs//q9f7NND+wdmBI9Si85O5OzcDn//UPPxwcONZGCjxGzpCfDpZyJbsB0lMkTLHhzhfdXjGVLEXsOYsbtfsvp9hBrdhgTmfeGcRTK9iGX8j1MfMDtzQEHccuzqiBIhuJ52L2gN8oowCQqVRzo1BkOR8ug1jOoPA9g74qdWow5oEo9jXEE4/ExUbLGJj/I28vANNrZiifzp3w+G/BfvQjBJGoHRi0H7ZRpO6XqRky7Gda9YJGtB1Vm8WSp573lB7y9vc/WtjRuTcUzDvoWT8My27H2iY1dsck3xL1ydbIdyBZrWnrTEs0FO2vw0QGOSdxxUSwx9jHT0JGk5nc2NUc9tPk5kzhopCTjMTQoioszGie0BsZxglVHbQWVink3o/E9o35CmTx5LKiCHxzh5ZJl8QKhpkpbvOwwYgncHcDFOkb0ECHH6uDY7qi52RUkyaiNkIf7BPFEzdiSU8aCSfMdxv1biASClgPeLJ3S2Dm9mdKZMYm7+PQBPQ+YtgX3t0cc9XNOjGIkMKOkwpPjsEkGfS4TERnGTFYVSfuerAk04tlYi5rAxpfUKC8qy0V2xNIXbDTjF+U9mnQTMTmZFpwVLY2pMJ1lSonuyQ265zy1JhF1+Lk1Ww5ixrzLqEKOpAmfV8I0jDlqCxb5mp/P19zfRJ6Unh0HPPfHiMwJWrJ1FkcacG+xRkXY2IzeOX428TR2RJIRJuX84fMZD7Y1v7f8ipu6wb+x7v2yaMerj+tCR/n1oGrdf5AxyFwHeHPsJoB6RCPWDKmXvpIBEZI6zsXw74pDzt2UkxgopSOYjmB7Slny08M/44vbf8oXR4/46eycx9WaP9i84GXZ8KQSou0wqvzFyU1s7DjtEuOQ04lQ9QV//5nnfnxMqT0WyFQYx4CjZxo7jkNPLokkQiZDN7sPgePrp6BAEL6q1vz49AKriWATF2XL89KT51f0+RlGM8puzE8r5av8kCoWbJzln92o+dl0xMJXBMkYk/H+bslH6yVWPJYtY70i2ZbxR3fhxsGveaH//w0Roaqy/8eP+7Yj9FsUt2Y3uCUgIcfGgs7uq2UG+qjKoNh8/aa/zv8UkcCNeMbdDi59RZXOmYSGjVEe55G1MwQ7opYcT8WYxLmcktmG/+FexT991vHHZzXjUGL3k3FBvrFSCbBlQ7QrmuyMWoUocFlYPi9GtDaA5HguiZKT6PZnm/PJOOeWfsaF2VBQkmnP1teM1lNmKae1AiaQpZ7exkHjQyMZHRGLoR+4Ma/wSt8MfVVNfvNvGR3nWeKfnXr+6mDEs3KDVQjSUUhDERoqrTmtV8x7z0wrMr1JUs9ROmfcRyZ6h2k/YRQbunyBVcu0OWUUVqjmPCk9n5fv8tzdQ0NJZw1BZD9XH17D2kKeDDbJN5SAjRqiWKDbn/+b8rnD7CRe/ywCUuDSsFAkzfddk4rPxxMeTQxLOWFpKkbmF0zMjpUT0IKDzHC8LinDDCVxb3WH71a/4HZ8TodjEf8B413OS7dgVTznuNnQugEInGlkkmoufU5nFKvXgi7XV6EhUuFkSxYSrRzzuBpjU+KlLngv9hymBi87XHeDJ+YQqr/igxZ8HHGhwqdlxzN7h1nzPol7HIQ5S1fTCtyr4ZSS2rk9ruMEn3JM6jivLjjPFvTyjF2+IGmklMCEHkkdazkGRrhUEfUApEUpSVhElSx0ZHpM0hwTxhgVTHdAayc82AWO4oiaQ84zYRre4qXPCCZiw5R11mBTRZY876+mHLU9VV/RyR3O3BUj7fHdKVP3GcEnDIpJHUbklYv6cI3ubTb314WKYqQbtIDMAaPQsTNTfLxJ1gdaecCnxYLAjDvaszQWZ9bM247HVYuPc6b1kGYnPGpagm6YU9CZwI12yyQlnjeJq8ywk5LPC5jZEX9xsgJ7ySi2iCY+n58jespnVUuhjxh3yryfUGmN6QOHfUTEk0fDLDru18qHiylfTB0XheH75z3/+eVjDsOakvjLk7BfiX7vwu4NyL4r9KYywOsbHlSLYbZIDuLRa6FOvZZ77TDCHig9YLAUxapnLcIqGzGTyLnzrONwr31aeYIIpfZ8f5lz279kXTSc+4qvzSGSQKwfjJhTJGRXdNJxZzcjmMBIFxTtXd69EqqQMCpIup4ABsbJM24t2Bpjh+Gc22d7CtyN109QIAiicGM7JaWKK78h2gRacHN7lxnPCe3vsIo3MESSzPhkvuR/uhuxWiJUbI1hxxLPIU3fcmsrOAwb19II3GoTqZrBzaP/m3fmNzu+7Qj9lnSEAJoU+OLsp8jGcNBWBBJlzBl3jjLZV0SN13C/1zUUCj4lxrpjFLa02uBMZJVn7HxFZ8bsjEFNTtAxoiXjlJNpzmnfcdAecrttKKMbVIPF/EoppigZGS5OCOx4WXZsvUGjA6a8zGd0ZEz0MQfaIOLoyEAMQT0HPCZLjqSGPj+nwzLvLP/xomDUC0EsVj3GeE5bQxE7kkDCkKdmoEiLvt4wrs9L92KDDNoiYl7/LWC4zMYs3DGfTyylzgBY2xfcCT/ldjjHkri1sxjTUbHjnW3GcZs4jIkbXQXaMe8MuWZkIceFjJIJefJIP+Gn1TEiI3pRlpknxIppXzAPCRXDIqv5rJxx0m240a+53TZU2mMYdLoFM/gmEQGPxgLUszRzdmZEMp4ohnGXmPVbvLZ7ROmgjX1u7/LDY3herhnLAqUgmRp1l4gajju334QieSgxyVIEIO14Vnm21rPxHY+mn/CL8Y6tzXmr6ehsR2ssvVEmIbH02QBY3Sc/ei1Sxw41CU05LtxEpRrqb9PTyYQLc4sL1/O1m/Ky8DyqxjzVnE/KA/4qv8eFfMit7RG3l/+Qt9cPCb7iVuP5cFnx0VXkvTXUmXLQdpgYmaSCtzYZD3cFx82Yo3rMw2ZO2d9iy4SdOaDUmt7M6bkNOmfQLcpRBgsFI4Y8OO60QqVTSCuiqcnTIeB4d/Fd/s7FDe5t3uf9q1OqOKaIR5y2J0i4we3umF5yjmrhdxcVH20mVDHnMGRMOmGVRdQImBnSr/GuRbCDV5W4vWK7fU19j2a43dwACnYEOjWcmwmLfAKuIGiJWkdGh6SbvLV2TMOgP+XjIYeh4fNqwoXNKaOj0TGTmONRehmRSSKPg2hflTxFFN7ewbh3RDtl6eF5EekNRASVhk25ICJY2dHZxDab4FOB145xuGLU9YykxsREMhllrxzXOTUFo9DyXz1fcq9fU+3TedE3kpo37mMBNjZy5RONVXqBPMnrYuwVQHp/b3c3USYD21EiSBzwiMjeCPT1OvEKfCU66OLrYDrcS8k01WiyXGU5Vz7ikiGZA86yAuwK5x7T24ZxCmwtQMOsyyg0Q+j40bRkpDlvd+e83/+Yw7gmhlNOdoaJWmZ9ZBJ3iFrECNBinGJsN5yWgu7neQLkr7p4QBpA4pNwRMOcRbEjSYXvb3EadrzMBbrbtKbkL+ZjytBRpRE/H42o7ZTTespJM+Y4HFC1iTxlLLzl7Z0wjg1V6lBxTH//HtmHt/5f71v/X8a3HaFvg5vFET948E/484v/lbPRJZMup+tynozhYJmBAatv4GKuY5+zOIFZjEyJHNYNP7WnPCsH7R2bDqhCJPCCh905XgO3e8POJ1ozYee3ZCnDqtm3kK8n+a8Pdg2mtqqM2iPm24zO7SicZS0vuZ2es5aMTAyXcpeJXuHouZDb7JywjPe43X3Oo9GWUoUyHJGL8CKvKUNBFbZM+5xduk0vNd48x2lHlTY4GXrhuk8EU7jGVwzSAkZ3vNI52qMgr7vns92Ey0OhADbykjLlvNc0fKRfsqWgsQ61yjhE8liQxwaHZdyX5CFDtcGaiNMSF+cIytY8xySLY4wzgWkQbkri09EjNtNP2fk7HISMXbnmk3JEZ3d8Pl7ze1dXHD3aUZJTXnOGpMOQDfoxmqhNx0uxRL/l3Cm1mTKPFRMTOatuYPqOcd+SBHZWeOInvMjWLOQ2vSasWL7M4JY/4167xUpga4QbsaD1a4rumOQid7pD/nDxnJ/NG9a+YG3nqL2CNOcyc9ypA5fZFaNQsDNzBA9aIyhWE1EbBuNI0ORBM3q5rvsFBl4iQRZsjSPDYfSKMm3Y5h7RgjvdhD+6GPPR5RE+nXBlZxylDmLPrG94q95y1CnzNIJ+QlJLl40JVnFxyzvSk3VPmYae5xPlRwdHfDyd88m0x6aXGK3A7GixJNlw3VONNBz0wukOVuUzcoSsP4GUcXvzgH/8xHKzHnFRlESb892FsPGRaCzPcuEqE0aN47jZMEnDSDNKxKkjmshZBhsLNxN4n3MShcG83e037OExpxoQmQAAIABJREFUaZ+yi7u+1wJmuKUp8LwsDTYolTq25b4gCAVHoeSkFUo1bIznQCKn7ZwfdYZ/ee+Cs6uGH1yOma8LsmTwBDyRXAIOQ58U0w13+ZyBcRrsoB2cJKCmpRflpZnTVC94Md4ya75DFp5zs9nhemXhM95lcb1rk2mP4jntG/7rFy2aIrlR8pSuF5BXU69fgvaRUDZOKdKgCSYorSQKta/xgAokR4ondNxiZ0qcrCjTBY5BbBIFlYBIGoom9gUSul/ThuN1lCT1qGbssgq0pzaWXXGfrTuktQ0rGXOS/QUhVyRGjuKORdnzqEwUacwzc8LWnfJu+xmjrqAVR5F2PAyPqLNbbNuCx/kIrw0zXeDMMLBXbYZO1bUkwPU1wOsC7tXrYxwSDf/oyQMeLO7z2XxKMh1n4x+zqjY8jIkiGKIRdtYN3SVVZrFi3hdc5C0mWk66CpM8z6vIj2YlbzUj5gXc+P4h4++f/M0b038A8W0i9FsUVgx/ePsHfPLln3P8VUYeoccSbLffMP8GCmO6/h+AKqUI0055Z1PQGYeUkc5vcNkLpnHLh9sV2IoXzFkbz4xPKfrfQb7RvH5NpR9CAIMhY97c4DzfEa1hp46NG+FZMNOWpUxQETp1VLrmQiOYjLM8o886RirkwTPjkifliMeVUCSY7HI0jSniBtsFRE+I2rA1kYnZcs2uSQLBe15wigWOwlOemgnBWe73l4Oa9HD6OB2hfsed3nHeZOTFGSU1RViS28hRDDiWHMTIOJZM2sQ8WrK0xfcZEyLjvsBQUWkJApGIjweY6FHg7Y3yKF+xKV9C/iWZtJyPHvJYJ9hUcyIXHHeJG63w3rbkRpzvqdEtURoWdkPKGn5ysObxdEOhlrfO3iGEI3ZWOCsS6xjQzZSH2x2SPEtzyM5YzoodP5pEoo5Y2paF3CPawKMSOq2YupbKN9zspgiGYALB9NR5z9bvKMOUk6bl+fSQTCNGIsiSR+VtAjmHXeAigydlg1WIOCoumKVzslSztCUb8QR1uGSHFEPdIBaZLMhgieK0xMgai8GmHWgiSsWt+ogvRzvuX33ArXbF2CRmq8Ebrkw7DtvILDR8uFRWflD7Hjc1Ig4xDbO+YRzXtHZGTUbULd9bGBp5i6/HLc4kAgGVHsRDHLpXLhxy0JW4dIOHGw8CBkcZhX/06BF3umeI9Exax5PifToOOa6VUei4YzwXhSeox8eSJhMus0BmdtjoufSGngJjhR/N1iw08ffqxPu9Uqr5pfLim/FqZIrFS0cRI3U2JTQld5oNi7zgsC44bs8IuSMLhtuN58gsqIHMJEiG1hwzbQ/ZGhh3h4hckRlDZIsXoQQKBjLCI5sRTcZp2/DX0xHK4TDmNmsS0LmIEyGlHYUdBECDKfDXJtCaiKbA62Cx0mIGde4wwbDCZnvq+vV9ub85B8nTfWHDtY2pvH59rseH14lQgpQqOj3k5eiACz/Bc0zVH3K7/ZqCHUILyaHGIKkmie6NW99YKhMcdzkrG7iwYxppebjdcFEUfDEtGfUrerOmEqW2d8n1jGRgFALjZEh2xcY0HKYtDxa/oBblJ/m7tOYUTQUH+iV/sKzZmBXGFmxtxyw12OsnY4Znb94YL8urz79meCgOG3IebnMO+jGPqwN+OFG+9E84Gq14e1kybTNWtuIX48Am23Kwtlw5O4xcDUz7EZO04T+tv+DeW8ek3/8+2dgjv+FCif++8W0i9FsWRgwf3Hubv25+zMlVxlW25DuXEeT41z/gDdrtmxpnuUZOQuKqd7jUcxwiW7vmsEkcpQ330wV9uiSXFV2qmIVA41ZkXYGl4DXd9M14vYRnFNxf3+drnqHFGbiWRkasjTBJHSsyDB2NlAwcBMcuVdwNSqlCQ85cWxam4F8f9tzajpj6MUlHHLcFJ1ojvGTEC4wE7BssMStg6bnH4+F3Dip2XOqEr/2M231Nrh2DaWykYsHNdsfJhcfYBcFYnpdXhMJDUqZ9pPVr5p1DJNKbhmnnyaUmaksUodLxvsJ0WAx5nMG+Ff/+puBkV7OY/IIPmiWNL3hhaqJteGA+oQglnc+ISVhWY56Uwtu7jiQNSEJ94KvJBS8nF4iDTh2f3P4xk/NTvij+gCuXMevH5MHw1jayMfdo7AgDRDZ8Mm05aW/Rmw07l7MurhBTcxXv8JX13EyPOGwc6/IKqSe0vqZxK6KJ5NEyTsqHzSWP3JQLPx0cvXnM0+qYp5XhWvXWpQZLx0l4ttdDToz1kpaCJCUqgx/dOCVqtQPWQxYgZ4z5mklachA2nHFKLxkBoYyJrRWCQLTKLKwZbXrGqozSFUYHHqBLHT5uGJkWk2bY2KJ+RUZAjVCTs81akEQRPEd9wZfpgFpGhNSj0g1ZNBlFGnHSHWNsRfCGau0Z4SjbyMO65Vif4swFIh1qlPvtjj68RZMpRmEUKjwGEweG1irCra7h61L4etSw8D1XdsTGGc7t50zCU5qmZr3qebDz3OoLSpsNPTOV15v/NaRMwakZ9IyyKV9Ob3DPGb6/avg72wVltyRTha5Fdd+5zSKdOka94cHWMmuVzi0ZkUFrmSZwEdQUGOmG5EChd9CKZRRqviym3GinlG1OYx3PioYm64hkiMLGPyNLM3pKSAYT1/QygPujCXgE0UTOhgs/Yqwdh9qT4hv8BgNiFLPHAqHmlXNM1Qs7H1EMWYCJmtfrGvvXRjpa1/GimLDJR+RdR6Ji180wavEM3nOoJ5lm6AWpXkPZQGGrU0KccxzWjG3NnbamiDnTnWOTK0trsK4n5T1RAr0Bl+AsN8x7u2egJqrY4WPDx6MbKILTllpGXPhjzt2YXXaK8ZEbzUty2SuGiwcVnHbDUi1v2of8uhQ5AB61Sm82lGHJw41wb5Px+ewh/3qceMoNpk3O08LwLG9Y2zVV/oJ31vc5aEbcbMectMr3xs+YPrxB+uPvg/vtSh1+u57NtwHAH9z9xxhanlx8zM2rKR99UXwDYPsqXveVhx9fwXoE6S0nuqXfZaxtxlWxYKdPqKuvEbvmjMRxD/O44LDe8Pb5Q8p+vrfCSBiu59a/fNTIqx53MgQd8Sy/oMle8E7vaJJwZg850DPWcsCCUwTFpCvuN1s+3FkkZayssC0jt3mMdZHz6ZKf07PmgP/ySQLtKcxy0ClJ6dUhrxfFN3FCAszp6WLNZT7lIhlu9soLV/FsVGB0xe32jEZrzrwDWfMfnfe8qEacF4IxkaWUbMmYhJxpkzGLJZFEK1syPcTjSCTsPvnxWF4rcidKIrVRjBna0yfpS6IdMY9rlrYgY8ckTkFqYIbFk6vlwl3SZi3bYkNJYGMVHwpa27OePuPHmXDSGkZmxM47NnlGTB3OXiKq5DKmxfLX0x1vN6c8Gr3Apoob/Y850gXvdI+Z0qKiFO2c2hhs1iOaGPUZq3LByxyEwHGq+SLFwabCeNAVogJUKDt6U1PQcu4Ck2iJ0mJ0jVNHK0pvAqphGFeaLZk2NGKpdM0sXjALW6I6oou0pqQj41HZMu1GfDpZcKuZM2ugcZaLUGPVU9IiNIhVXMiYRIOmHcl0GN0SpQWFMvbkMSNJYGcdz7M1VYwctj1nuSHYSGs7RAvm/SE+TSjCiFwt85hzZ6d0TrDxklyvEDvQ0UUUa18iZo0xFSYF1GaM0hoxNeKEqh/RRsPKW76UYlBDdxdM0wLrv+bIfskxY3CGr8eG7eaEUSoZ9Za5BCb7+3YY/Qyg3d7CDkcn4NOIi2LMDzmm3zzhvl7ha8VERUyPmAV1KtjYkoerklF7n3UOT7LArO9x1Hu/MxgM5AdNLRi6I+9uEx9tEv+FdDwqPP/74ZTnI0U44LFc0roTkkCujyj6NQcbzwfrJVabvQaO4CTSD5xOAgUHMTHTi1ddXMGCxlddH8z+6ytwMEyDpUhDn8gzeJvpG+rTg95VojeRdZYxbi65EV/QGcW4NdL1RKaY1KFmOTjQJygxQwUVIamnVKVIL+gFxjpIAQRjqCXnqG7I8wmP89uo+SuM/znKIBZpKUiMuXlV8tHluyRRGrPl5/lTHuUn2HRKwtN4/3+y92Y/mmXZdd/vTHf6ppgjcqqsyhq6unpmU2yStkQRAihAsOAHP/jV/kv85xgw/GDAkF9kwJRsAaREimyqx5qrsnKK6ZvvdIbth/tFZCabtGTAMOzq2vkQGREZGRH3u+fcddZeey3+8uhdDrsjfjB/jHF7tP6KG6l/VI6gwMQhGub294PdAVTd7uckiDT8cv8rPhk1RPb49kpzr51iwreIKXJuHWfqkP9mcswzPqItCqbHGZU7wV9VHITE/cNIfvYj0uEMzN+OU/r/f30DhL6GZXXO77/xX8EbwPWS/N/+D7y2I9zUDUZ5Zajo1TKx50A1nIYNpA2L4pfksqSIsNFgNdzvoYwZHmHrLqhNQ64yql6RS46Nx2gqXjUku1GnWxU49hec8IxjH0nSIwqOdMPTfMWFfsRItUjq+d3rjGm8ZJF1bIqe43bEcb2izbd0aoywZl/NCU7Y6h9jzQWiOkhpGI2XV0DQ7se4+f1v/lrSsbYFWYDHec5H44JRWg2jvipywGc8bNZkcYoJY+7Vx3z38h5WHIHEViVGUpEPsZAIgpMOS0bE7wZvb5Dn4OabdqZtAcX92tFnPVdFh1Wa+/05pQLnw6DTEI8SGEva2bkNNHkyAaM8ooQsBTauw4nm3OwT1ZRpmPBGOyEj4OKGddGR9KDnqHzDP7uo+B/vTHiSP2Xklyjx/OfxY7ReYozQKWGZveB0K4huiaxpTU7nIk+rwHO3j02JvdhwTz3HZ5FWZ+h4ilMbOnOAkcQ4FST2CGpDY+bYuKUxJZotiQqwRGlA9djgcaLp1ASdDqH/MX08pzCXFGnGWu+xLxVWGo76gllaUMZPqfWEWlkmdk0US5IWqz1KRcT0hFjRk4h6CNLN2FCJRUXLD64dpbf8+1lLLQbbzaiY8/bG8KTQdFmOjXcY96cchDH7PYyiprWC9YpRHym0oddHGNZoaW8XlkawaRdNo65RhOFTeghVNQIVhvc2M5aq4r4SpqFkEu+yrhY8Ky6piz02acpjfcRho5jpjDvB8YY0FIBXABXe5CQlnHMI7h0e9IGkG7SpsJLhjWObGaa+ATxK5TRKcdJp7krk/W5Di+OFyVk6xzprGXfD/pEIiB14BhFHihmTVNHpMYmcqSRmqWWjPuJBeEovS1apZpvOeLj8Y/75433KWHGthTf7yDQIEDEpYiQSTEahezK6l/Eh7PI01NCKk2iIYjAyxJXcWgYlyG6RgQxrS/Rtm0wEkhQgI5REchaDkDsKQRxKBs8s0S2oiItyy7oMmR4KrRIiLSKegkRIoEkoWkqjKborVh4us8f01f+G2w1s1EZjuwyJng+uvjvsAjoyCmN+cv6Af/doSukzgtZE2UebjHFYUbFFgLWesh83aDxaNF5ZRHpenf39u/Z3peC8uOBfnii29j0anfM3sznvrN7k/nbKeb6mdZavihn3/tEJ38r/vyF6/n+7vgFCX/eShEoJ9fd9Xr325mVZIEasuuDI16g68JHyiLYYEQyai9zz/nLK6eoR4zCm8BMOyBge9B7hBaKe0ZlB7mHDPjqOMOSgelL5mInu+J1FxvmopnXQahAdudILTvVfo5PhwDsuDjue60ThR6hwn/NCcdoVnPqnNKYBDGep54kqie47PBfhIBh6bSkJg7RUuIlV24kiX/7uAnRoJCWOwyX/+8GYeTXnrLvmpM8Zcc6e36BlhJYM4yekAJgNV9mKjydbdCx5tHrEUZ/daqUcxWtvdy8KggMCiUDUg+Hlm41hJFPW1YpNFniRGQ5DZCQLrvQMVOBuY5iFjmAbIOF0YJHNWWeeVmm0ZGhJnKsTfl4dsN8tuC7mXMqUk24GKaNqKopYs863nBf77G0X/LefN1yNl1xNnjLK/5yxXpHHSArQGEVwOa1xbKoXWJPYmMDP8opVPqYSz15KLKn4bn3OH9RfcG0yPnLvcK3v8Cw3lFIQEZLuEcnwasSV0dRakVRAqQ0mZljJ0THnjWZCFMMhJZdmj2f6Afuy5oH/DzxsnzHKWxKOs+Bx2VM+HCl+cTBi63+P4+aMP1gYfrzcYGWJEgdotFpg3DNyXmcIBXBs2EtTfmfl+P7W8+OrN/jLvRP+/PiMxlgaJegEmhG1iTzsDZlAKZZghOtSeGsz6He8jpTi4VXwr/rhIbYbW3rV1PRG2bHfR5Zuw2E7Y5lvmaY1TjrOtmdUsuXKLrkyZyyKmr6cs/AGtvsUreIATR4hSU/LPkt9QK8r9n0BwdNViSg1rSuwPhFsjoqyAxdDnp+JOaKF3uQocRwlqFOizbfobvB9Egdz9uhcSUPOWdOjlEWURSmHIHTuOav8S4Ieo9OI3CwI+pxFvs8svc1ps+S0yyltuwvc3XGjGgw9Y15pZ91cv9211MmCsiAQKdBSv2TDXjnY3ChmbipFCDIjxlO0nnC88eTGo1LAoKjikJunpKdXDtQMEx3oltu+4+5mUSKoXavU7b6fSjlVSHiVuKaiY8zWWlbZIGj3WA5DycPNkGw4z+ckkxh1I8bBchqWLMwBkQLRERctW5MIoum1GZy1kYFFR7+yYb8qkX5dLK12wvKPq5zrfI9pP9gcXmaJjR1x2JVMumOu88T5KOHlVeuN3676Bgh9zUt1PWIMKrzCIcvfegu/qbG72VRSSZYsD+uM51dv8/HhZ3hJRO0Ze8PJ5mw41UZ2hDSAZ0h2PiSo5/j8Gte9gxJNNEt0PAAEG8YEy3CSLltqlVi6YTz3wMPzIpFL4tq9ZMA721HEBdo6fmYf8Y+aZ+RxJ4QmxzJnmb2gN1OupOdRs0aiI6chV8MeSuS1TVIYoJsh8N36MX8zq0jZinkh5BgqabjbPsekGZoCoUF0QKHoVc/WlORpyaQ75MvJNflKM/UjBvL+RsFxY9OvdyApkojoHeUfXEcRE4VqyfwAcERFqgQ5gbfiFS7CaRSUPaEloiUnqpY+XxGtELFcM+Jje8RGjeiUYl7+gqK5hzeK02WGiROwNQmLDjNKX3McLrmoSi5GPVP7c7SuWZpTjuNTrBKmQWOj0FVPqUikCM/ygtparo1joQwmagzCG2nwunbkvOef89elxsgxpT+hdo93mhSNi1MWbjjZK3okCUGmeArudQWt5HQmJw+B415zXZYEU1B07/DAa368+QSrc+bO8qJo0DrwpXsHn7V0puNflDnT6PmdjR8E3AgvfaRev8eHB2lEmSUujXGi+O7WU6Q9Cn3GRZ74V8eXg/2CeHSCiZchHDYInVV8VQZWTnO3UxzXq53P0DCS/XKtvUJJ/h0nk0MPsvasJJAnYTHe0huFSZpDsZymxK/tEqUT11mPcyPut3MaSiIjhiub2KoMkmUSHPcEtFQses/TGXjVEY1l1IUdMatRyqJFECUknaFFowh0zqLViGnj2OTdbkLNcVneoyVn5Ds6DqjkHJcaklZDtI4SvEm0aktrrlFqhUoZyTxBqe9x2jfkAkjkJstLm4G0vjmkDG0sXlqbiAZJCHZggJSgJQ0//w3brUBe9dG6+XoBz4ggJyhVEHTFSdPR5T3L/IpMPFe556CzNO6MpHLQHhcSo3RFxhylut1/aIe3atd3ShkqnKKGYBX6oqUrNlyrB2g/os8cFjjYZvxoDmU/4kX1jGQg6oA3PX3quecj1/k+Ws4wKRLlMZ15nyf5KdPVl1S+AaXpdUWSgqxfDd26oBA77I6DDcjLR7rsLlvBDEOicw1bk7CM2W9L5qVhYz1GFJ17ZUH8FtY3QOhrXmIsYg0pxJf77yu6oNtKDBs9r+AkpUhhSnRL5jbw1vwB2/yCLlsxCiPubCGPjsJX5ClHEIIKeB1xUQ2DviYxJIsPBj1KBm3MEOMxRkk25FaJ2p24hwTtQsANX0pQcRjZ3VHkte0wyfG5O+Wef8BZ75mkQLk13LGaPvsU23/Ah9kBd/qOLPaAoQOsGKzphzzFYR8dTvEMxnQfj3sux2sM5xRxitclTnqqeEPRD4LnoaVgEFWgEIqU3zj60Onw8vozZMEPrTCPUCE7LcTQPkuIKHpTs5k8RrIOhbDv4Y21YVlo6mxoiWUoRPfU1ROsH4Na4nXHUVtxla/RRnNlK9b6ACUagyaaF+zRgKkYxx+R0ggtBb2tSZSMfI+mYmMNGTWYZhg/FoXHoFQY2nERRAcQaIzGCOzFSB0jH1VjJFnebwcdw5Ux1LpiknqOQsNzs6BV7zH192n1AiNjat0SVA00IHsoKXcgSWGkIiqLEYNiMIwrlWYUlmgxRFWSy4RDv6K3CaUSeRzj3QE2gtaetSr4i5njxxt2L/QNDN3VDdB/DQyp21et5YRcJpxuI+Ne06sZf3q2IGkh6g6TIrWJtDrnwil0pvjMCItmzKO6pFAaI+l2Ld0wQDfExd/lXaaA4ygc+gWfMqaOGePY0dhLFnlgpNeo8ilLs090Y1yfuK4Cb9QdUUaDDjBBr8Y4sWhVsBdWbNWYO73QO4NXl4zCNZUfvL5ENJJGRNeQqUBSCiMNQSY4Wja6pEgGmxRZnFKbIzoZY2QCODZ6j0lYYPSwJrXvyOOCPm1Yl8+paOglMpNLHvRrLnTCxAylnqJU8/LaK1A6DgMFohAMyuySLiRn4FUi0Sg2ygyxQUrjVHotMkclPWhj2L2eZmCDoipQIUfpBqs2JEqe5kKvSgoFL6qe59mY+w1Elaito8+mHDeW47BCo3Z+Qzevogwow98daGY6bJox8j0PzAX//cxzFL7L95dPuNPk3G80vdLMizXL4oIy7OGkYJnP0SHxaNNytv4rNmaP3rWsrOV4+yveWp+SxQUpZWQyHpg3hJoDnmYOzSV1cUUgUMTEmTccyAiFIagBJL5db3lvcUYQT+NK5uoBRuXsdUIfHdPeUby1YuT+Y3aVX9/6Bgh93avMEP3ScAt4nT/dvf+SYH3JMdfG0MshxHvUtmYtiZOFY5b9lCL0vDXPKMShKBCgsRuCSXgFvfWY0JLLBkh05hobBCeTWwG1xqBTiSGAJCxgEnQathomwYAoWhfp9ZBu3jFGM2HLIx52lyipsF6j4pJWTzjysHJPqJNmnX+fP90/5h8sliQ8+xGq0JIDQUPFALY6DRscvxoXnI8T13bL2/4jvtV+yUFfcG97gk17iN4MQl4SVnKEHhsyyGtWNlJIjUkZo+AGgHPrhHuDOjUD5HpJ3AuJxq64Gj9nXrQkPQDBSQ9ZVJytx1zN1kQViUroXUcRRyS3GfQS2lP5KbN+w09nB8zNMU567ABJOIwZV/Ztaqb8cm/N1O9z2BRkWLbuCq0aWjVm5rf0jFAyZqTW5CmSS6RRcBAthc8R3ZOIZDGh3aB7ECJF6nE+YFJCCzgiTjqiGFplyZKw1kuCTHE4Gr2lsSuUNBT+kJkfkai4di3CiLWa8KC1ZKKItDwrNlhRKGXQyZPHxOkWVKEoJWHwiHi8QC4FRSqHyAvrAYVIek3/NpAzN8eC9PrCUAkJe0Q9QtAchAytIg+2EZ0MyUQui5YPRwvutQWPK8tILBGhjJqnheZJeYeqecKrtm43wMfoRNQKFdXLLsTNetzJvjBrUtEgrKjzOY+nVzwuFSftAV2ecHrDWk+YypakhIvRhP3NcHf1OmeaVkQjHKSv8NpxPzY85/tkPuOT6TFro4AxG9OiqLlXN7zZnLA2Wy7KIStu5Aem69KteFzA8fZN3l5PqXzO/bnj09mSPzu0rKziW5u3OImevF/S6A/512f/MyftEePGUaScJ4VwnW14lH7Nlbvkw9mc/bDlKLDbOXZHgp1vz6BtiUgwQ1iqDtQ6p9GJrV6Sqyl9GEPsmeqc0g8gSpmdQWccJD23Zz3FkDJPg5KESyuWpuQyB0fgq/I5l3mDY8N88R0aV6EEqtQy9Ru8QHGbxRNfGTyxw5rW3Y59CnjtuCwWnEjiy8kRV/JH7OVr7uaBsWrR2ZzD5JluBRcdJ/Ups3afvX6Ipwj0rLM1j4vndOkrSlUxIgB7zN2IJCtqF/m8VJwXObXdMupPWeUHdDowDU/54foFR+190AXJQJVW/MnFM76wd/DKMPLnLPU+rRVOVMavDmv+6+8dkX0NRdD/qfUNEPq6lzGoW2Ow1+vvy+EZ9DI5WzNhyx5fVAU/n07xSvGsGnHH7/Ofdf+GF67kQb+HxhN05MPZkv12n0wMF8U1VybwXndFNA7Mik59yFsX/3BoFKkGlRzguMoafl4aVs6xzDRzE7kfE6M0nLxsr2glJ6YJIhPyNMGmC/b7K1I45E7fY5OlpmGPDpRlTz7kuPmKX5Rv8jezA36wtPSS2OQ5tRzgkgHWzEJLVBm/GJ8SsxdMu45GhFEUJqGi8AYdV5j4EK33iKonpYxWd9gUQffMOs9WHxBNz51tRhZ7ehpAYXE7kDlsmok1PR6FGya78pp1seDF5ApjXnZNtg4OdKRKa04WGYsKFkVDY1sqnaNDMXjbkNHZnq3NWJqSSZxzRs+X5gMKmVHE+xRp8Gz52YFl6i/53fYtrO8o9QvmRSKpQ7ZyTN45Ls0fcFX9G470L7ER9toZZVeyVppCJaLeUEhiL7b8wjgu84y7oeFT/RZPzQyTvmIaPVo1PLaHPLOHqDThkC9ZmAM65Yi6RifHfv0Dfnj1/i7VquWiiPxi1DPqFR0eUedsbU1vEzoVeGWopOZRPecsJMJmSu7B9Vv+3cEGKzVeHrCymlnbc68NBBwOf8tCDiDIAgakACKiN4BGJCOFA0intLaisyVi4SA6yq0myTmIIZH41WjN48xz0OfcDYpR0tRamIYeZVpy2t9cWDsxkILXpRhqaAvddHiCrQjuip8eBa6KQHQZmTR8PtIkmdBq6JnQhilLHbivI+N4I2NJVLElUzWRDMFQ24wv9iueladgDP92+h4visTSejqV8MrzT158xUlz2pzOAAAgAElEQVQYcexr8uT5q1nBF6XlhQschbv8s9qj9JqeC5xyfGejuNsNbtFJcn45qfif3otsneLYf59MFtS6plWeB3WBGE/CciJfsswaCi9EM7R2tGZQQWNBh2G9REMSM7CnKtKbDddFy0qN0Epwfsu9psQRUC6g0q5F9srhTitFkqGL5eKWaJ8QmdIYYWE/JlDz08MXbGygt5ZDv+HPDq846Q952ETydMkq23IabpLody/X7akxgAmQsgEgacNFtmXpEpkkjHiK3nLUPuDaPeFet6RcFTh3wipbcOITZazIYn57e1gyXMx5sL3L87zDEyBOqFVJx5qKwHlmKENEJUGrkk+mpxjVMekj1+4hn5cK1TfckYHxq1XFUVwzbs/Z6gm9GqHjiq3aZ77n+JOfVNwZ//aCIPgGCH39K89uxZi3ddMOeKUPdnPK2ZnSD/lcEb4YjfhfTxwaRVKRjJLGjnh/uc+YGYKm1ZFIRCtHsAEXI5UISYRNOWOTXZGljirAavQfqMIEHWegPI1t+Bf31nw2LjB4AoZlPOFb/QWihnHZEZo79ZhPx1cYLtDR4OIQN+pUT9QVObAXNaMozLaOWTPm3Bbccx/yeJTz83TGvh9RuwyJE/b9iGfZiM8zz14Lh70w2lrWOjGV5xwGT7SJZDQLBy/Mgmk8YJUnPjz6lEmX8eOLt8ijoYyJ7/YFQiLS0ulrcEJUDVEy6DTR1CQi19VzPj+a02tYW+GpU6z1lPveMAuRcVSIEloN81zwOjLqG3pG6L4kmIar6poqFANDAUTTUKXIP13UVAG+NN/nvoJflYmrrCRoj+iIsYnPJ5Z3VppGSi7t97goNjwuIjmKUdzD9iU/zfe4Kr9NqxxxPGdf/Yp3+2u26oxpUmxsztJqpr4n6yp+5mZ8lR9is8B1u49RHi8JMYaDbs1p/yWansdO0Yd3WNqSD9bv8gcXBbkolpnhKt9nus7oVMt/+fgczJzV+FPm1WOuwwsOm4rDZsrd1pLHfQp/AqrBeEO1hcsuYzvJuHYLJimxH4QMBXYwEx22eRlU+3HMbiZ7eIiFEZ4Z19mU3sIin3GZT6g8ZEGRtLAaW97bHKHRBOVpdcc4On7/MueTKWxNIk/CP1jOub9ZkkW1mzV/hW1Vf7c8T6VBLhM0bPQJW2s4z1Z0ytAzZdpZMtPSZpouKvAn3O/HTDyU4qiaEYYeIljxRFqiGhGw2NTwxegBH48MS9cwDQVv9o7LbNe0VQ7E8Bf7J/zu6gobFb0VviwOWBgB8TjfUdYX7PURxQQnLRu3ISOj6h1flFOelWAFbNxjpeAsfUqveiDSa8VpWLI3f5OoNtzrG2ZYBA3WIR5Qg+cPySKEHVhNuy5UhqfGGxj7gs4kjqInJ2KURqlB4feqdevNJqf0TjtjQMUWaGlNSbCKp1XOF+OOWTdjHBuuspZz8wKzOea0M5SiiDpiVPs6i377dwH3DAl7IA5vvmJRNMydZZ4FlCT2QyIoRWc1vk9MpaJoCwrjqXxB2ZeUsWSnoR+27JCztTnn6R1yozlKI6JRwAarAkor8jhM24U0AuUpk0epgE2KqEq86dkNJiJKE5UiU1tEImlkycYt2ZuaB9/O2bv7f+uJ8rWsb4DQ1720RsoStt3tGla81EbclnpFH5Qg6sTzvOBpabnOhWAaDnvPyvXc32wZMUPvhrjzNEOA++sFy2pJpwNGe056y7L0eOspvKAV9OUlhDXWb4k60mQLfCaM2dLjyKkZy4akc7KQIQhRJ1b5lmgTAUg2UvsGnTLebHtKFRnHMZkkaN/nzD8FfcGdmOGbnM/HLT89vuTt+ZRFNsGmlsuQ02vLNF1xT3V02T4qava9omfMRb5PQpHrRKEtRUhc2hqF5nsXdxnFnDLlO4HqDczUGCrKlOP7LVaP0DGntyvavKPLrvlidk3Y9UymwBLhsljyxMDWK97ZCuMAZPDhHmQi5L5k4jVelRx5j1GB2g1tNCVDG7ESxWyb4/wxb/QVXkp+lxN+Vjxg0hU0ruOnhytKP2Y+tmQh8cUo58OxIaohpwkiJTOmMiP0B/R2gc/3udD3ubCD0ZwmR+gQpYi2BrW9naZJUuL1mELmGC24NnLXO95eBo7jmsfVX/CJ3ZBv7/Gj66/Yb45oXI7rOwSHEfjuXHHUG8Z+RuPfxq8Lktly1FQcxzEZGkERSGQpZ2ieWX5vLvzBfMXcWFZuRCaK+35+23qBm3akHZT9N/J7HZBkMGZDJTnb7MdYNWaSHM9HsM3hqWv5cFwTgZPe8ofzA7Kk0EnY2wZ+/9rT2HOm6ZxD/5w89UAO0v4G45qSRunXp3wkgTeaF8Vd5uqQ56VhaSfcaz9nKpcsnSNr9vGp56A+4GFTsd8ZUIaxT5z0GVoiQkSJwiDUyuKNotVT/mK/4HEZCarlKmu52+wN05kojj3c6S09Uz7NNE9doM8irUrMQsZZW2CTwah9TAQjLYYxRTrCmQBmS1AFl1ngwVowdk5jWiZec7fzNJmmUM+Zbhx5+y4j9QxwNCZDxYwcweyiLW6nOXeCZEmWPh2RdIULNaP+C5TqsH6I3chvkeWuxSk7FditJmwHhtQr+52GRnk+G43468kBL7JnLN0FUWcEswI/Y26fsrYlJnW8s7p+Le3+NQQrgPKk7DmexIXu+PU48mWVU6QJKyOI5LS0VEHTqBlr2xJZ8s58n6qfkTF7RUM/WG5E4MIcEtOblGFOxtXQYpaOJJbTBp4VGm00z6zgQkWrB4cyb3uq9pJRmNIyOGRnqR5cyw6mmHt3mDy8z+ThKeyVv8366NfqGyD0W1By5xguF8DL+/5WNL17ILxmz65A6ChkTRUXiJqBdGztIGacxWaYdkLvQMDAIe11h4xiTq97etsAgauyGXJ7gE0GWQJvO1p3TlCDI3CrNJ/rd2jUCEXkDfmE2rS7hOZBIL103eC+s5uVzTSQFOOgiUbRmUAWNQfxOUn3dA503HLWe7TSHETH01FDHo7xdonCUOsDDnqos4YsGh4XBUeh56Dz1PaUKr1AJUMgp9YwDZGttpzUM7wKQ4p4+k1KWWHIZAJRUR87wj/+p+A0KV3T/9V/BwJOQCeoc6gijKKiSMLTEh7VUHmwOfRYJkmz1SVV6ogabNpNrDCk0icMVRfxFBTxmDprSXLF/vpN3g0rviwqKj/i7YUwY8y0CTwdwcpGJsEwdwnRiqg0PkYaC7Xd0ueXiG4GPkUKkkmkNLT6kup294sGGSbfyrSlMxk2jRmFC77dQ03CqWsKarI44b30DOUdU39Il6056PapjUHFQG8Npe/Iggam7G0Tyhkic6ZqTba71xSQoYkIgx9xYg+LJTGKC3RsEBUZy67dcrsQAAbh/O3HRdB6jVeHXOc/IKnB0VxJxmmn+XkZ+dVkyzgYjCiWtudJ0fJ2XaKVossVrcCb3RNcbFHKYNncjkDdtp93J/5hpFm99jwFaHTORlcopfDs4/VdRgGCGSFqwbSp+JOrjKO2GEbknWIWIjYK4+RRu1HIZOAqu8vcHbIo9qld4EmhydOIqIXOBJ5nnsjgcjxKipFPVHguXaCRxKQb/HJKUXQaVBL2ZIkyEUMLscKkGUYgiWEcA3vBkrHGJWGlDylkxVHh+NGD32N29BYX5Yhnf/MvuX5xztw/xPWKKIosCSXDBN6rJ7UUIkEfknQ+MDoy46A5pc2esycZmRQYaYYQ38DQUrs5zCl2U12vV1IDSWIk8MyV5Eko2zv47JoQCzo54PvLCX90nnjQX3InbDi+wcw329yreq6beyoYXljDL/KK423NtBO2pudNK5hgOAkKwwmtPWNV/DW5OufSnlFIpOeCQz9hLDmByDwLdPGIS0447i858R1aoJBuAPApMgke22hOo6YcNSx1z7k9pcmXnDWfcDr3HJMTdMJEIbeJeHxK+uOfwN1TcPbv1kT8Ftc3QOjrXloTfvIDzIefobrwyiduhsaH2sV33pZF8Krn7fYjXHifZA3T0HO//ZJ36yuGGaab22dQX0Q8WagwKiOajmW+onE91a4LEYBaC5OkMAmSFj6ZwFN7SqdKSmoChq/MI0bZL5iYnlyGE5JnSLTuZYwATm2YG0OrhlF0o4SQRmjdIgmC5CjAmBonU5Su2dgr5q5g4hVJejq9IdqAJLDeMPFCsolIRq1rpkljsGwNjIPBRsNRO7QJjQw+r0P6+98+KCYiDaCpTw+o3vnhIATvFshfKfIIZRz0C0Uc3G4TQqM0hQheFI7Bo8SKkBQYiegb+fWuZTi4Ng8TXKPeMDc5UQU0ChGD1h0GTeNa/OAMx3Hj+Gjacl04lk4GwfXuDni510daMx/apLtxaPQQXTCU2fVSFUoqBtl5wquajhVaFYxhYPh8olA9moJMSkQCkSui6tjvLSftFY3NERfQKSGpwymIKrKyLWNRVHJMrprbE/4NHGqxu58o7n5+Q0HE0KFEo145y+/kZrsDQANkw9SPbkFBrypEDIqIlkFrIwy6n4jCoMh3wvpOv2LupxRR99jY4pJHqY6btCuRgZ241dnuHvKy+zNYKQzfZ6PGXGcnjMLApnR2wrQbk4Wewt/lh6samzrMbrqytVuSjliEHH+7vlpV4mWPmMb0qmKjc164JUWKGMnolWFVGDRw3ClsaEE25CnxXp/oktAYx1HMEKPJJOOt5oJWFyh6kBpRAa09UbUIir0uctblzMs1F26YRjuqjykfluz95J+jleIM6D8Vli8CtWq4JyNyEWqEXMmuTf+ydxjIadSYi6ygd0IRhLutMG320bobeBPlb3VX8voC3DFLr2CXXVd0GFXIOa4Tz8uSLBbMfUVvPN/d7PP71yu+s+05SpEiOMRokO7lsNgri12AlZlwoe6ThTHfXkZm+jOqtEHjqG3io+o+W2PQaYOYmsviXf6XQyHc75nwCcexZR32+WB+xPcWp+zXexzFjA/6wCR6IOGkQ4XIdR6JWUuOJk/wzDb84UKzyj5BpU+JyVGkfVo17N+5DPcFh4ekd9+A+2dfu2iM/6fqm6vyW1Byckh6eB/14eevMKEvd46XnfXdBq5gBJSSWKrAWfcVL7Il77YXvNF1vLdeoTlkOF3ffOWwqUNAS0LHyLq4prc9SyWknTeQ1rDMoHFwnUGdCY0u0Qzj/YZIq0oW2mHp6QAdFU0sWdm3qDmiB0o15039lE8Ly8NaUfQHbDniqas56EtMsCi15Un+hEkUNqnnUDUs9YagDvm87LnXPkXHiAkVWYD7ccN5kRGVQnUNj13FWEcyUVRJKELGnlgsmhyN3s3pDvvujUJhAJhR9XjT0k/uUu2ukXETIpBHtRtvT7yztnw8gq+qyJHAnc3Q71obWOqKX+Zn9JLzu5s1d/tIIuNC54zZkESTecVeF4jKkLSwzK857I4R6eiMJ/o7HNYBweBsz5Od586jeoPXhp+PDElVRInkcddr2xkV6KhJZshbE4kD80MObIexHEkgJXYXWKfSPpqWoBqWxvFC1zzwe4y8o1aBXuZ4k6FNxZPZnOMLh1ILVJoyjh21duQxsNWBxl6yKp4x7h33Os/+rXWBRu30JUMW98DAJSJpB1gUBj1YF976T93q4W7U6NLf0qOSHFaBlYao90GG/+fKAdpQJcPSBKqdgu5Onw8wRkFUGh0zSAVKahQB0RYfx4hywJqga7R4jLrxbDA3iVYkNNZCrTVZZAc8MwKw1Xu8td0wChsy2aLSwIM51eFij5YhhCtqwWtNChDTHYxMKUVjgmZTdugkLF0kDn7QdDgsQqNWnKQ5W9MyCTlZMtTKkKXEOJSc1ZYMxUkfCSqnsYHK75FUTzBrautYWIVOG+5uZmADJS1OCqy6xsdH6FeZh2qM7LLxVt2EzmXDoYQw2Fm8SlLojC9GIy5yRR7TEA2jI+/W2x1kTygTB3SDHUTLu8Uo+pWhwBvwGW546wQ4rMyxSUAfc9hPcPqC97dPeZg6oh5jfAXiCN5idAtcDoDrpWURT90Jn1c/otdTtGiKeEG2HePSFI3lhZ1SqxPmRc5e7NAyZ7Y54LCwfDSpabhCyZx31wUfzPf5YJNRpESbFEoihjCYcCqNIvKzg2t+Pd5wry3pVeB51vLw8X2O+5IOy+CUpchgF8eRSGeHyA8/QN596xsQ9H9R31yZ35JKD+9iP/z8lY8Mu8RvZoG9bJ+92Xds+47vrZd8sPE89Je8va2ppETYMsQEWKAFLH998JTPq8Si8IMrsWzZGk2bKb7IYdYZfnjdgxXWFoKCDninveAT+wCtDL3KOZUVRpVc4fhUv0E0HVEOyMMHWBkjaOa65iB8gWdDkIIX7oRPyn3ubIX31edYafHW8bi6x5Oi4W7T8cPFBuJzCB2tGbHVkVntSKZmWQ2u1qc1nDSGwCHXVnMx3rIX52RNx3T3AGHHBL1aQiDQkYZHG8Gu6VxLq9e3/0Zrw0macrDU+GyLYDgQ4bip+HWluddk6B1T1uYL/nL/ITkBS+BfTY94Y32PtzeR79QXmGxDUhEVNCN/SNHdIY3PaSiolad1PR/OXvAz8wn3V3sEE3k+7tnzOZPwgr88rLCS+M6y5zR+B6MS3rygtopaVeArFuUFvVYDmyQFvTkgi5Y8VSzyOS45MIKRISFelCWEQ4zaopJloQN7WcvP1RSj5lSpZ+sCbVwxdl/xl/sV025CqxIdIyb9ktMUuHDPUM6jMDwp5yyyK97YDC1IzaBBjuplah1Ywq7htPOQfg2WwvBwVHA7ov5yesyR4gFWwZ7/iqUIQY14XMCv90YYgXe3E16YjqMoPGgzDry5tTlQImSdZZvepldg9Zc4GeM5xcuMp+WawBb0NXv+inLI80YwtyDNAipGZt0VnhnBKca+xgThQh8wSx+TyRZLs5t9G1hB9E4MnBRBhpapjWPasmaRG2LKEXKi7lkpAdPS6w4QbMxJ+TXHvuXAj2kNeNWzNY5Hm4wHTU6jNTmJWbfPRBa0maV2NUjk2tU8zyrQ7WDiKC9Y2j1Oeo9hw1Xm6PbfeG2NjA4e4fg/+ELf5zi/w2m/5kASjVWMk9+9UAbEIVieZyXT2FLGQNKRi6Lg3bBCSyLd6IG0RqWXZrE3Qx/yt95XgCQh1z2ZbDhtoau3qNAxL2BbaLYG8ii0+ZKmu4tlu/OXKpBwCnY+AF0MHsVFfkaWEpoVSSyonHVxyMS3LLIWoz17IZC8wUnDVW5pTc5ZY+ldYuFyDrZ3+KOLjO+sR4O+S4QZK4L0KBUH/yIZRgJrk6hd4lx6oghBa3o0E2/J3cCY3+zdAYX6nW/Dj78HRwfftML+I/UNEPotqfD+I9yf/jnK356RuWmIqdut4vXF4oGflxP+9fE79HbMP7684m7/M8Z9C1whDG2qqHuC/oy7vqUPHUElvFZEucMTKyh6JkHRK+GXB5FH3SWzEDnPBoboYVxyX5Zcq4JrPeW5fJ+f5f+QQCTpXQtPFL0ZoWOFUiUix3zi7vGouaJlxaS5yz9cRY76HKhIuuY6g0UhpPQRjf2Uy3HDjy4nmFjx76vIl2XDQRa4u5zy5rWwz24QRDmy6JgmuLcYTPsWDrwOVKlmP00oov1bE9CDR1DUnoSiNteksiRMXkZriCQqVeLNhsZook6UvSWTwJ0eJmwxu983JcMfLy7QEvm8HJPyjEf9BX98NWXcHxL0Ca2ZMwolWRommbLlGUUcEXWgNYGF/oxnb/yK1UHGUk3ZmAnHq7eYuzfodY0yHV+V8MMXl+z7MaW/y7HXvLV6zNNRzqfTCjEtWs6Q9A51cYRXYUgcbxJ1FMbxfAhH1Qlvc8b1NZotyIRx8wAXWrqi4/36HqXpWRjPp9UKmz4j2C0vTEObpnRqRiFbrtKXfLr/nP1+zDRVaNUjtCjGwzUEUAmFZqR6agA0OXGXEm5J6qWf9+7TxP0D7NU1IhDSPsIMrdZElZi7Y5IuUUlT9NdcF9f8+b7lz2bgVcWjumSWLPQZWXT0DInoC7VFOcvlXsLKmFF4k8PWMVMtMR3xZQHnxQGlH7HnA5u85V7XssQiJCo0PUKD4sgb5loTVOTMP2batrS6xROJrhke9ikMqesSB9YDSEmhIxgNGsHrjqWeMLeWjbF8ma/4bPQxtVbM4n2clECidw1re85hCIz6jnvbCVtjuFtn3K8V6AwM3Ft7yrCP146s3bDJSz6baj4afYRWNVYyrkzJfqfoTMdKTxDteLGn+S/OJq/tJ+OTb6GzbzGtD5kkQSWHoWdo8Pkda5cDDqFgFArUAO1pk2YaB5+qW4H0zWTZ63kcv6G/Gu4BQVSPx7OxW/aZIPWEIjWs0oYvXIHSkYVRVEposh7XVRRxAMsKh2IJyqJJWEkUoUO5gBahVYPmb6CMZNeLhUTCpi1aeWzscDbgwj5VD5m3HLeaoxacyO5hPHydxbPLOdr5IiR+cjVjFiy5aK5NTwCqWCApkHaGuBpNmE1Jf/gjzPcefcMC/SfWN1fpt6UmI8Kb93AfffnKB/9+J1EBnmclT6t9Dn3Oua6pbaBTR1ybxxzHEuEKb1uSbhAyNJ4SOOzhyhY8K4RRGhbsNDVMxNMz5txNuCsLRKDfoQmTYE93tGJZmkM81U5s2gz29mrItE9WoVNCkdjmBdX6A+7XG+7/n+y9V5Nl2X3l9/tvc9y16bO86apqiybRcDQgZobiGGomggxKIb3No/QB9FH0qg8ghSIUeqX4QNFiSJEckiDQ6G6gu7p8Vbrrj9tGD+dmVlZ3AySABomIrhVRcTPvvXnrnn3O2Xvtv1mrcmy6J7QhJWWM9z0yBuyuvsfRcMKx6ZNbz5/vT1CrnEcFZG3GD3OH9hOuHY8Y0FHB1AUCgR7QxC0eWaHJj1hIxageIKFk0AoDN+jqcc7qPQoknFDaI3wGy8sXGFz76vNBDQ5nUo77TyjaFONSDvMKFTyihGUM5L6jpqMYuIsix3GnnPLEFOz6kqHbQ8ec1CmSWICeEwVsyEldH7fumJlZYeBTNuOUZ3aACis244on/RHe99n2c7zXLKzhr/fuMa732ahy3p5UZHrBpWrJL5eOo2TE1I4obcXfFIohA6L31ChenQcuz4YEqUmDIo+OoBN0XWHCU1xcUUjCqp53iU8XGaSBKzWsiin9ZokNT0iaHXbKbWxbkHFAXC44yUukTtlpU65V6VkF21qjfB0XiRSARE8gckhNTk4wghgLvYL6m+/A1UsgYP7X/50YFSHudp5Sqsf3Rl/jOCkYtEskCCeZ5kExo041W37Bx9lT3h1bdFTIhpC1Q/IwYtDmbIacmV4xV5oTVVO0fV5Z3ODmyvHlk4Z7fQFXEFnxw1Ggvypp6sdMaRjT5wTIgUQJw2bGjqvRxlPbQImgvMfrlr736BCf365ylmHrti8RTIBGReZ6Rho3qfUGS2s5yANjt0mTHDAxT7ExoVMd7gqmf5i1bNqGlbTsVQUzm/BnOym/tIBeqwBLowJRFRhSKhzvDUr+ajAkk05DSJOjm5QoDznKH7LqL/j6zbd5e2/rhTnF5COK3bcpjieEsIFnyoHO2XaLdZQu7YryUQRTcGs14yCrqYxm5BquNrMzb7gX5qp1+kvgrGD6bEt3GrRWnfuhI7LjFZUcI84xNQVaeS40R6h4wkk/RdVj5qqhNLugNrgSjjB+hqyr9MBzv0j4qH8CcYth6GO8YFkwbA7QCAOXcJQYZqZLYfZ9S+pa0lBxojfRteZy6/jGcc2FxmI4rwB5+sWli/yti9u2fcZXTizP0pabbZ/CWRrRRGXRqiKYFHd5n/DGbdRbN8B8sbWBfhK8JEJfIPi3X8V8cO9TybB47vH8a2kI7NQrviuRIjpiDDjVuVcH34BYoj7uduEkRLWi8IrcezCCKI+NAYdF0xXX6ujw6zqkqF6cxFRc+7Erv550TqNWst6RGbrS1a541zaKcW2IIUNxiEfIQ4NIg0in7ZyjCUpjYkruHUsNTVaiY44lYew9WXCkBOy68Lj7LqBEEcTQqByXzMmaAZ6EKoCyJT03PIs7dHUpCcIYff064dWLDK+/QdE/lx5QFi+W48TQEtB2SaMDFbDtwSvBRzC+K5K+XR9zkiQkPvBv5ve4Uqa0KmCiwqspJhgaBJGUqALKB3QU2pjjpCQNjo02cj9J6DFFgiaJQitTtsOUlfRYqBFBFmgqBs7R2pJSB3q+EwNAcnreY1iSxdAdrwiVCuyXhq3GY8WiXCALgXmaEijYcClar1AIm3XB3aymNIbEB7baBB8jBoWjZRxLivYJCkWO5pW54XEUEhy7TcauN53tgsR1BNPSLQ+xWy6kI0dz5RheuoT+1lcgS2E8gOS5vnN75xb6u/chaoSMmR6xMEMCQlFnTDOYJJEYFDYIm67HE05oYpdiCTGyNA6c53pMeGbnOFHoqMmD41LlqWzNR7nFM2LYRFYGAj1avaKRhkqvICp8sCRoLIFtH8m0J9ElCkhasLZLOHeF9evMxrowWOLzdvBTDUG7vmatOiLahJNiyEe5xmnouYJM93DW4aSmK3bvoWIPZ64zRTGWHjNjeG0S0WKoVItRKbUC4zofu0oJsww+ykq8GbEQT20CO/UWd3ccVTHklZ7lf3jtq7y6cQ35RDpGK8Pw0hWWD5fowymBHv2wYNSu1sXIbh39M0iEjTYwCCvQHh0c2bm6ri7XtU6Org1RI3Q2MKz75aPqooER5gJTnZDFljx6LJCFY/abkkWcsWgrJr0pj3s5H/e3YMOyWxYU1Yh6adltEjbj++gIM6NYJJHXVsfM5e94km3xxnRO3y1IVcDaBomWnfCIS6UnB2LsErbXV4r98k1yGoZ+xH7TKe+fdhTC+txaOC3tPo8MzcXaQogEpVE+Jeqc2LOEKzvE3/gaanOE6C+uXcZPg5dE6AuEcPs6/voF9N3Hn/n6+WlLPAxoKEKLE5jogiQ05H5O39d4adBxDC4S9IwgFdoD0WG9kPmO2EQ0EhQzneIB5S4AACAASURBVGFCIGDYdDOs7yaoU+fozlNMsLFBxbojQS8wM7/umbKotWKqihHtFRttTdEqel6jqFDRsxBFEIWKgosRLRUH6YqBG1C4lA8LWKka3eRcqjQ9FJYuMtWu930mavo1JFmfGT0qGzFuXfAauuLdwKn3GMSsR/zmb2DffoNxet5gYY0YeKINvs2Y2oaIIRpH8IH2tLUlPm+eyYJnr1kvjkCrDSZoQvTIWlZArVNyBEuIFYoCG4XUK743mnTaPzHiUBgCYz8lbVMWKqVRCXvtCbWk5GHF0kJbx7PUE7FFoqOShDyCE4WNnWNaF/kPnfFm0iWibKxJpDNx7K+76bp6DcPtqqCkIqK4P150ZpVEiliR0UksuJhR40CEqytLFhL6JOfaz7t2+NPkbiAlUhESYdHLqN5+G772r7r24M9A+5tfQX14jCwiwW0Q9YCgZR2ZNCyNximHU11Xo9CRr9OLcN1KgMLjxOEloGLnG6cRbBBWFhIbuG8cl0uDinBoTth2S64tI1o8O0FRxBpDZzExDBarHeqcKUcWu2iRrEth4Fxn1Lk1Tk7JEZ2g4QYNH9uACQsCe+zWFiHHR0+ln+HkNFXr6DUDdtsNRk0gd5qFVTzLAxdWipkO9MVxr29548ShXORREfmD3ROO8il71YJZP3BtsM/FYps8cby5fZFXr2UkyY9eVq7euM4P3n1CcviA/WbCuGk6XaUARN9Ff2OLClO6LVNA+RpLR5ZiPD8tnGsFPB0bZ9avBaI4olbUsCY+cJgJG1XEolDRoFkycoI3FU9tCTqSKkcjH0C5S+6Ek0Qx8DlTxmz4h0StaICxj+zFEiNPGVFTqFMTZYVIy15oUEETlRClu2pToG4sedTk4lASzs5t7C6kF3F6XPL8wfhO7sKZAYx3aAsPr95Cv3YDtTHgJX5yvCRCXyQoRfPf/wf0H/wp5gcPkbYlENDNqZbQOd4hUBC5Xc5xrmWk+yztkvv5B1ysS3BtV+RJ0nWCSI32ChUyCme41kQG8zEfDlKStGQQPBtNQmofgjQ8zaBR4AM4JThR1GI4lgEX/COe6utA29Uv+QQtLYSWjdoQiNQ68uq0x8W65dYCxv6EVhSPE81BOmBqM6KKzPWUik0yeY+T3GHnFVcbw4e55X7meLusuVwNuk6L2BnDqiailJDGzjH+cm2ZrG6xGDzgWTqh5zSDeosFQo5GjweEi3u4r7xFvLT/YwoTI896m4yWTyhNVxQ9i31yXaNYsl9DlK7wldh1JRkHC9utfSHWiCzQURNIWSVPMUEQqRCVQ+wRYkuQGe/1W+4PSp4mKfvuCQsZUSrF9eYpXz9q+aBX0OpDCr/gB/pVpsaz1+RsltBzJYJHR8PIVWAzDujR0intivL0guWjYsHFRSB1CRGh1i2pmzCqF1iZ0shpgXInIhgwHCclrViihglLNqPQxgZnckLraNCslEeh0CJ4Btho1h1Y4Ic9uHmZaFOidyxXE2aForp2kUtXX0X/CBIEwEaf+n/+bdRffIx8d4FfHPNEb9ILGSsjWB/ZKoUmt6xMwxM7pY4KrUDHSJBADJpadSmWnre0ylEizFVgkho264zWtFwuDTt1INKiaKGsaU3BqunTDynDkJATyHBY6Y71jDh2rXDPS1/O5YIkhK4g6Nx9ij4NjkSWogjaMWxn5HGTpQitzBgE4Y35LgsrzJUwNyuuV0Oc0rQCRmmcCPfyholtabUgy8D1NvLuBeFuf8a7vSUxLnklVIz2La/dvspbW5eJDjLRpIlC/SPZGJMm9O+8gr33iAE1cmoUr09pjYfoseEEVCTEFiNLEI+Xjuyd8p+z+SoCMem0iEKAddrPG0UgdGMqNT3xrGLNMvGMnEeFQG0WTIo5s3RCmyxoVU5pnxBjSpM+465OqEPO++OGy6uCr84hCwEThUZrog+oAAkBWeftTs/kKVlTUZ5H8IB+/AiDJg3V2UGcbgjP4wXlf9ZRSVGoYQ8/HBFu34TNIer6Dqr4jI3XS/yT8ZIIfdGQJPj/+Jv49V2n/ugv0X/+t8AnSqXXv/Ri4Pce1zwYnNDox3xn5yP+q13wlaOCRTJl0Gq26oJSJYS4h3cVzic8y074fr5DDNfZPIJtBytrOM6/Qy/5c1oFhwomVjNnjy0qlhgsDY6M/mrIRrXF7XnBK4tHDMIztIbvjSIqLviVo5ovHx0CG2hOMGpCFPj24DL4mkEoWSpNEntcWZZkJjDTCifC32+WTGSTK4s+tyeRfqgxKpztOI0GoSKKYmIimQjDVQH+Gq2UfD9zPM7hUqu48K++Rfbm690f/iOmhaIMw+3bPDx6hNNzStVFTZahR61XHOfgo+ZeOmK7mfLNucFb38n4OE0bhQ/H79GvxmyurrCUHkpDrTTUDZdDg2AwEX71yLK/2uHxzRVfnj1GxwNWFOysLJecYt9PaInomHHQX2CYcGsSsGgemJaxE1bJBpqUJgptrJiax4jPGLkhiWvplwcU3EVHSxEhMCOvUzK/JGQOF2t0TDlWkY8GDZVpqRT03Jh8+hbf2fmIoTtgx07YWXhuT7aYsmDGNrshJaoeK2+oMeyuxzDu7xD+w785I5t9oBfjp9IwPxLDjPBvX4V/C3/6gyP+jw/u8sbc8OWjHrvLFnSgzBw/zB7yJDkmyAbDdkgRNE/ThqhPqEPL3bTictNjsxnw0C5JYmClEy74litVyp2Fo990WkKNNtim4FgOWJqU0gcSDzkGi0Fpj4h0VhFn7W2fvCEDEp6HDM6CIGv2JOr572O3Yio1CUsa74g6cKHMmNOS1gaTBFyakQfLXCKNTim8otc2GB94VDTMkoaHOfzO/i7/7usjfp1BZ+MeBTGCFp6P+U+4Bu9c3uDZ1StM36sZxgp7PupxRgxaglrgyWlVhlLVOjq0fmuEzh8uABlecnxokJBgfEZrZ+v6wsCJKbF6RQxCHkE4IQsJTiKVbXjcn3CYVzxNPAuzIHBEKdvU+WOkHfPYQILlSepIJeMrsxWvrGoWWiExstW2WDyCfX4McZ2uU5F109cZ0emHA+TUGuRcpAdZE1o+sZc6DXoJNP/5d4j7W123HKBfdoN9LnhJhL6oWN9AUjefqg063WXF2E2wt8uKHad5MIbtky/zp1e+ze9ffYaJAesVG61DRcujdMUTk1GKZRG30WEAzmLGBdrDpdpzE8uTZI+7RcPEdE7Og3BMG4RtL0y5hVRf4XeffZk78x4bTU2goLaHbPkDXiktm5XQJ6IShQ0z5FyOfbvxFMGhCJzEgGR32c++g7Nz+kEwMiSJGZXsskgThhK7dE4412q7XlSmJvBxYVkqWFGR+oaR1jRNS7GZsnn5dbI3XuvaNf6JeOfW7/LXj/6EpE5YGGGqEw5sQS8MGMQjogo4NHfzC8xt5I3qkMLDzjLnIKu5srzKxuoWqeuROb1u1weDJeJZpgfM0wXQcLXs87+857lXWBZZimlygmpZcYhyW3ht+aOh4oNiRb95zGEK+9UWPd+nL4L2FUE3qAA3m4Stu5oq1jzJnzFPPFtNQ9aUiDlEScWgMgSt8NrjfYoKGVOt+JPtFe/3DCfZkIUacLERLtctaRzzZ1sTwPJ2dkIZIm/OLLu+R8MA7c06GXYuQ5Bnn4q4/ZNJ0Ccwi0fMkjn/ZWvOvY0/xOiPqNQMEz1vzrbZK1/hvd6YjXaLWvVQfkTKPpv1DoHAgZ6xUW5ws9niQgNFEKTVXFmWJFF10geuQbc1VTymrybshYxdGmwSSVrWi5x+gfx81oakywe+eJ3JWZIQTglSGgNzrbhcH+Pm8DjbpNU5V1ZDlsGzMhWDOudpYXBJwlBpGgKtOJ5lNQvriEqhyDhJPH/oF/y2Hnef/jm5k6ejgktvXUEfPkUfVC+QhFOhdgVEW+PRQE1yrpK4SyMZVOxBWJuoKIP2GxBTApFAoMQT7AQxK2YmQBAKN0dk0UUlJSEIzG3gUZIwS1q0cjwyjhgdc/0hK6eo4xsQV6jEs+cKho3mzqpmw7m1KpGDsBbvPK3kly6aLOtQ0PloTyd6fY4EnSNDn2mEfTY+hrgx+NzOw0s8x0si9AWHLJZnIXlg3ZNz7pkoZDzjJMtYaosJCftVj7ujKduVptWBSdL1YyxUTqssKkZgG6+WaD1HXA6imeUPWTXP+KDIcKohiy2NdHLvhwYm7DFqUu4sAldLQ9TgNATVY1C9Qaa/jaHBYtebrueO4oouKn6jmfBBtkWUiFMNUnyH0q46SwuBk9RReseFakZ/2cNZxcRkbDWdHspZCFtBq6HnHa3SKNV1jAxbYbC3x8ad2+Sv3vmJJ6V+MuDtK1/l/3r8l1T08FqhaWglsoxDVmhSSjbjnB/m29g45kYzZTGoOZY+X3/0Ojp2IQCJmuRMPTlSm5ZZVpG4TZxMmBU1o7LHzRW8qyd4A7VoahU41FPeHQSeqRtsxDlO9VkmBbOsIXUJ297TDyDR4QSEOVnt+ZvNgiAN243lcU/IlObOdEQjEclWZD4SXU4rkYXK+F4/cLfoc5gmPCosO03K9TLwUV9Q4QbvHM/5492G7w622JvNGFUL3m5aDBWQI2h663L5YDThtds/y+X+Aqb+Q0QKBvJtnP2IUhZdbVQI/N3mBNveI7LF/b5HByF3BXvNbZLQ1anZsMsrK8fFRndEIUKIGdu1w4YWHRtCCJ2/q1XokDCOjnxNYE5JN5z5s56lfc5qRc64jnrhgRdI0OnvmlEMvLGaMrMZ/UXJ16cf8zgZs+Qd2jRnd5UiIWE8UxQiIJaFhe8VJU9yqE2XBvQCmU85WX5mM/rPDLW3hdrdhoODdeE7LO3aAgOwupuLNCWdi1ZXIdZ5jWrE7+ClwMc92pAieooJJUiKV46ZUUxTQStNPyqCNGhziNOHWDfGqIgEz1x7Sh2ZJl29TkOGwxDUkqneYJJEptKJNOgAR5nmY7vLpkvwMePK9JjfmB8wkoo0riNVsg7hoIiiXkxz8jy6A+eK4FkXvv8oTi8QNnYhz37EG17iZ8FLIvRFx7nahLNty7mbtjNA1Ei06/cZjEs6/ZW8IUaw0ZIERdfE3HXyIBGJEXW6k4sWkUCjIkGEPHRdUi0BJ5qCiow5GZvY4EkwSAyYEGlUwKkBJ0YYrL+bA06nhNN6VgF2qhIbnjLTFhUP+YeNdWuuqE7nYz3RKIFeCLSicetJ64X+VenekxCJsfMpyknRr99k/PUvkY83fyqNDiWGOxe+Rf7sr1lFweJIoyPEuO6K6jRhYxS8CtzraRLbkERFb16sUyhyrnh4XdQLeNUiUXcdbNHQSkNQEYUhc5ZSe6xESoYEFYhKEySQ+YwlmmDmHGUpgzrBNI7KgFMBGwO9KnBgHZNkzsBHREfSYDkyhtIsaWROTlfT1OqUE7vFTNec6BkzIwQRWlH0vWdpu9L30iiGtSUNJzQqJ/gB8xRUMyPDAzUpBQbBp4bwa18jXr3wE4/5j0IuLcKSRI6JdJ2GNgiIZokhMSl1SLuiaKno+52ujT5GstAZDttoUKfX1Pra1CgkCtZFEh+ZJwmFh0Qp8tCiVOzUxaG71wJn248XI0CfwPkdy2e+3PVZboaWzdXzD7hUPaH0f8d/HdxhYUdEIrkvGPpI31esrOLKUvH1I/h/9gzvDysQTRGEpP05Lbz9nLi7AR9YaLqGjJYuy9a1AXRqQnrdRr5WC8BraNshqb+C1wWBHG8sXiXUek5QNanMuoFSgUppTnTk/c1jNv1DLi4Cl5ebpGGAAmzjiXqBx3SEXwIrGbKKY7was4rbdMukIyjFiRnwp9slSZhj3Q6vJa8xSV7nt47e5UJ4RBI9EuSFDZKoT582OZ0Wz9cBrXd1Z9fFKRQEctwv3/oxTOklfha8JEJfdLSn/mPh069FcJJTqQ12qowyKWlMyZNMaOluWCXdTa2ixkiJYGh0go/PyJuLuDBABQOqwjY7pDFHhzkTvUmr5ohU5L6hFz1pmLJUMwZuQCOekU/RwZL6yMo84iifcq3MyOhoS3+tXfZJjJuW3LQs0WRlQexPCLREAeU8yic8NSmzfsrVp515JeKeT0rS+RtqgWlmaHsJ7to2O5dvcOHKNfJe/lMPt4hwaXCH19JX+KPyiISSVlJEHDF4clbY6KmwOBL64QiHZklKolcQA+KSrjvlE7A+I0qgVTVOlajoEefxWpgxxsYZMURa1S08eSskVuFw9OMhBZEhcJgb9Cyl72oa05IHx6HxzLP7aDXi0Cp6bslCRgyWcMySmhWborDpkNr08a4CB1H3CGFBI1CbhuMk4dYCdFT0HdTiqbWlaFOWSpG0ARt9R1xJWQK8cQv11m24dvlz1Ua50b9Gxnv4aMmi0MaOoCkCEcOKAV4iiKdRnW1Kpxf1XKyx8GB9QBGxrSKvBHEp2reo6KipSd0xOUdImFGaQKIUtShs7KQSnl8cL5TJnCGe/+ETXUTnITF21zixW1TP3dKZecw7ZcO95g5ztYUlpR9gZRTD2jNsApsm5fceaH44SHhvJMxtj9725zDQnwWlCF96BXn4EHn/446U0G1uOiOQSE3sCKJEkjVBaCMsdJ/vFj206rFTBvrURGqm1lKbwMB1auhPkhSnA960EBRtu89H1rEsMq4sFdsxYVDnvPa4YnbxCQ/zhCeqhw4LirjJI9mkIetoWEyQWKADDN2EK/WMMjlmaTytDOlxQuJ9N3GI/nF89bMR1+ToXK3X2Uti8G+8gv/yzc9h4F/is/CSCH3BoadLOuXm5zlqEKKCMuQcqx4P0gsc9TfwXOBRv0aVd2jy/w1RR1xourDxMSkniWdJg0RFER4RVEta75FXFWOv2Wk0j7NXOWEbF+fU7JLVhpvzd7Fq0LWUy5KYf5tyOSaRK7hUY/2KfvuQmydD0hAJutNWUedI0Cc7LkyASqXM2l9jVb1LmT+mVS07qwEXF/sc6l2szzF1jnZTnNbo4F+owhjHCPmQ2b//dV7f2yK36ecy5kYl/NLW67x399toFjQqoVWROYIWj5c+bSy4FE64UDoIA/bCgit1w5P+fXaWFwkNGMw6TdgdfOJTNpd7LJJjxBsKl6AwLINhq1WcKMXCNqQcseU8MfZZqAMWqo8wYmGWPEzGYA75/f2rfOMkMgyRjzJ4d9gn0R8zbhpStc8iaRm6Ywq/4sTeJXMVTdCcKIvEORWR2iiydohgOM4iUQKPU8cPC82NlWNuD/jLTU/0PRKf4kxku27wIrQkLPe3mbz9Fq996dYLekCfF7byLVBT5uE1VFhh5SHQoGOLijtU0gc1hzgEFKU8Y8w1dBziBDZqz615jcSuwGxrmTAxnrk4mmTJ+1vv06opw/KESwthhMeI4rKHoGAObJzzrjqvqfUcstZQ6t4oZ5nrczbJEUCviXwgKLrvtPZb6z4zkHHAbbegar9EKZplmtNzkaIRCA4dAxfKksynHBctTer53Td/etL/jyJPCe+8SXL3EaZpKBFKoCLSEmnFE0STAxOgFwUXM/6/UYpWj0n9ZaamYMMv8aplYSJT2xL0jI9yw47rsV33KdUMaTeZUXGpCjRKOMoykjIjpSSJORtVgouKMt3gmcohBJzRZ9INiIcYiKIQUq6XBfflCUF/QJVsMzFzDJocIaWzJ/4kmf2nkqPT/zIA/vI+7re/RdwYvhRI/DniJRH6giM2TXfbnm1DIiEIvrlGKTeZpn1+2C94XOQo5aiV5+NU8QP9O7SqRPKnKOakoUUpT80QwWJFM3Ae599gGCNT23kKPctG0LzGMMzRsWFqI185PmGrdcwNTLMFT817fHdrnxg+5NVFzhvHmv24ZBAiJgBuANGw0nOUdZ35Zuw2Ywgc64yJzWjIuLVqyMM3WekBcy1stp4iGPbaY8a+YtsFWumThLUeD2tncAvh4hbZt75Gevni5zrmIsLrl36dV+//OfebnH23JKA4NJpD2WPgHW9NIq+uBmS6IaFhEIXBYpONKsU2NZaUdH37dkmWgKclcZZtd5nIJcLaZnNES79t2FsOmeWHLNIDRNUMbYNrclQ44NiOOv+1/Bkrcv54J+H/3R2gwpiVETbqmj3l8eYJ/fopO+GE4CKb85LawiQ3HIqQlC0bQVPbgDOWRbLkduPor4R/kEvoMODQzHiwfcKJTZCQM6pbLqwatp1CCiG4nOmFK8zffovrd64g9uezAPRtTqnnOFXyjA0kFFhKCmdY6F2cWZMvWaGi4ur8Dl8/ihhqerXmteWC7XqCiZA2CdpbimTKd0YzjpPAdzY+ZJ4/YOjh0cywtdrjQmVpoqLWLZmHwkWyNbk5Xy/SrYQJxBSkhdgZzqJK1nnQruX8VITrbCOgTvc1yKke1Plrj5JcvU/WBtIw4iQdoaLG4jBtS69douKSbTnia19+izu7P0dhPq2Jl3YJe1vo+08YEFkgzLRGfOBYdYTRugSHQcuIMml5sFnS6gUuTtlf3OG+UoiCVk+ZpI7v97dRwF1fc6XcZNg+IQ8NKYInIQ0JjWQ4BUkA3ajOTyw6klhhxXOktgisiIyQmNFpHAmnYpw2TEmlIdJipeJJnpKuWhKvz0jM+cX1U4Hr8xG7T7x4Gvhrf+0d/Nfegp8hAv0S/zS8JEJfdIwHyGSJYIhri2Zx+9TxBkFnPMtG7FQZlY68N1IUccLD3lO8JESpiIzwonDrTgiJKcQCJxGRbV5pMvq+ZtxmzI1jGndI2kAvZNjYMHRPadhA84RhbJkG4d3hiGN1j8TtUfhd3hEhp0ZHuoS7agmU5Mo9l9BfLyReg9OKShKWps+t5ZSLtaVULdNkCydjPDMScsbtYzZbEDXttFiiI5oefjvHf/0N/LWLMOz/XIZ9VOzx377+P/KX7/2fHC9aes2cXy0bUv+Ui/OL7JZDgmr5eOwpbSS2KTtV51ulSelm0hownSUBLae6y512TVx3kwldpZMCXdF3Fq0KGlMTteOy/xinYSM847FOsCplko6I2Zxn6SWU7yHkXG5zkuZNRqsTnHqA8Ru8c1SzXxsO9JwDWzMOOanUCE+YpjnGZPz6oo9abDB8qvj9vTm/vzkiyJwkOPpOSAMMWsNWTLnS91wYX6B/4ya9N1+F7OdbGDqyOVZpol/Rj3O0tKxk0B0/m0hIEVKMF/6bB6/xP/1gl6gtIUbEtYxdg1GOzg9qQVAZWVzw2rLhXoy0pgY941gKymGPpZkzTQasqh67baBRngeFcOt8QfILuTHbXdQxAWn4VEzB8+nnzn3M8w87bSdYP6UnCD+k53aR9pgje5HQKrK44qTX8vDyAb/xjVcY3vj5XPsvIE1pf/WX4GgCq4qFSnmcKw5URaMTWgmkzYCGLTZcxkH/PlOlSEKP9/sNf7j/XSJCEhyt2qQSDaJJvGPQarRPGVc3uDl7l6UNOFIk9Oh7RR4cLTXKBHYry5O0ZaahjIGVXWLlgDb22C73efUkxeK4N5iRyAPu9WYMeMxCVzzOR1ypLnB5Zanp6pw+K355elrPc1bogk3IukYIiIml/r3fIty8+qnPeImfD14SoS844u42fPQUiM/bWMMYZw21dlTGkfiuNRigNIrMa5ZGdW3rZ7tOTVdhkdKJLDoEoTENS2UZtF3UYn8VuVUGnmYViRdurVL6LqUyQu6FSWIxoU+iS5bmmFXieZxtsL9c75ijrL+rej6phHX3zbrgMgue7diw1c5ZWUseDEMfWGBRsSbxES8phduA2BCTmvqrb2J2BjDICBd3IP180mA/Dpf3v8rG8BLV7D6JD5inDzB/8odo36X2ZmmN8QN6ccFumRHEEpUihE5UEQqgXhdYazr7EQBHxOPxKHpooNIVoFGhQdCUFlY2UkSYCByZlInOOsVpY9HigCXBRPbmI3recpBYVBzx1ePIYTZFc4jCMPQjxq5ESPAKrJ/itedaNSAPeWfGaQz//mnKn2wp3trb49LwIiFTiBlR6AFXkpydGOllObHX+4kkCX5aZEaza7eYug8BRy29zsMsJvhYIDEBEbyyPOxVLBJFvwnkLaSx6WqFQorgEH0IuiTETYgRl36fVi9xYsmip1Ip93PDsc4JcUzKgv2mZm7aM9kG4PkqGelEZUIGetXVkOF+ZHrlfKF1jJ94Yl04LBFi7KInqBOiOSEHdr41xm/2maQ9XD7g5tYNsqL3OY/2j8Er1yj/u3/H4R//PX+xWPIX4wUrSclDIHUDTOjRazdZNX3KpGRpZ9xNMx4WnkqviDKmxBLFo7xFUDRKM7VCnvQo6ilvVWNspVihadGM6LYQU4TYgo2KzK04tAmlBYknBOmxW5f8p48HJCwwUXFrteDvdt9jriusOsTZyEQbjmaKSgynus6n9T6fTIoFoP7Pv0MY9aHI4WSOenQIOhITC9p0OkHFyyjQPydeEqEvOLxOMErOuhgEiGqJDhEjGoLBq8g0EbwIW67HjfIah8nfn/UsncYhwCDRdB1m0aBiggTTGUbSTQnbTUuvMYyVkMaWy1WgNkLihKg8BE3EMYsbRMZMTE4Uw4qG/OxTFEL7vC7oXDqhizh3FClKV0dkYmczoUPEKSHxmkZrgmh8kpBs9VD/+m3CP7M+h4jQ712k31un3pLHNPwVaSNE3WmUqKjWxxPoJIdPDziup1hZj76jlqZLEaIRPIEGRQ9PJIauqEqL6RR7paNN3WhrLJZcAAKHPtL1RHWEKg3QiAcUUQU0hiIAEggS8DGSNYEm1dSmJviuvbyUQIvHItTStUAPxfAfb/8ae5v2k8Pxz45UG76ycYk/Kv+KRgq6o1Zd1x0ZQoqKCh00z4qKedIybBPOkh8C+LxLXWHReoLXc54OHqHUHOsmiHL0vIboyOKQgd+jL5D6wFLDpepcl9B5liOAqdYu5v7subO3ne8wOv370z+VFx+719d2Ieffp8GrFP+NW0im2Ph8hvUnhwjm8j6PXpvw/e9/zELnDPyccVswrhIUPYi6u+LdmMyXBJmQB90ZMx8x/QAAIABJREFU6PoeEoVBbYlimKYNrRI8mkp5bi1nSAxoEoYYBIUWR4XHi5D6MaoUiqJhtxGORUgVqLDi6jwlCQva5IRRnXBtOuDh2KKTQ2ZWM2OTmRnyuCf4Y0VCwMauFR4VkU+eVyDsbz/vON0eE7bH/9wj/hKfwEsi9AVHHA5wqo/18868UiIxeUxWF4TwCteXij/bh/t5ZMvBMBhM3KbwKQvdI8Qa1j0fJgzOIkTGbWPbPQb1kCxMUNpjo8L4iNc1wxZ26gDU7FcrhuQcW8tWU+J9gzcjkqDpV30ObMJN7brZJYbOcDBkiCo5lZqNrEkPUCvDiU7xkvNKOSMqgxch8Stq3afRgnUOJQmxaGjfuP4LIVImWHQYdAQmePpNznE6ZWUdj9SK2/UG4lMUOZ2yzoK4NqdtpMbGTlTRrQmMwXIqNmliRoglXjQhtBA8ikgjsFQpDQodYKkTooKeX1HHAYHASdqwU6UMQ8VG4znIZ1yoKrK2hWh52juklJJha4hRUStI45KnmaYIBWMZYIPir4c7JElO7T6jQ/FfAFoUv7n/On/w6I9I4oQWRxChwRHX9JNTXzsUSdttBpyKGK/WRdIpEMAPET2nH5bcXgU+KGouh2ectEOW0iPGHuPVBS6trrDrT2hNxa35ERcbsyYnfs1yPjE2ql5LJXTERs6R/k92F/1YnFb9rh9OdWyqb/wKkv0CGHSK8LFuGIUrDErLZjknaQ5JZAsbe1TrjdO0BaMGzHTB1BhUEDyO3VoxaiNLHdmfJXxclOxUC748PWQUD5iT4QkI7VrHqevoEzLyqLhSG9qlptcY7hcNT2zkyHoulhnjVjFsNKlXDFvhm8d95nGT/7J5ldlgQGWv82H/CR+NS24eCoS6G27/vLtQzqW+fhHmmpd4ES+J0Bcc8cYefmcL/UCYmpo/2RzSsMux2qVMLAuzwopwvRmiCDQSGXmDbsaIbGD9axg/4PpKs7KR2CmwAH16dcujnqZWOZfL+1wKf0tBxcXqMpkbsdk0jNoJfRljZI+iduysauYuMOiNiT5lqx1yYBQVAeIckchfFz2CwMVaGFFhfEu2LoXQHrZ8RU8rMjcnocVHYaUSxk1ko6opw2UmySu4nQV7X5vh37j+L3wWOoTQ4tUR3lqCnFDZitx7pHKomFFKiTKaxI3X3WJdGkARWCRz0raPUOJUTVBC3ngEQdFDMFifcaKestCGpBlxki040Z42jNiquzTnWClGScoyf8yKGcdqgxBPWGQbXF0usNbxLJuSGIdTKWm7ZJE6Rs7idIuPmiZxneu6tPzNaEjGBqXd5MP+ALRh1vmq/0sPNwD7+QY5X6L191AyoYkGGJG4FNEpGo0OhgvzEZulx0aHC8JMW4beYdat9bUeo90Ibx7w/aHwpzt9Hsg3mEXH5uqQX1lmvL7IEf+MoUzZapeMQug0Z05DQvFUQedFfIoEwbms1ydazeInHl+AOtMiCgjhxhXkN2797IP4OUEfbOKoubhK0HgW+Q2KNqGSBE1FZ8W8iYk5V8oV94sI0WEI7NQZJzZS65K+L7i08lxqSnaaA2a2xUdP4hMslhpHHi259EliQ0tNFoVriwFZWpP7lJBbhvUWK1XjVcXOfEgeKzAfcGuScGyvsrAJKgYmm884TO7w3dH3+ZWTDTwr+s0CFS2iAkhFXBPdOCheagH9AuIlEfqiY2uMf/s2h0+f8n9fMDxNNxE2WBh4kK2Ym5YsLPnlVbfoOuV4bI9YWc+X5tfZbsekLrJVa5wxnFjF0gTKuKQyE1x2TGumfHf4fe7xiNRZ/m5Vs1UvuLqq+NJsyu1ll4ZRQC/0uH4SqKQADEUzpx8s4+ColSUQuNTMyAkk+M4xHtYTvMG5IcgWeWgx8QCUoAkMwpIQW1b+Jsv+DukvZ2x+qyCme/+Cg/8igp+yyJ6x1EtcMqMROLZCr+1xdabJ45I6jglsrKM9p+tdS6/NqKRmZjp/9H5d4MkIKCydiSmi2HZX2JxepSYQ/FPU4D6kLU06J4iQhRMu+YzDpmFhc3IvFK7GyUecFBWoQOotdax4vzdhZh39OjDyhmfSI20Mc9PHxpTEzWn1hHftbZw1mHzF9nBEmvziLAQ9k/Cftt/h799/hQP7lLdXLb96sMG93k2OMpjYKVlM2KrGxCDo2NCaFsyS4yA86e1ycSGoAE8G8LfbQ74zukmQlFI8Tjd8c3afdxYfkDjDMBySs2JJAuFUcFQgmu4f7lNRns8erVMZ4/XPfHZU59Sy4TwvcqIp//Wvor5866cSBf15IEbYVGOaasVWo1kZC1i8RFRsQAzjEHlqoDKaUZtzsRpw154QtBC0Yug8ZYTEN4S4II/PKOSEMisxktCUQhJV5zyPW6eVYxft857CGzIn7K9ga9XjQZJzL4eVfcKmzOipGo0nhBxVD3n78Bq3ppogS/54q2Wud5mYPsPYJ6VHEhskNhCGoI5AN/jXXmoB/SLiF+MueIl/OYjgr17g0UDxKNdcLEccpoGhi7w97/OXoxnHifDHyV3GLsWJZ5JMub24wI1qG4Ln+irlOBWmVkgitDHiVYIOKQ/Niixm+NBnpm+QmEiSPeDOco+5HfMPw4Ktds5ewzoh4dkLEGbPeJptMgyeq+WKfieOgiGwgaezF+1k74HTKhqiGuHDgM5zaETiP0J0S5QSTANvTNj6rTdRQ4WoX5wFGcClcNB/hI6BIOAERi5BR89hsWRU3WTDD7rdJf9/e/ceZldVH/7/vdbal3Of+0wymclVMoRbCJcAQixQCReRgNqitqICXott8bFaH3/tY4uVtlSkpWLr5RFDvZII6hetooKgohKoBEECJORGMslkLmfOfV/W+v1xZiYJSSAJM8lkZr2eZx7IPvucsz77nLPO5+y91mf5YyOFAqeKwCCNS1MU4sVtGOqFEn1ySGIEEQYXiYtGEeOgdY2dXoT21hH5IbGBADCmSL+bo2xm48cJ8qIZIcvU3BdQhHiuJnCGKTn1IpQlx2WDcKkYSTIU5IKIsnBoEoKScjGOJk5VmNk6h64mn85JNh34ygWzaXmsQsNQjhnBDrLVRL06tEjTVsvhasHMiiajiziyQjIO0YSUpWJGSaGMIB6Ziv1cWvKCl6TBaJojj2Tk0R7XV3/XsoDBoLQmS21kWQ5Bfcqiw56jpvdac2p/b9NXeuuK3ZfO9kyXoo4WalctRzbnXu1hG1dCQNfsFMEWRaosWZ/UlJ0SiBoNoUdNZsiFA7RGAR6GTYn6mRU/TFCQVYakYF5ZIPFwdYnN6RepxNuJxTDCuJQ9Q6VmyOn6GLeYAK0iIm3QTpUIg8AhF6WRxsGPkgyS5LiggVkFQ1LXx+9LFBhFOkqQT1QJhM/re3OszUlaKz1sTAvmFWoIR9Ba2wIUEAgEDjqtiJYsOtqH2tqPYy4ReuSRR/je977H448/Tm9vL21tbZxzzjn85V/+JW1tbUe7ecck2Z6gOK+ZhiGNEJKSWx+P0xi6eCM/WANp2OmUGR1k0BGkMcS4xMQyRov6WymhDaE2hEKgpaI+mDoeuYCjiBEUPcOgAyUV4hsYdiI6g8TIEF+BLwSdYUxLOEhiZDWtWDg4I4NGXepJz+hFhNHvBG0SgEaJCoYIbRowph3iMnFzB8HbzkK0N+6nJvPkUA4GiZUBDYGESEh8DZEI0CJBIB3S+EC4x5ebwcgIFXt4RhKLmFjUL6UZYYgN1BfZGB1YrSmLCmW3QiGzA4miqlwcHTL6FVF0oE90kA5aKDgONRlidJpGnaTsgNIReVciTH3QdM0IImXAuIT4DHkBDbGm4LrEfgunuUk6jzuRhsYss3MeaffoD5Tek+sJTm6qEfeWiXFQOkNXpcSw71EVCfwYOosBjgiQRPV8RTs4eCSIKHouWoCJDV4oOKGmaI8cHKAhKGNkA4KdeHGVjC7Wi+2NjfQfmTstAhD1s0Fmj2UWdhdE3KPgohipdXUA+xSfHhmfUr1qOXp+F2KSHf9Rsxco4iGP7b+usdMzaBSRn6CsHGJdH4fVVjWEcUxnWZGrFGhNaNalfPJ+hd/lQpK6QEu4i1gW6PeqPMcwcVoSxM2cE6XoKIKRwUh/FFPK9BKIgHQtiYx9tBuhgiYcE9Ix3EGg2miISwhdRggzMn5P4AhDNo7o9x0i6dAYQZ8n6A9bSCQ8/KBCIIq4kYOj8uAY4uPmYVqP2pB062Ucc4nQLbfcQj6f55JLLmHu3Lls2bKF//mf/+GBBx7gu9/9Li0tLUe7icccKWH+BSme+kmV9IBLJtAUnACNIZQGI4KRYhf1OVn1WUpVmqJGYhQSRTIyKBdCIepzkUREUZbxjIchpCYL9anJ1AhNK/2eR1sADdEQucglGllnWiGQRhBKTU3GGBPgxSnAQJwg0imkqJIQpbGZM2OEqQ9uRWGMC0iMmyWe00Fw+XxoTh35g3so3DShckEH9WGdwlD1YgIjSMUhTmyo19z19rgQUv/Jr9FoDIHKozAoQkysiIEqmgz1w1WhzKBXpeBq+t0YKapUjYdSZYSpl2UqS0GNbhKmEU8PEZgmjAio4VIjJK0lWoEWgpqCQRVTEAYTGQJXgmqiJHPMQvKG1tM47jWLSKSPQE2awyUFLUtcqusChmMPTMDMSogQDnnlkgnKHDdYQ5gYIYpIGWK0i8BFmpF0XIOWZiSZj1mbGcCIiKVD/eTCCkprfFND6T0TlNHTPtFezdmzruJoYmT2Oju0+02/e725fQdPj+6lG9PU3nA+Zk7XeBytCSMlzD9J4T5hiEaOTS0qkg49cnHIvFKCdM3FmCqhytNEhbRxaA4VRZlgZ9Jls18hr1KkoyZUJBggS83NoKXLgANlUUWKPEpIau4wtSjBpnSOF3NNeHGCk4sFugLDsGohFGmQFYb8gGxgSGmBgwQRUxUOg5nNuK5mUM2lz2tGG01cUhgEJdejpZxDyApV1+Ce0EW4bIkdHzRJHXOJ0Mc//nFOP/105B51RpYtW8af//mf8/Wvf50PfehDR7F1x67GjOKCCz2e+l1Mz/YEg5HDhlSJwcQ2tBydaO0g0CRCRTo2aFNGigR5JyJbi+iOPbYn69fbHXYy6OygKAapOjVi2YRikEyUJxl0sMsPaQ96wdSQgRlJgurrUEtiDCGRaKJiUmQMBDpNkVnsTPikdInmeAiXPoQyJCIwjgtGoJVDbBoh5SFOyVA9dQ40+qAmwcyYV+Bk5/BC0qdLB0gjKCrDzgT42sMpGFADBFEGSeNYDigAFfkUVT9VJ0JL8Kivem6UTzkGRUQBjcJQcDQDnman7zKg2nCcbQTSR4oEWtQXbVVBkmYhqCARuoWMcZCxz6acooGABjHMQu84im6NLbJGGof2WjuNXoJSJot2muhsaOO1bYuZlWk/ykf14MiuLO4ftdG0ZhuxA6aaoW3I5bhwOw4aEfsY70WQPgIBMkSIXYR0kAo0kZAMpCW7klUGEkWqqkQ6ClifqqCNQ3stRU4X63nK6CnJvSpCv1zjeMmlsJcsJDYyoX9PxpGEPfOIl52BaT52pmeLBMxaluCCNVV+4jsMOzkazCCL+mJmFFw25GrU3BpSxCgEDdowowRZ/SJbajFdvsMG18eXLfjaIVWTuK5D2YWtvs9T6ZC5oaRBD5AXObYkMzyTbsKIFFKm+FlTE+cHBfygQooiFWnIRSGRkvVKBmgiGbGz8XEKboKSG7Ox8Q906wV41T8lRJKMDH5QIZ9IsqmlmfbL5pGe2Qj++C8TY42PYy4ROvPMM/e7rbGxkfXr1x+FFk0dXTmXWctcohCEcNlW0fzf/+WpxC7S+CjjoGMfx0h2eZqK6CcZC6SEXuXSWVXMKEoa4hqxcaGhgSf8jVQJSYYejlGctaudUwqGQadK1esnF+Row0WNXMAJiNmRHObBtl2URZU4WEhRNTCzuoDZlRzpuEgxbqHPnUnkzEGpCksq/YQfeD1kkhCEmFiAkghXwiQbB/RygijPiwlDSUGJJEXX4GpJLhIMNWrai1U6zVYEO8gGzYREBBg2tW1ma6aE0Sky1UZUXL88lqpkwOTYpaC7YOjNxWxOBESJEpBFoyjIZsq1k8mVPLI6T0cZjNI0R2ew00/VLxWFMTPMTmaylRmBpJp1WTj/MubNXkYQV/FUAke5RDoemawPrlD1JQmOIe4Zs9A9zchajMomCT+9AakFQtQXTJBeH9rEmJH13Xw0ve5cak6GAVfxZFOE1DFVGeJrRWsoyISSvBPgx2VUpPdOaPYqM7z35tH/MfvJ3+sJ8O4bopYc4ZWvRwzmIYjQrc3Q1gST9BLYyxICtVDx2llpTi5rAg+yyQZkX8iv7tvMkHFI1RSukmhjaI1qOFoT0UTCFEiaEklhiGgnGabxTUigQdZc+p0Uv8sI+sMcmShPVuzihVSOnV4OBZRlGw1Bla3JNk6s7sRngCD0yOkQR0cIEddn7ylNyetnU8MQ21NVil7AvKifIuezPp1h8dmKZFMa5aWY09S21492a3I65hKh/SmVSpRKJZqa7PXXV0sIcEd+uLihIYwzOHEW32SITYwU9UtWLyQqvIYGam6EjCUDSrEjYfDjgJQuIrTAxyNhfE7aPo9EFLKg0sA5wzvpiIKRkoizMSgShAgUMSGRjNFSsi2T4uFcF6GQCBPTORxyXp8kFaWZUTM4JkWKiHRco5ybjesn6o33vYMurTLZGBPgixhHO+SQJKIiFaWoOTHtNUOhqczmHGRrUAi3UlYJyl6JwUTIgAt5FFG6iogaaApTtAXddA4dRyVZZk0u4om2RgZVDV/0k0aQ1B4hLkNyFiWTpqIlw34RV8ecVGjCqUQMZIdJxnk6qttoVa04lBnyBC2ZThzl4qjdX7aOnKyjrw6SEMhcaneKIZMIE2OEh5A1DFWkrF8mNsagdYa2cBNbnXmU/WZOKjk01mK2JSWODhChIBFFNAURuTDeuyDi6MoX+zG6kkws2Pe9bPb4z2jhxPZmTEcbpmOKjJEUApGBXGb3+2m4scamrCBVMPQlK2RDl5wxpGuQEDF5xycXSwZ0mYY4SQ2XTOijtCEZC2qyyrZkisZqmkE1kw1JTTKGSG2hJgKKModDijSCXj/DYsqkySNEGSUiPFmvUyYApRWxNHg6ZmbZZ4uqssvbQSGxliadIzGzg8amKfHVOm1MiVT1q1/9KmEYcumllx7tpkwpvqwvMOjrFAFhfS0vaZCEDLtVnk7383wyz+ZEmZqCigoJZUQos/QmPApOhTlDs8mFDSQI6aqCG7UTjVwCS+IgcOqXGogIZYDBBTxinSNFlfq3R4Zt6V1sSxRxdJqKyNDrR1RMmiFnJnTOAvdYTX92a0x1o1SShsghNhViYSjLiNgYMro+SDYCSh6EXo1YBhgVMejU68K40qcqfSoqQMQu27xWdrkZ5pXmsDnTipaKqpOlT82npufRp9rZ5cwjrVuJnAq9SZeC00g6TLMzM0wpNUBbUCOlFVuyPkLXCzTOD2bRkJlztA/XhFMtIUgNGIwsAWCEro/LGRm07FBhVqnAgvwwSggWlHwu2paksWYoOxEqSrJsh48XZmBkmRozVnl45InMyLbRP0DrsZvqsyHZf95kgOiEyVMLaKLEw4belGFTGqpSgyNxdBYv6sLEKSR9CFOgomB9SlJ1NKFrqEhBJOs9TAKfopdmKJmm5GWoOgmGmYMJuolEDj/yOK6QIxtECGEQJkXORLiCkWVJ6qvZSgOJajNu7OOhEVGCIUfT75WpNVXoyNpLYMeao5q2aq0Jw/Cg9vUPsPbTo48+yuc+9zkuv/xyli5dOp7Nm/ZcHBzqg//EyNReMdIlC6AqYwIZ42iPRASo+uIXAAiBpx1k6OLrJK5JonQFL3ZwlB77DlAjA0UNEi0iIikZ9mK0Gq0VVy8C52DYlqlQcDUzK4YThwOyup0ZjTHqjMyUGIToKJ/u1B8zPPgryt4OXkhASUFa1c8OnBmBK+pLaiAEo3VrNfVRIgXpMyhmIcginSwNCmJPQc3BNw5+FJKWCY4vNdIQe4QiZJcjMa4grtfkJlApkrGm5ErynqAaObgGQieDriUwyqMh0z0VDvcr8puqsC0CnUXIErFRGDRSxEidwOChlQYxQEM1R19Wk9Qhb9he4/zeHEYVaAoN6UiA8ql/gHYvu2DgwNnNHsd3r0P9ksHQ1dkzMAunfm0aX/nMK1XxSkUSUY6OsiARVZHa4OkkedXE8+mAdamI7YmYsoqJRAxJSa4GuapHLnQYTMRUlSJhkqRij6ZajNBlXtTDtESKRBjSEA/ixTEGDxWDdEZeJCHrfZxRzCg3sSmbZ8AvMewMUJYerc0n884T55ByjvEzo9PQUU2EHn30Ua655pqD2veRRx6hubl5r23r16/nhhtuoKenh5tuumkimjitDQY1GkSFAVlBmTYwBmkkxnhoWUMQYqhSEIqEzJAOPQQRISV8bUhHTcwpFJlVKaLxSOoMUvbiUO/EAzQKOdLva9zYo6QqbE/14ZgERdFJfXpxALoFN0qQ0CGdcZUFTobOk1zUiWlkx9T5BZbOzWTDi00Mi37yTkRa1z+kBQVDDqRDgzQGGbv1ooomIKljIgWDYhab3E4cnSFQM1CqQmPZIR3HhCLGSEFHxUcZwaBTH+/QVU2yXVWoyRilc7hhRMEFL/Jo0pqmOKTsONSQ+MKQ9VoRDU0Id+oc8wPxnn8BIxswpl7Tqey4pKSor9uFQOiRLzxjiEYuC/omRlFlZtWtr1omaxg1iFEDIEaW7Rhd7UIf4OqYYHRt4ZetF6QBs+LCKfEj4JX4WVg8WGO7SRGaDC6SBj1MB8+QljuYG0G2mECqGqHjMOgMkU+C1C5DTooGR3FSsYKnOqhpH9+kaA4gjkEZyan9edr0IFkT0l2t4JBEGIWUECEoKsEfcg5lJeiuxLymlGbJzi42NgzQN9PlxpM+xILGk472YbIO01FNhObPn8/NN998UPtmMntPv92+fTvXXXcd2WyWL3zhC6RSk3xq9DHIdUIUj9Ao8wTxcWhaCeIsoRQoHeFQRgIlPw/GcOqgoCZjhpQkEWraSlXOyedRMZQdRSgCftqynTlBgBIxOxODLCzkyFZ9fAoM+xFFJ2CHamBDQiFMFYTEkMfTCWZWZjOnpjljVhvdi5qQc9SU+xJYMGcpDz//czYnMkhdRen62aBhB6pAMkzQVGpAhjlqvibWRRrYxUDSoahnMjPMUzMNCJVHRG14cUTZqdFdhMCpkakFeDpJ4MQ4kaQ5rLHV38mMqIX2SkiKMulamWSQY1sqwfZEiDYSl2EquYiG9jkkFr8WMQ3WSzKEVFUSJYsUHUPBdXGDBiQVEBEGhRc75EUnvZkErgYvzuOLXpQbIXQVnCJCFEFURh6zbp93rWTsdsHI2dA9ps3vWTvaANp1CN74R5DNvvSRpqSoHLDNNQSxT2s5wjOQUANkTC8jFYc4qVZFV5+kYzDL/zbN58XUHCQuXqzI6oincyGNkSJtFNr0k5et5BMhDXGJGcNlFg8XUULiGoOghDIRwoGNXoInGwXJOCYZwZMZFz82dFYbkd4iFp69HN9JHO1DZL0KRzURamtr401vetMh329wcJBrr72WIAj46le/Smtr6wS0ztKmjG/+QKbWQVuwlpJTItQORTGPTekuQjmMMIZMLUXP8ItcvK2ZmggpOgLfDNAdFmmM0mgRk4gML6QU6zNdPJRQGKkIVZVFDc+yqDDI4kLI5kyRFzIlnmxsp+DMRNCMRJGLfBJAubFMZ08zs7tbEImXLr40NbSnupndnaPY9zwihrICZaC96rFoZyMtlWbSUSNKJFFVqMoCSENzTTPkt/NcOkEoNXknRTlTId9doyvcTlMtxQU7klRUSKaWQhmFkLDDD3jj1hYkEe1mJ3Hs0mQUgQ5Rrk+eFLt8F93aSO6E19M560wS/vSo1VWRbUTSIEwZo0HFHoGMiXUKYQR5x0XpNGV/mE1t38eYCq2VNB4NSOkinPzIOlO7idGEZ7RC4lgtIbG7YiLskymNniAyuTTBa09Dn7Jw0iyPcSS8UKnxi0afpYM1UsJgRIgj+sFoxFh5VU1bVMNVg/REKcrRfCIZEMgENVfj6TRSxHihJikEOz2YUYvJ6AoVN0G/D93VAeTIVA6cGCOg6irKjsLDYVjBgOPR63i0d3eSPP8kpE2CjnnH3CepXC7z3ve+lx07drBy5UrmzJn6gzaPloSQJIIMFRnxeBOEohkZOzg6ALUJTDN+5DCvsovXDgU0xxJPh+hQo9Uwvg6QeBhjeCoHG9OCTRnYlmgixichhnjcX0DV+z/iZC+zy4KMGKAhdtihmhCuS0J6JN0ExyUaePtr5tCdyxxz07IP1QmNSwi3/oJZFZdtKuSUwQUcP9hBKk4RCYEwmqTOYtCI2MEPtrM9WUTLXYRmEWVSSFMjUDFVN8M6dy4zVZGkrtJV2cGA41P0GhhwkjRFCp0qgdmFKNdIyTI1t4tamMWRHjIZ85oZCWac3sOC9uk1K7Nv1nxaX3yaqvEJlKQjHMAxAUKEYBQZApCD6CrM2NxEycmQMgWUGti9DBi7kxixx0k0g94jj6/vbEYWBTN73hEwUhLP7iA+7SR090yYZEuUHAm7ZI3ehGRdg8uGhMvcqiCsZeko9zJ2xAQYVSARR3RH23gx2s6gmwYtCU0jKWokwgrSRFREO1XH4FRryLiEMRGhClEiqL9ee3wzdlRqiFyaXs8lEj6F9hbali+A5iakrQ00JRxzidBHPvIR1q5dy5vf/GbWr1+/V+2g1tZWzj333KPYuqkl7ebQZOlNCCI8YuPWK02bcOTXa0gu0uSiuF7CXxky2hCLMmgHoaqgCxQdn/VZRd6JkCTrJRNVhBtl0cZlQ2I2CfcF3NZ2Nufmg9/F2ZlZtHg5Um6GmYlWTszNwlXH3Nv1sCzoWMbmp77EcYUMp9QMzZUZGFlDxykcJJG8HsgUAAAaw0lEQVSMQQcADHZCdMoVhGzj+R1pynERx1TIBC4VHHYmAxpDQxD6PJ3zaQsKzNe9DHfnmNMk0V6IE7VgaoNoLyTpn4ifnkPRCWivRsxwfTIzkzTmJsdq8UdS8Jpmqtsz1JCk6UOZGGl8TH2EEIgiwtTXb0vFSVKxj5EaoUq7H2Q0q9mrKOKelaHraVIM0JBBtzZiOlrqq9ITYxwHM7MdvWB2vfTyNJXVMb2JQTzdQZPjU06W2Bw2kFQFesoSQcCw/3scWaPqRCi5g075azzdwbBZSHthEYiYvBujgjRa+HgGhlxQSJJxQFOtggbCpIfKNiKkQ9zRRKYzy+JywBNE1NpauKx7BjMy2Sl5Rnq6Oua+WZ555hkAVq9ezerVq/e6benSpTYRGk/CoEgRiRAzNkLBJZICqV2M0CRDH1d7ZAOfZBQgqWCoF9YzgFYRgawx7DrkvTSBgEA6CJ2gjIMnErSFafqTc1iw9EbOzdozfOlkO4u73wG938HR6frKIXggTX3atYCaquLKBA3v/P9oALrimJ/88sfsLBfwdEygPFwNJQlOBI6QGCPo91I0lgwdzTG582bt8axz92qDD0yPC2AH1pRzKLkdyGgHUsuRd/RIMRlTHakn5IPJYChjhASThJF1qczoGaB6tYj9DIwWY4sFx6cdT3zJ+UcqtGNOZqBCbBzyviJ2IwYNIFyGUotYXF3N7FKF9qoEsuxKFCgna+TMDmTosqg6wIyCw7PJDIlI0RwnKDgRqQLkojIIwYyaQyZUGAXheWehzzlhr+efP/JnTU3HXCL0s5/97Gg3YdrwVALPd4hIjqwvJjCiioiSpKJWQqdEfyLgpKEGjisIcrqMEfUqQVpV64sASEgbhzMG4WcdEf2+wuDiaI9IxiR0QEtcohR3kfKnSEG4cTBj1rk8//s7iURAMmzFj1IYA1oKjK4SuFBtDBkrZygFrthBSgtqZFA6JtA+Ukh6k1CLY3wds62axtc+bn/I5Fp/fPJJSsGm9nZS24dIoQhx68vAmLi+QKqpL2ULhkikKTo+MYqUifBlvr6wqgZtJApdz3jknsN/dq8TRi3aTwusUSbpoUQSIQQVQIhmBD47VDs/SbdzevQkaSfPSdEfUKFHRD9ZHdNeDfBqMRkeJyEWkDCtSF2gpQKZSNFdreJRRaExZNFxjEjay13TzTGXCFlHkiKh0qjYEAiBEBKlI/w4x0n9cyi5Pl7cz5VbXqAt3j2rJTUydrGkEojIZ8Brwq95nLozZpuvKDppUrGmKjWxyJAtnk2lcxc5z878G+U0zcJrXci2wpOsz6ylrdQCRhJ4JeYVGlAa6D6O0VE7Skgy6TKJ4rME5hR6fYWgQiZKk9MSQUTBddiQzbLLbyd0Ajq0QR5DS5Accc2CMOnwSFsXp/W5tMkdpHSRnDZIncLgIkUNIUKGZBcVVSUQCfKikfZYoCJNoGIiGZGJIxI6GvmQjB7z0XNMor48jHVALV0dqBeGqRmNKzWOSeJrQ96pkTUOA04nRmoGTAcptqKMwY8UgSpRdB1qukxzbRuBkIQqIGkEudhHiBiXMkILHANCJJEN02MmnrWbTYSsAzLGkMu2IIa3kjAJjI6I8PG1SybOkjFZcn6WVGoAr5KHsD52YnRB0HRURYgqXSZPW+DzmlDw4nAjv27OUlIOjk6RMX38vnWYvzvpgqMd7qQipIM/9zx4+mlCJ6BfbUcaCJVgiyqREopZC6/b6z7Hpeeia7+lufoEQzLH2uQplLwcJgppIyZjqpQcF5TkGS/LWUaTYOpPgz9cYpYgOd/Q93yCB9QCZlbm0qCrRDKgrVpifrWMigOyup9nM43EUpA2wyiTIyZJzRM8m62SoEJjGHJafpCkjvdIhkYSIqXgGFoY9WhoSvmc3JrmtwM1fC3IxpK8qtYHOEcJKipBSrdRMQXa9E5EXKOCT95x8aOANC5SVmmp9jG3lCURJRCminZCtPHJBqV6lfvGNCTsLLDpxiZC1gEpKVncuoCnqgX6w5AYSUKHvMZkmdveTtfcJMd3p2j66VbEk3mEKxAxY+NYRn/3yhg8JyQ2Ppf25nk2o+lPOkR+FVIp/vrkc2lN2l9hL5VItZNIzGAw3AayvrxGJA1KGNz5l5Lu3j0eLjYR8/BwSg1sd6o8lzyPJM2E2iXvpomUz4wgT4IagWOo+ZK4XpLaOgAhoWuxg99fYWPF4GqHTDlNKNNsTjbQHNdIZCtEp8/i6W07EIW5zCg3MuBWyPvbcUxERWaZXZU4ssz2hMf8WmXsEtnomCE9q514/uyjGeox4ZwZTfx2cCs1ZdAUSJosUnsUVcjGZEQ2EvhmHsPJ9eSMhzZDCJ1EqifB246JZiKYzYxgCBn5aNJoXcKNQYkQ4/hEr2mHRntmerqxiZD1ss6eeQqDJuDxwS1UTMSi3EzeNOtssm4CNXJZJTrhOMQzG1FhWB8gavZdZFvFmjQ1PJ3gXc/PZueCKmLJfE7s7CDrT9/ZMC+naea5VPMbCTbdy4ApIo2hUTSjFl/N3J43IeTuj69E1at5Oy4lJ0NN5WgMIyRFjOkgFUXMrvisS0KDcuhsTJB07HF/JSlf8cbTUty5psKG1ohyRZELBTNSDsmzUjQe34SThtN/P8w3/tDLjmQjQheQxmd70qG1Yhj0ApJVyQvJkURI7E6CgpOOQ//RGWAvx7yizpRLUjlU4oBAlYlMAAiEdpBuBmdOglPPPI9dTyXYtfPH9AdrKekhYpkiFQ7jVSPaB7uIRYwjaygTghgCVcX4acKlXejXHg9J9xXbYk0twhhzgDWQp4f+/iJaT+tD8IpirRmOKighyDrJfev4GIPz/36OenLdWAIkqJ8ZGq2QK2R9zclQNVE+83QSp7dhGu1w3YMR1AqE5e0IN4OTbMNT+++oS0O9bP35Sp4MCvwqcQYGh6LKUqWFGUE/CVxcr4uejgSXnNhMQ8KeDjpYg8Oan28KyEcwr1lx1iwH39n9OQh1zP/7xe/4vyFDqGNKImZbwhCLiAXlAicMx5xYrvJH/UMIAWHPHOILzsbYS2IHzRjDfz+zjR9vzxOZ0fVJBJ1OxHsXOCzpOgEhBFElT++z/8vmwTU8X1nDoEhTI82Cvjn80ZYzaQpd/MgBCdLrQx/fTfTaxTDTTtY41kkpaGnJvPKOL2ETIZsIjY9qDfnLNajntyDyBUSk9zkrpJty1C5bBt2d07omykQq979I71MP89tqgsdUB7viFnwiZrshy17TwUkdTeQcb+xsnjV+gjjk15u38dDABp4P+qiEEhU00jPkc+auKhfmB8k2eYR/ciE02R8Bh2vdUJHHBodQxMzPZDmtpRH1kv5ExzUq5T6e2/Eg63Y8QKHSSyKfYtHOU1jYdzxNJomencKcfzxmXudRisQabzYROkw2ERpHcQzlGiKOQGtMuYwoV+pTg9NpTGcbJKZfYb6jIdKGfBAzHJZJKWhJpHGkPQN0JNTiiL5akXIUoIxHJlC07BjA9SRm7gzw7KWXI8UYTTkcolAZwJRLZF4s0SCb0XNnQTYBrn0tphKbCB0mmwhZlmVZ1rHvcBMhe33CsizLsqxpyyZClmVZlmVNWzYRsizLsixr2rKJkGVZlmVZ05ZNhCzLsizLmramfWVpu+ikZVmWZR37Dvf7fNpPn7csy7Isa/qyl8Ysy7Isy5q2bCJkWZZlWda0ZRMhy7Isy7KmLZsIWZZlWZY1bdlEyLIsy7KsacsmQpZlWZZlTVs2EbIsy7Isa9qyiZBlWZZlWdOWTYQsy7Isy5q2bCJkWZZlWda0Ne3XGjscGzZs4Jvf/CZr167l6aefplar8dOf/pSurq599u3p6dnvY3zyk5/kbW97217bduzYwac//Wl++ctforXm7LPP5uMf/zjd3d0TEsehOJSY9/TEE09w9dVXY4zh0UcfJZfL7XX7r371Kz7/+c/z7LPPorVm/vz5vPOd7+Syyy6byHAOykTFDPD973+fr371qzz//PN4nsfChQv56Ec/yimnnDJR4RyUiYx51Hve8x4eeughrrnmGj7xiU+MdwiHbCJi/vGPf8wPfvAD1q5dS39/PzNnzuSCCy7ggx/8INlsdqJDOigT9VpPhX5saGiIm2++mbVr19Lb24uUkrlz5/KOd7yDFStWIMTea1pNhX7sUGOGyduPHSqbCB2G3/3ud9x1110sWLCABQsW8PTTT7/s/ueddx5XXHHFXtsWL168179LpRLXXHMNpVKJ97///TiOw5133sk111zDvffeS0NDw7jHcSgONWYAYwyf+tSnSCaTlMvlfW5/4IEH+MAHPsCSJUv40Ic+BMB9993HjTfeSKlU4k/+5E/GPY5DMRExA3z2s5/lS1/6EldccQVXX3015XKZZ555hr6+vvEO4ZBNVMyjHnzwQdasWTNezR0XExHz3/3d39He3s6KFSvo7Oxk3bp13HXXXTz88MOsXr0a3/cnIpRDMhFxT5V+rFgssmXLFi666CJmzpyJ1ppf/epXfOxjH2PTpk381V/91di+U6UfO5SYYXL3Y4fMWIdscHDQFAoFY4wxX/nKV8zChQvNli1b9rvvwoULzac+9alXfMwvfOELpqenxzz11FNj255//nmzaNEic9ttt41Pw1+FQ4l51OrVq83SpUvNTTfdZBYuXGjy+fxet1933XXmvPPOM7VabWxbrVYz5513nvmzP/uz8Q/iEE1EzI899pjp6ekxP/7xjyes3a/GRMQ8qlarmeXLl5vbb7/9oD8XR8JExPzrX/96n/vcc889ZuHChWb16tXj1/hXYSLinor92J7e9773mSVLlhit9di2qdiP7Wl/MU/2fuxQ2TFCh6GxsZFMJnNI96lWq9RqtQPe/qMf/YhTTz2VE044YWzbggULOOecc/jhD3942G0dL4cac7FY5NZbb+WGG2444K/AYrFIQ0MDnueNbfM8j4aGhknxi3kiYl65ciUnn3wyF110EVprSqXSeDV3XExEzKNWrlxJtVrluuuue7XNHFcTEfNZZ521z7bXv/71AKxfv/7wGjrOJiLuqdaPvdSsWbOoVCqEYTi2bar1Yy+1v5gnez92qGwidASsWrWKU089lVNOOYU3vvGN3H///XvdrrVm3bp1nHTSSfvc9+STT2bjxo1UKpUj1dxxcccdd5DJZPYZB7WnpUuX8txzz3HbbbexefNmNm/ezG233cbGjRu59tprj2Brx8fBxPzII49w8sknc+utt3L66adz2mmnceGFF/K9733vCLZ0/BxMzAB9fX3ccccd3HjjjSSTySPUuolxsDG/1K5duwBoamqaiGZNuFeKeyr2Y7VajYGBAbZu3cq9997Ld77zHU4//fS9kp6p1o8dTMxTrR+zY4Qm2JIlS7jsssvo6upi+/btrFy5khtuuIHPfOYzXH755UB9kFoQBLS1te1z/7a2Nowx9PX1MXv27CPd/MOyceNGVq5cye23347jHPgt9v73v5/NmzfzX//1X3z+858HIJVKcccdd3DuueceqeaOi4OJOZ/PMzQ0xH333YdSio985CM0Njbyta99jb/5m78hmUxy0UUXHeGWH76DfZ0Bbr31VubNm8eKFSuOUOsmxqHE/FJf/OIXUUqxfPnyCWrdxDmYuKdaPwZw9913c9NNN439+5xzzuGf//mf99pnKvVj8MoxT7V+DGwihNZ6r1N+L+dwTnN+85vf3OvfV111FZdffjm33HILb3jDGxBCjF0y2zPjfulzVqvVQ37uA5nomG+++WbOPPNMLrjggpfdz/M85s6dyyWXXMJFF11EHMd8+9vf5q//+q+58847x3XmwWSIeXRw6dDQEN/+9rfHBsxfdNFFXHTRRXzuc58b1w5kMsQMsHbtWu69917uuuuu/c48GU+TJeaX+v73v8+qVat43/veNyGJwGSIe6r1Y1C/nDl//nwGBwd58MEH6evr2+es1lTqx+CVYz7S/diRMO0ToUcffZRrrrnmoPZ95JFHaG5uflXPl0qleOtb38pnPvMZNmzYwIIFC8besEEQ7LP/aOeSSCRe1fPuaSJjfuihh3j44Ye55557XnHfm266iSeffJJVq1YhZf0q7aWXXsrll1/Opz/96X2SyFdjMsQ8+jp3dXXtNWvQ8zwuvvhiVq5cSalUIp1OH/Rzv5zJELMxhn/6p39i+fLlnHHGGQf9+IdrMsT8UmvWrOETn/gE559//j4zb8bLZIh7KvVjo2bMmMGMGTMAeMMb3sAnP/lJ3v3ud/O///u/Y7FMlX5s1CvFfKT7sSNh2idC8+fP5+abbz6ofV/NgLM9zZw5E6ifYoT6YDbP8/Y77bCvrw8hxH5PNx+uiYz5lltu4cILLySdTrN161YAhoeHAdi2bRvVapX29naCIBj7hTzaeQC4rsuyZcv4xje+QRRFh3z54UAmQ8yjr3Nra+s+j9Ha2ooxhmKxOG4dyGSI+f7772ft2rXceOONY/uNKhaLbN26ldbW1nH7gpwMMe/pmWee4QMf+AA9PT189rOfRSl1SM95sCZD3FOpHzuQiy++mG984xs8+uijLFu2bEr1Ywfy0piPdD92JEz7RKitrY03velNR/Q5t2zZAjCWrUspWbhwIb///e/32Xft2rXMmTNnXAeYTmTM27dv59lnn91nQDjAihUrWLx4Md/+9rcZGhoiiiLiON5nvyiKiKIIY8y4tWsyxCylZNGiRezYsWOf/Xp7e1FKjWudlckQ87Zt29Ba8853vnOf/b7zne/wne98hy9+8Yu87nWvG5d2TYaYR23evJnrr7+e5uZm/vu//5tUKjUh7YLJEfdU6scOZPTMVqFQAJhS/diBvDTmI92PHQnTPhGaSAMDA/ucmhwcHOTrX/86XV1dzJ07d2z7xRdfzK233srTTz89NvV0w4YN/PrXv+Y973nPkWz2q/Jv//ZvRFG017b77ruPH/zgB9xyyy1jZ8NaWlrI5XLcf//93HDDDbiuC9QLsj3wwAMsXLhwbNtkd7AxA1xyySX8y7/8C7/85S/HBlIWi0V++MMfsmTJknG9dDCRDjbmCy+8cL+Viv/iL/6CCy64gLe85S2ceOKJR6TNr9ahvM59fX1ce+21CCH48pe//KovqR9NhxL3VOnH9td3Q30GsBBi7D07lfqxg40Zpk4/NsomQoehUChw1113AfWqnQBf+9rXyGazdHZ2cuWVV45t++lPf8r5559PZ2cnO3bs4Fvf+hYDAwN87nOf2+sx3/72t3P33Xfz3ve+l3e/+90opbjzzjtpa2vjXe961xGNb38ONubzzz9/n/v+4Q9/GLtttBy/Uoprr72W2267jauvvporrrgCrTWrVq2it7eXj33sY0cgqpc33jEDvO1tb+Puu+/mQx/6EO9617vI5XKsXr2aQqHAhz/84QmO6JWNd8yzZ88+4ODg7u7usdo6R9NEvM7XX389W7Zs4frrr+exxx7jscceG7tt9uzZLFmyZKLCOWgTEfdU6ce+9rWv8ZOf/ITzzz+fWbNmkc/nuf/++3niiSd4+9vfzpw5c4Cp1Y8dbMww+fuxQyXMeJ63mya2bt3KH//xH+/3tqVLl4696X7xi1/w5S9/mWeffZZ8Pk8qleLUU0/lfe97H6effvo+9+3t7d1rjZ6zzjqLT3ziE5NijZ6DjXl/br/9dv7zP/9zv+sSff/732flypVs3LiRIAjo6enhPe95z6SYdTBRMff19fGv//qv/PznP6darXLiiSfy4Q9/mDPPPHNc2384Jirml+rp6Zk0a41NRMwHWmMQ6jNHXzoF+2iYqNd6KvRja9as4Stf+Qq///3v6e/vx3Vdenp6eMtb3sKb3/zmfWY/ToV+7FBjnsz92KGyiZBlWZZlWdOWrSxtWZZlWda0ZRMhy7Isy7KmLZsIWZZlWZY1bdlEyLIsy7KsacsmQpZlWZZlTVs2EbIsy7Isa9qyiZBlWZZlWdOWTYQsy7Isy5q2bCJkWdYx6Te/+Q09PT17/S1ZsoSrrrqKO++8c5/1sfZ0yy230NPTw/Lly49giy3LmozsWmOWZR3TLr/8cl73utdhjGHXrl1897vf5eabb2b9+vXcdNNN++wfRRHf/e53mT17Nps2beK3v/0tS5cuPQottyxrMrBnhCzLOqadcMIJrFixgiuvvJLrr7+eb33rW8yYMYO7776bgYGBffZ/8MEH6evr4x//8R9paWlh9erVR6HVlmVNFjYRsixrSkmlUixevBhjDJs3b97n9lWrVtHd3c3ZZ5/NG9/4Rn70ox9RLBaPQksty5oMbCJkWdaUs2XLFgAaGhr22t7X18fDDz/MlVdeiRCCq666ikqlwn333Xc0mmlZ1iRgEyHLso5plUqFgYEBBgYGWLduHf/wD//A008/zSmnnMK8efP22veee+4hjmNWrFgBwPHHH8+iRYtYtWrV0Wi6ZVmTgB0sbVnWMe3222/n9ttv32vb8uXL+fu///t99l29ejVnnHEG3d3dY9uuuuoqPv3pT/Pcc89x3HHHTXh7LcuaXGwiZFnWMe3qq6/mkksuIQxDnn32Wb70pS/R29uL7/t77bdmzRo2btzIFVdcwaZNm8a2L168GCklq1at4uMf//iRbr5lWUeZMMaYo90Iy7KsQ/Wb3/yGa665ho9+9KNcd911Y9sff/xx3v72t3PppZfy2c9+dmz73/7t33LPPfcc8PGam5t56KGHcF13QtttWdbkYs8IWZY1pZx22mmsWLGCe++9l3e84x2cdtppFItFfvSjH3Huuefyp3/6p/vcZ926ddxxxx387Gc/4+KLLz4KrbYs62ixg6Uty5pyPvjBD6KU4j/+4z8A+MEPfkC5XOatb30rl1xyyT5/733ve0kmk7amkGVNQzYRsixrypkzZw6XXXYZjzzyCGvWrGHVqlUkk0mWLVu23/2TySSve93r+MUvfsGOHTuOcGstyzqabCJkWdaU9IEPfAApJf/+7//OE088wbJly0gmkwfcf/ny5cRx/LLjiCzLmnrsYGnLsizLsqYte0bIsizLsqxpyyZClmVZlmVNWzYRsizLsixr2rKJkGVZlmVZ05ZNhCzLsizLmrZsImRZlmVZ1rRlEyHLsizLsqYtmwhZlmVZljVt2UTIsizLsqxpyyZClmVZlmVNW/8/XXeeKsOK/nQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec, near_ra0=True)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.08036173823029458 arcsec\n", "Dec correction: -0.06566866211070721 arcsec\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] = catalogue[RA_COL] + delta_ra.to(u.deg)\n", "catalogue[DEC_COL] = catalogue[DEC_COL] + delta_dec.to(u.deg)\n", "catalogue[RA_COL].unit = u.deg\n", "catalogue[DEC_COL].unit = u.deg" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec, near_ra0=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "234282 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"decals_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/DECaLS.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 1 }