{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bootes 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", "This notebook was executed on: \n", "2019-01-29 13:46:17.982736\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "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": { "collapsed": true }, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_decals = Table.read(\"../../dmu0/dmu0_DECaLS/data/DECaLS_Bootes.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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"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" ] }, { "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['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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.11073624215552513\n", "Number of source used: 2953\n", "RMS: 0.013882524930034707\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", "\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", "text/plain": [ "
" ] }, "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" ] }, { "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['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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.058869338118242354\n", "Number of source used: 2426\n", "RMS: 0.00786347074114361\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'], 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" ] }, { "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: -0.054092454637959975\n", "Number of source used: 4630\n", "RMS: 0.016963778211100684\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'][5], \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_Bootes.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
050876600061216.6471802130612332.375164572221934nannan3.893832nannan0.5660906nannan5.000327nannan0.9283585nannanFalsenannanFalse22.4240570.15784581Falsenannannannan22.1525040.201577290.05
150876600062216.6390795468415732.3755487860274nannan6.1774616nannan0.40049478nannan6.090784nannan0.9283512nannanFalsenannanFalse21.9229810.07039002Falsenannannannan21.9383160.165486810.9
250876600083216.5201667583456832.38064993630629nannan687.04956nannan1.6307601nannan432.49335nannan1.154327nannanFalsenannanFalse16.8075330.0025770704Falsenannannannan17.3100510.00289783560.05
350876600084216.5194183299818532.378466220344876nannan54.560562nannan1.1828017nannan39.43531nannan1.1543319nannanFalsenannanFalse19.55780.023537342Falsenannannannan19.9102860.031781160.05
450876600094216.5098833253878832.37921512516535nannan273.43243nannan1.1097797nannan239.68169nannan1.1543252nannanFalsenannanFalse17.8078770.0044066757Falsenannannannan17.9509120.00522898840.05
550876600101216.495381913968632.37895056682288nannan3.698483nannan0.56989527nannan4.198361nannan0.9409523nannanFalsenannanFalse22.4799420.16729993Falsenannannannan22.34230.243339260.05
650876600115216.4934807987762332.381677546342814nannan5.6620746nannan0.5640717nannan5.791514nannan0.9548676nannanFalsenannanFalse22.0175630.10816408Falsenannannannan21.993020.179009210.05
750876600116216.4941393466131432.38059397465652nannan2.6438446nannan0.39812177nannan3.187862nannan0.9257911nannanFalsenannanFalse22.8444140.16349493Falsenannannannan22.641250.315310060.9
850876600124216.4868006175822832.38223614761582nannan56.993797nannan0.42242077nannan68.87291nannan0.92578816nannanFalsenannanFalse19.5104370.008047148Falsenannannannan19.3048780.0145944430.9
950876600125216.5103467784613532.38173733951664nannan4.3223886nannan0.71198267nannan2.9366076nannan1.1543312nannanFalsenannanFalse22.3106920.17884217Falsenannannannan22.7303850.42678470.05
\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 362677 sources.\n", "The cleaned catalogue has 362638 sources (39 removed).\n", "The cleaned catalogue has 39 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_Bootes.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 30, "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)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.07634788760242373 arcsec\n", "Dec correction: -0.04301923179923506 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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vaV88I3n5Bt8O6OcviVdniHOWYeQT60xyHj1boMu5Eaw+mpl6tbRzOdVoOOJvd/imQ9OE/uoMXc3xNxtikVmGzhCQoO/VvbO6eeA0BByKr2tW+715lOra1LM0RbuWpm84NjXLticXIa7m5rFaL8z0vT/ZJmVRokGR7RGXOPzDxuJ6on3Mf/EN/U9+iKgaGT8/x90/oGlnqmxr109fPEFm89EX5CbVZ8IHg4n8fIiQkdjc7yz3ow9I16N1Y51LaYKenSHVCTlUSFmYd0BA9yfc/ghpRvjoqZmTHxWPhtErFGG1Bj+G1lWVdZa1g5U9shR8hosDulza51KPNGIqSFnijhVate/VAkYIuC+/wW02do6P6oJPkKZDyxw9XyG7A+pSBCvNaFS0sMVF2s4UoQjEATmMfh2U4Sc/xG33KIpsduA9MXH42we7xiEAtqg/0poIxIs1KoJEteybIiP+8JN/2jn+Q4GJqrhXb3BE8+zUlRmSnz4FicS2M7+KJChii/upgmON3+2I4mE2R3Y75LA383ueoHlhJbLlDL1aI5u93RPE8UwVAkTvSbpA0rTWFq9K9rCj/Rc/RfuIFqNfKEYjVb9vPIYMek/mPOkQIIALEekDsaqttLlcgPPch4GfS0dz3BBTz7+dLVk5j/QBvVij4nG7ExIG8zQl3nxTY3qE/V8gdYg6mJXI9miNA0Vu94fz1g12qNHLM7hYW2fmRHwmfGCYyM/3FV1P/r/8R/PmPL2k+/f/BkkT88nkGWwPuLsHW3yvLn69dXUsh+jVOdJ36PYAnRmaNc9M6TlVMBITDQGJAR0Nrrq21F1/88CwWtoCmCRmXj5USIxGAIoSPr1A3t4h2y3UVtpypwztB+KixIlDzxbI7QPaNEgIthPWiHbtu1wZ2e0tGXk+Qw5HEIjPrv7+TJumIfmLv0Oi5aUwn9nDf39E7h4QlHh+ZuGOMVrAXJbiru+RU028OrdcmUeEgPvmLe7ufsylOcMX19C2aFoifW/nn+e2uHhvPqcsN8ITelguzCQco7Vl972pM0kKKDQ97m5rPqo8NVVJFT07pz0euJOKOEu56gZmI/WJghlmmw7xnrico6sVXJ0RLy+g6+z6bXa22K4X6OX5O2Ijh5Nd1zRFL9aWGXRqUIeVRMri28RpMCN23aCrpXWhVTXgzbDuR8WpG5AstVDCqgHxSJohgyLSw/FITFNkGFDfQDea6/NyJAugdY+cLSEKcn+LayzbRhczXAxomYEk1jXYdFZWfHaB2x6Rhw3SDEiaEOYlenmOHE9wfW8E/2yFXp39ehikqt0D32mXp8h/jQy8S0MbBiN4zln5WBX2R/ybWyQE4uUZ8fkTaDpTB4dALHL6F1ekmw1uc7DOx7IYy1eOTjuOzYb/u4zIak7qco4h8Dczz7+PDlDUF4RFJHz8guxuiyszKFPiYobf7AlFbl4wJ6AJ4cUT3Kk2o7wvIB9DDgU0z5AkG8NFFRGx6IFjRfqf/wq3PxJePKX/0z/69ZytEMYUbvfuGSTDgLrxek2Y8D3CRH6+L1BTA6Rp0fmM7H/9c5JffAEquJt7/JevCB89h8wT10tTZ+rGTLdvbgkfP7XwvcXMFjbnTK0pFlC3JF+/hsQTn14i4YB/fYN6hzvWtoiGgIQOxJvyECL0Ha5tiWdXuNsN4kC6Fv/2Fi0KKMYE6TDgXAKux50aeHWHZglxNbcF+2yFpgnudoO7uUNv7iFxuKZD7zaWG4NC3eD3R8J8DkWKe/mW4d/9d0Ywbh8sWflUU/zP/weubgDI/rf/k+5//DcoDnf/YARosCyVOCtwdWsqQTcg4lDvcV1P97PPCH/2x2iek/7v/xn/6q2pGUMPeUr/o09I/vLnthgsl1a+WsyQ/R5CtN182xnJKTLiaml5K8FUNmJEo0CukGam51SVLaDMoOtwfU/san6V7MwITOAw7/mpX5L5BIJauWmIaJLghsiQe+tEW2xxr69xu72Vqp5dWqtzP6BPLpCHLf5vPzf1Kk2Il+ewmNvoCVXczb0lBB8rpEjt3prP0PkMd79Fm84IrXPIV72ZcKvj2NLfEK4ukZs7qA9GKobO/ExNh68a4sXaXtNThdsfCGcrUy5itPyneWnt9PsKztZGPrKMuFrjt3s0AbrBTON1g2z38LAz83SZI7sD/udfMPxxgnzzxuIB+gF9e0P85Dnxs09HpUSR+y3sD8j2aGMzrtawP74jzZqkaAQNA3KskdSBDoS2p28a8i9fAhBcTvz8geGUkvV7myxRe5pXe5p5Tvf0U7Lw1giJGyh9wirzPDwpSLIlD7EiXXuWx0gelD70oHOqYc7ppuVQD8zjDC5WZNmc5VmP84Ews44wvd8hKOHZlb2/0hRZzZHNwd63zy/tfNYLE9Wcs3t1YTlR6X/8L8j+SEw8/vOvUBGGf/0v7BodTjZ2REAXM7vfXr0x1TgqenWOXpwZIZww4XuAifx8T+Cu75Hbe1Mo7rckv/raHmBqM7r89oCKoLOc5OVr1KW4phl3fin+l1+gYjvZ+OkL+j/9Y9w3b3Avr0leX1v3TZ4huyM6dlrJoUKCmUolBlAHVYU/WluuiMDtA65p7aF4fobbHcYSWQd9R3L7QHhybrtQb1H6DL15H67vGYISf/wD4nJuxKDpcE2LhkgMaiSuLM1rtDtYCaVuzSu0PSIf39hxdz2yPeD/9kv7XSOk6/FfvjRDcFXjugGwEom/ubMFMMlw+wOaJdb2r4H0r3+BdB3hx5/gf/XNt+35fcC9vkXWC+JHz4zInCyHxaVGSHS1wLUdMgTCck28XJt/aVYYyUq8vVZdZ+UL5wgX52jqjWz2vSUou4SGyOBgJQWo45AEmtyRzpbmgVErc1GWaIhQtWjf435prcwuqMUMPGwIn32C++VX8Ne/wL+9NbPrR88hKP7Llww//aEtXjHiPv8SOdTmGQkK1xv0s49NMQkRbu9wh6Mpb6MiFJ+cw7FGDmbKdbuDKVgjVCKaKhCR4wGK0u6HpsfVPewOxP0BfXZFjAFXnZDRgCtpggw98ac/YGhb/NtrNM8ZPnqKv74jJqmVZ4+VLepVg6vf4soCedjZ61QWRhaPNVLXaJYi37xFXr3F9YAOlnw89EZ4+gHnPN1qieSZKXzeoeIJLnLzsGNoN+SHGyjmzI+OLCkYbmq6U0DwdPcRTTxuiOwur7hePvDTe0/mCm6TnqpMaQLEbM5HZPxt39IHoXSOP11cUe9nvJnDdRLJjiVNJpROqLYNenfifL7HDR26WqDPr6wNvh+IV2eWjO29vV7O2f0xdlrG1dzU4Cw1cnq/xb18ayVXn1j218s31szgncU1zMdOzFfX9hofTnZN64b49g55fmkq85OLqYQ24b3HRH6+J5DNzlqBnbNuGOeQobXyQoymxuz3yGnczQY1Y3I/IDQMOuCTBM1Skr/7AnYHK0fsj0jd4ruBWGa4bmzL7h8lbjFlIo6qzfA4dNGjmUe2e7RtkVODvLpB9ofv+FqiKRanwh6mnWWvuO+UGJLbB4IGXFHA3Q62ZpQVn+AetrZAnZtHArWEZBkzYvAe/+VL9GyNrs0k66rTf33xHja4ukcJ5okI0coXztl1G/pxSOlgLdoi4Fr83/0Kbm4tVTlJbSEeOmK6QFXxDxukGwjrhZUK9wcrz3Q9cVYgsxJxYuSwanD1wRKy1QOK+BSVAcoCXc3R+RLVO6JGXJYBij/sIEuJLiN6xzAvQS4JZPDRM9zuaMnZ+xMyDMjDxkpvqZFXRBHMWOx//oWRl7HDTBCke0mcl8gQ7P5Yzo34vrqFMh87sSLSd2ZK7gbiiyf4l29g9KogwL4fjyEgVY3vBwtEBCPGY9nosUQoXYC+tnKMx0zvszHYsihwIaDPnqIPO5v31bc24uNiTfyjzwjz0speCrrdW9ntZGqnth2SVjau4Zdf4KJY27dGaHtYztFuwH/1Grm+Q97eo0QLhkxT2ByQPIN+oKmPHJNIdbkidytmszll4Th2HXW/J4QtfVbQ3bdsB+WqgPTyKf3es7x9oFeFNqWNJR0dNy7lYj5j1nRkdUqbLthwwU5zzvvAH8Q9V1eXnOUrZtFzu865HzagbxFfsOuvyMuMRTiQDoEmFsxPe4iRmKeW3hyibQCODZxOqBOkLNAnV8jbGytti+BiJJY5/tU1bHe2OVC10nLVENMU9/YezRPkWCHF0eYCbo5o3yE+RbqemDgzmGeZbVCyxJTPJHm/cromTPgOJvLzfUGW2K6rG3BfvyJkGcmptmGEjE1AfRwNq87KUsM7uyjJvkbzFKk60EjyeYWuVuaHULUH5hgyiKbvpkir80h3tJ8XdDT5CjhGb88etx89LjpOoo7vjsiygU4VmudQpLb4dGMLd55CGHDXG+JqjpyOSPfY0dSZ7zYMY2u4ERYNCj6+G4gqtw9I08IvjvhDZa3nfGsIVrCRGsMwfsyOS4YAmTdCpvrOoKswnofgjicjRqq44WS7/jRFywx/v7XfUua47d5IYZGZF+phb5k+q6V5aZoWf/M10lfjBO2S6ApTTRYL4vkZruoIRU9clGYmvrlHuoGChI+agjfznlAUPJtdUfq1/ex5CecV7maDlhlxaTPHJE1gs7fE5ShWjtRICApOrSssSdAuWKktRvTTj0zNO1bj4MvWDM2j50OSxLxhihnZh8FKYoyT6Pswkh3zsbybeq/BvE3j4HCcg3mJjiUU2nGae2plTVZzOOysjPb8Gex3SEyI89KO65s3uLpBho6YWlaQFDn0nV3aLEH6iBxrdDmzYbIuIRa5NTcGhWUJr67tGj9sbLxL19toiUUFaYasV3Spcry/5TRP+Ty5h27HqvyUj84+o0krXmdb6lDj52uSTSCJHW/KjGdDxqU4NNuRBNiHDDkKVWx5JnO+WC9YzxqKfc56/hHt1YrZYU8WlI+LC5Zdwk0y5/bQcV+09MOej9tLyhvFn3pmxQl3PkNWNQM6tv33yO6ELGeExFueT1CYzWForZzZ1NZ5WNWWC7XdIxqMHNUdQ5Hh2w5pWkKREeYzYLCy2f4E5+cgwd6TZWHl8EOHKzzh6tyeHXUNd1gpbF6aajthwnuIifx8TxA+fk7yn/4C//nX5uMYlOjESAnjki7YIpOMc5Uemc8IaR9le1uY5FQZKVDAA0Mgpt5KPIBqRGc5HAZIUkQCDIxzqqKRLVFwY7syYuWlx2N5TGh2YkTHJ5BG6/YijiWwCBqQzR7R+O3xelNHzNfS2/yqIZhMn43KyWCdadJ2tsgJQCR6/y1549vD+TUkCfFsBaeTzaRyztKZQ7AFOuo7Myh1awRJPfiE5Otr8394gUaRfhjNoEDbW15NB+5UE28f0IRxJleKJNEWI1/ArEDnJdJ1DBcrWMyJXYFLhAj4hw1BI2f5nGUYIBS4yqMX1mnldgfCzz4jvHgGX7+2+yJJ0H2Fpha66JsWdFReqtM74kNqxESThHi2hos17I52PW7ujBQOPYSxXPnkwtr1vUPqGo5GiDVxuLYhFAUuNdKsYuM93l388ZZQhyk7g5rqlqSmLDpnBncHdXdDdXNPmw6smh8yW39m53J5gXz1jSma6wV6TGyURh8sIbofoJgDAb3eoH1n0QxRiXTIrCCmKZyXuFOHu/k5bHZGEGQMW0wTYheQ2MGbN4Q0JXYndsMDIV3gh4Eu+SWfbzvO0oJCczYKt92O5cUSP3xE4Jz8vuWq6Tj0M3oCTchpY8vtbMOsySnbJdf5wJ/0P2J+OucYhGJwFPOE9tAwuIHybw4kImTzlq9mDef7BckghHSgqBy+GGhzYXa4RTQS1wsi47XMcyCiXQ8uM9X0cDRyvtsjqYemwe1PZhYvMoSIpgkhsZDDGAbzw93vbMMxDHY/YLEK5ImVbkNAVWBXwb6yDYnzaIw2Yy3LphLYhPcSE/n5viDxuLuN7a4io0KiVlIYv+TdAj+EUcH49R/xSHpAbL7X0NuiHbEW4RQrwXhnHVXeWYlqNAQj4y4fjBz8Wr/18I57iRdbYL0DhLheW4u7OMutWS++3YEONgZD3HgiYrONJIRvjz9x5oPBRmTobGYjFkLEv72z0pgocT5HnCDV7ttzTj3u72l7josZ8XwNzy6tEygE5Fihff8tafTfCwLAAAAgAElEQVRuLI+JpVgXuSkEojbYtOmJjMdaFsQix9Vje36aIn2PGwaid4BHoqXzMl4jPVRI3TB89AwuL9BhwKEWINm2xBAtodd73Libpx/M+B4GqDrk6bkJcXcbNEQrFbY9sijR8zOG3YFks7WsGJdC30LsYPBGXPuA7PfoV+OL19fIvrHjWy6sjDQ3ouYOFXQdOpvh8hwY0MJa1aXrrCuwayA6RCxfxkiumppVjmNURNF8YfdMwNShsqRbJuzCLczmFAfob78hhhlufo7Kg3WOLQv7GWU5qm3Ofq+IDUWdFYh3FjXQD6ZSift2hliWotsjDBFfdXYzPOZAOpCzJVrVyKZGF56k80gI3CwUEuV5l3FzPPF1cskyW7BoKh6yDpEzZuWAywLL17BZPFDi6Q9zTnFPPh94EXL2rifB86evP+Y8nVM60K1ykATxgXUK4VZpXEQuStLa8+QhZ960iDrSJaS+QJsdLBLSqmdYrqxkeDxa4Ob5Crm7h5ONt4hphjtW9lJULeQOerXxNuJwdUvse5z35vdLU3xdj4Z9K2HH9eJdNhDOWTyB9LYRiWqz+UIYfX3mz4vr5Vgi///zgJsw4XeLifx8TyBvb81AWjXfEp8R/1CG76MipDDm7tgcKamHd1+gDusWyQt0OSfmGb5uRsUgomdrK+30o5qSp7b4Kr+2w38sN4Wrc6TubUGcF0aekgTJPDq0oM4yWYqM5GFjYYciY+CdH09o/L9iD9BH/1BrZTEtcjuOpjOiBki/t4c12DTwkXxZAnD4Vg3yiS3IAjL6mKRtbWeratch87YoZBmuqoFofhUw1Wg+w99vkaFHiwIRwZ1qm9ANljXz+BokOdo2iPaAoGRoq4gfIILfHuizxNSW0Nt8tN1pNAM3iBNiXtigz34wcpom5lG62eCOlc1+Wi5t4Wsa4tMnFnXQtnb9+gihHwdXertr0tEk7MXKn0li16of7POPZmbnbZ5b01o+VFFY8OJwwCk2VqIZy69JBqVFLmhQIzZDtLKtWlea/uRTiEryxUvUK2iCxEhII+oElyS4ONCUSpkJ6b62ROl5CVVtHWAouljAagZVBc1gJbjKvtYtcjvetoOnlxZCuT8iD1sYor2HMg9ESDLLGSIBnyJaQVGidcKXeeRanlO1LVp43nSRXfeEGAL9aUCHBVcXKfnMk5z2VM2J/yu7o5kNnPmMf91/Cv6BU3qODI5LF6mLgfmqgFVOEz2vu45NKfil8q+iYzFk3BeR0Hmcen7YnFEuWpIH8DcDypHTrOZ4ChyeP+XSYUNvVwu4WFlZsV2NpeYc2p5YnFmw5mpm94Ozln2ZlcQYUBKLsJhl0HY2VkU76yYdOiOa8wJd2POBJLFhsseDkeZ5bsnn7QC3d+isxGUp8WoaHznh/cREfr4HkFOFv9mgzlnmSYjviIZ7JB7fqeu8o0WPpGccexCLHCdAE3H98M4PpAFCmhB+9An+9Y2ZUZPEyEU3WKdHOma3gIXXPZYLvqMuqXeQpLi2H8ddWBCdNC26toGdMCo7g8140lNtZtUYoHNWHivGuV6jMmThbIKul8TU4Q/f8YtUDSoRyVN7+I6q1+OxamZZKFrk+LsthP6dQpTcPlja7dY8OpqkI7lS1Hni5bkN1uwHG/MBxOUc8tRGcmSJKSohQBsgS+hXObf6kqJNWYU53mV2/mSoz4wotKYc6WDdN3Kq8F+9stJi1xPrewubvHiG3B6gOuG6Ab1cw6EyJSyx7By3HYMqR2VDqsYmzV/foYcKHwPkueXzPN4c3o+dgooWueW91NaGr8sFFCfzTp1Opg5cXFgG0KikyP5o4xHWa7vmojY/Sq1MqVVnZGdWwmkwT1EYQwhXSzu3PCXOCxuPMpK8PKSoT2j0RCysPJrOzsH15uspcuRhb4GRZyvAjV6wsaPNCSQFMldUZu9a9TWAqywiQrsOXBxLuyM5Lqz8GNdzXN/CoLSD4xvf8WVasp05Tk554jYcdYlwzqJb0Mee2xj4w6Oy6K/Zx45X84p59DzfLehb4S50rLSl6PZkxzlZI8TLBbmuyAN87lpcP1AkyrH3/CUJ/2ENP206+vsj+WlPuTqaubgNUDt264F4OVAMgU3dcEodcxHLcDqzeV2UuUUG6DjXq++tXCkOiQOcKnvvlyWSZrjOIi3Ue+jV4iCq9t29pXlmXqigqHjk+gE5HaEdkGYcd5KPgafOvl6iWulrOf9NPQonTPiNYSI/3wdUNe6wt8yeR8bivhV/3hGf7zp9+Q4vyVNr3S0L9GBdQY8QGU3RxxN6c2s5JwKq4wMrScyI6sQMy/1g+SqCmU2Djhks3sYTOEHrBucEzY0c0AQjT9s9MmbeuMPRduljsqzEAfLcAuJ2O1w3IGlqno4sgTQlzkv88QQakVNngYCjwqKPozZOtZWmnJiHqMjp/+xfknzxCi0qpMMGZB4ayAvissR5sZyhph3VCYcbBkJIzZezKHHbAyH1hOdP8fujlepCQIbeFKGgxET45mJDOwzM7ue0aaDoFce4MItDbET7eO1tdpou5siuIiYOrv8Sjg9ACrd/BS/+B0iXtuAvlugwICq4rjPlqqrNlN62xLqzyeZnS1zVmOojDjIHLd8GJseRqKLm0RmD+HxdGzFJknHi/Mp8PbmVTXS1RDVY158D6QYbtdAHC5Ec7DWUtkFVzKuTeqS210ljtLlwGq2ENprndejNi/TsI85mz6lvfoHPB+blD5CiIOYzZDG312ZWGJm/PIeHHdxtLdyzakzZa1uoLW1bZiWcr0yxzFI4X6JNQG93ICfcrLCSZp4Rnl8Rf/IJ8qvXSNMwpMKWgiJJydYFC1Xu5+dkkpCwID05BpcyZBd8FN8gp1uenn/Cy7BjvZwxO6U8pA03vOXT26ckdUsygAsl8uBwy4pcF/TZQDdrSaUl7z0xnbNbedZPcuJ9Q0yPQIAmQLknloHOB/JjhrgB/8TTZ6l1YVU1nC3HzZGYef1wMiI6RGvxH2zzRBdxZYbebUzZzHO0T9GqxqkYqXk0a+X52BmpyM0tvhuM+AQhlrkpslUHxYwozgItjycY349M5GfCe4iJ/Pw+8JiMmqW/nqD6iLq2xFlVRJzJ9dsD2o1TrYVxlLfaevadEtijFeedKDMrUKy92212tuB+V615/HfX4243kGa4lS00FLkNiFwvLf05RBvlsEjfZQzFGBHGhFhRa5N+9DwrULdE74nlDFe1xIsVtIOte8MwqgkexRGfX6FPLkleX0MXIFpGEd6hGqyDZ7DMEkkSaHob6okdi5k9U5uUjdrC7wT3cDDDZlTbAQ/Wyq/JMKbgjscxmselaoil+VjisysjGfsT0vakr66JRW6+qywzH4QCeUagY3438Ly5sDiC0KP0QDoaprFSQ+rRPnx78YdgXxs65LRBSMaGN0U3b3GLp2gncDyOgYiOkKV2X0TFhY6YF0jXji3zMxuK6d27DB4QSGRMoQbOzkyNWc7sY3lmIzI0WijjujBl51jblPV+wO33RtRq6xrSxBn5E7FAvX4k1Xlhvq8w2MiPpYXiGalWI0LPnhghqSo0TYhXF3C1Jn/YU8x+gn5kCpHmNtDT3W8ssyoEU3u+eY3UvSl7ztlx4+h0oE2EU7NnTmChZ/i8AISYzRm+2uI3J3tPZCmaKJoIrmuQX3yFLubo2RnuvKc/dPh8Tp7BXd7x0foJfzRb8gs3cIyBou/4rBu42p04xhm+PvKzvOTL2R5Jn+Jiwo/0jLSfkwwRCTU6COUg+PpIc6W41YHqFBkkocpT/oQDh/UV19KSlg8s6yOrKDxr2jGTSimrQFBPl83o+pyLxdh5+dVruL1Hf/AcvzmgAaiOyKBo6IAUySwqgzxDh4A7nKDt0WEg6nx8PpiKSeqt7J2m9r55e4c7Ho30ohDBxUB89hQtPOJT3JsbJEbiYmbK7KfYGI3ET23vE94rTOTnd4VxoZNThXt9ax+L0eZjzct3kfHy5gbut9Z2LQJna+T2ntj2uHGx06Iw30I/oImzh/9jK/fIbTRGyGxBQ7xl+MjY0h3HjiNGHiWmHmlZWFltd4BZQTzVUGSjwhGttVUc8fIMV1VW6sFMxYizgLWuHQMBrdQhIcB6DV6J/+oPcF++xD1siY/To4uM4QcfWY6MT5GHB8ut0Qp6jziIWY6ejSMVbh+s5BYHJEIcIpIlyDAQVdE0w5UOUmdloH7A/93nY/nNsm3UOzNYNw0MZuCk+1YNU4BgOQHu9t58N30wP1RmpTGdz4h9i0sz61oSxdUdiSqCknbCoHaFhUdvehzNzB0kartxN7bLnyrwA6ILG79Bh5IgA9ae3nSoCPHj55CnyH6PqzukOtnYkOVopvYgp5MZwp2H+YwYLNOILDcPjDhUFK7O0PXSyNIwEC/WuC9fIdrYoNTt3q5NmSM3t7gh2siKpiHkBa7v0OWCOCuMDBW5lafGPKe4Wli5TEAX89F0G0ylyxJYzGyQ63phk8d/+Y2Np3COOAxj8rfHVzZ7StSb0nWsrITqU0jndoWzjDgMVNFxSg7Us8DpsOPYb3gmn5GUKeH1Cde3DJkgXUPTZfS644DS9DuebaA8ntM8e8apabmc9XyzrKiWCy7z5/x0njCTLZdFJFmfyG5aiuaOQxfwWUGlA/Pe8fG+wPmS83jORXeiSjryKqHoFaSgTzoSGUh3D/xh/zWVFGyyFTrrebYqef1EiXc1Z9WJeYwc8VzSQZfQujmheEa1VLpZztmpJUtry20KwYI/+1d2X2U5bl9bW7pPzdeWz029TZyVAr2HJNKpoMOAzhf4EGz6R9OjeUFcLnASzeCf5bg+GAHyDtf3aFsTX3xs7fBlaaXkoYehQW/vIE8s0PJsaaN3vkP66TpTG8XeBzZVXuxvGUup4/3EaLaeMOE3gYn8/C7Q9zbzan8k+fIlMbfaOVWF+/IVXK3Rp1forISHrZGHU40L0fwmJBbM9nAwc3LirW06KiFJRk9MgqriNIwdU46Ypfa185K4XOJu76zM4T3RmSpiM7vGoZinBo0BSI24JB4OJ2unL4sxCLDD7Y6E1QyXpmhUy/1IUiM6Mra3q0MU4sU5eI87NQznZ2jTI69vTI2IVnbxOMIPniNJgtw82ADUwQzGqpY4TNPaAv44dFNGshgCaEJczM0EnGdmLiaxRX/o8XWHeiOBmngjL2Vu6k9RIE0NPliOEYykSQiz2eitqcZWbDfOQGuIZwkS5d14BS1yxKXM3DkhVogOeFI8CfFxw7tcED55Qdzt8dsDdD3h6sKUjbsHAJQUpRvVnwDFHHUpKp15Xi7WFqa4PaK7nZG2tjbVJ89NbkvGRaIobEhtXpha1lmJLroCBkW9WEbSeD2lV5jl1vF2OhnRThJrx28Hu/cG83u5ZsxTut9AXaCpR5cLy3SKEQoLeJS2gSGS3O9wXWdqz809fdMQz1cWKugF3j7A8YTrLXDSvbpF9yf0/NwGeR5PFsXQ9Wgc5781LZJ7M3rnmXmK7m8IuqFwM4ZE2aY7Gv85xdkfUJyWDN3ADW/opaP2SiqeRlqie06dRi6rr3j5cEPRz5ldXPGzyxVvZ2eUItzc/4pePGfDkVnTMu/vmdV34J5BlVPqDH+xQJJzhjzn4zcRbTq29OyTSw4uEuXEZduTpbeQJPjMk3YVlCkuS+DJOVdPHNd7m9NVu4TgBobSE89mJE2Kdg1lMmPpe/o0Mpz2iPf4AaSPaG/3q5zpO6O5kQ6IfTBfXJIRtYUyIziPqzo0d1BmDEmGn+cWMVHVZipvOtp9bXy9HkiHgWQ9Z3h6PsZNmFJN6tFusIBJVYuE6Horq212djw+sTEkw2CEKUusi6zvYbGwY80yC3XdHZGmsV1aWdgIjUlBmvAbwER+fltQtQW+aeHmHrevbAez2ZMcK7RqkNjjgqJvF4QfN7gnl2jV2lq0OSC396YURCVcrXGfPMN90doiLYEwKwjOk1Y1CgSX2sDDJEEXM/O+zHN0Picul4QwIG+uTTG5WCF9sMWpt84t6Trz6Yigi7m1ujfdu52X9IO5AJwiCOFsgat6yw7RsazkjXiRenuYeYHE2c709hZ3dz9eH0yFUEX2B9xrR/zsB1Ca50jCMCpN4KqKOARYzqx7pW4suE7EztF7U8FWS+LFCnf9gB6PuJGsqAiqRvRi6uHijDgr8du9PbTH8/+uURzBfEj3D7aQtB1099Yds1ri9ifiooRiYaMC0pR0s2cGKKVlrjz+uCQh5pkZlrOM+OSKuF7hX1+b4tM0ljHkHVI8IYYOSUHSEglY59kpEE8NiOBut2Y4bSo0WGihPqo7j79rvcK1rSk4ZysLvXMQF8XoPRrbz3dHM3PXraVgezFPjXfEsdzHzXbMazLyS3wshYwdf2liaeGHCl0uzAPVNfibxtSqsyXJq2tTe5Zz6Hv8qSKsV1YC3u2tu23oIS+sY68+mQJ4OuBud+g8h80R39aEfPatsXZ/so3AYoZvGk7PLjnt75gfH+hnOcfMcpt63bO5cNycdpyyOZuk423pgIRyKGh6WDnhx2nOAz+iWc6p1FGeej6edVxlc3biOYrDdw3zdkcWr1l0Ka02nDRl6I7UbU6b33DXKg/S8Fzm9H5NNjvSSodrIww9aX9Cy4Gh80hackVHVg6ET5cMbcMhtuye5ujtiWf7Iz5NaX76giQo3evaCGxbweWc4Gr8zR7fdt92VeLNo1ebv0vanug9w/oMKUp0liNv7/GnDZo7JO+IT8+IsxVa1bZJOltZvlaZ0Ysntg+kfQuznCHmlvC9XKLnKzg0SFlaqWu/QYrCIi3yMZKg6ez1nZW4ux28vYciWvl3UdqfboAy2IiS5t5UpHaA9TiU+VjDYm7kaMKEfyYm8vNbgtxtrWRyfWem0VlhZZa6NiNi11lmS2mdOHz1huC9xeqfauTVtZkYnUOj4nYJerak+7f/0rJkihy93SG3G/qLHOKABkG8EsucOJvDWpDzFSrJ/8Pem/xqlt51np9nOPN5hzvGlIMHTKapLAmsbtwIFrQMmyyEFxgJJLMBgZC8MWIFK+Q/AEtsACH1gj8AIUACo1Y3XYtG4FaJLmMDSdpOZ0ZkDHd6pzM/Qy1+JyLLDKWm2u2EdjxSKBUZ97333POe9zy/8x3Rm2spO/zwy+i2J5Q55uJG9B/Z3DSeiDNKN61YuKsl4faZdPw0jRSjFplYg4cBPU3iWqoK0fdYLboka+RpDY3abEXTs1zOgktHzKVDDB9kSEql2Vt9476gF7dOCCpK/H6ezWWaN0LHKSWDiPNybsycPeQd6tEF5nrzHsWElpLrTPq64oxksFoACn96hH5yjTqEZwOPDEEaVVWSnDu2oJSgdSHizk/wr34Y81dfnqnJWfeyuXk27igUBhiLFK0NochhtSQsK+k+IxLPjwm3T9EPL4SSUxqUBA+qvCTePpdgunGaRcgK7SfiNx4QvQwySkuYo3o6tilFCF7CK4tMnFw2lWTfdhaCZwlU5cx3RuJ6IahfQMSxeo4PcF70XIcOpRqpMgmI/srMJ0qLcy9ai9IG5TrRhbk5fNBKIrYO8dl5iU8TwhNL1BGKQgasoReUwdo5vyeXB/xdI3qv7QERWmmijag0JcYo+hUN0Vre8Y770XJ98jJH6Rsc5wqtK/qY44oCi2OkockyDqTsMsfXsyX3Rs0t13Ohjtjq7wKfYqaJqFu67oyin1jqnml0NL2lbA1uClhzRFM5ytixiYpvmBUmu8ZqzYVPeTev2RcJgw/8YDtyNLSoAIVNUbkjm/YkSYVfVJgcXJWhv/GQvO34yGFPOzp0oiiLlJhmxLHHFyV6qfB1gmrBFB3a1nAUiUOENCMaCCEyobDnJxik+iJoSwwGVRfy2VlUuDpHlYbBaxGklzXJyYK4rATpvbwGFLE2jKfHpEMLRc6Ul6ipRa9XM8WmQCfE0zUQCIul5PsMUuLLMEA/knx5h3l3J65Lq3B3IrHvwJzLtR42qJsDykRBi9oWxjOx2YcortDn6/n6Fqznw8//F8t59OML1HaP6kVMSNejx0l4dsWzOgVcAMu8gR7wL9/GDINUDZSlwL/TSCgs4c6pQNdDL4NEonDWor0HLKowBERno9uGWBTQTwR/iWp3eGPQixNCugRj8S+Ii0df36CanrCsYVHhFpVA8M7LwJalsqkaK5vW5GTjS1OhPtKE6fYpZrOT379pCZmIfHU3oLQlFAVm3xCNRWU56HbWGylwAd1tiCcnoulQAp+HsoJFIenN40AMCu1Hofg0AucnqUDm+x60QU0iKo7LCpQlEAX9suksCF6Ke2kQnUGs8hm5CoJsMA9ketZGzcgGi4rYDeimxU2DWHk7CXYLxmKHYX7zn9rxQJeFBP2pmUZsW8KdU3nvd3txWR2v0d0IpeT8SLuIJa4qQa2sdF0R57qAbpRBME1lM3DtM8Qq9gMqTYhVRawqcf8UqdBJbhRRej8RVUd44bb8TsZIt1P0MlA6GV5jYO7hUtBNRCV9cqEo0IlBTUGyk4IX6ix0EnbYiyZHJQnYTDRCEfyqxmz2ksmUWKYPfLfQqs1hPs5C0obbWTO2qiQWoHFyzImZ295LGfaKXIYuBVFFtmPPO0qz9p6EFffXr3GUbZmmS0ZdMYQae3nFojnhIteoNGWlnpAbS5snbN2Csl0RgqeaHMQOFxNMWbPbXvJX/RO4SVlPkZ06oXDHVAQm+4TGRUKSYrNjnqQDw7ChjUesXM2YHPBp4GsnkVcfK1IUNnkM2UQ0NfHkCLWsGNIMd5jwKiNb1CSbLcvLLbHMiOenKO+ouwFf16hVRbayOBMxjcN45FpeL1FNR2hGdPAkRuMWAbVe45cJvm3hMBF2A0lSzudPaMzUKEJVo+oU81T/Nk1CL3uHdh6dpUwK0RKNEzrOdTpYoUyLKMNOWcGqei8JPjEwjKjdiH7cElK5dHQ7oa8drgigLgTh2Q6o7jCnVEfU1V4E22UGx2vRKD1fz9e3YL1vw8+XvvQlfuu3fouvfOUrXF1dsVgsePXVV/nMZz7Dxz72sWdf9zM/8zP85V/+5T96/euvv87nP//5b+ch/wtWRB8aCXpTEdV1ok0B0cgQpVsqxjmUL4MpCLPgg2g05p4ohmlOy81E0Dp0xH2PeXQJbY9NpGhUHQ7EciWi1rlQUqWWOOxRhw0MBpNCvL4kHN1FHfboNCEer3EnR+imJdQLyC3h1hmh6zBf+XvZEKdJjj8gtmTnJLW5zIjGErSBxOI/+KIgPNfX0kI/jIS4Q6EI50eYbiAsazRI/UCRzX1SDeSJbLBWweQJL95Fb3ZC042DIBhdRwhRaCiY9U96ziIRJ1Ps+rl6w0OZEIoa6kJolbqU4s3La9Ea2Lmtfu5DexaumCSS5+ODPI36IBRdlhKsRT2+lpybUUo6iR5/fIR+8Fi+T/RSFXDrVMIhxwHcjAft9tiHV3DYE9KEWFbEMpWfYS2xLqCsCN2ArktQUQpKjUUlCaqfBPEJQSjGopQk3znqJjonnV5KC0X4FJHLM0jmrCVrCHfvEG+doP/2TWLbCr0ZxQ0X45zhVJSw34uYPgq+pL2XoboyIl5OM5SKoqcq0rkw1wqi47wkeBstGU3LFWocBM2bJphG4uUW1Rzke967RWhl8CdPUE+uhTarC8kWsobwwqm02aepiPsTi7re4wYHVcHgJ6ZE485e4Lo4JYyn3Bx6FptAqu6Rl3sq7+nJOe1e4a5N6I2nJCNXUNjI5EsmX2Odw8eWc1+QN+dsVOSocCzXJ1xvR172N9wsMt7eBXZ5ZERor22yQMeE4yJyCDkmmagXmtrdkO0bTDdAp4mrpcwWPhCud2ijif3ImFqSdnjvPhIjYVFjtCCUKk3QJsNmR3jdE8cW7TXKjcTgiZkh5iUqsZi2IxBRW0/aTcQ0w1lLOGzRGkkCzxOUVpjcPht8aTuJEFjWIv7f7kkXKf5qQHUtJtUyrKSJZDuVqQzEgzjwSJ8Ovlqcmz6CG1HuIHlXQcn9JEngpTUwJ0UnUV4TI1xt0QRCakVz+FTv93w9X9+C9b4NP++88w7ee37yJ3+Ss7Mz9vs9f/iHf8inP/1pfud3focf/MEffPa1d+/e5bOf/ew3vf7evXvf7kP+f76MEarmq/dRbUPsBhFrrmqUATAyODgRI6o0lbLFVYVygbBeEE7W0qXkJtn0VCTuG1jXc6eRQ/WDUBYqii7ER0I/yk2kLuRpq9tjoiPUOaFI506onXDySSZ0QpHiv+tlQRiyRPRCbzWEvMBcXs+boSa6ETUFwvmRiGm7ERU6ODnGf+Ce0BpNJ44fY0SQOnnJejl0Yn8tC/yLkgmj204E1tMkoupR0p+VMsRFIa61YZBaj66bqSsg9WidAEaouMSghkTokafvQYyEsiB89wdhchh1JaWX2y3q0Ejz92GatS9acotMgjKIELd62gW1Ql9eo2Igrtciwixz4h7QLU/9XP6le8RFhX10SShz/FMHlFIyuHQT0GPeeTR3r2n0MBHLKJ1nqSIigxRVib7eoOpS3hNrxILsg9BR6yUqRnyaoi6v0MHJNaEl9iA8TcvOctFueI+KWprnu17CMv/u63B1QygS/N1bqAePRAj+tKl96OXaG0cZpLSeURZQVkv4oUmEajtaobuOUOTobnqm/VKDk6f+LBNKK0nkfB060ShFhSpSUJW46XatiGtTCX5UPsr7WFfoPCEYQSPj7TNi00qWkY8oq1n1I1mWssXTZAk67kjcxMMpMKkXgcBNDtXo+egY+Ns+Y58Zvs+uMIOiV9eUUwsq5UJpvBkJaUeZwN29Y1ArDkkg6zOYJAnanS24GI+JcaAZ72MOGffGY0yZYtWAjkd0KeIOOzzE9iM2BPnMZhJzEZwjjE4a1LsBu7uWgXuREpfVHLEwENcrcA77jXfwiyV6rAh5gV4s0DcTKnTo7Z7YtsRsTtg2UoZspglfp2AUZrSxQvgAACAASURBVL+HMkMpjbluCG5CK0WsC+Lds9lBN0KvBGWJkWlw9H4iaE9x55jEe7kQNCJgHiawJTHzUM6OrZudDE3ZjCB3PdEGfKXQ+wHlLTHV+PMMViviGIkPW6KtiDpgDltJml4twCby8LFeP3d7PV/fsvW+DT+vv/46r7/++jf9v5/+6Z/mR37kR/jd3/3dbxp+lssln/zkJ7/dh/jfv5QiLCqUNdKDtG/ARfS+E31PVRAXC9R2S8gS+qpmUpG470iWC8xqQbh9LiLU/QHaCT09RKVX+Hvn6HceST7KtpmpmSgUQt9jTCI0kNEyMIxRaKQwETuHtgnK5HB0hLq5Ae/RKMKhI5ydwLKGqxuhLnJ5qmOa5mJTTYzTbJUGc2jFqjz02P/4fxFPjiX7JYqFO75wV27G/Sj27WIeCMocVhU+RvTQz3qGUSoHRkM8zkWn0w0iFj5aoqaeGCFkGq00IU6oopQbY10StJE02cqKPd9alLVoY3FnJ6g0E+1SP0ofl9HEvCROgmxFZcBCsCmRiL7aoBYLlNX4Vz+Eudo80+4QPEpp/HIpTpbEEA34s2PCakGsC9TbD+VJ2AfZ2GEuCp0D6J5qjNpObP86lZTqak5ATq1A/cMow1qaorc9SimUT1EhYLpezn/To5hmKExJbMDlNbGuZahbr4AGtbsRnU2eoA97qbs4XhLOTyX92EdUWRBTy4PtFRs3cM/CWmcYq0WcGqIUvTqPWlRyXWy3c1BlkEiCzorGwxjCqiaWOXq3lzLUuhbd1qHD7BqJeYiBkCS42wWcnhCbBmUM3DuHixtUiITzM0mR1lqGsaZHxyipxJsteWp5ret50yQUh5FK1XgKysFxxcBeWRKb8cQeccc0fISSa22YXCDPjmi4Ic8n+sFxT2+pihZdfJSxjYTDSG8vmVROXx0BcHaioAKzD9w+8izeznjT1PTLlNuHiid5SW8rXpwMqYZyfIPGeZgc2eyEZFGj2xadpThvMNYSTYLVLXocCWUmQ1KIaLwIhb3DPrkmFjnhez6MGhOpOHlyKXUlWYLdHnBKyWd7GFHLWihF79GHCaVyjE4hHtBDLwjh40tUlhBevisXpjUwOvzNhqHvMEPApNAbj+l7bNOiEtExRp0QqzlBs8zFwccWtJVr/GpOUk9T3KunqCeNxG+cFrDbE2+2xK4mJjmkGj8uiXnArlfiSESAoHiyfF6S+nx9y9a/Ks1PURQcHx+z2+3+0b855xiGgar6t5EWGouccOcU9eQKhSYmStCYvic6L4Ftk8f7gOpH0sTinKezhkWSoNIElRi0D6CjvEZPmHefwKGVzT0xsBtkzzNKXD+5Ia5rcZkFUIslOhSEXYPJUsLJWmiyzU7s5P1AeOEWAPrJJWF2iWmjoK4JVY7uOqmQSM2zoU5tdkLbVClaiTU/coN68R7YKGjXegnLSvQ6VSlC266XzKCqFkqormQgyVLRq6SWeHqE7ifJkFEafXlNWJTgzBywJnJmY7S4TbyUj7JaCM2TW4KyxLMTwq1T6WO9fYp942uSP6L1rMwxT/MHYVFKKjFRfkaWCIWVJOLU6wfM7gBXG/zRkni6lM4kpUUbM0xAEPrGBYktQPq04jCIKBRkOPThPZSq71FhFidPTtA0FfGrJebiRt7/fiQMkyB8UdriiXMu09Sgxh7lA4EgVGKWwuDRbieN7dYQ6wx1MFJYahKUkSgEBehhJJwdSU/XOHD/cJ//bfEQtOIxhg/7Iz4wLVD9BGk6t9mPhPWCePcMtd3L8Z8eo/YHuYaGgfjoEtVKZ1qMSoaW3UEQqn6mt5yT4ta+Q9Ul6mIjqJx38rNWC3H5PO0nW6Vw6DDjJEL7voObDbEoKHTO9+iKd7OJfWdYaE1bJOTesVuvSYeBolB02nHT1zgg7RO2KqCK24zqlCwZ2dmW3kA5RoY+sOgNa7NlGRqOzlds7Ft0bqC5Ukxjh4stSVrj1Yg3kazXHNuMqlSsM4M6gumtAAOoKeJdwPoednsZZh62rLoJZw1hsSDpW9QwYCZPWJaSQr5poJWhMCpQ+wbz1fuEu+eEoyXm4QXBKlRRogaPtZawqHHnGarp4ODQdYZKSrTOBEHTCpXnqGFARQ/XG3QIuJfuCG01TcTREYzCZmbOvgqEEIV6tVboVueIq1NxZk1egsPqhaA0/ShaLTu7A3UkZhCTKCLpIpdkdyq061DRExcZsCBmIyzqGXk2Uo3yfD1f36L1vg8/h8OBcRzZbDb8/u//Pm+88Qaf+cxnvulrvvrVr/K93/u9TNPE2dkZn/70p/mFX/gFsTL/a1kxyoc7BBEFL2vRcFgjG7qR6geMkRZyrQRVSBOxnDvR/OAD6sETVNtKb1WSoubG9KhmfUtmZ22JQM/KSsqx6kYR4raT6FFAxKTLWmil4zU6y+Qpqu9FRLteiqX0aWnnNM1PbgZurolViU8SiaxvGrSeBbnrNcqN4gDyIyp4yfu5eAxFIRqYyaFvbsSxc+9MBpMsE8dbNwh1hhQyKiV6qJilkrwbI+HebdTjK7jZYLC40BEyO1uxa+gU0SiJC6gr0elsDqKFKUuhDZpOhMJzb5WrCqHR2lb0VmkiN2Ij7eAYI38WtZzzfpgFxpnomQio/YG4qglnx9AOxClFDRvJcvJREJTjNSEG1NkJ8dEVujmIYy7LJIBwmiQcMbGEJNLv3kYNUCQLVFFjNo3QfkQR+XovoXKHVmz9Sgn12XTSaF4UKKJUmGTJsyRvvW9EB6KVWOF1QPW9CM8XFe7ObUglNNHfOsU8eMjONbyylWygh6XjS2HLC+YloWyMkRqRyaPQhPMzuf7SRGzuTQ9JgB5BD6IHNKRGNEBW0q2V0nL3UUpeg8J85RtoN6NwMRJCJN46It45lYH44kYyfawlbufU7nZAzw6xcLNHlQXHec1ie4PXBTfrgm2dYSeHJyWvCrzz5PrA2C3J/Ihfe9gpgktY6JFurMg83F6OuF3H6nBJ1BNjt+edq7/i4jilLHMSDLgcPxnSqeDfTSXbwpA7Q2YtTX/ga91Akyg+oD1nMdCkCYly9AreGXuwhiKJnI2ek94xec91alF1zSq16LJELUp8lmAOrdw3un4O/xswF9f4W0dMy4rY90RlSSrpXQt9h46RvdaMwwBFTv7SXfJBqDDV9TOKN0mpaV0KsjgFgu/xzZbgepzWRB3RRUGwFr1I8FpqZvQU5FpjpsG2M9WV5lDK+4hdwtER8dGFPJSZOe256QQdWpaoJkM/uXl2narzglguBM3SWtDif3C/VbuD6AW9l897Vcgw9c+tOTWfNHmuHXq+3v/h51d/9Vf5whe+AECSJPzUT/0Uv/iLv/js31988UU+/vGP88orr3A4HPijP/ojPv/5z/Puu+/yuc997v067G9e3osN289hYpODMsd/5GW0VjilpZNqnAinK8LxkfRDpQl239ClliR4VO8w44Ra1/JkbI3oSzoJimOZiv7hMNvEY5if4kUPEsMoRZymRzc9oRQ6icsJltW8gYo4ORYZscrRYyBOkuQKCvatRN3XpXT7nB6LZfV6i3mzJ1SVIEda4ZdHmLl2wBfls+C7aVKEYiScVOh6gUlSVDOIS2sYRRyLF2FkWcCqRg2j2KpHJ84zY+TGlogLqj065q/6E6Zdwwdywwu31nD/Ar3fCzW3qMUdtSyliLPKUYkVykiDefcCPdttY5kTqtvydJolxEOLeXIpup4IoFDbPaEqiInBFwVmWcrPuN6JELQoUPv3RNOqlwZsmpmySAzq1omkHBcFvHWfqAyx68RqPAqyx+Bo92+DCxSxYBgfkyYWO0bRSEUllRCTQ7XzQBuj6HYGEcWSShks0zQ30we5JoNkLDFN2LlGQigNLRUWeSa0oxsxX39n1ogN3B4zpmIiUYplZ8FabNwKSoOaO1SiUJXXN/I9DwfZTPd7QRQfPJYHAY0gfllOOC5E5BwCevToyxsZJFGEosTsDoTESmqwlfoJ1U+E26eiIylyySvqJhminEf5ICiE1hg/4Yeecq85ZBVxHLl71XM8LWmZ2KcZyhqOlCZtrolqj4uGaWNJOwUmRZcTlgWVMZxe17TNljgFnMu4yp6wHAb+djxm9AeSvCQMgZtwztpXtDol7lMeHaXcyRwX+7fZcGA/LPnqOsE2CcfDSFvkRG1IVODIB96tSoyBrIk8tAlPqoy+KDh1jte8J9QV4ewebb/FPXnEqBxpsSRPDfk4EnvH9KGXse/ch87RLxdkfQ9DyzgF+jxHH9VMZ2v6JOX41gl2fyCpC+LVDeZ6B5mZi2gHvMsY+y2+MbhgibpnDIYkg9xYvI74/QRZivKOJJ0fnrYTVJU4DJsRHBImaitUnhGP10z7DSFqmCKp9+hEsqSM7okJkBSokwxtRnmYyTOid3NE+pz4HAJqs8X87dfEDAD4O+eok7Ug20X+7Oski0qyxFTTybVa5IRbJ8/1Q9/hy/zar/3ar72fB/ChD32IH/3RH+XjH/84u92Oqqr4oR/6IdJUgqw+8YlP8P3f//18+MMf5qMf/Sif/OQnefPNN/mDP/gDXn/9dY6Ojv7FP7Prxvc6rf7frhDkSf5mJ/qP0clGBPJhfdppZC3hbE08PxEqAwnd0yGilMJ70NGR5Tnq1oloeLJMhpTU4O+dET/yQfjQCxL0NY5id7dGNlFjJFzw9jHRpmKxXi1laHJ+Fuk27zU1ZyncPhHx8ughlWRWtW8kQVgpKMsZgRrkxhG8IBd5DkMvrrC753OxqSWWBeG4ZkqMCCoVEt6Xpejg30tx7SVWX6Wp6IdunxLWK6nMKAuhypJEBjyt8E+u+F/COf/ZLhmj4s1Qc8f1LDKD2neoYZByRj9bb+tidmhNME2iqzh0okshiCvqeAXnJ+JWch7VDcS11CwwTiL61eZZSKPeS4UATUc4XhOPls/ydJRNZcjKEtGq5Lkk1Y4j+t1HciM2Gh0FdTEXNxKuOIxE74iT1G4oZXBmQpkEYysZDn0U916WikvuabaQmt1dcw5StFaGuuM1sazEFTT5OXfHMwaPUwqbJNKofn4qqN/oMF99G3v/Mabp0MNE7mBTRtZt5LSx3HOF2J89qDyV49bIUPdU/5NY2B0wmz16u5NrDkTr1raSw6SUIGp9j9oe5hyiRCjCucNNeSlAxTniohSdWZbKwKkQLdY0EOtS+uiGQWz1CqF+1zUhprhySYwjaX9gsz5lVVpu7bbUScLxZkt9aBiMQo+K47ahHjXV6MgGTRIjJtMUg2ZIGnzYsvcp1rZ47bhKApODB8Yw+BTll2zswMFsae0NN8ZT3LzJDz94i9c2W1aHHf/pNCfxE4spcJGnGKO5qgxHTuGVYTkLWzZZymWZcDCBN1ODXS85fe0jXIYr/i6/z1thx1dVy9fNyMPMcKcNmLZjOFtIdMF6RUwyTPCoPGVc1jQafFmiFzIQFt7Dfo/RFm6dQ5mj+xFlE9zyhHFZMEZHP6X4IsMwYMol+eIY+pa4P2BsKiXFdY4qanTvpK+3zETTaDQuB7/UxDxBFyVjovE3Lb71uHaPnyw2SVBWBPIm06hVgkqkDDhmBeH6RrR/fpIB2EoIq/nSG9iv3Uc3LfqpoeTOucSHGA1XN6h3Hs29dhH95ArKUga2rptTpJNv0SbwfL2fSylFWf7Lgy/fd+TnlVde4ZVXXgHgx3/8x/mJn/gJfuVXfoXf+I3f+Gdf87M/+7P8yZ/8CX/xF3/Bhz70oW/Xof7Ty3sZDGKUzbXviY2VTbGdP2QnR0QVheYIE8FoVJ2j8hTlrjBo9K1SqBCj5aFlUaOWSHWpP5FenJu9WH6XNdy5RTxZod95AtcbGXwUEv6mjZR16rlZOxixBbtpjqERaDj6KE3smZWhp5UBgRgFycpS6EaCd9L0PNdRKK2JeSFhhSj8rRPUMKIPO0kPVkoE1tcbaEcoEjkf/ShIyDTKYThPXFfPbkJxUQuC0o0w90tFY7gyGfsx8kK/AaXZZRlf9xPnrscqxLLf9dJpVeSwayULJkmI6Zzvo5XY9bsOv6jkHE5OogS8JyxKlAsyRERml4mZm8JHYnTEq5a4Xkmy8/RfQegBqZ6YY4JiCKKTCgG9PaAvN4STNVEpkncvEFmyzKBdAr3pcclE5UtAo4OSc2bkPLOQfJ+wWkhODoGYJ5KQbJQMZS4SXrwjRbfeEY+XqHceM3jHo+2OzHv06Ekmx5Ev0O8+IT6+AiJqv5dBamYCLPDR6YjgR3R0qDGI5R6I/SQUVioVBGqUslF/usZ+/YFcd6Ob3WYpyo9yPea50HQ3W6lM6QbUoEVnVc0i2WYQYffYPwtoDBGClvhtlUgfmKR+D/KaoxWxkQEo1jlRGcxhj2sD6WFPTFOWS0ehPevY4ZIa7z0ms3y3HTGHS0ZvCfqA8wq6yB0XCItzOnWL5mRNOl2SNh2PlUEZz63umkNasHOnXGWGvB85hInGTDRlStQP+PfNDY9T0Fqx6gfODh1vvLAmLDp853lXa76RR/78xPBDh0gVob19i/8YFe+EiAuWMS15p8j5D33DxJa/cAl/X5ZUSclpv2U17ciriv+JEj2OOKWIRU7uJPohlAuCU+gx4Ebouo5caVT06KcFs4khnB5L7lNR4A7SLIe26NARhp4xz1H5EpzHIHlfSTsStMWvM2yaSXfX4wN0A0PwPHEdShtuFUtC3+KmCYfHO8dkb4hqC7bE6DPyNIVVTRyj6Ne0IRyf4A4dkzGwrLExkmxbuY6UktTvNJ2zhCJms5cuPa1Eu3SzETR8CJLp5dyzRHme5nc9X9/R630ffv7rlSQJn/jEJ/jN3/xN+r4nz/9p/vb27dsAbLfbb+fh/TNLyQeryEXM2fazzmElKJDzc4pyJk/JTSdOpioXePioQjdzWF7IBD0oMykWnbyE7U0e/Y0Hc63FnKCbJMSTY6lRsFoaudMcgqQuh3UtPztGVJYIPDx4ecpuWtk45n4tvdtD26K2rXDrRS6/R9PCYoEOEzG1+KpEO0+wFn/3FJYrohvFeabAU2MeXqAduDQlTB5jrVjwNYLIWEWMVtKFkznVOE2gHSTptu0kWHG1lELGpiUpU57EEpzHpwmbpGDvJt5pG3y64u7hmoXVop1qe4gO6lrsu97LgHNxQfr4iqjAlorupbuiLalqWJboB08IbSdpxMaILf56J8NPVRBWa9QySlhiJ8NUdBH14Ik0lJ8do9peKhwupKdKDYOIRvXc1dYPzwaf+cohcWAXa+JwzcG2FHqNObmNX1SwacQ5t6pR7YUMCstatF1Vjr91JKL0s2O0k54y89bb8O6NtJ0XKQ9aT2sUudMYAmZweDthEyP9SsNMk/3D1XZoa+TaDcy0A5K5FFNiIanLEY+yKfpyM6M7YjpT3UR0AbQmHi1mMfUkWjOliUWJwkPUMuSerOHcokaHX/VEF0UPVSeAknO53cvgpLSgYtYQlsdwNxHKtO/RMeCTkuxih40dY6IoHj4gw6OUx3YWc2bRh4TowOuILhzaBXIcJrXE4wU+HXk3vaJKXub+yb/jjfVjHnDGK5srrO25s1wwZBlPJvi/ywOnnWJrc0Y9kNuBSQce5ooXJ8XCO1bTwH0UX1ymDPWIomWVnrJMEr54GviKWdNOCX+z35JOmtwtSJ3DbQK/99YDMFcQtniT0kyeD8T7LBTcJAV78xpJcQZRYdoWu1oLvbj3hOMFdVnRJQkWS2XBmBRzkkt68qEVWrIqpRrDTKjWk+w84dDjMiBbEdxIaFr5/KuEvlIijwsKk6TSmVcZmseX/K8XF1wnA32j+N7HS/7HbCkJ5UnKYDyYAlsB+8A07cn8WrRkS0skR+U5IbH46w12pqacc+huIHnwROj+IhVRPRrVt4TlYu6xS+Hx5axhVNA54lN01k/QCwId8385UvB8/f9r/asafgD6vifGSNM0/+zw88477wBwfHz87Ty0f3olVm4cVzeCJFRziWSc9Q6Hdi7sK+FoRhOGXjbVg4T3BesEdcjM3InlICrRoEwRte+k4I9IPMypvVUliMShEXpjWRLPlsK1p9LmrR5fi8tidyD4RqistpfU3kMiotU4SIdSnhEHCcgL1oh7yibyBN/N/V9aE4pEOqryXNJ5Qeg5FwmLith16K4jOciTnypLscATiKfHgpI1nQyCeQrMtGGeieujyOR81pVQbk3PUdvyH+IVf1CfU7uRu0PD3dhiixS9PfBQp+TOk+jZB+aQvKR+kMDEaSR/dEU0SOv5FEn/6q8ZX35J2tKXJSFPpbC0LgW9eHwj5zEG6CcUrQh99RzM1gxS1OkD6tETwvkZ4ZUPoK420EqrOvO/E6T3zGvDP7zlqsRSrT7IVH2YsCqx2ZKgpTle9XM1QCsdXXHsYL0UJAVQQROzTHReMaDvPyJ2I/H2iSAhuwOP8lQGyBQOhabwnu9KM2yeSa+XBqIm+ICemydcZiHPJUCwaQWJ00iadiY0lWpErKvGibDSmLffJcTZ7jx5ub6NBqPQwwRDjxr9LHpPZLjPM0gy/L1zEatOE6BR+4OIo0OQipcnV4IiTRNxfxCx/NGKePecWFdS0dEM4lp6dIFuB+yqpFmtSNuGpGnIMi3X1eNrVC6D/LjMiSqix4DuW8J2QqdGEIUspbOOTT3wtTTlanyJo1zh9Cn5cMk+idSHAwsNzgZuSs+WiDOerd1znRnudIGjzqGMYr8oCOMpCUeUsSdJL3htnaBUyt/eaLaT5nrs8EGxGkuGdKSLAe+hnnLu+xSlElyMFNOWd/QJHgkz/Zr+e86nBTGxVFlOmqbEe6f4JwOcrtCJodIpXkERGozWMDliPxFXFSoG1PUWyhyjA945lAroZUZV5MTo6ZJA7CCdIkELGpoWObowhJu5lNd5/sbuuMpHTqImdgNfik94NS2oVU1+s2ecWuJmgN5hg4IyQN+hHntxhJ6uRYN4eS2uv2kiDpPQ6PsDalmJUcMaojYoHYmnx0zf8+H3KoSGQa5Zq6AZwCaEsyOREozTXGrs3hNeP1/fket9G36ur6//0fByOBz4whe+wJ07dzg5OeFwOJCm6TP9D4D3nt/+7d9Ga80P/MAPfLsP+59ccb2AzR5z2EjXUCJWUka56UcX3ivjGwdBOp6Gg2UpBMmWIUZBdfYi9JW/T8RmFpOOg7RZ74IUBl7eECdP8JO0Yl9s4WQBd85F27PbSeLq2IuzKSnkKT5J4Xg901NBOnmsRi1q4v4g5ZNpIqjF3LLN004mpQTZmhzqShrYlTFQZOhW6BeFRZcJqmsEFbLzxhOiDHhnp0AQPVI5o0zTJIF16yXx0EDXCfJ06FHB8T/v3uVj655+GlGbA1cnZ4T1CrtvcD4SrMbrRJ78jo/kSbSb6aokkVwVJ38iSOhe7+R8bw9CV62XApsPw3t1AXupXwiTuFBiaqHv0PseUi3aHiXt5fHyGvXoUgYDH1CDQ0Uvm3yeQ50zbdfYm43QTIB/8R6hzDB5jilKsaqjhPYhou8/JjatBNZ1EyQ9MS+kDqXvUG81Up2xrEUL5IM4B5sDsR/5yLLm/6xTmlFzkSd8XzOSKE2IAT1j/8pogoZgE+LRirgoUBhUJw3t0YolnjSRUtdhAAMxOLRWmM2egOhHY1XOTr5MBujg58EnSLq5VnBoiJMThDJPYdeIuH7bzkOTIXatpETPbfSMXhC9vCCkmSAFk9jhOVqhmscSoGgSVLcl9x5dKEKVkowtxiYi5s8swaRSKaItflkRbQrXhrEqKDuH2rfoQ+TOdMKYOE6ShMaktDryNzbnNX3KB663dNkpb2jH1oyMISXjhkjAjWd88W7gA9tr3lpMfGN1RpudUoU1xgQGJg5DzX++6lF64roveblS5DrQakmAn710WGOZJkfIFJ2v8dFQqoZCKdA1iT6wSxUvBYsvanabS6wvKNIValmQ+IDXlhAiSaHQKiW4iB8hKhkolc0xSs+J3J40C0IfjhrnJpQfmXSKswmT85gQsUqjHUKrmxy12RNxxAjZFMiCxmkFaLRKSXSGcgdKk9ClIp4PiaHYKFQlPW06TYltR1QGnaXoRY3f7UWIf3KE7vtnuj5V5vj1SsI2T47kXum99MSNjtj3qEOPKjPCyWo2jsxUqZnp7EmiG56v78z1vg0/n/3sZ8myjO/7vu/j7OyMhw8f8nu/93s8evSIX//1Xwfgy1/+Mr/8y7/Mj/3Yj/HSSy/Rti1//Md/zF//9V/z8z//87z44ovv1+F/8wqB5GvfEM1MRCDbVS3i4CyDDJgGxBXTyQcuIMJlkL93o+RoJFZe54MMGUVN1KkgS20jWSfWSD1EiJBoGYiiIw4O+hQ2O9T1Ht2NAu8ul0QruRzROZRNJVVYKymsbPtZKAjhhTsSkhekGZ59IwnFfSeoVe+E1mkn4uDQF49Jdw9Qbk+oTpjOv1s2mSIDY9ERsSjfbPDJnA2SJJKHE2cxdvQwyXmIm0Z+LzdIQvCigAYiDcvtDcu6pDtbchE0/aNrwFIVmbimU8kdidMkWpREo+oj4vV2TmJ+789wciKlsq0MADFVKDeCSYgYlDJSoJoUUAJZhi8LQfCaBlRABdFZ0fVCR40TarNDbXaYiw1qHHDLhZzrLIMkwb10C3e6Ev1RnqOaHr3rRHDjAsF74tEKfbOTIspFiR4dqszlnKYJuhNruHp0Ka4vYwhaievp6kYs7UmCbltOm4wfWZ1ws9vxMec5Wi6FNgDp/5oGGZ48EsEwjTAmhDpDpUs4XhGPjohuQr/7RDJdJofyQbKYjJINNMsgKNSuFXegQdxmvXvG8ylrZ8dZgCLHv/pBaEfpA4uFoKSJgmwhw+pMyxIRsf3kUEajTo9kyHXi7iNG4sUV5morFHCdE9IMYy12u0XVlejdvCNixOGmNWl0qIuNHKxR2LoklqBuduiD6JqOleLmkPKxpuBJBlOSMR1ZvvHSwI2a8FePKXwgoSNx+xmndQAAIABJREFUR5QxMKjI7Ri5OHd8eRhJXUHWVwS3oE2eYJJrdDzDu5Y6t2gib7cdmRlQ2nOdjZyOBaXKiarlvnlIUAdiXOKJjInh1WbAuEiuAX3C9WruPNOWeOOYqh7rDRovQ7U16DolOkM8bKXvbYqoXkqWY5GjloU8DCiFip400ygCvizJ8xR3LWGlJrGSCm1ES6hClOLRtuGVXeSqm5iCw2ea19a3WKsc1XXEosZmhpqSaBup+RkbOZauIUyTmDfQqDIlu9nOTlcnA/I0SelzP4CxxHszkg4zzTyh9jvibjfr8FJinosGzgfUkyeShVbPmj+t+UdQ7PP1HbPeN7eX954vf/nL/Nmf/Rlf+MIXeOONN3jttdf43Oc+xw//8A8D4mz5+te/zp//+Z/zp3/6p3zxi1/k9PSUX/qlX+Lnfu7n/rt/9rfU7QXox1eYB4+lGoCIHifCcinlfrM7AR/ECWGM0D37ZtbeWHmqJYj+pUgld0dL9w2rWp6ir7YSbhii9FENIzFPBF1qetG7GC2t5UmG7hrU05A4P1u4V7UcQ54JjaHmssi6FH2MsXCylqckN8lN0Bq54Wy34BTgRPOiFKrtyC7+Bts9QvseM2xQyhPWtyVjhkj65tvY7R67OaC7Ef9dH5CbGYjl2kcJQstzeZqPca7ESAjjxKPtxNuT9A0tug6bWPTZmuVmg94fqE3gdJlitCZYRHA9Ts8oGaWUpNzuttJ5pIS28us15KIbiVYLVRPjHFg4QJHKEJHJhh3r2UHV9uIIy3MRGkdpNY/3bsv7sNuTvP1QKDEFZhzxeSHOpQAcGjhawaJCXW3E9ZUYyFJivSCWpTzpNg1sd+jBieMsTeTr+lHQkzQRl5o2hESj25bY9mjneJa5Mld/JGnK6tBSFjncOiPWNWr0xDtnopMZJslkGqW3TfWzjssYua7mfKqwWgiqlFipvYhBzsWcmK1SI4PKUyrhqSh8dtkRlQy+TwMpl7Vo2vqB2A8yuDUDtHtUK6J4NY7y2cgy2cQmL58HZUQ47zzmS3+Heetd9NVGkCZjiHfPCS/dEYQvxrnnLArK2HWoQ4fuRpK2wyQJWieku4OE/vU92tdsshVPqKhuSoIxbAr5vZJJ8eYi4kJC6AyrYYRYUUwVi3jGkoaQe9rgmahY6iMGXzL5ksSXBHWE0hlTDBR2JLOw8x0+BlZJyqIM5MXArZXjsX2H3j3Bh55EezyWShtcWHGZLcmLl3k5GkIMDImnCDXr0RCjRysjQ6pywvBoYPISGjqOKIN0AkZQdTVfzzM16ZzYCdMEEk0C2Ln81ioEKTKaOA487bKLQZF2Ey+sV6yqmpfzU149ewHqnBhFPKaUQo0DOiADTDegY5TIDicxGKooYCuaOZVImbLZNUTnsNuD5PrUhVzjPsI0og4H0ZxtDoKIPv28LEqhxzZbkQ/YudQ4BAlNTJ47vv6tr39zbq9PfepTfOpTn/pvfs2LL77433R9/etZUdAbreW/g4N1JQFeWgPTjPJooZQuNrLBZwauNkKdFHP6876VDSA64mIptJJ3ZF9/W5xeSYorcpTrYCoIU0B5h8pTojJSMmkg3r0t0fFjLy3Zt49EiZomz7QUZBl4Zkv4fLMbxzm5VaNSLcjMWp6cVT9IRk9ayGZ0OGB7cQyJnSxibx4wvPwx6FvMWxdyduZQMX21kY0uyvlSPsix5pm0eueJUBtVDWPPo4sD3eg58gOry0s6DXXwpJs96vSYMouoqUddHCTd+PYtlBU9gyKIZd85QlXI4amEWCXocSSeraX+wTuClYBFdb1F5zk6KwFHHCaoMhn6Cnl6xSqpZJgcoTwSa/Gyfs9G7wIQRX8QIfpJdAtNJ9RXkogQXhuhCK00yHNoUU82JF0HSuOPanyaikutn6BpUUVO9J5wcoQZB9nNghd3VdOjrZXwQgJxUsQYUN7IxjA5YmrFbZVLz5NyEwr9rLsLrYR61AHTDqg6EE0Ukf44YkcnOixjQRtC9pQ+mvNS5iE+5oIgKD/K76sVcZrF+t7BUipA6Af09ZZYJKhtJ8NcCMRWEJ54eiRVIIc98XgJfQ7bBn2zR6s97vwY/fYjzOXVnD8UxFmHFmvz/oB5+yFqmERLlksYozpMUtzZ9EDADpMYEKaIXzqh/nyH2vWsU80QCh4ngclGdj4wamg7xWtXEXYlY5Jxv5p4N084MZ4T/TL349/Rqh23kzMyt6BRE4k9YF1P4c6o/Y4HJuOiN2T2CqNbUgIox96PXE6erqmZfM+YZHgN3k1EDqAqTtIVSUi4ZTXn+W3CNDHuU8pkwVh6YtMQQ4dOE5LWodxEbBXYHNyE3jWExBKjQqPm7rgJbAGJFl2i1mgV4TDinAj2jQ5ElUBuAYvShlhmEkUQWtRKkdcZ95wnhjDfQ+L8PWdqv65hKWGgHDbSoTeJOF43PeEYyO3c5l6hhm6+XyW4ImM0il2ZkftAWcw6HgyqaSV7ykdBDO1c8xMceicVMSSG6GaTylPU6Pn6jlz/6gTP/xZXODmSp+KdNGD726fE2+cyUFglGqBZ28D+IMiCtbKJ9N1ME4i4VvcTZCJ2DrsGypz8//hLGTy0Rg89xk+EPEW7QFxVoEuhxuJsQ09SobhOj1HXG8lPOTqWJ+7rDfp6K0Fym92cjFw/aydHW0Fk1rVAxePcuj45SY1OE0G0KskNisqi4jh7tyFiMA/eRYXISEMwV2hbkoUFOijido8qM9TFE1S3Q1UpoV4TGwOdxzz4e9TgCMtTLouaImrs5ga0pteWWiMbqzVir+13UnhpDPrQCpLgPKDE5aUAa/G3zyXMzXvci/cIt2/J7ziOUmnRD6hdS0yMVHmYlKgSKWst5dxirNjmQZxoShHPT+XcDT3x9Iiw3cGDjKdN8ypaWNbSQ9W1okcwFtW1UiQ6o4HqYoOZpmf1IubdS+LpStJyk0QGrDwDtKQgew/BEeaMnVhmc4KzFup1GDEhSJ3I5AnWoG92kHawWhDrktgNxLlkFB9lEE7tLCi18wAj51unqVCoVUE8dCgVhe4oCxkckXweFZHrG2aEcW7onik7ikx6uooMNQz4W2eEmxa93aKMZEKpiAx2uxaVaWJVzzb5HToEonNEa+b8pl7QoBiJ/cAIqKstthuwVuo8qGp0Ewi9hUKjQgPzhq+aAcYJFaKUyC4X0iI/PsIVkTKLvJ1u6XpL1iru6Y4Hp1/h38drovoAdv0CR+0xw9hyWW2JIaGPFZ8o/gee3Psq//uTC97eb1mOmiwOaL9kTA68UGrOfc1/ig198FTGMKiGNnZM3vDidsVRqCBY9iZhc3TBoFpS5fng+kO8GnPK7UG0W/2InTRpVMQ0QjOStAE7TpAMeKsxJ0a0ee2BuGvQWqETLRS5lWgKpgjxv7D3Jk2SZdmW1rfPObfVXs3MzbuIzMjIngdSQCEMKGDKDAb8v5ryD5gypAoGCFKPfPXei4yMCA93c+u0vf1pGGyNyBIEEQSRRyZZ6Wfi4eZhpqqmV+/ZZ++1vtVDVDME/kLq7gecifi+I3RnmBVEWZIVOcY6ZF7rvSxGorXYoVc91mymXx86NQ1Mo6rM5kuoc2S3Q1yFaVqCszp2X1aqzStLUhOQ41FdXZkljRPdqeV/LoVunpOs4TddxxcXnRthUhL7qtak+SxD4oV3ZYyOV6dJx69XN5+6Pn/l61Px80+xygL/z36jDBZrVTgLfySS/jAGuNI4Ax6e9YYRIml30O7KPEfkwjFxBpqAORxUa3E4EWf1BeUesSESnYWjFjFxNSfNDLJakdYL/aALKjy93qo9uW0xTYs87NTinGdwvdYTcFWQihw/BkgqsmS1gLZHvn6nGpfMIj7TDYKI9BOyKBk+/08ov/tffhx3+NlPcQ97JjvSlc+4POHticBI8eq32OcdDDWMz3qzHUvcV+9J1RwJR2RU2767+0devfgp/zC/JR9G5vsDts6hMLA/6Yij7bR7tF4Q/QSTkrBl1CT5tFiSwqjMnSxj/I0yodL1tb6+Wa0jpb5DTmfM004BfVmF1CXx1Y2mabfdJYG9IvkB87TXEdVmcXmvWi1OgbjdMP76S7Kv3yHDyLSeq5PJT8jgL3BHS6rXyq6xGi6W5rWOzX6Yx8aAfdxpNMpySdqWqgcbg+qlxJLSCCTwGmtiTmckjcSyhFmJr2vs/U67ViTiOUBImiAeI7I7gkrtSReBLaMn5SrsTm2nl7FzF1im166OtVDWwEAs0I5KO1z+PVenXQikGJCyUgL25EkY4mKpgMjJExdLJjfHPn5LtI40gfUjMit0fGnNJXBWMP2Izh0vXVZrdSQ4ThgfmBJ008SQZxzLjNuuYxYjabNBTo40DtipJz0LEibEJN3wndVxkA/q/Dp0pOwlVI6rz2f87d7xe3nHnsSCAev/kWPmeTGsIfsKn54w1W85x4jNEp3xnPJ3/PqzV7w/9ZS9ZTH2jOSsfUERAjEfydyWRcxYhoFJciY7J4RnqrRn2S/Yjhmn4kjmoBhz1kMkL1uCfU0pI3Z9TdO3/Ef/xzP1/ZlgI3npSL/+OeNyQUiJVHhSnpPipOHCtkCmARkuWqr+cl9qB3jYadaWy+DUgx+1M5I5JHri5AljixNHakaSG4lLg8ly7crUFlMXsFwQhkmzyfJLovsFQ4A16kycdjBW2p1bL0nrFebDx0tHubq4JC8RNcYixyM878HlfFM5Yhi5agZCVfJvhz2f2Uot8QEFpOaZaizzSgGZoyddlaobOjbEt1ek1y8+Ob3+yten4uefahU5qfi/sd7/ux8wuYxPrjek3UFPzqulfv10JJU5ZryEmJ7PmOcT6diQRDCnRjfYi/4zO/f4BNEYZMrhlJDCQVyQ6oIgkdDvSXHA5iUZDrl/1McqS4XWtYNal0Pkm0PPwzASzoGfvFjxsmqQ/VGjNGxGdA4KMMGTrm901n84E4oF7c/+a0zfQFHhvr/XkR0jeXD4lyvk9iW+O5MPDtOPpOMZu9/rOCw7XYTUnfKGktMsp1x4OZ45/OrXHKqMRSa8PDwj51adIQ9PP0IGY9MiscO7AYlOT3uhhr5FosYpyGyh+AGx6v643uj4rwHzeEDudkTnkLrCtkG1OR8jcTzq4xRzTEh6835xRbraqv7m/lk7FLklzSrdpLdLxtt/pgXj4Qgfn5D5gmQu7qlZrWNO6y6dJx0tmn/4TjVFISA+EBYlZAWyP2jHpSg0VsI6ZJIfs8HS0WsxUWTQalBuWiy0MyUJRq9dIae5XOIs7I6qtUJBl5SGSSwy00LY+KBl0Q8Ml8kjMTFMI+fzidEk1t5QWksyDpspbC794AokKQeqzDBPB+2U+YD5cEdyhnS1Jm63yN1Rw2bXCzicdWxhrHaZrFWt8xCxBlLlkC6qqDnLkK5DqpKwmtO/f0CKnMw61m3Ps7PMhwk+PoNJ2DSRbKXapFSSrFd9Uwi64acE5560WWr3J8vJ9hOm+55fDu/4+9mKD9kjMh1xqecxtrw0Z7a+xU4j5801aTlSZI4c4ff9jH3XspQzNkaOzrNKwiq+YCMtH7ojd6Hit/YDRo78fbA0FsR0zE1FkonKC7m1WAwVFlJFmRX8NguMd0+8amo2DwfV9pQ5Mo74xyPp5TVDGGn7ETGewjkNH04gUWBzQWK0OmIlBTg0+ueiIm3XakDox8uI0yGddoswguBgd8JcvYAy0/DaptPsuTToqKzMFGkR1L2mnVCnDsmuU+YXjtQMsKgVi2FFu8thvETW1GqC8BXy7QfEnwhlhrFGw3h/wE4kVCOH/EhFT67Q6zomFfGXc30Olzgaul51fJ/WX+36s8db/DnWP7Xg+f/VGiekG3UMEJScS6lOIMpSNzYfMB8f9IS9mhOyDHNqdEMS1Y0KEAtH3G5hvUSqjFTPSX4kxUAnZ2ha7NOZSQasK7DdqIC4GDTugURaLdgVFe/3DRvvyUV4irDtGvKmU91IigoPRH6cm8upgftnTNeqfsknTOYxhwaJiVhMBDwsNsTPXsE0kYcZ0g7Y/UHFiX5CfFLrdFZqsnS4iG79BKZk8/aWF1/eUm8XhCvtVJnJX26oqEg7NkS3x6WESQHpwIwRe7zDmj2YDugRMyd+/ubCmbnEIzQ94j0meGw7Ys+dkmCJyH5Hcujp97wnLZaYptd/j6ggsygwKWimVjeqfspe3iBndWMV4NxqInsIJB+RttGoitxp4ZxXmlw/aup8MqI3//VauzarBeHnn+t4qxm18BoGsFG1NhbSZqWC3yCabXYJUDURUm4vIZIz3QTyQmnK3ajVtHOwUcF1XMyJqxnp9hqW8x9DJacq56vdE8M0IFPADxMFYOY18cWW1Kl4GiAVJfGL18TNRlPfp6AMlpCgGzTu5XZLTFYLe+91zOhQfU+MpNlMC6/zWS3vRjVhYi1crYnGYHxQm7WPDEVO3o/kfqKIgQL0d+nmuknaSn9P80y1TlNQ7VMSDcOdL2H7hunVNV4y0v2B+8VEMZ7YhwNZdNyYB67tMwu549Uo2KxmyvY8Lx7IONCHPUtbclMueJo6zNhQdZ6TFCz8iV8M31NlR750FavyxMweWGRzdkS2UvIz65jMSJ4c/1mzYe1hqBLDbM/cTvyysFhuMGePhBp5fGKRvDr9go7Bw2rO43SkGztOTERJzLc3WmBIgvVar0l/CUlOl2KlvoBRRYscpqg0b5frNTtNBGdIZa6gxKJUEXGZ6/ed2su4TANsfWb5t6ePPI5nlsniVqs/jtNWMwTB7s+YEPSeURb62QxJPzvrtT6Ph6cLkweqwfOOwCklmgQ/Pw/cHk6q7ZnNEGOIzpFadYalpkPKDDmftdMkF+5U05JeXH3q/vx7sP7iBM9/tSslheW1rY6mem0vJ2NUuHd7RbreIN/faddgrzEN0+0V5g8fNILgQtuN87m6jtpWc22aVjUpFlIZYLkibBdI3xLGDlfkSNupvqEuiMsZ8XqD33eYoMLq3HvyGPHeQpWpxXp/UubPSoWqySfCyWMmQVYbjG8wzSNMSW+UGWTRqUgzdciHD5TyAvP8jD88YXzEljr2kxjB5UoEXq6R5kg6N8T1hrBdqb2fa92IU8I4i7QHdXR5ZQ6JPeNLiOTY84loC8AhdCS31ZtfbPGZnvZTMgohPDU6qgwRkwymaUmHs+pXgsZ02D4S5uCN4I4nFaCPHebUKhsneM3lioF0OmE8KrA2BjKnMQJPO+hH4mZFnDTfLC3n6lpx7o968SrHf/EG9+0d2elEOqaLniUSNwsdBZ06LZgvBZdMRjsk7iLynM2hUCs7IUFZEsoCQMGH1ilFRpTeHK9X6vgJlwyu41mjMbYb7RzlGfLN90iAIReycaIQR3IR7yeGKWC96sHS6xeqEzt3alF+3iFFqQn0yV80FgayHNmfsN/fE9+81U7D0w7JPCbNCMYS8x/iX4IWYAEVdydDeHEFeY4JgRh0rGxFg2hD119OB46UFLToXy2w9wMSDDEH27UQC+L2Comjfu5KIfzkNSEUtN8plFJOOWsjPF9fk5p/YC6Jn6Q5eTfg2zOvw4x+U3DvdvzWLXlvPCETPtu84nUxgGz4epiwxZH/9sMH3oye/Tzju+wO576mnix7+YzlYPnc1jy6Ozaj5crnGPOROG/5mBleVIGfTzuepWCYDpzb/4k37Ruu+A1tXRE+HnBtC8sZ49sbegLDrGC2XlAG6OLIOHOUZKTD5TNXVHDFBbRqleouqvFLCTieIFyKoBLMbIYpCty5JXmDKbSzk7JMC6/nIxImkl0oKLPr+Zfv/xXfnj5iY+LnQ8l/n/9zyqJQ3AaWtF4QrYFSI2U4tWoWcVY7o+Nl9PYDJ8w6FsOO/6Kf2BWObBq4GrWYkrJUsXw/kc6jdk/zHNqO4AzF7oB0E3G90tHzqdGE+br6c+wCn9b/D9an4udPvS6JlGIEFpVmgT0fwShsjnThUNxcafcjRGg74pefM2HJ/vAOgPFqS/jyc2QcSV71GTJFfJnjp4CMHWHqMXlBrBZkdk5YWmUaVr1SmZ1DupH52BHEcIgKu6vHgaoqNVG7KrXt/fKatFiQgmcao876c0NoJ/BPxFxImw7vwPg1vmtIJiMtFlT9AhtGBtthoyc4wZuW3CuFNVUFMlloR3waSKYhGsN0usP4WySekOu32NMJ2X2H+A9aRJIjaU1YLTEoYNHnAfED3lhMnWlcRUqkvCCt5qR+Qr57DwTEZTp6LDIiSd1v66W6koaJFEeChVgYTDQKpDy1YIVQCGno4OkjcbtGJjB3z6TlTC3fmeYO2ee9dkTOLSJJwWxtr9yTy3vLcq4QyrbHfPiInFp8nmP9hDQR/5O32sLvBuRwUst8q4GN+KjCbQNSX1LTvUfaUUdJmVPH1P5MnGVIkQNCCkGLg0UFeUZ+96DXWoi4/YmwXOkIa7VArlekbiQ7t/TWYEVDWLs8ssiVZSVFqRTy4hJHAdB68CNxvcCcrBZEk8c0Z1LnMF+/U21WLXBOGGOVaO6cBu36qJ2z5pLVNnriagGLuVr7N2uQg+IMUmIxJILNsZIQSQwRMrGYviddGUJMkDYYP9efnY1MqyvGu2emQkiLBeIKzFmYisTTlSecHNtFyb+ov+T76R3z3YHZsWTRX5NKoWhb5sslqVqQ1ZYi5bw5Han3PVe3v+YX85bZ+4/c9g1uvuZ/f7EnhO94HyYa67mZvudlv+Vnacn/WBfsXU2W5fzmtONlcaIraqr+RD2V7AQepm+ZxJCmf8CPLdeLnzO6l0ieE3/yUoF/3ZlkRWN0pong1cVHJnCz0TSTYQSzUDDgoVEX3jhq4O+gpG2M0f/28WJ0qGFSlhXxrHiC+UaRHd1wAaYK2Ix38ch3xzuuY8ZYZPwjDb/zB/5ml4hdj5yPuJ99gbm90uu4HcHqWJ+61sdzRrtKZYWMGj5MSlTOURaXYo0RyS7E50uIqSyWKgGwFtyM7MO9Hhb7hvF9D5s1brHWbtGn9Ve7PhU/f+pVFnqTOLeQF8TFAnneK8/CC3BS3kaRE3/xM3WHeU+6vWaqSqafvkSsU+t0VZI+ewk+kpqOw37Hh6hjnDwZNmPEGE8uM2xIyttYzEgHhcwpVdlTVyW/yQOPDWR9x9V2i1svGVMixAhvrgFDNo5IM5JMjt8o/dgf9+TiCZvEVAkmPXAeviVIgXMFBYmu/0jdbUnlgKvu8GHEDh4Xt1i3IkkgFB1H7zn5O5wk6tMjxbRFpiNyfcR8941all1PLNSum8yItQ4WGw1h7HZI3yJmSWQiDAdMqRyf8OIFyZbIfg/nM7YbdRRSlqTCQV0R1zVs5piHHTJB3CxJc6NMnM9/BqcRolG+iAlYDD4vSNFjn44XvogjTSpsNka0YLGGVBWYpwMxXFxgp0lziYpM399ZDf2gI5hcOUzBWCTLiHWJHI7I7nSh004QR9VOzGZwDPDyBqpSBdujVxehcSrK7gdS5Yh1hZnXap8/NTAvYLnEfH9Het6puDhq1Ap+JKUSYy3kOt7IFwtuDXx/2kMSNmXFfLHW8VxSkjN9r3DDH5AKmdK/Q5ljH3fw1BFzBW/iB9zvv8W/eaVC7zGSfoDnWafYghh13DX2qg8pMnjaExBkadUgAAg5MauZUoE77PGFI4SB4DLieoG9WuG+f0CmjrgqMMcA7UAzJIYXN8QXNfv5lvliTVYmHmwkny0ofWSsDDerLbdf3zGOM2ZS4/IlYejwNz9h5QLtzSv8+ED17j2FDxR2S/bx77maWuLbL5DJEtoHTudveTtt+GaxZ82c2WTJk7BzK34bJvLY4fOJQx2YjV/jpxu+Dxkxb2jjnrdjy/dZ4o6cp/od/6J4gclqQq2xD5wayijUPtJ0O0Rg40rK84DIQKpnyvq6AEGpSu28Na0WIBLh2Cpj7HBSt+q/G0WzP8LxUb8XgeMDyQekXigb69yRpiOxSmRR6C2YFMi9sPz+nliusOsNMU1673j1Bu4fLoL6Ecao3esYdTS3WSKbDZxPyh6bajCZXqfkpNLoGBftAKas0M56M2lWWXOE3OGXM6bxjO1H4jAyfDEnc45PQ6+/3vWp+PlTLxG1BwM87pGmUS3gD/qDU0tcrzUDq8wVeifpAr8bMGkGRB37PF5Ev3VNmJXcPQ/Mg+pd9rXDzja8ySuQoM6qrtFsKoDnvbaeMx3PzIeB+bwglaodCXXNOAXSYkZmIA0DccxxqUGGQIwZ/s0r/PU1ZpoY5J5d+8Rz1/NkDzR1zYtwoug+8rJdEoYRP31g4QURR8rO9NExmBmtj2TDnruiZGkmznbCTx2roaVYXoEYUnfGfvWB6A8kUTcX9ETpiVimIoA/k7k5FBUynpjql8j6c0gZyaxI3iAJZFQbLNMAXUe63uqNs7hES6xXpE2CxQzrcgX+PZ6U1xMmJKiIMlYlJrfE/RFpOsRl0E8k59V+Xpba2ZnXKrAUoyfnolCnWpHBfKXuLet09FUWWrxMXq3wsxxIpDzH3j1gTi1pCiRrSRcNGEaUWVNmupnd1GphvruH1mrXSIx2mzL7x2unrrVwPp/VDsxFu2RUqyTO4P7N32NOJ2h6Yl1xvVmxqhf4GCgMql/bn4giyHapNniflKacIiJRr9HtSnEQRY70o359UJilGNWRMI7ErNDiy06w3qg+aD2DbA3Td5o11g+Ic4xvX2BevsWcB8yjIwbD3fYF8z98xfy851iVbLsW9+574uFAuL7FnifM7kDIS+Jqg+8HwssVw+UQEcqIHQxpF7H+TD7b4/zAlArm8yvqkwazMvY455DNK9IqQ1xEdnOq/RYXrHZtS4+cG+Tck6oZdr8nbx1JDPOwxDNRxwI5dci8ZzE6GvvMgMEIPOaJ9fDETbzBx8TX8vccER5sxkoMq/E14vecu8DKKqgzTRGzrHiVLRit2rvzwSDmAoqMelBiMdOIhwsSgrrWkWnbqdB5nLSgPXUwRNUqliWp6y4EeItcAYhZAAAgAElEQVT4QLIR3ADrFSxXcP+MTJ6fupzf+IpvpoZjBm9TxstUYkJUM4cIvnuEvEasg6EhtZPKAI4NUjrt7FU13N/D6aQygJAUcRETsbbI7Qt1zE5Riexjg4uBUFZ6z1vUGCLBRNJ8DrTE9ZJQ5Tgjn4qfv+L1qfj5c6yUVPjXNvrXstD/bidl4Dzvtb2/WWnu1HKmLVojcDhoO7o5ky7QuWQM6TzRzmtcWSFJiP6SLm+thvudThdhY6l25LEn+R46j4jVVO3ZjFTlhHBxnM1KzKwipIRtW1KvImnnJ1LwSJbB6y0y/Q3nb/4HYlPwVBmiH4jA7/Itr4cH5m7Ju1VOfYSeyNYaynRFN+wZWVP7kXsCxTgpJyQ9sCsPjNKzSHN4979R+Rckidgix0hPMhDzDaGoOaff4ccOGe7JipJ58QWuDaSsAObIeSCJJ21EC02StvuNJZlLYZlU/I3LiNcgXY9MUXOojmckszqOrEtk8oTrhaICng64Xh1KONFiRAzxagOI0oLPPclawqoiGcFMagnXoNBcv+dqo8Ln+wN+XmEQ1aKsl6TFDPN8wj3t1c7rR1KI+I06BVOpIwBENCndyCXDyOkpObOkYcAED88HOJ91MxOB5x3RGMJyhr0Ih/31klSXmHHAHM46PtlUmLYhzmqyKscm9HczvwATjyctmma1AiBjhsxrFbHGiGlGwvUK8+YF5h+/xewvRZwR5KvvkBiIdYF8vlENR3MmnRod742TAkGN1egUIwxFQfjbrzl/8RnrQyAfF2StZykdzkS6qmbbPSLW4CQh9/ekFEm3t/BxILicsKo4VY54OuG+E6pW2KwyCp9z//SRfvjItMlY7FuWFtKbn5H2T6q56oFiS1pvyKua/NRg3u8Rt0DCRcA9WeJqpmDJqcWkyK/6l/yu/gPj2GHnK2ZdhskGPhue+LvcEEMBZFzLnqcw0PsC3Bk7CoWsGcoTJk1MxjCljGM+KRenrkj9CGdlWcm8pHAOKWvtjPxAty6djmTTRVSM/DEB3VntTC9q7Ld3yIc7kssIVaEgzf1RAYJT0kNDxoXSbuDxCPszqRsQDNY5/rurv+EP3SNd7vhZfUP5dCTunklmIpIwm7XqespSoaduBNMjs1o1Sf1AuvsIH+9w37/TxzWJ+NOfkqoayQvFHtSVJrnnmeqZpgmbZaR5AdstMSXMt98hfiDcXhGXC2R3Qm7UOfhp/XWuT8XPn2ONk3YALpuFTCMyWMiAskb8qB2Gp72KYrsMlgrswhplX3Qj2fOJNI7wfECut2yu5zwLODHYJnKVyaWd3aibp1S7scSop/MkUFVEmxHyUmFwZabFVV1hrVXNS7SYssA2g0LC8hxbOLW25oJf3nI4v8WkE8iBk815NNfsneUpW/FdfsPPrWNkzmLf0GU5JY52WOCccAoFz2bgWJxZyp5REm2ekPrMKv2Oq+YtR1qKakEhGVflikSGtJ6hbAjJUxwSKRRM2Uja7zGTozwvSEadXMlaTAiwKOF8QqLVm769/NkH3Vw/X2vERjuohuB0hrZVUXHy+OkJM0XE/QfIfsScJrh+pbyhpx2pm4hXS9J8hnk+EDYrwk2mP6MqtJMBOirKcg12rUqlRqdEenUFMRJWC3T2FZDoMfv9xbkE5JVmrQmgZZI6smYl6WmnAusQNP9qM4eng7rU+hFMguedisxdTjJOA1avVsoHuhCmabpLl1BdWNS5hvImDTolRnVdGbkIts1FoJqra60sidfq9JLDCULCfnxQTdtqTYx73YwPJ4yI2vTLDHl3B3WFuX8ku3siORg/+4x0VsJ4GEa69YreFVTHieKbHft6ye14h5xH1qceYwemMiEhYgWsnxiDx+/3dDdbiqsaa4WuCJRpoDnC+XBiNnfYryJtVnE93pOdjpjWMdwmuPtbUuoIv/5PsU87KErCy1sNHO6OmLs/YD9+pJ0J703PlAauZ2/YvPoSdo/0336gYQex4fN2w2fDFXEsKFOkKt+QKsOX/R94yixn23IKjyRe0rgGsR0+r6kmh08F6zGnFcGUDhsss/IKTIYwKlg1myCUJEZwc2j1fpN+cHEZD/2knUJ/AZcOk+IdYsTcPajof71CDmdMH4hLZUUhAos1yF7Hr9UG6lqp7VWu2qF+hPOJ4gS/qGpkyomHXjEf6YpwPmK3a2w508cMUSGqMegl3XUX/ZDa5M3umVRUiB8QP2Le35HWW8J6o89/8phpgiJTizvoc0lo13Y5I72+xZxOTFmGTJ6srPQz+2kH/Ktdn976P8caRs112u+VSZEb0rxS4F1mNaaiGaEZkNxdwGCaR5O2W4gee/egI6uyIoWAGT1v1lcsT2cmEvPlkhKj7eEonKbI2Qh1SKxHj43KN0kxEYmYsiSZSMgyhbU2HXYcNVLBZbgJjCuVpxHBJSEuc9I44WYVN6/+c+5O/5qnKePZPNPIjDEK0S65rx1mtPwy/zl9+QeKsCeZGXZ1y0Oak3dnakm0Rcd91ZDiRG9+Sm8rPjDyZnXmc1ljkyU/GcboyATEFYhEzPFbIjlQQQjYUMPsFooZ9CPhxVbhfEZIZUV8ZZDdnjQYdZ6dG3W/TSM8PGHaAfPxI6mf9Oba9qTg8d/f47OekAHcs/j8v8IOiTC/ZJK5jPBihmyWSIgKNxQutvJMT7TPuwvtdiJuV6TlQjOr3t/r5lJWpHl50VgYZQEFT7p7QPZnEka1ETYjFSVpXiBlgRgHzUiazYgIzGfavRrGHzctiZE4TMhyofb4vtMiN4pC7pyF7Vq7ktaodf5xrw7Bi9g43F4pJmG7IIaIHA4qb65K3UyzTAu6xVyF3Kez6ke8h32jqe8xkJwWbWROc+LyXMm7XrOn8g8PJMBMUP7+G8bbLX4xw4weFy3ZuEX6BulmWrS2J8T3GGNp5gvS0FCESDb2HIuSh3rNVOY87xoWLxbUEshkgGxJbDqiFfZHmM5HnDTE3LOkx+wa8Im0rpHDHX5bkH77H+smP3mkaTHf/4GUhLFw/B0P+KKgLBZ8tbX8snKEpudj/kCWPCfzxG2/YTl7TVtbMD02GnwQkkzI9nM2/kjoHjkUW97yc2T6DiuGXZYoxoahdizsS/6mf8vf+BtcBNntIF2K4+VKC8no1QhhRLPlhkmvtZSTLFr0D6NqekavWra6xAyDjoB7T8ocxlnNKmw7DKgei4pgSqVvG4FBY1aSWGKRIdOJUBRIsdQujZ9IUbCZx9y8uHCdGh2b/tB5WizUhTl6lfFkDqJHY+GSFvnpEpGB0RFoW0EKpMVchdjG6CFjzC/dTQu5Q8TgTh1Z40krr91e8/889ErREycNHjZ5rbysT+vfi/Wp+PlTr8ljmlbFodbCOCLJKfK/G5D9nhQ0vFQuAC9ir6nW19cYP5Im9AQ2m5GsUVGiSZh2YoVolo5k0LfgA/2x4XxJcu8eHrHHE1eTxhr06yX3s5qn/pF+vuJ1NLx8msieTto1skL6yWuSmyF/aGGYM8YBTgNpWVDMKoiR1fWX7IaW5Vff0JktOwqSOXFbfsatF1p34DzfsHQbttkM7MTy+R1TU/BNPbEdO36aSvZxxV0sCW6JyIEun/EhlqyrwIoct9wQV18gdw3SdVTHR6aQM5mGVFjq9iViV8Sra80F6gcVE3tP2lxpR+bdoC6mUwPPz8TNjaZenxvYn5HTEZoB03WaOwQwjdgJJKvAGkJzxPsTxgr26++RTuGLLi+Q9/dq341WuzWFRZKQ8oPC2TIHPmE/7rQYyXJ4PugJdTHT/3c207T0KZDaTq3/3YR9eiJFmD5/qZiDTDt6SUQ3C69hrRjRVHsvxKrAmMu1FhSBIMcDKSi9OZUFqbca+PgDPdwITB7/5hZzPBOXc9JP3yIiGmK53fwwadNT+nDZSK3Vv6cLOXt/xhyPkOSSuxRI66W+5nmEbkJ8IE6B6FFN0OFw+bDIhQKQVGdVFAzrOfbgsFnLkAvDQljsJ+zUECYwZqLqB7r5ili9Jj19YJfNMLMKw8jMRh6cYzHPCDZj+VRgsxNlM2ImoR8nymnP/SbHScmKHbl3UCwhL+H5Pdz8h9rpalWYK00PEc4zZQ2t7By/3cBqyanM6O/uWaUC8pIYG0ajWqesXGNsRmoOWO8p5QXSCRkFW/kJOx/o4pkb1lSzX7KuLObwni984k16zdXdGVsljPVEsZAEO3li20I2I3Ue1x7VtZc54npJqiswFml60pVyd8zxoumyBkSIZYHZHUmlQ8aMWFcqrDeoLi0vtZPa9YpR6C9FVTsSmkCcGai22BJEeiQVCv8Up7qjbsT87hvthi4LPdCVpV5zL681p81q3h3njlQvMOedjnvzDDZbjWcxaIDpvoXmdOmSTqTjBM7owa1rkZDrawSkb0lDq/mt65WOC2uNqiGEPxL5QyCZhG93l4BeSFmDW1whu6PeV+pSDwifCqK/yPWp+PlTrpQUdndokMHrSWcRVQhba6QCMSLPl8Ij9kpCTRE2K+0WNA0ShXC1xp67HxPefZ4jT0+qDSpLkkkqciVwmq9wyZOIlO3AGAUWc6bjiQc8v7udESWxsIZvxob5vmURIS6WmHOLvT+RwkT7ZOmXjrNA2UL42LF4mZE3HcfdgbMtOXz2BfU48dnzyKMrqOyChYfW5cyyBaX3nGY3zNweazO4uqaWLW0fqcaRF/Kau7VFhj0LbhAmJrtmyjvGsmJrbsjyFWJaohEcJWt+SZe1yOgpbE1aXSERUuaIi5l2F2a10rRzRwQFN3qv+pL7J6hnGieSZZpBVpe6maek4uoJogskJ9gpkXcl7v0O08MP2G0xTt+Pc0tihhiPTJEUNGtNTkfIlE/DMGpX5liTXr2EWYE0LbEq9H1uVRwa88vPJDL94qf41y+0m/LqRi3g7aTZZJlVl9Q0afFxybSKzmnhs8lJx4OOU2NQbMF6paNXSZhkAKN5XllODAE5NpA7jd5wTq/DYdIivb9H+l4FtCK6+Vl3ib/QMEk5abZackbHrPMZcMnQikFP9Is5qRtJKcKLLWk5IwYPz8f/y4dHsKPHGEv3ckOiJNaO9RTJ/JmwrGFSWnEKA6nIad+8ofvlC/xXjxAjbd/wiIc0hzhRFTNCUdMaqHODhIzTamQ2Oq7Ggbi8ws8ttT3CPCe4AcoVQQRiwk5CKpf4q1t4+oAJgsPQzwskL5hSoMorpnoF6Q4nJfN2y2RGplmF9JHFE8jyDWlZc30+M56PNLMVrtnz26ygKq6YhoYsLriWDcZbXMpw9y3SWdKsxuxPugHfbEneKI7Be0zTIXPFachu0Gy3lGBWEJZzUp5hf/8dph+JzmIlETKj/LBpwowj8fUL4nKmbKap01GtFY2HueiDzP4OXIafrQhZj4lnYlERUsTl6RKYmsFGv8f9r/9GER8hIu9bgghpuYCiVA2Oy7QQGQOpdjDlxMUVIjkyn5G2Gx3vrRdEHzBcoKhJtLg6nSDMlSreT6TKamerKnSM1rTE+0dSnhF/9jmyP5Ks6HUb0M9V8KQwIDODbHQUHU/P8P6oKfRljnneE/uB9Pr2EyzxL3B9Kn7+lGuckLbBjBcS8Ples2cWM9IlsVuqEuoBUglPR6Qzqt24IOQl6eaR8py0ckjX67+XuRKGU9QP8Q/wvKKkwNMdJ4r9B+R0oihzkslo5zVtZrAGshFM45HccPKC6QzJgxsjtj3S2gqHZdhZyAoNTTzndP94wFUT03zO8xR5uR75WF0hVeQn40Q9PvHshXFeM6tWVOmBc38kmkeaPMcWG+b1jJDmTP4byvWKL9OMbx8PzOKM2ubc5I7bty8p8zX5AJI5wjRifv+twiFvX1FNAZGOuF1DSIQyI80qFbj6S/BqXerp0KIxGMUF0GaM8nGqSnUtManGJ891lDONWCNYciZ67Bgx2TVuRDs+xv4YtfEj0t8avRlHr5lGVgW7CZCooaApRWWXfPhIfHGF6QdMPyBtByd1YFkgZRYw+ljBY8eR4CPMa+T4ETpDGkbMoVXXVZGpENp7xSk4hxkmpKpJv7rWwm4alXT7rPESySq4Lq4XasEfOi3OTkeotYA0Hx5Vz9G1CpAbNB4jZYXmL62XCiJ8PGoXyurvVrAqPrUG8lwT1osMU2leV3pdEW+ufkziDldrpnNL9vGRFBNjrswkOTdk6yVynZPiWtlLZUKqQceKWY5/HhmKkna2Ylpm2DBjtu44/907hnimH+B2d2D1y8+p7cRsbXg6Lels5Oh6WOf0Zsbq+EQqoJh/RsqeSLGBxRXT9hfEqYdgsWGgiAl//Vbhla7jVW34UAxMueWz7IZVLKjrX/Aw/0hoGipXcxVeYQ9zTDPgmhMpCKn34HJer1/TZwbT19StWvmTL/D7Dl8PGDvDVi+wz9/ryPPcw7FV+nue6Shx9DDVisyY9H4QR499fFaX41DjPjyQ3j8gTafft1kSsxw5NqT1irioiNlK2Vc+KO5htcKMO2WLkRFvtxgfYbnQ93rQIjiWOXFWQAS7BOYv1Da/WSKHFhkn0nyh3dhuB09Hfe9rD9utZq6dB3AJ0we9t/VJR8B5CVMgGiFNCbKgn9HnpM/z6aw2+ecjMpupUzZXZARPOx2/RpSxdjzD9x/1Op7VSr/2ScdnRa7C9Y8TfJkpTPXcYZ51tCx9r6DNxz1xPlOzxKf1F7U+FT9/yjXp6SQuZtgfCKMCsd4qQG9/gN1BNQy9hzIjlZm6gXY7xEc9kSCk1Vx1FaPXLlHmVCiIJT0e4WZ9sWQPrK3gxoE+CnldsmhbcHrKy+dL8i7SlIZOAsvBEuoK89xjpjPBjJg0J6xrsjTAQwejobupMXODOeX4xQlswrUT7nDm80VGmOX8Iq35xiSKGpAFj+c9od6wkZYpn/NQf05TF9j+iMxL7OKf8+rUswyB9fYlTReo5hXbPMeMmXayYtSbHJZ0fU3YBqTtSVlUwnBZaLZVr50V+lYLwaK6aAUS8dUrzMc70uCQa4WdSdurzqF1RO/1Z1wtSFWlOicnZL7GWRAZoVyqbiAK0pxUBNzoeBIrivgvC2i8sn7GEyD6PsdIGj2a0znBccLMSi1qswxkwOwPpKJEiEoDP7daOJQl0Qj2w/0lDkCLCjGa4yWzUqMxskxHTKslDCMRwZ7PCBf7fT9AiIRXV5iHPeZ4Jnz2kvRii3x3p9Rq6xDjSPujdnys0YKLSkXMu5OGghY6NrAfn0jvHoCErObaeZtVxNVcbftGab1S5JBnpCxXAXWWK9uIdCEKF0z/zX+JP7TI3/0DZn+GulQtyXyG3c6V79J4Fa/bi+W+77HOUJUW5+8JzYxQ1uTnlqvzM1sZeDsNlCnHnwfMcsGsdpS/WjN2A+Y00XU9vnDEl28oEKyrsfXPwEFczQlxxI7+YovPCfsGmgm7WiPFhip5flpZ7GKB8wLHM/ljw6v8V0jusfsWdzzraGYKSJ6RBq/6HGlwbsPyeVKLeZaTModkFmevcOca07UE64EL3mCaFJha5sjjnuRy1WvZS5HqAyRU45cu1u5To9endaphGSfkw6PS24trHVeez7Baqj28LLVwyErC7bU+17wiVYW6SDcz5KHBHk+kYHRMNkyY0iHFGqlrksuQ01l/LqjbdJyQMEF+oSynqO7BKSLDXjuY/ahuwt0OKXLiOOgBZbvR1/ywh+NBQazjGdmdcONEejowWQOvXmCbjnizxkwj6f29Pu+QgID59h1pudLHwEDf6z22D0oYjxPh+QHJS2w+h8Wkv4syR0SI25UK/WP8NP76C1ufip8/xUpJTxf9qJ2HYVR7O0LKLOZpRzAKdEtXK+hGzNWKdG6VVNoOsDthz61OWGIg7k7w6lo3U0HHBFkGuQWL5vzMSugHTIJF5VgYA9cV5oOOB8yLW5jNuR1GPnYdqfK8ypfk6xUDntj3BDtQnR2m87TmRDsv6WPE2h2ZvebWZUgfmewINqcMluJ0xJYVm3nBsZ7zOlmeTy1P2UBY1dSD5xhPyJVj50/UM7CZ5fXznl1zphJDHk6slq+wLtONOkadz48TktDTYWahqEkkHflUpYa/Xl4zPsKHB9LrVypctpUWC3VNzAXz9XuSzTC7vSLvRUjrGXG10jFZbjHf3akOxgqmaTBjgHwOwwC7eBmpzRW+N2kyuKRISkIsCuxijvSdanKsJeUaJCsxQnYpbBdz4mp5Af1NyNBp5leZk56eFVVA1JGcn3S8lKJSjpsekzvtKpU5cTXT0NYx6ujg+Yi5f0K8J46B5+OOYy6UwfBiucIdzqTNkjQOmKYjHs5a8CUhdT3ig+qEJg9T0liOaYSHvY60gmDGk3bNpoCcTvpae4U7mjInvNgQ3rxSnVXbq+1eIPlJX6fT0Rt5AfNSN5EfRLhlBRtR234IxMwplNKCVILEDOLlZzwdkBixVwtMUZIe9rSzRJhGfAjMjaGYDIOb8M6y2t4iRYYbPLZ0sHiJbRqCs5A8dgq4stL8tGGA/aRdVudglmk3I2j4K2bCiCXVK4o0YU8D3lqmyWMWCxyC3D+SulGLeCPQBY2HcJrlJnmm14jVESDNAEMHo8W2w+V5RezpTHAZdhiRadIxNwnTDEgFDIHUtlCXKrw3RrPopouAPySSM9CPpHmFGS9OK+9JJtPCdpzANjo+dhcd1zjqNZuVpKuldnv6XsGGEpDSYOYrtcUHgyVdXGUDabvW1+gj/OpL7NffQNfj1wsVU1urTsRu0kPLvIbdERlHNSJMXrPHqkrHviLa2ZqXQNTR2ulINmq2HDFhvvqW/uUVsZvg9YqQkj63aYRLLl8KqHEE0YNS8IqCSIJMFTbLkOoacU5ZbFF1QXJsNHV+Pr9Q+z+Nvf7S1qfi5//rlZJa1o+q45Fzj0we0I1ETg3sjxgPaVbqnHpW62ae6SaXsgz3fNCbWOYwxzPSDoS2R5qJdKWCXoocygJD0hl1UG3HD7RfvCd5T7hZw82KeraAjyeST7xKBZUpGK9mnAeNoJhmK0o6xHrKZmLXQb3NqadESkKZBrJ15NBabLJ8nkee3JKqH3k7v6HwgSoGWhKzuaELE4usY2/VbCT7b9gaw9rmFA87hucd7VWGyJxxCgxd4Cq91c5L5nTjCXoTThF1NI29Fjli1Lra96QiU+ha08PDM9I1UKxIh5OOvsoCXEF6eaPp8FONaQciBrICqlqLqHNAhgnTDReYYAlZIK7mmNPpR0dKvN4Qtxvsdx+0c3FudBN+eNKTdbxAFetChb7jpO9VnmlaO+gNv66ARCgq5NQgj88Xxwo/ppiDQVzUqI62xaRA8oDVuI9U5FrIhQF5fEbuHjH9SKoKDnhOEqkHy2Fpkf7MK6suoLTeaHxBXWmG24d75LtWi47t5esxYNoeeTwiYYTFXFlIzUW8P3llB/lJn3fmdMT3dCS4nBgj2rFoSYMmd4tEHatZc9EKrfVz03Zq2ZeoHaNxIEUh1ZWOWqqMOJ9jzh2p72F/Ygpqj852Z2SR8P1InDncdkGyhjEaVoBPhuLtr3FTUl3dFDEpEbcrnDXYc0caImZ3gO6CQDAJUxSYVVTND4IZB6wVYmmJ0cA4YKuIqWrwA6ZRsKXMZyQi8ui0CF0sNJet03GsWCHNL92P4eLylKQF4f/J3pvtWnKl+X2/NcW4xzNlJpMsVjdLJXW3ZLUtGzZ8ZdiXfql+JF/rDWzAMCQI6uqhugYypzPtKeZYgy++OEn7UgaaZQIZAAFiJ0/y7JjWt/5jP0v1jVJoZ0hvbkFrzP2zOOdO8l7RIcj59OLUY/IkpYirSjZbKaIm0aYJLW5kI/Z8JllDKHO5R4dWrue6FoHy4SLxENd7odjnUX5X52CcREydggjnc4udepJVsjlpDSkKGv3y/4NIvN4Q01dwc0Xqlz6veZKE+/Nx0ckllI/yHQcNriDtN3KOikwqcSISgHq1hm7E+I/y54qXwGf08SKp9pdOfue3t6SuF7StyET3p5ZU9aYl7a9ISRLQVdORbvaYYQYbYJxRl450e00sMnGexSii5y/Dz8/u+DL8/HMfs3TmMIv4FWeImUZ3E3qepV8psix0NVwa0u21JOTOkwhFCysL9hykINJaWUQLC1MQbltL7g7TLBkXRS5N7NpIo/ftXvJ+hnHJlanRvWdtNXG/Q0UPTy15c5bwMCZisULlFq0j6aIpnhOu9qgpMM8z6XakLxL9caJqEptsz207o8qSSuUkG7lyOSEztFPP+vFIf7qns5rMeerGE6oK9ekj6R8/oDXc/F6j/uI77GTo80AaeumNCgH1/Xtxmuy30mR/aknHDtWNqFwGSiKo50ZSqKdZkLN+hMsHocsMsNmSykK0C7s16uMD6tKh41moLCOXTjejLOqZQz+dSJklGi0t66sVrKQBXTc99rd/gLYVZMlmqMcnGWi0BhLq3JCGCtb14r4xQtE1vSRHb2oUiXRspOU+JRlol/+OECTeP1uaz3OH7sR5Bcj1Xteol5JcL8J5NXkZtoMIgcvCoqqaHMsYPKptQBmpU1GSIcUwSnp1lUsPU0qCrmWO6BwqKYxWspOfBylnRYk3KyVpkU9I7cFKi4Hm0xM6JuI3d9Ab9KkRa/SLo+tDEETlcFn0E4ud+aX/bPBoo7D/8EdpIq8qUlUSU4Tgac8npnkkKo0tejbjTJoDPrPo/RX+f/zv8M9HDJH43bewKtDdBV7iJfyC7swRlVlxB71kN1krmpC6ojy24tara0xdo9oOk2n0oVmqPQLRibMOItbm8kx2A2lXk0LATBNJW9S6Jpa5CMIvguoqkmRpLS3thCgZUOOEOrcoDbGQAECVGVKeo8eJlOcy+Ggt92ieycBzakn1ktETJYsn7heqZvTSAaskeDNYKQrGahkgcgtzLwPZ81lE6c4KCjR7GXD7ATV4ea9Y6Z9jXckmw3tBZ5pO9GdXG7kXPj7BOMhnxkDOZ50d0cjnXU+aAyqT60xdyztwGqXSx2UiEUhJ0PlIoF4AACAASURBVKDNmthPUr+hjTw7RpNeXYNxgsaipftsu4W+IylN6uQ8sl4TtwuCW+dS8DuLri7lmTxX65UMYy8C7Xkm3V59obt+pseX4ecnOFRC0leNRvcD0VixC4cIo0cPowwsXS8vgdsdaS2anpQi9J64bjFtS5oiJAi7GnpPmmfSqZEXZLskRg8KZWdUmZOsET1ILh1LPJ/EudFJdlCKGtOM8PgMn55J7xVmndG/fovSCx/vLFmVkQXF1Dak3KGcQ6eBfCipxoI5dZiQMGmN0Z6UO0atUeWKW60xc0Ctv4HxA/PQkneJVK0wruDNf/57go4ob2htT/b3v2P++i1Or1HtDCst0HpYdmn3T9AX0nhe5eL0eD6jVLPA8yNpGNDOSqfWx0fSuUWVi8D51IrAPCZ0P4it18jEo7REBcSqgLjsYp0lvtqjnk6YZpCU4cwQygLz/lEg9LgsAMdW6Dg/CQ2mlYwFIZL8BHolg2sUlEQSgM8ivry0mGNDqnPZpYaFalIz+EDa1p+73PTjQRK+JxlsPtOcxwaV1CKqXlALZ9CHC5VOtE6TVCCNE+sl2VtdWtQfPshCZR0qBUEkooi41fMJ/e4erCXuVqRXN8QUUJ+e5Du+uhZ64uTRWnrM0jQJPdkOaB+JpVQj6B/uoWnRl04GtrEjfvKSBn13jRpGlIKY56imhXODfj7LUFJY0XpdraW89fEZ9hvmYSA1LRkGTGDuz0w+YnWO+/SRWK5QlcPt36BiQt/tMecT6tMDXO1Im1ootmOLPl0Wx1wS/YzyMvypJHQ0CZ1mEoMgd1roLDXJ8OZOZ+IyMJNlqCIXpCEp0v4KlyBeGkFRnEUrTTRWBlSlUeMgYvUwo5T+jOQka+XzOaDs0jo/eqG5rV3E/As1pTSECdX6RZy8DC3OgXHopiNmmeROedEeSRnuDG/ekNKS/h0TabuX9vZxaUBXSmj4vED14+d/6AfYbYh3OynV7QdJpy9KOZ9+oedf+uZ8JZuxpoPdbknNngXV0UkoujIX/ZBWcHMl6eFVLhqk2Ytw3wdUmRPzjPjVG8zQY//h9yRnmf7tX0jmkZHS2rSuBT3terBrOV9FKen2mdTL0Er5LmaQVPHdVt7J8/L9fSTNs0SPfLG5/6yPL8PPP/fhLKkuUc8nEcq1PVppQYCKxQEzT6ToIXco60jHBqV7gZe3winHb17JC+zcEqM0LadxJBUONUrKKet6ae0WegHn5GcOJ3m48xwFqBSI4wgPDZw6CZYLHtWcmCZP7GsInviv/oyY7RjOPS41GN9R5OC2GaYJdG2LCoHVlHH2kXGcMXZLzsQBzykp2vMjISbKpsHYDLf6Cub3tNaQ2UTRt/Q64FJBhUb5maEImLvX7NUOnUMag7zs0VIVMAbStBHho7XS1N73i/7CQVaijSEpjT6cUMdG9AynEa3tsmtbdq4+gDXivlJaYH6lUZuauFuLDTZzMuAYS9qtSHkh/USPBznP3eLC00rcTqMnxSi0WBT6QmUWlJEhmEmg+CKTF/7kgSgi7eBBV6LVAPlOVsluer1CjdLGnqxDu5k0KxgmSQk/15Ld40VXlv3t71CIezcUjqKu2ONo+xljc66URXUD6vEgi8jHB6k0Gb3k8pSFUBrzLExC8Jjfv4ePD9LT1XWQ5+gQpDYkz2SRN0ncbcMoi+XkUWqAmz3q8YDueqKz6K6T6zp3KJ3A3krA5/GCrjw8HdFPZ6E5F32JTop4SHB/ABJmntEpMRaOIihiCNgIqSzRCsqhw+caRYX1UXLtHj4K2lUWqPOF1HUon2RzsdtI+N7hSNysFuo5iWvNOenAMkDfgSrlnrE5arU40sYBrZYgviwjWYu6vUFXFSkEotljLi1KaYKJtNMZ20SqyQudpxbxttZEo0gxYc/SB5d2a5S2+G/eoLse89vvSYOXkMsloyauKtHowLKIiyNUUZH2G+K6Rjct8+0efWgwwwgqojJHzHJU7kjVStCXadEcDSPUxYIoFzJcaeB8FtRsXYKfJO16tyZFuScpS1SKMCVIYiIgs6SiEtu7Sqh+lqEuJtH5ZILE0QwLle1J+yv45rUgPGZxVsYo1JwxojFLUlkz/q//M6MPqONZhmeQTKDtWnrv6mUY64bP4nqWwZIQFq5MiQNumFAqkcpMfi4BZSb3yAt9/uX42R5fhp9/7kMp0VDkTizMTS+x7W2HeXgmlo6E7NRTSKgwSjN3N8qu51AJNVZWpCIjGSsvpbaXz8zy0E4JVWQCEcckO7r1SnY36iU7I8EwELKcY+cZp0BVZWRzYP7jA3o4oVWgmnvS7JnetsT+geK5Iw8jzAFf7pmfZqgysu2OiR4dArVaEUNGcp4+jUzvnhkyTww9LhaYmOHmI4fdDa3JqFSNdom1ntkW18Rzh0qJm3iFf/sdsfpGBK6FQccgp/LSiQZCLd1ohwFzOaGNFVGkVsTMApFU1KTTEfV8lPMxLqWJLEF/TYtOnrTeSk7ONKK6ibReKILDiXh7texENfr+iaTa5SW5UEkvOoZxls8yK/b4l9A/yVoWkXpRyJA19LJgGiVQfJ5/DllT86Lb0pbUtvJCzzNZdF0mNNHhEyYCXUfc1CilZLCaA6q5oI4n0s0V2d/+9nNpowHSMKPdxKYq2B560tTK4DNO4ugqnGSmNKPQp9kiBM+MnHeDIJSzF4eRUqg5AaPQNSkQ1xV+azGnEeVlwUxlIcNEjKjDCT1I27aOIu5OmYPNTox4T0fYbYU2cg7tvUQFqCgi3ehJSYtOLnOwrgjTTDYOlErRVo7kNYVxZHUFo8eERacUPKmqxWBwbEhf3cJuQ3p6Rr97+DEB+fGw5Nwp9DiKTmm3loyiEGXB9DI4+zQQn+7RXuGKrbiFLp20m7soYX1aCYJxvUU9HNCPz0DCp8C78R48FHOks5bdXKCnhEmGg8n5UJUka7jpOgoVGKwlmz2Fj4SiwpQrMp0LdZYCMVsRX9+i373DPf0BTSI6y0EbBuvQV3uu6pykDR+yOxHkj45XNLhVDa+vhPJZ1+IImz2YBHUCP8ApQtvARpAadWjlOmsNeS4DahBjAvVSmruU4qrLDGsn7kjvBZm99DIcjYKKh9stKIt+91FchH2P6jUxL0mXTijp5Z3Kiwg/pR8rVl4Qt9yQbq9kSIlRPndWhkMgaY2JUZCzBGkj0RBEidRkvRJEMEbRpqF+7FbUEgTJghR/OX6+x5fh56c4lHRosapIn54wzycpDh1HcFeySEzjj9Hs1QrmgOl60QpcOrFpVgWxrkm5xZcF57GljZF6DKzrDS4uL4K8JMVZ+p/CAs/mVizRzwcOKIYQCfPMP2jwqedtbLjSnrOyeOfg0tJFqD8+ka52kAzpQ0v2mz+CiaQAz7/eoL4xbIsK1IZLP3CvPjL0Zz4MTwxDgRov5Cnjl199x2YsaE7vMe6JJiloan7p9vT/w18T/u7/wDYT8XaD/fo12kuHGMaS+hkdFyGJ1Z9rBZSa0UCsHExadp4xkVREzVINQp5LMekSiQ8QkYUXaxeXSyAFoM5Jb9+Qikrohzwj3qyg7T5ra/Q0icDaipaFopDB9XSRz+tSbOwLWsA0if7FOtKuRh0a0vKST0jNA+tafnaaSEkvNRGaZLTQCiHK73lsMHOQeymCfjqKPVk7QR7mZdi6dOhF2/pyaCDOHnU4o7UhXXpBvl40HjHKcFVoQbZClAVIW9Ls0Zfx8zCVlAhrU2bkvC4OGK+iCGd3O/ThgmpaCVi0FpUiumlJdslPiqCGkbhdymJPF0iFDPqZ1K6kIpMW+pRQURGdwW9qdEQQvlWJfjqQjKOqS4qhZ84K7M1OFsZ+WATFRjYLPqJ2W6GSny8ysL7/JN8hiTOSYUBliwOrKsTGv9/I+RxnqSd5OgkiMj5jfSLoiN8MuMmJpTuT2hWGXtDcxwBdj1eeNirCekUYT1xcYuUcbV7TDY6gC8psxPieQ16wSYmoE3/Y71mpmbrMaFXJw8eZjUvUrWE19tRRM1a3+Lyk7R3a3LLnIzkjLZpmVZJrRe8ynnRG//YVPgQGY4nFGj847jaG4mpLquplCIhCMU0aohOxP8vinzxcPKkw0Mpzl7QhXm8FDTFGNlqlgVDIuX9BuUcv95txaOeId1cy+D+dRejsEC3NbovqBxk+Jy8IbJ7DfiPD54sjrR+F+ttt5X06WSkIVorgxCGolUKHwJQSPQr7dMIOPVnm0McBNY5Ld59kiKVhlu8eo2yyVJJ+tCyTB2D2JJ2Yc6HErS3R+stS+nM7vlyxn+qIUeiIthMHmPekpQ073d3Irqbv5M9H4Z1V05PKGj1Pko8yzyJuzCxPVwXzD0eunzpCCEzDiCsKEfhZi7pIp1PyEdQMpVvsq5Z5DjQx8J9U4qwjlfqBsH/P+5jIu1eMJuOpyDHPA98NlvWomMae6ncfiF4TC4vRnuvftfz26zXfxwP32cR7ztyNhjJ4PijN+9Tx69lwjJEPz+/4VVlw3xyZ9Ioi5syc+X4+414d6F9bNlNOsTJcbzyru19LcvDxIsNAM5LUIA33TSvx8toSi0xs3ZmFbCNRAWVBVEn0InUpWpZhglITXQGZQg1RFnpRmYrzLgqKo6fzZ9Gw6D+Auib++TdwaUkhgLOo0xk9RdKqJF7t0G0LzhE1mE/PS+TAor/xMylEwroi2QwFkua83Uqb+eEM11fEm71QTeMk2SXnhpBE52WbnlhVaGckJPAyEZJBh4HkcpJd9EV1/v8afEC+AiAIigaltQxeIQlN4SMpWlSeL7+zJ5UlqcjRN1vUD/fAMlBpIw6idS2N3+OikZkD+JlUlYTdGqVBeYOenAyPTYOaZsK6QhlFXBWospId+eIWUqeFZjQapkBYV+gpYHwgXG9RtzeYD48k74nTosepC9RmhXYW++ZGHHv9IPlBhRNK7xKFvjufhW48ncSJt65Fd3JpiW2HnoMMtQtqqhKkmERflBB9Vjvg7Yx2WsTfKuHViF1tUL1H1dIxR9uLC3oYUMcDx9nSD464rTmtPE3X8lSvmXxBsBPrCKQNoXLMSlGFwLgq6NSIat7DeWIyFU93/z1f3d/jhplDvsMeHxj9ik/VHe7iMbNiePUrVqczkw1QG/zbNWG15/eFg7xmenpPMhnldsWwvhDvMt5WNWb24tQaRLNG7mDqxZFXFBKiOk+fJ+tUZqJrU1KhARHKlaB1RSHGhDyDcyvvnzCDLUSHM04yGOVOPl9yuJLWov2aZ9Ikvz+TiKBfalc4ngXRHifStGgatZFhyShCAmMtyhi8jygf6eOMzXPs2OO1RpPIL524vMpK9H6rWlLLj0K74ZO8W2Yvjt1KaLNxOBBsIq4rxqqgLl9/GYB+ZseXq/VTHSHILn1bk54TyQZQlmjswjkjLqypQYcEx4sgBjSogKAaZQa1pDefS821T6KRKC2zUVKHoAzq3MmC72fM04mYOZK5I2UZKrPMzvGbBMEHJtvxSE67f82mmandkdO044fdGxgcP8Rnvvv9E395fCQbLLPa0IRIcDW57/i0fsXfxZZuvvBJnXkfZt6YHJ96zFzyIdtxNfc0HUyHjmkoueQlT1kiC5r3kyJ8emS/8ZS549PWYkzLOiYRWc4erCPe7kXYTEKtFFG3qFk6n1IKqKCJN2tiXcsL+nRCTSK01c6SzuflfS0OIqUHkitFp+Mlap+mRTUt6fUd8fZawtCGUSLyFTBPxHFAxUTUCr79mjhJn5UKkfnrV4BCHU7ECPZ4gvVaAhCdkWLR16/Q7UVsxUVOePsaih8pAzXMkBvizTUqBmJYXIIxEje1VBEEhV6KUeNXr6TJfV7Sko0gLdObO+ynB3FYGSUpvDGhUpDhrXAoJc3n+JmU1ihj4RJQwZDW4qxRJpCqpWx1nMW6HSMpc4RVjSIS86UCI7dEM4KF5BRm95b41Eij/DxIUvUwoa04E9OmJn7zWmiPDx9FQxRBXRqJaCg0qd4T6pIwedSmBpMz/eVWhN0mwXOGMpk0ek+zoGJXGxn6myUckkSqcgkBnWfRb4VI1BpVlqSkpKw1BmLpROw7e3FGZVoo03FChygONqsl00dFdIrEmDDDjGrOKJ+Ipwtxm2N0ApOhLkdCWdKakrII6O6Crzb8vnrNx6qjfIbbesc5WcZRc9lvwc2MaNpK83j43ymyjKAtD9mAj5/IRkevdoxzYtK30GrOpy21UjhzIWWFPCe+5ZzvGfQ1ygG5pjpGxlPJFM4UzrHKNjT5iKpKQVIGL++stDjtnIE6E+p8HITaikqQw9kL2ukyMJmgPt6LRqgqZCherxbKeckc2qxlUNmtMOeWdGxJTonucUyCBHajDK2ZI60rUgw/hnPOk1D/S51LmgMUEPOSsUjgFV4r8gBmjiI1CEE2IBtPiJ40BWKeSZXMbi3v4KZlwbyEms2N0K4zMpidWjiciV1PMC12vSUxMzlLyKcvw8/P7PhytX6qwxgRQN7siT7BUZKAQ2Y5HP4jZz6wVl9zvf1X2NmjqoIJjb60pGHEKIVSOWoYCd99zW70TLnBBBHjVn6hWPoeNY4SiHe8kBTocSa+fyBd70j7DXXbESOEckVbRNTzmdnf0pqRx3zF+/rPqIPh4OCfqhVXl8Q/1oFNOXB96mnninvT8+7tmnf/pBjHG6o0s80sn/J3GHWkMvCUtkyuoFclVw8zu8uRXkf02BPCRONq7iuHCz1z7znqP1I1mqz6r1HDB1RYdofrWhZ/Z2RBywsYR5Kf8F9do+dALAti5iTtdRbNUzIOFRJRGdKvfynum/sjcZ4IIUph5qkl+SQv1szJQn97LeJLHyTscO9If/yAfv8giM2CLiVnxenUj0TrxNr78Cg5IfsNXHpi6UT/kBLMnvj6htivliRoK5UkL+hSnkk0v/cEAimO6GlAFyWq3JD2W8yHe3TbkcqCsN/KQr3dkFSSAL1MOpTid78gns6YQ0M6HlHKiOhz6KGbRK90bohlIYFucY0UmM2oLpHyctEujcSrLerUoKYTymiSM4T9lvD2ldA/1srQgQiK0369JEQbQrGGywU1Gelz0pqkIqzWJGtJpzPqeJTGeq1Q1gr1u2RcKWOJ2sLrHXGzQV3vBHU4nBaKKiOeG6E89utlZ+4X8btQV2pc6mSUEvcbiFMugXp8InlPqnNUcKhzI/kybpRcI6VEizeMqCmIe8potC2J/UAwkaAV+VyjrCWaif6P/4FhK8PVrvpvyGYRkCtrCETSqz1zUfFr3vIrdUGPPU9tyXEbKbsnmgTb9Yrh7oaPY8dVf6Ctd3zA0oeZ7Wh47+4o+plVDGTzxPP6jjOGJhr0vKJEc9yUXJU9tZ5pZ9GZ7S/vyE6JOBvOW6jHA04VrNuIoZdr049SL6EXNGd3vcQLLCncKhO3kzOkUy+bMqXEEdUEuFrL4DT0cH0tQ9CmJk1OrsW7T6TrK1Lu8LuNUKjbFTStaBV3W+KqIk5e6E0/STCYXoqeR9kE0U6keYLCoLzC514oWqXQAUYVKIN045kix4zgj0d8WaCmltJPpCwXOssa0jwx5FYE1NZiZ48LCdISWdG1kvt1PqNTQ3JLBEeZUOsvOT8/t8P8zd/8zd/8qX+Jn/roe9Fh/KSHWqoNUpJdKwnWKw7n/8Sj/610yrQnBj+xCmt8VITcSB6NElpA1ZVAyVdbikUXlD0dqYZA4UEV+SLsi9APqOMZ7ZO4xmJENQ1qjvgE950mkTO1O/JuYB00WXR8yK84mzUax8k2xFTzZsiwKXLOHY2obfm/bm9w5g3FOadDMURHrSYMM3nR8krfwbzHqoA1npvDTNKRmHZMsWI1GoLbkOsGT89RJW76B9Ko2I531Mpjdjeo40VQmfXqM/ysrIGoRUdwsxebd/TQTSKsHSRIUs9BXsx6CTGrK1RZCMLhLKAlIG8al1gZI3qPXATG7LefF1N1/yQBioVY/wlLR9BuLcjF7GWRbweUM7Ibnj3mIm3SevSENwu9+dLAnjsZgqYglID3YiuePbFQn8MbWWUol8vAslmRXt+SjBWdzKX9jBrqp4P8LlUpNvNxloZ2u9A/TobBtF+TNmuSUcT9BmUUqpVkauYgQmM1wbpAGfM5QVvNnni7J765k+FkVUurvBb3j8ocbNao7UYiBaJeOpE6QboW8WmqKijF8aPG6XPGi4rSE4bTouFYF8v5dkIBBqkE0U9H9Pt7cY3FIGhCVQpyuqqWa7lUjNSCPnA8otpJzteSAqysaHtUVD8WzQ5e7gMlVAnGiJA8qs/PcdRa7qHrO/T+GuvWmHZA+cTQPWB8wKgcTWQcnyhWb9Fdh7aWwedM9TV2vWPlFG5dEePEeTKYlabdGaZdzljeMK0aKqdheGJqRy5aE1LFrvrXnDbX7LuG666jK7c8bL5mtIZGK2JqGOzMvemZnWeTYMpXXD+dyN89EE+B8nRh01/YJEe22XK132LbnuQVdBc5d85KDlKIkEQEL04vIwONW3Q8GtHytONinffyM00n5+zSQdeju15E5aMX2j9z8udVsaA4k9jjk1pSv5fkZa3keYwRVJANQ5YJgqeVuM2KEp8Z6TA7dcRTQ2xbdLRYZ9BFhu567NDh6pq8KtBFRlqvBQmOgZBlhLrEao0eR4IxmNyJZmycJI7C5aiuJaGZi0RcZTi3wm1uZSPy5fjJD6UUVZX9F//cF+TnpzyKnPT6Thb03Qp96ZmGR7K8YsxnmDWxv4fVt4RcE4oSY5fFxwv9oIIX4WoNm6AxRQV5WiLikRTnGGVR8p40TCQDepqJ25UgQy18W694N0fUeeIxv2NIDXd9Yq9zfJETUsCGLUXMOVYDvzj0qDlRsuL7Xc0lX7GLGXe+IORnWm+x3pOTcWW/5nZTsbYD7WxRMSeZC25KRBPZTpYthqG0jEahZ83tHLBZQTXt0TEydBfy79+jei/fwxhBRVCClOQaMCJGDjOMQSD4WQaZ5AM4BAW7vpaXdDsAUYag4EmplUUzsdiyk1RPNAMq61EfHqWE83wRPdB6LVqDaRRK7PWd1Iq8/yQLf1QisjUawkyqCqbVV6gsl1qLulg0C0tuiMvEct20ovW63stwG0ZpVM9rqGrS2IjdvazFGt92kgZub+H5CNZino8i0NUa/fBErEpilksNgktCEQIUVmiIrkfHSPRBtC+cYMjF2mtm6ZXarEhNJ8Lrdf25yBS9xPkbLWF9ndBJyRhZxJpuEYUrQTvLEtULlZV8kHbt4EXMPYvYPL26Jn18kEyacg0O8EC+2JHbFoJD/faIefeJVDgoC8wU8G/vZJFul3TiYrEuz17iJZqe4rc/YM6dAAfXGxmqygIVNUovEpaEuLpUgkuLyrQMp90ooYrrEi4dSmnSqyt4+0qiF86fFsu7QZ/EdZicJms1sRnhSpG0oR5GzO0NsT9w6J5pq5LVWFKXKwbXcTCBlc14cg6FiPeNdgyv/ieey490QXG1eU2a99wFxaDf8NA4miGhx5k85QQz8X7VU4TAJR1w7cDH8pbqaUKfJnL1iq16IEejjntSXBP3JcbHRegsBasv11dNQfQ2WQb3z4LQeATx84v7bWYZ5pfo9raR56TMZcPX9kv/4DIAZ04G5pfPnIFxQD1f4Nyinp5JRpH+7Fv46k42c4ezvEMnQXpgGZD6QfR7scGNmtiP+CCDfKkVSg+gCpJvce8+AB51bAl316SbDapek5IES6ZZ8rRErKZJVSb/bozcG0UpIZCrHdncY9ZvoCzRq92XhOef4fFl+PmpD60l5G72pMyQmQ1DvCfzjsH1vO5uyf/wHmeh+eo14fYKlMYkL46dzRr18ChIhDZEu7RnOy3dM8eLxOA3kVjLS021PWFVy4OcEiHPuVGarJ04DGBXtzSxJuqRO6+pehhSwcZZ7jA0VyfeZTeo2RCqnK5vsKln8pZVpriJO8qpZZs0cRUo5g2bqHC2p/R7ut6xzRy7Psf1gcE2PH+94RdZx8UU+GOgSJbtdEfGBq8hfzqjB485tgJJVwXTX/1aKi5OA0xBdCghofIcZQIqZvA8kTTi8nIIdaYRZ08/i45FXcR6nuew2SwlpJkABpOXFumrLerhSeojwpKU6xzc7AT1MUIb0fYydMW0hKRJ/5fKDMk5ws2eaBXm6Rn9w0DYb4lf3UJaRKDDKO3y3UDiANu13CPLABVzK5ZcZ0Q34b0s8FUJdzdCv12ahfLKxVU2jERtScZgozhlYmZJ6xL7/TNcetFSLNUbschQ+xJ16ZdqAOkFU+8+gXVi+X19y3D/CX1s0ClJnkuRycK4r5fgOGlxx3v5O5ITpLOWItTkR1Qhu301zxDk51XwcGyElougdiWkRZCtjGSyBMmK0aczaZZYAU4taR4Fods4ZDAWcwApokKCyePe36O7gWSAAPnxzPD1WtAjjbSVv+TFVCVpnGS3XyzxAvMsA6qSHKmklWRHHS+YbpDsJiWAhdMFo+9J3QB9orAV6nTG9z3nduIUW/pgabKSowPbR36V3/F6vSL6lo9mIjM5an4mO3kqM/BDKGmrX/J6t+HiEw9PHX/12FH7gN/URFfSrx+Y4gce48jFrtBz4s+7RzZxIru0KPZkqmHbFFg8o5ux+UheBfxxICqLflULcnYCZi0I3NTA1RZWpaAy/SjD6GEQGqwu5R44XWSA7wbR0aUEOsIlk0HfS3Amw7wk1UcgCUo5DNBPgthGiQjQ/Uz6w/dEjfz/l8GekMswdTzDNMhzMY6oLqCrCqU0Ex7bDdiyJg49elOhhwmDQh078B797hPzX/8l9MtgpzV6nkFrgjECPnmPChrCACmRbveo85IK7mv0UkXEevVl+PkZHl9or5/60FqErU/S3m73d1zie3oOvG6+4dVxhSahIuSnlunbV7g5YKriM9RLP0nDu3HS6ZREECuiQk8qa1TTSYLw9VaQgbaHsiTNEfN8oj1qhl5jvGJdWJGfMHJeX3g7G3J1Yc+KxiiV9QAAIABJREFU9dIrtcmvuaoqHlczV6bgK6+5swWx1ORM3PmAvVHkmyOVLTm0DqaK7Oyo5oCeIufrHadtxvsbxdX1Bm87ou2peYvx1/TpCuMUq5XjJu5xnw4S2JZATaMEqpWVvEStQaWIUlZ2nyGJZXaS7A4To/T2xCX0bymJ1b0INtV2LQtcnAVdKjOU0ZhpFCfXWV6SdMuCPXuB9tcl6e1rgfKHQcSwwaMOz6hOEo5NWtrUtyvM4Yz940fy7z9ijmfchwfJLdlv4dKgkhfKk7gMcksKtZWEZ/PpCdtN6Oez9JCtalImaEvSRhaPcYLDBb3Up8iAW2EuDZwbufbjhB4n9KUVZMtLXg/TLNkrMaKdJt3shTJLEVWVpFdXqEvL+Z/+nsv5QJcG/jHvudq9QmdWfu6He/T9I/rcEl0mrfbWyg4/BPQ4kl7fgDKYS0ParNAvYXJViVJaslmu9kIzVbLQqnFcqhYWtM9a1KVFv1ArAD4Q8xx60Ue9UF7q0olgth+w338UBGN55iWDMGCGAYUId1NdLAL0N9KfN4qbUPlZequKDN0MS+FsId/7eF7QPIM5nYhFjsahfcJqhynW2EmTxpHfTe84Ni0fxiceOnhz3pKNFdM0k6o129uaU/Joq9iGgWoYcLLmMs4KVivapBjnmXHouVp5yuSJ/kwVH4nlPY2V8s7O3fOLsWNH4JhFbi89b/oLOt8Kijga0SpVOcFq8kuDOT5hDmc5l4WTSa4oBEF2S+L44QjzgvaEWc5nnkHXoY9HGWhikHNaLmnQ1gllZmXjxeNZhOdBC93qJRBSRckg0/2MeskuU7IJSC/3kls0cmO/VAYFIAnaFCNkGXoOmPOAmZMgsOsVOs/QCcy7j6gsk+iEZkA5LRuQcyPoZ0qYcUb7gB1G7DjL35sv7kOtYam14c0tXO9gu/mS+fMnPv6/0l5fhp+f+lBKdktKk6ocvdmz++q/5fpX/wu7v3tA9zOIXFTEtV+/Qq1XqFUtg884kYpMBp3DidS0EL0EemWONCfZDYVZHBJ1jUDEmlgUpCzHPDac3BaV5XirSHHgh6sZGw68xrIdK2bjUNmEUSV2lfHdDexiz7YbKKqSb35xQ/4LhzctjzwxFRN+M5FcRsGem+tbNumagz2hGRg1+CmHPHJ7U9PrnD/oCzHmoPfMe89qU/HqzXe8evVriuMFc39YwseEmkn9SEpe0JmUUEGhrJIXolkcc4VDzR6lNDokdGnlnIWAWnQlL5oo5rBoN7bQdZi2R0UlybAX2dkziftF5U5eln5xS3XDEiY5onxEL+ddqyRaIL/sbL0n+/CACCMUIJUa/i++k/boSydW+KWjSK1KKVbVoKMULBrP59423fWkq638dUUuA19K6EuH6kXonrYV8faO2A+SR6QVOib0NBLnmTAvTe2thBxqEITLOKmmWLJVyGUgDI9PHIYDk9OcCkWcJvQwsUKqQ9SlIa0kH8Ycz0Tn5Bybpdj04RkVgmholJKdvJKFR9XVgsYZ9DjIono8L6GUw49J13kBYZbr90K55Ibw9Vs5p5mThPN5Scs2BnMR16NqGsxC2SkSUSmJSHgpXvWzLNJWo6MMuWlVSqhj0xJXJWS5OMesFdQqSe+T9E1JU3qsC0nhjgmz3mFMDikyTR3fqyO1KllPK+JUMaiCoBP5aabqe/rY8xwnwnPAtD3rpJjOGj2tcH7NNBu8hb2P/EINuGrGdPcMpz8y9/d040DmSjZqxb498e3xzGqY2UyaOiVypYjrLbPOUFdb9HVFciWhazCZwWQZ8wTx4UywDq08ykrZrBomeSYm/xkVJHjR9zSTID7LsElSkvS9W4MrZBgvMhmGL81S7lsInWndQilFoVXnSWITul42LEuHVsw0yXnR9TUtKltQoDmIzij4pXOMJTBRCZKb5+jtGlVmpHWN+f07+d0vLanIJUsqRhl82lZS+GNAV4VsAEIUZDYqcdumKOjmUhzNUjT9peLiT3t8GX7+C44/6fADsgBU+ecodYoCta7QHx8wj8fP/1kCYmYxTYcaJuLdHjDSxXS6fE6LpirQaGmKfrGD9xOmHzCX9jNvnfYbVErMJ89Urqm2GXEeSX4gxp6qeaCYFHbUJGCdJb4uIquipRxb1t//wO35hMoiT1cFaWgweuLRnqCcsENgCoqr+oqrTY5rJuIws6EgMyvGKuHWlkZ1HPUR5S7U+g3MifrywL+MFavRYdaJ4tjILr9phRbxEb+uYL0WUXOIEpxnrVD0IUgXUkK0HIUT3YwP8g+JFEX7lJJ0B9nTWWzLj4clNFGauQmye013OxmQXqL0X4aUheZQMaKnWXQ6m/WS+BxlOLPCg6TtCvvxET5HBCpiUeD/7Ct5mXrJNiEEEWUbjZomSUKOy2KSgsDrIQpatV5BIXSBfj6jzy1UhYQdGk26uYGrK7QRYan79Ih5eGSaIqdyT5syOuUo8Wg0cZXL7xc8+tzK8OhlQacbGMPEe93jkiJoqOeILxy79Q360kj9w7qWwXMciL/8ZtF3gL5c0N2IOl7kvv1MSVqxvockQ0aRoYYZ8+5ermPbSWKyXpJ1cwnPU6tS0IalQT5VheRgbWtQBn1pJKm7LFDDhD6fiLudbBgmT3SW+XqP7kdBvEioOUgrupcuNHVu5JqPMzS93INtLwjQ9fZHhuOlfDTFzz1qSiNo0NJJJQkJPa1vqCfLOTOcnMfYNXiPCRWVivjjkaoFMzdMeGKbsQoVIQtUK0dsPS403E0d6vQ7uv7MZTozhBN1WTH6Fh0aXmeWm1mzSdfs5hkbPkDRMzpPU3tWaoUqc0zpMP1MigOFm4m6xE4duu2J2qAsQvPNHszCUvlFkOyXEM+qkAFooXpZkGiMgaudbCpeUJsXyqzMBPnxUbRfmYXcCtq50E2qH6V7L3PE5CEOUK9kyGkuKKzQm3MQR9m5QQ0edTqh2wFd5iK8d3oxDJRyPWIShCoE0c3NXoaY4AU9rXOUy1DtoscrM9TjUb5jSkILZ06MJP2SxTZNy2b2C+31pzq+CJ5/bodzInCVLH0A5v/qL9A/3GMvIsz0u9USOpcwTwcA4vUGvbSF60yTTEZacmeStZhmQD+dUNMsu/jMYT49yIv4+w/EsmTOtujjhTBnuO4Ra+DbQwth4mgvDBYKY/hFypinA7d/98jucGKoKlRZs/vN77lqe4yP5Cd4nWmOazjeaNbVnlePH5l/8CidUY2Jnc3wuYOyZdiOXG1/QTE1PDcjdymin5+5nhJ1rrDmgv10T9juSH/2Fv17A3EiFQVqtSLlVrJAYkLnTjQxKUnoXlUueoBGwgtjIA2aZGa8loZ7imtUVcmO3ko7t7o0gskoMZOIwDMXBEA7aYI/nKAuiUoLZWTFtZQyQUfS3R3qhx+IwZG2Wxlcdhvi29dMw0j2mz98vvTzn79FfXqUYMGbrQwZFwlu1EbSoKNS0vU1eRm2ikIEpOMMH+/Rw4SqChHj+gi7FVSig1FdjxrOYtD53feopiMaQxstuu1xzjIqR+dzVumCjpW4tyaItTgG9TAK4lLXWL0mHBvaYcD6xFOR+PPbrySZfL9F3z8T5wnVeeJucchNkzjf5kB8dYt5eCYF0Wkla4lXG/SlQx8vMtR4GdilvkXSvVPhJCRwnODTA0yeeLNDo4Q2O1yw/US82ZEeT7hTJyLaBObpQMiyxbaeCLc3+O0ademlnXsY0O0g6Oqqls6vspDco2mE52cRaothTe4lDQyT0MxzWJ5ju6AcSxDePKFNRohRhvR+pMgrroaaTvc8uUTp3vANlqnTmGImN4YwTdj+zGYVOPmKIhpWMVIUOa01vOkupKyl1BPPDl6fepqp4dkGyimwPzn6UlMwUceKarshrjx6eECpnLm0ZHlLta3osppWB7SB9X2BHR7xcXlerjcSEdH0otnRSlKTxxmejvKqmoxovjQSHxGRQXacRYO2W6FeCkHN0nlXZJDthaLaLk7G3UaCXrWWjKYYRDi+roReTJDORwglevhhiYOwgJf+vN0KWGph+gkIYkQwGn06E/dr3A8fyP63f48Cpn/zL/Hffi105aWR65UJ+kdeyICVZXA8gK5l8F76w0Tob2TgMVZo97KUnC/vf0x//nL8bI4vw8+f+vh/7hi0xv+7f4PvJJzNfHpCTR41jIDCHM6Yp+OSYWOl22mKglJkDvvpgD6e0CHKjjQk4ka6jGKZoyaP6XqqrSe6Dc8xEbUnlYbyoSfzkdcpMteyq57aiao7UF4mzAz5OWOiAj+y6QZSXOG6B/ajomwd102G3R+4PbaSC2YtV2vD5GC63fLWBR5z2BDIHgZMF1HTA7v+xI3SVP0zJo6kXmEySXrldgP9LJUKKi6anoTarCR4cL1ekB2h9rjZAQs6o9cE3aAyh401czEQK9CrtSALMZCeDuhhIoVEyqI4vjLJ7KEZ4G4PSx6I8kvibTvK9XIa5QpSJYWx8atXIlyepZMqrWuwFv9X/4L49RvUuSFpI11hMZHGGdVOMsAtLphk3edEaq2QgWu3QvmA7j2p6TBttwiNt6Jr6TpiDJKkmzxxncE0oh+PUmqZWeKEICM6EZRCO000BXQtKUXSagWDJ21KWfhiEqTDKEyCf/Hn/5bfX37gIffcpTuUlfOeditCVZB8ZLIZMWj0/RmzKzBVTgoegpdrpbXoesYZtdjN49UW8+EB9f5B0DKjSHVF9FGE7I9HQSNeXaGCx/zhvbgmiwy9hNxxblARCRK92aEenjGfjmKlDxHVtIQ3t0LHuGzRbxhB0VJAD0vJpdU/tpkb0OOCAiolguZpRH28l++xX0ui9kWQkKSWrrarrRSzpkQyTjrc8oK76pd0c4vZlzh3y9BrEpHKzLhsJoWJTkWYItfpQK4D6eaN6IZOI6ZIVH7AMDJUBrPOKZ9zZj0R+wZlDDv9lnXxmtXlgIojk7OMuz2ZuqbcO7x/Ro2OzeDxeLQ1mE2FV2vioJmrW3m2hhZFD63c4xRKwg1jEMeTFkSQ/RZV5lLhoSDVNaxK1IuZwBm4P8jGZJikMiaTrjy+/Uq6xGIgfXpCHQ5w6lDtIM/uvpZzHwOp7yTfq+9JV1fou9ekKWBOHfrdJ6JRxCwXF6UxMlgNI3qcyP/P/8yL2Mv9h78lblbEN7cS+zBNco+cLiSbLehqIN3dirbHLuW8zsn1PzWiU5u8uDtZiGz1hfb6OR5fhp//Px1VIXkYz0eSku4o/f6BVGYiPByWpuNpRvWNJOsaS1xdY7T+cQFNsotWS6opaiFdVEKNHnO+sNMtdVXQhon0aUL3E7lPKOWpw4zKHV45TNNiZo9KBsOIbS9gV9g8J2uW/JfM4bTDDhPmMKOHAdONYA2FX9HvMsrHi2gqKk3wf2SvDHfZNbvnM24uSN0JpiPKaPTtawke7Fu4uxI3zTQRrUbZjPTmBt68Qn24F2HlOJI6WbDTNErOjluRCPDwDHNBzBXp1St8lcgopcOomyQIUktwn/JRgvc2KxhGUp6hbq4ICXlSpiApvyQZwppe3Fl3dySNWLCt/VxOSr0EBe62xNd3cP+E/qc/Sr5MCGI17zv0qNFaScbPuZV7gESqa2nyToAxorU5X3gpsVb3D4uuJqLPDXFdwv4K83iQNvHHo2ih2hYzRwoTOexekTKHrmuy2OBX1zLk3F2hzr3oN2ZP9IFUZlIemjlybfnlt3/Nb3438veTZ0bz19XMv7s2sNsxBSNJyXEm9AMxZeh9Cf83e2/2a9t2lfv9Wu+jnGNWq9rFKV3BtZHhJigoVyGKhGSBYhQpQkIYCR7gyeAXnvkD4A0hIQskXpARjyAICAXxhIRJoiQihHu5YLDPOT7n7GLttdasR917uw9t7H1wgASjKzjEu0sutNfec81izNFbb+37fl+SIdfXxggSgWcbe1xRNM+s89N3qFdzli1nVlwuS6QZjIflwN9siMs5mqe2KXWTq8tPgMXW9CL+b96FurXYC3eEIkcCRHFoluCfbaHr8E2H5h5Xj1bcloVlj3lvOiombU+cqMRhRMZAnBWI88jtzjoGiOEQut5GolNmnCQecC8CNcU7quycYjZnSDxx4cE3tE+OuGPPwguXsWXUOa4oSdMDoiPdsETygWSVk75vY+BXt5Ena4+PgVfTcy7qQJU4ijcv8VKAztEyQdYVPlXG7gQlpN0KV1RIN5DtG0gjOo9IskDu5aT1aAWHgmaVjavKAlDkrrd7SIwWe+Ic5KWxt165B9ujFZWryt7/zda6o3FEbg8Qeji2SCVw/9I6OxOoUN5/Ztfq9FmTMFnnMuRgNHIIiDrk0EGyw9/cUXz98YtbZ7+aM8wri7rZH9Bg2ilFPxg4q+ButsRX7uHyhDgrLDvw4QPiam5xGt7DejlFW4zoxZl1IkOEyxWIn9xsGFT2bD4xw16uf23r5af2YVmq0HToaC1cST3xbI6fbrqEKVOnKFBnwl3XR2Ip1m1YLtH7F7j3n5o4dgiWp1QUtjE4Ey9q0xsUcLkgpCn59YlRHLk4Uh1QhZiWqPekXYsbLT9plAyviosd/eUr+CxAtyGpO3wUMgfkgcjE0wnm/NBDTV6kuAE0EbJTII5KPJ+Rk0yAwADpAgZvI4aytJsMQlzMkZXlQumqsvbygysTMZeFucGSKZfn6QaXeHNBbfdI63BuTpQW9Rkx1virb4NQWLp6GNG78OL90CSxsZnH4HjeW+diVUFeGDPpcITF3KjAw4AfA/r2ewboy1P7u/1oupxVBTxnxbR2igzA6WC6l6qYrLqDAQP3jeWDYQRish736BrbYjHhcDegiTfB8jAY2HKxsE5KVJCIRsE9fWajT8VcZDFSpJFl2hMYSUOgX5QMvUOHQF73JF1nDqsxoLOM+OZrMJuZE6sPfGUzcmg7zkU5Oc//3uV8XGA9BrQbcOpATEAanBUpulrALGd80MKTO3vsSTDqJhFyXK+Q1Rq335kV2gneZyCjJbIfjqbX6Ee0Koh5ht81E4jPI3IyV9/1zYtxlGKIBxS0zE0oHiPStLhTYzlfkr4gPiPOQldDsFHbMExdHww9EKduatujRW40780OPVvDcmEk8sfX0NvhwzUN8dWH1il8PkI8W+K8p+g6ePcRrJaUixHt1ATGxx76jaWodz2kil8UcDjAPoXLM2R/Yh4dH61TxuoC7wu4EtPJZB71HdxLUA9Jf+KMin51Bk6IfWdRpxdCtr/FRfvukKbIfA65hSvrOLfCMjyHPNakm52NtUIgnJ0RP/YaDB3atZP4vkDLDPf0zmCf4mxs2E+OqRAn+OfMumFtg249cv3UNEDOTcYFb/esPDPg6P4IN705V/3kQutHsq8//YbbZ7Y7Mjy4Z4/ftpYdt1og7z+b/obYV/FyTby8IN67tIJGMIq7c38nD4/Em6A9TqJ7mfhWV+dmeoCXTq9/xetl8fNhWccTfrNDz1Zo39uNt584L21vG1jQ6abMJJbGbsKHE75+10TU42jjiyIjfuQV4sMr/Fffw20PyGZy//Q9cRzYkTDLMkKWUbeehQjOCTq3eTshEJMlrj8CKUECpIKEmuhzpALdj0hfo2VKKEobBQn23NIUNwbi/mSnuBBJus5uNrMA2w16asEpmiS45RypW7g7WtinQLy+Q9dz9P4lrOZTtMHeCokitU7FqoJ7F6BKLArjeBwbxB1tdLIPRG3IeAWRym7ap9beY5ciEtGoMM+JicNNgueY54hP0KtLa4Nvtuh0CtQiR57dGV4/SyxIM5b2XJ5D0+oW8Yl1L55cm8ZgXphw9G6D1OZCIU2RpjH2U1WZyCSdqLptZw6Y84VdJ+OIDKOdPqMarwh5YcWPUaZrZHJbKWieEQsj8ZYoOkupRayI8gnhLKXrB/JjYwVZFJx3xDFMcMHCCuBxRFVI40AVAmMcGWSB6kDy7Bq5OyGJMDx4QDL20E3X6DDYBeHU3itnAu+IWkr9vEQ3BxN/u2iF7M0d0k2J2yHa6Tvav/N3OyQRYl4gRYabxokIpiGJU4yrMo1qMty+ts9LxbACibMiNdomJmFEncf1g3Xa4ggikzi+t410sIOIPicLq9jn37a22c9LCwAde3RwVhCcrYi5wfLcZo+rT+Yi3NUmwG8mKGLicDoVWPsDqpE4K9GmtTR6HcCZIBjAH1u4f4auV+iiQiNIYqwinfRG6jySJmSS00ZFM8GNA/HJHRx2+AixrgmvP5gE+uZ4oyxht7cu1sUZ/t1HRuVeWMfNdx1RbQwkqXXedFXhbjaTRd3b/15vUAKSeiRJpwDTSa9ztrS8MKb3qe2mzlKwSJKqQJMMNysMMTEEXJYQzueoZnZdRcfzkZYiuFlBFKasRIU0Z/vqfb62HXg8X/LqMuMTcWqDV7O/W+z8Q+vvc3O9LHr+1a+Xxc+HZMkY0LYzDkvTmRU7BPviAzhHTBP8c/aECDoEOw0LBl9TIPPo2YrwHR+3dPPVArnZIjd3dlNpOnMJ3dyyTAqaszX4qSMTFNER153QRUkslnhOqEvw7R7FEd0c3z2Dt0cLhby/sPZvmiBpYinPuRU6knliO9jvHCeRqI7QJcTrZ7hTR120tP0JV0Na5pSXr5tNvevQ8zUuRGRfE+YzuB3sZDdOOqjDyQqGrodzNXdXH9B5ji5naBhx/QkXD7guhV1D+PpjosNCDiOQCTGmMMuJ5QxJLL3ZxLbeOjI3WxPiVqVpgPaNbXjRQlUZzU0nw2jjNzGNQPL1xy90PwzRPp9Tg9zscKcG0gx/bGxj7yYdkSSM987MrisKmpp+pB3MjZZ6G6k5JpuuoN6iJWQqGGXoIcmJ89KKydG6AjJECB34GeOsRPLcAI5DtIKtHxENiEsMk3B1DouZdSHHyEfzkX/vPXeDoxhHXksHzg490JPf3hDVgytJbp4xvnIGgxh4sZ46SmJ6CTD3nkvTFw456QeDKZ6dWabWsLP3Mky08jQxIOIwQB+QPppb6VSbvVymjsHxZK9FDNKnZW5U6b63fC7nDFyoViDJc7jhGJE4WscxFWSIRv6dtCHS9uhyjuwPNt5yE/X3FJBH18Z16jobS+c56oPlZBUlrm2JaWJ6ocHyp0TVhLdiTkWCopW5kjQE07js9tb1Uhg/9XH8kxvTvo3mMEvee0JfFtYBW1ToKw/s/z/d2PUT1V4bSqxS/MrE/f6d9xiXCxJ1+O2BOI7WJW4auDlAMbMCvDAXoIrgnDdDgU9gPNp7F7GxWFRErANtsMPmRYfPeUElRxgtC2w5Rxdz0wb1g4mTm9Z4T0VmBduiQkPEv/e+cYWqEr03N8tZmoEK3ae+jfI//DU6IUG61++Za7Y+2efSdcip4d2QcnOxJKyX/PWg5HdH3rjd2mt5aVH/ll4vi58PyVLvzLK8P9omqpbG7UUMgicB105FxP9jiWI3vbaBmNkN/m4Pssff7JBjY5ttP6CJs7l2mjL4hHw6ZWaTMJZ86rhUdqOLnY0a/LMbRAR3kZpAsB/QIIQkQWPERYdezoyCPNm1aSabON7SsDFrtzQNvgVte9yuxa9AZil71yKVUhZL2B7s5nt7Z1KA/dGe9xDRMoW6RnTqXmz2yKG2eAfBEqGzxLoudYcmGVKVlnYvgpQ5MTMtCEkC40AsMtzdFtQhTW8b2XKFbnd2yus6G3c5ixvhbIWOI3K9gQwrUlcLK/CKBLfdw6kx11SeGmPpdo9s91NXTBAdUUnstZWlFaetZSCFIseJIiEQEPzkMpKIiVCTBIrUNEoCWmbExXOHytI21RhNh1HOIEtQbSzWYVaSrec07YDfHdBZTjEFgUoIoAOaZpZwP88Bo4gvH57x389bHt04UgIf9S2+Pdj1Jx6pUqQscO1AvL6FB1co3joW5yvr1r3/1DQwSWJF0dkCub5D9ntLfz+cTA+UprgJIKnOW5fGmzVehBedT+lHtO0gS4luRFwELGpCUw9Nh3iH1LWNj58Lpp6bLEM0t57DCkkHmk0E9sSjixmxS0xn13X2s3GAbobUDxB/jeyPxNNEx04b4vkayVLc0w2qzrQlRWabd9+bDk+jPX5RmHPxcCDOcuscPtvgxoAeJ5FxmuJ2xylfDXtt5Qyta9OpFVPO21ffRV+5Z4Lwm1vr3MxSSB0+XzCqGu+o70lFQFJUAzLoC7YSiYP9HrevocwIr3nivXv4d95DDifoesbLM9P4FJl1YeelsaG6dkJQqDGsimIq3nv0OCKojamvzgxieX2DXN9Zp7aLZspYL9CzM/w77yPOG+W7bhAV4oMLdF6h4ohFzum/+hRyd7QR5sXKCmMcWhXIqUFPLY9lzup4pFRlM1/yTHLeONZ2Lc7Kf5Z7+8v14Vwvi58Py8oNiObazroIIeLrxlwok5Vbxji1e+2ffANZIkYIYiGgQ8BtdnZaXVW2YafZ1IEZreORJMzahhAUH+1x/eRowQvubm+b1jjAfI4uZxaf0TWmHZqVhCS1bB1xxCRj8DlZd7Ib6PPgQRHTwnSDjT9kghKqsXfcANUG+vlAUqhpbtoEdnsDi4Wpy6UycY0MmqZBJzFsagC2PIPl3AqmMaBlCdkBqun0Gm2MSJtBXpq2xol1HM4XuIiNF32CeEH3DRoV2QrxtfuWV9X2L07DqBJXK1yRTxEVGfHqwj6nux3u/Sf23J23tv/5Ch16G904B4MicTC+SYg2ZkkSKyLSBFnM0FM9CTbV3FyLOeprc/eJWIJEWaBZhtud7P1IxF7vakEMETeOlpw+ZXVJlqGJkDedkaiLDO89PkvQoSA6s/CHMoWtdSElYkC6Iudc4OKwm+IcPLTgvOD6jpAK6jqTmCZT4dH31u0pVjaam8JCrUOSWeETxqlbYMVdzFNLQH9wD//oqR0G+gHmE2m7H+1irSpiGqaokTukC4QJNSMqRu5WhT6zLh3YxsxUAyX2PbNRklr3A3BNZ1lyucH5okuRtEezCaAZHdQPIFVzRZEgoYCsI6paFpq0XiPeAAAgAElEQVSqZZ7tjkiw8FWtKtyxQas5chqmdPuZdX2K1J5b3VnBLor0BtLUGPGPnjB+7E1kf7BDQNtDXhhnSWQqygLc7WD5nK5sGVju5sDqT/4vhr6ne/MhvijJ6gaCFXPRCxw7JI6Ic/i7O+sqiiLvPWb8yGuEB+dkf/qXhoN65cq+0xNV3eItjnYwqYqp8BacBrt/xWhFzXJu48Esw9/tYHeyA1+Wov1gr+XYmOPrbmPxJFUBnVhh+Np9/LtPUS/QDmiSI2vMILLZ23dzNUcu1rint/jdjtkyp8GRnU50yzXzefpBAfxyfUuvl8XPh2Vl6WSD9ib22x+hH6eio/vg73lnhc7ftzRY9IEDmt6El49viZn/IHhSnW20bYuL4P10IwiYMFqxG1FQYpbgjlMuWJYRE4PuqYN4ccawb0hGQS+u0CzBbU6QR6ScgessfHKIxEWFHI+QTcGXpxrpFIKShsgYwO+UMkLycIG2A2GEQECGAT/LbcyV5QZESyZoI8BmaxwYEeSd99A8QddreOW+jRrujiZyjYHY9UgMJIejaRbybBKWpnaK7Tu0EETUqL55YnblU2vdjVON7LGN9GxlJ/fVypLWtwc72deN5f+0/eRSUdvYC9M/qROQxESUQ0QLRRYz0/U0DaQJ4WxpovF+tA1typmispOq9nZCFxxxVZlL6nnYaGK/M86rKa8svtiIJc3QMFr3QIS0G+He2orhtkerCgmRUOWTqNdy4JJ8CmQNo70+72wse2qI3hHLlPFsadEVecl4trLu382NOX+8twDVpjNKb5rC0KKSGFH3/Wuk75BR7aS/vLBu393Gvhd5YqDHU2udg9RDjESiMZvqI0HBOY8fJvuxj0iemjB+GMCnSOhQHCLRRiOjjbaIwWY4kcmdZe5GNw7EVkzEHcCpEsrCikExmKj9tmQqYO0x5G6HAxu/3e2tMD6fLNX9CHmKvnppmrDpu2zjL7UCv8hxu8nyDUiIjP2A2x8Il+e4u419PlWJDsHIyc+1Y3VjqIWgpgGMkP8ffwpFTiYp+V++Q/fpTxBWi8lgEQwimiR2YNkd7GXN5tZpGkfcdkf+v/2ZFVg48j/7S9pPfhT1mcEp6wYZIjHPcBoNDfBcMK0Bcd60ePMFEkGePps0XFMEzam2+46YXk0fP7PvUFGY0Lnp0Ffv457cTm4/Ky7dkxvc7oCkKeqdGSkSb9KBtkHU8V3jka9qwVvlgtdK4dtKsYNSnv9nu3W/XP8618vi58OyRIiXa+TpDXK3MaEpduPTqkQbppTy9hv+2VES9j6jkMiSEfqBg8voamXRdBQj083eHkdChHRAF2Yp1qi4uvngacAUIhmngiNBhh7NU3S+Irz+kOQ//A2urvEKoTojvnaPiMPf3KGVA3802NwQJhiggfM0WJ6UG0YTHI+RhOesDCGXOfHQQtMZgHC9hLomqJAOo4m1tUTLAh5eIcNoOU9irXFSS3nGHe01HxuSZzc2ThGsUxCUOHT4U0e8f0bMPDL2xKKyoFgn6Agxzy1E1gmuaa04OZ1wgM5K3KlBvSc+vG8arXbEPT3aRupS04oE22R1EmHKYkbc1KCReG9tm1viYX5pXbZlSVxUuONEphYxQXeMSFHYmC2MBjucz0wHhDNM//OxnKq5asA2WzAukIhxhVJPvH8Fw4iLe3SYYi8QhlfeIG5bYteQSWAshSdf/Z/o6rcokzVXH/sfyI8e6inI1adWiPYD8WxJOL9El2s47kie3cL2YDlNSWpguNUSmeIRNE3Nqbbb2/vkEvCjQeSuNyZmP9TWJVM17Qdio6o8I0xhkrEqcIc9YqkWH3RFg6KLmYXZtlNFxESLjjbmenGISLy9niGY2DoopAI+wdXmZtJJH+U3O8LZGb4QdLgi+hKJG9TvrKBdzm1kFGzMK2OYgjprE8n3Pbo9Epczu+4T/7eCjgNIZ5o2TLNDkphbrRssaHaKDgnrBfHV+6bZ+voj6AJobYJ6EUtWpzDaeGfdZLy9Zne9Z3zjAWiLlAWKMzFymVtxVnZWOLW9fR7Ptva+Tp0kYsRtT8QHJXJ3MJF8aHHiiW2P355Mp5Z51CVmZmg69PbOCqjkAtkdcU9uDCi5M06TZgksrqxIXk6AV1VcZkwzdkfcsbaCvyhNnI7a6LLrcdIR33hg5oNgRe0sRr5TGr7rdKSbnaHLCn3t/vRaXq5v5fWy+PmwrBjtxpYmyNGiG9Q7pKkhLwivPEC9Z7jpcceGlJp2GDn6DHGeLY4jkbO+J8RI4ZXQe6J6HAm4iGY5WloKcjg/wzV3ZjdOkklErWiameAyz8xCn3jICkgcxyzhq4VjPCt5sF5z5XP8uzt4vMetlrjlnFh5ZLeZgHFTa1kcsfTQYULSPsBqhez2Zi2eFTYa8NkEjQsGEYuWpaPiCWcL3BAMdHY4mQg2juZua9opFR0TUnYdcTeSf+Vd3OFIzDITX+4OHF+7RKIj7Xp82yGLOWM3MvaR8fKMkAptdMQekqzCjx0LVZzHAk6DFRejBqJGVJQkRLPyL6eQ0e1gp/umQQLoLDVhbVCoUhgj8ezcrM1DB0VFPF/AuoIuoMcauVhD15qbKKoVj1UOigHdshyn0bRXaWK6ntRPxXGB22/R2z3uMEEMFysgThj/0jQRibfuVoiMkhGCIjPP2M8IDjZf/xO2+6fErKLra/y//x1eufof0bqzZHefoEmPOiWkOSHP4NTDUXHbGqdYUVO3ps9KMysqMgPj6cP7hkZ4dG2ZZOTIboeGiJtQDdL1H7i3vKW1a4xIljF+9DX8W+8gfbD3WQPgp/GWg643x54TGzF1oxkHnstkfTqN0BKIViDpGGz8pHEKZjX9nVWx08hsljP8txfIozWa3MONf4UGc7NJnlmhsD+gYzSw4hhMbwQ2tmbEbw8m4k8T+74V2QTm9AiBmCY4L5DIB+PuJEHPlmjX4XZH4mYLLkOr1fT9NcCfSLCC5tQTs6l4rE8GKGw7/JPH+M2GeLYgvvE68Wxu2IfzNcwXhMUc9+gpiBLOVtadmWzupBZWq2eLKSbiZCJj72E2w2131sWpShg6XADV/gNGkgjuYCwpYrTum/fgpvfo1rp9OGfdy6HH1S3+6a39vTHgHt/YYeJ4QnYnK+yzxAqoIkVubozHVebWCUs8w6c+Dq9e2YHq5cTr5eJl8fPhWarQNIR5abPveWWnsHFABaIG+rogSE7hBrqw5pi06BhJBxO2DmJ25iIEXBiQ6OhFKUMLccAdQPHEqzOkCZAUkAY05Ai9jaVCROclokqsKggz5DYlaOBrr8KTU8ujbM7/GhyfwvNfh4xZukJjBbc74Ggi1aKwkYsXVBRNUnhwCcNAdHbS9xKmTg2m5Rk7SAtj7gwBubu1kdtihktMjK19j9xt0Ys1cmqIMeL6Fj2ZUBYxVL07GiwwKsShJ4rYqX5scFLQpBlDsWD0S2JUtLygFVi6E8dRaceWohLYwNApcx0ph5FElM5DH3soKsbTkaKLZM4jZWqcpixF5+fILCNGtcy1xlhDeG8k6SRDL8ypI0liADUFzmY2prm+NevyaoHm6RQKCvHBlRG8EUIY0Cq30/uosJrBzXYSbLe4MZhebIhoXcP50gqpujZtWFWZEDmpGY8Dod6jY4vmJZ2rOLS3ZB5EAoNLGFrHOI64GCzbMktxZYomwugL3JQMH4uEkZRcArSDsYmCQ5ad2ZQLteT23nQ0MZ06LMNgUjDCZGO2t0TTzDpek4MJceh8BoknZhlSZKaVCUbblczb464WNnpKJl4MUxinMHWSJv3V5Pwindw/z/3kXfuC76KCjTGDJ85maJXCxyzEVbczZDTBvLYDuqxwhz0QrbgPijoL5QRvAvs8n5LpHToOBry8OEP6zkbf85m9VO9ejJpxmDAZrDt0d0SiEC9WkM8n2OPJUAplMmnaAv2nP0n6tXdM3zZRrkVMK0OWEeeZWfSj2u8XZVzOpgBhICj9gwvSZxsYAv2br6F5iXt0jez2xhQrLSiUxNt/PEhtaeviE7TKcH1vgvadhYXF5QJXTCPtujFswzDYZzuMyHP6egy4d5+Cg/HhPQOCHixk1goyG88Rlex/+TO7Z+YmMtfE2EIiQvE//zGIMHzntzP8N/8lL/O4vrXXy+Lnw7IUaBpkuzOdbGv2cZLSdCztiNYdadPi2j2JCgHPNknJtaUIHesgeCJDmuIiBGakMqLS2fc8pkgfIaRIF5EUNC0gJNCnkBh8TkaIkhDOX8V3gvQdsXdcbgbevcxI00h1e2LsIn/dF/zbM0HcCaRFD40VKEMPeWli33FE25547wJdV8hyD0NLmM3wfW/24jwjViXiBclz/NITDjX65qskISCbvTmWxskmXTfGdGl600ssKhtvtB30La5uzcEDECERRzcraFcrwHGa3UddRpA549JRVgW+69gq7LKWJmvJThvuvXfLct9SpEKzKimdZ3AB1hfow/vIoaf3I9475NDgAzYGWOWWZTUrECJx3yCJM1dMZhoFCWLFp5tykdDpJh5Rp2bR1gD1YK6uwqCIYTU3p8p2i2S5QeOONdpMFF4XLURyHAHTbhFNW9GfrUAFl2VTmnVLmKUEBvSUENSjQ6QY9xTLh5y21/hggnGXV/h+wLctMTp0MUdWFfS9dbO6DlmUdi1XJdqNSNdYp+piPdmkR5gtrUsh02juzVeJ2z3c7S0GIRg0UaLhAeK8QOKIO/UTkqBEmsZGxIOxjqQdTATvsA5Bkk5dBWdCfUCHwbRfsxmaGG/GugyCpEpEDQZ4f4GIt87kcmbdsinMMzx4gOiIbA7EqzMT9WepXb+nGne7I6wvrLP5nMje1OBS4rJEDi2CtyIjTl2lNCE+vIRqjs4rghf87RYtZ7jObPIExd1ukc0B8Y44n9mFLamJhuMB1udoOsE2F3PT74wj8dV7dBcr/F991YTG44g6i7vhbkfcX0A1R263FvR6rHGPbwneIcOAOzbgPeMr94llaTbxOHVuzlZ27cZgQaVA7Ab89mhMrBjRyk/EZxspO285hLEsiKUVRXq2emFkIHHmGhvii/eXcYBhxG92xPXCisWqtEORqgE/FaQ1HZPrA/Hemd1HD0eyZxuz/RcZ2f/9V8T7F4RPvPkvcKN/uT4s62Xx8y+9+sFEt21ns/E0QXyPerO/h+UcNw44r/iuxXcnRHvAMY81bsxoxJMq5Ax28xGlzzxlf8DHBFMzZ9ZC7wR5f4t0JztVykgYAmO1QMsUP0SGzjMU9yk2ER+OUGVImZG1LfpsT9XVtERmbUPfzfBf6dFiRP2IK082UuhHGI7owyt0PSeOYqLaMiN+9FVzQxUF49nCNu710ng1txbI6doWWVb4eWki4DDi+tEcNCez+FKkdtM9NsQkQVZz6ybsDzY+ShJ6cbgxMuYznvy776LNR4QloYFFiAxdSp/lhDCiovRuQP2Jps+ZPbshtEc2heMSR7bbM37so8TXL4lXa0Q9nUvI0pQ472BnYx1ZFSYODhGVaFZ7xNxPCpbGJkhbw6FGL89MhHl7ZyOSzlxn6GDaH1ULbCzzKUl8ctfcHaAc4HJpzisvxvMZo2k46saKptJCQgeUPnPgRjyR/OLSuk6HPW6eoHnKeIy4/kTulIvXvgcJkX39LsVixsXVf4d75866K87hjzvCMkFmKWnbEQ4jensA8fgyQfIlMcmQKof5yqJHOkvUNtdfY5q2xdxGUIcaiGiLdf6iGhwzGlk5lpnph/qeOGbQ97jdDgkDIN+QFE/Xmb6oSMGnxKpAJBi6wQucrWF7JK6WiAZzch1qc55NkSHh429AXYOWVgj5lJioMbXuX8B6aV3I7Z1picqS4VMXk8C3tM/pcIKmevG5iB/RBLSfnJkhgreRla6msNAQibWFroY0MdHw/mgjvywxjVRUOPW4TNHT1OmIwYJGn97gdifTDSomhvfOuj5FjhuiuRe9mKlBI7GuYVfbmPlYo32PSxyyORpoMctN3Oxa63B2hltQL8g8M5doWaIEXJiMF60F1UqeoH2LHAZYLdAiJy7mZtAoZ4wXa6Qbkf3RsryGYKeWIkVOzg48+eTadB5pBwvf/foj/BCMZQk2FgW7pscBudtZF29WQGwnp6O3seqzzcvi51t8vSx+/gWX7I+4p8/MkTKOuCfXZitH7EZXltb98WKJ34XAKSKAi6ZNmIeOygEk5lhRR+6EPDTmSEnSF/N16QR1CSO9nYi9I1HLMnIJjIeeTXKP0iWkh4FhSMj6DqlHkjzhzHW80nf82WrGZUzoNfBgSHnCCsSxaJ5SVEK8Ojdn0n6yy88q24yb3hwtSWL6oyK12ILmPXQYEJ8Ri8za814MZvfOI+MPtb2dNJvOboz9YKfBs/UkKnV2Q0eQNEfXmVGTR6GepdRvXuK6A/d2I20qHGZL2rJAqxzdjSTHDp8pZbshTyM+wCxGJIGTd+RdZKGRZD0nTwvavmecitVssUTLSFwF3G6DHLY2Hmg7utTs68X2QHa+mMSiW9vwFRtL3dxaJEkQc3JptNHhqbHCZ/YclGg0bbLMNk5VC328E3PqVKX92bOtnbjPV6blyHPivGLsTqS5WZGHMZCMPUlRIFlhGpukJ7sQqAtGXzBzCbNv/z5UBX8+R/7mHes6XM1NMD12RAnQCR4hKWQSCkdczKzrFSa9iI6mvVmXpktpe7SwwswdG+seMemBIhMSQKHMiE5s1DeOyNAhzuPa3LhV44guljhXQxjMSh8GXjiwuhHmGfHqHFdXxpY5tuYWq6qJipyYi61uIMkAIfrkhdCccYDcOEysVhY6++TaCtO6gfO5kaM3O9wwGqVa1EaeywUssGiS7d5YTaO3EZtPDc8wAQHVOfTehSEhtjsrcrraXlM/oFkBVYb2wbo2YUQOHZo4ZL5El9lkxTctmOsjMYxIf4eIEJYL5OIC/foju06K3EJ8b3cGgBRn+qy7LTIqrCq0yKzQKlN7P5vRDAU4pOmIIdi4vCzRixU6r+Dm1ooZd2NdvIgV7RmmaTyccKcTulqa1qtaQpbiUOJshtzeIceNFWt5ZqPxOBk/rs7QIiP50/+IHwPRCRKn/K7UT6Mssc6oE2I1m/Ltmuk7Y/feeP/in/t2/3J9yNa/WPHz53/+5/zKr/wKf/EXf8Ht7S2LxYJPfvKTfOELX+C7v/u7/95/czwe+YEf+AFubm744he/yGc+85l/5mf9n3GF6TQX1SjC17cvOkCog3mBSGLyzTEQ9oPpZFzERxNfmkuKabZj+gESMcJyf7LZu2Rmre4dMDKQ4yak/1DlhDHgnGO4/zpsN/SHgoGRMSZUoaaMNT5kqAZcpnwqKA9v99z6lMURZqxxiwGdJexlhY81Sd9ZWvKiMlGnd7j3r614UQu01CpHTg3S9MQ0gzRHq5npU5JgFubNHukmPUaMkxgVG2M8n9fHQFxOdN2mNSeY93A4Mi6X+EHJ5wtCvmTWpvjCg9+gh4a2myNRWSQ5s8sKDS1N7wnRs0/BJ0rlPepSEjqGRcl4viAulnS1QuspNUBzIHrQ00jcHZBM0c2Oru9IHt5Db7a0pxMuSfBODZh3tzd7cpZaZtuphXrqmhU5cRitcFVFwmDJ2IPav+kHYxuF+CKXiDQxMGRUeHCO3u1t0xQ3OfxS1Je22ZWZQfECZklfVCR9jo6dcYZcQLrBUs+dsVZ0ME6SSLDn4z0yOsRn5mR6Pn4IA5Kk9nvSxIS8sUbrGjcMqMyQWW7C2SyDokTLHrndwPlq4gM1cLOdSMgjrsPIvl4MyDdGC2fdbK0AGXpzu0UQZ1wcCdY9FYHYR4t3Sdw0IrMi3I2B2I/WIWpb+/6pmD4rz0x/kqY8n59KY0WaqlpHJ01hf0LPViZsjmqf6wQ09LujdXOKHCdYAUhi39EQjI58trJIh/uXU7jsEXnLwllZza3gO0X7fpz21pkKAa3mFkGiipQF1DXuvR76gXC5Nm3ZGPCb2uCXaYITZ92zy3PcJKKXtrP7UGYkccQTxwF1EzcoTc3BOZtBHC0wuR+tqMtS3KknfPxV9HJlcNHdAW42gLN7U1QoEug9ulzYNVobK0ych34gud1CmqEry/2yrqdxt2KRWxRGlqDVDL13YcTpaAgN+sFGpKoGZh0jOp8Rl5UVs2drUBidmK4sTxm+898QPvraP+fd/uX6EK5vuvj5jd/4Df7wD/+QX/u1X/t7f/6TP/mTfP/3fz+f+9zn/l8f59133yWEwA//8A9zdXXF4XDgd3/3d/mxH/sxfvVXf5Xv/d7v/Tv/5otf/CJ1XX+zT/nDuZ4jQkSs4IkR5pWJ/xRrY7e9bY7jSIiKj6ONNzDx5wemBU+slkgcjf+hHopggmMyZAjEIUG0Z3QFkgpJPODaEXRkmF8QxxTSgj6JpMFRxCNCQ5PNyNUhI/QuR1xD0g8swpGUGY1X8qj4Q09YloTlnLS+g6Qn3r9EV3P82++Tvv2ujXP+6i3GN19lfOOhnSTHaHj74x7qCnUOl3g4nJD2BP1kSR0Nikiegkw6GVHbvOYl5CmS5fYeNC2uH4mzBD1fMRRLYu1xZDTeEaNnPp5YVDnQ47WjjSlj0zEcM1aZUqhwXa25yQJn9YnTckZ8/QElMNaCrw3iV4uyCg26LCE3nlLQwjoBPjGqNEKMk8U+cehsZptO0yDjSNBo45X0byWUS4I+XCN9B3WHXqymWAezHzMMqDrroCS1wQ19NjGcbCyKC/ZnSYKLSjpGBon2/sxL/LyycZv3SD4iB5lyuAQ5HRF1aJ7bCOFwhDIn3L/CXW9AhbCucNsd7E8EhLBc4uoe13X4vLCiTKKl2c9NUOtvtoSLpaV7z4zE67Y7OFrYKMNoLJ5Zblo0BbQj5hlycUbcbJGuQ1ojlpMmhlQYA9KHKaPKvleizoT2VWpaslNteqDV3CzYccTtdlNXsp3iPyy6xJUF4d45sZrhn1xbITYG5L1nxFTgfA39YB0MInTWJUTEQnUViKM5s6aQX4kCuTMReJah84WJqddWrMizLXK3xW8O6O5gDsa2t47Gcol7nmk3L9HlzF7jLIcx4q836NLGvul2T7iw5xcjkGfoegVtawLx1+4b7+nGRoY6jnYvWJTWdRRBh9ZokVlm116SoWWOv76dolhMgK+LDNZz62J/9V0jWCtQd7AqDanRjcT7V7gis+5fbl0k9c4iaUSQBch1R+wG01Pdv7IDV9tZAXmxttdXldC0hNXCdFFYBzyuF+i9K4OyZimkKeHVezYq3x8JV2v6/+I70Iv1y1iLlwv4JxQ/v/Vbv8WnP/3pf/DnH/nIR/jN3/zN/8/i57Of/Syf/exnv+HPfvRHf5TPfOYzfOlLX/o7xc9bb73Fr//6r/P5z3+eX/qlX/pmn/aHb3lnLeKmQ3YHK3qWcytomom/87xt3wc0y5GmxoeWDyonW1oVcLZEfULMS0SU4Dv89a2JbsNo4YnRkXOkdQuacsEwv6LMOrI40p6OnFxk8BsYKxLvERK6UJJjDpDQr3FdwymfEf2ctkw4ZQlzt2QVG/oM5KIiFBOZNXUGfHt6g7QtmmVI15O8/S5xNbPMrMQ0Sa7uYVcTC+Oe6HxuJ/ghovcq5G5nSc3zBepmRokWsWLH57i+tdBMnxkh93wJyxUk0PsFoQCJDUOIyG4gZgljlVD99VvMvnZLhWN//4pxvQZmJGVBOQ6cipHDeUkxnyOpJ+0j6qEfBkISYPQsIrjDCS5mtkk42zTk2DCO3sSyWcbQdPSJI1/NSfK5RRNc31n0SDLlUOEnS/cE0Tu0EzzPwTyDZ+0EwpyZ+8dbTIEUBXLq0MMJUHTqzqgqMp8heU5WzazrpxHnMmPvTCnZNO2LE7m7vrHraujhbjtdbx7ur9ExEpxD6sayplB0CMSyJG0b4nLJ4B0uDriuI8ZgLKbUmXjfTyOSWQGHGnm2sa5diLA/mTtwubDTfzkz8GSemX1ao4mLp5GtMWO8dXim7C/GaQSiauGpswJWC8LVJf7t98zpJoIods0NowlG+smK/jxrLEL/ZM81CRJKzouE8n4OhyPJbm8uxH6wUYpPoJhs22Mw0a0T4xiJWBDqqZm6YNg4LUZ0PTPGT4z2fO621llaLa043u6QpiVUpXUEq5mNfmZT9tbEAZK2saK176eRcLDvgHfoaobOcnu/vDPH5bGZXHGJuesSO2BpmNyB3WARGbOZfU6v3vsg8qPv0KObKOUj8fIMOTSWWxYCzpkDS0XRXtF1AYsMimQS5IsVTWlqkSP9aIGwVWXX2xCIr1xZp+puD85N78WesJjZZ5fnxI+9jna9Wf4XM+IbD9FZYRrDyarvd0cTop8voSgtWiY30vnL9XJ908XPO++8ww/90A/9gz//xCc+we/93u/9k55MWZacn5+z3+//zs9+/ud/nu/7vu/je77ne/5Jj/2hWyIW8jeRWv1Xv24nruXcxkF1a2Rh76GuKcZAHJjiDr4RVSF1DemBePXQLLL3CvzXHiMyI+YOtGa8uIJGSbY3OKkhn+GzgXT9EOlHhuOOvhSy2RmnoyO9rSkkI1VPzEviekZyzAl5wXCeMLtrmWlLWx3JqjU6Opb5lmSwEyHbo7XVi9wEq+ogYknY4tARO+32Pe5oEEKd5Yb6F7H8rurKhKaJRy/PrOtRpMjt4cVNUJcz3N3Rcoe82OjMiTmMytR0FO2ITws0KehDQnGREf0dydvvkP3NLSqOII7i0VM2V0taicS2ZVFUJFUgSiBLcwqfIlXJfhTSg9GnQ+jQ5khII72c0PGIj44kCySLOWNUfJWyOx64bjtiklI9uebN2ZI0EYMAntkIQTZb9G5jJ/tekVsbi8oY7M+rinjv3DZSJ9YNSzxu6PFvP7Jr4nQkJJkB61LLpOJmA8sO0gRf9wbCC1M+mDhjqTy6Rg4npBuIeQIuMSr383DM2MHRNu8YhaRuCRlTCKrpT8J6adA6VbRp0b+R8HkAACAASURBVCqzkEqZHFeCFXZ5OoXcRhNxH4+24QpTp6O1bkfm0XRm8MlZgZxq4nJpQvEQ0atzXN0Ywfo5nfk5aVmsayVpMmXZJYSPvGpdnUe35sRKPPQyJbtP36ghWKSFOE7bgcrfMPiUYx3weUI+K4xW3dlGLacT4WqNBG9hqoKN1hKLH2GY6MllhbYtcjq9sOz7RzcwL4nrpf3Z7QZ1MvGRpkBR7/F1ZwLu1MOY4k4nQpFZodIOUwc1fBAHE6Kxne5fTVE5wcZd986tKDzVlrPlHTAR4cNoXSXE0ASXZ7CY42IkNANSVuY65czG1NNIUD/xBmwP+MocdxwPUxct2HjWK/HqEukVaTvieonKFGa6XsJmB2CHNNUJKTCR1wfLFaQsDOb45Ab39I74sdeJZUGSpmZzTy1LLzqL+bBCszCa07ON/a7lHBkHwv5E+O7veGlzf7m++eJnHEf6vv8Hf973Pd3zhOp/xDoej/R9z3a75bd/+7f5yle+whe+8IVv+Dt/9Ed/xJ/8yZ/w+7//+zx+/Pibfcof3iVim16aEC/OkbZF3rm101FZGj+jrnFtjZ/C3SfM2t/6b4guITpPPKvQq8rykPY9Wk7OkDGY/mPp0X0gaXsyDvBsR5hBOLvkWZJwkpY4h6tNoHFLuqSiwlMtFFeAdoFuWbJsNlRx4DTz5ON/5ND+n2wuL/i22ScQl1q7fhyQEOlmCfXr9yk2e9IhMuiCsVyAXpAmHb4fiMEEojqKaaEE2J+Irz0kOmeOnX40CGLTTERe7O9ujmZvfnAJ+wMyjsZ3iVjh0LTIomQgIQYPMdC/ckncdZT1jX0BnJ1G0wCruwPJWhlcxkIySjx1VjAX20TTRUXZCHGR4e8C1WmLak3MGtzjDqkb+lVCUqxh7skkgyDcPLtjIcLs0NB0PXXdcT7pGjTx6MUZ8mxH3jeQ5hNwceqSJM6E0Atnbhnv7bNve7QfSJ88I+a5iVMXc7wqYVFZZ2WWG1/muoHG9DixuG/jHaZxzLMN8uQZmhbodoPrLEpEWxs3mSg3wt0B6Uf8ZG+PieD7cdqsIYjDHXakbY/zCs3Jiqflwjqb3WD6DZ0+Z0z7It7D9pl9ZkVhp38vNmaKENelXcNFYa63OrHUc8SKp6Amij42LyzpJJkJvs9W6BiNKL5eoq+9Aus1fPVdqAb8exMSwHvrpjhMR6YwJCmlDmxWr1Dtb4j7Gl2nRj1Pkul3R+TRnTGWFkvrlBQFsUjMOt50UM2IRYH7ylsWjlpkViTFCM7h9gei9yYQrxsT/0eLJYlliWsskDeI0cZfOBuHYHiIRF5QoInRRlqbvbG2PvlRu49cnlve1dMb3HtP0a6BJCX2A/HyjJinuLsdZN7E3k2PDLfowkTPQkSyAvKAVhFmazNqtK29Jj+50voRDdFo1ql9T912b+aNRWVQzfkVOmnW8G4a7xmOQ5xDbzbELCHmEzNou8eFSDxfQ3fC//XbJgjfn6xrVrcT8kKs4JrCbLXI7ft/OOJuN7h+wL/zhLEfGP7dv31ZAH2Lr2+6+PnIRz7Cl7/8ZX7iJ37i7/35H//xH/PGG2/8ox/vZ3/2Z/mDP/gDANI05XOf+xyf//znX/x8GAZ+7ud+jh//8R/njTfe+P9X8QMfUGOXpQlRn+Z2Ou4MjEc7IKO86PgIYtZVsA7JYj7xX1JotrAPyN1mCpNc2s2sHUiaHTp4JIz4CnOODB7fv8fx9fuMG2BjnJebWLAo56xWBV3vaeqRzI1c3z/SlGvmj0aGKuWYvkXIa8qk4jp9xKOx5fXs08QqhaSkT2B7/ZTr8Uj/7WsuryOvdil+6dHN+/R5iZwHiqEhmVwqzKdk+MQhMRI/+THbtG/vpjEXBn0bjStC19n4cF5NLf8RvX9psMMsNVDcOJC0d4BDXGQ7jMzTjP4jrxDfv8GPIx7AOdIiZ7Za0ZxVpsnperIm4OYLkodvkhcVcrghdDWujOAHkrefEB9vSU+d5agVK9zmgI+AJCieVX2iUGEsDCeghcd1tlHIocbfbCcHVAZpSvL0GbpaoS6z9Pco0LXw7mPrGipI3+Hfu7Fxw6lGw0hczE0E7b0VjfPKRkHHI5qbKNndHYmLwqzQMSJP79BuhNPeMpWwjYPe0AkagyEUUo+ulri2nYTBgwVVzlJkWZDS4dvGxND9MMl1bDwZL9bookIONe762aT9KGwsV9toT4bRNkOC0ZoL4FRbcVBVcLacHFDTqCoMBjOcGyF8zAuS2zsDeZ4v0dceTh2wdCIrR7rmbWT7PmWruE6nay0x0nJUw0E0gwE1teCQzBkkY1tecJ48Qw2ETuyCdYyqmW3Yk8hZs8zGjWlqIuHCRLjudLQuTJIADprGmEPOSNSuG+B8jc5mjK/fJ/mbd2B3MF6WihUgeWG6qHmBruaYOy4DlHi5Jja96aH6QCwnftGzLXpvhf+rryHbA67tkFNtQvAysxyuxcI6bdPoVW539r1KC2JhYzn2RxutOQeLyjLYut6KO6fEEHAPLhlnJf50QrLcPnsvuN3BtDhewFe4U2uFXpKY7X1/QG63di+MCkWGGxV9eM/EzHVndPPSEBKmv4pTxpe398dPENMkIT40fZQc62nc5/GdxYuQePzXHxM+8Ya5Ul+ub9n1TRc/P/iDP8gv/MIv8Iu/+Iv89E//NFmWAVak/PIv/zJf/vKX+Zmf+Zl/9ON94Qtf4Ed+5Ed48uQJv/M7v0Pf9wzD8OJxv/SlL7Hb7fipn/qpb/ap/utYztkcWhViR5z9J/beLOS29az3/L3N6MdsvnattdtkezQm55w0ZUqxKRRELyPiRhFEVEjEC0VzI0IQb41ikwuNBCTghYIiCLkwV0Zj9qmCqlimPMdKt/fO3muv7mtmN/ox3veti2eslePJibqtqImuBwKB+X3fGnPOscd4xvP8/79/jnlwjXqwEfeEUTICF/wY2gfZ+58eobYH0RsMnTBTHoo6G0lv51JcFBwvmJ45gjIn/i+flBXD5AAZzQ+NIj6s2eceswPXR2jvIenIgsYnE+PNns8VhtUrEdgcnSvc1LGYFvilJwqW6+kSzQMiCsYoplMj+2nLaB0hS9nUnuy05CzO2DT3qSPHdHRNlI882ZSkG9BJAsqBn2Mbhgk1DbJC29fgJiYTiVYoTSGNsIN7pKPwWSyTjrpFrRaQJ5j9Vrg0yjCtUzI1kGiHXq/YvfXrWHxaVo7djXNcEmMjyyKK6O+/iCpiFijMZYcuT9DZQL7ZMfY96tBh6pqoGWiNFv3H4AR2uB3QNkInMaabWAdFO46YfmC0hsUo+VY6KPwoUzKMQs2CZAkpFXyBGp00GW0rCeeFRHhQ9zIxm6NC9EbiQnws64CH7BeFl/+vg0w5/AC1E8fONBIig27Ebq20Fl1VkfAoGbzMRIDuHUEHdNvibYTXCv/EArcssW3AXB8kqX23g6CFW3WoUVUtluhdDc1BVlJns6XbTRAb9KKU4NLJiWtqcLL6ePggoIIE5B4adFXNDCCLO1mIQQAFt05xWUIIahbGB0I/oO4+QAF1/V9p9n9F7EqYSpLTd2ATuSESnICllxkqGQnPPEEcrdi+cqBotpxkHXaZELTBT4PohZxGBdG9PCJFO41LI5QPss4ioK8PQiJWSojDfS/Ygn5Cp5lMalyCiyNU8KjJ45VGpxHqMMzuNitTuGgOIK1qIVucHOHOz1BWo0wlIufjQhoZraVJudqJIPnQyHUBpOkJQXRf4yCOUARB4PBwsiacHqGrhrCtxKG228l5eLyGOBVXnArgEG1NksDxCne9w9y+L041h8AS+0G4O1UPy0y4PG4ClGjNxpkGP02oxhHMiLq2+PMTyY9rejmn10uBpmpN2OweTY+ILO7WDZQGf/NUJlmvDrgnzrGv3BEulpa1uHR+/l/riv+4vkrqdTc/P/ZjP8Zf/MVf8MEPfpDf//3f57nnngPgxRdfZLfb8c53vvPLToX+Z/WmN72JN73pTQC8613v4gd+4Af4hV/4BT7wgQ9weXnJb/3Wb/He976X5XL5eg/1a6YePalnqWgw5j04iRVGihGWhVzMAtONM8LNUxGybg6oxs+ZUeNs43VztlRDyCz+yZU8gV1ucWdnRC+/IroMoxgWX49/TVFHjtoqTmKYVIzfeqYrD+caE41cvGIwNibohLtPPM2yv+J8k1FH11zEii0jo3qK7fImZ10gC4H7zW1qfSC3Ch9SUhMRmpxJKzbaMcYb+t3LGFIWeYGNCuyhEgGmD/jqElXmkCYQYoJ3ktzsPLpICacnctHte3RV4Z84lxvn1Ra1yqBI0E4uqt4bQmaxgDGWYBP8oaFfZMRv/QYMGjuM2GEkeM9U70l8QEVLEc7GLXQ16pXXsC+9RuwmAeM1HbiJbOjppwmCprhqsKPQnTWa0E+srSYrC9TQYSaPDU7S2H2AJJGIh4OH0aGdpLsrAnq7lQytgNicp4nw3FPQtOh6hsIZiVxQcYQ/PZWpSZSg8EK9DgERWWlx2ihZn7FeQdsSEisRCVc7XFGIDmnOuPJlOSerp2J/v7/BTwNoLY4uF6PzI3Szke+q68SppALaDdB5yCJBOTxkOGkjUxAUrpT1TTAGlRg49Gin5huUIthcAn1ryW8zdS3QxlyiPPS+IpS5SMoiA0WBdhP+ZEVoB8zFpWhHtKO/+m9opVGjYvIN5vpz2PV/wpepwPjGEYzBJSlBeZaZY/mOY7hUqG52jlUVqAj39IkwqqpavsNIizGBCVRECF4aqnHEIxEmKo2gaWYKtxHdWtWIdb0bJf39P7xBJipNh1aRWNwZIWjMOEre1a5CtwPuqRuyespzOFrhixLj76FGgTaaOGIyCtWMMilrO1lTofBBGmHlPWpfEyKDGid8aSBPRSdlDH50hHiCEcLgCKscVXew2UlGX91KVpwK0pwoxI5e5JLT5bxMsOfmmeqALxM5B5VkpqkpyIQuOEE4KAOnK4L36M2WsFzgnzwS/ZrW+CxBDwOuadAXGzm/T1ZwvJTVmFKE4zU+sqiLDW6aBPqolTwgHa/wJ+t/pav94/pqqdfd/ERRxO/+7u/y4Q9/mI985CP87d/+LSDrsPe85z386I/+KFEU/ZMOJooivvu7v5vf/u3fpus6PvjBD7JYLPiO7/gObt++DcDlpThRrq6uuH37Nk8++aQ8xXwtl9YC5QJ5kklTODmC7Q6GCa8sapULrXeRw6pEV52AAlegylwcJVUjFw8bQ2YgJOAn9NUGqppQ5PizNaN9jr2N2KU3sPUC+olyiGj2Pd5bMmNpswOmh2KIaNqILtNcZ4qqswyVxWYnlOU7uW8/waa/wNmbtOEZrts9U5ri+4FJVZDlXBI4224J8YJUbQjTwDa+jZvughqo44qlXrFIY5xBNAyTQ7mayFoYPKBhvSLE4tZ4iMHHxoRlgc8zeYJtBlTWPtJjECaMB13EuOAxYyBaZPS56GOKbkJrTRgHQjvI03BiUd0Bl1l0K8GIQQfUZo956VWZsJS5NFk+4LMY043kDrAi2lQY9OBh6FHOoeNIXF2piH1DUcoKZejkxjkh33s/CEU4S9HXW2l2vEdHdobSJVD3xJ95WbglgLu8Yrp5jrt5Ktb17QH6VlYPi1zcUIMVenBkxL4eSa4YxgjLpUxlTRMgtA3KBfzpiTyd9wMcrQjKo166J7+XGFklhQBXW8mcShO5wRS5/F7Tz8JaK7DD652sLtNEODlpAqsc9QCx8wcEtLfIxMZ+mAnQqYST6mmU4M/Jy03cOVmn7CtUN6CrRpxWT5xDN6KvroUOHOalcdCoSWNdIvlVpsPnKf54RUgzQGISGMMMm3QwSWRIWJUiBAbRiGkDq1zWQkYDXh5edpWIx5IIto28h9jiioxou5UJH2r+20pE/D7MYEfQdy9xx8tZuO1mbRT4uSGRyA9Zles5skGPc76VCnByLBoxBVNRCEpgGFF1I41SO8IiEct7khGyiHB8BG0DdU9IM1kPta3opIyS5qQfUH4k+GyeuiZQWGlwqhal5/X9aikrd2tknXa9lYBXa2RdqRRqW8lrsZFG/Ug0YWGYCJkXllWWyISrm2ClBW6YpTL5CgE3OXjmCVw/oqpGvpMyk6ZrrrAoCVmKf+om09u+EXP3ErTGPX1TpqqP6991/ZPOgCiKePe738273/3ur/Tx0HUdIQTquubOnTvcvXuX7/3e7/2Sn/vFX/xFAD71qU+RJMlX/Dj+tSqkiVh7u15AZYsSrMYdLSGTwFFZc1SENEJvduIo6XpxynhkzTGNknejgqSE7xoRYyYJVTLxakiwLqH2Ct3F3BoM52PKtZmoVYPOJzrtGY0jngw6XXCiPJu4J1xccqE3XOnXOHmiJOlKHriYJFQMU8+LI6Rh4kndsS5PGZothfY8szjiJH+KqdljraWpE4KKaE3Pxl2QJ0vWQREHDd4wRgesVagRSQfPU1RRiAhWI9ODyKKU7P8ZFeBQbY/9r58GH3DnZ4TzNc5oLAaNRilIVDQ3T2qOMPDyv/VKmpc8R6kRX12hDiPq7BbRg1pIyEboto+YOCYSa/DMasI5yTfqOhH8guSdeUkkJ3hUkQmPRCWEYwlpDaoirBfypNx00nhlKbod5ulCLPqel16ds8uk6TeDY3qYdt618kS9bwhlkGYrTQkxhLVMWYAv2q5NDG98SqB6k4euhYPEYZDkcHEpNvCqFrq2G2Uqk8Yi/NVa1lhP3xQiNQE1Z8ux2RAqEaNSzfoiO3ObkjkEVhsoC2lq8wz92j2ZjKQpoe1R3kkDuFjIe2kaEfNbLbiIKBKhexyjskRWZ7sK8mmeTAxoq1D1SKJvMYZ7dGxJ/THx4jkRUJcLaeTqGrQmTK3AIXthJomo1xC03JjDopRGxxjhS3kviAGlYFnAcoGqWnHpJRFkCbrq8DpCJ4kMPJybYyoQ0nMayU38UKPdJI1M18mUJXuYw9bKBMU5cX8dlLjtJplYhfWaEM9TMmtQ7VamO5u96OGyGNJImpskwScxJgSZYLoE2kFCdMeB0I9Q5PJAMQzyvQeHqnpCaFDLhVCfjZIVs0acmtbK+VsuUZM0pL4ZJIIkmaNK0kgaaB0EmhiUsK2miVAU8t9SK9cyskwEzL3wfoDZKDKzehJ5+Pmy9bDJiSPc1/89P/e4/t3Vv1r7e319zfHx3xWcVVXFRz/6UW7dusXJyQk/+ZM/+SW2+s985jP85m/+Ju95z3t429ve9k+eMn3VVhyJnfn+lVyQ4xgfggT0WYs/WguTY39AX8+Y+3FEEfCLHBZAN4nNUxt5qssyQt2jqx6/r6idpl8tGXxC9WDkelJs4sANpenWPTZocp3RlTUH1ZNNKSFylN6yebBh4orcbPiC63jiQYtfZFiVc1CBvIPIdZikZxgvGTcPWN58gueKBYkG0gTVw8qlOF+iJk1vd4wqpz07Zxg3nDdAnKHtMcrEAnQbJSuL+w8wWskEJEvnANVYnhIVqP2e6DOfF+eHUtj7F7jzFcZZiV6IZuJ13QJKJhRT/4jiK4/5Eu4Y2bWsVGyLXpwS6itCkWL2e5k8uUluSp1YjFUkXJ0winU6OFFqhVmoHbyHfkTjcXUHRzHKBUEcrEuxIFcizFRK7P9oWbcE74UdUzeyngGZGDwsrUWkamZNyNDP780Rml70PcaK1TpoOSeWCZQ5lKVox9pObnYEsIm8r3EOrbyqIQ7ShM5BkuBlGrEupWGvW4JDksaNRscJ+EqIzcHPIbNzTEXV4E9m9944QZbgb56gL2bSOaDyVKCeeSo32W0t66IyE1dfWcg5oRQhk59VfpLJ13VFQLhPrhtQmSU5+2b0dA8/tEQhR4eVTKysJZwsJT/qUKP2EpOCnoGEkSUsU/lcs1g+o30tzfeyFNihDwTtCYlFXV6it4c5rFY+ThVHqCQiDFZu3uMoei6NTD+6gMpGQp5iLq4JUUzIMlmrwkx/HyTkMyDfa3CQKonrUIpgLGFdoptGCNXayBqy7yHPpaH3XqZX1kqgKMi1xnuxlaN5GH2BNZL23nRy/o5aJmG9rFLVOMmaeTlTxwPCpRo6QU50A6rIMcuCcO9S1nHrUqZ5TQ0qF4PDxbU49fJMgIZ5iu6uxAq/LMQT8vCzfFyP6ytU/6Tm5+7du3zgAx/gE5/4BNfX13zoQx/iW7/1W7m+vuZXfuVX+OEf/mHe+ta3/r1/42d/9mdJkoR3vOMdnJ2dcffuXf74j/+Ye/fu8Wu/9msAvO1tb/uS31ssFo9e+5qOt/j7qshwzz2Nee0e1DW6HQnHpfBUhoGQx+hpEmeHMkDA2wjOT1F1TbAD/mSNPlQiruyFeuoXObNfjHHwXHUXqFCibExjB14rDKmGV1dwimPqenSsqPIr4vs9w5RwsBtMcs1y2GCCpu4Tnk0rNnFENHYEIkJfofQd2qQkmipuXvUk588SLg8M/jW00tzonqaaKhpfkVKQnr2NsDpj3FaMNiG1BSY7RQVLmLwIRqdJbr5GiWvmYSisQ6Y4wctTbghyUzdCitb1iFtYaXwI0lSMs1tnmmNBdACs/L1IcrSINGpwKGIRZWpwiwXqcoOyAbwV3om181RnZu/EEaQFPo7QdSdahyBMHrIEPzqZnOjZxXeo5ilfAVej2J3RclzKyE13GmQK4pw8GQ/TF1EHVqN8QE+Ifme5AGVQYy+f1yqWqdkwovYtgQBtg1qtBSgYgjSQwyQEXaVlUjON8uS8yGc7uCX4CvYHtMuYyYPiWLu4Qt27lLBca9GXwk/S/SDHohwPs8weCpHd9h7e7MCusVeNTMxWC9Q4oetGOE6LUpq+qsEbLeLXNEY14sQLkYiEfSO0bKIY7wJMCp1opuBQOiKcrVFFTFxnhIVCDxM0LT4yqIVME0PdykQuIA3F5bWMGM+OBPJX17Dbi/WgF0eYcmI352g1TwN71OVB9HpxQB9qQjsSbp2gTtYSJHpoZXIUgvzcLPRWXS/rsn2NSkZZRx6tZnFugCKTyczmMH8fCjWM+KNMXHJth9ZKVlfTKEL5xUKo6XVLSCKZpgUvYaZJjG576Dv86RGukNW7MkY+27aD9ULOXTy6b6HWQo7fVlD3sm6KE5nAND2qa1DVQVZhnTClQrpAZensposIBwlpVf0E04S+FJCmX5foYcTFlnAszr6wq9FW426e/ctegx/Xv/l63c3Pq6++yg/90A/R9z1vf/vbeeGFFx69dnx8zN/8zd/wR3/0R/9g8/Oud72LP/mTP+H3fu/32O/3LBYL3v72t/P+97+fb/7mb3797+TfSiklF/Qkwt86R3/uJcgTwrkA/5SC6dYNwuUMBzMG0Kj5acvHs/WzzAhVK1qLoYXVAv/sLVTTsbKOYRrZhorEKGxq0FYxjPBgPeGLiS/4PdvkwLkueTbk3H3mAfERnPzvW0zX09qW0a1ZJz330gectLcZVMFVOKIPGxahJDUL8gT2OrCpOlpX4fuJY3MTHefo8htIYmgZ2Y41xb2JaNOS7ScSa+DGSDibc6ucOLrQWp72QRqVPJ6heaOsWZSSpmeQmy4+yOpBWzCI1sTN4Dnn5OeSBHoHsZrF1eIkYpopup2Qc73z2O1OcpyMleygYZq/gyDC6mUBRuPLElVkeDYC1DNa1gpKi55BaYIS+nIgoNtO9DLTJBOBZSGZWnEkDqFxegTWw1hcmYk1PrIieB1nSKCbV0sP7d1FJtoYxCofCPIeRyeurP2RkH2LXAjZsZX1V55Bp+DQSvM8yJQB59AuiNssngnSVTUHzopzUT/UYDjHlHrG/lWsT9A+wYZCJpNaGEfRqx3D6hqe+I+oMQiwsJF/M2iFS2PsZgdNjZ4m0UXNDCmfJkgyeIYaBkIrwlmyDL9pMcqjnQj7FQpGDy6gjpeEbkCNnegFDzUqnZu/PJcJRNOibCJN6TDA4SATpaOlnBdKzU30BLs93DgnZLFoYIyaz7OZuoxBV5Wcg4sFoZ7dmGUmTW6eSiNvteh4+glSsbizLMQW3g+EUkJpjYGQSGZeqFuUC5Jm33eEeCmSpEMtHKA8ITxzC79vcIsUc7GV5r3pIRcnHV7CYE3jCRMCOExkKhfiGI4t6qXXZD01DeLE00biU6JIJnvTCFEs55qd13TDCK0mUMlUKE1F2+ORYNSLa4ljiSJp3upOpmnnx6Ir2h5QeSbv7XEkxeP6Ctfrbn5+4zd+A601H/nIR0iShG/7tm/7O69/53d+J3/2Z3/2D/6d559/nueff/71/vN8y7d8C5/+9Kdf9+99LVVYL9D3LlGZiHKDVvLEr5TYqbMMv1ygtwd0N8hNvcyEhZPMCdZ7ebqSqYBYTfX1Dl9XuDTnKI2ZkoSdH+hdYJo0w6kmXyY80Q80jYNFjCoHNmoijS2TObD4X494+f+u6YeS/5Rolm854k59l+hywYtTiQ4T+2jJNDjenPU0qmY7eQ7+kqeSmLi6z5UeMefPkBQWN/Qsr3vuJHtWHPOG2w4fB7Tq0K/cYSxLWdMMElxK72T1sJ9kwhK0XHgfXIugNl8wPPsGohdfRKmJ8a1vwT91Q+4Y/TBrDUQIjfNyw/N+boZ4FA+AUqg7FyLYXBcyHNrX0tgYLS6smS+iD3tpgh4yY4ZRLvLWCHl6HB8NnHAebyxqjifwRYo6NMJ0QdYN2nsZ9VsjYY6rlYhNtwe5Oexr+W7LgpBE6HEg2Ayl9JzoPcmKIZmT4MdBoIC9EHwDWvAB/SBi4baXYxfy3qxFAvYHaWoiA6clOCVroOyLN3+ltCQtnJ9h3Ayc64VkTben617BoJjCSIRhiiEKiqAGsDFqQo5/c4FpvqhXCdYQbCKTE+cFlHio5jiEQqYMzokg1jjR7oxi4zbjRDAKRwwqoKYeVR3EDYeHqn1EgUYj58TDqVc/rxtdIBhkujWMwpCJBLYpCmRkJanm9c/ltUwz/Dzhc7M+BoWKgapDjYOwkZJY6MqHFopUJf+GRwAAIABJREFUvisfJNx2kDUbaTJDLAfhVnUDjLJyCmmGf/qmRJG8clfWdkmE7kd0PxKKVDhKk8O8codw7xJ/ssL0A/r6IOHA11vMxZWEi2YJ6sEGv1rhjZa4Ca3naY1HvXIh9G/n5DObJmCc6dgJnMs1ChPDVKF7+R5ClqJiizaWsIoIRYb+7BeE1TVF8iGGeXKkA0wjfrHAP3lDoi1ungiwNDCvWR/X4/rK1etufl544QV+5Ed+hFu3brHZbL7k9SeeeIJ79+59RQ7u322lCeH0iGA02jvU7ftCQEUL98JNhDfchKYR2JoNs0AaIb5WDWx3VEPL4ANJ15PaiY0ZqZYGP7UoazlzC1weeDmvKMqCfDI81Ve0VqNswhubQFMo0mDJu55m6FnGE8/9Z8XOW450RN/cJekq7kYJEwmF6bmhllyEiG2oqMunOB1SDk3HF9orzozlQf8K4+UO2y1I1BHtELhJRNFeMjhHO3mIFMsqRe0rafgUYs9WCnX/UqQ5YyS5ZRsHTZAgzG1FSBYM3/RWAcEdLyWqYb9Dv/waNC0h0iiHUHCPloT1SsIq00hCIr/wKuq1CwKeoIKERl7u0Cpg9rUABeeohqAluysYiRBX13vRMWglbJUwH/vczKCVrCMLAeDpO/fnGAAttOO2kxDPcURNTtZRGsIYUEUhVuJ5ioM26MmJC/D0lDDNQZB+xGcZat+grRbY3Hoh+o6qhn1FOEgzoK+2oivLUsKNE3la11r0JVUnnKB2wMclFDEqLMVZOAxzuKzGK8QWXS7QuwMuBJQ1TL4n7hMRW+uACxMmngh2hZ8GQjRvdJxH1wOqdiiEzqzaXhqN2eGjZqF2UMhUKbLicBonggHtPCEywjhqWnQk9n9flGg/SlNitDQFZS7fSRoBWkTezolguukIhwpVprMGqJH4jSyRSZcS91pglNWO1XC8Ehv21Q4WqVjevRfUgpr5P1rJ+WnGmXQcoS+3+IdZYk64T2py82RTCfmaL4rrVZYI0HNy6EkebMLxStZuaAYT09U99AfiriVqKpyOUEWJ2daoqYKgcM4zhoBxjklr7ORRXYf3CXpdMu1G2nVG1EbYJmAvJtQUCLFhary8D2+wk0XVjpD0qHVKaGUSOp+hECbCyQlBafzZMebeJQQDZm4YneSv0Yld3p+ewNlKpm3WzHozaT45Xv3LXoMf17/5et3NT1VVnJ+ff9nXx3HEOff/66D+3ZfW+Bsn6IsNfn0koX9JJMGnuWgS8B7/DR53fcF4dYnxHTou0YuCsW05qJZ6vKCLPbkKVEq4djdufT3ppuGB21KpA2OseZvRnO81l6Gg6wdu5wvSGE77mn01sh0OfJ3vOIo7fNuR+p76+Jim2tCMNZ9JGmp3zQOz52n/HEX0HKUaOL+RMdiU9PJVLtoL7sUZjWugLLh2G/bNjpvuNo6IqR2YnGU5FIzW0o8V4zAwXr2Md0dEy5uoPIftjjA0qKFHYVA6ZjxZ0ic9KvPEe4dVnrA+g5MMnLBEzMt3BJQ2Tug7G8yhAu8Iuz3ujZL95CNL9Ff/TUTBuxrGXm6UUYQaO6LLvUxBjMJ0I67ICMhDa8hS0Th0rTQSxmDajv9ORT1ncc2rpSwR4fIgugeSZNYayZTIG4NKRVys9ocZdBeLM2ddolpLMBY3jKgiF3ryxfVsV9eYyw0+KLzWohW6d4UqMiFjGyODm6aF+xewLFFWi3twW0uY6HaPGjqxYrcD5sEGf7rCaLkxea8FmjyMEBtUU8E44CMNaQk6RtUpo3GoUeFjj1Fa1nQnJ+hrxzTt6XJPrHNUegTuICuUdoYApgn+eI2680BcbJOsWfy+kYaomxuaQyPi/pMVKo3FRbUs0CFgXCdrkzBzfIaZIv7sk4TX7mH2jbitqlro2V0vE51oZmzVjRxP0klWmkKSzI8K1N0L1GUPVSNi+ikQyCBPwJfSmNy9Qm02KBtLI9vxSPQdtJw3IYkFQKi0aMDqVvK5coEq4sQ1FRYZYRyYygLyDJVl+CLHbWqm3tP2Ma7xREND3w4U04QxE70JZONETEQwikNTcZnk9DbQ5hlHh5EiimmXJwxlRrppcSaBJub48jbGKkxywuh6gh+YbA7jgpB2WN8RDgXTEbK2W5UYZWVL5YKks2sjjVteEc7Xss7yvQSRrpeiW3r2FmG1fHR9C+fH8t+F83C8kobxcT2ur2C97ubn1q1bfPazn/2yr//1X//164q3eFxfppJY1jUCP/nS173Hlzl1H0imEuUCg3bs7r9CPXVcsWeIR7poz73TLSqUrNWEP0QskpL77Fn30DExDQX9oLHDS5zUKehbvBwHlOrRdsvYdDzwmtT0jOMDyhAT0WAZ2Ccjp9zkKOyZOs8VFUti3nq04KRM+fSdF7k/3KGPaoaxw2rH6HrG0BFcS9/XrNQZnYoI2nL/+BZHXc9Y79jElsN0id84VryD1fo/43dXTJt7eD1gVAvtRFN7VHmTkJX0ZiBKzhj1XWyXkxW3sLtadBHHK3jtrqRn40SI23ToB5eELEYfDuiLa3HsqDn3al/jswithLHChIQwAmoUt1dQyGrJiMNMVQ1qtZCAWue/aHe3SrQMcQwo0VQYhcISREYqWiCD3LwfXIkW6FDjjxa44zMRsNcV9AZzqEUU2zQwLglHS5mQOE/YN3I8MxdFaS0amcjINGIcUfVWVhltj69qeTJfLyRVvG0l5mBRyjk4jZi6Ed3GMBK0PM2HMHNg/ASLDM8a89p9mBpQKdHyCfr6C6gQwKzQybGkGHzjfyQsM+LdFts4fFCy1nooip4jInyRYt284kwToT3PAD4ur8ThRcBHkbjqdntCmmDqWphJRyvICrjayTwiVqiqJmz2KGPxN05h6NHb+bOwM6BQa9hshDzc9UJUXuSSwbbbyzRndLJy3e4IWYxSGr3dyToziQhJQjg/xvhRpmNxDJRoFVB5jj87Ebp30+OyVKZItsTns709MvgsRe9qAVm2A2McobxjePqGpMpfemzTM3WeXXGMSWP4wobLuOEUz9KPmItLfF4wHp2yVT0v+sCL2tDZJctp5EGZcBSl1EtPcB03dcwUKZZdS+sdqRtRKmY0S9SJx+sT9NYx2gQbPKGtqRrDuMpItg3R0RGFd4TUzDDNhRCrm1acZnmO30vwcVgvZNL9cOoYR4QTmf48rsf1z1mvu/n5nu/5Hv7gD/6A559/nrMzUeA/hAx+9KMf5U//9E/56Z/+6a/sUf57ri8HcNQaf7xiCiVqtSayMfuLB1wfavJFxlDG/FXVUTrPZa5ItccuLSYfeJFrapWD6rFMhLYirw74MKLRPHV9hzvHCc16zWutZTMsOOlr7Gh41kRcJzVrdYbRAYUnDZYpznnT8kl2euKdp0/zRHnOy7c/yb67YIvm1D7FibvDg9Cxdx11EhGGkYVWqFARmyVharhavsqYxjSmI7YDhoQxUtyd/i+GNmE7/hVJvyGdIG4txdCgc0fcOkJ8zHbt6aKaeDqiPdzHx4EVK3HZDKNMCpybNTiTxGfsDpiXb6OmCX2oCJWS1ZgXR5huvSD9CTKRePgdjCMsckke7wcBvSUJyhj0vQv5GavBicPOr8pZNPrFBO6QpzIJutqhtMFlEtmhukEyooCQ5aIV8Q5/upbp1biTZmZRyIoseMEgXG5gvyOMLWY3zllhlhDFQkN+KKre79FuAi1TD9MP4DaEO/eEtWI07A7ghtki34qYXAZp4hnsJ2kMvBc9DF6s6ruDvPckRdkFafYWVN/J039QeD8nyauS8MTTuFfvYC+vhfLrPGqaZA3UdtgXb0sjkqWyImlaaUpA9E2xFmBfHAmx+v4DWR3NAlm9r/DWysoqScTBXrXo/+fTkCW4kyNpDp3woUIMpHbOujKCRbAGXTd45whNKyytbp4KZjGhm4RK3s7xHEUGcSxNltG447Ucj/ewWOLOVoIXyFOJsbl3gTo0BAKhzPFvfBJlDWYn8TVu8rg8YkqMCIWXJaZ39NOEVtOj9wUdVRThVcMQRWyMx48jXg3w5jeT2JIX61f5/KLgxQEmFYjcEYNOeXPfcqMd6NzI/XNN2begc1y6YsCRjCM61oznz9CqI0y1I/P3mY5OGYYBv/DEUcp0M8cFS1LkqJsLEeOnEpXi3/CUWN4PB3jylFAKONJbjW57fJnLA8rjxudx/QvU625+fuqnfoqPfexj/OAP/iDvfOc7UUrxoQ99iF//9V/nU5/6FG9+85v5iZ/4iX+OY31c/0NpGxGvzmgub3Nnobhnj/EqpgAupj1XJmarRxqTcJIGlN1ypSJu1yMqVGynCOUq3uwi3tzWtFFEry0TnsF47jPwypiRJw29amnGmMt8yXNHx4xtRRbOeTqe+Cv/IgRDoy44jZ/g89v/k5fbI3S356aFk7bF+S05FpUdc6UOmGnCGcvgtkRAcAPXdmCkpPCSazX6iswXqN5zlVfY9rM0UYdKOqJqID6kBOvx1hLGFp23DFxTujPSxuMiS394FbXz4n7pOtRmR1CgQ5AbOczNSC+rrzJHbQ+yUlkUgNiVeXCFiyN0NzyS8ASAthd3zJCg+g5/foba7+d1WIqPjJCYtYblkjCO6K4j2AgVZj5TmuBvngp7x0sUgYq8pKovClSSwH6PH4WrE569hdnswU0ibDcWfe+K4GXdrNoevW3kCHUQl1MqmhKyTNYwu0omLHWH9g6XJKKNaQbCoRGn2aKU1U/XyN+OI9g3MyivQDWNBE8Ok9B3X31NLOCzdiX0LSrMyd3Wys2/HVBRj28TaFrR+EQavy6BJcY9IHQdIc9RXUPQ4gTCBzhU8qA1SSI8VksTMs7k5UMl71/rOS8riFup6yAvJAqkkomWIkhY56EScfmhFp1J16GmXFx2kUX5SdZ8RuMf6k/yDNoKdgeBLepA0EGYR4tchNMPz5NFLmJpvLB7rJUVp/Pyb5YF4esWsN8JaDJK4DgnaM10tEI5R3te4nbX+GHAKUP2zC1MP2Jah1IWFjG+cSR9RzfA1Son9BVNGrhtEpKzY27ePOUytHSxxW4Tgle0NsLFJaHX3I6hDgUumTixDls7mnhDbCeqdETnMWF1Su8SmtESff0NdBUxZIbp5Bo3jqg4Zlpm9HHBMith9T80MXlKeO6pR//Z8ZBWPTmcnl2dj+tx/QuV+aVf+qVfej2/EMcx3/d938d+v+cv//Iv6bqOV199lbZtef7553n/+99Pnuf/8B/6V6y2HR6GqX/NV+MMn73e8oUukEwOs7/HbnTULiJWE6kdKXyAcU8adih9jhsHxr5iGnu805xGCU+1HVZl7ELHnTBg4jPI4XJQnCQRSVKwsRk3jo95om1YbituNhMne09x9iZIEqZmx5ld0gz3qbsDqTkmah8QDY7GKKIkZqcjjmxOMo0YFSgZueE1BzVgs3NIVmJ3DppU1WjlaBOHV1AeIvzuCtp76FBjvSPSlmg0OO9k2mFj0v0OkgVhe0F81ZCPS+kDLjaorpdEaJAn+zQWu/yhQVc1yklAarBGmDWTE3GmlklAGKdHF+8AstLKskfRFGpyBA+ksQSXNq24wpYSqCjZa5KDRPAQxbgnbxLGmfj7UM+FHIeyVlgyWksj5aVpC6sSe6hhbgLCsXBmAgpztZHjSNN5ShVgkaHmqZfWWpoz7+c1mZNjsXZe0zmUEl2Qn9yj96C6XgJFp4lgIwneNFrYOHjUvpIGx2jRP2lFOBaBvkIovqDEnZgm4CVgUjmPHpxoRq62qHa2oA+jOKiUkumWUvilsGDwXpq3gID2jPBpwnKmADdivw5pIknl2UyM3uzkb8VmJhuLM4nIzpZ5L/Tk4OV7cp7gJkKazaHCcxq5saINSiLQon9SwaGnIHb6oZf1IWGOZYgJETIhsgbaQRogO0djhCCi6CyRc9JNBBMxGEVnRqJihcly3KrAlTnaxCT9IAJ3YxmXhi5TDNnE1Ymlih2Zsegioz8+JSQJr22uGa4q4tHR+4kwjhxPI+uoJY0OxDZQLi1lUBznGav4QKQc1nbYswXRssTRw1FE8myKPgv4lSNJFUNdMSnLFEesk4w4jQUd8feVmkGS1swRIY/rcb3+UkqR5/Hr/r1/UqtdliXve9/7eN/73sf19TUhBI6Pj7/2M7a+xsp5+PzVBW48oK+uueo3HPmGhISVsdxwR2RDSqUOJC5n0CN3fMUwRRitOXPgbMyT2RvYnF/g732KkB0TR0tWescby2/kut/Th4gBzSpr+IZVwfGDF4mzJYepwe9f4ehOz7iKuG4PBL9h2TRUU4XOInJyXFLynC54hjWtv8deHYh0TqwCKj4l60/I2rvYUdEaxUtqxxuTm6T5mzH2QLadONqeEcYrdB8zhEFc6UpcUZleocMxIVlTHiYqfQGv3CYZPXkPav0AmDOYQiDkmQhog5JspjTD7A7y5G40BIOKzKOGBudn0rJ5tPIKzDJmrWQlEsfi2ul6fJpi6ga/WojgM46ERn3vUpoC51Bdg49TSEFtDvjVQu5/l9fCZilLxqMJE/wXQYLRLObtB0JkcOsVeruX6UGeCrAuz+Z1zAyRGwZxlXUjqAiqh6JtYSAxi7VxE3SjRHcgayl2PWZwhEij/UN3uHB1dJgJ1ocGtpU0M9bKdKWd6dJeo7XEJ1B3IozG4o1cdlSRCfH3cgtti96NEt9SZhLYOyd2h2UpYZwrCTcOphK79Dy8U0UiAMtRgl/92fEjbhLxvLLLC8LJEbrqoG8hWPldraUxmSaUUSg3EEwkROTJgRrxR8fS3HezKDlOoGsJaY4KE7rtRSDdDYRKYi5CEstnYSOIY1kl1rV8H007a7HmEwknURF5KkyopiNkGdN6ISvaumXEEsUxpquJrvckcQGLgjHSTIeKEQhLS+ZSokkxneS4wbAJDnREaFvGAaLJUKSat/Q9zqfEJmbKC+quIR4ajpsI/BHLaCKPV2itUVOg7TqCqTEqQTcdysb4oHHA4DqmZYRSmkIb0gAk/0aeLh/Xv9l63c3PJz/5Sf78z/+cl156ibquKYqC5557ju/6ru/i7W9/+z/HMT6uL1Oj94zNBamByD3gQWjpcs9Js2fpYfTn1OpAqgI2jUhUwXK4TetXbOMl1tW8cZjw8Y5KHTBWsYv2DLojYkJ3F/xvT/0H3OjxSvPM0SlHuqf2/wc7D31IcX1Lql/hSD3LmY9Qh2u816zGS9647ZiKWxSLZzj3C/TY8vau55PTa2yMJ44NT3YpfdcS60DXXXBX1ywWZ9wsnqRh4KROWFwPjK7BscOrkbJfEZIRn5bo0RJOngFzjO4nzH7LKsQC7ltm6M6hv3BXbvxFBtrg03S2FY+oosTdPBX7upHRexhGcU1Zg+57iWMwFjWNEg766KaFTEL2FVpLCrsrMnEkJbFMKqyB9RIfR9jLS/x6IbDKekKpiUlL1IEaR0ISC5wyspIRVma4qpUbop95RJFQqFXncMdruUF3HXpf4bIYhgEfx2L9dh5MQbAK1Y2EeIB1KcyZfSWaFG2ElRTHhCgRiVnXCOhQa/C9iKoVqCCREqos8XGE2myFEzMMqKYRsfA4iAuMeaq2ryWjLHhUFOGTZBZfx1AkqF2N2h3wixIzObyx6MuNuOKUTHtQRtxUKkjDluf4fG6Qho5g58bWI3lhD66lEbKW0PRowO8PMskqYnQdC1fHgD85gihC378UrdLgUfEIu70IqCeHOoYQa5TKCbGVdZrNYb0WwGE7U8GHQVZiZSausLqDLCUcrWcQp8R2MDgwM905midBRsGDqzmbD/m8FKhVSZKt6Js94xiI8oLkIKyhwcKlDvSrFZXv6UJgFVmWbY9lzYIjduOWqe1BGzIcKihOpjXRoEjHib4M5CFjcDG1LnBEHGU58dhCc01wnubQkcYeP1QoA1kSM2gP2mKrjiE1ZD7BTyNQE8oSHj8HP66v8vpHNz9VVfHe976Xj3/8449Shf/7+p3f+R2+8zu/k1/91V+lLMuv6EE+rv95mVlsfNVcMviGyFgWo0NpQ517bkQRtukxceB66OiGFDctuOVz3tCkFPqawsYk05bdcJed3RF6T21PMb7hanuXIjU8uTxBBU29f8ADFIdM011ewDjQBs1kFxTjgtHVWF9z3ivWek0RJRTZs8TpCmzKWPesa8//4s65pzqKMWfs7tIHTR21OGfJJsOtMYHQo5KU6vo23bLBNhNR2xBGT6SO8NEGbERvIpL8WJgrhwp36wnUFehuA5VCDWpO4jaoRjQ0uutxyxx6i8Kjq1pudP0ATY8OjinLiF69J+JgwDOHLqogYuWHsLuHAuBDhS+S2ZJcoK63hDhGZwlqfyCsFqirPbofCEGSylEihA6RsIJUP0p6vFJzmGRKWBcMLz9gcAfUMGGilNQsBBxnNG5VoosU340zlVqI1d57KDMYHPp6O2eDWYhTWFnU2BOilaxo6kamILFAAR9ayoMxqKGfJ19CHtdRjI+tJNGnKVQV9morweTLQmz61qAXJSrS8r24IFEFjGgtAmCVpuhX7ktUhdaiGyoSCbCc40uCCigfUPsd09mJ6IYmRzg7wZ+foMNt6KMZVqhnMbdD+Wl2sXXoVNLB1YPL+b15VBKLALfM8bfO8SdH2H5A5QUcB9Qrr8rxGi2rmUOF2VUwjvg3PIV/7ikJw1UzSbztRXjejwQnZGqaURrWdoA79yXp3hoBT05Bctwut9IgFolEh1SdTB5jizoI8DCkMbrqSJuRRBmYPHpbofyOMbNMeYZSimOTc3c40EyQ5BknW02M4qks534zkkyWyBpCZCi2nugwkS0sOZYk9PhoIkORLmLiGPoKdDeiLnfkkyLOcnQwONMR24RkaCAvqFXA9iO2GUUT1TSobCmZYI/rcX0V1z+6+fmZn/kZXnjhBb7pm76J559/nje96U2UZUlVVXz605/mD//wD/nYxz7Gz/3cz/GhD33on/OYH9dcExanSuwh4PtTTt0lp77n88lEE50wDoHzRrPqOiDQRp7UnNGbhK/ThlvTLT53c8mL+xfZqp48gmnY4MeWcrjBiRuIooFPTi9y2Y0QLG9Yv5ktOVF6mzGu2LiWz/kTFmrAhYK1yVHqmhOVsyfl/9Wa3GR83cnTZFWDUQmp6VhMFt9d0eqWg7XEAdaD5UZyk51NaJpBIG5qj8oidJPhwj2cCWySGh0ZyjRDl89hrnYyAUgdurvGHd1AeyXiW+UkIyrJ8OPIeFxidhVmCgK5c174OM4R/ITvO7RNsNc7SZlO5iZlHAUg2bRC1z7Uogfx86O6Bt0M+FWM2u4x+xqoRcycp9jNXmIfmHumfsQvc4nHUkHiEIYRtVoQslx4M2mH1zH7m4p0OkZvWkbXYX1PNILaHgAhflMWIua2ESQpoevQ44jqGrG3Vz08uCQUDWElGqhgjNCP8QIPdMIcCuMgrqJxFi9HFlcUhPNTmfJMkmemrzYkm4Poh4CwrxnPjgQ8OU0SAfJQ0xHFKBUkJipJUFEkoOQsk4iPacKvlqiyQPfCtcHksN3jg5cMtThCpbEQrO88AD/N2V6IqLnMJaBVSRSK6gcRLne9wA23B9EPKfCLklAUkiO22Qvo8TiTSdpmKzlY6yXsD5h9h18VEEfoe/cJeUy4eVM4ScrglyVKG/zpkTRFgOr3EkHhPXZT4U0Q59gwylTyUEkaepJCHRPGUZLcy1mzNI6oNKEZHMqD0QlhsyW+flWE67EVplXewWqNjzXnk2LoFbpqiS574jThGa1ITMy4r8mGLceXE6VpMScFRBHD3tF3LdE4EkcFmBEXDajtgeiqQ4eEkEbEdSUBqav5+7l7gX82xmYp4+bAhMP7iSTL0J4v71J9XI/rq6T+Uc3Pxz/+cV544QV+/Md/nJ//+Z//ktff8pa38P3f//388i//Mh/+8If5xCc+wbd/+7d/xQ/2cf3duqoc6z7nSV9S0/PZ5JxNtCEec569n3LUerZZx2fST9EZT8EJN+NvZPQTZWS5R44znigoXID71nLerVEMXOme0yGwOdxjWD+DCgOZiXhQfZ7RDVRxxtIW7KuBjhw7bil0zt5brrIl96bAVf40ewXeKF4ZW771+Iiqe4KqddTjZ6jsjn1quNXHKBKmVPFstCILEZkqcLtLpiRlaBsexJ9jG+2IlWfp4ZDk+GTB6fAS3xAKVsv/j70367Esu+78fns4450jIiPHKlaVSIsSG22rB9lQG/YLP4Y/gb+QAD3q1Q+EAT7aDwIMqAEBNlotURSpIlmZlVOMdzrz3nv1w7qZHFrsLkpiq0jXeqnMyogbN87Z9+y1/+s/PDo1L3uwK9L6ARDxb++IyzlNvGNXvSasthRGWO5qZt1CFUddz2hHboqXxEUiTxkPjw/VjRYAUfLxqPlZxjvixQZ7vztFH1jEWZWCZznudqsjI2uxvRr2iXlPPQZO1odjVE+gYcRkufrL3O807qDOkSHTjbz2JDLIBoK3GingazBWM67ynOL/+55GWBgIl+ek0mvQqs8hDJoe7jxglIsyU1WbtKpyk3mNuz/oxmxOY5iiJm2WpPOT4dxmqcZ8U8SEiD92/CwGbECbo7Ik1qW6T4+jEqCJpElIVanBpl2vv2/bkYpMvYMuLGm5IY0T/kefY0S00WwaRai2B1LhtdGY1RoN0Y5IiqpMm9UgCXtzPJHZ9XUpckXjjMZnUGZK2L7bq11AaRT1GoNynh6skVmtIyjTnIjKGjIrRXGKVAnaBD7YqGqp7ZT3dLaG7U75PWWBLU++QUFgaHGv3uhIcdIgU5mVandQ5FAUyDSCd5ghEHY9WdphM42nCTYjMwaTeVJekE8T57sdx5st09kSFuekKme9u2OsHTYvqfvI47s9jh3FMGCbFlvUGLMgOii6gdwZWK9JYgixI1lDXgpFlpDJYruWSMCESFZscOsZ0o/YylHMF9B1xK6nWJfK9/ltUZN8Vb/V9YVh+J4JAAAgAElEQVTUXn/8x3/Mfr/nT/7kT/6LpOY/+qM/4jvf+Q5t236pE9d/W9RezV0H2x02X1DfTWxaS1V9wKx9wCxGvA804UfUkhNcQmSgnkoeTc9YOMPnK0+bJ1oHx/GGIVpShGgzgl0Q3JrG9txkS/bxnKHtuAuBMVq2MTCQM+8bXBDusoHk4ZhnyKzgsP593mTnlFWJmT/g7dDz3BbYsqALE89zg5+tCWWPy3LyvELKnDlLzopzsszx1t7QFHBo3hCHK0oJxHJG3kLeC/PeY92a6/iK2nuC3CKxIWwy5PETnJtBWdKGa/blLe2ZYIuK6naCoSMfPaZVBdLV7DUmJYpYMNmR4CZm00z9X5KQ6orwja8hD851U57ra7+fe83qUzL6qGMxaxT1SDo+eZe79a4MaBBmpWGVVAW2H7HHo/7MutbRSz0jNAfC/TWkgA2BWSgV5fBqYJh9+gLTnsJTT87S8clDJHeKbjSt8mHO13C+whw75Mkl6fJCs1+Xc+wwqmdPrnJ4MJrIvVqeXHhH3dwzRcuIQU0Yx5/PXApFgZQlrJfqyhsj4nKSsZgpkjKP3TeaK7U/avPoHeniXKXmSaMxpPA6Xu8HZPEzSe8xIdbqOHJKqiJLSfPQskzdkocRsVb5N9Yiixlyvka8xxhDfHSh4zFAFgtYLFSGPau0AXl8eVIiOU2Z914J1u8aj2dPAKNKsSx/H5IreY7JvfoNBVV/GedRWBDc62vcrsEcGuww6TU8tth9ixkCZhqwY8TebHG7A+nQYlLEjiOuG3DbHVk3Yg5H3Ntr/OdXFN1ILVAPUdVm/UB1OJBNA2GZM5+OVDdvyI4N+d0BN/T4rodJ1NeKHmoPdYndVLgQwJeUyyWuH2EasNbhFjPcZo1bzRVJ9RbZLLF5TuY9eYx6ks4yXZtl8d/iEfhVfVW/XrXXX//1X/Ptb3/7v6rmstby7W9/mz//8z//ld/IV/Wr10UReBMC2eevKe+3nEdhsiXXRhjXS9Kup5pm+KwCW9KYLZUveZA/5Lm/54euYRcmVsUl++wVlntCXjCIULkLbExsiyfsQkllHT+eCqap4knuWaQ5PnyfRRY5iiWnJNmM0lpex4SYjBuT2LOi7Dvu+4ZDDLyuMsqlodovmKcNYzryyt3xO6tvsVj/DuutxfuMF1xR7i2bvuRKIqOrWI8ernpuCsHbJcsBqAeG2JHePkdsIK7O8G/+H+T5/408/nekZ/8T3f4WKS6wt9/D3x9o6yX14hLuaiX05jnBQTV6QHDJEUwgZh4uzpRcO4243RFZLYmX54h1BAcm87j9QeXxXY/x6jRsY9IEd+uQItcw1tudhkoCyVqEkwFe10M7Qu6RTh2Tk3fQ9firW1b1jDEEYplTRYMZA7y+wYSEXKyVLJ05zcQS9PWqU4M0jMi00QUzqzQtvcxVqVU7RXWKnLSYqfeQ0TgOSYI8vEAeXCC5J/7Oh5gwQdNjultMF5i+8RHu//3ee27rNK9Im5U2BXWtIx7r1WuoqkhWOTTZ9Y0Slx0QIuPDc8w4YG9vkeUSU5fIcokslrgQMSGdSNIlpKhNZ9tqszFN2sTMKs1GGwKpLHBthzl2pNyTlgtMiNgQ1ZRyVmHvD7jre9zrK/CO6ZMPkW99Q5VyRY7/D9/Hvb1GjGH63U+0UdvtMFHIv/dD0mpOfHSu1xrR93SxQcZBCc3PHmnKunOYbsT++Dn20OoYsekxQ6dk8ZhIM01DJ8uRtsPdH5E8I6+F/vUNZjEHb/FEDUe92Z4aXYOdAlLmFCEQ25ZuaYmiyFr22ee4DJxM2P1eOW3OKQo5brGSSHmFu75B2obEJUiO7zM4Dgyrc9JsRlk4zOMLzO6AeXtHbHeEywLpBWvOcOJwbf/TsN08+2/+LPyqvqpftb5Q8/P27Vs+/vjjL/SCH3/8Md/5znf+UW/qq/oldXK9TadTeFZ4nnV30NzhSoeVhE8tz0xJz4abxYdcT1vu3S0+GylcxrNnf8gLW/D6UHBeb8hNQ3v4nMflJU9WT7nqet42O1Z2RW/OGDcfspAFq8OBIR6Jo+VhFUgpUb18yHl4i8877LmSXe/SHJMVnJWPcaHnB4d7kIh3FcbW3PaGC0oaVqzCEcuH4M9YzL7FqqqBgBtzsqvnZHfCbNjR2YxttsFOUA0gkiPW02UOd3hBHR7g/QzKFrn/MaZekZzBvv0LpHyIb4+Mt98n2Y7RGOzQ4sonsNqA78EI8+khx+o5foBgE5fHS0UChhOikueAIGHC3jaqWhpH7P6gkuoTqJM2S9LTS+xnL5H1iviNjzE3t9h+hDzH3m1Jsxrj1M1Z1gvNKQsjTBqPgRPs7T2SQB4WWOuoQk5qrTY3KUE/kTgFiK4WZM9fv/dKCU8uFbE5W0FZkKzBvrnB7A7Iakl6+nvY663yTJYLlZ5v1jjr1FsnBOIHT0m/+7G+5mmEJ0mbEBlO5Oohp/8fvqlhriR1dF7OkP1RCeFFpmQg40ESIgnbjeqNZB0YwY6DjqLqUpGctnlPBE+5J1Y57marga5FhpArf8c5mKIGmeal/vy6ghjwV1slriMaA9I9J9WVjpcOQvHDz5TrdQo7lSyn+MGndF97Ag/OcD96gf/rH2CaFtP2+B89Z/r6Ryrx7lpkVuO7DpnNiB89Ub+iOtc1UlfvI2mkHzBdj6wWpLbBvT2p0GI82QxEJeLHcLJM6OD0PaYfcLsDzgB1RTpb4mLCTOG9v5B6MiVFGhMU3lDvhM463BRYi2AWa+DkB2UN4h3iMsysJi1mqvLre7V0aCKcn2HbjsNB6JpI8+E586drLvoGN02kR2tSc4MbLNFkxOaa7E2ESTSz9NUtqY3I+Qo5n7932v6qvqovW32h5ud4PDKbfTH2/mw2oz2R/r6qf8KKEW539LsdMWqSdVbUVIsSO9P0aakrJEyEyxk7P/DWTizWHzMmR7Qf8i8WTyn9Oe1wR5EZRu+o3Ywpn2NlT6BgEyLz7CF+83Xs/JLtOJDfwjBkiPM4A1PrMbf3NGbOUya+3jRM+cQPHpzRFzP8tOL5/Z4idSyTRWxgDPe4bI6JlqktKeSOrOwIOL4m31CztjJjco58u+XRZyMvfcc4GdajY+UybMjpMstjNgRqjuOOKSt5PCzws5op3uGnCelHsgSGEXP1ktpV9MYyC2t8B+v7gixrsdmNZmkVBWt5RL5YImzJe4c/v9DoizCpE+/KIPVcUYYi17FWQjfUKBA7VQc5IAnxyQPit74JqwXGG2R31JHJcgUPN8qrubrG+Aw+eIrkN9hDo2GWw6Ck3hSR2x2mHTRiYhygqmGzwby90hFQ2yJ1yfDNT7DOIvOa+M1PdBP+GaQ2zWcnA0LlMaXlQlVdVt20AcLXnigPJfP6/b9Y1qpxn7VIU2LeXCMP1jr6aRpVXYkgZaHZaCEg65WOA1uN86DvNVbNn7K/p6SxEEOA9QLGHtnulJTsE2GRkTcZ1JkimCnCvkXOzvRejCejv5OKyx4aTDtoYyOiBOYCzDgpR0uSImbWqE1B5pFliaSEv7pj+uRD7GcvsXf3SphH72f2tz9Sx+cQ4H6PFDlZTMT//pv6NcacMtDCT837ykJVfQAXZ6fmkRPxy6rTczohW+lk3DieQqFF3ofmMgzY7UGvPyiCNRrlNUV18E6bBZI7zj6/1iiXEEnLGUkEwQIOycpTc52R6kqbz+tbzSKrShgF4kjMPM2DBbNJ8BhuJ2FlHLauGcc7YtiRN2DaGfZwxP3kDjMlHadOCfPogrTdIM0F6aNfHoKNaFwMhpO1gdHmb1JCPZnXJvFn1ujPVTiZczp3Mom0+nrxZAnhf7NiMkQEkUSSgLWeJIkhdnjjKPwXVM+943P8kjxIc2x1FD9X93pFYO1PI0XGSYUe3usI/Le4vlDzk1L6lQwM089wG76qf6IaJ+LxSDoeKZoO00/0ywrpE2YSZJwwXU96eElc5fRuIi9WFHHiWfU/0pEzW50RD2+ZYsveBZrUct0Hcj/jd/OPuHnzE37YD2SzC37fPeUQDYWdsFNHsgWPMOzyETuUuOh5Njk6n9OZgvmU4+cf8Xtlzdt9YpsC90PHh6mhdY5ejmzHI5krmGTBE1twE++Ztbe8mWccjzsetDlr8xj39shqhE/aBwiOPJxhph7JS/bOItOR0jryze+y6RNjfIU097iQU44VVhosESsB+hKX5Vwc1ySX4/oRNyXILXZ/jQkexCIizC42UH+AOdwg/YkILEYJu0k0zNM5HSe9vIKoOV/SK1/GYEhXO93wLlbYY4u5u0eaDh5dkpa9IjpjwBrN9ZJ3J+PVghQDkuXADHN/1DDIqzsd6VxskEcXmN0R+/otZndUyfw76fcnz7ShAR15/eLn1Zifz0yyFvJfOJUXuTZ2/6UyRpO3p6i8jskij2vMy6jy9wmMi9BPKuMOAbOqIVuQxpFUl8Qsx93cYWJienRO2iy1WRkmRXQKh3QNkgJ5RENAJSBFqUjFQjOjzDTC81f6vM+dho8ej9qAvHu7gAzjKZQ2asAqJ38mUCTmcNDXDpM2Gvc7NYhMiZ9ldCu/yeiGO07Ibq9Bs3murtDXt5oCX1bIcqahsJluIFJVpCcPcds9Mkb1WCoyDJk2H4sa042Y/nhqrPUHC7wPp5UQMc6pV1SIyLwmPLrQxiAvcJ9+plypszVpe8C0HSbPsIUnzRy2CyQM6bwmffgQ++lLZBiJmwXGOYwJ6gdlPS4IU+YJ0RBCYjIT8fl/ZNq+xQ49w8yRP/y3lNcNtErglmHCThNBAqSAeXGFKVFy/cmck7JQLpgxmNutKuZEM80Eg3t7o183DUhWIA8vMM6SZtV7DhegPlV3O22AxgFmMySdYk+s1XHio/O/v4n/MpUoejdc/y3Dy79gl3aEBx8xVUvu9j9m7N9iXMXHl/8zT8//9ft9OE4t3f3fEkNLMX9Ksfia8tiOjSKrZY6UmQYmxwG6LfZHn2KOPS4/x+U16cGZXuskpEfnGKz6Xb37GU8u9VnyW1pfWOr+Z3/2Z9zc3PxXv+6v/uqv/lFv6Kv6hRKBux3m9TXmxSt826nfibdk14Mars1yDHNkGDCFxfUT+cOKMEQa4zARitpgTWKbJXJ/Mvhj4mkReTx7wA/2t/z79sjOO6S95vn1n/Nvhk/Iv3FG7yNnLaxY8qEfmc4KFvExtvkxn2Ytx9zQnC8ZU0ZkwSyNNLFnloQpVowYejLWhWNhDKW8ZZRIGQqqvmAsXzJljqzvyVPJNFrclFN16bT3lMh8hU3C2TQS5JyY56xbh51aMvuA1A+4XjA8wMgVko5I/jEcjIa3siLag0ZbVCvcFDFTi1BgxGPEYY4tYoxydd6hIn1AVoWekI4drJTDY0zC3O/AeyyC1LVKo/tef0aKykupa33d7V5l7GWOhERc1MiY6cnbGEWY+lFjJKYRwoR1Rg3znMP0A7EdMIcj7I7QtRrBMIx6UqtK6Ebkg0e/3lHDOGGubzGHRjkt3us4pS5UkeUT2Bwqry7Zrfmpc3SmUvVoLCHPMVkBj89U7j8O+r6NwTRHZLvHLgodCaWoCrGY1LPHWM1P2+5xTa8GjLnH3+9+6rx9ervm3d9DfI+m/KxL9/s/eAtNh3v+GplVpKrQMRTy/kXEaoL8Owdn6lrvWUyY62u4PnFxdi3c3cHZOSwqbYKKHDnbkFKETNcMIWpWW53pSbzIVZ4fg15nQddgTKQ803iNqlSvx7IkfvwMikzXmzFQF0iHhvN2vUZvhETKPGZRk2hhDNhpQoaBKBP7zGPGif5sgc8s2WJBfd3jh8BuBu18Ruo6ouyZdm/JgqctNrSxo3hxw+L+AaYD7ATjiKQJc3OPudoheYEpE3YcSYslrBeKPAwDMp9hb7eKaA8T5s2txrTMKmw7IOOIqQT748814NZZ0scfkM7V2NNc3cBigekOmGYg1TX2/qBRJklz0/zuQPzkGbJa/Po+D/+YCiPmcM345nsM3/8/GWQiSwF/uOXtxYL78S0Pyqccjy/5m+7/wA17Nmf/Ei+O7es/YxgPSFZybF6wEZilDdLsiTefw/6acZ5o7TVGLK7dY7cdtpph7Ib54YmClVWJ2R9x9/fYcVL1Y12ri/vdlvT00T/3Vfq11Rdufr773e/y3e9+9wt97VcxF/9EJYJ5c437ySu43+Gu7zBERm9xAfIsw3e9xjVEfQDaq3tkrDg7tuw2nuvYcXCeS/MhN1NGqqG2OR9MGXfpiPiRzET+4/4HBBuppwwC9GbiydUt0kZ2/3pGaQ1GPA8WS5g5tssn2PIt9SEQZktW55fM4p5du8QbS51yXDwnj7fUqaORnI/yhJvPmbZ/Qysdl12LzXLy6QCDI2eBmVfknaqTkvNKns29RlGcrbEvX+Mzgy88iIdosanERQN2gJiRzEd07OlTpIx7srwgkxzDBT5X2bGEA6SIuB6xHjNWOkLYN4CcQhaVl2G8U/+Y3R7JLewyjBgSRmXYWaZoT6duyMgE+xYTQZ7lygdyVjfQeoYs5mqu+OpK/XHqAo5RUQhRKFoQbD+pD44kzHaH71rMoVWOB0ISgynRTfv2VkcX3XCCtH/5mgL+YT4sIpjt7uRVEzD7VpuxWa2ZVVOrSqwkmH2D6TttPNZLvZ59D8uZoiTjoGhNkan3T11i7vcaNjpOGF9gAyCdIpsXK0xZQZWT6hJzfYdvhxPh2bw3apT5DNkdNBX+59/8f/43Z5R75BxxvdYeZ39QntTlOVzf6UnaWk0nh1PAq6aoj7/3iar79gfc93+CNEpoTpnHFF5RvGML9ztYr0h1iUUbvPjsIaYdSXUNdYZ9c0vKPCznut7bDg4NKXMYMYr4lB6IcOgwIeD3e2QxJz25JD0808aw65EYsFjlQxUOsz1iuknROBJsD7i+51BXJG+JY2LfQ3r2iLyq2J7XuP3EXCBbWczdLd1xwvSB+9xBlsj7grCd0dcPKPedRquYgpQ6zO1Bx4tVgXlhMQhm18D9lpRl2Jt7fWbd3GO2e400yTyCwZQZJumYUhqw+1adsLGQPtNRq7WKoM0rOHSqgjweoR104mhAvCf5DHu7JdbVlzI01RzvECBe/Q22b6j7ieQMsf8MUz0j5YaxvyfrLUM8chj+AvfiRxAa+umKIbZqILp8zJ2rqap/y/jiL+naz6C9J9xNsCnx+yuIhqwxmOyCKC3T/gWZF6QvIV9g+nCKXclhOnl5nZ/9c1+iX2t9oRXxp3/6p7/u9/FV/X0VguYSpYSNSjbNxoA7ZU05lMBodwckdxqaWZZk4hhay7mZOC6EpS1I8YpbGVnaM/qwZd8PhDxHyGiPE5fTimszkEWoouGsH7CuQ5qBsnnK2bLCmZJ1fUY3Bpz3DI+fMF/MMJLx4HDFuQGqDX214KU1HHqhmi2pxkiVBCeJdX/LjjV5dySFCWMjxSGRG+iXFaM9snAes54j5RLpR01CLyqYjiA9JnnkeIVxNanMMW3EOAOjGgYe0x0JIY8O6BXEqRfYbiT5DCoHw0uMzbCpQBhJeTqNcYLGEPigHBZjNAm83wIoCtP0EANunJRfkAbsfdLmI8vUsTdzsN9j7xVFSKuFuvxag/vRZ8qL6UboeswwYSZ1fsbnehLulQNi7ajQeJbBCbET6zQtPQXl/VQ1pg+68XX9e8Ltf76eIkyT/tdZ5eK840u8+56/7/tOp3NFs3o4NDpS0SuiDdfXH0FbYl+80eZle0RdMwVzfQ9nS6hK0olLY87WOuK6O8DFWl+pH1Q1F0YkK075YxZTevxihbEeGSN0R8ygDaBkmTZZ0/Q+u00hk5+WWPOeOyKZBpESdIRlRJAY8Z99rmMA75k++YDs9TXiLOnhAx0tFRlSVbhjq4TwJ5faIDmH3e5JXuNNTNNijJBWC81wy1BZ+d0OIZLOVzCWigiGSe9d2xI/foopcuL9QVHZfkDOV9ghkbyBrtNmYnvEpKh8pGlCxgm72yNv16T1Qke0x0kVbiJIsjqe7Rpd21mmpP3dSFzO2V6uOfYQVwtcPcceOpoWZkZIWUW7P9IfJ5KJFK5SUnRKiOTMigsmqcgefEx6fQVesOWE2Bm0LTb2mNdXMKuwdwfSssQHQUhqMTGNqlx8Z/Y5ndBWg3LL2k7v30pRMfvmFsMtUuWYtkdeRTW+HKeT40TSrLn1HFZLrHfq5P5l9TVJgZAC0u5xxz2YnJgGwPPoZU9T9/T9DU4cD2XGupgw856BBnd/S0aL+Az/JiBxybh+zP7qPxClgdATpGPenWMlZ0wduS3I3rxGypKQFeR3NTZ6pLrD5AtSvdDPlXcQJlWiolykMRwREpmrcfa3gwv0hZqfP/zDP/x1v4+v6u8to0Z2x05jC6YARjRscl6RljVMOeIdyXvsGHThDkE/8HlLZtfkEUa/BDvgpWQYS16FI6MxVGPB0ub8m0d/wOcv/j13aceDPvHvtmcspoEuz7HHyNxZzus57hhxRNy8xMZPuDZ/x2F6yxAj6+oxO+9pdy+obU4/jeySZeFGfrfMWaxXZLsbPhw80tXc0SIh8mF3ji8T3ZCwwzW1vyBWFterizKrmrRcIbseNnPd7JJAd8C4CxgnkgVTlIgEohFccMo/ZcKIOkjLIgeTYYMnFSXUhpgsJs1IFIpYOqMIQErqvBwTpul0Uyky9Z5pGkw/6YMiGXCcDA6dbjRHTetOmxWyWhAfP8BOAQ4H3KcvdFxmDWItEoPKhKOowsl7TSffrJRMfbvF9gHJjCJT1usIqA/YCCkE2B8xJMzNHbzzqPnFivHEFTogWU7aLJXTYt1PSbreKcnxXVP3jjTadu/5L6YfYX9QAm6WkapCUce+x3SnUY3LMEWO6Sdinmuq+/6APHyAlaRmgWWuG1Y/YN/eYHdH5eSMAwAyBGQXMVWupOh+QIoMexzwzVEl5jHq2C0Eks/UE2enqEMqPGYIivC82/wSMAVVOdWlKqcEzDBoYzdOekleviV9/JR42CiylCISHSxmhCeX2kAsalW0RU1HN12n12aYFJFwRh2zuxHmpSIU00Rse6TZIXWN/eRjJbI3nTai1sDjc+VuiWD/8ofIuMXYnJTp59qMo3o2eau9qnNgLDEmJC+U8J0VsB8gWszxQPjgEi9gr3eaXVbkiElEsUQ8Js/oqgvyVxO0EbGGPJu4c4khS6yLBWNoOdSfUOIpcohzIcUF3iYgJ64eYKTBNBbGUx5dGJUzl+cYK7ire41IafVaIKJj+3FSdGcxV/5Sf8rTO7mnm67X4NljQ7rYaPDuMKpqrijev6ZUJVSnBt8ZRdyePfpSoj6I0O12xFefkd9lpDAjFCNWCqr+nLx6xvnNyFX+AmuEhRSI21JfD1j7Chd62tISXE8dcrLuiHv11/i2wVYFXdozTvc0/R11+TVS7oi5ITKRlg+pzAZ7nTBdg9kKaWXAqRmoFB55euL7iHB4/bf0hyuEiGQZD+uvY1YbqH6zvZy+hKviq3pfmVdjuk+fI+OEeAPBIrVmUknbY9IJcQgJKUuF+2WijCP36wy6A322xHUH7OaM1WbNa9PzMC8gwd12h7UTjxYL/vev/a8Mhx1f/78+pWkbUiGEbz4imoSXxHrcE/wCOysphwPjJPwOl3z90NEPAzEGZuk1cYikWc2m7pHDHR/GjIf1RN32sD0w7FtmYcnTyZHiPSYTXJFR9xGRyPSwIrtqkfsJUy2RJJjbW2yzR5yBShCbw2gxsxLJSswwkcSQzIjxgXgYSc4QJJCnQJx55UtJpqTYagVTp2ZtJmEmi5GgcRXOKqG3KiA3iAimLnRDGgdSXmAkoNHycjK0C6ra2R+UdFmX2ENHCAnnvfJSbu/hcFTIPwTMOGmm1XIOWaFBoUk04bsoFPkRFQ+YplEjw6SBlyRUleUttu+RStUydgrEdyhOSjqKM2Dv9thXb1UUM6gDcXr8QNVFVa4oV+bg0OqmfZK36+uczPxEkNzD5YVySsZJx4EhKs9lmpQ7M5/D0CLtpBstASNOG8cih12jRoqZga7F7Vp0xCjK36jyn8q4T2Z8ad9AneP2h1PWmD3ln0VtIPJcG5Fh1IZuiPwcAUhAcqfS8m4kPr3EX91o02osqVIDR//ZS5BEeHapyFbbQTLK1ZoiEhMiJ2SuzKGPmGbAhETyXpvYWY2UM23QxCGHVkNTUyLOc8hXUGRM/QEp1piswEbBhog57OkvlhAmCjPiDdpYDr2O25yHvnlvrSAhIXWmRpFlTmMKbD+RFR7nIpgcEx1pcQa3FWYwBFfQXFj6LKfuPPX5klwWXE8tbubZ7BP9Dor5FucLsjYwjIZoHcuzJUOWoMrwdoHbHZCww9CoYi/PsDc3miWX5+pdZU+zqCgYgpLE371/73R9jehnD/QQd2hOGWc6/jOFjhoZB9h3ukYzT6py7M32p836u3U/Boyxuh6/hCVNw7Tf484fYbY3ZMeJPB4pkmOyOZSPqG+2zMcPaf1ziEeEA8ZY6mxNikIdheBnzMeMrHQEOzD6kak70IdbxuyIaxfE4y3L6jHZJJi0IAuGPA2YMSFiNPIl6b2whwaxhjRFzIvXmE9/TH58gz1f4fZHmnigz7Ysl8+IX3tKevTgn/tS/oPrq+bnS16Se9LFSsc6+yNmnDSJumux3UhYLqHw6gr8YEOSiOkDYi2b9RoXr7ktJ1xecb54TEag8hl1qtkOB1xKzAYhiw228FTzOfZ/+19wP/qMeHtFNTZIVpI3PXbuYNyRrq8pi0QZBX9zi42WhTXEMDC775hOvAA79tg0cFnUzLoB2x9JbU556BACNiaCnxGrGtKE61qkWmGlYMrucIs5ZjHDdBO2bwlPPsBdPdfT4JgQN4MQsH0gxJGpznGjJZOa0QwkJ+TFhnpwOEDOL3Fv9tqITCUI2P0R8Qq7G5neB5li3UkZJLqpHpOSkkPClu+aA3MK00xKVO4HlVZbo0TYU2PCq7fEqsR9/t0qHFoAACAASURBVBqzbZBZqSO2GBWhAFU4nS/VPXpWY5tO/XRC1EgFkiqJMuU/mDCp6gxgCMhqjVkv4O4eczVXxdCPP8e9vcYYS/IOudio/Dx32OORtFcljAmnsUEM+jOrQsdbVk0aKTwU4bRJaVOYHl5gru6hzkmSw3KBtA227zFjItVzvUdlAfM10nU61lgtUMLMCCbDOQ920nty7GCcsFWJeDDHQU35nFGScwh6XUGvce61WXRWN0VrdZQWk45Rfpb67Kw2eDEhFuzuSMwKbJo01HaalEjuHNL3uB9qhpuUBfFrD8F6xCkaKN5AnDC+VhTIW6a6JnpH2iywOLKHZ5i2I/oMGTqYF8r/GTVAVRYLggcpDD4Y4hBIQ2IqPIJu/o1JzHOPY0JGTzxfYtcr3PNXKgdPoiThywvSgw13nWFwFbLMcRK5cAFf1srBOgJuRqxLBlmR9SOLD4RDuSafO84OO/KsIJ8i43Fg3zX4A6Tpin2MOKCYW3aLjLKekVXnxLij3b2mPBwoxyMmDKS61ADgsVf+kgRVzlnldxFOn52fUQSLz8GiDW/b6O+fwHQRqbITApkpV+ygKLhYr+hZPyk6OY6KqDqHWEdaL5HLC8yUTkG9X7KtLp4QqkkIxQVudsRlG0yfE6sFQiSYhJnumYUlJnkmnzH5HWIL5p0Do89AcQNjfws2YuqCfXrNlI0gS16XCx4eM+a7DPIZNniydsThiIVRh3lf6oSh7ZFnT0hVgf/Lv8XuNFcvD0fKqyNjnTGfRvw6YY5vcfc75F99SzP/fgPrS7YivqqfqxiV3Hpxpqz8oVdpdJlBZ5HlQrkUw6RjgTyDaJBZhqzn5Fg22VMWmzmuminnIo489AVv245FstisZk4g2oQfBlbWgo/Ujx/hkyBxxPcR3wdSc4V3jhQSacwpdzttRIxAviTrJ+amZLkx3MSB1V1H7QtyF7BBOUnFIQA1XS343uI85KkgtrcIXrkV7YiMmiRumg7b9KSsxMQcWT+F3R2m2yvvRAZGOyHTRMpLYmapuowiLLEmR1yJrCvYrDVxvRh0PwwR04FhAThFYk6uzJK7E6fCId7pQ9mZU9xEoaOScTwlib+bMolyc0iIOL0uGG1ednvcizc6GokROk4Oymcwm2G2e/UB8k7VFtYRP3isfKBPO4wzOnbxXtGGvND8qClg6uLkdBw02d15zDhiPvsc98PncL5Bcq/J7rknLRYazmocTOrrglMVFe2AObSKnkQdNTGfKwo2TfqLVqWOiYZR5ffvUaMczhYkpzEeMq/gySXm0GhDlxWn8ZrAwzOIetJMr97C7oCZojoQG04N7SkTLQq8i7rwJ35SjD/9jJS5bp7TaUwiJxn7afSXikKVVafvEQGWc43CMJCOipzYfYORqE7ZxoJXjg8SYD4n1TUytOoYbcxJHRMwRUbMPbFQhCP2Pf3FgrKoyZNBvMGmoByKPAcSplPEMa1rnM8wPieFSJpVxI0juxsxN3uSsSQs1hqsRNzt/vS+amRpkWWNFUP64BHjs8fs9onzn/yE/NUVMgSi9+TNQHqyVtQlC5hC1HgyPyOvEvm8xo0Ns25HTBtsyJn6I6GqedB3xO3IaBMPvSPdD7ycz5nVNUNzze3VW450WB/48BiomHCHFqlmys+a9H7KvIYHG3h9owjYeqHcnCkAKuuXxZx0sca0+v9t22vUyTjqGM+MSJgUMcq8fi5PkJ6pS1WWDQNiREevISK5xplgv3wCHOM8ZSt07PH3OxpmtBePqc/Ouegmht1zgnuFDZF9fiR6Q5FyfCzoZKC0GQaLlAUTjoYjwoShVgpAd05kyXXd09WWzb7BdYE81ljJEF/ie81dTLNCrR6sJeU5/tPn2LfXMI3YBAWCDAP20GGTkN3eEBczuvM56Xt/A7M/IJ/N/7kv6a9cXzU/X+Z6d3qd1wpLPn6M2e314T4NpOwkyTaC1IVK4LEn0yp/Mg6Luum88woZJ866yHyAdAhk0SL1EnPc44YAzaTBlbOafHOG6yeMaYnhgBsTIoKtPdIcMc0BksL11qhXjlvO+XA343Ke4QuD7yNm16qqIwjGqeHabMjAeCSoyVk+zIhO4JgRuj023+AakCxBtFBa7M0deJBiDhSYY0vILVPb47MMlxx0E7QjtqiUlzEllW5ai7m9RyYNaDTDqGOrwuufk8qgFTJQebPEeBoBGaQqToRgq1A+Rh3ofIbkp9HUdGo+rFU+SuaxMZJ2jTZTWabyY0lIkZHOz0gfP0P+7nPs7Q1ptdL7uD2oMsd7cJlaGPSdbuB9AH8aJUwBjMY1UJXql5NlimjtWt3Mx1EbFedIeY4ZR5LLSMsK804x1w16Eq8yphbGwmLujpheaARs7VgxYOpam6T7vZ7kjcG0gyJTlW4wslmpTLkbYb0kLWaaGdZ0MKDy8KTX2aSoSMys0qbLWNJyrkRyZ0mzhaIWUQNHxVrCfIZvWuWAeP2d5Pwcu9vrz5jGk6v0ibwdAvHBmXJ8ug6aHrEOiWCOjXJ6nBrqSTqNARxIkZAqYQ4DyRgoS0abGLuj8p1EqPZ7shHCrCI8XBO2e6yDmFum61t85jBBoz1IAvMamyzCRFrMcUWO3R1JaLq98x673cPtUW0CnMM2RyVAO6vrYBgxRv/NDEGdvNsBM0x4n4M3ZGlkMgY3HJHcYtIcOauQNwOUJV4C/brAuJFibCl2W/w0cB5fM1LTlbCuE9k2UowtUlRUIRGk4fL+B1SLJS/3ezY3Iz4zDFPDHYYnISoR30LyuW7OF2slL8dA+uQZ9uVbxeN8pk1v7tUDqczVu8haZJyIJ7seNwkSOl1vDuVmmUwPH++I+tZCVennuMiQxQzbdtjPXjH9q9//eX+rL0kZYygffYj//HOubcthljPb3dL0P8ZdPsCVHe7iIc3uBrEt0HIQ4fNlYnCBbJnz9UNGncFn6weMfqScZiyqOTLUdKnl6DuMH3h8rMnwjDanmpxy2ApLEos4Tzo/0z0lRdzzF9jPX6uPUjiJPsocE4webE5jxbE/ssfh2sTdzd/xrPoXZPY3q534zXq3/38rZ7WhCeGU/OxJD9aY6zuIgsRJOQnz+qQyqrTRGU8GdJna3LPrScNrZL4kS8qhKA4tHDuMJO3qp0Flv9HD3Z6U19isgC4ih0ZPq9aBN7rx3GwxYhR1MkKygvEFpuvxdztmzvxU0ZQCREVBSDo2MP2oYyXrFYHwC+W6kPB9iazOoT1g962OTqKFzJJyqyO+7QHaDltkmlGUEq6Z8BMqlY2d+lis1OXW7A4Km3dKlJQUT6TpE8EWdLSIUZje6DjInNB5m534QIaTr06hrslRx2SmH04hno50caYb++FIyDPN/+qH93J3ktEU8twrd2Q9I504O2wPalh5e6dKs8wiKcPkDskHJRUfDhiXk2alnoCdU3+TcVIORdOqT41z6gcUBVnOFU2az5Vz0fV64t71eg8HTxwGegR36BmOI1dXI5IbhqpiX8OzjyymNzjnlAzpnF6/9QyKUgmmSbD3exCD+CM2z0mniAxTnMjUfaeJ785pMvvdXg0S5xXWOWQYVfo8K7QJTEl5Uf2I3W1J1mOWJSlElZNn2ghKihijMRxqjazSd7wlFUpwNmbCdIPyi4zoZmn0wGDEQO6ILpFWS0yA9HADiwIyzxgt7r7DtyMTIyEGjMuxY4JUwAjGWKr7I2xWmMUKs7sjLRyTm3GXBGsMK2qqZJAfviDsdpjM4YwlS44szxinkegNrqhwC+WRCUk3IytK5g0Codfx7JTwb+45M45p3zFhcT6Rx4jpJuT6HjOfkbzB9AeyXDexaXVBcdzhfECSYJc5GQHmM65vDsQqkBpH7oSUWoybmEmDvRoVCUwasRF7IEAoF1jT60HrySXueERmxWlU6DHeEh9f6oj5cMR6q0hbVeroNiWG2QyHwe8PxJgYZjlFN2LrXJVhwwSZxYR3UR2WNAXMbq+fhSmQZrV6+2ReDTl/sX6Z3cM/xgbiXZ3MZnEWmdW/9LXEe8R7nFh2mwWLEPDjFnFLej8jmz6nX42QPNV4SZKGl9XIjy4yPpoukJTxV2cDa5njzp9imzt6KTDLDfPpW9z67zONPfPJ4H3OvugpRoukhfJFs0zRWmMwN7eYxVy9fZ6/1Gfru1DmlN5TAWxUhWhKE7YXzu4GYgnH6x3to4ZVsfqHX7d/hvqq+fkylzGKXgwnpVcw0E4K515uFCI+dMhqDi6D6zs9+WKVp5E8FCXOZWqYF5M+4GPSzdpZlSIfWyQFMA7mJ5feYUTKDPoGd7dDSLrZThN2CrikBnzkGdJ3GOMxKeioZFQnWjPGkxIKhbBT0rFJkFNAZaWNUT9C5jXAMSYoAeM1CsCcEtEbjUwxZ7WevLtOm6lugnkOZsQFbXyss4oo9YMmT+8OymeZ19iYoAuYKPwsJcSAuvLaDLZbTJ6fuDyTHjCtIS1KbBRkOrn/pnjaSFFjvLzQ61+XyLFTZ9vMKXpjrN4va4gPH5I+fqb39H5LenCmCenXd8h0QohEsPuDqmU2S0QiMlsq4jZFpHD6XC1LcIY0rxVVMSgCYg3Twwvs/R6TGcJ/97H+e5mrzHsaoUvYZtCGqR0IbYtxGp7Z7UeicxR5opSe5lgQBvCljioIE/ZuryiWMaSLExpxc3/iWGSY+73yjDZrRci65mSyNyKTYJJGeFBmJ+IyuuY2S5WM7ztMiCRrMd2o6/7d2nZe12vmtHlqG94Nw96f80tV8ElRKsl9mJDLM73p9ztVBw2Tri1niV97TProGWEG3OgakLO1ks/F4CbBFjmMPeauwxjBlJ6UOcpDyygnS6dDq4BEQu9VM/AWgTFiJXHd9jw2EPe3TE45McUxYmYbfFHgTI7cN8jakuihdLj7HkJSdCQXbVwBk6NN5DhQjyNmd4cJA64bQKLe73GEVy02r5DYE2cbZDGS769VdXeMWKujDfEZ4VFFMXPELlBvYHN9q8rCcqbO593Asxh5bUv2qSa5BeclmLmH2JEu5+AdZrkk5ar842JN2qxhu8M8f6Oqoinos6ed1B6gLhnWa1w5Ix0a2hwkc4QYqFLCl7k+Q1JSc0jn6QvD6AK2LLAJanuKIElJfzd34he9a0JiPCkXRQ+M7wxBQzjFZejI1HQddndEMk+60PBfQFPub1+pzcD6AbLYQBhgOEDX4z67wtgCmi1SOtKHHyAXj/Xn9IMeUKwKIuR8jX39lsX9DmMiZQP7Cxj2f0ebXuNSwJRHzvNz/JNPeJG9wo4TxX7AYVlmZ0heYo3DrP+AYrejeDNSrM94+ORfcnu44thdcWcr7E1LaTqSOYCcwRQxcYAixx072O4VAQqn8bB3kDIVNZwsIdTZfMSmhLUg/UjYzMmOHb4f4TdM/PVV8/NlL3vKXXnn9rpvNAG8yMAXsDpxQbpeH3JVDSTM/qibeZmrc+x4kn++40WMA+ILMILd7THjQCorxNuT382EaXp1uZ3VmBBwvUqHU72A+YlEKKjKiRHa7hQDYTCT/ruEpHLcdzB1fDdS4nT6topMpEkznvJMIe79QU/z5kQ6dh4kYkbNKjLGsQ8BD/THiZrTYrZGT/EYNTE0Hjf1/4m9N+u1LEmy8z5z9z2e+d4bQ05VXc1usCmCgqQXAfr/T4IgQCQhoqlmdWVlVox3OOMe3d30YDuiqgU9SBAJMdG5gURWReSNOMPe7uZma33LXFbbtRUk/WhCUeTrmqjeITiyB6mqr/FLiFhXImXcaMwLJ2IL9/MJXTeWtXQ8IWVBrmrS/QGpa+TxEXc02i5e0HopkA4767z0k0UcnM5mi68r+PwEDwd4upC73kZo/Yiu6q/FE2LwNy080s2w21gsQDhaoSYOVhXSNAZVrCvk+Qg4e28xGhdoTrCq7d45nihCIG4CvD/hAFxBe7uRi5L+7gFXYtwpV+HfPdr3XQaD1f30nvzmAc5L5EOz2L3nZEVySjCPJsYvGoRoWVmfn63wxkFTov2Aq2v7veezAQ3n2Sy5sYTNxk6jqtaZmz06j8zy56InkXESkLr8c1enqb/q5TQEs6lnXUaRFXm3Jr+6M26M8+gPb+1ncza+UnZUszLdRuY5QnehICDNyl5zP1N4Y4nLPFEeM64HCS2jC0gxUjlFXCBFJV5OcLtQFw0SPTlNRJ0pLtfltDBB0dqhpso2svQRkdIgnU1lz0I/gxtsLK4Jn5bukCYoPHp/MOcUjiwVKdXoFeIfbsRqJu9WVLGjUkVEOG8C6dzR7jZEP9BoA9VbEpn4+GRGhn6mmmYeSkdqdhQlpMIxN0KgIj2sUfxSeGW0lKU77eGws6Lt6UyeJ8QZYiG9fSC5ivnTwBQTl/WKehhwRYlzE13lWd/dGxZAIa8b8vXGSyjxrrRC85stXgqK3g496fW9HcaGwTrMOS1rif+6keODdW9TtgInZeTlgjseLYZjnHDvPpB/+z0A/qf/iEwjyUF8/79xkifC7TP1CGUXmGbHXKyQ3FFQ4i+/h9/8D8ibH5BPT7iPf4LLicGNyGpLKA+8oeLYH4njTHP6ic+bI/dpS2wapnzk1pSsXr3mmz5zfH5HOSrn8IQPmZBf8283I3/70vBv/iCsckX4U4S3mfz9gcYPzFVGnveUrqAIDxCDCebrmny3w316QvoRKW9W9NSlrdF1RU4z4gWRsKzfxhyLq8C59Uic2MwtdWj/y++F/5mvX4ufX8KVkok9s8HaZJ6RwTohqmJFiMNQ92MHq7UFTSbQbgSZbNNsVtYamZcHXcF9PCJeyPs75Hq2AqSqv4pLtapx7z6ZIylna1MnE8JxuprFPAR0v7VcmFsHODQl02qsVjZeqkqzFbuw5D4606OoMUu0rshv7q1rpNk0DtNsJ45pNvZEXRhReY7M04yqEr2n+iJmBVy2B1RR8BW+v5mbRxzy6dkWvrr8GoCo3ts4bbOxzaKu4f4e/9M7G9FkhTnh5kTarAxwWNgYCnVIUSKxJ7ctIoJL0VKyc0JuAzmryU/AAiadoJcL/nK24mW9JmeF9Qq93yPDgB4vQLIxZsomuj2f7btuagSj+IpmNBT2Z88ZdzpaMVPV8OEzutrAd6/g5YzvTeQsMRLf3KOF4G4DkJEEqCNUBSVKVGW9CsSLRyfQPPHbTUdo1nDxyKqGurYT9hLlIecBJ2putibAPKE5WIfoT5/sc7z1Bt6Lyezbs6DDgDalvY9pRu53ZPF2L6WImwa7X8vCvptgBZV2PawaxAWLCYBFS2SZn8WmwC25WlSlOaNmO/W7mIm/eWvF7xKMqat6iSXJyJhBA7qynxdnxVJRltaViAK+gU1FduCer+Brwjzj+8k6mxKNi7Iv8VXAXWeSTJSVMqWETBNujrhxwCUlNZijqY8W+rpb4ZbnVAHKiMwO2soS1KfJ7vj1Qia/JqRO6KaCHmhre7+aYUxoKElzg049Lk/I4JkK0+B1KZLrQPXNljgHQumtcHWZ95WjbByrWalWgTI04GDOCdlU1HcNcozQOHLfoaUgzwl3f2eHhk0L/UA6XYkxISKEpsY/mGA5v3HIpkU+XZhvmWKzJXeB2b0wFol1zqS2ZqoqdF2TDjt7T2VF9+YV8+VCWDXEoiDNiXa/If7wjf03zlkheTnbmLAKTF1HbmpCWeCvZ0QK07HlvCAUsNgWW1z/zLnqehu3nV+QWyae/hPj7fcE/YSGxKBr5v7G6AJ56KnYMfmMXp8p/thTTf8T1Z/ewfWFZ/3I1D0zrR0VFa9fNryqC9Kbt8zdEzkp11VNfesZC6V++Bs2cqAaPnDILalyBAFlJDGwuvwDnx97fpZ7/vvzHpkjb58zzTFw3f9A/v6BTf2ObV/hCVBYADIx4o+m20QzruvJu42N67xnSO+J5SOaZtrpniKuFi1eQ4NQ3hL0I+lhTWr+K89Q+7+5fi1+fgnXF3aFqs3H3z7Yaa7rbVyEoF/GAPNgI411bZj8h92S/LwIaLve2DLtGrmaw4g5WZ5SSrZLVwtob5hwz8+m0/kyNhtnJBTmqBAxO7d8sS47K8R8AQzkoiTtVlz0ykSizhXb2ZO3W7St8D++W1rSwYTAk/FTxAnMGS2DncTHAW0qG+EgqHekrKih/Sj4Or2yK2XTizgHL2d7fYuwVgsHU4bg0a5fBJoFTjFb8u9+g3v/ydrSKVqHbZhNTzLP5vxiglAjcyIv7iKXkul4bjfc88miBZyVPDIOaMQ6CA4bx61X6GEPC5gvHXa2CVeNaZpuM9L1Bq5LkB4ebMzS9SbudM6E20BOaXGR9SYevg3QdcitI6+qpRCx76qbbjx+/AnxgfuXTOMO6JtXkCsER6lCqCtccKzuYdo2sGqoVx49L1DHIqDb1qIulmBKhoQ2CbatbTjrBtrWdDXzBFVtY1BNSFHgnnryF4hnyuiuRbSzz4nJTqbOoRoQt2jYtityikaO3q1tdHm5QIJcmuA+eSGv12TfwsaSq9UtRcPWFvX0zWv0bgfHG6QZbh3y6YgEsbHEqra4kSlbx8I5OzSguLLA1RX54RukLQyU6JW4sUwqd76avikmxM3kfsBvWu5T5jSPjNmxm2fqUDG8esOUbRToNweCtOTV4hIsPaqJHDPc7fBli34+LgUvkP1S7GUreOcM3QtpuNrzt68grA2uGWT5/YHoHRI8Q6pwfsDHCR1G0uzRXYPfrxhdoDxd+HTukDjh88zHYebeg/OCrFekskC2G3KVka0iMVMyWSdwmJH/+AfS776BnZIxyZ+PEfWBOScjnovDnc+L086RULKbubSBvDowqTfB9qyU2XNmRdWUhDgj6wqRihAzYxNgtzEe2GbLDMSccaqUkx1CRJRRKtI4IUVgRCiHSBFHtChIqqiCb0p83yMfPtsa0CyjYlUYllHv9UT5/kfCdGRuPbHM5PGK6oQrIuUUcXpB93eE/kIe3jOd/2faZ2GUG0N4ou0D1XihLz4xd3uqsCWNJcmvWcULx/NPnNxM5d/yw1PLOHxCTx+pb2eqi8NJ5BIcw/Ydd52nul05JkXzDplnggbuPwfurg0x7tDf/BWh/wcolFwE8mGL+7gE8aqCePJ2bf+7rpher+mnH/H+B8LvPzLoRyS/xtX3SFWSs+KSJ9/tbC06XdDDr5qfX6//3NdfUne9swVZsIKnWiBzobAMJWddBNrGipN2ZQXN+Wb/fzZniNaFQfKK0vKUUsTPifTDzn5WF4txWZhtua6/hmq6bJEAMplmw11v8OJI3tnYKhS2+Tl4rnqGUijGkmORCLeCal0j3pMeDmZXn6N1Yp6ONobarJFuQM69dWO+dFxUF5FvwDmhP3X04nhI0cbNpY3ZQGHOi2bIRMwEv7hCWoMkxmRdoJOxk3CDSaD++M5EsK1lapkg2rgx9MbuUVlOlEEsjTtF+0yzIosTS73/arNVcQjZRonSWrt5t8EtwD7dr2FV22e6quHtHfK//HvkfMGFAa1LXAgWmZCf4DogIpbufbla566pyXkk3Y6UaRklrtbIx0e0bdCqZBDlR/0T/prJ+z23t47fzkJ9udh45HYz59jqtSV0f3qirgv0fmPF9q61rKhPT+R2CXsdRiQE3KqwArjdGpcnfuHvRCCDX6IYckTXhYnFBVTEgiy9mP0/L12/cbbivSzRRpHSXG/U9aKDi8jluoD0Sqh2xMXdVuzv4XAgNyVcR+R0gj5BWZPfvLKxY87I5WJJ8D+9M3jlpiXvdnYYKAPiO3NSXq7I6WJjRzHCtp+zpZmfetLQEYKz80m7Mt6KOOiXLDRVmqKgkYQmRZa8uGZzh+Y9+nJG/A59tTcr+JwRTWQXoLFiIx7uyYc14XTDLS4ceemXRPcSHV7ILuHEulS5CuRXG9RV8PEZYuLWBugz86qCTpHgKeaJVARkZaLuloTrroxzguuVdZqQFNn0AxmFmJm3a/jmFasxEocJ6oDvB3y9HNLKAgrLICMs5OppRHJrHaJlnO5yQs838qrBTzfK90+cSiGUVjiHBuohIrdkzsSyZBigKR3+3OP9hMsBCStUG2oSeZ4YeocXJb88Ey895WTBvxoanHPWPY+zwScBHSN+WU+TEyPoN405NHUkf/tmIaEncr0n/OPfk6QnFoIbBT8JLt7AFczqEYXJT5QCWT1FPzFUEfU1cp2QasKNCVHBFw1MNe5lQIYn1nVBU3zLoZ5IXc9vnr4juDNz85laNnB6IemE+oGbjHxwBffvW7RLbPsZ3w9/PghmhRgJP38gFYXJBborUhYG1Ixp6cizHJh6kygguOMzkq7WPZ2uxGIka6IYJubffocA6e5gh4ppRi63X4ufX6//ApdbdDiqdgq5dKj0JgAN3jYAwVgab++tGErRnDDBHlrKsGSFjRDkq2UxTT2k0fhvu3ppFVsEgdwdbGb/9AT9aBCsJQVahsEcW/Nsv6bgRYiNzX5l1ZDaisF9oh4DtIFy6rislep8tffz5h59MhcWaTbBtATT5EzRNk9noZVf29LDhJOZ0jkeNg3XpHgv1ONgosWyWAqTgGq2k3JlrgbFhNzMs5mBzks73GHcn67HFwUMzmbfK0uKlrQ4hzA+D3frJY27MWbMbHBEGQbibo1TK7i0LExsLQ4KrMApKmhKyj++M1G2Kjkp+bsZ54Mdwv70EffTeyvKqoykRCovcFjbSDIn0qq0V1RWsN9wLjs+V5HhuScQ+KvNPU3TmjBz1zK4xOf8mWsxcygPlKs1VxmZUqJpKvLDHn37AM9neNgh7z8h6wrGiPvxR7KvLLNs1djtEQr0X3yP/GQdCM0RWbhHZDX32mEHn1/Mnl0W0FbkASuYECgLE/BmcwHmTWtp8WWJ3m3heIRmba32uy15tzW21TDgjidSXZNQlISPmaKoQUqyOiMWXDrcp2fTiezXKIPdwy8n68ykhHx8R/nTOwbpGI89+nSPu39NuX5t99MQoVvo1QuuQJwlzMtxINUlrjQxrLtdl05le0Lo1QAAIABJREFUNjEpHheVNHho90ivqM5oZR1IycmCKTcb20QAffvGiqHSIyNIPzB3iVvd4aoA+4Y2C0VVoe6IiontnYxooeRbxo0jWgfkfIZ2D0GYx5GhVpp1SRlnhhpC0zCOBUUbqNoAbYVXZbVtaOLE5WlCbx2lwDwrZe0JmzV+VSPYiLdsK+v+pQXuOSdj7Gw3sGmR5xd8VZGLgIYSjVdz3Tlv928wfZ9cLhRNoJon3OVCvoukck0ONYpQNs40OI9ndLzC3RZ3nVhpNoTTMFJUgTkq0nrc8Yr/8EL22LpRlsh4M/SCAOOI02yvQ7J10Vpzr+XC4aoNmgQr3BdRdBGg9GQ/QvCWVj9XeGmZfGR2FV4bruVHsofRZw79ipiU9RCQNBGkpY01XfmEi4ki1tRjQGVmrpUUAq3cs7koabpR9gnCTFm3xLHDpXsKEq+LwOryEz5OjGlmPzn+1XXzTzvgc0LUtJb+//g9qCxA02zj9QXUKoDR4WfoLEokUOJTJq6OuGJEXMDHNYq5hWWckO0anTza1rbG/sKuX4ufX9Ily6Z+2MJubfqcecllWvD8CvawC/9EoEYIi4h4RieFa2fOjdsZ11jyeNIZ6a6mNWkCTDNp3SDX2oBuD3s0JtzxgpQl2RWmXQmFFQvek3dr66isKlQ9ITeMd55iEoZ8ZlWXxAAy3XCpwYvahulLcLXh6K+dQc7IVpzowgWpaysIFm5RmRJ3RUCCkLGiQBYCsMxxAdZhXZDCWfXSL1qJOdqfLWLaqBghe6OVloUtAvO4iMS/qKIVUSWtWkDR/QY5nu31tS1MM+HDI3m3xp3PtukWwVxWzpl9e1MDaoym1oCDkiZzvXzzGsYZ/x/+E25cXuc0mYg5ZshC3la42EG/AAOdI3Y3Pk8fOMeC/q4gnQbmyvOvyxK32TDcNdzqSDOvyGk2cvDxhPQXyu41uh7Npu6cbfSFQ4bJNDY6kqvCBPJxtrEnal2ucTZtifPo+UouHeCgDuh2Ze9/1cANs9a+eWUan3lGFv0PQ08WMRRBXZDbmjCM1pW8uzMR+XZN/v4NVI216buOnDKRxKUo0UGRKbF1UFSlFZy3mwnR+9GKzuuIFr0B8+YZ+fgZVCjevSMWJpIucgPPN+bqRC7XOI3IH9/Z+wzeGE5pwrWt3e9zwqce3aytU+UDOkwmAEdgt7JNdeqQ1BjbSDwclkLu8yOiYQE6ZvTTE6xGK4SOvb32GEnXG8VhBYcN2taM5yvBV+jrvd2rZWEOtCGhdUdywdg6LzOczsi1R+aJqpyhLMi7Gl8kmv0K7wvT2AUTfhsxW3Cu4c265nOcmKZI7YVNzhbb4rHDj3d28PKGGsirFRxfzJFaONznJ+uYBEcxjfa4rQq8L8ltg56v1vmrK5QTzmX8piTfboTzGSFR1luGZoWmAR5f8E9HfEj2OWpB2K4oMqhmcj/j3EySDENPcgG3LmyEnBLFqmVoanI2YrVvjBBPWAjomxbtetwtLXgOKxS4tnZYW7XE12uKMuHjnXUBtSPrmpoD9Txx8Rc+rRSfKuT2wrZvaNu/ocwNzGdcUbIqH6jPih+VKhZkl7lWmUt9Y1wp1YunPCtFKAki6HbHOieu0x8pLoWJ+/vIId/z+jpQzDXOCUTT3XwpgATsUAc2Wv6yj+gioRAr7HSzto5P19l9O9nntS5/Rx+W1zltcFERsVgeXa/sMLhp0e3GOse/sOvX4ueXejkHq79ILP5LnkT4C6jXl284WxGkr++RawfXi9m468I2fcksYVVIELQfScOIqJBfHdCHHfJ0hq5Hh2ihqmXA/4NtDOIs1FPb2si42xVcrhx44DQfmU6PNJeRzXqL7BtUenIe4GCEahejWab3G8Lw3h5Qn2yBSTM4o1a7pwvaW4q3qFhkQgg47yywMp2sG6UZl4W8btDVGr3bo6L495+tyyAgzpK1kS+nH7WRzpsHXEyk/Q632cD5Yunhc0I9aFXhug55PML1imRHvlshkyJdtzhYHIwDUm2sEzVa8eCeACe4DLmxrpw797jPz6Q3D4gTRNQ2/2h5YdoG8ndvLIPrdDP3Fo4cM7JvGVzP7eIZ9weawjNUT/STZ2xqqvsdeVMy+isqgVa/4ZguyPnGN3lLuT2QLxf0p/fIqkXaxgjP1yv4QHYO5o60byFNxhhqrPhjGJEE+vwMKKIBmmA29ktnq/DdHratEZrn+ev4VtvaCro5I8HGiWRBus7CXVcN1JVZjVdreDqCv8LxYgLnDJ0LiApFcGQN3EQ45Gyj1+0aPV+tsBhngzs6j7oj7vkIQw/ZodH05CkoISxFdlniUsQ93ixmRLDOhigyJnQdcU1FXtdLeGiP5oibMn4aTODeL8C9qrTu4+1m70chDzNdm5HVjnC5UjDjn1+MS1UWZjF+uSC1qdk0JvxLT86zgR3VWVp7tdDHp0jebnGq6BnyrjFd1fzZOrh1SfFyIonpb/L6gGtqvPPI63tbF750bvrRCuCYaTYt3ztjT/mnJ4s1OR/NcXd/IB8vFkniFX19h1Yt3O/h8QU5Xq3IXRUGwtw0+MLI2WzXyLUnj6N9zsEth5FI04/o5YSGkhAzzvf4779lzAJjpFoXuNUKuhlXF6SlWMu3yLASg6BOI/Ha44Oj6iKkCQ014h2NExjVnslVjR6v9rntN+S2xZcVWlTIp0cISweyKADrlLtLjz58Dy833ASphmLYkCeL0bhuEmWqaIcH5pB4KoTDWFl2XN2QH77DPf07vG8JKSDiOK2OOK3Z9BV5E0l+JBR7vIjl0WXFzbA9rWH0OBkocGRNqB8pcws5IATrbv9f4kOwp/XPZI9lzxDnyLXxwSw2RmwtnCM6g5OK9Z8Eyd9CHM3pu9/Zd1WWcL8n/cu//q8SIvn/5Pq1+PmlX/9vgFxiNnAdJ9MAJQMOxrKwUcaYkcMOcNCbFkfqEjeO5H5EVdHKo9+/ttHRMDP/8Na6FGUgvn5lwmjF3GR9QfHpxCupgdfE+RMyJTQl8rrCzwFXmgVVVXBZlrBMj7YFYPlXEjx51SxQws5cOct0jpSscySF/dy6gSmYY0MTmkayelxXId4h3WgjQGc2dy0WDEBToOu16Wyw1++GQH77CjdO1u1oKnJZ4IYRnRKuv1jXYxrx7wfQZA6iYbTTVFXZa/Te7KKApoTLGR0jcr0A7iug0P38kfzta+P0xGgjBLKNg8rCgjWjwRnTwjzJ2x3iK5r5E49O0TwRy4bd/jtktzbYGwNTnCkmYX8e2J5G3l73FIc7Mko6X9GqRusaFzyhrkm/+QbefyANz2hyuOJg3/NkmhMtG9PNHB+B5Tt0waI4stoG2q5hs0I1W/Eiyz04WnQFVWELcWn/ltvNoi1m6+zpGK3bN3bkaUZK01nhqsU11+GKAL7EDRfimK2bWZvuyn3JJgsB7SecRisq1NxP6Eha7/DPJzwQGYnfHfBJQAok98z7Fvf8Aupwk5kGZJqgdMhVyW9eIfOMGxV3661GciVSCOoK3ByNuj1MuJcTEjPjfotvWqQI0DbEnPFrA8pRLw4/EcgOypJyHhluZ0IH8dDSqjPydQimF5tnAwj+N3+7sK9GGxWfe8t6uw7QVFRVwZRmipcrLhdISAsNXkybkwyDYSG2k4lZt2twdlhgmmwUpGlhkK0twmK7sfHr5WTFzX5lo5U8wZTsmVZFyhp1YWF3Cb7yEBp7bg5r6AbcyxUhGHU7GJOquJ7xP3xnOiIW8fHYISnii5I8wNQKqXEwzKTgaVOimW2UrogdyOZko8sUbVQXgh3Sxh43RqSIpqdcuF2UhR0kE4Ai/YD4LRBQcbgZwnCPpICEkeQiYzERUkP2A4SKnJ113yRBs4VpJn/31/DyI26c0TQQ/UDhPMkpcu6Y5xukypAQIuRgNHWXFPB4FQIBxZNTQcabi4ulwHF8DY79y93hn4zEBDN9LNBT6Qd7pqJBDaVckBDDZPTtqljuD3PR5U1LbttfbOEDvxY//3wu5+xhvnVWQNQLsDA35CxIU+LL1hax3rg4RHtc8pfE5LIwEN12C3MkvZyQqiJjdnWGAXGljeLOywaekomEDzvEQXQ9+ISMQpgc2h3xV9MopFd3xqvJ2bgSzOimJWfbDOV0tffypbOVbfGORYaiQ3NPYEl/LsQ2YzzqEqQRNwd001r2VFXCtSN984C7DdbKrUsTuK5q2xT6hdq8NgdTvN+Z6LUfl427Nsp2W6PXDq1r0xTFZFC9urLO2jjZQjsn3LUDLwzjkZw65hCpqteUR0XGG/50tm4BAm4iB0der9DC3HeSxZLVywIdE2QoZcWr3ffE42dGelp/z6uN4Jp66Wp5VlOJ//kDcjnj+4jvEnSjneQ0I40VhHkY0fWa5IBvX6HzFr1dyGnEAfrmAbqE+/hoAthp2UArK8Z0HJF2gzoDWhpxfIYv+VpzNHHkUvAw9xBB+ogcT5Yw/UVXFEdy79Go1h24WKyEPp6IqxUlBVfn8Smh2zWrsiDfOuR8M5CjQNo0gMch6DyaPT8pLlnMRaor0n/3d7g6QH/Dq+J8g0SY7zbQnY0RM/RkJwRXoq3Fm0gVLLjWO3S1hlOHpohbuiiqSi5tI5fzxWIf1q1Fqb0cmd+8IoszU6CIdUoen81pqfPy/AWcy9SrGkmRqk9GnNaEdBHdb0w4PiUTS9dLDMv5gjy9wLCMb9sVUhZUx5GcRrizUz7DZAViIUgyoB0hwOWKe34h3+3h7pV9z0Uwc8PjGSrTr41tS3fqqD7/I7UKYdGPkRP69hWce9xPP+O0Rs8nNM5WzIthO2xsb4cQNiWEypxWc4RWQO3AoqjBEh0Wr1JkWO2siFrXzGVPuEzWxbnd0DTiEqgvrHtyuy04kIO9b/GLRikjdWtd9CnCeunaNpU55IbR7mNxS3RKBe4HJH8E19holGg4hFK4i8rPq0/0OhB8xXenB6RoiL/7WyRl3OMz/u4taZuZ9v+OcI3UsWYMN4bKMTOxnR+QNJNLDw+vyN99g//9H7+ec8OybTucocj+SYmD4SeWS//p7yz8Mrf8WYLWJblpKS43K25zJMmIJEGOA5IM9fBlBI4LkAbyfkP+/u3/x03p/9/r1+Lnn9NVBMs4Wq1MbNrf0GnC7VZQNeY2ygm85WG7dUNOCTcl5G5rVb5bkM05W8vdoD3I0+VrDIBce/RyQdrWdDfZnAVeCpwEsrNOhlxezBqcIlqucM9P5uC5vyPPMzIPpH2DGzPcPSDDu8V2ypJ9paYTOcy4cdEtFz1hLCyBuyzQtiS7CTcOZF/b7DtmcDOsV8huj9w+IP1I9n5JiV6ggk8ni8KI0YSsgrnALr0JCSeL6NC2hGALitaljRWzkFJmXleUzplbaqFcxzzTFyc8nkI9c/eBci5x00wKlsumd61phMYJXt2ZHftyMy5RKJHk4G5rzo2mZp3W/NaDEvDdjDw/IZODqiHUgfJ6wx073Hkw6jeY/X2YyPsdUpWId6SmJh/WaH9CpELqyiIKrjc4TzhfgV6tuCsXLVmKNkKqKnS3hfUaXRtGn/PVRiHew/OLdYS+8HUUi9u43pDrzfRDIZg+qK7J9zvy6UySjMuZMCfk5/ekHChOPb6tke0PpNcbyqnHp8gcPNI2uN2anIyELN0Inx5BSjMIXHoLsA0eto3BQl/d4cZ73NBbhIjPzIUiU7BuU1miBTZmTQFZ1cTX97h+BF8Y06osCOduGS8YwJMpIbmz4rptbGPaBotZGSc0J4ppRJ5PVsTVpfGiBHIayNsdFFuCs46qPJ3IF3MoyjTjji8G7lRFPjhyiuhhg/z40QCaTQUvZ8tfc2I07Yd762DNyboc68YK1HGGOJnrsh8AkHefUTKcR2ReQKp1axqfKXJ+eqJ5OkGcOO13HLqM+8fO4kGqGq28MazuDrDbIOcz8uMH+4xuN6N915X93dOI+GAHqT7BrUO3W6NyuwW1cbzC+892iCkdxIGYBT8OxOlG8TKRvVCuVhbUOybLAszmOGM0Ar5MI8rSzYgRLt3XcT/jbFiKq+mX5NJbYVSVyygaXKqROiDD2eamCuIr9uvf4HVLmm605e9YVS3p270VUMNggbqrljDumLcNcV8Suo7JKcXUsxve0OTGuitqbix5Ohq0tiyRcV5KHiUtPR/5gvf8oiucp6+dHyUB3jIVFRvBeo/WBenhztyTYFpQEnN4wqVAlgnJNUEa44sRyVWBvrojH9bQeHv+f8HXr8XPP6crGx6fyRYaHNZe9t46HvuVbTzdAHcFzDPhfDWg3vtIvjvYybIuLWojL5TUugJZQk+HGX15MlDcdo3u9si7j5YXEwLS1rgXe5D9x0dcZ6fxfO5Ilcd9TVYv0XqHNi3p+rOdNuOMi6Z1kpTRUJK/2xGef0JGa99ryJhDo0BDxl1OxoYMJ5CM6zy4Lcll8vlK9ac/ENRs21p69LC1zKCbjf3ULzP008XGVeuVARRV0I11wPR+h6xa3PtPSMqIOLo685Q/8PH8I0XR8q/Lt2ZD1oGUZwbfs8prs3dHTyojxeyQfkCltBMnQr7fm/7n8xEk2fd1u5l9vSnJXWcuktMVd7kiUqKHDdp3cHqBQ4GfJtrPE+npbHTebYsLSl6bIHo61NBHQ/iU2Rb0AvI84W52r7jkkElwf/oAw2Q5b2VBv8SloGp8kzGRHxq435qOpCqM9uwEOTooazTM6PmIDhdkt0fXNXmscKsNXrNt1kUgDSOxrozj40COR1xZkaWwNvwwErobVQuKI95GnPPow4HJBQoxarE0JToPxkK6dLg6AkpeNVBVi8gzWdZdikaBvtzwL2eSU9KmJYMJsQ9706C1jWVNyTK2fOpwL2fyZkX0nnC5QHfDY5BLfEDOV3JdE6YR/f5bApnw/iPhdkPHaJbjcSkA7vdGVU+JXNY2xlJFU8Qv92IuS+skHo0thBP8MMP5SvZhEdhbx0edh3FCyr0dPIbR4j0Kj1x6tCqW93FCno5fYx8kg7wcFxq6WJxKU8GmJb1cKbuequ/w00ToBvK6xVUVUjr02uGS0bslZ/R8gscTPkbYba27PIykzcq6KmO0fC5n+YFEMYfh6wNyuhnlG0wn9+kJvXVonPG7mvr+nkEcaT5R3ErqXFtXy1sWILcbMi1wU+/RzQb3cjJ3Y9ugdxtkVity+hF5foEpIlgBndct2njYbYh/+zuK7j/AaTL9U9iQq4COL8S2p6nv8bv/EZ8acs6GB/npPcwL32gYrTiZPXJ9h78qa73hso1cJc/mKHTgfv6AqCC3mzn7qsJcgNhhD/6iu5OzOSd9QImkIuGiR1IiZ/BlAWM2neNsTDY5XwnjZJImJiRXOBVSTmR/Q3VlhWrf46aAypG8Xhv1+off/jr2+vX6ZVzSj3+Gtl07g+i9PizxGCN8fDG7fFPD9QjdzUY502Ri1HkGp6i2gNjcvB9sIWsrExqnCQaj/n6x3LNZ2997uZlAcoEF+uuy6Aqmp0gmwJanF8QJuW2Q4x/NgeYC2njUV2h1h/7wHakpCH/8ES4LkM4pLlnaN6mkOEfTTRcvFgwpHlLPuXlkrBJVr4y1sBleU0iFf7kw/t3fGEhwcdrInEzXI5gOqmkMIFmvyN8+LCwQYJrIv/sr5NNncpx4nN8T1HM/tHx2V4564a54Ze9JlWqouVRH1v0G5wWXHFkzks1eq3VN+jd/Ywvb4lCTpLCt4Dqj3jPrFff7v8d9eiEVDf7NDo1Xe6pliRipjY9UnDqqYot0F4uU2O/IdQn7hipCLgX6wcY/scbLQuz1gSCVbaBvVujj0SB6TcM8DkxuJlQluS7RVUOTE+79R9Nb3e0NNDibfkmrwmz640RuCnQYyflMqPcWrBhHpMtWQHMhkZHgQCpoA13b4DrbTItkUQUxiBU8r+9hTDZaGmbSeURqjxSeEAL87nvoBvLLGX0J0M9odMh1JL++s04oN+MMnS644wV/upHUEuWlKfHrHawbtNigPuBundmvr1fk5WSsrGB2YkkZr8mCiVHrgKLGhnrzAIcN5afPuMvVNuiut/FZCNbl63tkv4VPL4gHaWvy4WBn/sKTfYUbRrITy7orLX5AYiSLWhZXALrRDit//Y057G69dVe9wH5tTLCPj6ZL6gd7xocR6aaFeG4uUmkWaOowWhK7OtySm5Wdw6vghgnvA6w31mW4Xq0LuG3h8Qh5iTQZJ+uAidgzVVeIeLLLpq/RBN89WDF0usDLycCJ594+Qy8wLIWKMzdn6Du2Q4SXhKQB4rO97/3ORlIAdYPMk4EL59nWGVWL0DkvnczRYlFknk3/MvTWsX05W5ekDGaeeHVn5HkW3tY8Q7uh1ATqYSxh15C2G/yn/93G521l3Z++RL9/S/X7Ddp9RmVEUo2P668aLM0J1zvEJ1zXm1YwJivYxVkGYMpfB14ZyzQk2eejDlxeYpHEWxc2mlbLXMAz/v178v6Arhu0b815Kp7MbGM+zJCxzAHsj9JEeP+RVPxgxeXql0d2/nL9Wvz8c7pyMjHjobKC5PkEQ4ecznaUmGwjVx9gXdtoYhzNpbPdLAu5N+eKt8RkGSYTF9c1zpVofzZxrwr6bIA3qgquN/tnnKyVm5IJPL9oDGY7RX/N2VFBpgmtI85VdnqZlFxZOjTzwFzdcF2Hi4rLM0SP6MI1qs1CrS6RXORaJKIMhDwyyZmcG5IDTRVjeaXoK+uM9YsGwltiNFcDLYqIQeeWqJG8rmwUljO5n3DrFbpu8ZcL+nRjNTmyEzRDdMLvv4XDxTAFrn5N0beMt99DXdP4VzApdpYLyG5tmUOLxV4ylJ+ekK4n9jPp9Z68X6F//NGEtvWaLBO8jMhhA9cRfG2smX4yZ5Mu+IO6IleVUaJzRKfJRpJg3A8VG31Miutm5IuGJI4QTUhM08A8kqYJVitElKIIzHFJVU/JNtRpQr97awt6GWC3g7okfz6bU6nekLgikvD7HXq9kWQCNjYumiPJ1UiRGRCu+z3bfkRvE8MwUa5ryjwTVa0r97CFnz6TXy54EQrnmVd7NE6mjcjJdA2rygTpvVnm5Xy16BGwrsKt/8qrcWUN6wp/G9DWWzfl2ze4x+clrHLGPx2hWyI2nk/WlRJgtbIuas5IvJnmKyb4+x9x7x6XHD5zhukwQWU2eD49IerQfkCGESdqp+2XI+oDEgLSDXAbLOgzTTDrYmlW3LUzInqwJPt02OGywDCTs+P6eSaNiSkfeVit8acrKuB/em+bfMyQZrIPxoPZLfTxrAa6ng0/UXhPO81E70AEXxXQVKZPu/UmjEfg7Ssb4RQVUlbwxz9BdzVh/wJu1XqJaUkRcvkV3+HON3h8XsZGkx2QgofSgSiuqkmakecziuKCR6oC9c46W3/1PfL+ycCtqwq6bDl3Xw429RJh8unRxNqrlY2wTxfcbHo2ReDp2cwD7R7/9EK6P+DqGvn0iEuJXHjcnMzuj0NeTnbQeT6RS4+bFd1ukPefrHOqGUeBzN+axihlYEal+PN6mBW9dox+JNFBCaIT4fAGnwT3fFqKkx6YbIwnLYSSOEV6oBLwOhPwy98BuAmtgfKCUiD1W9I3r5CfR1L8iBYzYQ543S4OMtNHiUJKM67aWy5k+hIl/Mu8fi1+/hldWlW4yxUdZ2SO5JyQj89GO21auNvYKGvo7XThICyjqTyMNoIpK6TamIOnMQCZlN6C8foe9/HJujhq7I30+sFO4z4QhnkROSa0LdFmXvD73kB2dTB9BljBNM0IGWXJ6nIJFy04de5fcFWLFJWNelgS6xGUmYTgpGJeOy46kV1G2h3XcCVpZj3bBhXdQJ62zGEi3u2hyMgM0tQkGfHzIrYMlZ2Exx5RGynEDJqUYp7g1pvoeRwAYSo8MY8MQWkm4a28QsuCfL+HoqBNQnP/O4gL82Ze0u03a2tB79Z2+hSh/l//vY3DcqZ8/5HxzR1zGcjdiPgS5yIyi53uihZqb/quuoFxJmvGNxV6Hr6yefJhb2yPmGzko9nYTrcBymgdgyy24PYz2l/h7oA2LXLrcHHENTXaFuTbSBonivONFEqmaOLY8v1n5HpB1KOarUtSFLZZS2Wjo2HE9Tdc5Y0j1KyQ4QRtSZBMTplEJnlPM4zk169Rp+TuhisqpK6tg5UTobRNj8OeYuhMXD1Z8WcH2SXktJvQ/dpcMcHGPQarjDh3W6CVycZALIyiJpMfDkgRrHMS86K76Y2fNVrWnOQlbmK3gWu3iPJt5ORyWjRbHne5kZcRsvaTUZ+TkGNCKvt1mSIyzFAXSN/b37HdQlw6EXNGvKISkMKglxoyKh6aBt1tjMfTdYYuuPW8/HTj1glVihR//wderjde1RP++bS47TI05pyUslw6XZZ9JZpshOcU9/mJ7AINjlw3C6fLuiDkDJuGXFTIlAx7kBdQK4tLs7uBmP7FFN/OjAPjaCPmW7Zxr7LE8ywhvCOGV5htJIWCpyDP2YrFurY/q2mNrzXF5bVjQumLUdWlbex5LgorSKbRXIOPLzY+8ku3Y2MmEH1zb92eTQvvPlr4bRkM5rhqTej+4dHG8TlBTvh//MkKsOPVRm9lYeaC0xF+xLRGigmrwV53ynbQWCCpOo0gI84J13pibEbuqntoH6xAGs72GWuNeoXc0xcrTrV1Un8mom7i1ZR51Rc4MsgNLbeGaeg/IKMgt5EkkXz3DW4GywgJ5H5AcmJW5U91Zqw95Sbwpq1NT/YLvn4tfv45XXWFPr7A4ws6RcLnJxMkOm/23y8xEJ05ZtzpgkyzQftuHbxcSH/3yoR/n59xT0/LAuzxJzsxuuNpSS8XUI9zQq4r3K03Lso8WzxGjqRvNyRv2g1WG3i5LYuHbTjSj7ixRP24sHO2aLExnUZ3ZexmUo40GUQ8HsdIIheJwrXkoiC3BddyT6mRXCvntuYyOe4maMtI2TlodvRvXzGcey7TB9rygdWHfyRyId0pOQbGdqaMQl2bPCQHAAAgAElEQVSuqXPg7AaeJkeeRppa2EhBPl+ZamiKhlUMnNMjOOF3/lvW/cp4Rk8vtjF5sUDXUJsbSBUtCtz1Sm4adL1GQzDcwLiIQsG6EZcr1N8h2x36pw/M3lENli2W37yyE3s/MVaeiyZcLGiOPeusphtYt9aGX8CUlIAvkRjt9DguBN5icZ211VdHF63A9Yr6iqIuyHMklTVuv6HIyunTlVjVJBXC7Ln/h/fItkHOHWCv0beOVI1I8hS5JG9XsFoTxqPdG1UBLxdoK0pJ5Mp+fqoriJFcF6T7BwNpfolOqGucd/jSIVHJnVphOc84cX928KwmNOVF0yLgMnz7xopFEXJTIdNoo4+us433Nth7LzwyRjid8dfeukjzDLfRgm6TWockBNO3RdNo6ZeU7HH+KtxFllHYNOP6Hl21lg0nQl63yBxxXQdk60RcOjtpP+ytQ/EloDc45GYjKoK9BxlmG991N2ROSFOTY4TC090UDR6nVpeVf3yHa6PZ7lM0WndcwKilJzc1rGrk87Nl62W19+C9QSoDSFGQ79ZW1TwcFgr6AYkTWUakCug3r+B8RV6OUAcoNjYS9QHtrja3yQkZonUnJwt/FQWOF9MdVgX5X/zWDmbTZF3Z7gaAKObkUwUUuZztF9ViVlTV1pD1yn42JQtaPp7RGI2yPZqIHMVCoBvrkGtZWGfrwyP6LpmbUMQEyLee3NZo16O3Dnl8xgE5OHReYIJBkNtkGqhxNnZWd7P1trT7hKxWtAZvOYKAqDCGyKwjgiNERx4V0gU3WcEP1rEVcSYNKGeupWeeEwMz//b+A0kzm9jxV0PJv+qUyBnGC8XqgJsi0d2I6540n0BXeFeCWxmGJAV0ynyoE3MlrJoN18OWj9/ueFv8Knj+9fqlXLcO+fAJeXyB0wXtOuThHt2t0RhNO3C5mbr/1R3yfCaHAnHBRiXzsricb4aGr1rojybGTMtJrSotXywUgDO9xDzbJlUUiHjTsfjBcpQetnA8waToNw/mdukGGCcL6dyuSbeOWHikbSlSBu+5rrf03RNZr/j1SB0dtzRwKwa0UVYFvJaWy3/717zPDX0xMdPwMrzj9R8+8/Nuyw7lXz61oC3XtOLHQ4CNYyiO7NZn7lJN/D/Ze5OfW7OrzPO39t5ve/qvuX2EHbZJGzCZyCXVAKomlhnYQEoMSsCUEZIHzBkxZAYDhJAAIfkPKMGQaQkmKZwlF01hB24ibkTc5mtO+/a7qcE6cV2oVFnJoOwA8Uohxb33fN/p9157ref5PXYCTtzbE2ZuqFIgd2tej0cO445ZvydZy9rDRTFjEGhzeHAcWI41D2Zr0mrDlDJMr+Mfc+44xNUaiZPmDhnVbMT27K4oCt00I7oRvUEVdIT1CroRM79GNhHbebh8Snz6iJiUlRTHgcPdETcvsZljKCz5oqTwhXY+5rW6Nj6+j5RgCJgAuDkytJouvzYQJ9303EL1LU7Ba7ZtqdtBgYUkxqIgSkPpR4Jz9MYQTz126EjDiAmaCWd9hVnPSL0gUsLiWn/nMmpIa9fqRh4hPdhgQsKZQQMyqxw3BqplpllLRY7NK+X95DlxtSR7+ZqYIqlwpBRgloFHc9xSVJ3bbElKE+6jG/j+B4RHV6TH15rTNgXcBy9J3USyjlSpk899dEOczzAvXmsH53KNvLzVTTuc9RYxYu92xG7A+DMXJQQdp8bziC1zaj0fJ6Uvh3DOt5uIiwVpXmNOGgMRi0wF980Ada6b3PGg3+deOVxxUSlA72IJpwYjGjYrh16xDVNQqODDa0pzx7y5R4i0RnU8QtBCO3A+nARSiFo3JNGIkqZVgfc0Afyw4zt6TJHjH18Tnl6rk+xwgqHTwo6onbEQz+M0D/ujhmEOE3E1U9t51Hw/8aMWV5sF6WZL6kbtRCVHGr3m6lUlXKyIpw7zXq8d381SC8q6AmtVCB6V5yTbrRafm7U+jsGfu1wJ02tkTwoJGQYVlWfnxHljFTuQZ0hx7i53Palp2YeJg4DNMh5++BKHul4ThmSTZtsNg3Z6znwcGQbFYJROjR7nQ01aZKq/zBzx6lJNBee8Q2stk7Wq25sszlvsPNND5zChEqOoBwYDxBwzJU4Y7vKGFITL4FhN8N36jo2F+XRPtAtysVRpgfQeyQImjtCciLZmiqPKGOoacjheJdzlBi852fUFk+VMx/7XW0L8633k/379iy9pOuyrO22hNw2p6UnhVrk/vSc7O8AYAtOnHpMyhzk2ujAOkzpHXt7quGAxhwoYzyyXECEzxMxh2k5znuqSYNVZYhI6Yiisou+PA+J70lhBbiEaTBeIZamaoEODmSbGzPHq4Zy8HUguUq7nlJXlOSdCeeR+fs+8WyEE7qcd63GFm894t7zlcdUxVJGbpmPstrz2gdZdUdYlj/vESxvI64rJPWDMZtjJsNvv2VZ33GSRT5ceLz2ZdLjiIZkXXLbitr9nG+cE2xBlxO0nmgAzUzBRsq8qNjbH2ch0eUH0rVKDswpMwq02qm9aznRz6gfwkTTpaNGIU/1I1Cy34X/6Evl/+Vuk6Rjfekz39JpwbLTj9vQtzDhiFucxzqFH8pxUBKYTSD3HGLB9R4jnGJKTOoekDySXtGsggpxQ4a0/qJYnz5RMLSAxkV7f6om3qjH7PfRedULDBMcTkixjPScfTpi2wQ4KXRQR3VhzQ8pyzBjBG8L6UgnMh1bHVWI0X2mbIUVQ8evre+Lja/JaAYwQMM5oMe3PmrG60gLOe9K8Ijx7pHEdKK2WTIhVplDAMtPCcncg//tvq6tIhOy4Z3x0iTx/iX2pz9McjwrIG876t6JQ4GWen52O05uOHXBOfwesICHQi0AM5KcRIwb/8Ap7aohFTnznKZw89k5T6bFORbhtR3ZqFDuBxbY90WmKfYoR8/wl9NN5zJvgNJ3F0GtSVWLvd2f2j2A+eK029czAOGHf/4iLReTkM8qxpWSiWhSkUdTlZlVzRpGBsRjRTVcxC612mz7u0CS0KwmkqcO9eE3YLM5C95UWfC9vVHc3BMz9FpOSHmy6TjsqVjDbI+HpNXIaSMNImiKm7fEISSLRJUgGVxooao3UqDTKRjlapRYKxurnwCQN6xxHYl1BHIiZ6qrY32tHxwim6yle3AD6FP3lWkOTy1IhmWj3OV1fkJxBbraY/QFiot2fOC5y8iLHdw17MVwHiFZU7zhq9Iz0WuwQozpU/Rkl0nZqPc9z7bCOk3aRQLtdouPTJJAHiwkVUx4wxpL5jNQbzLjXjpQtwUPIQbIcexdZMdJnwgeFwRNYDeCNx0tLJ5E2H7AiVHFDkInl4MlOI94Gghj6zZF2ASzeoT52EF5TLlccxTOYQCe3XEnN2DWESoNcM1tgEGLQ77txn3wh9L8XP/9WrxCQY4Ps9iSnDgXGkZg57CnoAipGGRXHE1k7Ku/DJxCDffEa/+QR8XKDxECqS+LTByqyPB7VSt2NZ2BgRkwGe2yJKeEvL0kWZX3EiDWGJKKLnYEohvDZz5FmHvPyhvjoqTpb7rdwu8dYp0VYSPSnBpfPKMuaYb2kkcDYvYLS4C/W9N3IKzHcseClscyM8DCbKGVFOXvC32+/x5UMnPyCQ2gZ/A0fzd+iMHAfDjCrmHDcFTf4ZHjcbNjaPWM+sYwtjT0y5SX5Zs7jsaKcEls/cuuUFJ2KliYfqRl5FeH64Bhdxu06Y1VXZA8fwcsXGJMh44QnYftBSdreq8NuGGCWE08HuAuEiwXW1cpjco7w9BHd//KUOHn8NOJutrgxMJUZzjmsoG4lI6QskMYOSYaiXtBJIhQFpQh2VigzJAQ94U4dsh1JudXxlvcklyFFod2Aea10Xq84ewmR6CedJoAu6lZgGkmZwxnLfOiYhkg2eGYScVmmGgrjEckQc+YLGYPUpbbs93vdyGYzZHfA7LbIfE4qLemgjJw4n6nV3BXELNOCKyZIKiimmukm3Qw6RglRu1plrpu2D+p2NKKamde3pH7Q50hCDnt4/oLUtcQwYfdnLlNKmrtmRH9XCLoZdl67pAhcLEmtAjGVZXPiloQZVKe1nBJSCHYYdFwUAnJ3wuwO6hKyCq4Uc9a4iMBmrQaBNmixtprDzT0hEw79h9g+EXKYzz+FzfLzhir6HIfphyfykDDHVt/bBPmiZH2xIBwaZvu9ohyKTEeBswrJC+LFUi3vXU+sz6NPEe1iaf0J/N/owaJZeXZ7ZFotiRunUTU+EaeIJUE3EqsCU2Y6nrJGR2T9qM/1+JH+RgOxsDq9Wl+Qpl61gy7HbDbKkqqKM3k5Ep8+JL3YIxHSMsemibRZarfseCRRE2JDusi0MBoPCBZ3f6MRNxkEyTGHE9MXP/cm6sGMWlSmacA+v0Nu7ghOkFODN4YsjaQcKAqaZLkMVh1p3aiU8nHUsZo1kOn6Z6LK6EzbqXOzKiAoYkKqXEf9TYsko1TlGEmTxyaHnZQ2Lc5oLFeI6ppLZ+jyqSSJQaaeLHqeDrDqcv7LJnGXTzTViU+3Dm8bDlVkFqBu4LiYmDeB0Uz8H5sDL+uRIpV8zncsbMNQe7rlQ9Z4ou85rOesncX3t3x7fE7bTJSmYG2XLKiwkiOSqMo1WXX1I9zw/uXXvxc//xYuH87J5xrB8DEYy7z/oaZySyLdbomZVbhX26lY0CbolCmBj3DSiAaxhiROAYTLmd5HCMjdARl66AfS6HXTJsHlBXFWwj+9D8sapoQNHtke9RQ1eoxzJGuJda26k+sFdLfEqSMdt6TNAns4abLwEElVTSwKQujx1hBEcIcDkUjW7Jk/XrLNKobB8L1lxdwW1MNIkILjdMflsaHdfZs8b4hlxZDXrKcTnRVOYcu7ea0t8lhS7KB1BXdTwDjhaAcyu+a9lNENA7PWUGYzvldaUpVz5CcJXYfvD4RwYC3CQ1swmiX9FLnM5gTrSEGQw0C0S2KxxKwjcn+rzJe2Vw1IPyCnlnCvsRWMGh4aqx6bu7MWhbMwedIg1aBjRSsJExOsl7qBbw+Y3ZEoBpxjXThyl+GNo35wTd6PumEXM7UcxzMEbYyA1Uyxj2MqikJfn3bQkeZur+OJKtPU8d1eRxXGaW5RXUM/MvcdQSaoLJnJEAmqfShzorHnzlGuxc/LG0UfVLmefG/v9bkltPOx30NSQKTY/k2hYr/9Ay3OMkd4cK0RGFtNj2e3199ZV6T1Sl1dMimPKT931PZH3XjyTLtSw4gPkW7ssWGkkETqe9WbcF4kz2M4xkBazogXK+zdkZjVxIsNIdNkcnPyMEWyUVPDrRESMPhI2XY6fpnVmMMBkrKxZIpI6GBR6SFjGNVGfzYZkztSiJgUuR+/R2c65qampUFOz1nM3sZ6FenK/vgGFCi9QhQpMpjPiKsF9tU9sjBkNqrA+O0nxMzqoaY5KS6gH87jMjVGUORnAOp5pxWrBe258wNo9IKgAtmywEwjYXtArMU4LZziFJWT4yOTSRgC+axCqpJpVut4zhhYrwmLGlNmahIYldfTlRXTssbVBZXXcVJ0FWnjiOlEzAqMgzz2pE2JmFE/W2Wlo8R6Rnd/S9PfYStPIZFZ1CgPsgpf1xROR7zJCOajl/D9gTirCaWQ2iPiBNu37Oqc1eRoxo5sPkcGi5xO2N0BzsbKBISy0JFur842O066Xic0ikUEY62Oq0sly8eiUHs7IFYt7Th9zePsLOiOOkaUpPqgdD6UYATEICGyCJb/efuYbX1kFyYme2Drcl5nAVMtWYYNeTbjpj7xnfqWdxcN8xToCPyflPyn++cM64qwfAufJvZ+oB1Lkp8RbU/rb7HZE563A//YvsSGxKcvPsOmqFi0W66L9Q8xA5/A65P7yP79+u+7YtSNKCit1TQtsa4wN/e6wa4Wusne3GOzTF0T/aQz7sxqeGIMxNJgbw8qDixy0nqmwMF+InH+vSnqSVWcbpSLGQwj0epCSwRz7FUXkHShw1lkDMRhglWN8Z5QZfDR9yBaJJsjuy28OCBN0hPSMKrQssqZUxDvD0wkbBjJKhhLT759zlX1EPEnrqIwTQMPB0NXRJZdYjY0xGpPgWPRvAY/J2ZrHtgnHExNOR7Iw4wfxO+T52/RNAWzWHMyO3IcWRRMVzG1YIJw6GfczhuWuWU1lGQJdhIYsktmqSfFDWUsiOuaunrE6DLkmDApI6aewUxIFynLhZ60uxFJIykEFWASzgyVkuScFoHtCEWp760PZ/TAWTC5mummWeqJkecfqhYlRLIYCW8/wWSGpbEwnkM8ZzVcrM6Qy4gMnaZ/DyOSRxiT6hOcUyJwnqkO5sUNHO9VmHmhHQlJEeoZKQUkU82GDJrGnltLGqezfsORyoL4qWcw9Ug/IllOsgbz6g5EIyDMDz7UzLQyfwMjlK4/24DPrCAnyPMb7DkBnjBp4ZjnyOmg9vj7rSaUGwOHvY59LjZ60p7XxGkiLSqEknS9Jnt1T5gMw4MHxDFiyeiXNWl3j0yJYKCOUMwK4tWFsmeqmvjO26TiHnNzw7CdCJ3BhIJgciyQhVFHGinRZsJM1A6OWJjPFSSYhFSVSD8ovwUdl0lKaicfI3G+IdolMqgLzQxCQYZJMPM10Qbc4LWzdlASNSGebeEe6SPSdGftTEEyCdnuSVVNWhfK+woBcziRipxYK/RRpom40VBPc1BAaSwyJFP9nzm1isrwCg0Mi0rzsLJcCdHnjqGkRJrN8Y8fYGNiqgy+vMQ4S1wuaTdrDJZRSkI2kNsJCkcsgq411Zr8ckOXHIPxZMPAcLclWUu9XBDFkGaBKAVSLuB7/wR9g3UFsbT4J5eMDbhmImQT9+tEbleYvKb9h+8w+omrMaP9qWdMZUXKc7L9nmJ71PcKsHc7vJuQqsBEg5SeKhMOVUnWTTzcNVCttUsY0W7P2WEm40BcX2O7QfPkECQOpHAGznJ2ro0Dst8Try9Jbz0m3u8xh5NG25xjYgwQHj3QjLEPXyrSYNBKS4JG3Wh8BefxqyHLS1YxcIyO7y8K7gth6+Cj/JoX0vPFriEtT3y32nEoAvsIIXeMqePvM8d1MefTzZ4PYsX/Hh9wchXlAWZVpEoHbveWmz5wHQUrBVNo+Y+XGeSRi5Q+0QXGJ/mx/fv133PFqGnjQS2d6dQhTUsKo+o3Bg33Y7tTm/OkGodUlzrsXp+Jo9s9ocjUCXR9odyT3JKsPet+rC6o46AW6mOn9tpJE9klorqBISj7JnN6Wpk0mFTwpHEiLRak9VJ1RlGI1xdwEOT2DupLze+532G7nliXSNOxyitC3xP6gRRhrAq8GQinv2Ve1jzxOS/HQPQtRUo86z0VHS4GyrDCR8tkDbZ6wEWa8Wh+xcW44oN44mQMd/n75FnBfLogZEtmccan+o75XUfKE1M/p+8PHH3kZ46Wx1PEOcsPLlekx4/J8y1+GgnG8sQ8ZKIkC5H5fEaoC+QuMbvda5ckV/icyS2c9BQICTNG0jCpUyh5pNBAyeAiNC0mJqSscFlO6hQUabJck7aHgfzQqA36dELaDrPriA/WujmJqH6nH7QjEO05UsSQqlw1YB8jY51V8OR6rmPN0UNukdUM7k7Izb3efjGD0mmERjiLSY8t5tRp+Oqp01iIsjjD4wZs10PXky5yjAixrhE/YvYtcn9PWi+UF9UO+jpUuYq/D41uFP2gLp5ZCYCkDOMyQvDQnfPDEPATcepJJtC6Gf3kybyQ3W9JacTNFliXkz73DuHpY6aUEZIwjHuilAz0mE9dMTsOmLbjEGG9WaujLEaYCuT7RzwWfIk3DlNY/FCSxgYz1YBhSANBTuRiMKsFyVSkbsC8uINJ7cySO3V9nWujlGUEUYI5eQF5wjR7pBkJznKsA3kf6c2AwZHLOedrSKTUKY8lninuKSFydj+NI+79l8R5BVWJMUlF2zf32t0pc3WodefiYznXMU7whEWFmSnWIjx+QCoKovfI6zvM7kgyRvOzAHd7T0CIVa5jOCOEaHR09/CSwITcbLH9gG069ocWU80JVU5m5qTdnuB7TKzJ8oKJHlMs8cmQP7/DnRp+0Izs9h1mueKLn74itxOpdJhTomhOSmK2OfF2h/fPialj9BE39aRiJC0eM5k942ceMUShWjxjrBxC0mwwH/Ep4PKC1EQt8PsB6T3hckWY19Q2cFnUSGpxg1e9V0hv1uRk1JJPGiBpKLSkqO/7x7yd8yWcG2rDhHm9Jc7mhC/+B9LdVg+pfoKypP/8O8jhiP3ue1o8Auac0I4Y7eSHs2vMilr55xWp72hNojUrWjnQSMXAxPuzwLHasjQD95KzjRN1sOxtwmfw0NR85PbUIecu/zwpv+BSWryfeK/xZPkFNB2xb/nAX5PsNc87oTn2/A/PLojpk01//rEVP3/7t3/LH/3RH/EP//AP3N3dsVgs+MIXvsDXv/51vvSlL7253e/93u/xV3/1V3zwwQd0XcfTp0/5xV/8RX7jN36Duq5/XA//k3MZozbQc3taQiAGr9bx/IC5uVW41hSV2lpkmsuSEthCRwzDpNyKRansnpBI8wI5ter8iGdfrBEFXjXqUElNp4GAx0azi2I8k3qj3k9mVeQ8qENE+pFwfc4YshXcPEdOd8g4YpqA9DsdRfhAzHO4ukBOan8XDDFoqrlrHGEWMd3Ecur4vOxZSM+YIk/2EwsryGQZY0ZtDWO1Yrm4QPKSou2Yp8jVky+yPX2bz7evuetO7EJiIXsKPk0ZI+8UkWO8JesKYuj41Njz+WPN1dBxs76ktzlmn3G5LHnQBdrYczVZZouakCWyyWNtRxwcEBUKti6g71S4emgxr2/eULD900cY0TBM2Y8k2ZK2W+wHBcwqogjkHdKMyDRqHMDDKyX09sM5QNRDO+l4pm+hzyBlZ0piUtZL8JoXdX0Bba/j0rrQ7uF4POcXVVA4uL7WVPDBg1hM0q4h4wS3WxVpGwvXG+R40iI4ofqSoUdSBiFpEZ4EVpUSYe92MOlJFjGkMtfgUSMaADoMYAxhucR88OIswtYiOg2jclrKXKnRm+W5oxK0KxODMni6I/36kv3qEnvacx8nwthyYQOpiyw3z3BFDo+eEXYd2+ffowsnDhjy1FGj4v14fcXBlfjBMG8ttrSEWkjNwBAd95cR23WUQ86sTaRJMD5gSVizALvG5sJoL8h7hzvcQV6Du4Wxh35UbUmWqWh8jBipz1T1FkmRsKm1NvXCJnvCxFbHIdawkA0RS8jU1u3OYEyc1VHVxyMTEZIk7L4h2Z5UZaodESH5Cch1ZDZOpOVcA2xTA3cNzGuSRKQfcN/5AbEqiJcboCBcLnSMGz0UAcmDRuJ0RnPhUEkQRQFZiTuN+LYj1Dmn1tMMgdQNWAlkLhFdjum3pCIxPgwEP9G3ghhNkH+3HfnW8UBhPGbX8+5L+PUnl3gvpLv34eYVtixJa0Ns7zAxI7vYEEzEhZq6y9muPVmydFcVG3PNaGfE5kTV91ggrhaaZTcFxfAAfnFB9DsYbrCzC7J8wTi0pE3NxZRrfE98E6ilLKLcEOYa4CtZRiwdDA1n1vebkeHH/5/OVZDstsjNivC5t4l5gX19Cwju79/F3m9JPpJWC2VFOaNmEpJygYqCUJ4LqS4gw4Qrl4yFwaWGujccikAhBpsvidWC/fgBtocH0XAwkSgWE0u8mRGmhl2dEe1CdZ1uyc4P+FhS9HNCdyBMJUeZUU6QG8s0rkj/VDK0EZ4JrhbMJ9AVb3/nd37nd34cd/zNb36Tf/zHf+TLX/4yX/3qV/npn/5pvvWtb/HHf/zH/OzP/ixvv/02AH/yJ3/CF77wBX7hF36BL3/5y1RVxTe+8Q3+5m/+hl/5lV/RvJl/4dV1Ix8XzP/qLznPeJtWCxl3Fneu5yRniXlJut4gN/cw9HqCtk55F6u5LrKnVuMnqlJFpOOgcLPJaycGzpBBHZOl5VyFsAjGGW1xC4iPWiDNa9J8RrhcI22roZXHTrH/TYs9NogX1SNte0xj9M/BK3BPkm7IEY3PGCdMNxBtonMNMuzo5A42C5g68q7BxVsufE6ZMhp34uT2HNOGUZZY5izSfwK34iSXmNmXML6i2x6wzUBurjlJ4GJK/PSx4LOj4e3OUR0i7hi4GgJX8UQdEqUPhMpyJTmX/QjxwLI/cTFZ5ikj7xpsFFI/Yg8HxCSiVw5MyjNMBGsz3O2ddtmyXNk9XU+8WiMeBeIZozlPQd9jCaOycsKoolM0JZ7MaqRBP2Jub5GxB2uJs1rFr9OExIB89FpDO3dHZH9CfFThaaF6HTnenrstlVrbxxEuH6jrZ3fQ97BtMV5ZMBKjhksWhbqMPnhF6gfMqIA3MwbEGSTPNZuIqA4fl2Nv7/S+2x7bD6qncYLdH5WhAkjfY252UGQ6skILajHnz7fTz2FcLxXVYApSSurSqTOCQLdYEZJnivd0rqUtDFECU5YhGdTkMAlH3+LTgJ2EqR2YSUJmJVuX6MsLhosrzNRzSpY0L3HOchhOvKgGfDbH9QOT9eTNREozbBoJqWDIF2TJIMsNsXlMCjkmDhAdkhlwI2QZsSqRc+RLIkOaAH4gBQtegaPEBHhyW0BeYvMZMr/GDXBXljSzgl2t70XprIqWm+6H38mYMN2oa0Y4U6xDwIxquZa2V6dR0EgYGQfMoUUaDZ01p0aLzqjjdek6pA2kqaeLI83Y0FVCVteYYwMmwKQaRLHn9HFjMN2A7Tu8OMZhYLk/UhyOTF5ZRWIESSeo9CCQksfEHok9ofX81/t7jgY20TAYzzT1fLGuyHe3ZM+/Rz46XDsRd1t8FRFbalr9GDB5wdzNKYaIc8IqXzIr1W3qsgpXVkiWKWLi4QNsSvi2JVQFsrBEM2FGwYVAWZTU2QXlQsd5cjwhuSUu5uBbYmEZn8yJK7AyIz14SPKjvm4xET8uBs7mgQTEzCjPK3LW+Tjsex/q2n48YV/dvclcM8cWUkAX3kSKkSiR41go/L4AACAASURBVOpEw0c6ysxLhaXajDG1TOaelR+oo2UQqBgobcGyzfiJ05IqbnjC53jJiMnXVLHAGqFKKy6MYz8duRkNUQqezHJ8G5nGjoEZHTlOPJ9qLO8ca7KpZ3MTsVNgMjmuFgWN/v+yBQp1nf+Lf+7H1vn52te+xte+9rV/9ne//uu/zle+8hW+8Y1v8PM///MA/Omf/un/42ffeustfvd3f5e/+7u/42d+5md+JI/3E31ZQyqVtSIp6SK1P+iMXhL25flLM5upFqLtVRw5TKSyxhYtdB1xUM6DOIuZvArw+kGdJqIAxCgaRyFZpiONrlWBYAj6xRWFvMW6QjBIOyj11lrVLDQdUSwSO6SJiJshQ6v6khi1MKsKBRn6ifD4EvN6h0yeLDpWwTGSsegrUtszzOakU8PV4RKTHEZGyAO3ZsXKPaJfRPo+Up9K7GLNNCs49RVuyqjNI3r3Pmaq+cKY8eh4YjMEKiyboWFzd8MFjiFFBpvR5x0FS571Qu0mqCJ7E3hrjMg4MI4NIFgxiBMtHCxkHx97Dkfs6FVEInLOY0KZSEMP7UiKqqFQ4SLQtyQJUOV6BM0TIpUufIeTnrhtRlot1DWyPxLnC+xHr7QbVJ0pwm2rQYYkFa37CaIhzmfaoVvMoNdiSPqk3aQffKDU3usNQsTc3J9FwhZMhhj9DMjhqBqG0SsduZ+0QJsiGK+E3LIkiihjavQagNmNmuCRvEY8DNM5fVq7GKpfOOcc+QgmaMTAODH9xy+os2q7I11ewLyDKkOyDLm7h9CT9Q17BszUEuYFkzPYsSctFzTTQBmj/lsWkVlGygQngZQShTX0vefoPZNvaGrDsrTY3mDGSDsKzSayn1f0Fkpp+WzhWAw1033JVoQYKtwso5qXpL6gSJaFu8SOd9i+xFWOYbHExMhYzImpRkKgjDsKIxoiOk6qm0oCk2AKxywrOAbHUOQcLnqmKTJjSRkd+9KznLaYU6eWfOdU6N1058XibP9PSQtNd+ZH9aO2HrJctVbDoN/vqtTbnfPHFHLYa+inKZRpkw3kKeB3gcFkzKonUNakyql2L68w/YAMA3Hy2DyjvN/RTwbjA5I5yn4kzw35wyWkS3o7kiThRkGcoXfgl4Z0e6Q6JY4mZ5CSTMCVhuz5DususYs57O4hnoiX19AHpJkwOUg7YC5XLE2hz1UckTMyIQnx1GrRLwbz6Br/E5/CP7wk/f27yOk1LgVSVsJyTiwgaz2pbQhVzrQyWJORSUUoM2I5kPIEq8eEOMceTpAVpNwSUJ5WihAzwYtgkiDGEIzDlJoeb977CCGpOeHYEINHotNOWtdpF9YY4mqJF8Od/zY3/kMOJQRjeOTeYpNnzMfIxhtoH/A6PzEfPW/HipcOHg2OdXpInZUs3SNC7/kfh4xXriPMLaWUzEPOl0rLT+UlL8cO52c8G4S/ivDCVcy7jioKo4lcNWvGvMeGhhv3krc/rOiXF+TrZ5j5j3pj/G9fnyjNT1VVXFxccDgc/pu3e/LkCQDH4/FH8bA+2VfXY04NKbOY2522Th9eEKegC1iRk/YHzWiazwirNSLhjRWeBOHjDB2jjArlVFjwk4r0Hj0kXeZnhL8K9dJmoZ2Hs94iLWa6iZ86orWkJw+V5lrlSsGViDm7fqQqkNt71Rpl54gFfx7JGXRVKAuiH7EvXqgWJnfYkycaR2EM2UnIUmJ7VVB7R8xzfH8iHydSFjkVE4vTRFY8oDUnhpgxTJaYLCYa7Ah2fsXT7An21Q6LIOWK1X2ial/ikoEwsnCJzFoWfqKYhP3C8dp5ZvGeZDKuu4DJLPQDRT/ireCPDZkYJdsi2BCQ9Rq2OzCKBggXS+zre9VghcD06Fq7QNFidj1MnULQJKloPC9Jl3MdGR1vITfIlBA/khZzRQZUauuWtlXxaYhKj95uzyL0pKOx4HXDc05P+tYhrw8IHdwBy5q4vEBevEamkVjkSF5qYZpZGFp1ivUDqXA6WlnUaiUeemJuYbZE7rVoTbM5yWWY+726DUmYY4OECRFDbEdM3xHTebw6nWF4Z7uvJpajQnxjYZ6pqHSckLs9dq+p5iFFHfNah8lmVNsT88cbDiEjtyU+bgkEnI8kN2foJ+xlSYojIThSbGmkZ0gNiZKm6BFKpF7SrODD48BqYdj4ild1xUtzZGp72ko37tX6kmnf4U1NPY5Yn3OkoB1yloVh7IRpecW8LYnpBTIryMtEDMLBP6aMezCW6BzG35CHk57qyxKIEBwxXurG6Acyd8ntQ0vaQ4jCshjITwMS5QwSNWpqEEULkLkzBRnAqQ5PDDGqazAJqv1J6YwxOOdBpfRDge4wKY8GAI9zlqoNhBkgFu8bphlk8wXJOJLNieUG0glzOmFvX2GHnpQXlE5o6w1WtCtQykR0GdNmRZYnwvEA40uGMeFSyaFIfOozC/63lyPNYFhOHb/48CfIpETyGXa/I85zggnIbIO7fsh4dwdpJHcznCtUn7YsYd8gbavLzWYDuWhDtR8gDLA7gDFkTUdf1dAaJHTY3CLtAXcQUpbjr+a8+Kf/lWJnyLxj5h5QfPon4dnn3gj75XBUZMgHL5B8TrwsSXd7kvFQlsRZRbAJt28gBYZZQRlEIzMahR/6scOGwGQKDBa3mBOvMvzNnn9YPOawmPH97j3mxcg2LYnDyG2455F9yE+sSqRt2cQ5/dQzm3quhgpTP+EtmfE51uxzy7G7oegiV4sLKjPhJmEaGpa+wbrXrO0FyxSRaaSt5ly1JQ8nj232HELgpsxZy4EHXY+rAp5CEzsOL4jhAvhkyVR+7MXP6XRiHEd2ux1//ud/zne+8x2+/vWv/7PbhBDY7/dM08S7777L7//+77NYLPjiF7/4Y3rUn5xLul71AqcWubtXi+zdXPNm+h67Paj9PSmLQ2wirlbYj14jp04zbA6NfklLC9M5VK8bNMxzcw4qrEsV02X67ylGZDqdT5YWM3rV9jirlNxhIIZIwmqAoI8kOUPATg2cWhXf+rN9Nk76X7sHv0CsQGgQn1TjIkEDV6cT0SWmPJKNOfUh4UzJ6Dz37p7JTnpKjp6BlrRtWGWXWDvD7ypkvGaqIiEZsrZiPv9ZXPUh2XqgfvcVbrhDwkTCIeQURsgZSVa7ZBvbU5iIF4NLgeWpQ5zRwqMsMDZRdIPi7ctcg1zrSlveudM4kbwknq3/hKSZPGNQ1EAhpNoip0nHIVWpWpdlDWjYY4oRCahbqyr150Qwx5N23Nr+rPOwqglzTk+3h5N2BmOC17dQVFpc+KDF0WyuIbVbj7t9gexOpL7DWlH316i5YGmzhmFUC2+RkyYtqAxnUGFVwFqBdwQdzZn9Xj8Hi1rdZ+fgxni90QDUlLRTMYykadAR7JmrQ2YIq0vthFQF8fED0mqJef8DpGmwUyCes+ZUW6IOQ2cTayxFHTjGE2OakPyalM3xQD43iI2IsZStkNkZWX3CdjWuKDksa6oqY2/WvDqe2NYTvRm4GSNxmnHya2ZFT2UdM2f5gfE8/fQDprnh0auJsbM0vTAbRvZVpClKZhKpyhE/5Pg0x3UtzZARnMHEgWyciMHRuwVZ8iDqfEyjYBMwrKC0DOuW5sljimrGe0VPlRrK10eu+4N+NqyoGaL1pCharEqGTIVGmLgMGGE6qFEB3ugHKYqzFi3COOqYcabBvxp8h45mQDV4eKRxSA8hs7jtCeycVK6UHNwcYHvEvXpfC5/MIWKY5UKOjkmTCMwq0malwcXjRHb0TLYiyoTZvkaae5ZZzn9+9IChnFPd3/FpE2E4kQrBz2bQeVIJp3eesiMyFFDUV2xkQzZEYpyYtjtFB8xnesh5davjvGEkjZ54sdGxUXPE9CNVbomrh8R+h212mAacW5By4fj8v2JOHhtLJAntcIPpH2L3FhMTsV4hx14jgpLCQm0znokBuv26piFklpBZZJzI7w6AVVZQZkmnE2lVMZU5tpsIxmPzGcxyvhse0OYlyzLjLgovzWdZdrcUDDwvKl4x8l615idZctVDiBf44gJkSV1vmIzD+JxYCpXMGOY9h82RTS+YpiTGHBdfMQ7CMR14Ep6xWhSMs4IHY8/daeCQRS5My0/GgRdVpByucN6Qh5zjqsNmEy6bfuR74//X9WMvfn77t3+bv/zLvwQgyzJ+7dd+jd/8zd/8Z7f57ne/yy//8i+/+fM777zDH/7hH7JcLn+kj/UTeRkLw4B7/0PSsdHWbjcQhkmLhhhVVJrnZ3vrUt061pBWM+SDl5rCvVko04Wkp8QUFZqFdipke9ACabVR1kyvhQ7LOWm1Jr33vi621mhq8QcvFFZYZKTrjXYcUlJhbXtOox6jpjPHkTRDbfcDpNjDWKjOwOT6HH0AW5HGHEyvMLZqDvQc5IbYj5ShoJoSr6oRGSJjONBtVnx2fERpSiaT0/qBo5+wTxbkp8CpiRSXS/J0xDWjMlXSeWWvMoQWkxKxnhMWc8wwsjydIMtJJteR4NC/iTYQ6yBT/VPMrI6eAJwhTVapwaM/28gfaPfs/l5hk5Uoqr84h0kWGSkvVNyc56qF6tBk7Pw8FmtaKGtkGoiuOI8jRSMicgfb7fkUbzAxnLs901lzpTDAlDwsl6RqRiprzPOPFJTnvfJbQoKxUzcSI8hR9TZvPdLx3e0O6VrV48znOkqZglKij0fkTkGOqSygEfCjMp9mpQL0EsTNSoufu712pdYLkrHIdoeEhDiPmIFQlwpcnCbMex9hkpDqAnNQB1xcrwD0sxoMCU9ZPSaMDY/mDxisw/iEubvF5QU4QzCGPC+obEb0RiGPxnElnu8NiVfTjv3xDhc7TmNimizXZmLBnKkvMbMT2wBvMZH5SJEe8DIVrNcF3dgzNZGl67HDiTBETkwUg5DHEfEHCi/MzJGxrJiKCmt7yIVp/hhsy121wKSaym0xZsBIRhErdm1P7AzvuMAqOapkKPsJMJoyP3pIOczyc9SCI45rDK12+/qCmA3AqIcg0XFnqkqoKiR6UjHT736WKVNq+DiBXC/tADmEiSwILuXELhDvDqRHc2Q119fz5k7H47NaPx8xIWWGqzVseUwWbxTrlGYl9hgJPjCaoJDLV+9RLdb040T20T2LRznX44RJe6hLwtrQPXgLqWqaVUHnek5xIF8U2JuJ7rijtDP82DNMveodU0mBUJwaTIyEpiV5SHVFzJzSpl2G6Tuss4jMkaqETPENKSTMXg8Tyap4J5ss2Yf/BN1Wk+pDAb7CvniFTIMWeChbKhUWyhKzPWD6genqApYL3Ms76LSbmbxVsfnkSVlGzA1mGBQj0Vmai8dU0cPasFk845uHG5x4lslQmM+SfGDWvcsH+VPuZWLIShZGGELJfS9UZeJFJpyuZnTtiZcU+GS5Hl8iWYMl4N01DBnWO6ZqjdkeqHY7qtORBYnRjYR+IEyBKk8Ml3ssO8gEqdfM6ytM/skLQf2xFz9f//rX+dVf/VVevnzJX/zFXzCOI9M0kec/FDA9e/aMP/uzP6NtW771rW/x13/91zRN82N81J+cKy00ZZu2fxMxkYZR8epVoU6tc26QKQW/nKuwMus1rmJSmzqE86bs9PReFISqROY1NL1u5CIaG9B1evKfvG7+hQo2KQpAMOOIB6Tp1aZZOKXvtqO2la06e8idFksRUg3iNf4AGRUGl7Qtb6ZEsoa0mRHLyOBypgLC2NGaI8eyZTKGrAvsipHGFtzmwqeoKIorOh8om5csspJ5WnIZIrZruTGG2hyRaNj1nmJekmHAldjdCf94Q3j2OQ0jndfw4k71LGe0P2hIZcwLBa6JYMaJgMGYhPQjcVkrOE4G7IevMW1PMkJa1YTLtXa7Jg+LWl1VpUOaM0jyOME8qU7LGh0NnqmuNPENd0lSp7qOsdOuirGkmEhFgZgTFAW26/W1HkfIS2jOYZKnA4JRzdbkteiNSbVJowpk31gKEm9iHcx+Dz9IMJtrQeuDPsaPx5/zCtpWP0tBk81lnEijdpmkSHq/CKmqzuLsALkjXKwQBPPyVu8011NwnNcYwFv9sxk8MnSw1ygB4xwxz86J5jP85Vuk1GGGEXzCjZEibcl3gWQi0XjYR/LNgirLMW1L3kS62bnj0gpZV2DDRyxlwoeeccrBW6bsJRkZmBl58iS3YVkK62wklRO5SSyZqGTkJiX66Xushz2FXzNUjymznOpwS0gLYjDkaYuPNdHlFHaPMIIvaJMw5J7Z4LnZ5GR+ZHN0xOEjnk0JM7MYn2DziLTYwN0N0g7aVRSrh4wYYLIgK5AZMY2EOJFsgZEMkyUQB3FECoffXHKUFXtvsSVcLw8UhwMxRP7fNKuGs66t1MJRyoxYlNrZdQmxhcIzpwhhOifAL0nzGr+cE0IgkAinHl+XDP2BLt1RHFvSvsH1JavVknWskP0duCM2L4hDC2VJ8AmpPCwKIol+RIssW+D9EVcXJO+ZmgPlfYv78DW+rgkPHqgkICWliRswTUcIiZSpvtEMg2ZvGQGvAdDpskZODdnFE47Dt8mPBSZZMgkYl5F6FZlL2CHiMBhSPB8KqgoWM+0+eU+a1UjbkIcAp/PBqO8JBGLy2HgORR1nkJWY9VrXamt5GE7c5i1mOvAf0px+lvM9v2KMPXmsWJl3MZJhs46DtQiXvJhVdIeG61PkWYS7dcYrO9DaxKntOMaJMWQsCFTOUXSCMxWbzSXT9SO6lztm+z2n5Qw/TfDRK2ISytxyIUInwMXnSOHAarkin72N2E9e8fNjc3t9fF1dXfH222/zUz/1U/zSL/0Sf/AHf8A3v/lNvvrVr765TZZlvPXWW3zmM5/h537u51gsFvzWb/0WX/nKV7i6+pcjtP9Nub2M0SC/2y0q4AkqbswzjRHYHbQ48iNxvUSWC92ImlY30sMJyTNdiGa1QrTqkricYWymZgKnHSDZH8/wNDQFush1c0MwbU/IhGQiwY+E3Gr7NgTM/qSOEh9Uc4C8wfynotBTaByJNiBTRzIVki1JWU4yEykFYjGHssLYnOCEO3vPvt4R5hW9HcljzYusZe8cfTGjdxuedQsu5RrXjVxsj7ohVAWFCYT9nrjbUrV7JCV8TBSb/4u9N+m1bTvP855RznIVuzp7n3NuRdJmaNOBpSRQIw11pA47Uod/QYCaAvQf1FBDXf0ANSUIUEMNAmlEaQUJlASJZcsgJfLy3nuKXa1q1qNyY6xLWpFiwIFNXsscwMEBNtbee+61ZvGN73vf563R0iISxKuW+MmLTA92OcpAzAMJlcP+znlX+e9PhKZBRs9SChY1ExXI9QZxdYGICREDqhvy+Kous8DXGoRS2WUz5JRw8bjPRYaxOXm7snn0t5wt7MicVh5i7ohdbkjXF3k3eeihsohxRuwOGcq2P+TP2liSzV0PYt5NCxey6ysE0AY5DCgfkM7nIpV/r/A5LxGzS0xAdgjtc2cGkRCzQ0wTNDXx9hpxGhDHU3YchTz6FJzHU22Tz9UYkXWZf5YP0NaZurws+Z/L8LYstIZY17Cq8vm038G+Rw45yBOtz8VggtUK2Q+oXUd6/x4pBXOtUcOExFCsWsr+SPl+R9kv6IdHxKGn2HXYaBG6pX87sOCoxyMcJ2zwNO6ZC5cweiEWJZ+0ho/tkW8YjR138PwW1/cUVIh5YA4D7+a/5dl2BCLGjdx4QSlFxh4kTTINcMSkCVUvaJtIs8SVJaeLmjBXHKuSwRd0bkCKZ4I9MstAEQP66QDdSOpH4jIjtMl8PqlJtkSEc0dVBJI2hLTGr0qi1UTzRJQGHzNKILy4YlxuuU+XFF4Qk+BoKtpGIEudQX4/SU//8qQ4/68Esa5IMWar/IsLkoc4zYQ2EJXP7s8kSLdXxNd3iKd9fpAHj+oHnKkQytB171HRk3DoGdzQ0bg1pV5TOkm8ugW9IOuGeDhytCtcAOcFbkqE2hKFIkyZWt8UK2wM2B/lcyFWBvF8RCWBRiDfPOSC2jmSSucu+RZpTd6QlRZhdb7m1ZedG810c42ZSopDIoiK2lQoc2b8LA4RF4TPWiMZU95QLJ7UVBkOO06kGPB2Icwn4twhPfRp5mA6kjky06NFxBcOiUWlAt9qpjpQmnukUXTlBSHuqI5vgQkfDHWauUgHtNzgqfE8sipuuC4qnB1ZbbcUm8QsFrqYGHxiGnfUpx0uzTRizdZZphKEuYTVBlPVFIcOrRRzqUnesezfMMqZWDhsYWjrW8pqw8VToHw3oOZEvLv5zxaC+l+c2+sfWsYYfu3Xfo0//MM/ZJomyrL8B1/367/+60gp+fM//3O+9a1v/YyP8iu4rCHcXaG+eA+TJK7an6Q5y2nMbVmtkF/c56DB13fZTRRCFvyNE8Jkm2b6J58Q37xHvn/MrdzjiVhkrYUYD4h+l9k+VUNaVVDXWZB3d4FLMypK1PMB/fYeEUF6TZpDtqwGkYMsgWhNvlFuN9nuKbaI0x7XSuTqGnEciJWB7qwhGk7IJZEuVggUZX1D314yliWzW1OmZ4R4wbrrqIYLRjZY2VCGBa8SZlNSigjzjljEHGi5eJILRO+RqxqpCsJHWwjr7HhJQPTZRWd11tDolFPqCwtthjiiNEIpxtQxnN7jxAgyst3t0asCIS3BhwwfPJyQKWslxM1lRhPMPhOyz10RNjnTi2nCfPouO55CJLZFBgOu2zxiGycoy+yS05AKhYgif95GwTCSpETOIyDybrttELNHHLsMQgspW+lTtkSLOWcT/YQ9wt8tgPLX8ihMJJfTpGPMXatVe9YQnWnPbYH8YjnboyPR6rPdP0E35nFeypZeQsjZRsOEOGvQiNnpRczk3FiUxHWF+sH/hnjI2rB8NCmLc1PKo5XNCnk8Ie/3pG2LkBX68z3l45EoFiQW2iqDNTfXOS9pDplivl2jx4U47am8JCpDOytEPxGXyNafoBig0xxNmZla+/eI4fvc9gVFqin1wnM78V4K+mLBhR9SsSKahn3h+bj/All+nd2qZNMLpOlxWrFUBfXdQl80PB8kqVIcVI29n/nbJvHUdlyJhS4OXE2JUgR0HyhCyShrij5iXMt8u0GRKPu3xMsNXqxQuwPJR1wp4XDE30DxdOTJlBANUTqEEWz3gaEYkPUKOTvkAk4Hwjhh3ERct7BEVD/nTp9MuJg3Na4qiIUmREGoW3RZsRjB0h+x2xeI7ZqpucDsHfL2ImvItCIKiXA+d1ucAAfWrpmDpJCW+fIZaV+iHhqQEvf6E7zyKFPD4Z4ARKUwZg1ewbzQyjwOdt5QRcvaAyGgFsdzOdGlA0WruUprcGU+h788lpDJ29qc+UVNTVw3eZNw4bPJ5NjhVy1+GWkXS3r1CjGNLNOCST1JurN3o8kFz8qQXIBpyi6wLo/T8ZFQDHidadihnHHSMp08pddIZRijyxFhQjMWntpIxg9WIAXm8YDWB16Jiv08EaeFf24u2cWRZ6O5DgWdlxTzOy7MkaLo8A5e+gnVnpiMYYpHNtVreidZqy3OBFZpooyJuFkRtEVcvkT7gtO+52p/QCAIJ8cyPGdpgi4x4x7mN8iyxN5H5Dhlgrn3qH/7t4R/8c18nX5F1leq+AGYpomUEn3f/38WP845Qgi/cHt9ubQi1c1PEtGZHWzXiB99lnfT5ix4XUbYHTLpWWboIIU9a3xStrUaBdsNsa2hz0GQos96CqHI7q+YwM2ISRO/fpnhan/zI+TYgTa4TYEOC9F71OkETiA8iHDmsAgQzuFNyaj2uALKXhLqRFQRzEDd6kwznRJJFojkv0Ra4EzJQSgebUnh9/hoCOXX+Fpzh97W6KeeZ7VQ9gvV7KiDRJeC1EQIHerdkbI0bB2M1qDnibWVyI9usjU3guoG1I8+A7JQOyHye6UNyXmSEjmUc6URShOjox+7bJvWG8TSMc5HVmOfd9m1RoVEOA2ZtlwWpO6UM66WHAOBjFmbcQamiXEiFTbvtuclRx8ESEohmopUXeYba/C5CK0z1yePmbLglbIgypyvlJqG1DZ5DNR1GX7oYn7dOZuJeNYuwU/e73yOyTM9ljzejD7rhZTKo80zwTbWZT7XQg4bTU0D47nISRALm+MSkIgUSZFzAvsZYaJN7tAZSyoVcskur/D6BpqS4m/+HPn4BoYtxAZf3WbBv/eZdP7lCTYuOU9pnxlKYpxIdYksIikeQWwBlccwRmfXHOcRkXfo0dGgeE3k0M9chMQLAjps2beGUHtq/8Q4CZpQs9ofMSJRJkVaOlQRYC0psPTtSOoTWjvGQvC0uQJjeD+09HViHfY8Fw2btcG8SHzmPcWzw50iByMZG8v7tGMV3rPoyGex4Eo4tFsYnWFnNaEqKSVcjQPaS8KcCMEQipIYFUJpFlOSxpnJjOjjjlEtfN7ecjfkSA0XSpaxonKKk8khnN4n6HoGeSSMM3aWiCgIZZFjRVIiWsVoEl0CSUlcb4lvB9pPP8OsLeZFxXLv8FKhfEmqJcUJxIXNY3ZVkuQE0iKLAiUC6eKCJXri/kDyJYgL7l+0FFKji5roH2CaKK5u8ElRPC/YNhF1QqWEijYX3LOjdAYVPKm+ZLyyzNNbGrtCp8Rz8czdZPO1fY6RUD5kvco45nvrpsku2HHKmyalcrd9WhD7Z3xYUGVLEAk5QUoFREcsq6wBTOcNqBRgivz9x1O+wBR4dSSZmlRIqDe4UrGUW+xpJrmZ2YJUEktCJAhXNfFiizqOhPUNdJ9R7O9p+2ce1C1lgm8sie0I67oi+vdYIsV8SbXbc2p7Gq2o+oLFK1bFllIXJHoedUUja0onqJNgOxS0a8uqWEFdsHraIYVC7Lu8+TGCrrGUzzvs8Sl3zb74P0jqa6S7T0CYvPHuB8K8ZHyC/M8E/PmPXD+34uf5+ZnLy8u/87Wu6/je977Hy5cvubq6ous6rLV/R/8D8Cd/8ieklPj2t7/9szzkr+46u6hSWSI/+wJx7EiffZEfg/K69AAAIABJREFUYNOSIycEJGLO+zrP5ZmX/HBVKot8/Vn3cd7NY85ai9MzMYWce3N+WCeVCEVLMFD+Xz+Ayw0hVXA8IQ8HkvKkYWaOgftKcTSSdTfxYpZYDFEnjreBtHT4w4m9PLGNH2CKS1zyuPGEudoAA/J4JMaASBN+VLwvL7hPBYc+cN1pXgUJ4gV3oWIvBVGX3EyB1SlgpUAty7nAy+LpdL0FF2nSRBkc86rErStcOZPqhDot1O8fiU2dXXSHE6Is4WqbR2JVSfzaK+TumPHuSsDkWJrEnDqKpAk2omMiFoZQFWi3ZEaNd/i6QVqdOxtK5MICEEMePQB5JKkkYrOCU59vxlZlLY1WuUtSFtlRZkwuRmaPeHoibtbI5awPCpF0dUnsRzh0AMTtGj68Q33+LvOCZE6dxvs80vjSySNz7EISMh+jj5lAm1t12UXW1iSmnxbYs8875MddLpzclynoDkRCyoq4WudzSNeI/oR0Ke+SAxAcQYfsQIoFcb3KIvTrK5KakYcfk8w2dyL7JXfhbJlvsgJoikxKPnZ57LAsP9EufTmmFaYm6Qax1TlfbPFZsyTFedwnUVpReYd6HLh0HtMojGwQIqBjwSwVnb/nxShYlRsQM44dgRnpA6RcjEzJEdYveUifEtzEbX3HZy8/ZiM89Tzw/b1nXGb0WnH3QtHfH3iYZpqy4LgUPHJkahNjOiHDQlMuPAv41Gva8oquKlCT5NJHPBJdrbkqDbEM7MWKNI/4aqSpEsyJk4RZgXQVSnnWfkGEiSgFU9UQcVSx5/Yg2VcNqupox88xWtBfbTgeRrZqTVq3MEw4v6BWLU5OdFJz8dATdifCacRFC+89ZqwZrzaUh4S8EkgksTswLpJjXNBVZCs1qq2wZZlt3xiu2huWUnD64oFTWDByxKkS5p6Ljz9EuiemSlB0GtGd8Pgcx9NWWOlIw/naRbAYS5CR+dUW++aI8ZqkA8FHwumI9LkzqpTE317nkeE8n12T2bkZ1DoDHLuRCIjF0QpFbwqcCBSjx65Wudv46Zu8yTQJmjPjygVEWM4RJImIJyFJaEI4IlRLihHTVxTR8tx6MCuEh/JkcMEg6g3i9Seo57fE7ogoK9zqFhkrlBesAuinkcI7/uU0Y/uGfnXNJCZinHDhhG5uKJzBGIOVBlvcMpSRD2WkjT1SblFRYnWg0J6mr5HdHnF5iznsqP7VX2PmxCpBsS6QLzTXbwdUalFKE73Hb4+o/UjSE0JL/Ne+nq9DlR2iX4X1cyt+fud3foeiKPjlX/5lbm5uePv2LX/6p3/Ku3fv+IM/+AMA/uqv/orf/d3f5Tvf+Q6ffPIJIQT+8i//ku9973t8+9vf5jd/8zd/Xof/1Vs+IU59zlQaZ+Q8Ewubrecua5xScxYnj460sbloioEoBcIWpOsL0JYgJeLgEG92LGJkdxfwp2fUGCnLazaixYuJef4hh/df0D4/Ug+SOrVEpYkrRTIRtwi+rwru1xMmRB5E5LF65sOpgEIx6IhRhsF6xrFnUZ/ShIGQCg5lxEZow4jxJ2Ll0cEyJEGn1+jiGqc0b8WKGwylFFT3HUYoYg3mOOZYjBBIqxWxbZDznMdB1oCBIBL3MjK2hqWYKGbNTSCD+E4nsCuIipQ0cbtFhkg0AnG9zfEQSpP8fY5qUAVFfc28f8cUHiikwbZfI9o1yQWCLpCritQVyODz90RPDKssgBwHcEvWOa1WcLVFPuxI/Yw85liKsN3mbs1wALmQii1QwONzdlQFT1Qqh27XJjv7Djvkbp8pzcHDsYd9x5f5bqJtSIUh9hOyO+Ux3JIdanmcZOBynTkv04xYAiRPkjJnh2mDUIZYWuTD7gzcLJDTl8BGkTt+SkOpYb2CYczOlxjA/3S89tNzOeYOVEnOGfvwddYMqLNdNghIjtyVI7+2sKTLi8yJGuecXVYV2fGk49nuD0LFzHoxBUkI4u1NdiwqkUnnVZH//r7HCou9KGDss+5LJlLwrHuIoqGtXjFXA7hILAzl4QItS3AL20WjO0ffRP5buSKKr1G2lgtxxbvHd1T1DUkJ2tYzhpFqa9gHxWcRpG7pNzbrstKelesZ7ZpjJfEsFN5z3HzIyXzEu2h52Y8sU2ItHKEsacoNQzkjxh29rTgZRVAjLw6Grk7o2KB3Cc1CESNHPIUzFG6kigFRQbPsaOKeOfT4eQZVIFNiKAz9doWpX+DtyDKM1NMTxk8UUqLmSHl8RgmDTJEYFebtkQpJ283gC5KCo1Q8PZ0QxcDUQRDX3H14jRwiJkIsX5DKiBdrQjXm8Fm5YKTBScd18pjOo06e4rSQoiREAf2Yry81kpJEjgudHZj8iOoEs/H4m4rCKdKpw0aFbFpSEgil8KuWdLXJ9wiXE9VTDPm8WK9z7E5hMkpgXlCyZXV5gzgeszbyYo04AyKjD4gq6wOpyhwjEgK4hVBqUshOMcuGsa6JzOhyS7G3WFNTlhs8udur6gWlbY6cOfZU+4VlWkiniat2y2Rq3M0/4Rv/5l9jhwUl8ig4hgU5KYRWjM4SioLNWLPVLcpVsH0BdYsOO1qTuFy3zLNAbL9GIQXKNLiY6IRGPe3Z/s1nFFMEbVDRI44zF3WFTgVCB7ASNQt8WeBfvUDuT4SrDfH2CpDZ3PFfe/HzG7/xG/zZn/0Zf/RHf8TxeGS1WvFLv/RL/P7v/z6/8iu/AsDHH3/Mr/7qr/IXf/EX/PEf/zEhBD766CN++7d/m9/6rd/6ex2h/5pXMgo1dEBCrJosKBaQVm12BaWUE7ljynRfa+D1XYbouUR8cZF38UvI2pN1jS8Nz/2evRpodIVWR45twNS5M3RsPJPq0e4dk7KECHGsGD74mLhe+LS55wfRs9caMxco+0yVDNUA1ibS9ERXJ4ZVpLc9aR4YiwOBnCH20r+mM5Fw8RZbr0lqwKWFp+0dtVI0ZsVpnJE+sZ4lFBbpIR0XfDDo4LNeRqostHUzQp1Hg8eeyWiGtaW+uUEP7xnf7vGNo+iXfOMK/jxuEvjOYa7KrHdyHu4fSeOcuwuFJSHYFt+gMpfE/hmKK5K+wtMQvScq4OoSPSyI/ghNA+0KcTiR2oZUlIhiJn2ZyBwg3l6RhCA0ZS7GQjhTdj1h05CSRzzv0O9OWYgZAknmNj3NOfXdFAjpcmBjkW268ngi2iyAjm7OSethIbYtUkoYRrxzeCFJhaValiyuFoKkBSSbGT6DI9USLrYIKUjdgBiGzG1JkKoKrpocUfJ0yDopJaGyhPIGsT8gVnUuyM5LQO42VWUWljufWSdGw9U1yy99B/u//i8QBLFqCavLLCgvSsSUNQZpu8oW+qEnaQnCZk5RVWQtUV3AqspE7brKmiRhSJfbLKx+3ud8OnfuhLkM+osIhLLZWr9uKYVABMXSKqws0cucc5saQety2CilpQk1syiYSsFiS9YPA9UwgwKrErWAlbO8lRJZVFz6iFwiEo8wiSlMXCwnurKgnE58FAsOZaKZPUotDNtsKNTScV0vxLgB4VgWyRQTkR2x9HyW1qyPC/Xi0UTGGLnrd0Q0PlpsFEgqdLBgPcnM6BiZRUQtAbU7Erc1QQrSsidYybbR+Psct7CRBhUjIQgsDuMlQUX0FNg87Ig2EUVJcnAIDzhpqZylUYF4OJ4j/2xuPF6U+HUBc0SUBSF5tDDIJVFGDw9vCVqe88gEcrVBuZyWni4qUjcjQyI2NWN8j02rrLGpWnQKSBKmLlkfDVJE0DbrUwpDFBL2Xe5clmeHZGFgv8/xMMOUlWZNBbrNOp6qzNdB1+cOq7HIMpsTotWkD19lZMipI7x7hzhk92siEpBocY3cbNFOIDYecRqQR3gcE6GxRFPzstTUU4D5hNhsscYQnh+Zi4n08gWme8IVAjErlDEIn5grRdy02CkxmkRZa5I7sBufaW+/SdE0zP09dD9GVGvs9obi+Z5gVqRpAAG2tFwMjnixwQiLIHesSyQmRnxRY9qGGE6kkMeXfPLfEV+9Jr7MEgtChFpnx3AOlftZPyL/3vq5FT/f/e53+e53v/sffM3d3R2/93u/9zM6ov/C17olrtfI03iGvGWXVGqbTGM+jXB3mYufcSJt1qSLTZ7BHk75Jj850mHMTJnCcJCR0PWsZ1Ak+qogmIj3HuUcw0awjM8sbY9Kkk+TYV/dIv2aKSSUXLDlE89ac7CwnhWrKPg/K8N/IxpMPbBXT4xxxBUVkzrxJAciBdJuGdLIRblHO8NNqnFxoBcDT+nE/RCRVeJDPNfRoONCMhG/rkidRqaYoWDRIZxF/NUbBFPWdaxb0gd3uG98RDQRMU2oMSH6E+r5hNAat71Edw4lI6mwqFNH3JRwuYL3T3DMY0bhXAYL6mwBt5s7uP2AaQ8qzoixQ7iITB69toibDbRlft9P+eYiCgN1RWya7JgKjug8U2Xh+R6Sw6iZIAPBJHTQhPGE1xN6/4jAopNCRIfoj3kslxJi7HLBkbkBuQPoc1dDJEEMHjmccnAqgWgDwklmAu+BJ2uRk+CToNmYSJrn/EBQGuom68NiDrgVpxOi70lCI+Yxj7G8J4VAXNVIo3MsxuKIq4pUNUAOqg39hAoByBO31DSkzTmKZbPJ7jglslX5X34HH28Rj88k3aCej6RVQ7IWud/ncMfSkmTKYb0pW/DTdk169YJ4cwXbFkJkef853f2PMC7RNi8R9TqDFYcFcZGyNurpkGGM6za37Jc8/uXUI4YJW2jsXJHaNfIu65rE7gRlRVMVqLlnjo4iekrXIJjRF1fM5QXLsGdTGWSs6b1n1oLWFpjpGdc9UzcvMLpmoIewUMYRIwwXoUKVjqVfCG4myCOXYuZSBtoiMlqF604cqj17A01d0iB5V+/YycjL9zNFFVhPEiNqgjakWBPxLGfNU1pN6MqgDomiKHl4uabqZu4ur5GrCv35e5KQKCkoRUKsVoTdAZZE0DG7y3Do6DGVgWlCLQtpGggEipWEVBOqBU4SG2XWdwmF0AL5OGboaojoSqN0wOygEIKqtJi+Q9YGFbLDL3f/ShhH5MMR+fgWYiQ0BeJC5OK5MqRaUPqCNWtwA3J+zF3HQma4qazI4rSsZ2N3gnWdsRzvd/l81/khLtw5PsasQQ6kly8IuwPq2OdOjxDZaakkaTozfrYblmWiWFwOC10WZAzICIwBgkM8H0lC8CQ0MgVWS+JQlXwqCv6ZzYeXnMennqPqOaQTj+//DX33xIaGtQpcTAXWXrBvL5Fty1K0FBXMyxucq4nWkGzH03jPHKCNHiWhHHdUlQFTEV3AzzsWtUVbKFTB4zc/onx8QxkCdVSIpiS+uCTNM9LXkDzuw9dw+zpfzas6m0LODtkvQ3a/CusrJ3j+xfr/uQpL/NbXM2l5tydebbII9qNXCKVJH+is45Eia0/O7hhizCMDo6CfEa4nnQZS2+IwyLqlryZGJZiCopLX7MUGzMjD/b9m1DsaaXE+8NZEtJCsbI0/eg7tP2O92jEsP6ATDkxg9h6BJ9gDt+UNOl6xm/eMsUfFwChLBIqViDyKCEITdESmCbt4PIag4aQX9ulAc73mqSy5O3TEwpLQyLXB+4nQG5xdUT88Z84GJRMgu4mwJOQkUPuZrt8h5pk2aKwAOQDbijABhSRuWjgeMF1POPSZZL1d5fdNKdI0ksaJRCCtSoTQebdzyuRlYspgQSdgtcljxmHKOhphM2TyLAhO64rUCXwIyM8/z3qni4bxdMjv2we3dOlE3UfM0wyDw40BqQv0LLMz7fBAHN/l31uU2dZrDHIZIQWCAqxCnA7gISlNWteI6URsCv6VM4xSEmh44SRvmGmkJRmJ8kO2u0vxE0K1enOf89mEIgqPMJpRCh6txUwTl0qQPrxDHo55JDDK/KCSCkEgrCqi87kztW4zRwpButzmIl1KuH8ijTMpBkSxQtw2GfTWj9mdtl2TljqHwx46CIm4aXPHp6nOoaEZORCFYGwE/1P1P2ObnqqPXI/3/HP7K8hpgk0N65r0tENMYx7thTzqo5BIKfJnqzVCmzPgMp3jXmIGVkoLSlP0CllfEFSHPD7ilcffXjNaKNFcDEfMIjBSMa880+P/TrcseOG4cfdc2/+BrqhxxRrjjlTLiW0c2IbEm+0RcYrcpSfKYkthEmJ3Ilx3SFtx1ZWcyjeI9hN22iIYWV0khGiphomGiEyKZVrQzOeEd8+TPCGGN4jBcuM2lMZyq1YsQSI/e0SrJ5R3pMs18tCTXCCRUPlyRUlJCksWk1tAxPxZ2ZjjTBbHSq6Y2ZGmFSoGLpszNiLOJFnih5H+b94x2MCsLYWTSLMga4nt94iUkKlEWJsLC33WrA0z+nlPrFaksUMdFtqLVxzrGSkiIhpKc0Wac+Zc/OgOuh5xGHCFIgaHetxnQGzVnE0AATHMuWvazT/NsVOKJFQe8x5PpOMJ6orw9Y+Qj88AxHWbo3/aAqYJqhJ1uSUcjpllFUGFSIznCBcviKsmRw9pQ7QFaZkx08TgI0kbxGZF2u9xIrAjMgnJ0/iMnj0qOJyRHMKOqdFgj7TlP2W+uOFp/wXddA+mZWksd9bgVcJWBhnX1NORcZrpzYovpgd2u2e0n9hME1ftBjG8Z1pHyv/+G3D/gEgt6oMPqbYr2rs79JJp9vH1i9xdX85FaS2yLlHIXPx8RdYvip9/LEsI2G7w/+MvZ82DIJ+AIeZWvzF//3u+DJCcFkLnWIIgzp5icigSzTTiylsq3dOlga1+Qdt+k6Hc8ND/GNF/iA4VcXPkdMrtW3f5Ea26xKkjOgX2o2JTrrBKMqVIDDVbcSKZloMq2AZBkq9ZlrcsKTEEhxlhTBPBtvx1YVmJChUbCjnyILfoylDrgoOHz917YpPDTl89K+QgcSIw24LZGcQ0UYwDFsd0btkGGdlbS5wm6jmiBkE9OgqRuwU0Jam0iFtL3I2Iqspp6cMJsTtkPck45Pc8hKwJWFWZet33MC/oZAjHKY/aUkAZAc0GZk9a5/9RgCE7k0KE9Trrte6foC1RY+7iJSUYVor1ogkXN8R9Yp7eIs0aVVekZYf3EzqdYzOWjuAdYn2Z09VlIN6sieaCITnEc4/s9hRkU5joBpALIKAoWczID4qaDzrLFy2cCsNdFdC+RG4vMfc7lAs54V1pRArEpkUAclkYJfy1KTmUNXZxvI2Kb88OUdcwDHm0N8+Z+nyORInGIrQmNTXp5WXW9cgsjhRPh6zJSfHM/clWfExBuNgi/IIcp8yKef9MVJK0bUkqB/uKacmOkzcPGRY3Lzzr98hTx7W7ZnVyOHFgKh5p1MW5e9RkvEG7AjFCvyDdmLs+ymWBudTIwzF3hsYJkRIp281I2wIKTWpb5NUFIUhmO2OiIHYjbtqxdivsfqasNHei4uXD3/K5PEJ9iTQzcfiCKL6Fbq7Rh46bWVCJNWXV8ug7ZmuR1zWla5gRlKki6kDwiUKA0hVrvyI6jVSSlTUUa8uKkiJ5Kr2FUGCediy2wSTFcX5gsJKXTy/weEaZqIqG5e0+d1FnT4geVSjk0xGkPmcBZlxCWCJBK4SVSBFR6QznxIHOTp+kDD4UNKuS4nDAVpbWtqTFZb3VODIys6wl6rpF+xkxzFTtCuMlVmpSmhExnLt8G0Rpz8T4CSciIyDqNcp7ZH1N3a5x0wkfNL2oUHrChh5R1DkeRZ7w6+wAC/ePqMJmYb9WiC6QYsqICqWzPk/kKBdxOCLeL3nzEGIe0d5dEQm5C3js8thsTx4ZX28xzsMcSYPL3cWUkEyoPhdHqTDEtmVjDO/HhSOKo7G8okd6C8kSP7pjfnrHlBxD6plcQQyRXTNz6SbW2kF9RRUUu9OnoOGh1oSokZyI48Sn/sTXb7e4Zc+hsvRzxIqCXad4fP4xJxWRxQViECS18J53XKkb7O0V/as72tlzUVwxCVBa09x8kJ85SuZ7ozH5GfMVcXf9v9cvip9/bEtrWP17H+s/UPP8ZAkBQuB1STfu2Pd79DQjtecyCNrWssQSZRpuhMFIg+8lQwgsQXDFBSFKUrhgLGcataaj4H6MbEXB15uCd14g0ppHTjy7hUpokr6krgQmWbyuKNSag1+RhkfGwzPoiXcERgJ1vEKnb/BWCFbyijk5XOx5jI5qfsflVOMl/OW85zQmVtSUXULWG55e3LF99wXvqpJNdNTJsWA4bBq+XxeEIHgVBYUq+IZzqHkmrVdEbXJg580KKT3itEfEOQMKtSQtIN7uSOIJ2oYkBeKU4WQxBkScMZsVqlpIfs4CzChzYeRDBgEO008jRBYHts5Qv2MOm1X7E4tLOGZcVATg6bbFR4H0ikWvOVpFITpsO1D2gagUsrXEmBjCHpYF2azQpqSsK5xUHL2jWgRFB1NVUIWASJl3xNe+gahaPhCCH50mTjpy6Twflzt20ZFKTbl6SVt/TNUdkccjySpc50lWoJNGLIn7omYUkpUPeAnPUnDqB7alBlTueu1O54iUBLYGC1GYzCKqVohCIh4PWRM1LyBT5kkak0XY4Zw6fnuV9RdvnzNEcZqQ4wiFJWyaDP+7XCPeP8DkkMcD8emZ9WXi47nAaon1Cr1INBO0C2k0CL1AhChFHku4bO0X3pMWlx1spz7vbpEId4SXt4h1naF4F+s8ukNm4exhR+wHZLKIuCCtB6NRRhODo1o8aTBsSkeSCzKAlIry6gPqUySkI1fCcr9u+KzUhEmg2xZnS8LDM3480TmF8gVSSZI8EpJkUVfU4x5lAk6WiLGi54QKibFcIS8bTJoJcyIee0w3c2EEhDVJT4z1QiEbltJhg0SKEudL9PMDJnSk4tzlLLOl2SWw05yNBoJzUQSISEzZOShjoomBOYIoW8QHd/hCI+8PLK6k7yaWdGDqNVU5YWqDG58ZxZ4RQ6VLqu0LZNkgbQk2g1KZR/Yr2PWPFKcOYxvCast21ebED3NJGk/00xFfFTSmoBQwNgq7KJLx1C5h1MhSKIowI/1CvNyi/JTbWiECMnctjflpGOxqRWpr0v6UMRJnArwY58yRkgHxNBAXl52KVuVxdwogUnak1jVJkvk4bYURiYtG0/uJV+6ZCwHRrJFkEvObasPQn/hhcEz+FV50LHFgSCdezRUISWgXVJSU/YhtVgzFGidHvNCMU6Bf9ri5A6mwxZrpeGSJWwwFVVzwc3btvRsGgvVMxRPH2PBusXy4lFQioErDUliauvy7I63z8+Wrun7uhOefx/pHRXj+T7C8kxx2D1jvKaRGzY6ZhVYolAZd1ph2w+O64ZAs41FhkHgictxxUgOWNWt3hSoN2gdeKIGzitFKRDnxmd9TSMONDYy+Yy00H1QvmBK8iQFrLuh85JPHmnJfo8dbHpUnOIWUJVWaGcTMXf0hSpbYsYelp0k15RAYp5lyFmx1yYyim7MQb9PvibJgrAzIwFwqPr1b8XZ7TWPgthvxIWCspulOmPfPqL7LwMers5j2eceXUdbCA22Rr+txIc0+52gdu8wssRa5OOhGRBRZt2CLzOpRMudX2cylodAIR85ekjb//K5HOMcSA06UzCJybxZku6L7YMuxKkHWGFeDfyb0J4I31FikcEStWIRjiZKEZSoWdGGQ5ZrT/H324S3OBvw409tAyIY29MVrWDW4NGHryPV2Q1sYXqYdrZ0wSSOM4rRSNGZLeTrl+X6ZiEzZwk9EbC55uLzkh0pnQKLWRCF4TaLgzCgaJ0SUJC1xSjOFARcDUgrEdoNYt5kK/bSDpsoaoxjzQ1aoDFZs6tyVkTJrProOeejzbv1s8RdtlYulEDP9OqX8Me5PWFGiTwHRdcjZsZFr1r5GLDNCyCx270fk7og4nZAxZdaLVvlEkOTfU1WkEDIBHfLvM5p0fZk1deOYRfP9BP2J2S5EJTGxRNoGMUwUqcCEbMGfU0fn94h5YrP+F2xWX0eoSFW0xLYAHallom63PDcramXQp0BMhiut0MIyJoseIsZajoXi0Gwoyku6IdB7j7Q1V+UaU4ATYGPCTB06CcyUYIpEX7GoiBVrjF3x+Mk15e6EPUikm7HDRKJAqDNtPKXsJgwhFz6S/LkZjTSKYCvieo1XOjsS6woTwSwLwig0kbQ4Ou/QpUSWcIwOhhHlBopTwI6e4hx8q2yNbbdQr7LBQwr6/pGl74lOouKCFpq5XVMQiP1AeuyQ3mOGA2Oy1CjE9IQziomBJY4cxs8JwuEqgVk6pDX0bUNoa6JqEanI2rxhyoR2ozMcsa1xQ8d8eGYikUyEw4k4uSykLktECudA4iWfY6s6g1OrIgfP2uIcD6J4Lkre3Fzz3g84PFYnRilQssDVJT9Ie54lPCnBftasJ8NtKtipS+bhDilmQpqIaeGD9RWXqqGvC975js601OGGT5ZEFUuESdR4bv0VYbdnlA1+8aRhwXuJVzNKT9yYG4aYGNSRZ3mJMFsmpZmU4vXFBlv8fCIs/lEQnn+xfj5LioRM4sx0AWcMsipyuN/kYXAI61jFEq4vWF0WPIYrpmdDWBwmwj4ZtIZtqZl15BJ4qEdGE2mE40rOaFHQSs+jsBh7w15c4OwV27jQyJLrt+95+SPFQ6G5iiX3pmFfCqpJs1iPlZ57v0coyZW3dKZmdAKtoIiR92aDiGu2MZN+58UxVjWlmyEIlrrk/37Z8PnVC4QxODczVQI1ZYCZ2fX5gT05iv/n3zItoN89QgiEm02G5s09mAvEMBKTg7JCTGcNgI9IIc+cHJHZPGetCZBHOCLlUU9Z5vZwzG1v5hkcpH6GEHBLIBmFe31Hqtf0W0NtBcySuTa4uxn1MNIvJVMleagtr5931KNinF/zbv6AoDvqYUS8eocsnjmtJIekSUVApT3lcYWLN6RbzeqqROsZcezQdkuhR7anjr555EkHlLmgChPlHKnTFuaRoCQ+OtTLV4SLC0KtCU7zavR8v1sYdwdmIbndNNTLSPSJFCaU0SRlCFqxhJ4hpItMAAAgAElEQVS4AEbR20g7z4h378/dnQjDCOsVIniiULBu8vtoDJQVPO8g5B02fvkJowitswMnkLUWy5Rtx+MI04Lad9wUlzhfILRBlRc/zbWLHrmb8whL5YsiBZ8f7gs5uyCZn36G9lycOZ+dYuMI2mbnm82jHhkMNVuKeQEFUhgo18hNib7f46REbddc219FiRNF02AvP8Z7h4kBXl7i+xMcHghKQn3JOgnaKed+vSkESzFjjjvGtEHe3EByNKHjXjUMh5EqGEojMEeHcxF50eKNpt5IdFnCJEhiJnVH0lRQyQtkWIjziZs374hHTZhqNIooHQGF9LnLowBUJqEvhUXMOXzYLjMxABZSU6CGGU5zjrnwGV0gTifExRp3c4GYPWqakEKyxqBIaBeIpaHuIqpfCDZgjg+o3pCajvhPP0aME34eqd6dGIxFrS8I+45it6c4Gdw8MJQtXG1ZJsH2h58T765xtUYEcO0LluMDri7pRI1Skqflkcps0eWK0+QZgmSVKl6KyOplSRp70rbEnHqOx46nZeSUBEYV2DBjW82maGByFLPHaolPc44JqipMKpFViWsakuiR00S0NaKKPF5eYFpDDC0jDYhAMZ1YbIBCcDIVcpa8GqGPllPTUuBgWBh14Mem5uvzgcM8s9W3xOqay7UlohgWRb0ItnUNRrMaAqWtkHLGjj9ke/8For5i0WuC3WKqkdJmDIQVNXOErzdXJKnBZwu+raqf5SPrP8n6RefnFwvpHerQc3QLPkXkPHBZtzkcM1hmqTh5z5OFURjGwmMaybAI5m4iKkUpKgbrcbVl2zYkv/A8PPE+zIjhLXYc2LkDe/fjHPotJ+6Hz/ise8vzcmLTLdz+8IHPzcygJ96VBZMo2BcHvKwo/BVVbBn0gQdOzH7km+mGehEUyuLsmsFFtsMC2mAu/h17b/YsWXad9/3Wns6U051q7EYPHAAaDCok+UHhsCOsZ/tP9pvDbwpbshykBJIA2EBXd9Wdcjrjnvyws9EgCIqUTVtCoNZLVVTlnTLznr3OWt/3+14Tq4al7gDPqIV3L7Y8ripC44iTx0SoFs9uWXh52GPHqTSAqxaZI+bdEX0eUMMZ/XQi6QL+y5saefpQWDUWJKqSjRUiCgGfkM/eIN2qIAb8gliLNDU5BOTcYx6e0N+WVUwBDMYyDUoZcqT3wl4yj3rm7BwpW0IIHPZH0ImTJD4ASi30lTBPnpPviLnj3fA5z5vEXBu+lhUHV+OuDszpiK1XJNdwH/cMtz9Cv3kNVw3P9olQBQY3cK4Efz4xO43vPX06MJqep9jTNJ+wOSe0q8jtirgSct2S766IkrCmgdnzRi1sa8cLp/iysqi6ImUBnYv9PEKy4MOEXq1htSb7BdPP6MOpMFHWXckNC4F8uy3aK6WQblUaj7oqUx3JZJEypREpAEhyoUR3hYarno7INBf9RS7iWlEKnUBhkMoVAXMuQcCy36P68ZK5Nl9I3OEy5UiktiW9uLmAROdio7+6IhtdMtTGuXxvOZccs6dnpPcoMmo/oQJo55CbW7LTxPUKEcHPHp0tlemwPhJTRCvFMA+EMBOUoepuiEpxNU5c5YB5emCa36FThUEj6QHrIqIUYZjJj4809/fI04yiwiTQWeO8UA2CUxb1eCDPCQ4TadCIaTEq49eOHM80y4xhi3M1akmkaFFxQakzilyQGU4jXYv2HjNHVE4l7sQ4sqtQy4w6FyeUWUYkJFTOZWoWImzXLG1LPBZWmZ0SOxTtccBOE2oMZaI1gVQVyjWFufP4jL5/Qp4ORUMjQh8CZolsKk2bNPYUyYsizh5zPOBiiYxQCc7GojYVaVVzCJqzZIxxPBhQ9RprGo6LJpgWMz3xdPw5+fQtx92G+fUt/brhqes4ZsMgiRASKmaCKLi5xabENPcsOrFXfYn5EUWOnhgVT+stw+0VSlu0c/SvXnNyFrPqGBbPBNCu0E5juh2n2w1VhicF1RIww4J1a+gqnqbAKW4x2nGSDitv+Jdf/jHzrsXaK67Xn2Nji06KNZH1orETeJnof/G/0g6RF7Nj++EeWd1w1bV0tuGkPWY5Us8H2qSwaFZNw1XX4TTcNlXJgvwvUP9PJz8fm5+PhXiPJbEZZzqjWc+R+ttn1MMBlp7ppuZYK+quY1aKQ06obLgS+Fb3LCkgxhBchxEw88Lp/Mj2dOb6+AjR06cTG3/PXg9gFtb1a/b9VwxxIM2ROD4yhYHNbGlizbtGE5UGs8EZiDYQzF8z2ZpWX1Nlwzp3/CC1bHxG3Iobu6GpNc32lpVtuOoXrPdIY9GrikfXsFIW21S8nj27Vc1nIlwTqWNCH09kV9w7as4IFyR9TiVewy+Fon16LEJfpKQ9NxXc3aAPR9R5RM1T+fcckId9SYLfdsih5FmZ52MRx3YdOsSS/H6zK8LAYSZLYgCSq5h0xbRk8BPRzeS48GqcqdA8i+MUNLfBYs6OHCvy6pphXJNR9E4wKhNaS1WPJP8VpmoZsmeOji6Vu/j59DNcNLjDgXM4EZRHKWEUxeif6KaBkDROVqzkjlyt0SlhtmuydSxNJsuAGvZlejX2hBhx2zXOCLmxxNcvGU0ucgmhOM5CZm4Eqdvy3EaP6zYlEqCq4OrqApfr4NXL8m+zLyBGoSAZnC0HbEyl8RAhVZrFOoaqZbm5QW0aJHgk+F9Z4WUJQCLXNVlALx4VL4GvIf1Kz5OF4iIay8Qmi4a6KfqvfkbmqcBEtSu0aX2JzCAWwTYFCEfKZb2BQYdc7PardWmejCX7hLcQjSbOI06E2LTI4cQiqUyhEoiyNN2K9expxmKZ1joh/khsG2xlWaeBtduhkyXdPyFT4uRWuKywp4xdrei6mlVQ1E2FtA2y94TzSE4QXceiACaiVUit0c6TWBEiLLole0GZE9hMqAorR/yCDBNq9tBaqB1KWdKmIzWrsu6ZF7I1qKkIxLnoghCFTDNm06Jahz31rIczeprQc0INETNnyKo0b9OMmjwyjuhvHlDDjMoK/fiM6wdW80Tz4Sv86afEfY82b3BmhztmVFioWk2tFNUpoKsNuVY4Kt65mVoJ9apDdzuWpqOuG4bYEacPyPwLzkZx1BkvZ8TtmBD2AscFpjxxSArnM84aGiqCgqWuONUNRqeSt5cFg2J2LbpZIdtr5psbRDWIwNQ1zGKJaA5VpBXBrK6pb16hY6A6POBVRnTmbYKres3NKfLDY+RJNxxzx3Y2/PdrTfOHn9BUG0YMeV6olsjtybJLLbU3VM5R6RbzzS9pzS1mUUT2HOvIqq4wAZ58opqe6RrD3eYPyGEia8HUa962DqdAmY9rr4/1u1Zak31ERGH8gnk6loOm6pB+j73fIz94g2kinTpxXoRmeqBeHK2fGFVgirAsE+3S86lE3p1PZLPl01TxfL5naI/cAHoR3tWa0/PXGJ95bWqOqULmJw5bze35zNa33M0NX+3eEqpIimc6uWdQGT85biLcmRv6VWTutmy9pjIr0uTRMRNyJMtCpWa8tWx1IEniEDLTugPVoJzmrnZ0YcE0FekPP2UhYb/6hlw5wnaFOfSFQnyJ9sxWA/HijrLk7arYyacJeT4hHvJNCWxU90/lUFTlws65WLIxpqzCRBXxbGVRkyeGwgnCaXK/kLuGNmmmXDGMMxCpzzVzDtizp+nOfCIdD0Fz7F6S/AHjFzoNTsMSDCkIojw37UI37YibH5HrFu9hVdWgO+xhQD82dONENJ69m2Az80q9wZ4+0C8nRNVMqcbZBmUzOQl+02K7FhgxnUZcjV4s7J+ZvSdaMGchVQ2POTKcnqFVNIuliwmyp1IWs7vFMyLPI41ZoeqmWGOXBRSkJWCGgXwei+v4bldejXEmew+bdWHDpFyQAZVjDpnjixdYZ4iiCO8PbJ0lVRW5lvJy+osbR4OgyUqTbq6QEIsdv6qK00cL+ZQL2M3aEtexzOTBFkRA18HVlrzMRcSdit09N6vSqGlzAVcWF1iJE7lA3pal5PC1NeZ4QsdIpRVLyvi1xY4Dph+IVDhnSE3FrDNumdCTJ8XytTSWendHqjOqrnDZssNAChymAepXeLMiM7OaehoRriVTDYWSLccJVh3eGdT9A/b9eyKGJAtWKsy6gkPA95FFLGrbImIIocM4i8QelXSJX1lmcDWsWtSpJyuNOg+odELmwn3SQ/pVflzOlPVmvKzPvv4WfbVBXaZtaAEDagyICOq7m9YI9CN5mgoHKkTMaYSoMLbmyD2iz+hsYVkzxa9oPvtT3BLRc01OgfwhkoIjrHesnyyh6nnp3jDqJ0RVyG6LyxlRNcP+yNXTA9onOp1ITaDxE+m45+Ajj3WNJEtOlmgzKhs2MUI/k/KErTTqPGLOe2SJxGQJ65bUtdh+AG3wmysSmdYa3hjhWNfc7jo+P6yZokdjSWlkkxJVqlmfZiZlaVfl96bPCRsM/1pl5MM7tg/PNPcN8vU70v/0P7DTDWFYUEvG+h6pG8y6g7SQJbDoTApnkjmj0pHOvcXPH3h0G9zuJbfDlkpqgkv8ge2YXKJqLYZQXLK/Y/Wx+flYxaVBRM8L5EiKl3H0qkH7QBU19RwY+p6q6vjy4UzwM3EU3i4GhifGJZKayOb6FW4aeOstjwTknNHScT0fuF1WpGTYmz0vcbw3ioDwUiVmu9BmQ/7sBWOK9G7G2sTrMeDVzGLgKnUoHwhmJoriNm3YXu/QUdhNC3mcUGbEjbDa1Ni0UKcCGavEsG0i3a4uY/gwcr1MKAVu9uSUSbc3LC/vCnPHJ+TP36HnEp6btC4wQ6URUxWR6zxd1lQO8QOyXNYqIkXgfOwLTTgkmH0Rgs5zIU7PS+HGTJ5sLLmfEKdL5pSxmM4xLAY5HbGtw4lCjzNrEbLJ4DK3c2Y3ZD7EJ0JaCEsAD1e7b0mpYUCxrfe8EIU2jlV8yYfF0EZKo7JYbMiYccuoHxiNoleWcdiyrxY+iS1rKwxOGL3CG8egW9Sqpb2+ZuHEbAwhzKh4ohaQZUDVmpQC4/Ge/uY192LZpQWvHb+wmZs48cI5cgIbodneQXeH9CPZe8Qn0npNdkB/ICYpjeV5LGwk40qWWKRk11lVGprNhjz2LIcFvcyE6w1pOBFGT60zrjJljVU1RYysCqVX7c+FeyUUMjoQrzeow1AaK62LvsFqCGN5XF2TtRS7/+kMzpLvdkXs7AuwMSeBXVsaqecjIGWalAWe9gUzoS355go1jSgfydsVbchwGkiVI3ZtCcUdZ9QcULc7JGtUZUv22TAhCLXa4qSCqKmqFq0DMhzZ2Y76eeCqB5cC6fVL4ts7TH8CO8FhgeOCPj1Tt5a4n0k6YYzBqYj4mbn+nLjZcf4QEbumdh25OSFPgXo+oHIoTiclRdA/zmXFCGStUMNYpmKxZLgVEnmhhUsofCsu60JZPPl8wUgIxb0aU2mEROAiGs7lCS6ZXCGCDsgUymROWpKfmOuJZAQrE3YqVHdCMRhOUTHrK0Rm1BKJz4lGHfjhTceHdsf5MLCuA292V9h+4W584qGz5GWgiWd675nrDW5cMLNnHYRhV7GqrmlyYnvo2TU18bSgh0B6PrJMZ5SCaGrUOOBWV0TnyOOMzhF7eKKOCjE1ZolcTQG1cdCAQxOenjBDT6UMCsv1Ei5aszPeekYC8XqNeprYPD2jKluAkf2M+ou/Jv/Rj9ChTFqTm1BxJrsGNWakWdH+yb/m/Jf/C3l8ouk+45PuE+79yMEGds7QqSuYR8LUI+2OuluhJSKmQZn2/88j65+kPjY/H4skJQKCbaHYxucz6nhCVGF3mDe33FmF//aASQuqUkQK6C4MzxwcXFG0E3a/J4ujXRLt+Iyj5Tau2E7X/NKeEd/yZ/sNb6/fclBH3i/3BO9x9WfEqwbtZ6Sq+TzvOAXD2iTm6cTPYs+r9BplIx/cREL4Iq24wTOpli4vJJvQSWGcUHUZlTLNlBidYpHIrbWY7BFtMasK4xRyTEVzsMylQbloPrLA8vkV+tlApUszdD6Wi7CtQDwkU9gf30Un7FOJbNCO2Fbl0NQOhh7lJyRllA+kpkZMVeIirtfkuw3K5xLKGFNx+hhT1iTRYroOCYpleaRpHZ1tkaqmnwLGJV53BhUdpobhNJHtwhebFX9wmok+sighhgPv3/+E+/mJ0Xl21adcmR+x0ok6VbzXN/h4Zq13pLzB15oTJ4xcY8MH2kV4khtyvmLtttT0hPEdwxzw/XtiU1Fn4Voi3tzxOLaYMLBfDhypaLCccuYU9mw2LXMyWJuJRmOdK8iAF9eX6UkizwdIMzqUpG78I2IEHjyxc2RrkLZFYWG1gvQe/AyisY1jzhAlkpVDrVti9vioMdNFiL5alwnctJDXG1S4sJZSIry6Q5ZA0vZXTCGJl/DT2pLrmvTymrw/lrXoNMEwk758C0pKsKkonpeFD1rT9SNvRFBtU1AJD0/gMyyXtc95gHBZwfmZ1LYFBldbtNY0c2A5D1AZVsphV4VQrTOFjZMytrk05s6CzqS0EMTAeqZyATn0LO2K9IMXrG43qLUDo5DjgPrwDRIm8gnOYvA6sW4ylc7ICMvbF+QxY6eB6E/EZkY9HNA2o6Ijmaq8t6eJPC1lopNCAWD6WKz+KRfX8+VHJmfSalNuIC5p3yV8GYi5OKkGX/RUoqBryVkh555MLPZxUQiZWFnUMENW5FWFGKjzHXO6J6mFafVzxP2Y3G0QGZG8J/i2rMl8pD19IFjBuEfsc8uVfcUm19iToTHl+70KgQ7NWDcs/TN6rsirO2bd0jjPrRK+RsBkOmW5k4QdA/UwoWIkaIfOFr+5whlFk2qUFtp5xneGbAyblFCSiTmhDgOyblGHmWwUtVYFnioley+PM3LRVOWYsE5YB2EfA6pp0bqBWuGTwqlEnWA2kNRF27bryo3Del2a87bB2Wt220/x+5+U1bNYXsrMTq/5xlXMMRPdwN32Br27Rdcb5L9iK/s/VB+bn49VLvrWlFT3ZSGt2wLlM5Z0XSGrBnce0c2avH+GpDGNRvlA1R+pUsWUDaIMOYxku8Dra2p5hZ49KQp3vRCpSE1FkxxNvuW1+Yw/6vdMXeZ5Jfy76St6a1lV17xu36LefwtGaNKO29MBLUdS/WPaCNsl072sMFcV5uGRmRpzvSYdjrTnEdOfy8SltnR1RZx6CL6Mz08FIkgyME0lYXy7RcbncpAZi+xPmJSATD7PBaK23UIsPJ0iBsnFtmukMEC2K1JMBVR2fYVMwyUSYYJqRf5OI6Q16WZDtoZ8STgnRmScsQ9PZGcx4xNX15narZjmxKKhzTVufYVzlvHU0ymNv7sh+YG1z9irCjMvEGpk0liVS9Csbfjm+ETav8e7tgD3nr9hG19hlLB0LS4YAjOLWNzVDndVk/uWh+Oeam6ZuztMtYXG8Y0J5OPPETOROBP1wEYqZt3xrnmmnQ7oc8bLkcavaPUtT+HMjEG3DSF4Zp/I3Yor08C6Az/B84DM59JgBo/0gdwvsDyRlEa7FbNZOPbvydc3qPPAbp7QbcksQxTUmkpHfMw8H0eqlFgrT0YjqoINRaNlKr7jF+TtimAd7N8j+UwiwdsvoP0Enk+I1ci7D3Doi26o60p0gXNl3dXWSLy8tus1abfiw+HEv/ceOZ4ZRTgDPxovXzKm8pdaXVaiPbmrSXFmzDOME3J3Qy0WOfdU40LtHKldFX5MCNDUkFvEmNI8yCUtW0A9viMh5GVCtQ2pBd056qsdpvLQH8tUapyLSDgM+K7mNC40saeaPSfVlPXkzQ3NT35C1gbtOvxyxj6d0ONINQ1IiuiqAUlkQ5mICaVpsfpC+eX7pqf8FcmUdXGIRcM1z+QQy1prCaTrDfHmNWnVYU49ua0KvPWbVJopMmQhdBXKOfCRVHfgLOp8prZrws2P2aev2PY3dLToD39ZeDuVRfvIkgOxuoHxGakVogLj8QPVHFGNYzo3TH1Pu2rIWOqHA6arEPUZKnvS+57JjRzurpFdw6tGEa3hzmeaqkGlEaUDKIWpLTbN5fVLBmlr8maNFoW53pGtLSnyVqEjFzejBjQyXRpzLUU8fxzKjZXRpSGvHLQNLVA5Q97tMO/fk56PmDBgdWb50z9Cb1fkNKBURjZr8lpBa8layvs6JlTXYq//OeHwcyCi1q9Z2Ts+m86MJFy3oa1+96Y8v60+Nj8fC9UP5Q7NaOTQI07I62v4DtDWT2A0RmqyrgvjYslEJ4SbK2TOrEURjSLVK5SPRFvBrAh1h2qExYysJoOMjtR07I1DdZpFWz7UA38x3nM8nYiVQsZvcFcv+ONkmCbYfBN5b2p+ZhRLv2d79ZK71rKXEzfa4ZxmHE4c/D06HhkVdM0LVFZQV0wxsiwLabXBqMzqdEDfvydfb8nn6TJ2V4gSlI+kLIUdQ0aqCpy7CFNNibQQQBa43kIIJB9R01AOxbtVWa04Te5uyMtUmDTjhEyenIoDKC8R0Rr14fFCI1bor9+XFPOqIO3NN+/JP3iDVdDNE5WrwQdmH4k3W2STUaeIyi26mpBctCppBJsGEjP+tmOUzDgP/LRNnN2IC47PTxt0+palumEzjMiXn7Dpan4pPSZ59CiIqRnzig+VZXE76t2KkCq2STPmhVatUHkgZE+oWmp3x7P2mGNm2bYwnHBJcxUVkxWW01eIhYih92D9PVZ9htw/oU6HMhmYJ9KqRWlNTp7ohDR7tKrxbc2DjOgQWA5nhunEWb7lk8cTVrkSSJkFQmJloWqEOE6X+BBQXVVCX5cFqgs/SAkoR1gm0rAnb1qiCej9T7Htj1FNUxg2IRcnWdeUCJME2S/F/aUMWQMoVEokrXnnDE2sqEWxSYlfzoE/apriBnTuEomRoD8jtgTmTgiSLQpFrCsWElXQiKrJN1eID+RlKe9DpHz/nYZVAz6XKUoO5FWD6hfkak06DYhrSKZFWw0YCBkZetTTHvX4SF5C0aWEQI/iqVuhERZZcMmjlginvgjYc0SHM2pZLuRmKTofyWTbFLbSMCOzJ3+HACDzm/OBDKgQSY0j1w1qf0TlCx/Ie9TTgXR7XXL4xonsKrKrUaehuP9EFShoXZHqBm0NkjXsT2StkNqxznes9CcIBySMJabCFBNDva4JlWGqLOYR2nZAlC1raJtBG3Rtyf1SgITXd5AsxilUSNCBEkU7e7RP7Ks1zfUtXePojqeCPwg1NKY8H9/dMM0XZ+DLW3LXltVnpoRN1xauNqXZmeYCT4z5V4+REGC7LgL5tC4T6sOpIANSgrpG3Wzhekf+n/877H/8OTJNLF9+Snp1V7a6Lxx5ScVhWmnEUibQl6ijHBNCxr76U7IqjkiAqm35LyNn/v+uPjY/v2+VM0wzcv+I9FNxrSwR5Sxps0IHj/Lp4nqKoB3u3/8E/fRMqmuWL96SG0uoFLnuyKuqMFCGhCiDbkpQqp0nsj+XiAE6wtsXLD97RleZsdEc/JlJBVwFx7Fnv3/PjdsRNMRx4fzTv+J1d8ur9w+4w8S66liM4tDMVGvDxjTEYUJ/eEAPE+P0QDcFQOM7YVSerm2JlaPPAa0E3Trk/gFO/SWTay4X0GmGv/kWOZ/LIdnq4tTRQIyo6eIONKY4hawpKc+LLxeOq3W56K4u3JemJr2+LRMMH6GtUX/+0+I4WkJRJMdAaFoUAfyMElvSwhNw7Mkx4lPG+wCi6NHEtqGxBtOPLMkyZ4OuBnRrsbIhh4zNPaEJLOJ5lgqvhQ+mZ3h5y/t78Elx5T3OG3y1oiOSJbPd7zGvXvLSNUzjwt/MR1LIrF0kZoeee/SHiF3d0Gw00WyQecSFhl5VLFkjYUHMGr9WhP3IqBWr3LNzHXV4z1AX4aY7J9beUU0jTN+gRgt+KgnxOaPeP5PWLceqYWlrEtdsYiQyQj4zHAe+up4Y9Yg59Oxz4I+bl3QxEXZ1aWRjwJ17UlUTJYKFSBFFi48Y72HVkk1Nvr+H+UDMikexZNPg0pkuDnTNGv3Lb4jWIF2DTCPy1JPfvEBiESzLEsi7NZDJrkK0UDnHPiUqrfHjhKststuW90cI5b0TYhFAX++gaUsEh6eEaGpXKNKHGeq2PH7xSF2VFXVKl0mXLe+zxZdxyujL4bi2aC0Eo0i5QhlV4jpiLIfk8ES+2hJXLfqvf44MC/euIQh0OTPExD4pXswLWINsO7QEOO+RLJADoihaKIRsC7k5GYuSqUx9/AXdIJCsRVIok9AYwVjizRZ1Hgv64LsyFrjgBj48wqeviK9vUf1UYIJ31xAiKnk49N+vvm6vkX5AekVu2rL+ChTRubMlS26JsBzAGXTr2JhIu8ssysDKkY0l1hW+vcElIVhL1RRtEl2NsC3P8eFcGtCuRYKnNoabLz8BpdAipWlZPGhDbhrE2PL+cLZcNyZ/+XMpuWR1BbaFti4fZwy0TWl2s4fdplxnviMmb9flfeQDzLclUyx46Fblhswa0Jrwz/64fC5rfkVaVhpyVcTJf2tjJVJeG/29cPl3d6H1j6uPzc/vU6VUGp+v38PxWJDwXx3xWhHubkFlkmiUKRE7xtWs/4//C70/lPC+U4/95Xumf/EnJD8jTiGiyUbIbzdgm3Ixb4qAN649k47gHIaKeQUH4/kQn7BBSKOwaSdkDjgvnG2gOwn2kFinSJUVaopMwwPEzA/1Dd/4hmPasXjh7TyjvSElTU8mBUvwC2YQnE5I6xiUZogZ1ayRfU93WJiTQy0jMh2wBpLpysVDFSghsQAGmf2vwvkkJWiFdLNDf/0eBPJ6VUSXjx7WLWId2Tpyo4qgVhvkeETtI7krduu0rZDaEVZVuXPWiuAEnRL61R3p+Yh6PpSG5+4KMy3lDjpmfAo0OKZkaQZhqQ2ohrYyjCEz+AUToakywzmyCnDsHF5t0JXli93/yNP9L2iVJjYrEhUiEZsCizOYpKk1VNLTtYr5PKIVrELiShmshrmZqbuarL0h8nUAACAASURBVH/AoX5grXrcIbE9zvitZ6cy4+n/ZOh/iUoJwRGnB6rdH5NXt9iHn9AuiuhsCZMcKtIpY7NGTRPxRYfoikkbvLG4ZkW0lg/nr/HKc3CJQ3jmNDiiWfHKf8GTRH46wZsl0K64wCOFKhcKt0mKoBtiV5HDhMIQjMYkyqHiSjJ3Lz3GL6jegzWMqqJpKpY5El0LtaBDpla5CNmXFmQhVwmyKodXbaCu+XzV8fTtBx5zxrQN/3yzQl7clEnqMpfGJyW425W8sCVi6h1+k5F+IulIk2vytUGqujQMOZFvry6ZfbFMrarqcnCZ0mhXLcRjEd03FWa9Jq+25f27LOXArFxZRTkDXUP8/DP01++I4tDjTJ5nWq1ZalsCSbUiKQNqKs1W0siSyHEpX9cZ8rYjrltUjCS3K6TrZb6IeBS5rchLJBtBDVOZoq26Avx0DmpHSunCDBJyU5O3a9JuA7u3xFULKaP/489QH57I54H8ui0NBqk4Vs2q8IKsKewna0nWofIC56mE8TY16XpN/MGnYK7RIaE/v6Pf7jHPA+1ZEU+R5Geq9YrqxRaGEVGKfL0r8SuXtXheFpS1xDcv0L/WNNC15ef2AdqK3DbfNyAiUMUyAaorWF30XVp/n4d1qfzdNTvly4TyNzKyrIW2gavN373WV3+/9ft3WKbzT1ofm5/fl8oX7P+pJz8/F+ctQpwnkq2xw0A2mnOEe1kVV4aHLw5nVtYUN0tXo889KicYBxI1ebcp7ptmVX4ZpxmykATOrS5j/srix4DrNHO/0EimMiMPITD2kbUzbK5e83g80s6abbSsqx1T9jxMf85NaKmzIadHbl+t2VLT2MD2egu9x4+p6JXmmXqMjE0kui1eDHFR1Ez4nIgzLOsb3PCBmDS2dyx2xoSJKmQkFtFxtpewTqNQWHLOZQ0WYwk2HeYCdOvHMmKvKtLljl5yIn72CayLPkPun+HhgD5PJQ8oZ7KxQEKdC7NGH85FP/L2DUkUKSZyW5MAmT1ys8YbRzVPJBNIEerhiGXHKI79oIg1VHViqBTLOZNjppWIGgPng2fIDzjXMay/xLsWVYH99hvOYlBXK+bPbsjLmcYnlB94vWr5ioBMPRujaIzBXq8w4lifZg4h05gNyjb011vqZHB5ZDn/HLeMMC+0yWAN+GWgzjVddATZsjePzDISF0c7J0JjmCeo5gr6LfFuV9g2diQNZ4LyjEmhVUtlNFJbcjC0i2GMkVA3SF445ArX1rjKIY9HYvAYCm8mJ49+dyjak60j7XuCj4S62KRxHap5gTy/R7Ii1y9Iw0T+cCKisE9P5K5l0RazrtA5QVMO7bxbFwBiUxXX080VDfCv1h1TSDgt2ERpymwDn7yBh32xxddVaUJQuNqigie1A9o4dCrhrlnrMi1arYo+6rvTy7rvD0StyesVcjqTmzW5vkw7rCsOrJQKLynGoqm526LeP5e1yrYl/uBfsL0/cvzpLyAEpu2KazKcSjxD3rRQt8j8THjzGv1X3yL7M9iOvOrw//LHUFfob++ReYFvHwp1m0zqGgQhXa1Lw/PwXFYs2zXp5Q1cb4iPR8xf/BW5H8ltQ3x9R351S/701fc/o8rk3YZ0+T2TmEivb8skzC/Frv+nP0TfPyLHM6lpYLUjnmfU4zOEgfTqM9KXn8JmBSWVA6PXbLmFbbk5NFNp+FC6CNRf3pS1kCjQivz2BZx6ZFoITVU+16+XUuV1Sqm8Vr/ZtBgN/1h3lCpp7x/rn74+Nj+/LzWOcDiTpwUVhTycSLUjhoVUNWUkjuKhqjGVo0mZEALvX75l/fXPisBznIjXVzB6pO5QIuQhItcO8d+5YRzcXJOOR/L5iK5biJGQFlRY2A0enyJLl+lsQ4zP6GrLa/WK19OR2kWqVY1ZEvHwSA4zJ1cxOM85L1SnX3L7i2fmt58Qh6EEJh4fUaEhxQWlDVUniHak7FGngNoIcdoTs0L7RM4emRSTacli2O4fycohPiIpkpwpjYq5NIxKXdLbKc9hisX9tQSIARqLmos2IN1ckXcd8vCEvH9A+rHcLVYamTMSPbm2xJ0j5zPSlEBTNc7w/rGM7kOEcWKlNed1w/jmJdpa6n4kh1jC5A8Dw/GE767pY8RtDNpCl0dmHWmUJxPxyWMPT7Qrz0mEL84V423NsYksf/AJSjtcZ6g2NV63nA5PrFtHXWU+C4kcwASh7rpiLY+J6v09MS+YODJdt+ROk8yabowsPmImXxxAYokpYbPCNB0+Zc7uhmPVsO0Tx3pBlpnN9pqwbJjPhnTboZsGL4lDP2AZiFMkLJ6mMgyjok1rYtMyzhNib9ipyMZH4qojREXVTyQlGNNeIIjAYSDPM8pV5NOInAeCVsUKPM/k84l6vYH2juV6Q9SK6/fPqJRhe0VWmewD6YsfEHcdilhWF3X9q4Da/OuTGECLFNEwlMP0u+mASLkzn+bSAClTpkZKlQty3paD87KiRlSx+Ld1+XvOZT3kLqnZ300GKlfE3NN8WTddvo4uwlngcpgq8g/ekrY7iKFoT9qazes7ePsC/5c/5/Z4ZhMj/r/9M9IffV7CeGNApnvEn4l/9oZcvQQMebMqN0FA/O7Q/8PPUL/4Bnl4hpyIX3xaXotpJr26RWIkvn0FWqG/eSDf7gj/7E+Q/lw0VOuO+MUnf7txECG9vEGMQjU12Xty15Lrinx39avnN768uWiN+NVrkeKnf3d68ptNhVJlktL+A1ENl9VT3v4Dj/n1adDH+q+uPjY/vw+VUmFcXNKWY5hh7MEvqLYlp0AcJnLl0FiM0qATEmH54ZfEcEY9PhFf3rJ8/rZYJZUgbYVQJhUF7XwJfbSq7J6dFGbQOCLWUi0HKv3MbD0mCbUyVN3nhOhgUWxrQ7KRmALh6UBaNfRDZk5H0miZKmHtG/q/+gXEwOmm5WH83zjqwEq/oYovmZOhOpa1idIa0Z7T8QmXFDpFUu9Z9A4kM6aR9tGzqAqlBWlc0RNMSwEYZoc8n8iZsiJsqkIAnufL81r+ECXgFrI45PmA/rf/4RKIui8CzXn+nlXS1TAu6E9eIEskaUHFjN5PcJzKYzcr0qZDVxXdzYaGXKICVg3yfKZ9OLEfGpgm7OGZ/OKa8yGxHk8ok9mZgFGKg1aooeezlAmppp8166eev4z3+JsrbLtmCXvOVcRWt1QzLLbFrddIiDThgN3doKsV5ADDhBxPKD/TOeFBBPcwFLZMOFFpy1a3qKXjOT2yyIKhw9VvWeKK/uqK87Ynjc8srWO6cpzePfI2tMW9squYdpYXskbLTPMcMdsVojU6jExpxnuFkoXX6grqFwxxzZXJ6LSnXk5Ux8LS0V2LniYgkuwKMw6XQO6ZHBM6RFRdgdKoHAhtRZ0idhhIU0DVBjuMyN0O7X3RnVqL6mpM44rI2FwunzlfIjN+I8XaGNAXKt9v7hrMRaz82z7u1w/OVn0/QdCXx//640T+9iGu1MUJ9ls+73cfY0zRr7342xJWZQy7roXXN3A6E7QuEwylyJuu/Ki8LA2/ujjVfqNy933jELfrMrG6aFBICRmmIuBt6sv1gjJ9855cOdCqiKV1MSv8nbKG/OqO+Oru+5WQVn/35/xt05aP9bF+rT42P78PlXM5fCXD456cFtKqQ9uqJConDUtC9SNvZOSbQ8eyrsjK8jrNLD/6EaRITjN0NcoHcsyAKnZL/Z1AWJdJiTaYGGjFMs8ngk+0hx4Z9lw3FVXy+GbL7e4Fi2tJyeNNwz5APj9jpiNjA3XV4Os/5fHrf8dqUei4RedrvraezdM7Hpp/Az4Sqjs+qP+d16t/RR4+hSmTxXK0KxzC+vQtFRmbFqYMST4hMaKHE04ptK8JpkxfxJgiTgwRGUdyU+7QC4Mkl5F+lgul9yIKjJBT0QrJ/bkA6ZaluOS8J4dUBKDaFH2HM5jjALZFnXvMcUSihzkW3st5RIki3BTr7ChCUFCJ0D4PqPNCnUq+Up6FVRSGHPEh4bYrqivQ75/Zhp5lo2j6wBQi6f7nqKVlY86Y6Qnz4y9I9kwKHr4dSN6ymz3m2wOiFTqDjkBHcRONA3I4kmdPlwtsMSOsdi9Q5wPttyNXj560XHEbhXFjEVsx3n7OvL7CiqayNfvzSAgZpycOVzMy92zsDU3j0EfNLAEnEZtHNu8XZM5sx8iyNmzdFVJ31LOQpCa0gBTqcSOZ+tiXKaRSoEyhIJuArBuMUfDwBMcz6WpDtAYdAyCIs6h5wpxHsprJqSkrojlQTwfiPCMY5N035PotmPX3v1+/rcn49f/7++o/9XHf1WVS84/6fP85n/c/VdYUEfbfV/ofeWwY/bebDqXIq9+y7mmqMrG6VDb/yM//cSX0sf5f1Mfm5/ellCIvAT8/sZiIJI8NgRRrxqpDLRkJgU4in1SKefaYqqEZ++JOMg5OA+xMcW70I7iKvGqIPhHGAPMJOw4oY5AYqHPGzQsZQUVPUI48JdZuRfITowwwHNESCV5hueM6GTpxnOqKsW5Z8ZruukM/PuArg2amiR3JzeQ0YdUGlSwqVeT8TBW+YHEVx9WKhGW3BKxuQI94u6b95T0Mz4SYibNCayFLJI8jWSnyy6tibd+fS+OzXsO58ExkuVCaFWUFJBT2Rr5EXri6nDvDCONUJkPxe8iJWE3WFzjbEgn/zZeY//AzsnMl7+fcl+2EUmS/kOaF8S//hqkfSV1H/yefFxt38ljJaGWYyWifeNk/UE892gqq7kpkAprFLvS1wf7yG9ZRo27WbCXjxhH/+Dcs62s22RLf/QX5+ETjbzD1C8RViLPklcBhj3gKS4Zckt9NpjGR+OYOmT1aWpr378jGoKotptfo1BBef0pEl43ZMLAyimlxPMzfYvIVX67eMFxl5smzzgq6imxAGYvd18h4IhhLhWW1ZFwtRFkIvsGkge1Ko8YZhUcpVejZwwBugZVBKcg5kVcb1PMHWCay0yiVaM4DfVzYZ+ien6n6iwjZmnLAr1akurzX7ZxJNy3MM/KL96Sbq49rjY/1sX6H62Pz8/tQISIpEaeelD2u2iLjTJ7PTEpTHZ6RoIkmsGhDvWTUekseJmLlUDmQ+j1pnuAgaGeha8gqsrz7twzjSMUOLRuWuqG+f0Se94jRJem3Mkj2aJUgT5AVohypf8KoazAdbjiwO9+ztSswCh0T6nzELhFxHcvnmvD1e3TKNO0JPvkhefo3ZN3jrMUchKptUCZhl4AaR4KOTFXD2l0T2h7xCdPuMFPAe2GoW/LU4xuPSZbsFPJ8gqs1+JncdYhzBQA2Qb5qUICch2JBzZmsDWnVobIgKpOUQVJCfMlwykqKuFOpMj0TwAdSU0GG+PoW0YJ6OsI0kZOQNw15syF/eCD7jGot9fsnpnFg+eKHxBb044HWB3RnSBwxBFJnsXFAvp1I/3d79x5sd1UdcPy79+99XvedhBACAYFUo0ikjJSiFmySMiigGBwrGWdaKFqng7RVOuOghak4IyMi1WkRaytjWzUSooDYYRhbGG18QFEeCoanEMJN7uO8z++xd//YJzeEBAzkhpCc9ZnJMPd3zzns39333rPu3muvdfRiCCAIPWyni1cEJDMpyitR0oY6KanyKCtL+NuHKJ66Hy/10baDCVr4x7wJvAC399mv1bKjxkx/CyTwNV4eorf0E7q7qdum0Rrrh+7kUWaJipxOuwuJJe+mLCqGWNSzFKnG1z6RVRS+QXUbVP0eYWkE30BYqYBWhEZDlOMVBXFVYbstsC208lFpiOrMQqhcgO752G4OrX7eSzmGcoiemYZO2x11L3KYNqRBQKtUQmtodTPyRDHsRah2hgp6bu7KiQuC/G6/aKaPpsBkhQQ/QhzEJPgZAKrd7Z9IyKFVR9cNqp5jbI72cpfUqYwrEpYZVKft3rgTj7QIodvE92PscBlTdDDtHl6oyJ78CZ36bylUTNHsEQbHoVUFbS261+3XtbDYIsdUEjRditowOi65x+RbiYZDTC+laHUIUostArA5oS5R6C5ZqPC1Ty2skA2NEfkRnQr4RZcleiXbuvdi82kWVI9mQWUxk3lOL8vQs3W8pEoeDxFXQ8JWB2U8KJWwEQRjHkNbJimCHhaDH7lu7nTbEAWYkRFc1+8QZROXyN3sYvq1OJTSWM+6U11JhM0tJk3R/ZUuktD1COumLuE5jqAcuyO/YzVspYR6Zmu/wBjYSpl8fNTlU1RKoDz8dpsiSjBpjzzy0K0U66eYooVONLoCQVDH1Gddt+sEqEYuyBotYxtNgi3bXFNVrcgOP4z4mUmUVtRGFxBNLMQEOc3ZB4gs+F6MyS2qt81tX9ZCFNa96ffrtthWp5+v4vJK/F6Knm5i/ZAidkeliQIwhiKJXS2+coXK2ARh0UH16vhGkRUe3SLH9GYJixIKn1D5xFGA3+2AsigLOrUYk6HIIXGVhJWnXdG6QKHoYpMAZS0mClHTM/228RZ6BTYGO1pDP/E0NFvozLVdMDHkxsdLM/wwRGlNpsDm2p3k0xp85QoHDtXQ9RbGBwrt2l74st8ixMFMgp8BYQuDbqZ4jQLbrbvKxiYiKGk6nS5eaNxWlbEoAmy5wFYq2Dyj3e2gaprYd53I/SynmGnTm36U0IxC22P0yQhtn0UrTTY+hBmpQqfjtol8D1W4v5SVCrBZgZ6pE0cWph/DM4pouk6saqhiK4X2qQ5VKPwyXVNg0y5+nhESUowklOIqpDlheYRF5eOwSYjX6ECeMZS1aXbb5F5ML4wZs1sJwghKE9jpabRX9AvGKezCYbQqXHDYablVg7h/rH/xuOu55Ln+W0zOuK0+pVDaw5Z87I5jyt0Moy06z7FDVcBgOgHKx/Up8jW2lGCVxowNu9YNjYZbmaiVYbhGUW/AUYtR3QzV7WCDkOCwBQw9M8m075NaQzxcIzQ5ft6ASoiX5XNJ3ardhXYEPQ+7ZLEr1NTsuET3wAPlY0oJnRXHw7DrOO5ZhTYlwqAGapbcb6FQ+FkFG4WoKHQ5SlqhssKtXgWBO2EXunokarbp8r1Cj2LRBLbbw9SqmEoZG4SQd7CVEn5a4HVTip7rXl8yEbH26XR80sgnUB5xOUZ3C2xNuVIM40OYwDW7pFdgQw1ZitIuAdgVjHTjs/2qyaYwqEUT7v77QZDKLeSp67ReNNCmcBV8vYjcWoLckIUhRuGeN1rGVqvu61bk2GqFwhhXDLNWxSxZKMVShDjISfAzAIowRk3OUGypQy+g8KqEaQpG4QcFXpqiZrv4gcUrRRgKaLexwyNMdzrYbofCK2jWW4zpLoRlCDRB14e8zdCWKr7tF+XCEGybJrNgjAEvwzcG1UsxcYC3PSEfilFKUyrKFDpDzTbQeYkgS7H1JjqOXNXXOKLaS6GXo2ensdrHa3fRcQm7YJwit1gf/LzABBFqtknUmibwe6SRh6q2idIC2wY1HKE6GaqUuICjV2CHy9jxUdQDj6B1/xRNywVDtt50bRFyjfYKbBxiq1Vsq+WqvWapq//T6blE57xwNYIqZWy1hH5mKyYMXAmBbs8lnVdiwEK97QKwpOQKKbbaqFbXFUQbqrjTclFEetgCYmM5fMskea1M7+jD8bo97FAV5SlIG+jpOgz1i5wVBptEGN9Db3kOpmax9SYUKVRK6CIHfNeItZdDo47yAuLDT6fT+TbWWjx89LFvhcXLXBf7rIDtszAzDWnP1XzRBpW7r5NqttFpD3o+plKlGBulWPE6V00XC42WC5h6HZQf4g+Frtt9aFDtlLDRJWo0UNZS+AFquITKtAs8ogjKFdfSoduGvP9NNtvEeiEKVyVZWVxRyXoLWym73CudYfMCM1zDy3IolVyhOs/Hpl3s8CixCQgSn5nQI1AB45XIHenuZm7VzoId7ldfjkIX2MZhP49LCHEwk+DnEGctoAJyrTDWuuqsJiBXMV6eojodAlw1VF1RGO1jCdBW0dUZ1qZEYYjNFK3ZFumY707w9gxh5ViymV+7svX4LtnX4qofG4PGuBWGzGA1+I0Oue/h9UIYq2LTHI8YZXooU7g3stB3qw7WomYbgEXPtlwbgXIAFrynt5AnJVdXJ3ZbK0QlV4jMA2+mTtLqobZ1UcqjCD1Ie6hmy+Vp1MqQBCg8lww7UnHVb71+qf7CuqajEyPoLMO2+712Oh3XrTqJsKUSdDuoVhOVJBBFbrtwaspVnI0j9wbe6brXsmDj2B1lzzPoWZcQXW+41ZM4gGYd1WhjF4y4Y/VZSvrm18PrM8DgGVyw5FvXdweFLfW7cxO47aihCt7sLLbdcdtGvTY2zaHQriVAYwtFkbpVGc/VL/KGF1F+26WY7nbU2GJ0WMNiXTJ3o40GV9so8FCeh9EepClebmC4imn5KE+DsRQLxqDdcVtl/X5BNOuuIF+55I5hRz6kFmV7+J0udrrpKmCHGn92Fso7fi1l2FKACnwsZbdalhauEWOWY4aHUXnuThyWE0hd8Tubul5SZmIMdfQibKvptl2np10V82gYWxsFQsZGK4x3epBbbKKhVnYn91ptVzF5uOoq6PZrPc01AZZ8HyEOahL8HOos7hd2FFGMDhE0tkCng4l8TK/A9CwqCFCxITNAL8IqDTohbPquqJ5ReIWH1j5epvHC0BXsS0aIx0/HNB9BTbXpF4125W/iCLIUr526FZTQd2/YvRxbNqhm1/XSSnNXPVlp95e2H7jnGlc7RbU67oRNmkGQo6oK0+5gum2KsIa/o1eS8vtl/w027qFbXXdyqFRBd7vYbdPYPHcBizXuffnomntDO/Jwt0qzZTuUS67RaLkM1Sq20YQYyAKoJtgZdxxdqRxlCmziu6KEvuuxZOIQRoawjSa208NGoWvgWK1ii8zNR5JgowQihaq3UInvqvHONlHPbcMGnmsFEPYbbyaRCyLaLRckdlOXG+QHUBsCq7HNOkp77o253kKlPQhCrAqhyNDtFsp3lYK9x7dgk8i1EahEUNQgHsKrLYGRiZ1Bi++54oBT21FFv5Bft+26nBe4qrpaQSnGjPQL8/k+tFMXAHke1Jv9x+BOyJX6925TVKuHKSyqErtgVyl0JcGMjrgThmkOlcT1NNIKm2Uo2wGdYMplqJXc6S5j+8FmgJ2po5MYYy16wZh7rnV9s4pyCSIfOzritq26OaqdYRMP61so9Ssmd3uu0F0UuGBN9+vI7Cic98IaMkKIg44EP4c6hauFoT3y4VH0bBvda+H3LFa5BnrWKkyYAj46s6goJBsaJej6DBUt6mRYckqBpaw1BR5pGOB1cmwWoKvDZI3U1f/RYEPXE8iCO9rt4bZJtHbF7CrlfgM/D+IIm6aotHANIqslKEXur/rtU4Drnq3bObbTRbU7mEXj4HmEvkZ3XDLvXMGdTgerPFdSv1J2eUbNjts28RUY7baCqq7Xlg19aHWxo6PYuP8mPNNETU1Dq4m1Lpqz1ZprL6D7r2esWwlJPeh00A3X7FB7gWt14flo1UN1epg4wgYKwgS8njs+73n95qj9HCRPu+7MgeeCyKlp1IJxV8J/24yrL9Ruu9yp0HMdtH0fU6u4FhiliX4zWoP1PFSpDDMN12utFKN7Gabf3FKlOfRSbClAz7awaFc8biJ2q229DEyOHRnGlkJUqYTVBVhXC8kEJVSRY7x+xWwyVJqRLxx320Lacz2sACIPxobdqlq744LNiRGXfDy5HUo1mO1Ap4futmFiaGcLBz+HStnNrwUWL3Cre70MsP0O1z622XYJ2oEHi8bcylSWu6+jp91WYmHc94i/s8kjSeByvGDXHJ4X64skQY8QhwwJfg5xSgGJxss1ca4phioofyE8PoOKratqjCXzYrcyNGuwQwkm87F5TqnwSfIupmoJdAKZIUtzijDAX7gQawva2QSe72E6/XwJLLZUBt8jHVIwXYe8wI8C8mOWuCCi2XK5NaHvjoJnuWsAmCSYSgwjI3haw+R2KNco/ADr+5gkRFdr6Gqp39yx39naD1ybgHIFqha2F7Bt2nXBjn3s9pbb9vIDFIVbnZicxg67dhHuSLpFdVNsFKFtgeq4YpAULueHNINSjOrkYLqQGmw5wWu0XCA3MoStVVG5QdkC5XvYoAI2Q/dySDTWi7BpDxVErtlk0O8l1uq4KrfVMrrRwHgBarbhEtVnZlCdHqrZcNsz4yMQFK5C92zd5dQsGOuvtuUoX6Mmp1CzbawGFYWYIHBBhO+5btJaubo9ldhd9zy3gjVTdytNgJqedatg46MuT6cDNipBtYzNDarVIh+rwFgNMzHmAowdwUkQuPkplSAz7nRUErmtr8CHUhk7MuTaedQSSCLMohEYGem3dgBbq7jH7hBH/TlwOVH0k64ZquzeR+mFAcyLbVNJ4rIQA0mCnwGgtELVYkK/B60A4jHsTI5pWwgNFBq1aAS/BFlmYVoRWIv2M/AjdKjQqp8vM1yjqIbQURSlEkQBRWrIK2X8zJ0wsl7g6th02tStplsbpqiVCDzN6EjN5QL5ul8t2aLaXUy1jD1sAnSASsK5BFNbFOjeVvBL2Io7cq4Cz+WgWPrbFxmQ7mwhoS12ZBSMwhY51GrQ6ECcodLCJfwGPvRStxWkdP89MO83M/Rcf6Fa4vopGYvyXIl/1WqhlMstwgPbK/DaXfdmPDOLsoZ8aDE2rLmaQUUBQYyKQvAUKi7D1Ay2VkOnGaQ5tlzBBj1MKULVW+jZJrrdg3KIDeOdPaDiGGwGz21HlRPoFS7Z2NPQbJEdsxTV6UDgo/0Q5ffcaaU8d9tDhXKrIdWK6z6eFdggcB+PjbqvX6jdaot11cDx3JacrRgoh65kgue7rdNyCUZq/WAscCsr9ZarVF0uu1WgTtuND6A6CsM1N2dhiD1yMWq2gSlyVzBz0fjOauSe3tk+Yoco3LU79tw3uPRREkK8PBL8DAqloNTvQDxVRw1VsEHqAog4xBur4A35KNXCVjWq0cJoIBjHLVxFNgAAFatJREFU1y2XyBMozMJhwlKFrJ6SKQtFgT9WgyCiSDOKpqXeqdPFYP0Sqtmj7GuKpESrlNCLfBJVYEtljFGo2Vn35r94oRtbN3W5G0phggCvHLsj90mMLcXQ62IrsQs28swl5e7Yyihco1N3TwF2yULUTN0FIMNVTCl2R+JDD+Vptz3i9U8VeZ474t7rQZahel0XKPgup8dWSu6NuVSChRo6GXZmFq/VcbWA/AAbR+hmG7N0sev4nuUud6gooNdzgUwco+II3Wq7BOjxETc92wvskgWo3/x2bsvIegEq67nO0p5LKLeluH9yLsYr2pBUAI21Bt3puiDC9yBuQha7VZhSjApDivERiCJMHKMa/VNguYUFI9iRGjQa6NzVZSLvJ/uGgUvAZhSw7mtTb2JHh1w+TRS5oCQM3UpMkrh8JGv7/ZxG+sHMrk0/wa3s2B19qAJ/56rNS/1Wkq0nIcQ8kOBnkCgFE1Uo+TCU4DULjFWus3XJJXXqaoKNfUziQdsACpv4+NEYRZLgVSr4foAqp2QBaF8TBoFLrm0XNO0UHQPlJyZJm122J4pwyVIMYAuFCUNMnqPbbbwnf4tutMBTmMYs+dFLsUq5Vhm+jynAL1XRxw+5lhG91DVMrdagWnIrIli3WoMFr+JWH7qZO1GEcg1J6Xdn7/UwUeAKC2ofkhAbJ+5ouVJuS2ZsGFVvUFQqqDRF5QVmqIwdHnKrL7MtrDWuCF7mCgpSVFzCrwK6PezYCHbxQszCcdT0LHj93KTM5Z3YUuKOiecu0dvUymhjsbgAjFKCLZWwRY7KAzfWXj8IqpawuuqCqDTDqn7rDL9fdbtWQRU5RauEN1N3eTCh7wKtKMRWK+6/YzVAuwAyCFwO0+gopihQvdS19qhVdm4tPY8dqrngSPVzrfTzOpYH/q5bVb/r+3EPry+EEPubBD+DRilXQbgUoyYUnrXu1E6/87geSii6Pnqo4hpsFk28UhkzXEPFkdumKSz+cNlVRQaXh9HvNp3nBdHWKfBDgghU0aA524bRYYKsix/VsJ6CqQ6608XWqpCn6HoL1WhRjI9j6k38ShlVKlF0eu5UWK3iqibTb2ZojDuRk2Zu7Fa5kznlGIZwgZFSUKv2V4UKsAZrcCsTKFxiSf9rksSutouxrp5LGPZPCtmdqxXGwNgITM9gdApHLSUfrqJ/+ktXAA9LvuK4nd2oh6r9oodQpBlqy3P9k0khZmQI1W5jUa7GzdLFrqu178OTz7jtNTQmKbmj+Z6P7XYxIzXswgno9shR6JlZ12ajUsYMD7mtI0CNjpKPjeDNtlC9nguaFoxjF465+9kRvPSPqM8lA1vrkorhxVdZPE+2mYQQBzVl537TDY7t25sYM3C3/btZ23/zU1C4oj3K53cnhVoLmdvqaD/XoH7vLwiiiNzLCBtt4uoo6YIa4WwTPVzGzy3BTItg67Nu5aXbQ7XaZG94HVltBNPs4EUBeBrTzVwRxpHEbZ8kkUvuDfp1bbR220SWV1Z/5fnBzZ4+fiHjKhQDbtVCa0hdOw0bhnPBzks+V2v3XGt3fvz81ZJmy21LGaAUu7ycwFWenhvbXA2dtgtc+ke9dxt7nrvHScAihDgEaa0YG6u87OfJyo/YqZ9IqsAl9LKXJ2F2bF8UBaVWnSDt0WnOEic+QeGhIqDZwm92KIaqFLFCRT42DPGf245OU4rRIYpyjO51MFpRbJsmS2JsoIljjZcVbluKfgAR9k/z6P7Jn32555f6+IW03rmys0MYuNNOv8sLn6vUno9VV8quHMBL2ZHk+1LBFuyeNCyEEEKCHzGPGm3sc9OoJYeRTG0jmG2TjtfI8h5e4UMAfq9LFiWowKc4+ijSxT28XsudOGp3UV5IMD5COwBLDnFEt9sl9hSe7wH9bRqLrGQIIYR4RST4EfPGZBnGWozvk09MYItteCNlrLauvk6aoeoNlDWo6hCmWiI1hsCMEBb95FsfV4xvtEZQb2A8nyLwMHEJL452rvREodRoEUII8YpI8CPmjSkl2FLojn9nLfJyiFer4c/MoLWCSgWjfcxQjSzwMY0O/tQsfrOJHh3GHDaBVZmro2MNplp1fbR0BU2/1YPvu9o7EvgIIYR4hST4EfMnCimOOQq1fdrVtUl8jPbwahV0mrseVKM1ojCmmxZ47RZhq4kKA2xjFi/xyJcsRmmP0BT0Ag1aE/gBnhfsXtxOCCGEeAUk+BHzxvc9bK1EngToTofEgC76/arCyK3apCnaD4jI0Z0UXSljS4lr49DL0WXX0sDD9cK0/YaXQgghxHyR4EfMq8D3CPx+sb5eCj3t2ktYA3mB1hHWgPKUK9TXbkO/ALCtDe1WIE8CHyGEEPNNgh+xf3ieK0IYha7AoPIh1pAXqF6G5yk4Zglqagav1cZUqpgjDjvQoxZCCDEAJPgR+9cLi+uFzyvopxRmZAhzYEYmhBBiQEnwI159spUlhBDiAJIWyUIIIYQYKBL8CCGEEGKgSPAjhBBCiIEiwY8QQgghBooEP0IIIYQYKAN52ktrOW0khBBCHOxe6fu5stbaeR6LEEIIIcRrlmx7CSGEEGKgSPAjhBBCiIEiwY8QQgghBooEP0IIIYQYKBL8CCGEEGKgSPAjhBBCiIEiwY8QQgghBooEP0IIIYQYKBL8CCGEEGKgSPAjhBBCiIEykL29XsovfvELNmzYwKZNm3jmmWcYHh7mxBNP5JJLLuHII4+ce9xtt93GnXfeyS9/+Usef/xxTj75ZG688cYXfd277rqL66+/ngceeACAY445ho9+9KO8/e1v3+/3dKiY77m54IIL+MlPfrLH/5fv+3NzJX63/fFzc//99/PFL36R+++/n06nw5FHHsn555/P+eefj9byd9ve2h9z89///d986Utf4le/+hVJkvD2t7+dT3ziE4yNjb1at3VI2Ju56XQ63HTTTdxxxx088sgjtFotjjrqKNauXcvatWvxPG+X10zTlGuvvZaNGzdSr9dZvnw5H/vYxzjllFMOxC2+Zknw8wI33HAD99xzD2vWrOH4449ncnKSb3zjG5xzzjmsX7+eY445BoD/+I//4P7772fFihXMzMy85Gt+61vf4vLLL2fVqlV8/OMfpygKfvOb3/Dss8++Grd0yJjvubn44os577zzdrnW6XT41Kc+xamnnrpf7+VQM99z88ADD/D+97+fZcuWcdFFFxFFET/84Q/59Kc/zdatW7nkkkterVs76M333Nxxxx189KMfZcWKFfzN3/wNzWaTr3/96zz44IOsX7+eOI5frVs76O3N3Dz11FNceeWVnHLKKXzoQx+iUqlw99138+lPf5pf/vKXfOYzn9nlNS+77DL+67/+i3Xr1nHkkUeyYcMGLrzwQm688UZOPPHEA3Snr0FW7OLnP/+57fV6u1x77LHH7IoVK+wnPvGJuWvPPPOMzfPcWmvtu9/9bvvBD35wj6/35JNP2je+8Y32a1/72n4b86CY77nZk5tvvtked9xx9rvf/e78DHpAzPfcXH755fYNb3iDnZ6enrtmjLHvec977Dve8Y79cAeHrvmemzVr1tjVq1fbNE3nrj300EN2+fLl8nvuZdqbudm+fbt9+OGHd3vuZZddZo877jj75JNPzl2777777HHHHbfLPHS7XfvOd77TfuADH9g/N3GQkrXjF1i5ciVhGO5y7aijjuLYY49l8+bNc9cOO+yw3ZYb9+Q///M/qdVqrFu3DmstzWZz3sc8KOZ7bvbklltuoVQqccYZZ+zTWAfNfM9Ns9kkiiJqtdrcNaUU4+PjRFE0fwMfAPM5NzMzMzz66KOsWrWKIAjmri9fvpxjjjmG73//+/M7+EPc3szN6Ogoxx577G7P/eM//mMAHn300blrt99+O0EQ8L73vW/uWhRFnHfeefz85z/nueee2x+3cVCS4GcvWGvZtm0bIyMjL/u5P/7xj3njG9/I17/+dd761rfylre8hVNPPZWvfe1r+2Gkg2df5uaFpqam+NGPfsQZZ5xBqVSah9ENtn2Zm5NPPplms8nll1/O5s2b+e1vf8uNN97I3XffzYUXXrgfRjtYXuncpGkKsMcANI5jfvWrX2GMmZcxDqq9nZtt27YB7PK4hx56iGXLllEul3d57Jve9CastTz00EPzP+CDlOT87IXvfve7bN26lY997GMv+7lPPPEETz/9NP/7v//LX/7lX7JkyRI2btzIZz/7WZRSfOhDH5r/AQ+QfZmbF7rtttvI85x3vetd8zAysS9zc9555/Hwww/zzW9+k29/+9sABEHAFVdcwXvf+975HurAeaVzMz4+Tq1W45577tnl+vT0NJs3b6bb7TI7Ozsvf4wMqr2ZmzRN+bd/+zeWLl3KihUr5q5PTk6ycOHC3R4/MTEBICs/zyPBz++wefNmrrjiCt7ylrdw9tlnv+znt9ttjDFcc801nHnmmQCsXr2atWvX8k//9E9ccMEFr3iLZtDt69y80C233MLo6KgkO8+DfZ0bz/M44ogj+MM//EPWrFlDGIbceuutfOpTn2JkZITTTz99P4x6MOzL3GitOf/88/nKV77CNddcw7nnnkuz2eRzn/scWZYB0Ov19sewB8Lezs2VV17J5s2b+cpXvrLLycdut7vLduQOO1bqZG52km2vlzA5Oclf/MVfMDQ0xLXXXvuKjtfGcUwQBKxevXrumlKKs846i+npaR577LH5HPLAmI+5eb6nnnqKe++9lzPPPBPfl78J9sV8zM3111/Pv/zLv3DNNddwzjnncOaZZ/KlL32JE088kSuuuIKiKPbDyA998zE3f/VXf8V5553H9ddfz+rVq3nve9+L7/tzK3KyZfzK7O3c3HDDDXzrW9/i0ksv5bTTTtvlc3EczwWhz7cj6JF8uZ0k+HkRjUaDCy+8kEajwQ033DC3bPhyTUxMMDw8vNvqzvj4OACzs7P7PNZBM19z83zf+973AGTLax/N19z8+7//O6eccgpJkuxy/YwzzmDLli1s2bJlPoY7UOZrbsIw5B/+4R+46667+MY3vsHtt9/OV7/6VZrNJiMjI7skqYu9s7dzc9NNN3H11Vfzp3/6p1x00UW7fX5iYmKPW1uTk5MALFiwYH4HfhCT4GcPer0eF198MY8//jj//M//zNFHH/2KX+sNb3gDU1NTc4mCO+yo8TM6OrpPYx008zk3z3fLLbewdOlS3vzmN8/L6w2i+Zybbdu27XF1Z8dftbLy8/Lsj5+b8fFxTjrpJJYtW0ZRFGzatEkK6b0Cezs3d9xxB5/85CdZtWoVn/zkJ/f4mOXLl/PYY4/RarV2uX7ffffNfV44Evy8QFEUXHLJJfzf//0f11577T6/Ga5Zs4aiKLj55pvnrmVZxs0338zhhx/OUUcdtY8jHhzzPTc7PPjgg2zevJmzzjprXl5vEM333Cxbtoy77757l5XRoij4/ve/T61WY8mSJfs65IGxv35unu+rX/0q27ZtY926dfP+2oeyvZ2bn/70p1x66aWcdNJJXH311S+6JbZmzRqyLJs7JAAuOfqmm25i5cqVe0yGHlSS3PACn/3sZ7nzzjv5oz/6I2ZmZti4cePc58rlMu985zsB983405/+FIDt27fTaDT48pe/DMDpp58+F2GvWrWKk08+mSuuuIJHH32UJUuWcOutt/LII4/w+c9/HqXUq3yHB6/5npsdZMtr38333Fx44YX87d/+Le973/tYu3YtURRx66238sADD/DXf/3XckjgZZjvudmwYQN33HEHv//7v0+SJPzoRz/i9ttv5+KLL5YKwi/T3szN008/zYc//GGUUqxevXq3WkorV67kiCOOAOCEE05gzZo1XH311UxOTrJ06VI2bNjAM888w1VXXfWq3ttrnbLW2gM9iNeSl+r3dPjhh3PnnXcCcN111/GP//iPe3zcVVddxXve8565j5vNJp///Oe5/fbbqdfrHHvssXzkIx+ZK1Il9s7+mBtjDO94xzsYHx/npptumv9BD4j9MTc7+uE98sgjNJtNjj76aD74wQ+ydu3a+b+BQ9h8z829997L1VdfzcMPP0yaprzuda9j3bp183LictDszdxs2rTpJVfUXvhz0+v1+MIXvsD3vvc9ZmdnOf7447n00kv5gz/4g3kf/8FMgh8hhBBCDBTJ+RFCCCHEQJHgRwghhBADRYIfIYQQQgwUCX6EEEIIMVAk+BFCCCHEQJHgRwghhBADRYIfIYQQQgwUCX6EEEIIMVAk+BFCHDQ2bdrE8ccfv8u/E088kXPPPZd//dd/Jc/zF33u5z73OY4//nhWrVr1Ko5YCPFaJL29hBAHnbPOOou3ve1tWGvZtm0bGzdu5KqrrmLz5s1ceeWVuz0+z3M2btzI0qVLeeKJJ/jJT37CySeffABGLoR4LZCVHyHEQef1r389Z599Nueccw5//ud/zje/+U0WLVrEt7/9baampnZ7/A9/+EMmJye54oorGBsb4zvf+c4BGLUQ4rVCgh8hxEGvVCpxwgknYK3lySef3O3z69ev54gjjuCtb30r73rXu/jBD35As9k8ACMVQrwWSPAjhDgkPPXUUwAMDQ3tcn1ycpK77rqLc845B6UU5557Lp1Oh1tvvfVADFMI8RogwY8Q4qDT6XSYmppiamqKX//61/z93/89Dz74IG9605tYtmzZLo/dsGEDRVFw9tlnA7B8+XJ+7/d+j/Xr1x+IoQshXgMk4VkIcdC57rrruO6663a5tmrVKi6//PLdHvud73yHk046iSOOOGLu2rnnnstnPvMZHnnkEY499tj9Pl4hxGuLBD9CiIPO+eefz5o1a8iyjIcffpgbbriBZ599liiKdnncz372Mx5//HHe/e5388QTT8xdP+GEE9Bas379ev7u7/7u1R6+EOIAU9Zae6AHIYQQe2PTpk2sW7eOj3/84/zZn/3Z3PV77rmHD3zgA/zJn/wJ11xzzdz1yy67jA0bNrzo642OjvI///M/BEGwX8cthHhtkZUfIcRBb+XKlZx99tncfPPNXHDBBaxcuZJms8kPfvADTj31VNauXbvbc37961/z5S9/mTvvvJPVq1cfgFELIQ4USXgWQhwSPvKRj+B5Hl/84hcBuO2222i327z//e9nzZo1u/276KKLSJJEav4IMYAk+BFCHBKOPPJIzjzzTH784x/zs5/9jPXr15MkCaeddtoeH58kCW9729u4++672bp166s8WiHEgSTBjxDikPHhD38YrTXXXnst9913H6eddhpJkrzo41etWkVRFC+ZFySEOPRIwrMQQgghBoqs/AghhBBioEjwI4QQQoiBIsGPEEIIIQaKBD9CCCGEGCgS/AghhBBioEjwI4QQQoiBIsGPEEIIIQaKBD9CCCGEGCgS/AghhBBioEjwI4QQQoiB8v/C8GMlSYPQMAAAAABJRU5ErkJggg==\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)" ] }, { "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": [ "25228 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 }