{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# XMM-LSS master catalogue\n", "## Preparation of Hyper Suprime-Cam Subaru Strategic Program Catalogues (HSC-SSP) wide data\n", "\n", "This catalogue comes from `dmu0_HSC`. We only have n921 and n816 photometry on the ultradeep field.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The `object_id` as unique object identifier;\n", "- The position;\n", "- The g, r, i, z, y aperture magnitude in 2” that we aperture correct;\n", "- The g, r, i, z, y kron fluxes and magnitudes.\n", "- The extended flag that we convert to a stellariy.\n", "\n", "**TODO**: Check that the magnitudes are AB.\n", "\n", "We don't know when the maps have been observed. We will use the year of the reference paper." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "33f5ec7 (Wed Dec 6 16:56:17 2017 +0000)\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "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" ] }, { "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 = \"hsc-wide_ra\"\n", "DEC_COL = \"hsc-wide_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine HSC catalogue\n", "orig_hsc = Table.read(\"../../dmu0/dmu0_HSC/data/HSC-PDR1_wide_XMM-LSS_v2.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": { "collapsed": true }, "outputs": [], "source": [ "bands = [\"g\", \"r\", \"i\", \"z\", \"y\"]\n", "apertures = [\"10\", \"15\", \"20\", \"30\", \"57\", \"84\", \"118\", \"168\"] #Removed \"40\" and \"235\" because they lack errors\n", "\n", "magnitudes = {}\n", "magnitude_errors ={}\n", "stellarities = {}\n", "\n", "for band in bands:\n", " magnitudes[band] = np.array(\n", " [orig_hsc[\"{}mag_aperture{}\".format(band, aperture)] for aperture in apertures]\n", " )\n", " magnitude_errors[band] = np.array(\n", " [orig_hsc[\"{}mag_aperture{}_err\".format(band, aperture)] for aperture in apertures]\n", " )\n", " stellarities[band] = 1 - np.array(orig_hsc[\"{}classification_extendedness\".format(band)])\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", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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ggArOxo0befjhh8nPzz/iewsXLiyxUCIiwWYcB5qn4Wuehv3qM3/RefEp7LJF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\nwEkRXQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "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 57 as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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jJGipQ+fn1+hzwQEB9O3ejV2H7chrKWm7ReZUibsDCAVldfYXKpKRFiGEEA2T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\nZPLkyUyYMMGhhkZFRREVFVX1dXZ2tkPXsSY0NNT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['gmag_aperture20'], orig_hsc['gmag_aperture57'], stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 18.5 and 20.8" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.19431591033935547\n", "Number of source used: 5833\n", "RMS: 0.026450276767739297\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['g'], num, std = aperture_correction(\n", " orig_hsc['gmag_aperture20'], orig_hsc['gmag_aperture57'], \n", " stellarities['g'],\n", " mag_min=18.5, mag_max=20.8)\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.b - r band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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H6XwtfLYV98G7OTL9fuyOT72OJyIFENARnC+++IKVK1eybNkyKlSocNT3xowZ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"text/plain": [ "" ] }, "metadata": {}, "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 57 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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84VpsXLsaBUnMaUREkxRFgdvvR7/bg8tuD/rdHmh0OlQ67FhXWwOnVV704KTh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\n3v0D3j38cWzU0if/4ntouv2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['rmag_aperture20'], orig_hsc['rmag_aperture57'], stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 19.5 and 20.5." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.2287282943725586\n", "Number of source used: 6824\n", "RMS: 0.030347691570742935\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " orig_hsc['rmag_aperture20'], orig_hsc['rmag_aperture57'], \n", " stellarities['r'],\n", " mag_min=19.5, mag_max=20.5)\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.c - i band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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0P8HrskSCzu/78ERERHDyyScHshYREQkA0yoC54Y7ce+fgvvodJyrsjDH9/K6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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['i'], stellarities['i'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 57 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['imag_aperture20'], orig_hsc['imag_aperture57'], stellarities['i'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 18.5 and 19.8." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for i band:\n", "Correction: -0.10515594482421875\n", "Number of source used: 9726\n", "RMS: 0.014409932108072392\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['i'], num, std = aperture_correction(\n", " orig_hsc['imag_aperture20'], orig_hsc['imag_aperture57'], \n", " stellarities['i'],\n", " mag_min=18.5, mag_max=19.8)\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.d - z band" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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lTrxH9vstXsdCOaPgAACCkmnRVs6ISVJYuNzJI2Q/+9DrSChHFBwA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\nNRwREZHRRNO2QINmkJGfQf553ug4pJGmgrNv3z4MHz4cNWvWzCs4Xl5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"text/plain": [ "" ] }, "metadata": {}, "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 57 as target." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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9K0OSk317nsse4dcema6v3xkZGV4/DoMM9Ut4PPKclJpzB4gBPUGkZgCpQyBJ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\nGnzwRTF+vvBG3LtoYUBXxvW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['zmag_aperture20'], orig_hsc['zmag_aperture57'], stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.5 and 18.8." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -0.13919830322265625\n", "Number of source used: 5793\n", "RMS: 0.02398529710992674\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " orig_hsc['zmag_aperture20'], orig_hsc['zmag_aperture57'], \n", " stellarities['z'],\n", " mag_min=17.5, mag_max=18.8)\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.e - y band" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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FRCTIVHCkyjK162CuHIDtegn2+WXYV1/AvvkyptulmG69MNE1vY4oIiJBUqEFJy8vj7lz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['y'], stellarities['y'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 57 as target." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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Njz6O0+X5pOwQo5H0tFFMGXcMk8cew5RxxxBr6d1GenuLS7hmwSI279zN/Ouv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\nRJv1eSR9kTUWxoxHi/bt60+LioGj0iF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['ymag_aperture20'], orig_hsc['ymag_aperture57'], stellarities['y'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.6 and 18.7." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for y band:\n", "Correction: -0.18083953857421875\n", "Number of source used: 5837\n", "RMS: 0.049393831306902114\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['y'], num, std = aperture_correction(\n", " orig_hsc['ymag_aperture20'], orig_hsc['ymag_aperture57'], \n", " stellarities['y'],\n", " mag_min=17.6, mag_max=18.7)\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))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "HSC does not provide a 0 to 1 stellarity value but a 0/1 extended flag in each band. We are using the same method as UKIDSS ([cf this page](http://wsa.roe.ac.uk/www/gloss_p.html#dxssource_pstar)) to compute a stellarity based on the class in each band:\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": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We are creating an array containing the extended flag in all band.\n", "# Some sources have no flag in some band, there will be NaN in the array.\n", "hsc_ext_flag = np.array([\n", " orig_hsc[colname] for colname in \n", " ['gclassification_extendedness',\n", " 'rclassification_extendedness',\n", " 'iclassification_extendedness',\n", " 'zclassification_extendedness',\n", " 'yclassification_extendedness']\n", "])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hsc_pstar = 0.9 * (hsc_ext_flag == 0) + 0.05 * (hsc_ext_flag == 1)\n", "hsc_pgal = 0.05 * (hsc_ext_flag == 0) + 0.9 * (hsc_ext_flag == 1)\n", "\n", "# We put back the NaN values\n", "hsc_pstar[np.isnan(hsc_ext_flag)] = np.nan\n", "hsc_pgal[np.isnan(hsc_ext_flag)] = np.nan" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarity = np.nanprod(hsc_pstar, axis=0) / np.nansum(\n", " [np.nanprod(hsc_pgal, axis=0), np.nanprod(hsc_pstar, axis=0)], axis=0)\n", "\n", "stellarity = np.round(stellarity, 3)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vis.hist(stellarity, bins='scott');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_hsc.add_column(Column(data=stellarity, name=\"stellarity\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"object_id\": \"hsc-wide_id\",\n", " \"ra\": \"hsc-wide_ra\",\n", " \"dec\": \"hsc-wide_dec\",\n", " \"gmag_aperture20\": \"m_ap_hsc-wide_g\",\n", " \"gmag_aperture20_err\": \"merr_ap_hsc-wide_g\",\n", " \"gmag_kron\": \"m_hsc-wide_g\",\n", " \"gmag_kron_err\": \"merr_hsc-wide_g\",\n", " \"rmag_aperture20\": \"m_ap_hsc-wide_r\",\n", " \"rmag_aperture20_err\": \"merr_ap_hsc-wide_r\",\n", " \"rmag_kron\": \"m_hsc-wide_r\",\n", " \"rmag_kron_err\": \"merr_hsc-wide_r\",\n", " \"imag_aperture20\": \"m_ap_hsc-wide_i\",\n", " \"imag_aperture20_err\": \"merr_ap_hsc-wide_i\",\n", " \"imag_kron\": \"m_hsc-wide_i\",\n", " \"imag_kron_err\": \"merr_hsc-wide_i\",\n", " \"zmag_aperture20\": \"m_ap_hsc-wide_z\",\n", " \"zmag_aperture20_err\": \"merr_ap_hsc-wide_z\",\n", " \"zmag_kron\": \"m_hsc-wide_z\",\n", " \"zmag_kron_err\": \"merr_hsc-wide_z\",\n", " \"ymag_aperture20\": \"m_ap_hsc-wide_y\",\n", " \"ymag_aperture20_err\": \"merr_ap_hsc-wide_y\",\n", " \"ymag_kron\": \"m_hsc-wide_y\",\n", " \"ymag_kron_err\": \"merr_hsc-wide_y\",\n", " \"stellarity\": \"hsc-wide_stellarity\"\n", " })\n", "\n", "\n", "catalogue = orig_hsc[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2017\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "for band in bands:\n", " catalogue[\"m_ap_hsc-wide_{}\".format(band)] += mag_corr[band]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('m_'):\n", " \n", " errcol = \"merr{}\".format(col[1:])\n", " \n", " #Some inf and 99. mags\n", " mask = (catalogue[col] > 90.) | (catalogue[errcol] > 90.)\n", " catalogue[col][mask] = np.nan\n", " catalogue[errcol][mask] = np.nan\n", " \n", " flux, error = mag_to_flux(np.array(catalogue[col]), np.array(catalogue[errcol]))\n", " \n", " # Fluxes are added in µJy\n", " catalogue.add_column(Column(flux * 1.e6, name=\"f{}\".format(col[1:])))\n", " catalogue.add_column(Column(error * 1.e6, name=\"f{}\".format(errcol[1:])))\n", " \n", " # Band-flag column\n", " if 'ap' not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxhsc-wide_idhsc-wide_rahsc-wide_decm_ap_hsc-wide_gmerr_ap_hsc-wide_gm_hsc-wide_gmerr_hsc-wide_gm_ap_hsc-wide_rmerr_ap_hsc-wide_rm_hsc-wide_rmerr_hsc-wide_rm_ap_hsc-wide_imerr_ap_hsc-wide_im_hsc-wide_imerr_hsc-wide_im_ap_hsc-wide_zmerr_ap_hsc-wide_zm_hsc-wide_zmerr_hsc-wide_zm_ap_hsc-wide_ymerr_ap_hsc-wide_ym_hsc-wide_ymerr_hsc-wide_yhsc-wide_stellarityf_ap_hsc-wide_gferr_ap_hsc-wide_gf_hsc-wide_gferr_hsc-wide_gflag_hsc-wide_gf_ap_hsc-wide_rferr_ap_hsc-wide_rf_hsc-wide_rferr_hsc-wide_rflag_hsc-wide_rf_ap_hsc-wide_iferr_ap_hsc-wide_if_hsc-wide_iferr_hsc-wide_iflag_hsc-wide_if_ap_hsc-wide_zferr_ap_hsc-wide_zf_hsc-wide_zferr_hsc-wide_zflag_hsc-wide_zf_ap_hsc-wide_yferr_ap_hsc-wide_yf_hsc-wide_yferr_hsc-wide_yflag_hsc-wide_y
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83642025322322351333.5623193446-6.2258955119125.0580.077010125.25140.080419524.82080.11400324.89240.10494224.1940.060392224.24350.061726123.77180.093092123.85720.095082924.21160.28781924.44690.3209390.00.3441860.02441270.288020.0213334False0.4282170.04496320.4009020.0387494False0.7628090.04242990.7288050.0414339False1.125380.09649111.040250.0910994False0.7505420.1989620.6042870.178625False
93642025322322351433.5790485015-6.2259930285226.96330.49884426.88070.38038726.02070.4112726.37860.4595325.77560.24894826.50360.445338nannannannan24.98610.55457625.10910.5270861.00.05952010.02734660.06422460.022501False0.1418090.05371640.1019910.0431669False0.1777340.04075270.09089570.0372829FalsenannannannanFalse0.3677540.1878420.3283770.159415False
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 29, "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": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 4421152 sources.\n", "The cleaned catalogue has 4421020 sources (132 removed).\n", "The cleaned catalogue has 132 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [\n", " 'merr_ap_hsc-wide_i', 'merr_ap_hsc-wide_r', 'merr_ap_hsc-wide_z',\n", " 'merr_ap_hsc-wide_y', 'merr_ap_hsc-wide_g']\n", "FLAG_NAME = 'hsc-wide_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": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_XMM-LSS.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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lGVRoKHQd0ZpD0KwNWmEmdM8MdEtwtHmHme+wxwpDRXOPRKtC87Dlbfhaxxca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WaM6OP7YtgdG0lmjEyvi66PoPwAb2oaXa4S3rJfDGBYEA7HQiz8kxm7iGNCWdMLtjZHkOZSKIh7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\n5ORknD9/HgCQm5vrN5GtElq1a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H9egeeryP7u8Q6/ZUPNy15/3dR8TF0t6zdUby4sy4BUVpqNF8aZ/fHSKbnLgzItzZh/GU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PXC44SljvaAUzhotYUXFh9fYeUQrOOUJJnACzMVvtWnlrGdiCa1t2Kx4+8KdTQN2toXY5T+qO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5tkkjGlLs98meGAy1V1cyenXEylzBa2UBuwpbXUukaFC3aLrQ73Ow92ddDMD3tsPv5gdl\nmRgB46Ee5k4uaw5SIsfRUMKzUtWnsYbY68r6kyWmvHGE9x/LFoZOK3HYUwegkn+7bWqyTU2oW9pu\nznjvAJMCX0KvQ9gfySq1WBL7fcLJAfbVGe7sGntzi5nKBWEM8s/fxfjGxD8ocymMN1usNYnfnxDL\ndS1LXhRiN4yHxE5HxcDzx7A3xL081+cpCqh2hPEAGxF0pvWaiVf1O3yqUUtSYqGtxGpJ4WxWa40k\njvb+zn0mS7TEMqf90YeEpw/ER7+Snch0S4mCxkOd4EOQV/x6htnsdHJrAm6xUgraMiVQQvJBe204\nmZLkqGvZ2xqP6XU1Ax72aZ+c4j96Bk2L+9vPcLOlxIZNQ4zQ/vwnxFGf/Ld/wN3O9bPaVve72slF\nMVvKgmqMoFGPTlUwrrcSDk5G+u8u17iLa20IBnVD8gx/sIeNSeC5WsN6g7ueyp5WVfdjHRO8EL+F\nYqyDU0xs8/F7hOMD3NsLwX0WK2JmCd2u2rjTucBMqy328lqhRLudFk/nYL3BdDtqu6+3Ki6qFu7E\nr3cz/n7/78JddjvNh/9v9t4k1tLsrvZce++vOd/pm9vGbSIiIzOdaSfYUIVwUY8a4BJTkCUQDC0h\nRkgw8MATPGBgMcDITJliMaBgwAgYgMoFzwX2A9tp4+wio703bnv6c75+738N1r4nMp8fr3gqY6fL\n+UkoyXQ09557zt7/Zq3fannMbFVvXgcXh3CH+1BOiLnNC3ajZclAqTACGjHcVp8q/OvJ+96ntJbS\nbcG46JTBVVVNRLhhfoGLI4jRtDCK0DPfSrgWKGs/7gbpjVFEO9p8Bbszol335IJFbJe8gnpnBJWl\nvFSaTY7yD/c48dGKIlWtNhMCPeP65obw427t8OvLC/66LKcHvyihTy8BSxwv4pA2xe0hI7Wt5Rng\nBYSyPWDzURNwhnYLZVrC5hWiPIM4h1YSIGjHLJDDEK7ZooVvmULNl7CtFicgwz5UXlHUamhxNedj\nBN95myvImuTU6uOvwIynMFnBZqeqyYVYphQy9ztcf7SbcLtDuJjFv33xmE6Sm8cYBoadXkCtfR5I\nUUI1IqjTcygVQNKU+PZel2uvThvotKCcgx7PodotJqz2O0CrRTqoCKd6QQDs7fBMVoCNDCmdrYRW\n0e3h89XF/4+fD22HP4gnDCGHe5DpAi7vQUJe/K6ZwFxP2JXsDNlhWAfZG9EKs86AXhcmTeHOLuGO\n9uEOd6CLCvrBI+jFCk4ZuHaC/nyFMqwQKUHdbkLXGQ/Wl+/ww3M9gRsRCAQF6KsJ9PWMYR1VTeVy\nv0Ni2LMr2FvbQK8Ntcpgnp4yonW5pgXJuuc77JCFgrQSEsig4G7v82LweGA36kG/8ZAHbJZxlLhM\n2W1M5kD0HjwrpUYczw4HUFa4h1eKGoA0Jbu99AVblsO8/Rh6viD4xFp+cL21C8M+7CdegXr8jPv4\nfhfqegoMu1CPntFJ0G3BRTH0fAHEApQF1GTJAzaO4F68A6Qp1CSEuZ7RShcFzGCPONan0IjBKtJt\ncf3y5AxmsXz+PhBQJDmd8SDLi+eUtZvXM2lAhwHtUGEINBOovIZ6ekYEdqtBO1m7BfPuY9L1monn\n1Wva1cqKVjTnCGlqNTeEP98Ks8tSnFbdpL6JMSTtWcviQGtvvct4aVaAKM1kvyyHcmB35hyFnUbT\n25002GEqvzNfZ0QPxwFkvYY72uXeue+L5Kzwfn5eUpjRAifthLCluvYC0AiyPYSbzKAHPXbUWhHO\n1UzYFYrwNTy7gsor6HefcA3X68D91KvQRQV79xBubwv69behrE/YLAq+Rs5STBsGcMM+u20nkDhi\nwNDOFszTZ1xPOQe8/RD62RXkeB8CQf3KC+z8PQQMoF4H7+Xe3wC4QOhOHRiu9Do3LIqQwWcC1B+5\nzbCt00v+nOuaWQFZxhhyWzNm3PMuXByR+79ac7SfFZCshNw74oricky6phPIqsBWI8Ayz1FCIW4H\niNsRJGmgHvT5Gep1GO097JGMaS31N0UFPZ1Bi0A9PIVaZtCnZ9DXU+iCDYKYBsx0zkLAjBOKwAAA\nIABJREFUCRkcZU2diLVAp8nRfVXD7e2wax/0qUm5iURvvOeCuinu/OfDBZxAIAjJS4gjL+hVULtD\nr9eoaUUtSq5Syoro59ALc7UGaoG6mHDKUPGzyNCshBbqIOA0od38Pl8MP1rPhwXB9/NRCvVrL0Gf\nX0NGA5gZBXvVwS4vmKKEa7fY6YhCfWuHH2ij4Xpd6MWaH55lCnP/oe8qHbStobMcgVKIoxCtQiAP\nz5nUtlxxp+yjQWV3dPPFAFmB4O2HG6WxjUN2m2fXUM7CXFzx7xv1ySRoxDx8PcxFX8+gtILx6W1o\n9Og9jyPI1oCe/veocKuf+Qmof/hnigf7XZgHJxTk1Ra4HMPd2obcPWSoURzBrHKoPIdNNINvgibM\nKt147Nlq14j+4V8Q3H/My9UJ6jsHdAlojfq1lwCAl8gypUbgcgwdaKiigLr/lBMTrYHoRqwUQtcO\n6iYyutOCDDpAmRGM4rwgzIoHLcVwUcTDc+4zC86uoN5+7ON3/yvIVKAZkTxnWJIKAjpEtKboc8VO\nDEKboFQ1xGhE//JddqOtBHXl4F59AXZ3C+p8DGsMgrKCmi14SYvAnF4Agx7ql28zic85f3gSIezi\nEM4E7Hp7bWa9B4asBEuroIpW7IxLrjuc8V77MIBSBqpmxoG0PZ/gBkyT5dzvhgFkfweqKqFz7t2V\nE455ux0KyK5n7BoH3tOdNOAOd6Hma05wlOIKoJ/A7W1777zyRRRY5LXZtbq8ZGhQGDKKeOG59JVF\nkJdQ/9c/Q16+Q5GpdcBWn3bUjoEUTNiDCRDMVyRAlsTV3oCrpNUAakH18l0EZ5fMHlmlUMs1bFVB\nAQjeegjJONIWDbj9HcjRHpwCoVlKwd3af/97otWEazTIjPjX+9BpSotrvwO0KQR0W32YdUqXhzG8\nrPLK60w8ha8Rk2eRZtAnF9DTBV1NzQTu9Bwohz4GWENNJzB5Cac76LYI6UHYodU5iriPB8fz6mrM\nrz0KqQcpaMNkvgk45Xh2wYtWKUhlobSCrmo4a0kHTMk1kcTzHeqUxXEjghsNuOK7mhBF3vVrgrRg\n8ZTlhGudjzkdUOAEsSjoFtEaWvnCvNWiKFQrahOqknoHXzxIaHg+NEKohye85MOQdunZihMqUOei\niwo2iWHvHkE+9uL36SL40X0+LAi+34/WcLeYNV4Dz32szm1sSGjEQF7CPDyB8rhVNCJiT7/5BsyD\np2Sj+9Ew8tSLtTxhzQScPrQSpqyt1kCvA9tt8+BYp9wZl+XmcABqqErDdRIESm0Qrrq2cPM1GfVa\nQ2+NAC1QuQed+H2l8sl7wekFI0PTDHVWQEZ9XradFnC4B/vKXeoorKW1rCjJVQdgSzLzVSthPLN1\nJCfOMyCOEWQFBV1VzeS7xRrmO2/z4rLe8ue4enCdFvTJOYzRcDsjyKgPe7zPqUhoIKMBO9myYmRs\nTp1EfbxPRv9yDWsCyC0KtnBxjfCNh/StkwzE33ujOB722fXkJTunNx4APsp5A3YH7y837LFjKmug\n0+T7oJWwY84ymOspWQ9hANEckyMvoW8wwOIgJ+dAv8MDWoTd6g2/wk9wFLhC0Is1u18BnPJUv6QN\nbPWB+cpPEgQSJ1xHAFDi2fudNtRsTkR0UkB6Le6FlULdbyM4Od9oBSRpwO1vQz94wrCpixoiQDns\n8b1S1XyPRwHMdOYvjhJmMqe245mG7O3AvXjMA9w6BI9ONheuSXOo2sF9/COU0ioNtV5TzHm4C309\nIXr6Yswpl4AMjcxfGiLQYQi7Sv2Ki/ZM6XeAlEUqbgS1VbVZJaiqBFyygXe5433PvQBfI6U2hEvz\n8JT+9NrC9ttQcZNi3EYM++Jt2Lzg6xU+P1rV1RTm9Bzm/hNOWrIbZ4lG8OgE9vacpMI4gn3pNqdH\nUbRZxbjaerExoNqKRevVlJbUyZTi4LKEqWq4jlfy5zmQ0sKoq3rDL3BRCEQxzJNTZqI4YcLq1gA4\nPYe5fwVdUW9E11EEdNq8yJsJvzcTsHDSmlHEi5Un+gls0oC9dwxd5ghmKyglUI2QxXynRcfMKuUk\noKp5ca8zmLEnjV5es2AVR0fFrW1oK8DOELgcc8J1Y33d2waWK2g/ZeP73qOhlaJOIwq5mikKuC6z\nOLTPZVEFBajaCWSVwv0b9Ngfp+fDguA/+rnpoLWm2t8/ejqHgsBuD4lfrSrYgzuI//lfOTWwll2V\nCFRoII0EqqIFzO4ModMM+noGQEHiAPZoj+ljU0/nUoA6v95EKCMKeNCPBpAnZ1CVJ3zdWIuMBloN\nVC8ccVS8WENDiCK1NaQR8s+wVJGjKBH+83fh7tyCG3Qhs6X/7zUkJbNdrBec1fRMqzSHfnwG2elv\nFNgwGkpp1Ie7UA+fAWLpA3aOmNcl45NR89+hwD37ZAFpN2AensA8eIryP/00pNmAvXtI9fhsQe1F\n7HPN/Tiz/vgrpB/GEQ87ZyHNBMH5FW12eQllHDG/PuRGTeb+wr+xcXFyIFpzVRTfqN5Ddv1OoJ+e\nU1y2PYC2lhTAoz1gewB7dsV9rVgCm+ycNqnQAKDQTmkNPeoxU8GPUFUSQerKo6AtABY2gGIgka0J\nYWk3YTstmMrzMWYLOl7aTdR3Dj39kuNSPZmzG9MK1eE2TEYvfn3MDt5tDblH1xrq7AoqTeE6LRjP\nKZBOE+bsgpjixRomCnlgL+l3Vz4/AHnBgkddc4y8t81icbmi6V8rn5gX8u/pdSF3DyBZBkwXMJMZ\nhZMXY6iihrQacN4KJxAoE/iix0OyHPjzAOD2RhTPPXxGbcw6pzbEOmohKvBnlOaQsoI73gc6LdjD\nfa7Zel0KSOerzWdZaQddVHC3h++7/N83/s4LBA+eQj88pcivqqn/yEkTvXE2SG0R/MsbtOPGMdNF\nsxzBfAXbIbdAew6Hqmqo8ysWYFkOgIJFgaKbZJUCqyXU2TWdFUUJNZ5BA3BbA2gv9FS1AxqagLDF\nwhcxIS3EorwAl6tKaTf4ub61A3N2RVZJVVEwaoWf85ITGbNcQV2SiSFJCDfosdhQfD3M41OeY70O\n3FaPjck5tSIEltEyKBHFvHCggHadMmbcO3PcnQOgron+XqQsam7fosZHhFkFZUXXDwBXVnCjHoKL\nCYulIve6KUPuSiMmt+D7d/L/SD4fFgQ/rMfb5NBuQtpNuF6H3dvGs63ZEHe60EXODqSpYXcHcAd7\nUE/OgcWSEbG9LoKn51wbzJfAdMY0xbLmQdFpM5b0cBcoSlR3DxE8PSdYaLWmc+BqChVF0NahfvVF\njn/ffADcfwIM++wIAKjZigr1lGM3VBV9xtWMAsCtPlxNsp3sbyM8u37uDXbOswM6CM7GHO8FhgCQ\nRoN/x2zJ/b/RwFYfJivg9rZobzMa9s4tuOMDqGcXCC6YGqfyHPr/uILdHjJtb7qEripIowG3w9Q9\nGIP6J14Gmgns4S6ME0ieM+dgfxu4nNDh4ATiHJ0ESQNquoD4bp+cgRIqLRmBsDUElmu4nSFEa2hL\nkZbKCzijoEPD/XuzQbb/i7dh3noAXVVkyvs8By2OjpKSSn0JA+gwgHpw8nwXHYXsEpV+zniPAjIn\nzA1ASNFnb4mUdaGBWaYssAJDKM/uNlHZ4xkcBMZZToBK6y82ukvM5QSSFYySzkug2WBBazRkqwdJ\nC17esyWFjOsMsi6YXXAD0TEaKo436ZNyYytcrYFFAnU15SWWZ5txL5oJtHOQ5RKqQ/SuGs99VHPO\nUTa4TlCrFKoRww27UNMV3KgL2d+BdDqwhq+FenbJ/XAjhDveh1xcQ8XEeisRFmWFRyZ7VPfNa+6O\n95nJIQKUFaK/+QfoFW2cAHiJrlO4l+88/1yLcEpiFMzlxBfQmtO6uoKyALKCF3JAFDHSDDorITtD\nmMUKrsvYdLvLJFMU5JfIfMECJcuh98BCrxHANSnalCjkdG2eUhS5XLPoEmGqaZpDLsc8M244EiJw\nrSYFjWUFaTWhFkugBKAsceNlAaxzmDceUMMz6kNMwPeNBicEgw4nGHkBXIy5NlBsAqSqIb0Oi4G8\npK7p5Az1rR2vuSkoHqwtLbjG53QYg+D+Yxa58zWt250WrYbOQT89Q/jNN/m+EEFZ5HA/9RpXUj5G\n3Az7PGOiEC4OIXXN7INEwVUF8wyaEYOQuu9hLfyYPh8WBD+kx20P2dF7NK7bHkK984iVeVYCtoLb\n24Y72gfefcwUt1YTGPR5aIy6PHSTBtCMYdYp3KgPfTWGKSo4zzBAHEG6TWJeBz24ZoO2oP/956Df\neYzwn74JNVkwEa+soC7GCOoabtDn5XS4Byz9iP56BhuFPAhbCS86eMraTUbDOuN4v9ViUdFOqOYt\nazjtd9lZDnv3lvdnx3CdNnSew271Efg9JkSgH5zwso4j2I+9CJc0UP/0RwEAuiihHp1C5TmQV9BZ\nwb+3Zi6ADLpUFg96qD/+Cg9l//UFbzyAPh8DdQV3egk5uYR1DkFWwoYB7L0jYHsI/fAE4ZgjWZfn\nsId7cNsjJksGGoDiRXYT7VtbYL6EKiqY0EAGfQTjGW2dAPTFhN3swmOY/QpXCVhg+H289LtE+bYC\n6hbygp79RgLpaOoAouj5pqIRk8y2zpkkZx1zF+oa2jrqAoY9KGNQ377FouHuAczrb5EvsFr7yYbj\nfjqJIcUMYhSDdtYZrLXA3jbFgQ7UgDy72EQZm4xj6rrThN0aQIyC8wAsyXMikjttFlpFRYeF0ZBu\nl/a2+QrKUx1lqw/JK0YSZxn5/M8ugazg+HvY9YVXCfvSbU5rBn3GMvefo7yDb73Jn0maQ82JMNbL\nFSFNRkNqC2lEfC+JQJclqkwBpYXb3+IUw0/4wn/8L8RjC9j9BiHc7hASR9DTOUfxgfHocF8sL5ak\n5A26jDouKkhWcKRv1PNiL00hRwf8/7VmcmRRURioFJyPT9daQZIYwWwJN57x1xYlZBDC7oyAKII+\nvdgEqUntSL2MQygrXDENetCtBDZl/LLEIe3J4xnXUcZwFRYY2EEXsAKzIAJc1hnZH8MetT6uhkLB\nSWZds8jQhlMI52BHdBA4Ebhb2wjeYaAWhGFiejLna6HBqOPQcKV3AxjLK+gGmQpaK7jxDCrP4bZH\ntDi+/Rh6zmwIGIPwnaeo+j6hUCu+9mnu9RgNRjdPZ0CcAHEAu9WHfe1F6h16nR87KuF/6/mwIPhh\nPY0Y9asvcMfvrS7B1YwxoFkBtVpTWewEsjWC3R0BENq8vI1NLdfs3sYzuFaDY8UohPPqexeDoT1B\nSITxswu4l6hoRl7APDqBdtT9q6reBCLVzSbM5UP6um865fNrIEmgQ4HTQH37gHfabElhXpc7fZWV\nvGDWGTu7dQopSooE/ZQBWkFGA9Sv3tt8CB2A8NnVc61AXdO+OFtCrVJmmjeee4TdR+7CfvddXmhV\nvcEKi9G8BMqKASh58TxhD4BeraGvpgxcSTOYqoScX9EaFUZUMQtgW4xjZhfvoCWFm84hW0My0td0\nUKiq4oXuZJMbwOAXsLNbrinMCgJ2l1rRf14Cm/mkCFwzYZ5CxAAoq7XPTVDsXssSOs24B2814EQx\n/0JhI/rDOgVUSAFVVkBaDYr8wAwC2dvm99nvQM0XdFxkOd+D2pDSt87YacICtWbB1guhVyu4yRTi\n/2x0WnBH+1BPnnGqUjCDXpoJZH+LavO5V3jvbsH2u0DlBYaRgR7P+fUNehzT723x/aQND+hOyNAf\n4VRKAdCBgXPeKrcz4opl2OPLaN1zjsB4xv/LC+6IVxwpq1ZCaFjqVyBxSH1Cq8niAEKnRCPc6IAA\n0F55NeH6o5VAnCX6dncbsBbB629Btq42pL4NttsYvp/DENJpseB9cApla75X4VB327B3j6BFQZ9d\nAiaAbTfpOPCphWgnhIxN59DXU0ZxZwXE0L4sWwOGXtU1EeA1SZMuiiFbA1pSJytIJyEc6GICE2g6\nGOKIxaMImSn9HlynQ4BPtwXz+ptQAScyuqzYra8z/ixFQQlXZ0prrtsEqDsJoAOYNIMb9qmZ+eo3\nKDK1HqvuHBkZzsFMqTmSMEHw9IKpo4M2dVWXLHyk1SCaGIrTpunC62l8IyJ076jJHLIzYv7F1Qyi\nHHRRQK4nm4IFyyVcr8XJ2dbw+3io/+g/HxYEP8zHp6cB8IIxxYO904Lrtp7n1gca5ukzEvi2tyBR\nQHBOt8XdV1VDhYYj87yEfOxlmIsrYF3ANiPqDYoKrp9AL1aQq7GPs8245zUazgmcUp6kCKj50luL\nuOfUPtwGRQWTF3CzBSNyt4ccBY8GDBiZryHW+jFyytQ8KLg048gvjmBfvEOM6Hsr8iwnuS8ithZe\n0c2bgN2W/eTHn//6MIAMu8DVxHdaZO6LVkDCwsE1E6YJXk04XWk24FpNH1pEkI/SHMEjK/nPBoEl\nejKjuDPN6UzIAXRb9LZXNdkJlYU4PB/Z+wAhNHwgTVZwLGzFj0JDdvnOUd0e+uS8bgd2qwfthJf8\ndAkzX/D7zEs6P1rNjS/bHe4zq+HNB7TrRSFcq0Xuw2LN700ci8NuGxLHqH/6o5BGA+a+nzZBoLOK\ntsui4GsX8cB0ITkF2lP5bnaxqB2kHUGfX3Ft5Pxlt1jDGc2wpYNdWiadgxrPPb1QiLJtNfh70orU\nvtmCkwJrWQh0mpBRD84mhPKAWHDz8Ck7e2uhGwlsGMLeO4Z0W7TLQdPFUVVEYa8yv5ZYk8GgFT3z\nnRZclhJUZCkORSOGszVhikHAnAEB4HUo0kpYMPU61MasMyhoXpDXU2+n9BqPxZpx4rcPoFYp9HQG\n2RrCHu5AB4ZiQhFvXeV7X4Z9qG4H6uwSapVxAnB1zXWfNrT2JX1g0OHPKQz4dZc1lDGwLxwDSjNe\nep1Dn19TZBpH0AkzFGR7CAkiFjx+/w8T0+lgFHSWcxTf70JFOazPAUFV0xZ8egE9m/tUypivgSX8\niLRTR1S5AlySwJQVMJnChQEzDyCQKIS9e4j67hGhRgLo8ZQWwNmCRfx0AfTb0J0W3NRxWuQcpwKD\nLmSrTSaD8PPv9rdg85wOm0a8OYvU6TlUUUA7ZqtANLUqFcmIEgZQeU2K5ofP+54PwUQflEdrjm2z\nHIDAHu/D7W/BXE2hC+5P1Sqnla4moEXdcOQ9NAjtJtzxLbi9LVifTx5cT2GmC8A6n+G+gHl6DlWT\n4KfXGSRJKPJ58RgqiTkZaMTsqqBgd0cQK9BVxYz0VgOu14GZzqHTnNanLIcaz2HmC/7ZkxlULQwW\nUgrSasG+fBuyvw13sENQUOUvBgCAwJxfMzdhteb+MQg4Dm7EUA5w7eb7qHf6csJxrx91ujiGHfXh\n7hzCbQ3ZHfvYYZXnXHEkDRLW0sxHJntkrdZcr3TavATqmoCUomTB4f3RKqcymd13xY4T8C4Qze7f\nrycEji28T0l0jYhTjq7/O+KInnwFFhB5yVyJ+ZLAptLDdARkInh8rsQxzLtPOO2wlmp5eA+4AFIw\n/0JCpm+6vW2grBC884iAHPFCruWaxVNJUansjlAfbENuH6H+3/5nqhLmKwDcrUu3Rb1IFBKGNF95\ny2aXNtTbB9SReEiQWq+paVmuoH2xqdKcYT/NhHqPNAcAWnRLThnQZVFMNLYmHe/tR9Q5aK5MXDtB\n+I+vQ1+NOWI3BjrLoS/GXHvkJcy/vgN9SZR29bF7wPYQdtiDmS6gVhn1F+0WPe5KaCNUpHAG958y\nune2gFQ1tR+zJQAFe7TLkb53KLgkAaoKZrEks2M6Z/G+s8VpzXINe3SLwUJWbuKiCAITtZkSqija\niPOklbD4FE6eNODXVZdcI3mCKXrtTcdtLscsCKuKr3FouDpoNKgjMMbbgB339llON1KzwXCt2Rx6\nsYKeLnyxLhuB8g2CXZU1C33L9704IQrbixK1dSx2nIXKC+i8gFIaog2TIw92qUka9CCrFGaxhCoL\nWg6FhYMMe5wwJsR4o9vm1GSyoNW0qnhiDHpwR7dgd0ewR/tw+9tQAqZ0VjVQOQporYXKUoq1I5/Z\n0u9CWYEb9X8sYETvfT4EE/2IPO72Lea7iwCNBv3I3vuuqgoSUHQl7RZQlZCSYrQ6jqCTBruUPAcM\nx8mEuIBwl+kCCDS0T5Bzzy6hAwM4MMXueA/u9iFsI0Lw5gPu8Q92IE/PyBTfHaGGg76aUTimFLuY\nOMYNMAW1407Qh4qIvzxVVfHw0hq230HwxgPqDsqSiu9uG67ThN0ZIXhUEF7UbQPrNSCOu2VxCN55\njBqAdJp0WNQ1w4puyHfDHrDVg90ewVyPedABMOdXsId7wGIN9Duwr9yl2O9f34VeLyGaDHvZ8gdV\nu8UpTLtF3nqasTtPEoj1gsm85I7SWkYEW3ZLrt0k+16Bl/DZFYuJJIa7tQsZ9dntJA1EX/82x6F+\nDy0R7YcoSh68NzvmG8eJIRhJX45hZktsIqIFxFbfO4Z+/W12d1kOpCnswR6JjJMpCxDnoJ88Iwyp\n2QCKCvaj97ju6LZIc2xG0O88goobcKMezLNLuHabGpM1L1IBIM0GpNWEOAuJmBUAP35GqwmsUuir\nCdXbWgPbQwJvbtwQXminlymV8kYRnVzb59MjoTcdtcdml3wvhf/5mxyFG03bX6Dh7h1TlGst1ONT\nTmEM0w6jb72D+ud7UL0W3EfusiiqLcNznIUkTa6Q1iVH6MYwNrvTROPr3yZky9Yehb2G6jSJFe+0\noWZcvUgYQAUaqqCTQOZLrv08+0ItVlCRgewMmf5ZV5zErVLYj74AzNeeylixqAkjCm1HfXbUqxRy\nsAssFrjRB7ntARkMD05Y4JUltQMAXwsTEHusDbHkcQQVaCKJs5Si5m4bmC2gp0soZ6k7uao3kCR4\n1LjsbUEuxrR7+u4dokj6NJyaiFZAI9pMOIhVt5v3uQy6tEprDbQTuFYCDfIGpKYVFvMlnDiY5RJY\ngIVktwWzWrEoqx0kUqiPbwG7I+Boj++X+Yqfo5aPMm8I9GrJn7FS/MyHAYv2qoISC3M1gW0d/IBP\n+g/u84EqCE5OTvCpT30KYRjyB+if7e1t/N3f/d1/8/d87nOfw1/+5V8iCN7/rXz+85/Hr/zKr/yH\nfr3/EY+qLPQ5LxFpNuDiGHq6JGFLKea4gwIwabch/RY/7L5zVgDJdmFAmJA4jv614ijUkEFgah/Y\n04i5hx32Ia0EMuii+smPwDw8gX77MYLZAjJbwu1uQ7otVJ/8SXYQC3aHKs09JlVBNPiBCwNgzVAU\n5X3O7t4R6hePWbl7F0Lw5gMWG1sDoNeGvX0L9vY+O4ZVChHHQ26dwnU70JM5zPk19LfGzFaII2DQ\nRfnRezDnYzLoVynMdAltmDKJsMEVwbNLBHEEOb8iUKmZQA06dGPkVCS78QzS6/BruJrSbx0FQE5Y\nExSglxmkGfMy0oqv+E36nFLQZYW63eSk5WrCfXgCIAxhZgu4IODaphER7hKAkwbti73YB+tYR5qj\nH4/WUQD72ksInl3x9W1EHFf7Hao0Y+7as9wT8250E8IpRxT7tRQ2KYwuacA8OgVwM1Y20GFIodZ4\nCtvvQ2vNsbZzVGnvbzPT4HoGKSsGEzmBKy3Cp6fkPTQa/NmvUiZKBgHUeAo5OaeI7e4RpCxZkC5z\nxiAHASQFcHrBrIUB6XH66TnM6QW7Qs1LUM1XUGXlL/QKGM+9hXK2uaQ1wH2xA6cVRc6pVUkdgyQx\ncDWF5AWdNkr5UDGBWad0w/TaCLSmKwDgpVZb5i/0O3xPOIv65TtAmsFcTqAvrr3PHtAPT4DVCrK/\ni/D1N/i5VBr68hqYL2Ec7Z4Ch3rhtTJaE79d1XC725zgvOdss3sjBFUJKSu6YYxB8J13GA+c5tBe\nQOqWazYOUQhZr2nBHPX8+qlLxPKNo2Z/C+i1YeZLTxhd+wyAmDbUwABFCUlLuJ0h9TfWwWl/yW4N\nONaPYrhhx1uqc4gJeEYUOdz+Nqqf/QkPF3MsPMMQePE28PAEWGtOzxbkA4RaExwVR3C1hRp0gFVO\nK3JVAqsK4ddfh5xewr18DLe3DZWmnBYtU6jrCdcgITkeqlCwjQbQahAl3myQOzBbAPiwILh5PlAF\nwc3z13/91zg8PPx3//pf+qVfwu///u//B35FP7hHX095uRjwILoeA50mO2k4doNVBZ0WrIq14lTB\nUemO8RSq9qrfdQY1W8IaDfvyXQQX1+wckwZ5/UZzROtV/RK9B7t6PeGBG/gR43ROy9jWkHY756C+\n9SbM+TV1AtcTuE4TmC0poNoZ8EBut9jtaM3gl1YC1Bbm/hPoyYIj7WUK020R5BOHFFbtjBC885iX\niXUU5G35y8VamBPaLAUKLjTQJ2cUoKUZpCohzSZUHHOHrrl+QMxiylyO6VsO9CYdDaGBLkPgcsJu\nabGEu73P8JM0Q/jWQ6gxOyiXhrw8bkJlKna8tAMa7qr3tmHma46Gu22gsnBO6GwYDWAuxuz+0pz7\ncaN9lkDgo7AbUIslxBhIM4Yc7XNVNF1A4hB20IeKuVpxox4zAzRDXlQQ+PQ/FgWumXA/3mrAPHjK\ncfrTM2pOkgb591pzn1+U9MxDQ1+OgZ0RbVw7QzjrYOYLise0YbaDn1CY5YrvLeuA0kJFEdcuF2NO\nPaxlJn2DxEYznnFtE2oWdyXBTNJtsah5egbpddmxLtb8cxU2O3iTF9RJOEDAKGL13XcReGofHNjB\nen2J0gbBo1PYKIS8eEyhXlVBrwO+B1YZGRgiFGGGAXfrynAy4KcWEodwe0PYnSHfn7WFPrmAG/UZ\noHU54aWsFadKtYPtNInV9smWqGp+jm+EsK0mjGdPiGL3Dq1hX32BEKay5M582GNx+MIRtRPGwLzx\nLqcMANkE1qE+2IIqSR9VOoBWmpfqOiOrIYqg3nnECdgrL3CMbgxj3FcpZLHmZ+ZqwtciMLB3bkF2\nR7Q7dzvUDAhgey3g1g5XlkXFbIGi5OXdasANurAv34U72AEWK2od4phRyM7Bdtsyi4kyAAAgAElE\nQVRw+9u0QD+7YB5K7aDqimjhZhNo+zMqCYHrlK4RAQFKkylkMQLaLWp6Oi2Yx+eb1YBOc7jtIexQ\nUQx6sAuZLqlZACc3Hz7Pnw9kQfBj+zhHpfhkBp3mHLkJmf9oRJ5WJhwtagU1W8BpBffRe/wgPDxh\n2IoxMG8+YMhH6IOC4gj13UOKneYL/tnOUkhmLffqzkE/eArz5rtQy4wdnkfaQhwxqx6sAoBdwv42\nzMkFg3WWa9LyQgMd73huu99Xidt0eNJpsuOzDqquYeoa4iw71yQmVjcKOVLWmodoGMDtMOjIiWNw\nj9KArWEupxQ5rVLS3aKAnWqWwTVC4PYtH/1b+ZRGv+PfGkFuQmfiyBdE4m1hAScpkzkwYTCSMhoQ\nRWeHz4uQRszu3BG+hKpmyEpeoL69D71YMlK500T9ygu03/k4ZWVlU1QoB/7sGzHszjZ0VcEpIbc+\nCKj/CA2jWj1Fz4URQ5x2h7xEZgu441vA5Rgqr2DjEG7IPau7ewD9zmOYdpPBMOuU7587h74D5aRE\nn19vVPHotiGRxwYrBT2fU29Q1gTWdD2GOy1ot1QMzkJZ8T2S5VDzFBJqoNVGcDWGq2vYboudXm2p\nDC9KSJL4vXrkLWcl0AMv6m4Tkufenkn8s74Jv4ojuEYEvVgxmtgK9No7LHZGFHDO5s91DyKwAjoB\ndEAEbrfDXXiWb0RynGyRBgml4UJejGgR4Rw8OuWevtuGGs/ohtEa+kb0p4Ue/qygnmBrAJxc8D29\nzugO8BHRqGqgqCDNhNMh53ihhQHs7VsezGWfxwJnnoYI8DOgNEQc7ctKQ6kASjuYVQqRNQvAOKKY\nNNDMJmi3mFUyncM1YiYWjvoIrqZcQ7QS6Kdn7KLDgCud2vF79u97CGFHsrdFtPHZNcy7j7lWigJY\n5yA7IwpD33jAyVOWQSJSWe1oCAx6kEHzOU4YoHtkuaKWJNDYiC6aTUiwhnaW75+igI0pJoXyGGPn\ngEZI9oVzQMpiCk5IRDy9gojj58RoFjAfPpvnA1kQ/OEf/iG+8Y1vIE1TvPbaa/jc5z6Hl1566d/8\n9W+99RZ+7dd+Dffv38doNMKnP/1p/MZv/AajgX9UHudg3n4E/eQZoUFxBNkeMJlOA6YsAfgEQu9D\nF6Vg+z3ucgddyFnEQ1Mpf5E6oBmzE4lDuNsHDHy5HBMYohXMuydUfq9ShH/7j0BZw2Q5cbqu9tGs\nTDdUWiH4p29xvaAUJxWzBSTP6L0O/A7VGNTtBG53C3q5grKMIxXvEXf9HicBWj3/WqOQ4p8bG99i\nBakclLaACeCiCOpiyg77cJ/dqBPan2ovPFylvJAqAn8kCGDSAvLuU9S7W9AmBEKBvbUDBAbm4pox\nybMFYSkpcxTMw1PYwx0EaeoLsoCF2Ht22yKOCGQI6rtH7LCvJsyceHQCCBBUFeydA3biUHDbA5jv\nPqBafLnin1tS7a5aCURFPPg0NpwJtzPkePzZFaTW7FwFpC/22hy9+p+1tJtE12oFSQsoW5MPsFzT\npuWZ8FCguFIcv7+qou2r34WrfViSCFXc946puH90wqKk1QQ6CZMNtwZwqxSu3YJJC6gshaprOOdF\na0pDkogCUQU4YzgReXzGkXy3BZ2XdNSEEdRiReSxNrT9DbqQkzNOErSGxAEkacBUFeztQ1peO37i\nNJl5cZ08H7F3mpy4xBFFmVZY+JYV9HiGetABzq+Z1THoQ4YM5HJZ4WFKpWdlNOBaCWTbWx09e0JZ\nxyJGa88T8cCfG+S4Vixwp0uK/4xmeFC7CSzWFOopBdtuQivF1Vq/AxeGkCQi6rjdpKbEOXb3N+E7\nfnonvRbcDTskiIBBGxj2iPmNY8B5QFlouFuva2A859QuDkH9Twm9SmkZjiMALBR0VfscAEMQ2NMz\nFi9lyUK01YT7yF1Ip43grUfQz865tqusFzm3AXHM/UgzvnbTwttvDcxkhroqIZ023P4WkDByWy1T\n/rdtaidgHaSu4A62N1wN5bUEyHNgviQLYtCFtg5WnzKmIQzoZhIAyxWTDZXiOma8gHvpiPbVD5/N\n8wMtCOq6Rpqm/+b/HkURXnvtNfzsz/4svvCFL2A+n+P3fu/38JnPfAZ/9Vd/hU6n8z2/5/DwEOv1\nGr/zO7+Do6Mj/P3f/z0++9nPQimF3/zN3/yP/Ha+r49arKDmS68ODqC0hjMGMuih+pmfgHn7IZne\nkxlMRq46LD9s6LWg3noIrDLo9Rr2YBf29j6FZ7XA3j2A/cmPbA7Kmw+BfvB044nWT86oB/CpX2Yt\nkGaCutuGDLoEhHifMbG7DriccpzabEJWGZ0JTngQxRHk1jas2vme71W6LTjl/fg38c9QFJg5L/Sq\nSvrvY1oRzWxBghoUbF6QqX818Yl7isLDyo+OPfAHIkyly9lZlf/LTwH725uvw972u8PaQv/Df2Fn\nl5cw4qCXXrwE8GLQ2mNd/SXQ70BqS5Vyp829K8BD1d7AYBz01QQ2joBmA8E7T9h5XU+goOE6Tcjc\n+shYdogoK6KjT88hrRbMeEoVe55DFxWk1/F4V36vaES0IQ67fC88OgUuJ9QitFvAcgkVaE6wX3kB\n8uSck5Q0g7tDRK/A2/vOr1gg5BXFYeuMl+1sQUGf1qTjDfrUINzaYVJhWpCaqbqQJIJbpzAXk82O\nWmU5XK8F1+tCeQY+ui1ABHbQ5/cEIPjXdyBJzKCvMOB+t9eF3RpCXV4zOCcOfOywJ3z2WwwFKwq+\n9pVPVawtMFsCzSajews6WupX7kBVFVynhWC+BHod1Ld2mKGhDczlhFHcT84YPe0sJx3NGDKdUaNz\nNYEkEd9iNZkEN9hu5xLGbyvf7xYlL9DER59bR+99Sj2BayfM42hEcP0O7AtH7LCrmrbGd59AtoaQ\nrT709YQBQv0upCyhLpb856iPqqqZ4VGWLEpqS+rgKuUaK4yoQ7pxlWQZXLPBArcRs0jQvsifLn1I\nkHffzNaMx/bIbFGcJriDPbj9HQTfvU/+QV4CacGEwjgi2GyRInj7MScMrQZ1S60WX5eArgXkOVdq\nWz0gDigInM5g0oKJoCZgMbNY+4kVxY6qqj0zw3+G334Es2aAldQ1p3f9LkQDKvQME3/uuK7HZ3/4\nvO/5gRYEX/va1/CZz3zm3/zfX3/9dfzFX/zF5t8bjQa+8IUv4JOf/CT+9m//Fr/8y7/8Pb/nt37r\nt97375/61Kfwq7/6q/izP/uzH6mCQGJ+YPUq5bhUCmYSJQ2Y6QKyNaQ+qt+BfXLGwybPodpU3JMp\nEAJxDH09RfUzr0F2tzcUOvP0nOPH9+bSRxF3czPSvlTBNMENHrZyMIMeXFHxIEsIfsE65WUeGjIT\nFCCdFqcXcQi7vw336j3okwtCTOIQ9mh/I3TT59dQUQS3vwP9jGx0gbf1lRU7OaUBDwEURXCS8qAg\nc3oB121B3cQfr1Pgekp+QhTyIKitd0JwnKh1xr1rUbJzG/a8pZC6A+U9/nqVMsmu5feWizWCqwnt\nYkZDOUtr32xFDkPS4O75asouG0JVdQFeXNaR+z7a40G7WEFfzZi0Npnx+zUazjUAAeoXDqHnPrDF\nWmC+hl6mnOzMlhAo2O0BzDrz4rUaejKBfvgUarbwCnCueDCZQQUBbYlZDnl8yn29rfnzzkrIbEGl\nea8D/e13oO8/4usQBKh9iJWEIS2CWc4O2hi4j70APZ5DX1zBeQqmuppC6hJ6lfG9u1zz57w9gBsM\ngG6TTPxem2uJRkxIVrMB/fiU41vN11ic8wK+gqjcyzEnQd6GiTCEhAa23wfiBqcYtYOTJqAMZNSn\nbU8bSMi1lT3Ygbt9gOCbb7DDnC9INhz0uM8+3ANMAH1+AROG/Ps9TlKM4XpEA2qdQ8wA9asvwN4+\noGugqhF97XXIcg037NMV8+jUo4QZ7W13RjDjKYvKiFoZlRa88EYDujzma35GFivcBGfp6wlcnjN4\nK+GoXl1PWTRFEXA5RhBFfF2zHPL0HNJucErUbwM7Q05qSgvZGXBdss7IONgd+QldQIGo1xMoV8N1\nOvwaAxY22k8pBQ5YZVBlCf3kjFOI6Qx6ueaIXytUdw7gjm4heOM+HUerjM6LXpeWSq0ppp3OyQlR\nGu7FY7ikQZdIEsMtVqQ9ht4qqBXQ78LOFghWKdSgS7T5gxM4pSl21oqvS1lDz9awTqBirhDEOQCW\nOqb32Jc/fJ4/P9CC4Od+7ufw1ltv/Q/9nl6vh36/j8vLy3/37zk+PsbFxcX/6Jf3w3mco3irsn7H\nx1EjHHh4dlr+A+pgWwl0GMK9fBvxt96kjmC+gFv6kaXir8V4hvBrrwMw3Cse7wPLNYJvvAnpNCl6\n29/mQb2iil/5w0+tU9KIuy1oAcE/Lx7T/57EDAVZr6Bq8T71hffTt2FfOtrgXtV4ytGzZ7Hr8yu4\nwz0A4Jh42IN554nvOBRUM2JegHNQdfncgx6FcDtbRPn60CdlHYKnF5CtPlS2ZEfRjIFAQ1a0f7nd\nERkFPhxIWgnM5Zg2MBEE33qLY9wgINWsYkehMsa+SmCgZwt2xEpDGXDcqhVhQwoEOeUlzLMrXrAr\n7vlRCEWhEXfx5X/6aaDThv6/vwlzMaaLoqqx8dFozcO+24LKK5LmnPB1AOD8xSnGQGoHOd5HmRf8\n+tIcwde/4wuvmJkFvTYP3rJipkNNQIt+dslL/dklzGINmS3gtoeMkw4DuKKEVprUwrIixGh/G7bX\n4WWwzlgUiUP4f34N0m5BOQeT5bBJA0oDepGzu0yaUBZw7YQivwbH/Wo1gX73hNbLV+/xZ7xcA5MF\nExsBagN6HX4WFivoizGMB0SpukZ9+wDSbkLaLRgI3M4Iar6kaj0wRAx321DndGS4VoOa23vHUMsU\nZjLnRG6dcUd+tO9zHBTM5TULmSyj9dMy8U/5Pb6uOVFjBkLF93VVIXznEdRkCTiHoKohq5Teev/9\n6NkSEvv1RVEwNyMtgNCnU4qDeeshVLvFydGKxRSynAXFNOJ7q9+lC2m+4iSg2+FnzAEyXzJFMyYg\nSA724MoKqsU1g2Q59JphYZIkkH4H+uwS5vEZ006TBoxEcMd7dHY4AWzJoigKIWnGs+hG/xEExB8n\nMdcEYeiFyg3IqM+v1/h0zm4bEoYoP/kTZCUsU7otnAN6HWLOxzNqLQCIotPBNZrQqxXXRp0E+nIF\ns8wIO1qmLACsg3p06t01xH1L2wt2V2sgD4HpjIVQuwm3PdqcRR8+738+UBqCr371q/j617+O3/7t\n3978t8lkgul0iuPj4+/59dZafPGLX8Qv/uIv4hOf+MTmvz948AC3b9/+gXzN/18f/eySo3ofkSyh\ngY5vgkcAc3YFO+gB1hIwFIUILqckxTViphtGIQVQVzMoWxPiM1lybF1GcGUFPZ7DacWR7WwJ1Uwg\nvTbql+/AKECWKWSdQbKMrgKtvWgrZnRtmxhc1I6RrxEPRPECQ3SEF7bfsavKvm8aod4TLeqSGME6\n4zcoPnFxtgY65L67yYIXmaKDAJ0m7MEu1MMT6hEaITuM6zlUM6J/OYmZ3BbVRMYqherjr8Dcf+Kx\ntjGFgiJQ51cwZ9e0U3aaFFXV5Nvb3REtm6s1R7c3l4LR77vAbwo3vU5pkdW+l9SGKNwkhj3a59i1\n4cOV7h0TLPNfPzf+67omyKWysEqIUQ400OlAT2YsTPKc75dhF+rZBczFGCYt6M8vK/rnnYNtN5kL\nH4d8fZcpxZyTOUxe8mdrCbSRUR83iYqIQqYbCsmLEPAyyPKN9U4tUwrwSqZxQhz05mKqoUpH22Gr\nsYHqYLIiB6LZoE+9roH1mgf2+RXDuWoLZzRXG70ORXVhgOC79yl+9X+XKugkUJW33sUhi8E49Lt2\nx85SBM4yUAsJJz6qurk0Gl7rUDIK+yc/gvCfXue0aLbihWcUoBlRjVUGXRR0znhehB7PgapG+Ppb\n7Npzuiyk3SKspyYSWrTiJKly0PAujLTwJMkWGQ+nl/z5lBXMkzOuIdKcq6FWEyppwEUh1MU1dSK9\nNovYumKxGBiY2ZLuGWtprYxDyOE+p2IQoDKQTpMTyLKEWqaIvvJ1rgEDA+zvwB3v0YIbhSyWM1IC\n3aCL4NvvsKjT8PoDHlL27iHUdI7gyTk/O0oT/JR7yJKtoC+nkG4H5sk57GsvkRI6ndPJ4SmoG02G\ntSRI9kDBqQG009APTgnD8hHMN+hiF0VEupcF126rlMwEpWAmCyBdQtcOFoQZifPR8j9KGrMf0POB\nKgi63S7++I//GL1eD7/+67+OxWKBz3/+87h9+zZ+4Rd+AQDw5S9/GX/zN3+DP/mTP4ExBk+ePMHv\n/u7v4o/+6I9wdHSEr3zlK/jzP/9zfP7zn/8hfzf/zudGIQvwkOp0aLMKAo4H8wLwezQVR9CPT6HH\nM8B7oXVVE5c76gPPLiAIIbbmQYIQUlfA2TXUbA69NYCcXQF7W9z9A7zc+j3CSbRm51XXkNLvy+MI\nslgD+zswszlweg5dO0AcbDOGrmuo0tAmtliRbLg9pA1rvqQFUmlYX/mjIuhHPaVmQeIYShxc4LuL\nqAHshqgLjxkd9jhWTmLUZQlzNYEKQkhFjGp9tEc3wPk1x+l7I6JzlYL0OnAvHEHNOUWwWz2o5YoT\nCq2gRaCXKSQv4XZHHHmHBvb4AMF33uGhAwAQXjS+UFMi9GU3QuhKmMQYUmAIgIeNV4XrZYrwG29w\nGtNusWvyosebR0QoFqws7G4b7u4BcHoOSQsCqsoSslgS7+vBLsHpOWNtZ4uNrZKRzLRXiTHQxsBu\n9amNiEK4dhPByYXPXACLgqQBNxoAVY361Rc4RYgjBup0KYRDHPEi8GAiFCV3tyJU4wcUbwVPziEm\nJBYYgurluwhOyOSXroEa+xTLIOQ+/fQKGgL95BlXO0GAwDqoywlsq8kurpXAHd2CWaxpS7UCJwL9\n7JKj5zCAqR1k0IfOL7nKUYAOA9jREKqT8HLrMBHQ9TvUXjiS+1ybnbq89RBYLFkMrFKGATnLgqiu\nKOJtNTnJUcyGcG3mh6iqpvDPMwqQF3C9DupehxOZqoau19BFCbe7Bel7LdR6DcwEJiupjxnP+PoY\nA3TacAO6epTzrAlQl6ACA1R0oLijW5AogL4Yw6U5yX/jBSeDrQTor/nnLVNGgmtAQUPqCubBE7p9\nDP88Vdewe9tQ1zPoQQ/aMvdBzVcbwZ/sbTFSeJ1yark1ApoJ6v/1f4IM7jP5sBFB1b7YtxY4uyZc\nqBEiePMBxX9lxcniYgWdz2ATrpZQ05KJvIA5veD09KYAF2HAklawW0Og9kjtTouFQ7NJUFaDdkfX\n7z0nmXoLqKQ5OR7vXZ1++GyeDxS6eGdnB6+99hr+9E//FH/wB3+AL3/5y7h37x6++MUvotfjzucr\nX/kKvvrVr260CD//8z+PR48e4Utf+hK+9KUv4dvf/jY++9nP4tOf/vT/69/3QUAXq7JmtzWhdQnD\nLgBFP/iSJDEkMez+Nsy7TxFMl/SJFwXEW3XQbUKlKSQIGXN6w51XCuh12FFqA31xDZ1lcMsV0Oty\nzNdKNhW6OAfXb8Me77PrCwxUmhP5GUdE0E6W/HBpQw2DNuza1jn/aS302RXcwTak3WKS3f72Jm7V\nvP0Y+t3HMOnzYCCXJLBbfe7xF2seKp0mtCW2lWNEBdkZ8vXyoTUSx3ydvDUKecFx8GTOKYehR/9m\nR86I2IjBUKCtDI2QnWW7xb1uGG5Y7XpBzj40bVZu2Ic0GtApD1ld1nQfRCHEkwVVZeG6Le6jlYZs\n9Tddtb64JiRpud7EXCsArttmTkNdQ+clbYxlzZWG9TG/lWUiZW25pqksx/sZR/TQDHaCE2hlCD+q\nan5ttYUyGvZojwdh4EWpCkS4ZiX0ZIrw0TMgz4AoIhRnewjbbMDd2qVoLqaPXooaushZiBoDm8TQ\nQcBc+m4C2dkiZvqj94A0ZdxsGMIpIao3CqleX2cwacbLarnmBRIEtKv2u/xatWK8tA+wsncOiaKO\nItrdAA9eConinq2IMF6lXJ94e5302sBqDb1cw7UTamsaMcf5ixXMs0vok3PoJfMPYO0mghfwAlhj\nfFQvIUnBfMk/wzm+BwPDDj0KIe0EuqwpIs3yje8dNR0/IgIVxzCrNbDMPFExgyorOAGQRFz9dDuQ\nomJ4lNHM7xAAEI7oW03oqwn0ZM7VQlFChQZotSHOEhmtFEyWcyIzX/HrPR/zsi+8lRmAffGYgVXO\nkVkAbMKsXBJzapHEcPs7sK+9DHdrZyMIhVK0GB7tc3qSF1Dn1zAX11DLNUxeECiVFdD3HzEVMs35\ns+2RFaJTUiyRJNAXY65cspJFS+HXHcYnPGqg/tlPQO7sw4y9LXi5BiKKlM3FNcycnwFJIk57FIsp\nNxpQ9/FjOiH476GLlYjID/Br+UA9V1fLH/aXQITqf/4XBGdXpPytMyAKgMkK2tW0O+3vsAuczWCW\nTGpDEsM5B+m1odYZ9HwF22lCul3AKKjpDOj3eMmuU2YHKNL7pN+BfeEQaDTgkpjVOsARsYelBG++\nC2cCRq4u10SOPrtg0l0YwvU6kICcdhUoqNkKdtClbamoIHFA8l4jRv2xlyheWmcI//EbFKNdM1ZY\ntIId9tltNhPoZxdQyzUtik440r99C3Z3i2z0omRHOVlyxLpOiQ82Grryo8DAwO1twx7fYrd2sy8U\nYYdgHdTZBbSlA0NfjsnEr2q4boe/btSHfvMBgosxwT+dNiQvoccTTkicQOUFJFBwcYNchJq6ABeF\nqF95gbvnKISaLmCuJpDZEto5uihuYDM+06B+9R701Rg4v+ZovtWEG/ZJhruesEsTcExe1RRMZsUm\nx8I2E2jn8ypuRqn9LurtAcxsCbe7BbVYUVtxOWYnrEFvfVpyxF3WkK0+XGCgjEZ974iCPQAuCmDO\nr6BPL3m5ZQyJkVEPYgVqd8SiNjD02CcNuDu3WGCdXHAjtjuii2K65Ij7/mO/T2Z0syheQOi1YV+9\nBwkDmKcXAAR2e8gLwloq2uHdMs7B1RZ6PIVKCwo1g4ArlNCgfPkO1N42UBQIvvMuLXRlDdtheJiZ\nTKGvZ2T2VzVcXW94B7DkdCitWAgJuOrwF4mEBtKIYW8fkBuS5zBLTwnttKjkj2IfFewgjQhuZ4j6\n+BDB5TV1JOfXftUG6BntnhIYuK0+7N0j1C8eIbj/hMFhaU70xsEOBaVNTixE+ZVcyVhphAZoNDj5\n2upDDnaIJc5zhj7NV3QNZQXdFWEAd7SH+hMf5aV5cY3grUc+VGzF17lLv74kMS/9/96zThF+7dsw\nzy6gr2eEDtU1Vz6aWR+iFEmsOyMKCZsJxX5RgProFicvRUGmx/UUIkJscSPy048W7IvHMA9PoWcL\nuIYPa0pi6nBWa6iyYoplM4Hd7gO7O/w7vP1Thv3v61H+o/Jsb3+vW+/m+UCtDH4cH/3sEsaP1vVi\nTTFMUUHBQWnFveAqheu0yE9PGqS/LZZQ3RZwXXOk2+tAjUg4k+kCeraGGi8Y6NNs+LGbZgDJOoc8\nu2Ln3GFMrV5lEFhmAjQToKihQwDK75LLGkoU2e1FBcxXkEEHiAykrCFxALVYkhZY1eSbR34q8OgU\n9e6II8tul4eZ+M6u4UOaFIgd9XtHNV8C8LZDZymMrGrg0f/D3ns1y7Zk13ljZi5bq/z25tjr+jbQ\nDXWQosRQhCL0rh+gv6rggx5IBRUARBLoBvr6Y7ff5c1yafQwsuo0JMI8MHibwl4Rbe8+Z1etWpU5\nc84xvnEFyRLav1ZrgoDANrmsKxIDVQK/S5PTao/3pUdd8UQy6sGt1lTX3/EkA9BxYD5/wbb46SFM\nOEWirHiiqto9Rpe6AuEp13vOiZ0HjIP+eMsW83LFObUo6M2W/1yEp/NOxvZxawi32VaMo1WayX7T\nBZPgBMTQOhZs/vgYeHPFRTZP2QkqOjCdDEl9E1rLAJZrRHXDDfL+EYhiqADQEUHoXJS0nuYB8LJa\nA+cncN5CtRZ+8QhlDJTW1KDoiKOUJAE04Hv0mruTA+B4DFzf8RRYVpDpDO71c2ZERBHUuysWe0XI\nUchTRn33uhQEak0QkfOQ9zdQxpL65wH58T3c4Zind+dhjsbsEmw2TM2LY0hsWFQ7aj78oE9/f1VB\nHpc8CW8qfq/KEuZgANsroK7ueS9t0M6E+wwJ5Ms0pctjW8KXDOzh5wjOqW8fYA/HsF+/4vO52gJp\nAtsroOdLntpFYI4ZwiPeUXsTCgHxji6WNOb7SxN+p/sdilDnCxY6AqKNr+8hoomjVgJsK47Jalr+\nVNMA6zUAvja3cwf0CsCBlEcIxZ7GwHa78N1uiM9WTFgNwCz34hxSttRhOMcW/WYLdfMAff0AnyUw\nX70Cdp2C5QZqxjh2/+wM8WLNU3mr9pZFZQw7QdYyG0TrvcvJjQYQ08IdDqG/f0eHzskBC7H5kve9\nauHjBur9FV0NAiTf/MjvBjzjm6uGeqoo4Qh0U8EmUUjfdFzjnq7/z/VHNTL4r339UYwM7ieQt1cs\nCuoGPmBTJaTf7XD2u4URm5Kt9pi4Yac1lAdbiRFnhXo655wstDLtaAh/2IdPMwbLCIAxoR++rhBN\nFjx9zFaQ5RYy6FHPYCz//jzbV+xIE0gn42Y47LG12uvAJYGB7xGy0xueFnsFTxXnJyx0tlvAgiCR\nLOGGGEVw3QJqtthDaJhoJhB46IDUdWlCn/jjlEjXNpzarOPPtkE9LYC7PCH17+UFdmACn6ccoewA\nJQdDoOgg/k9/y/ehFXUNIvCnRzBfvYKaraDvH8P7byBhw4Hl3F+UBFJc2IbzDK7IoMIMWgVPuRjL\n3/sHlw/2M69pt1R3k0/jmR0572BIHUcnY3FX5IEUl7Hda6lnUNuSIJ845jjAeyBP+TN1AxWSFN3J\nAef1IFgHLWf30vIE5x1IPswyKIAb0sOU3YhNGEt5y/b/tuK98ODvLDrMKBLM2ogAACAASURBVFit\nocoa+n7GrkGeQ739ANUYjllMEH4qzWK1CVHXdUu3SZZQO7FeMy2zboh1HjL5jiE1McS00DcP0Kst\npGrhBn22xZebYJPNYF+cQ5UNu2bzFbtDnowNdHKo2wcGMNUtu3BghLbEAWTkWSQIADvsssNTN9SR\nuBAJnqb8O7sF3OUpn/HWcPSUpXBDivJ8kUE9zojvDWFA7sU53POzkHDpmDmQpnDdnA6CbgH17gZ6\ns+Vz5EE9RLfD71cUyJtKkWp5NGZwVN1CORadYgmtghLaUte0NlJzooGjEbs+dQN8vIOeToF1Sbtg\nmsC+vuCYZkMAmf7xPfTba3akZguodzfsNkEQ/fgear6CvrkHugXHeqsNwWRZGqy+QXuSJDDPzohm\nr5oAKlOwX7zg5x8pFp7WQP/0kYWvp9YBByPC0PoF6YgBVKYcgLpmB82Eoq3TgR/1qEfqFdQqBOfF\nP8frKe3wj/iSqiZWNM8AX4UW5Bn8ZAHJUj7oAd7DRZtjAiDY37KMLd5N9UnlHxC7SFPYPIX5n/8F\n9MOUX/iKGzWsBfKcvHxZ8/SkhIv7csOZfKypEJ+v+Dpaw85Av4A7HEGKnKLGfg9+s2UgTVlzdh9O\nXN5ZmM/oEPGjHvDNj1CTGbzdWbgA13FwX7yAHfQgb6+hHyZ7FbAYB5cpYFsh/vPfMsXxjkAi7P6O\nlGlrbtgn6e3sEPblZWgPao4wipz3MFjnMOgBQvKiup+yFe9ZfUkUQb2/hXrzEWpT7hPZ1GTOcUlI\nQ8RiTUV7ngVqZA+4OIZ8uOWmUtYU7u3yEv7fV0wyod6y9b+DQvltSZV+HJHyp4SLobGIfnxPpwVI\nuJMZo169UtDvbmCLDNIr4JylQCsJ82olsJ1sb8nEjuzX69DGpjQFfKeHRCyvthwVzZZceEcKUjmY\n4QBOMmAy4z0saD10SUzGQV1DfXzY0w/FWG52d1MWucs1CzMViqhde/34AOr7d4zj1hpoGpizI0Tv\nb/j/VTX092+BYRdIUvhXF1A3j5/Edi6MDawNLoASMp1C3z7CvrqkWBaA/sBIa9fNCeaC0NVj+by5\nOGKaYxlGSx5EMa/W8IdD2GEfKk0YpLMqKfhrWzpcDGFCUtWMrp4teb9fXdLy1jSMMg8BPx6eVuLb\nCTUqnSxQQhPYr17DvX4GdXUHlyXQzsI7D7QGdtSj82S5gutksM9PoNYlux/rDWOwIWRRpCkgTDTV\nTcvC4fiQIxWtaM9MAp2wqhBd3UCyDDA1g4P63ZAXEdafmPoTPZ3DpSl5Gp0M8sN76G9+Ys7EuuTa\n9v4GftiF+ewSyrNDor75AXq+5iHg5ADui5fQizWDyJoG9vOX/E68uSI2/cM19Ic7jgMiQqnc6SHc\ns1N2HMuGQlZhMxNwEK/gogg+0VzXigw2dGd2o4+n6z9/PRUEP/Pl+8Xes2xPDjiTffUM5vIUMlsF\nZOyGs+ZODr+toBzVzL618KkHRj345ZoxsAcj4Id3FBJqBfOrL5kn3u+GoBdAf/OGp/HVBub0ELIu\noRcrqtxTRii7tAd4RUtd07IQ6XYAeJgkhfQYb2uLgp7x5xfA2w/Q76652HU7cIMu7IDgFwCQ5YZ+\n5NUGOBxCJgsKl8Z9SJrCnJ8gXm3gmpppgUuG/iDWoX2+onhtxytQIPBl0OMGXBSE3zhwTm4JTHFn\nxywKujmpgsbCLddQDzNEv/uB7X/jSJQ7OSSxb7mhPmNb0jqmFVvmgYaoqjVdB+st0PBUb37zNfzx\nGCpPEf/NDzxxxxr28Bj6x/efbIsAFzBnd9gbtufzFN7HnIsjiAMfp7TWPT8LUbIOqFqI99QttGbH\nr4FvGuhuBq+Ep0PProlLCQFCEkNd3XFhzxK4POMJPMsBa2DHA4Jw3nyEbEoG7tQ1Z7GLLdBhzgSO\nxiwythUX7bKCtA1k0IM/P4b97h11KVHEcKvgWZdtSZrjtoaar+E+uwSUgvp4R4vp2REtY0UOPwyC\nuumKz3wcsXMzW8EfRiy2EnbBvNLAYgmXZdCiGPMNBd862IcJtAf8sAdXFDD/6tcE8FgLv6kZ2qU1\n//6IBZhLIggyuLr5pOpXCnq5gT0e06ECsHjcMpkTlWZxGEUQERZBnu4U/fEe5hcv6dr4cMPXrhjb\nrD7esTuRxEA3R/v5c7pjAkXTjQdQHiyW84wdxCwPAWKM/pWbe3Y/HKFhvpPBXpxAfbyFb1uObC6P\n4VYl1IJjOac0/NGQGRStoXWzNkCvF7I2PEQraAjwu+/oKgmUStkyHVQtQjFqLVzRYbfo9pFdrNay\nMaejEK+8grq9h+Qd+JgkRZcl8M/PYD/eQtYK/tUz+PEA+u0VORB3U+irex5GoPYHBFp+FdygB/us\ngOt3oP7tX/K7qBSQMMTMXh7DicA9P+P9fCoG/tHraWTwM1/qP37DUKDNhvPGinGjkmWMGXUMFFFV\nAz8o4MdDuCyCizT8toROIqBqoaKIATdZxlPe58/hxwMuIjui3458ttzs23dqseJpaVsxErjowDUt\nkEZQxnCjXZfsBCQRfJICacSNpM82nP36M6As6RhoW4bktI4nwl0O+YBiPXV1B7mb7NvNvkPUqxuG\nzeTlBfzhCL5XwHzxkn/OMrFO72JZJXDkswzuZAxEMVPM+gWV9IEzL1WIUQaIg24tW63WUtj4wzuq\nr5WC1IYn2jgmmhngqW6Hae52KMa8PCWhTRG6IgBsHMFeniF6mED/8AHq5oEt5TSGOzpkqxLC8UEo\nyhDRR+3hgaIgHVIp6jPyjCfJLVkN4gHfyaFvHiniDCMINO0njYdjWqUvCv79eUZhJ8iEkNWWNjLr\noKqKWpL1loJTywJTPUwhkwUxtd5D3dzTIhnzWbBxRM1AJ2OxpBRDkoylHVIp+LqFHI2CfS6iIDOJ\n6JuHhIjtHkVv3Rxy+8hnIY0JuTkYwp8fsXuy3ECc4YlTeOIV59juzVKK9FqD+OMtJEnY7vdshcMY\ngp7SNLhQYhbBnZydsKID180gDxMisr1je920zGBIY4pCtZCZDwG0wB0f8r5tN5zjR4rP/eUpceNH\nY6j319BTOlTEWG5YsyXUx1tIWZKyWGTw/S5FvqMuZ97bkoXRywu6F+4niP/it1DTGa2j3QJ+HEh/\n4yHvpzWQd9ccpa0Y/41BL3QkWqDPQgL9HqFkxvD73eH9968ueZ9KQr/UYkUb384O7QE9nbPDVnQg\n0xkFlFrtNTTwoDtiPCB3owyJmXEMv9lCzxZQ0wWfQWNZmKcJ/MkhM1wmc6i7KfT7axaaTRgF3Txw\nxGB4H+E8fJ7Anh0zR+NwCFW3UK1h4NV0Ca8iij1HfdhnpyzOQlfGnR5+snj/M77+oZHBU0Hwc16r\nNeK//pbil6aFOHATLWuqwX94B6W44Mh6w3l8pKEWW+i2DdY9nkqcMbRhicB1UlpxkjhYiCpurMs1\n1M09/7UJiyyELfc8B4qMrXAFYDgIJ6AtU+M0les+iaHC/JJfMOx59+qW81xV1ZytB5iMG/fh+z1E\n/+4vof/2R+hFCDzSEReexYrt6jyD2mw5AjEWojTDfUIIkDgHRAp20IM7HMN+8YKL6vEB7J9+Tm59\n20DfTaBWG6j7KVSAshAQlACdHPrtFUFPtw88VSC0fYsOfL/HGXCvYMDNavNJ3Z+lHO1oWqSkbUPr\nVdMlYQ3dDuuS7X6tILMl/+4kAUzLNTaKydenNBJ+2CNPIY35u7LAn/Ce7ymKKIzrZPz7nONJ29Pr\nvRe4dQr4wwEcBJKQMYCmpQizrMPMW1FzEhGYI40hOKltWaBkMeewDS2QIoozW8XX6QYFf348gEti\ntmWHfW4WIvCt5ev0PlATe/CvLljo1GGE0iu4mbQtdSfdDsmBjzNufrM1XEKHi0BYdFiGXKGTwfYK\njoi0RjSZU69iw+hm0Gd4VRLBH45YJGjNIvX6AahrajdGfY7UXl7CfnYJV3R4H0M3xacp3KsLuE6H\n7z+O4YcDqPWGHYMso50x6EYw6FH9fsBNysNDlhuoptkLS6EVgTvjIVka8JA8gb6fE2w1WwFxBL3c\ncLP7y98hCnHoqjVwWvjeDoYhq2EBeX+LaL2BTBYcBcYh6lioexCtKRi9e6R4crmCaNqa1WRBEWfd\n0M4copddSUuzdgE21gTcdCenBdZYal08goUS4b1lFCE2DQW+gVOhJguuNREtg/bVJdzBkELNyRwy\npeZAbWvaReuKjpKaxFKXZ1wTs5Qx3326UJAm8K2B/t33LPA3W7g0gu92idp2js9dkrBTFkiF/9yv\nJw3BH+PlHKIf3u3bxWIY6elB1bBM59wgypoLSt1AlltESwqCdvNB7ymCsp89h3t+BtlUVHhvKxL8\n+l2om3sCeaZzwDEDAdsSGA9Z+fcKWsgievkZOxpBtILPM/iLIyqwf/sDYXTWQgxjiX2WQd8+MkRo\nMoeYkEFvHHzOFEI0FtG/+T8Rvb/myT2KaJUKnQ9lDfy/+7+h3l7Dj3qI7ybwoz7c0ZhiqtUa6uM9\npNzSFuU93PkJVfyRgh33oX/4QHDS/RR+PKJNyXvCXTodiFIwX76iFz2OqEzPcwoThSc7f3LIjolW\nwKAL/c2P+yAhbAwk3kDOjuElh+1VkFIBTQNdUzHuhj0gzDNhLOfJLtilBPBaw3U6jORtLQVkBaOF\nZdCDDd0Qta1DnHLMdryETaclZEXsJ7CReJAFMOjCnh7y5HdcwDrH378LK0pIByQOlpoVWxALq+qW\nVrAoZht+W0KqihtWgFyZfhdIU+jGwinAv/kIvdyEnxPg4phQmEEP6m4K1TTw3jMYabOhRiGOYYqc\nY62DIdSbD7SLLdYELAngs5yz+IcZ/NevAbUGnp/C1BZS5MB6A71m0agf5pDJjJttzDhv99Ur2F9/\nBds0PJXeTejTv3kEtIIO/78Tak78wRD6ZgZ18wi1CfbAYR/uoA9/fMjx3dkhRyh3U2BTMgcjYImd\naSG1gW8a2vOMYaDUZgMVPicBIE3DMCFjqZlYbiiSDBAebC1P5gCfj7/+hq6U1kA0kwrtwRD++ADy\nMCEPZAerioQdJxGKTftdtsdnSxYOS95fKTq0mK6CtTnPgPWWvyditwvrDWQ2g0AT4awUfKQhb69Y\nmK831KgUeXAlaEgRk+ZY17DHY6i3V+y0NI6F2q7At5bP2HLNguD4gGyUq1tqdZI4WGYBdzSG63UZ\nXa01bJqQqbDjeIRLrTd7VwuUZgGZaCil4cuGa2hV/0G649P1D11PBcHPdMl0QaHZ+THsxzugKhnX\nnMYkuS3WsMcHFHylCVyRQ7wlsVAJfO242QpgL0/gfv1VsJEF4Eocc/Y7Xex91epuys2614WHwAwK\nqMkc+voOdtiHe3kO//kzyI/vEL29ZYvxaMi5rtbQQnGcrhq25V6QkuZXK0R/+xO/lN6zDZrE7DaI\nIPp4A3XzSHdEUOd7BzL7raFwzjroj9fAdsTN1Vjo1nCUMOjR1tgGwliWUi18cUwe+08fGBqjFbsI\n0zncF89hRRHFukOdxoFqtlozYCmcGuzLC4qrqhruaATz3/8pZ6g/vkO0w3SETAavFfkDp0dwdUNb\nlXcEuGxLtOfHkCKHLFbQQYEvlrHJ7mDI+bkC3LhHVf1mDd2msHcT2P/lX/F3vb+GZAd0dNxPGbXs\nHTBdfYqM/kN8yA7/vEuu63agJnP4bgcmS6HfXcPnCZSLmYcw6MG+POdzZQzw4wdIzc8OZQ2bZZAw\ni/cZN2EMWDTCWvjpEvruAWoHOLIWdr6CyxIWd9sSLo+BOIG6feSfKzJIaxDFtJu5bUXHjHVwHY6h\n1KziaCxid8UaAz/swYdkRH6OAufY4kdAWLs8BSDwnQ7sr77kPUkS5mqEyG1sSjp1yprFShxDVzWi\n794A2xqqrgnBSmLyPM5P6VRpW0R//tckCVoHdzxiWuLxmIK9bgYrgLy5hnrzAWrQhe90IPUDxY4i\n2KFevHGwfRIIVdNC307Y4t+5Rko6XGS6QOQ9W+vTJZw4npJHA2C6gLy7pliutZBeCicKSCgSdKM+\ndRtBu4HFkmMpHbEwiSNaHlv3KUJZhEXE7JGulMZALEFC+8JBKQZuVXQJ4PQg2JP5cwqA6xUUUhYd\n6oSaFqI1bJ5BP87pLkkTRNcPdAn89jugMXQozRYQ08JPI9jf/IJi1bKCPTmAPT9mdkbThuoqWEOV\nYocvoMu9CA86zsMNu/CRIhwq0sSI756Fp+vvvZ4Kgp/rshau26EvPIrgj0ZMBHMebtCFFDl0WRHf\n3snY4qwaiOOGK8bBdDvwX7+Gf3a2n435sqGnPnjv3dkQUoV5oBLOS50D+iS4iReIUoiWa5g3V8Cb\nj9CzFQV2SoDTQ37BlcB5QIeWIVQGdXUPL554Wq15kmhafmFbw9NGHPHnCyYQoqnglYb58iXkwy3i\nu3vwSOBp3WpaVvwNxXCSJgSIRDHFY5rBKnJzz5byNz/SBXF9x+TCJOJ4Y1vCvDjjzyYx7DmjTmW5\nJs/8+oH/Oyav3fzr/44LS10j+u4dot99x5OUC4u5AlSsgTdXcJcn8HkG/R190nAeUBquk8KeH0Ec\nb7W+vt8TCaEURxLGhAIn5SlYa27iScwiZUl0rjIGtt/n6MEYJu3tQma0ZjTxTl/gHDfX1YaciNWa\nxWCSsPibLcjmhwN6HaBfQJU1fF2HTY2bhzsa0TnRK9imvroluGg0oA6jquD7fei6ZVerbjkjVwJf\nbaGXGRG/SoB1BZEaPuJoQO63FGEWOTeXb9/Q6l6W7EKdnQDriidtJbAvzphjEUVEB1tHsmSRA1nK\nrovztNg5z1Z8v6AqX4RhSABR1sMe/NEYfjqHWpFep9wDcczegzJ6z9PlqM9k0UB1jP7yb9iVgQQn\nRge224E9GkH1qkA4vKOmRcAuRZrRAhoYASw8E7jnJ+QFGMfOXCDz+SQBxMMoBckSeAWg22XX5PSQ\n9t/nZxAR6MWKhf+aYVZ+W8IfjVkUDbrUkPTDmOlkDH8ypmV0toR/mMHFMdzJAfRiw07MpoSPAqvB\nKwLIZkvIhKMRrzWQJFDzBb8vYbxmIg0cjsgKAAO4oCMWhZ2UeQ5NQ5x528JrgT86DILKcF80mQc+\nMDxos/ZQyw3My+DMALheHQ7hjGVqIYL98GEK/e4GqqkhmxquX1CH9PyMepj7Kfygj/Z//DNaOJ+u\nf/R6Kgh+rstYYkRbhtKoLIHoFpgvoZsGtugAl6dAlhBKs97CHo6gAHjnobpFyD83sNuKC+WuNVhR\nBeyODyB5TpJc1cCNBiDsh8mAEsdkC7Rmj+xVVRVm8RZqvYFdl0zOW62hlttA2jNA20I/zmGLlIKn\nqqF1ztKe5MeBV74uGT5iHDecbgft588IV/ryOex0Dh24AEiifTyxjxUV370uN6O2pZJ9XcNDQRvi\nm6E1xyl1A1UbuG4Hcn4ApxQ99MsNZ+m77HMdsTApci4wWsPt5opxhOj3P1LMVNZUniPw2EPrXbkV\nXDlgodIvYAXQ24qbcmuQ/PnvQo4EnZ8Q4by+k/AebmvIuoIbdOEiDQwG+/egPtwiunlg67a1TN4L\npx9xZBbYPIMslkRUpwl8RQQxegWUdbDbEj7tc74/LCDLLXBySJLh1S0kCZnShlnyMI4nL2eYOqgU\ni6o4YTJksKr5OOIGlKdA0/J9X9/DtxS7qRb7oCtJYjjr2dWwnp9T1QTLmgEeZ5zLWwsxju3is2Pg\nT76g6A4C3y3gT47Y/Zkt2Ypfl3BfPAeqBiZPqFWJY3ZsAG4S949IJgsSJ7VCVNcwX76kJqBpEC/X\nbPd7D7dYwV8cU0exKakd8DzpymIF9TiHfscIYxgTmA8toIlGlsc5oVaTOeAc7KAA6gg46MDWwU4c\nR7CxhsQpfL9HrcVyzcJu1CcToMgJbqrnBEglKTfnLIFPE6J2HaCWK0YGW8tOCRxQFHCdDNLJgTyj\nv18pMja8h3y85fOYRnCvLlggLLZwH++I4H6cAkZBZRHHk1dBuAsXklEDsCiOguhRwY96kIzjSnS7\ngF9BWgszSskMKRsCh+oGGPZ4Mp8tAM1iVpwjffNhymKjbjiq6ReMJTYWajLnzB8AlII5HCP6j39D\n2/CLc+jv37HQ6XXgrIEyMxIeswT4cIPo3Q3Xn4cZZDpD/b/9ryHR8un6h66nO/RzXMaSNT8eMLyj\nqsOslwQxWEBXDdzjHP78kDPgUZ9K7Hc3XFBEmMx3fEBgTJEH33tojysQniMC99lzYLGGDLrQbz4C\nbQM3PuKXsGXCnt+UFIsFwAeKnC3O0wPgcMhW4MkI7g1DTbzxrPpHQ9iyQTKZ873tSG9aA7lmEEy/\ngC0ruKMxRAmZ+cZyo/zqFexmy0Cau0duHDp0FRZrqP4KNkthn5/BzTuIbh6D/c5AXT8CGTdLKA2f\na0KQ+h3oh1kQ3jlgWgF/8VuYf/0bpklWNQV1qy18v4CIgn57BTsaQCYznpyVwAcAjYfA64gnL2OZ\n2CYhb0KElDmteIoPYwIFD6dp23QHQxYlcUyI0baELFbsCmlNkWDdcGMqK7Zogw4BcQS0hj7tbkEB\naMyTmN9sIUpDJTr83cLPv1fAWbtnTfgiCyI8nszUfAVVNUBIscNmA/UwhzQPcP0ezMEA/vQA7uUF\n4h/eUvdhWDCYcR/qcQYPUCwqmvN7wzAsvL8B1lvIyQFzI+Dhkgg4SvcnfUQKWJVQltZEH5IKXcJx\nmOtk8OcnFEA+zvlnZnOoTQW8u2InaNQnAe/siJTK1RboFpCyJb3y+p7FdN1QsxBpyMEQmK8YAOUB\n1+/Bnh9DXz1wk4sTuG4H8Zv3kLIJMc4Z1PSOp1pjgdkCogn10jf3kIc5n0d46MUarY7ICRh0gB+v\nOJ7o91nQegc/mcMOe7yn91MK5fKUB4HJkt9dqWCNgQtOIcREhPs4gsxZEKNgxglOj/YwML4py04K\nEIrrQOrMw+bqNfA4hZrMKTAMwj0fa9JI84yJiHVL5oZSQL8LGfbZeRQFe3bIe7pcwx4OobWwYBKh\ncPHukdqH1gArDV/WcN0ORwqLVbB6RqRCKqHLYb3dsyKQp3xO3zOWudYp4g+3kJJuKrl5hE0SZmkI\nhafoFUAnRTQPNtX1NsTIK+jHOdT1PdyL8/+qy/x/i9dTQfBzXI4tSljLBXE8gJ8vIWUFpRQsaK9y\nC0YbS11zprbYEOkbUXWvNiVsVTMNECC217BVr8oafruFf8kvgZovaFdL4jDbVMBqBffLL+AeH6Hu\nZyQUbhJgs4E3Fu2f/WJ/svZ5yrZ+NywskXD+HMdAouGKbL+ReevhlSa8pZNzIWs1QUbzFQuYNGVb\nu5szee1xDqkZNQzfAF5Io9tWjP7t5Dw5tS1PnZsKHoCNFfRkzd+bpqQvxhH88QjRzYRWtZYkP3U/\nBeDgx0P4QQ86uWMbu1cA0wW0dfD9HtuoO05TknAzqRsWBW1g2WsuoD4nE54JdGbn1GIctQhPVh6w\nByOoxylnrnUTtAWeotLpnCCcfpfwmdWGBWIW1MBKSHV7fUlg0HgI/f0bKFF7joVPZB8BjfsZ5HRM\nTcXDlOmHhwO4V89oTZt/A2Va6McZ9O09fEOAEQCq4o2DvThh9+TqhtCbOObmH4R1qqF3XsoSGPXg\nOhnUck1RZcxToK9bqvchLCiMgyuCtdJZ+IYR137QhZqv4MdD2NfP+HnMlhSrTmZQxtLW2lKsqloD\n63wYTbFdLKsN/fzjQbBKar42L0j++lu4PIF/fh4gUyR8+rNjjlzOCOpB20JPF8CoD1gKc+2Q4zuB\nJ/DHOMi6hH+Ysu0d4Eqwhp07APLtG9hnZ3C/fA28vWaX4OKQrXhxiOpH3ouvX1PrUVYBsgQ+PM7y\nv+w286qB7+R8P2kKn2bw3QyyreGqOghOLdTbawAWcnYCe8DIdNQNu0FpSo5I1UC1fq9FcWm8t+Qy\nLCnj2Gm24LPphdwGJXC9Avpuguj3P8EnCdzLy2ADPOII7Yd30DcPQRti4OKYhc+2ootK03UiW2LA\nGdxVQnVSuF4X5uQQ0u3ARcQbY1PC3M+QPk7Z+VxtqaUSA/XhDu7skCMTJZBBF/vI7jSmaNl73ket\ng4X36frHrqeC4Oe4kphK48cZ/GrNL7RljrvbhsXWOmgR+M2GG2DasoI3Dn7chW/YLne9DhB4+CrM\n4NDJ2TrPMqjJgja0++m+CFGrNTVp6y1V+IM+W7l5Rr2APiLV63i8f8n+9BDuTcHfEce00Y37ULM5\ni4skoTpdhBCkRAEnF8BiDf3mCm7Yhf7hLbxo+E5KoE1jYF9dQlsH3E14mo9jYMdrzlNW+lUF86uv\nIOt1cNg5+NYFVbaiWl8pwAEmjWkJE2F71Xu4vMNxiRI4KIi3n5DD4XWjCSfC8QCm24FKUsjjJHQj\nePJCVQF1A/fykmhUrUhyA4mTLk2hZguednUCFSlqQJQCZnP4HY7YMujGa7XH8ipjIfM1XKTh+kUQ\nIYRIY0tRmH57RU3E++uAXwb80QFn0RF1BSpOgGYL7y2w3kLVLZxjAI79/CXU1T30w4wCUEdSnhjH\ncU+aENKzWLKQGPS4ATkA8JD318QPb5kH4JuGY52yIkNjBwkadKnGD6JS0QrOsUDSyw3QzllchGhn\n9eEW9sU5sCU4x10S5StB/Y7VllyAfho+V8MEyrah9zzWPF0mCdDNAduym7DcQjsHu3OK3D7CffES\nbrZkiNPJIfTHO+Y38FOE18JNrKwgqzWizWavlIehVTZaklApAJwS6CbgmyMiqKVpoZY/oP2Xf8q4\n424ONx4iKmmBRcuEUykZk0y2fgrU1V7sxxEIgNUG/vSIoUVRDF90uOEBABSk6DAS2IOvsXWQxRr6\nu7ckCVbBmuyFc/rHOfx0yna680CsaSdVisLPyYJz+m0NhcAS6ASWw3pLzUZDoJZravijIdzFKfyw\nB/3dW7p7dl0K5eFzopX9oAdpW0Tf3xFSVVVwjCGghOjyBDLsw/zyhnpzWAAAIABJREFUM6ibBya/\nAlCrDfRiDbVcQZUNXFVBuhmLk82WhNAX50wfvXmAG/bp6BgNuHZkCezFCUWgT9c/ej1xCH6myw96\n8MMeK1cX5qz9LolfreFmsOOm1w3hJ/0OYBzZAOI5209iYDJH9O4qYGLXbB8OmPu+I8opY6CshV/R\nquTzDP54DG9IFfRZxmCV1sDlOfyzU35bpwtE/+n3UN+95WvtZMFjr/eAETjPE3JZcQPodZm6l9Lp\nQIY9k9ikKiHrEnY8ZLDS3QSyXEFvyr2v3ikNn3NGLs6TTwAPv9pAtyGa1gfxZZoQKtQvuFluKqjW\n8ERzMKQv+XAEpDHUYgOvFNG9SsGNeDKVpuHmVFZ8f6stF+zJnBsnPFu7l2fMnm8N7Mn4Ewa66MAc\nDKEfJtR2xpois9GAJ29rIWkKlaZwWlPpfXlK9vpyQ3DKLn8Anv7ppt2rwMV7xr9GwfZlfUC1em6a\nSQTfyaBqInMRh7z6qqV/3HlgvoQf9amEX28phgwxvvawv+9a+DDWEGOgfvcjuw51Dby5goiGbmq2\n00PR5iMd4n2ZN69WG77ufkGbWpbSGjZfQHoFT6hhoca2BJZrCgCrhoVGltI7f3tPOqUTSCdj9HSv\nS8Jir6ASvm5or9PRPmMD3lMQuSnDd8uxc9GQI4Hd/Q9ALJ+nULMl9imDl6f7BEKfpZAmiC2jmDqR\nJAosA3CGHYBGXhSc0lDh5O21JoG034Uvcrgkhp6HwC7QzeF7BZX8eUpwUFWzIE9i4GQMqVp2hI5H\nhP0slyzQig583dIeDNIwBcIkUMt8D0QRLaMe7F5sK6jVCmq9YQ7ItgRSHXQKKfyXr7hm5ARCaU9H\nkWy2cJ2CxEpjoTbV3r4KAO7FBdzFCYFn8yVksfoDW6xnoWMt44jvZxQaRppFrii+B+e5piUR3IsL\nnvinC4h3kOl8T3ZEw6AunycsAKqGzp+DIfzhCPYXrwi+6ndhn53Dvr6Ee3EB++KcYs4nKBGAJzDR\n33v97GCiOCKe2Dm2HcOpTQC2B1sPFeaBvt8B4gQS0TOPnKQzKWvoj7cUNk3mXPxXGy54WQq12ULN\n5myXO8+54OtnPMXFEYVDl6e0CWYZ/PEIfjxA9O4a8sD2oCzXpI2tyVl3WQwXJwAU1IoZ5/vY0Tio\n5q0BTCDHxZqxtyUJZyIK8FT/64fQEhZP5bxW8EdDmF9+zoXVk1sg8yUzB4yDRCFs5uQwhCaFz9EQ\nLoTgdhDv4Q9GdC4o9SllTyluppM5c9dnC2o5pov9mALHB+SkpzHMq2fQayJh0SuYwHY0hvn1VzC/\neA37i9dcLO8mhLI0hr87TSj+ynO+BxWS53fAlNCGVjvwDsBRgmPynU8SuH6PtDyled9aw/cy6AE7\nm5oI0bDGE0bZtPS8j3p0KKzWJOVd3bGzUbVsvVvDvzPLYJ6fcjwkICRnvoKuG8h8CWktVFlDBUeF\nN5ZpdkozcdMzHVDCHNknMU+jaSiy6pabsgiUDza8soKaLaDXJYvGNXUkfthlWNP9lBuoMfxdwwHs\n1685NoOncDaJPwWB1TU/37qlwh3CZ/JxxveYRsByC5wfsSgI8c3oFTw97lIhe13Ct6oGSGL+niiC\nfXXBln9ZQ7a0CAuCu2E05LjO2hDRbNj9MRbo5iQyRhHc6QHkYQaZLukISGKOwHZtdAEtsGkMUSH3\nQWuSIgPlUZKYHYsiY+EUhS5SNydsrDGQTkYM9WINtVxDpksSCKsaCsJnaFvyGRr2IcsN9N0j5OaB\nQKptySJZKwpwE441XSdn0FfQyogxaH/52d7a6Y4POLZwCHZFjvDUbMkuxW4kohQPCx4ccWodBMQF\nvAB6uYVc3wKLNbkcmxJqUzKocDygeHIb+BwxxwP2+Rk7g/0uSaeHQ/jjMdwJXSZPxcCn6wlM9Md8\n5aRtIYnh8pTq3at76LqC2AY+SWiFijVPApGCqhvCYeoWOkTxomk/FQ95DBcpuO0GKkuhr+6pWyhL\nuMNTuMaQHgZATg+5QPe7ZI4D0D++56awqdi+q2suls5DTWZU/j87g76+40ZQslJ3R0Oohxk39tbC\ndyL4QRdGBNEP77l4pWkQUQJ+WwPbEj6NoIxjhyTnCcidn8D98nPE/8f/xYU4tN6lNXBRAuQxTzbP\nTtAcjxC9+QgpM0hjCS+pG7Zjux2CXbT6RCkzBjJbQKzZb+LE8zrYPgsn5zxdDcs14tUGaE0IZVEE\nIpU1ovc3QBSh/eoltSAAF0NR8BpwRQ53erCP1VXXD7TIac35ftVAP8zY6fAgHa6lOMwrEuZk2Idr\nWsiMrVyxHjZWBBB5Bx9H7DDsfPqeKnPX67EjcPdAP7gI9HoDtyUARjm7D4sR5yBJAndxwuCeG+KE\nvbXsKs2WLDyU7P3f9njMIraxFL0tVxAHdkByQpBcrKBWTJ5zgx5kuYLLO5BeTixxSFiEZlofdMTT\n+s0jRDypkUkMdHLYL5/TCQMfcNgJwTyioB5msOMBgUGbDfTNhPqOjEJLDwdZlVDwwIdbZiZk6d4S\nqn54R9W6dXB5CvfyEkgiOlRI4uJ3NEv4PSg/gaikJVBMoGB+/RXw+5+g1hugbhFpB//9e9jpAuZf\n/Al8dwR/fkyYkA7EyJARIEqofxj0+Pl8+44CVrOBfZyzo/Lykq6XxRJoBVhtgU4CXxTwB2OYfmBb\nNC0/mzwFyhLopPD41AkRJSxWRSCPUygnoXDcACdj+NWGaO4shS8KuFGfUdRzEhV9txPQ1Dyl7zFZ\nSQzzm68RffMT1MOMbphI85+pQEUVz+yDpMPv3Kak5ieJASWIru4pRl1sOCbp5nRidTO4dUU2wdEI\nflAQM641161usV9S1fdv6YCJY9JMj57GBf/U66lD8DNfst4CnQwmieHmC6jJArptAic9YstZCVxR\n7P3jAq6jvt8Ftg39ujsFdxzzZNNaWqN2IBEdrFwdcuBl0OWGM19yBq2E3t3FigIteKj7R8jDHKoq\noYxjhkCkubnNF1yYERay5TbY2SxUFVLgooinGnh+sbch7yDbzQBL+o4bA+8d2/Z5SlaCCNyoB+/l\nkyugaXhi0ZpCzGensF+9JmkxUjwdWQPpdOBGXfILGsM/l33Kc/CjHtTVA/R8RXRumIX7JGKXpJMz\nfz7S7ErUDcS0xLVGmqcaAXyvgH7zEfqvvqW+IKRS+iSCPxjCfPYC9uvX7GJ44qfVtmIewXLDyGtj\nIJsK5vUl0+iSmIutdTCvLvctUFhLbcnxiGChkyO4Z2fsdKQJF+leh8/FaECMdRLDnR8zBXC1CXhs\n/wl9DOGGG0cwnz+DrCt2HZZLKMUBL58F0iG9AD7vQIYFUHQ5LmgaKK2oDdEKMuqyoBsN2U5el3sH\nhUB46lxt2Vr3wohbY+E7OeyLC+D6DlFDOA6aFvbiFO7yGP7kiIWetXQJZAmw2EBttxAVQa/XwGz5\nqdBtGo6aQuy0VDXHZ5bzfjcewF0ckzXwV99wXAFA1TXdE6M+Ra9Ftm/3q493tOWmMbCt4Y9GcHkG\nd3aM9tU59PUDVF1TyGo9kDAUSYzlCCEOcKAdNtyR5OnrkP0RR+zyFTlHQcbAxykdAAdDPheN4dig\nNdBVRVBUkXGtAOisGDA2GSFWWxT1D15rFv9aw5+OmZhYMiFVhVa/bCtCN0R4j16c0W47XwCNZcdH\nFJ0uwz7sxTGLiziQEpMI+ts3BIVFmqFtEdHLZKEwpllZx2chi9nZ0Aww8yG5VH+84+gs8LfcwYhF\nkQeBTJEArYXrdeCen1MrsS4hZYn49z/xmTUGarEmYOqpQ7C/njoEf8SXOxrDPc5QlyVk0IWtG/gK\niBNGsoqxnK0NiN91/SIkBA7gLs/glivo335H7nxKwIlLYi6cowG95Uk4DVQhV76sgFGP7c/AK5f/\n8Les0l1QN2uBentD+2KWwwUaH3rEGmPNTQ0x59o+1lDGQOYrOHCTUg8T+NYw/hUK7vk54TZ5Dpcm\nRKZ68PTlHXxP8wRW1bQNlhXtSpGGvppCNGfl7vSIBMNhH1htmCToPADaIN35CTez28e9dUwEcHnC\nTSmOKeRcrRkzrNlhgaV1zg97VFpXFfSH2xCW4/enWQFjlOXjHdTNPUczjzOYoyHMn3wGuZ9CbUpE\nNw9wqzUtXmUFE1jwAAIrgkWTKEVxnA5jgSiCjzTM//QbRG+u+HksVmzHxzG991oxOGg6h68bgnSC\n9Q6dnIVFnlE0utmGkBgH8Q0kAHm8d/CWICffySnE08wmMGnKbIoig0+ITaYC3sFXLYsbRU+6TxMA\nAhspchEizVGNc1DPTuHvHqFu7okp3tbEHR8dsPM1WcIfx/DjEVw3R9K0cGkCAbkWtsdZPxqyLrBY\nU5A27DFx0waUrVJsdYeiFEkM9Thj10Brjj+0YsFW1bBfvuR9NYY2yfmKZM1djsGLc/iHKfSsQjRf\ncMQAsHh2Hshifh/iCPb5MdT1BDKZscunFGS24uepuXmqxhCr3S/gRgPIZA5flnydq1AgWAu1DvHc\nSQKJayZ9tgautfTlCyBa0+vf77EIW5fkAXRybvjBnUKa5wnk5h5II75eCJ/BgwHQK2BjzWyPsGG6\nOALgPzmGlGLk9IxdCvfsHL4qgeGA467ZCnq2huvmsF+94vOaJrQYbytSS/tdmMcZ64HlljAwa4Bt\nzXCyLQ85SDiu80nMNcbSLeJ0wu9gpFmrOAffWEjkIQ6I/sPffBpVJVHoRgCAfLJjPl3/pOupIPi5\nryxFfXoIp8H2sdZoRz0o4ymkG/SALIFSmm1acLPeE3U3FZR1kF4BrzRb7v2CC1AcMc2sbWnFcg56\nsUK0XAPTBVwSwR8fcCF6nHOxAdu7btiDLzKo2gBgkeEGPagszDCXK0gaQVoH3xj4qOCJJ4mgNxXg\nK8YQbzawaQREPBkAwjb+7T2LlM2GiuUshQsgH20c6XqbNdQ04el90CeaNObowvc5Q0cZuhGKYCNZ\nbdltaFpa+DK2JXHNGbq7OIW+n8KNezydXp4CV/e0c3ap4HajPtPjJvSYe09dBwCqwCNFyuTjLHQl\nmG0v2xru8wELFGMhyxWib9/ADfqQukJyP4MrMohouCRGVNN2x1hqC3c4AOZLwAP29Ijpdkm8pxf6\ntiWNcDzkRjJdAEcHLGoepjy5aQUPgT0YwZ+Mob9/RwzvuoQyQWQX0L1iQ+coiaHf3bDjY22wD5bc\nsOuGrPy4Q9CSEorrvAMqy5N3TKshDsawBwNunlpBbh6htiXhRZsKutlQdR54Cj6J4Z4FRPBmAxWl\ncCHcBxGRt1K3pBLePcIvN8DhKGQAeLiLU46rlmuCuI4OoB+nnFU7x85KnnLT9yy+4BhfvdsA1fU9\n4TkVCxVXK+jJHK5uqW5frQnREuFrjuPQARDo+wl8v4f4f//3wKgHvVpD7mq4PIXtd+CPRp8iv0M6\npB0OmKqoBHqqqImwdGf4KIZEDYufzRY2TThKOqRGQW0rJkVuSkAc/Jax5GJa+LqisFKCTgVggZCl\nZGSEmGUMukA3h+sSDYzjMVxIL4QHC8c4YgembCDTEEzUkpbpvId7+Qz2N79E9O1PHJkAUNsKbk6A\nlO+Qwsj8hQHM2SGi4zG1DOv3tKCG1E81WbD7B4SDygD2/IT47U1JnPOgBzscIPp4ExJM15CtJnht\nvYG6eYQ/GrLIbS1RydsS3vm9A+Hp+qddTwXBH8EVlSXMw5zphastpJMCoyF8oiBRgt2MwJ8cwlpH\nyIm1FCit/yAON4kgnSHcxQnphS2VyP5wDLl7DKK80O7OEs7mlAYmc6J0q4obRFnzi6hU4KALK/1I\ncfHIUqjxCD4I4XzbQjb8syg6LEC05gKaZzzNnB0Cu221NRRqAYhDsqwPSWgOgNdE9OrbabCyKUga\nwQ76PPVmVC6jkyH67j2wLrm5Q/iaZgu2apVAfbglYKgsKUaaLiGDglz6YY8ivFhDZSm8Mbw/P30M\n/AImAEpr4Lo5C5GjA57MleLpqWwoImsNfepVA7XchNcdAW0LVVXE2FpHX34cMcb26h66aeCCZsKP\nhvBnxwBAZTsA38lIy3MebjigGC2OYEcD6PWWr/N+QszteEjthgk8hF3mgYCtZBvojobte+8dIJpC\nyMUKKDosBgyzF9T9BN5ZYNMw2vazZ8ykWG4g2xIOCs7mdDB8/hz+cMgTdp4B0zltpPMl9C6cy3tg\nbeC7oHMhjUO40MM+hthnGXxj4UPIUDRdwIZZtcwXcM5xJizCNMJuDvswYWt5Z5Grao7HRgO4Xgd6\ntoArg4tDFDsLoSAQY7nhZCn0xzumOeYZ9M0dEBwliCLqMJqGCv9+Ebz23IBU23IDbMkPUXUD1ytg\nfvEZ1MOMmgKALfUDMkPUcsvxXGPCDD2CLJZERRvD7IjRgKMuCH31gk8FqHOQbsIxDzzUfAtnHPzx\n4d9dXOomJF0yPdDNFsCrS+oxqpo8Dx1R+5LFwHQJORjQZRNHcGUNdf9IkFqek33xOAP+5juo2ykR\n57GGVC2i2RJSV5Cqhc0Shp2Jg+5kAIQFVxKxM6nI0LCXp5AfP0CvtzzYv72GujiGeXUJ/f6G69qg\nC1WWvDeRJpUx6I9UHaBuizUdNb0M9jdfw602QQTc/S+9XP//+nrSEPwRXNEiJM55fnmiUZ/5BEnM\nRciT7Y7xEEgTqPsZoh/e0fM+XUB5zy+OAPb4AP7VJccDIZbXt1Rxy2zOQCVrITr65K9PYv5cJ+PC\nUTUsOKwl3S5myy6aLBnt6z2kparce8B1OjB/9iUV3jlnruh2uEGlMeyzc7gvX/Jkt6LtSdYbLvIA\nF+mqhmQZhUI7ZXRZ83UI2JXQCu70iDnngz4XBLCYQG14ev38OV//nEJEdfNAcaAX6MkCqm2hqpaB\nOtZ+mqdvS27kZQ2XZ9DTOVTNP0fxXQJ3cgj7J58x0e/mgSeujMIm8/Ic9tkFog83VNAvNxBngiiN\nQjhX5GwXdzIo65gNn6YUCA569GIrCaz3hrP/2YKJiWVFP/sR+fTu4hRquoC6faDV1NqQoJhygxn1\nqd+4m/DnHufw1u7n2YgUCwTDiszX/MzV/QRsUXjaA7vF3groz08gj3NIFofZtIQkSYHrFmzBCzgG\neXcNPVtSsLhY0Z4aRSw2lAJ6PYrfvA+47ZqFLeiwkNGA/3u9ZuRzr0Oq5mrLU/2a6ZqII7jLM/jz\nY97D18+AYZ9FZFlBPS7g6wY+ozUR4uF6XRar3Q7FkrNFcCo08OMRO1fTBd0Gyw2L8U7O0d2wD/fF\nK56cg2sGxrCT0TS8l3kKaenukDwPG1kEc3oI/e1bZmBYQ4xxXRNPfH4EH9wpKHJ+fuMRMw92MeU7\ne3IU8TTfulBi89+9UsDRKECzWpJPp0s6DcqKeiJRgKUbRO4mISK4Ishs0GUg13K9p1Oq9ZY23k3F\ncUmWAIMOT+XWQs9XHO9FimtMWUOaBtH1PaRuoBsmV9puh04X5/nMi6ft0nnaUjs53SVaQbZbZmWs\nt9DOB7tyvWet+NEA7nRMRHpI/1R1A9ca+GenjHE+OfwE9nq6/s71ZDv8e64/loIAjUG03iKKYui2\n5awwz4J9ygORhrKOUJJII/63f0kbYEhps8MeN8OiYLtNCcEjAbeqHqb0gA/7sFro2zctrUBVDX9y\nABfH8OMhnHhIknDDXq6hTCgathV9zs4B24q2NgG1BN5BlTXsxTHsL17D/epL2hnzDO6z5xRvOQJX\n9LtrLjAhs93lKVvRjYMUGRn9iyUFdsGyDRGezI4O4L7+jKKsAFmS1nBhCTHOyDMK4cqGQUiNCchB\nF4omtujVzQOi+wldEd7RpzxfUTyYZ0BVQbYNNwzPhEZ3OOS4Y7aElMEuN1nCDrqQTg7zxQu6Mtog\n3ksStK+fQeII9uIY7vgQzltIEZgJALsj3QJu2IP99VfwkYb+7h1UzWx4HfCtvm2h7qdwShicE8Y6\nmM4JfXHBtpklcKeHcM/OgLqGni7ZZl6uuWGFfrJPE2o+vACegkV0C56EW0tbaG0YhiSk1NmXF0Ek\nKpCHGa15ZcX7roQ2Qeto41yuyXBYb+j88B6iY26Ewz5wMgamC6ZtzlcBrhQBomCPRvyMjYVYAeqa\nm5rSfFbSBHqx5EnZByKdp0gPWUo9xOMcejKlfXG6gMzW3LgDlVFNZrwPZ8e0qiUa9vyEIsUPNyQ2\nlkxAhNbs3lkH5AlBSeMBNyIlDNOZzgkICjZQnyW80QJ2lo5H0Ff30Ct2V/SE+GefxOy+NC0347oF\nvGVa46BLamKecYbuPEOKAq9DlRX8ZhsSQBPO/XeJqVUbNBKOCYktba7iQiRzllLjUdbwxrLA224h\nizVhRIMCvjFQZYAehUAhhFGCKrkeoOiQl9LJqEVqWkgUM/4ZoHBUiPaWNGHceMrCSgIdUzYV/9Wy\nQBQvQMUMFXGOboOE3SRZrNmVOBgCvS7vS6+guyVJgaMxC82m3bumnq6/ez0VBH/P9UdTEOTp/kvu\nujk7AR36iqWmHxgI7c1YI/6L39GHu1wDqy0XXNAOJjpkojsXZn8NN8I8PARFh6Qwa6FuH7hAAkC3\nA/dnX3HxWSyhr8PM0XugLFl8OL9j5/DLqRQ3kpSZ9rLlPN9dnsKPBjxh3DxCfbjhaW25puBqzQ1d\nwsxROtl+7OEB2rgc0+fgaK3z4z7z5kd9wLTwG7ZK5WHGOXWScE7rAjCnlwMWAdwT8z1vgwI8CNsk\nz9ntqBq4k0OOWHTEE8aQTH+93rJNqzwwGhLc5CxUr8d7nKfwgz7c6eHe4aFnIaa4VwB5CndxQs2B\nc8CoT+FUGkOWK7bI4wjuYAC5nSD5/h30hxuetIwNuRUgfyG4SNTjnHkC/R6U9zztDrpw4wHMv/wV\nEMdM4ZuFoCsdsSgM3m0Jp004xwIscBn8rpCMI7jjwxDbDLawe11g0Id/eQF8uKX+IA4nfmN439OY\n8/FNyY5O66CUItSp6MCPB7CDAkoEHgJZriBxsqcD+kEfOBjAnhzB9zrQjzOK6hq2+8UafhZRgNKk\nCQvbuqWIdVtxnt7JoR5nUNcP3LSqmptPXUMZF1r4KpwwI7oDNiUV8McHbHWHmGQoxfb1esvCKuCr\n3ecveEpPIj77ZROEcB52GGxwwqAo1CHB83EBceRvYL6CJAlQUCSsjIU8zojsbQzseMS8htmSHQwI\npGEwljTEXzsV7JpKmA/Ryfhdrlv+p9bsBjgXZvYe0iUICKLJCohjYNhjF0drbv4N8w3EBRHrpmJK\naawBKPgihc8yPj8Ni0a/U/HvIGUewSbLQsbvIFytgSpruFjDf/acz4m1LETqJgStRXRTxHEIWgLc\n4YhsjG3J70NZo/0f/owWTIAjl0gzh0HRJfEUd/yfv55cBv8tXMcHn8RAu2u1wS7GGAD/s2xCNgB5\n8OJZ9cvGwXuBW6ygDseB5S3Ms1cRU8IAuLMjnkwn808bqOF8VP30gWKuKII2nouZEqgmhJ9YBhq5\nQY+L8eMCvm4hqtqz0WEMT1iLNRfo7RYQgd2WPL0pTZ789T2tcuyBcLY6XZJemIXgEmPh2xbNF8+B\nZ+d8PZstZLEBTg6gfvpINX2aQjUt2uNxUEcL9PfvEX/zt4QIDbqw4z7EkogG6yCgmpqe/QLm1SVU\nJ4e+uafKfbaAvp8Q8xxF3ABvH2B+/VUQ+AVqmquIj/Zc9NAviG4+GEJFGk4JzJ9+AXl7DZdlQBIx\nZdHjU7fDekieI/qrbzhqgYKazDg/FsXZdFVB6pZiqTQmI+DqFublJfRyxRCrk0P62+8fCa0JPnMx\nDn5TcSRUt/CuYVekyCAq3hddIgC0hs1z+OdnMKM+ZDqDthx56PsJi6vzIxLuFmuGNAVrLB5mdB7U\nDYO7Nlt4reAGBYvAfheINez1PfT1PTfRhNoLH8ck0MUxRYwi+whd/D/svUmsbdmd1vlba+29T9/d\n/r424sVzhJ1hZ4IxBZXkpEoqKYVKCLDELCUQA0aMEI2EUgxAOUGAcgBzGyY0g2SEyAlIiKosQ+K0\nw05HhCPitffd/vTd7taqwbfufTYpU6QTJbbrbSnCjvfuPffcc/ZZ67/+/+/7fQGlU+6MsGcXMJnj\nQ4inWad7ZbFSAbZR4mJYr5WqmBfxlG8U8DNfCJZzPSE0UtyzVxGsY7GLFdXNSTeG/pgQXo/TbiLG\nu22JE/sd/FgoZ+paxVaWQLdFtbOjUVVRCeyzOyRYSM7G0pv0OnqcolSqZRbvsbLClDXJZy+oygrT\nyWTDrbw26mai9NKNxMR0WnKLtITrNkm8r+sagqBGodOSW6hswWqBnaxgsZaD5+GxCpl3H8JqC58+\nx9i29B/tTBa/EA8Xzabw26Un9JpyMWwKHUKsU5GUF9jpEo73cR8/iV2fWPAUccNv6nHDtsAs1ZUg\ncXL7+ACrdYQJBSV8PnwArRb25bm6Rs5pxPTZCwJx3BjXFawj+Brf6/Dm+v1fbwqCn+DL7w1VEeei\npvm9IWy21PcO4HKKcZaAJbQyLTzOSiCUJFogRqqQzYtTWJSYAO7pSRT65drgU0FSyEt5kDuteMrf\nJ0zFEA9ZAt0uoSgUf7ozkHCsX2KqAuKMOOyMhD3dbKHR0Ol2k4uqtpEaPez0xBJ4dO91e/xyrFb3\n4a6wo52W/ORlKcTvnX11B9Yb7KtL2FdsL2Wp9qaz0gMUFfR0S7vTi5iNINeD73fxdw5wJ6dKj9zk\n2riGffzhLsknz0k+e67AmjzXghX59aYO6ixsc5Jv/q4Wm0DsXAxlvWu3xBdwVhuMr/CjIdXRvrou\nu7KAmsuxXt9RX5vEVsFLgE42izWmkcBCokC/O5SWIPjbxTkYC8uVgFOthlgMN0XjVoJQQoCiwl1O\nYjegwlce64S5NR4ClrqRxdwLjRBYrjDO4De5WuvNpjapGFZktjlmMsd9+BmmDlLUf+EdCQ03W1kY\nd0f4ZgPT62BWG5LFGjZb/I2DIZFFNRQFwdtIZOxgOu14elc356JZAAAgAElEQVRrOvQ7+MauqH2t\nDIyXhqKu9bkAtaETh10spV3ptMSGeH6GswafZfrsdNuYTos6BNw2V15ELDrNeiN1fDODbpv63pE6\nAvFz6E4v1YFyBtotyi+/r67G1RRrLWY8wTRStcPTBr7f1z0/q8TfmK2kK6h71OuC0EwJxuAWG7Ah\nnpLV2WK5km6DQHpxSbU7FJPE5HLpWCtS53orUai10B/o+aQx2jrSDWk1o+0OQqsFqyX2yXONbqoI\nLzIWRgNlp1xP1U0IQZHlqZXLodPWxIAA7YbWiESx4WFnqCJ9sST53U9kLR52KR8/VLfIOdyHn0Eh\nuJcB8SE6bd0PyzUmz7GrKLwMYCrUXVlvodnAvTijfP8xNni5bJZLQquNm83hYE8iT++p93dUQDdj\nYNmb6/d9vSkIfpIva6nfuns7L7enlwpY6XTAG+g2Yb7G1l45B522ZmveqwovCrUhTy7UDZguMBfX\nWmhDwAz7andOrzH9vuaz6w3eWfzRIabTwe8OYJPjtgXBO2WzH2pzptdRiEm7KWX7dgODgea5VxON\nHNYbuJ5gWy1CM8V/7m1uEhGJwKJQ9dSCrGtZ4nyF3W7AJYSXZ9Q2womqGjZbEdCMIC3BJQoLyjJZ\nqkCtzMVSpxGvUYzxXifQbanXZ9DDOEf5+bdxF2PsizOd/EEe8DIm/CVFJOoRbY0rsffThNBsUD26\nr0W5pQwEvJezIwRMWZE8fYnfG+HvHGDWW1yS4FtNCZ62uf53KR+9P96Hk3NMluJ3B9hap2BSiRpZ\nLAne6DRVeXWBfMBcTZS62G4JMHMDpLqaQBSXkqTYbcwwqGotmgYY9aj/1z+CfXGK/eylGlLe4y4n\n1Ac7hNoribDfFQMiBJKTC2jIJhraLQnY4ixc8JgAvS51lpC8uiTkC0ySYGM7OSxXouK5BG8MVZbA\n3UMJIutaxMB+N7o6Rvh7exKNTue48UyFy3qrLsBoJG1BWWlj7fcgteq8xBEa7SbVL/5RcJbkyQnV\nfKnf/0ZEO56pw1O3hPZ+/zEVYM+usOMpvttWwTroU/3Ce9KgPDkh+fZHchhgVPjGqGp7cUXYbjXj\nnswUCHRyhkky2V07bXXtG5qh0+1iNgqDcrO5Ri+DqPuYxA6M98IqNzIwlbo7UbAYTIBGU9bX4CFt\nqCOyWMF4pnu3IZuq6XYwZUFwqSBMN7CuTlM8Bpdg8o1ogralkVftsWWJmS/AI9RzQJ2z8QQ3Waio\nyktCqRRMO53j7x/jTs5vY5hDlip6fdCJhe5Ua8emCSvxOTABb0Q0NOuN7q1um+z/+qY+ZwRsDXVi\nMZsyjhg1Ug1pIgZHI/tDWqB/9q43BcFPw2UMZrJQqz9xcLhL/eAoAnGm+NUG8i2+34P9XVmNpgt5\n03sdYUknc2W5l6VOvKsVvpkRjnYxF6jtt9oSylr553kOWUb1pXex3hNOzrHn1yo4qhp7dqWxRZZJ\ngd3IdGrPC/0sXytEKHhsS6cKty0IsznhcE9t3BDwO0NMuy0HxGJNqGqSmGlw42Kg3cR8+gyyhkYE\nyzX+cIfw9h0gMtB/wErmnp4IZpRr8/P7Q+p37uPbLUyrgatKbajBk3z2UgtIKoQvda0QnYik9V2x\n+k2uhclexbwI0Okrqu19UUoTYa1CcdYbndgamaJti0IbltHvc+OL9/s7sFrrFNpp4f/Y+4TVBvfk\npaJdm00p7SOJLeD1HvVa2OWK8P3nos0tV9JgdDt6jWZLbZzbXPkON5HANRjnNQfvdJVHMF0IeuUs\ntpXJirjRuMckiUSrjYzq/cfYp6+wK42BTJKoi3H3CDpN5WVUEeUbrXbhpkh7dQGoa0Ht8akgWCES\n9uyrS53+QUwDawmjPvXeSCdda2Xh/L+/Je3LahNDkc6pdodYl+DvHMDVWEVPt01YrgiLtdwUZYkf\n7uD7Xexi+ZpTsFiqEMkE3bJPX6rQ7LSojnZJ0uRWw3PrnX96gvv0WbTVGYGskkhqbDSwVVD0s1mL\nIpk2CAc7MJ1hs0zBPVWtIq/XhrAmZHI+eJdKxxEdO3rP4oHAOUJDrhZGLfx2q98hy17DiKrYkl9t\nVKDOlzqVb2P30Bp8HaDI8btDFdF1LcjWNtdM3joVbod7+IMd8Tg+eoIZDYQvf3GmjI1+FztZvv48\npElMTfUqEAddvSZnlypsmw2RC48OpGkqSri8jt1NF8ecuk1CVUNd4djqc4DRZ7zT1iGk1SQc7UTr\nrwibN6TP0G3j7x29oRP+GNebguCn5fqv7u1wYxtsZLEiHijFrZFhzy5FbitLwqtLfcN0LtqeS+D8\nCopIBzvYFeGrFzcSgJ3+rUjIThZCsJrIMAfcyzNoNDQmuJ4qja2oMNcTtXAdsMrxjRTbbMBsEWFB\nyjinrmHUF0Xu46dixF9dEzKnMJP5Qr+wtRKbnV1ibwKbAlKvx7lu/eAIN5lhTi9E9/vSe5jTSwmX\ndvqQF5T3jrRotlo6eUXgkDEGlkvIhrJ+dVt4l0CniX/3LShL6qMD0t/5HvblmSJZy0KPUftYGF1S\nvX0P4yz1vcOoL6hwmy1mqdhckySKI242NeLJC9gZaPSwWIrnPoz+9LKmPj7Q6a59rBPPdz8luXiu\nhRswIcebrgKNzAq2Ocl8TkgzQqshFnxVSbNR13rtOw2Mz6hrT1LMCFHoRa8VM2eioDARgtb32xpL\nlQWh2dRmu1hHu2WhRbnTwndbmHwLFtESV2vc9z7DlSVhHT3yZY2vS4kcjaVutlXcddtKZUxSFS2r\njV7Diwn2g4+VPbBYwqCv8JoY8BMaTSxLQqROmm0ODW5b5aGudQKdLbGpIzQbJN/+CH98oBPp3UOo\na+pOmzS6XrgaqxNWVvLf9zrU94/wzQwbR2feWszJOcl3vh+FlBJ6hryQ7iW+h2y3hHYL7yTW9Ec7\neh9PLzDT1esQLmr89QQOdvGdJtYmhHsN/GKtaOksw65W4hUEg29mGqVUCjdi0I2pkVudsI1cRaYo\n9DlbLuMIAFlEXUrY3cG01urW9QfYT54r78B7fK+Hu5wQao0T7MWY+u6hXq+rie55IMyW6lBcz4Ag\nGNXUYsdTWCzwbx0TUkf2H35bheXLM4VaNVLqnuypxui0H2p1M320OYeixDRjURTdDaZW18Es1xpJ\ntZqKlXYJdb+Lqyrs9RazXFPv74jEuMlfiyzfXP/d15uC4KfkuqXG3ahwR9rsmK9u2fchlNiPn4qn\nnqWwyrFFrpl/r4NfrUhOLrFlAd5QuwTmG/zhDsbXEk5VtdrW7aYqdjSft9cTCIaQbgjbEnbU4lfL\n30u9fINGBhgNhG9NE0KSam7bVHSydxbfbuI+falCIyitLHl6KuV5WRPS+DvVHjeean5eeYnZfClG\nOeB+9xOJxQY9TFXrvze5bJjNRnQR5HByiR2uZcm7vFabs5FqYZou1Brtdqh+7rG87FHMmfzO9+ST\nv5mtDnqvCwJrJHTLC526Wk3pM04v8TtD3OVYc+WqFjipqISQ7bY0Rz27UsTr1STCdqw28IMd/GqD\nO71QMbXZvD6Fafd+zVCoSpLTTUQ+l1FAp5N76MqGWQ861I8fkf2Hb2C3K83aW03q/RF2uiRZrAWE\nGg1UJOyPCHmBmyoq221z+PAptnWihTpLIQSqoz2NKZZrWOfUIWDPrnBXE0Izw81Xyh0YDeRBn2+w\nRjPz+u27WsxnCaYdQ6f2RpBlsuY5q9HFywvqVgv3nz+AZhPyreyFlb+11dJtxdhmI8BOp0X94A7m\n/JqAMM6mqjW+utkkglL4wv4O4fxCboTVWt0WH3Qft5tUX/453Dc+ILRbuMsxyemFfPQhUI962E1B\ndbiDf3iX5PkrmCwISaq4YROod4cS9XkI945VNM9X2rStxaUpda+LbTduOxlstphWA1/VKvCqShti\nt6NNPrqSQnQZmNi5oK41fuq0VBjMVjoxm1gM7HTxzoLd0djj1Zle+8RhZ1vqnQFmMsRcj7F1pZyu\npcifodfFjKe6AYuc5MlLaVlSRU3bucZCTBbUixXJqZwbZrYQbyNNYwgU0g1cT0Q4Pdil3hniPnl6\nq+UwWQNPwG7L2zGI8QG/M6DeHWjklckplX7/mTgkcWxg1xuJnm+6Om+u39f1piD4abmcU+74D7oO\nWk2dsrdb8eWzBLtaaebbaBDaDequvPM3HmW/zCEvcNs1LvL3qWv8qK/5pzXYbYEfT3BoU2W2xG1z\nCQo7TUiQwruu8PeOpXTe5LIDTWZSZbdamIf38Ht9/F6t02KWyp7XEQMdZ6RIjn5q32porpmlt7Go\nJlSEymgmWtWaE9YZWLCzOaGsMHZJuBxjigqbJpplVzV0OzrVXY6xkxnM+6/bklkqQE+zSbBIDOUc\ndrHCg17j5Qr3nU9wZ5dqY1qj08zdQ8wm18+Jz9W3GxorOAt1wC2W+E6L0GlSl4F0NlcrfL0mjIbY\n0wsVIwbZIJ++Usv8eE8/u5ESGpnira2JMBrZyUKm/AidiFONBQwS3xUV5R95gLu4xszXGllUHvOd\nj9S+t1Yjl1EfYyxms9LPqD1VjN69mdWSZXqNZnOJ/eZGIrNh9zZMyq4FrPGjAfbDT0mfn2LnK7wx\nmEZK6HQUMz1fKNAodiLC5QT/3iPhsJcbnfxvID/zRUzBS6HZwD47eR3sU1X4vZHu1flKY5a9IdU7\n93FX0xiXneI+e6HXKKC0P2up7xwoXGo6kwW119YJdqp0QpO/HuuYqpbnvyEuBvFEa/KS+s4hZjwn\nWCh//j3qz70F1lK8fQ8uxyT/+bukJ+fKOagqqvtH+MN97NmVOg6TqcYPhYW0o8dvHyi2dzLFxvfJ\nVqW0EfeO5ZZZrDB7oxgvXuufdSwWm5lGhXUNyzVhtVYHxSUan/Q6oh/mlZw2eSEo1Uq22jBbYJzD\ntzOcH6jgSBS3Ta9DaGw0vilKiWdjbDVpElkd4hTYPBc7o9/TGhXEUfHtJrRb+Famjt5mC5XHr9Yq\nMiMgi7LGN6MNtdZ4MySO0G4QOg0VjbOViu280BrRbeMP9mA8UQdhb/RGR/BjXm8Kgp+267+ei3Xb\nQuaOZ2ozL7aat9Ue38jwn3soFrwBf7gnRfvZhRaR1OKWG+qqJoQQPdtbQl1ht6W0BNOFYCN1La/z\nZivSW1kSNhXeGczltSxBN6TcNImJbQs42iGkmVTRbQmXKEstyInT/M8YgrGYolLoUZYoPKaqoTAi\n49UxT6HfkY97sZYewhgt5lVMdWsNsNZSD3r43SHu6UtcXsp2uS0E9YmZCwEjBsD+KM6oY/clXsmz\nU20q1uo0bhDaOARtxPHrQ6cjpbYx2hAurrHTGcFY6vuH2HYz2tYsIWvI/50Lt2ovxxA8PvrRfUQX\nm7pWIbfN44nIqV2cJNTNDFeWkSeAipROh1B5/L19ZSXs7eAmC8J6I+bE9Uwz6kH7VsMQ6grfkd/f\n1IHkw0/VIRj1I2FRi7SZKIbWlLXe96IgNJoKeTq/UmFxci7iXaFUO7vJqZsNvbbbnLBsAuIghFLp\nhiambNZv371FA7vzcRSo5ZjFiurRPQUiefEOgrHYLFP+gHPUzYx60CH97ITgPa6oqPstbSTdNkzF\n6giPH2LLivrBkdwQw4Fm2C9ecZsB0W7BZC6XjnP4oz2SD58ImlOLWeB7XXVSshQ/6OMf3YsAoBp3\ncgbPXpE8P9V9sslxmy3hP30AD+6IoJk6/P4uZjrTiXm9xuKp7hxoozdWr0WltEeRCpGlMVWOSHAu\n4su9OAOzFaBuWshzTKWH8Ts9MKkq4MxKUBu7CKbRwLfbuHPpMUK3rS6KD7pnp0vd5xfXJJ88FURs\n2KX6/DskJ+eELNPXV7VCjtYzIFXBvckp/9j7pN/++NYOSZpqdDXsE65ncTTlYbvBjKeiYbZbAqTl\nuUYsaSp7585ABchsiXWXhKrCXk2j3iBQOSeh9MGODhxvtAM/9vWmIPgZuUKakH74qaA2IVAdHej0\n2uu89uR6T312IRV7q5YgyXudCltNmMyEC15Ede98qUW3JfRqqGtCvtVG1MxgW2C//0JipBD56mlK\n6Epk6AcD6s89xM5XVH2J/uxsLjHYaqMEv7IiAK6RiYnuPb7RiKfJm9jiBCzU+yOqLzzCjefYkwu1\nX8vqtmsSrNXvXNeQtmFngDk5l0CxNlBX+PlSmfNlCZucKssIoz7pR8LJ+l4H9/FTdUy8Vzt6vdGJ\nJXFyQ1SaUbNcU985JMTcAXNxjfvwUwGYkkTCscWKandH7VWvx6DVJDQar7sp7ZZ0FNG6RuKoB321\nzjfKgCcTWa7eHxEeHBE+fakuSOKoGyOhkbttwt6O9CHWCgA0XQiw4ywh1ITEUN8/FnJ4Osd9+0O1\nyYPuD5tohBKcpe52FANcVYqodkAZqNstTFnhZkup6IsKk93M8pUAGNpN/P1jwr0jeeIf3oHvfj/G\n6yIR4sm5mApv38d98DHu5TnmYiyyXSOFVkvFRlVgz64xZUmwibgFvbYQyUlCcnKFSZ3cFF6oXJM4\nIY9jsRR3VdH9YgiQhJ8NQrtJ6AVM1N4YAyEWQGY8xd870njBBPL/7X+RZfP+4WtO/mKJe/JSTAEv\nK2AoSoy1UHhFJzeuNZY51ufSJAIlhdFQr7FzCo1qNZXSadDnaTYnLDQGEAwo6Pus1VhlW6uIXS4g\nr+WqSM1rsV3Y6rN9PhGuvCjUobEW027id4bYTkfwsc0G7wPmYoI/2iW0WrgnLzANCRbtdKni7mbs\nEkOy6i+8A9/6noq9dgt/uIc/2qdoNQXDevqS5GKs5+FFrQxpgr26xOWCToV1TlhtsJEkaopSNuVm\nA58k2CRRUFEjwz55GemdNRAInZbcWG8KgT/w9aYg+Bm5TF2LthbVxm69oe62lQQHchtMZljr8Ee7\nMJP2oB70tAidnGtmebyvgJbtVrPJRkZIM6rNmmQTF/PJRLPHfleLqJffX7P0Wov8sEf11l3M2RX2\nsxcS+mRqazLqywI1iUlnpXC24WAHv7cji2EjlSDPAIlOHqHdwXS68OpKs9VRH3N6pQUliza6xUrj\nhv0R5uyKkKTQ7+CXa4UIDfvCrq422FWO2zzHPz/FNBwhS0nmS3xZY7MEv9OnuntEutkqHKfbAcTe\nD1WF39tRMWAM7tPnEs2NlZAX+t2oiTKwO8DPYtSuSzDXM0KitDbaMVBoK6AOeQ7NjOTTZwotOr3E\nd7uQRLJeqwlEAeP1FH+0RxgNJTyra8UUF2WM6w2YMlfGRCODxMhPf+cQu81loywKcevRWxviv0SY\nq3FVqTZ8XRPyEjodhUZFoJS94UE4QyCoxZ2l+OMDpRg2YwRzqylthg8kv/1dvec3pLuLa9zTqE8w\nyE3R70EjxZyei6efFyr0rMesglrivY4wv41MQseyUkEVIv0Og6/kEDGXV1CU1A+PCEf7mPNLjdDa\nGcnlWA6RPFo0jdV78upcY5NeW7TFSp2ysL/7Q9wHdyGLrdnmgg4N+4RauQQBMP2eNLIB6vVGGpna\nY/MK8+qCut1kdX3FxeqcY9enlSSwWasz471gR4s1HO5q/GEUj0wtBDmLJSbNIJQq9ssSiigubLWk\np9kUGMqowfAwqZSG2O9I7zCfY2ZLXIgbbJriHxyTfPSZ4onnS8hzkmaD+mBP78X9o4hYb2PeuqcY\namc11ksTwv4O5vQSty1ed5MaGX7YJWy9hK/OycVDkDskja3+vJBuoKrgaDfGMqN7a9TXPZsiNoST\nGJnkTarhH/R6UxD8rFxpqsXrJj0wS2/nfQBhs8VM51Lod7tqlzuLHfQwL88JByPNwC/GmE4bky4I\nTo/j0oSwtVrcQtAGPV8piOYmWKkuCd4QWk2qh3fxj+7jJgvsySnu5FxOhtrDciUewGqtxT9JtcAl\niU5WnRb159+W+n6+lNXKyW1gNhvsyZlEU8bgqwrjDCZEN0Iro9oZkJQVbipxV73b1+acWNgZUu8M\nSL/1IcxXhKTQjHq1gcpALuW4PbsUznVbUH7pXaqvfBGcIfneZ7jLsVq/m5za2duNwc6Wev77A8J8\nrtNelqoL45xw1BHwo/hcj3cOv98khLg4Drokry7wz17hzq40H3VOKvAkER8+LzCLJb7VEhNifxd7\neomtKvy2eA2XiQz60OsT8vGt/sEuN4RnL6HZlLaiugnIiXpFY/Fpou8d9DSaSVO5L0zMi2g2IORq\nWVeFfl5Vqys0GuAfPaD+4jvY6xlmu8VOkaXxfKxOUq+N+95n8rW7RPHIXlbI28qkLCGkgigZ+1ow\nGGrIYxx1raRB3+/iy0qCsm6HcOeIsFgR0lQWyetrQqeNyVJsXlA7S/XFdyEvSL/xASFdRlhT0OMn\n8dVoNvDtJuZqos19Z0jy2UvqOogZAeI92EhV3OaEVoN6fwR7A90nqzXeGnUifEX14A52sZKDotDv\nPT074d+nE6bdhFHl+D/cHTrLQgXBdgPtjgrisiR86V19bjYbgYJWa3WK8pX4F9tSwVWDFoaOMMbb\nLWYuABCNTPbeO/tKhOx1qHeGhPlS1uZIETRXY9xyQ9huSZ6fCnyUZfDijHC0S/X4Ler33tKNs1pj\nL6e3iYoCHpnbvwtJoqLCWmkT2i2BmNIEtrFDgDDJRNSztQbfSBVQttlKzzGeEgZ9ij/+RblITs6x\npRxL7tPn1J97eCsufHP9eNebLIOflStL40KxJaQJ5fvvaOZ4g7AtS1gosIjpQsIgKyW/XW+0CPc7\nCmgJaGGuBJLxicNOZrj5EuOjujmRchnQ4/uAzxJ1DbaFFlLvhVidzjUvraSM93vD23AjbVQNtbuH\nfep338JUFW65eY03rWvCsKvN0TmFFs0F4AntDrYq5WnvdNQ6vrEsZgmh26P6o5+/TU4kTQndjtC5\n8dSpokbRteZmAQtqzbrJXKedo315qRuZTtkgEdiwhxnPsM9faRPrdHTK7rSk8k8SdTOO9tT+j24B\ne6HER1PVojo2G1pEY/qerWoVEHmpE19ZyZNunfzlvTY2L7GTGebiGrNYkZxdYTcCRuGisr7bkjuk\n3QRLPFml0i4UlcY9pfIsAlA9PMbf2cdXtbQneY5ZbeQkiM+hvn+sL3ZGljaEriVNCIMuYW+EcTpl\n37g87OnlrS3OPj9VEmAwEgtazc1Zb7DrrUA+FiUNphHK48OtfsMYo0wMou5luYbdobztnXbUr6yl\ng5kvpWtwVkIzJ30FweM++Bj76kJpe2UVuxa1cpIGXcLBrhC6GAnVmg25RrrtWwooQPLBx7jxlGAN\n9aP7hDsH0FNXJLQb+KaoodXPvaPRiTHYizEh5o58149ZhYptK6WuawbLgp3+jiBTq41GG1HoGbJU\n6N6ywLy6xBoRCsNipQItsZCkyn0wDsocTBKDwORgoNuWDsFZ6X12hzHwaQbrjciB4xl2PMVdxBCr\nWq+/KfU4ZrrA7w5Inr7CPD3BnZypQ5YlmNlC4UVFSfK9J9jrsUYA1lF3W0o8vRjr+cT0S99pRWZF\nFJ0mjuCcOge1j0TDQgFrF2PBw4whPDiGNBF4rNl8Iyb877jehBv9iOtnqiAAwu6Q+p0H1I8fCp+7\nWkt0B8LmLpaYWUwCTKIXuFQyGKkU977REH6314mnPgkE7XylGbGPDIRWI3IC6tsTvM1EqQvNhsAl\nzYhUXq5urYD+/h3MsE896ss338hkw3vvEfXdfS3KtY9c+gJXVRKZ1YGwOxDqN6A8AmN02o7RuiEm\nwxHU2QiNDP/wjk6qcVZpVmt1T3J5te1i/Rrj2mzqlOIkyjQ90fkMCHYy6mOnc+xkqYWq2cB95/vY\n8ytCu6nNLE3xx7saw8RWt50tCH3hjc1mizm/VnEx6OnkX5XqvBipMuuDHS2uswXGWfyDOyqAilJO\nimiBDN22Fvraq6ipYwBSs6EFMksIJiGs13p8H/S6Zqk22tQpKbJSTHN9/xj/3kPcR09JrqfYbY6N\nAjeNbqxIfncO8A/u3LoWQrdDKDWbNo2G5tSR8kddS2+yXEsott5iL8cKN8rU1cIHCfW6Hb3W/a6e\nb+2Fyk2c5ujOSjjqjDaoEMA6FYQEjTPqmvpwVyLV66k2kgiQCnlB6Pepf+4d0v/0gcZGk5lw1RGS\nFLoaK/k7R9JDWH1+9LNiaM7Brlr+p5e4j59KK5I4VDgMFfx1fqW3s9eB4wP82/f0foMec5tTLZc8\nrZ/zWXbGqR2TmA4Oy33XY2dZ6nmtC7AOOgrRwsf8gk0hjQloE680tjN5gQmyZUrTIU6JKStsHbB1\njZkuVAhWHraFih3vcaeXJJfj26hxeznBBJSVYojUz6hzWK0xn72ExJA8OcFeTXB5gZkuMWWJe/IK\n+/Qlrsgx2wofUwuTyQx3PdeoyloVk52Wwq/6Pep3H4oy2m4Jqx6ATa4ixSPtQ9ThmG0hHU7lJTg+\n2tOB4c3137zehBv9//QK+zvKGQBZ6mLqmVmtJOoJa0Lp8Uc71M0GYbcv3sGTE22Iwy7BI+Lg1VRz\naO9v1d6mLCT0ajbxw1SFRqupmffBDnW3LT+xs5jVSir7O4ey1DWbVF8aaPHJUp0arrQYhaupLGEG\nibOSJCrtG2KnPz9V96MFIc8FO2m3VIikVnPtXhffaeGP93Hff/r6RbERa7u/I9Ek2ihNWeOdbFpm\nk2PLkno0UJFxM78e9ql+4Qsk3/4IQsB99lKpg4m7RRmTJPi372I/fYEpS1nwum3ctz/Ef+4hrEQb\ntNsN5tkr/O4Ijveoux11PFpNwv6IYm+H5FsfSTzVbmGuxtg6iABpnfzkjZS63RYettlQSzlV2psf\nSNiZPD/VaCdubCF4zHpDKGv8sI1dlZR3DqgfPxSGtyil76j8D4dt2UTJhO2W8ugfHGFfnivFMUuw\n2+g+aWSC2zSkiLev5Nuv7x1gTs5wF9fSgK5lOyNLqEc9qfgHPREfF0sJAhsK9vHWYVsNtYerCm8T\nQtvhokUwxAIRoD7YpX7/Xeynz+DpyetxiPdYDHUzhVri5j8AACAASURBVPlChWoV5+jB33IN/PEB\n/v4x1dt3cefXKiTbBYxnKhYOd/HDnuBckW5pYpgTEEWhCWE0+IHAL39bWOhJevyDQ55UHzP1NUfp\nMbPVNbaY827jMW9lR4TtNSaKFoMPhHZbJ3sra6wdTxV0Zro6fSfpbTcmNFuYopC+pR0DndpNfJ5j\n2x0dFPISc3WNDSP89VjwqKM96vlS+qGiUiEYI8ODke3WNBvqbNVeOpXvrNT9a2TCl+c3WG9DMtaa\nYeoaN13q+60FE0eN20KjPAMmeDwBczVVp7LTAh/w8/lryBoopClJlNkRvLIqQlDH4was9ub6sa+f\nuIKgKAp+/dd/nX/9r/81i8WCR48e8df+2l/jl37pl37k93zta1/jX/yLf8GrV684Pj7mL/yFv8Bf\n/It/8Q/vSf+kXlmqogBiK7BQ4lykmvlWU5vz0QFm0MX3+9irmdq6L890cujp1ObvHWI/faHvDUFR\nyC7mrW82hN0dzVWzDN9r6/TYaatF2WwQtl1x2be5cKr9rtrhh3p+5uJadqhNLlrfeI7Pc5K4aBOt\nViHpyXuN/Ndm2KO+d0S9t0tydokttShVd9qEB3ci1jTHXk4IRSGL1c5Ar8VWCGPfahBSebJtXmoR\ndxb77JWyHzpNkvWW+hc+rwCmRqY44Y0iYc22iKeYkmANyYtXt4mOvq8TuZvOMSfnEnCNZ9htjjcG\nZwzl8Z5O6V1ttmxyWG+p7x9hx1Ps2WXcVJXmhjXUD451+ixrqkaKOx8TOm184vBv3yU8uEPyH7+p\njoGxgFwIYAmJw6zWuIW5LZDCeqMMhOupCipewzGDRQ4FjNj3mdqy/v4R3D+iLkqSDz4Sm36rrlto\nSK9gahNfoxLz7ESugRjSU9/dFUxqucIs1/jZUkLReeTSu4RwI1LLMqi2OqU7S/XFx5inZ5qldzv4\nXhs/7FE9fqj7fjRQpPd8pXs1SfC7Q0wzRnVfTzF5LgeEUSFArZO+3xno3t2+0n3XahIOU6p3H2Iv\nJ7hnr7Dn1/h+jC5ersXnaDZlm/32RzpNOyuiXnRE3FyBQL56Rdn02Ks17crzxzsHDNMOBzuPYLHB\nNJv4/RZsBsIv97uKvm5F8qdxEvZ22/hCscR2vYKlAso0IopiuzTRez4cwGQmwWECJFlMG1xp9LTJ\nNeaaLXQ/tpuw2qowj+uJb7ew05k+e7WSB0OIbIzArXbAlJUi3euI/TbxfgoxxMk4gvWvC/LNlnD/\nCFMU6lJeTjHOUD16iAWqq8lrSFKrrc9vXmCbtYKYfrDgenP92NdPXEHw9/7e3+M73/kOX/va17hz\n5w7/6l/9K/7hP/yHfPnLX6Z9QzT7ges3fuM3+PVf/3X+yT/5J3z5y1/m29/+Nn/lr/wVBoMBf+7P\n/bn/Cb/BT+h19xD/6lLtzWFPwSRZdht0E4xRG7CotAnNFoSrGewNCHGjY7OROj3OuikrtX7TFDYb\n6uN9uH/0Q627kKaxKGjih4aagO12oqBoizm9wDSbmOUGez2TOK+qsD5Q3diupgvYH2mh2hsRRgPM\nizN5043FbAqlGJZewBJjSL73KVWng3vxSgvVfE4ymet5X46V4LjeiuWfuMjkP9RctihEF6wq7KxQ\n4NNygylyiv/zf6d+dA8zX0on0W6KFrlcE0Y9bTjn17A7IjQynYjjBhgwmE2ursqgiylr6v0h7vxK\nv5P3hNNL3HQOaO4fgrQKptkkTGfQblHv7eDffSgv9myivPqdAX6nLyLg8zPCcq359bCLG88xq42K\nhc+/Dd0O7r/8LuZ6Hi1+jZgjUWFDjEL+AV1B3e/KsXK8Bw/uKQvgFOGMAbKU+tEDvee5gE12qZNj\n6GSQZrjrqVwNAaF+00TcgOspNi8IzmETJ6vZbsRwx3GE3+1jv7cl+LUEjM0ObrGh+NLnYovcK3XS\nGCzgZwu19dOGeBZ1IDQcftQjtJrYp690op8tCHVNvTuEw73XwB8D9pNnKmCHPXXVJjPsZw4TQ4tC\np4V7eUbYHVI9vg9ZRv3OPZJvfazxwlY8EAY9GMZRQVFilmuq7YwwX3F31uF0A95sydZtdhs7EpCa\noC6ctWL8f+6+CvPxXKf7KroLnMM3G7A3xFxMJM4d9fCNhsZJ+RZ7uY6R0hbyAt/pYPeGhPlKAVXt\nmIkx6GNnJ5jFWkmVSRt7NbktJriJuO40FSpVeY0WK8VAh6KERoNqfyeChzb4TludpizT53291UjI\nWTlPkHPmRkeQPDnBd1qYupSYuKxwFxdxTGkJO318s4ErKthaFQVVjSlydXzeXH/g6yeqILi4uOBf\n/st/yT//5/+cd955B4Bf+ZVf4Vd+5Vd+5Pd8/etf56tf/Sp/8k/+SQC+8pWv8NWvfpWvfe1rbwqC\nH7yShPqLj7GXE2p7KMIcRojbkZT49nKMefpSFL11rlbzqxzTVEY8iYnzZqcsg+1KJ5ksxSZONqh1\nLk1C4nU6CZ4wWWCMod4bqkMxW2hGXpRq9YU5YW+Iny90+rAJpipISw8xJS+sN/idoX6X2VInbi8C\nYgieMOwD/nYOb9IU++IV9uKa0GpJYBaMTkSb7S0KOCSG6nBXm9fhHmG6fD0iuNFfRPW0vZzCZouN\nDgA6bbXuA/H312ZKXmpzaTcJa1m7zGoNBGiJJ6D3xMHVFNNpE25a9S9PodMl7PT0PTcCxUFX5Ml3\n39JpOQRxGBIH/Q5cXkto+OIsRu1W0cWwq/fZe+UzbEWqNEWpEcG2gGpOslzh0+S1YG6xwnvpEWwa\nBYpnY3xe4+8fKT4bMOOpciaaTaqfVxIgzsHlmPTDJ+rKlBFs1WxI9GhrbTppJrGfD5i6lL++3SLs\nDmNic0146y71oId7firnQEMphXazFanwaI96V8jl5OlLzHyJ6bSUyNdrEdyh7IjrDf7t+4RBT8Ja\nQwzqqmBvEK1rKo7NPKZP7gxE9Tu7Utv69AKzKfCPmhpvrNaEg12NCLzXyIwAS4l3g3OEizE+SQh3\n9mXLMwa3KuF8RrbOeWd9QGhYWvWIOt8QcBp3tdVxCK2WRmbX2mTD2aU0K7024e6xum/NBiZ10oeU\npU7taYZdl9IMTGayAnc6Erj2unJs7A4JvbY207pS96WR4e8fYz/8VLodG6mBiZVQ0FjC0b7slsu1\ndCr9rjoj46kKuU475mS0CXkhl8U2F+Fy0KfaGZKMp6JNzpaYRGJe42pRV6O2BWuxi7XcInmO73Zw\nPqjwW29FWG028If7hG7rD2kh/dm+fqIKgm984xs453jx4gV/82/+TS4vL/nCF77A3/pbf4v333//\n93x9URR8+OGH/KW/9Jd+6M9//ud/nn/6T/8pm82GVuvNjXJ79bqa8wL1D/751sNkjfn2p5jTU2GJ\nrQR7kYmrOZ2N0atxNhpazRgVXKso2BYwncFmfdsitWdXMOgRUidrXLtJ2Gxhu5GIq90QHa6sYGcg\nqmFiCUWONeCNJWSOMOhpIbqxUrZbsqvV8sj7431YLPHTZQQvNXWC3hQS+xEibdC8zgUATBVIPnlO\n/fZdfO2lsG83MOut3BeryGMIohq6j57oMeLmyXypHISYcBi2hWbf1oJ1OtW0W1hfKyWupQ3Ng07l\ng6EYEi/P5aJIMynEF+vXGOHlSi3sdlunvZvnvlhpft3tiIng69jZ0EzcGEN950Ct31ZTLd80wV5P\nxWRoZriTC1ngNnIbhMorFGpnoJN1mmDXG+w6V5bGYoW9GlPtjTDTBe7lhcR+k7mSAptNQq9N/fY9\nylEfO54TrBHgZrYkLJaEOmbX748wFsyTl5qrD4Yxpjqq8veHmLwk/e7HWB+g39aGXBQ6uadRKZ8X\n2KuJNrYQxLHo97Sp38CDdobUj+4LCjRfwsm5UMgxxtteTgkHu4r6nczlpx/1YVsoRc8YmAvYZF6e\n44/3CHcOIwwpxFn9End+hbmeYeqK8t4dCWu3W7XPg07+ydkMt/DUxmCLGptbQieXELjbUm5AtOKx\nM1SxV5bw6pJ0MtOIY1sQ5nPMTo8w6okFcHYh10ceLaF1CdO5TuFlTQhWrId2S1yFvQHhzhH2aoJ9\n8gJ7PdU9fjWRMPdgJMFnXiiOetTHt5tUD++QvDzHr9Z6LZ2T3qKsMdO5uo29jl5fa6keP4gdI0t9\n50j/f6uDg68UamSLguASTGJ08i8ryAtlgzREOjR5gSkqamOiWNqokPexy/Pm+gNff6gFQVVVrNfr\nH/n3p6enAPybf/Nv+PrXv45zjl/7tV/jL//lv8y//bf/lsFg8ENfP51OZdP5r/58NBrhvWc6nb4p\nCP6/rtxj5mC/+wnJ6QRKcdxJnFqWJuYZFAVh2KWih7HRxrYtCYM25nyMWW2xm4KwWotb0G5G+5OP\nm1QpFHG/Jy5Amkk5X1WE5VKtZBOo+22S2VJq9uVSYiVrFBjTbeOPdrEvT7XobqU+Zr3RyOLxQ9yT\nlxLgrXV68xbs9Qw/GmhTPLtEE/XXlwkBVlvs5UQL8r1jisf3cc9e4T5+qpCefo9wuCPSXaeNe3qC\nuRy/RhtHUEy9MxLlcLWhPt7FrreY7z/FrETxs2kKyy3JRkE7oSip201srmKJ2KkJdU2oEzjaxTw/\nJYzn8OBI7dU0UTDSYiXm/+WY+nAPN13IWrha4asS/+ge/p37mCcnil/e5ti6VvDUeEbYRPfAjSjv\nBqQzXRLu7IHXyd7mhU7KmQRiYbXFH+/HTol83+7FmTIp+l3CpqeMgcM9/OEu7tPnog6+utTIZNTH\nnl1RLTbQyRQ/7Jzer3YMXdpuSV6cy4M+nqngLBO8q6KrodKGHYLa2ZEqKE9+iek0lY1xrUCe+q3j\nW9FZ/bmHGtmcXEIjwZ1caMOfLUjXW+kB5iJpUgnXbLYFGPB7I8Lbd3WSPt7HXE4w59cQatzTVwSX\nyIq6LTDNVKCuZkPjqarSKM6Ac01cu0ko4uZ7uCcConPKCAjRRTFfSJiXOux2q40Sj12XmPNr6uEQ\nM9yq2xRHPSEvMVcT3dxZQ3CfdlNdglZDSYmt5u3oz+/vqEN1OVGBM1sSlmvMciVAl3G3hWloNQgH\nu5RHkcNwcU32m/9Rrpl2E7rqhoV4r4XEiX0yimmel9eynOayQbPJNdbJGoRBB/Ktun1VtNliFPY0\nXejxsgQ7GuEHPXW8gHCwp2LqzfUHvv5QC4JvfOMbv+c0/4PXX/2rf5WyLPkbf+NvsL+vG+7v/J2/\nw5/4E3+Cf/fv/h1/9s/+2d/Xz7u13L25fvRVoA11voIaieqsFUQoiZbA/ZFsab2OTmPOEtYbLRab\nApulauttc23+tSxwIcv0OFWlluDRvk4H51cEa7ABwjrHtFsEi0RT61wLgg8w6FAf7klt3Gvj7x6A\nc5Rf+XnMv/8GSTHGYHDzJeHbH+PbLW1YuyMJjl6eYTzyfZ+c6yScZbISrrc/9DLYyQyz3uD7bUK3\ni9sbUn/lS9TvPVKMa2zz+3gytpOZOAGVVzxrWQJqjbr5kupoD//eI8L3n9BYbtXaX0u85/d21AYu\nKoUzBah/7hFmsZaHu9vC93vYaNezVaXZ+moLz15RP34gu1W7JQfC2SXJ81PNeFcxKMgY6of3NCr6\n3EPM9YTke59p4Sbg90YKckoSuU9qDzbRBp86gWJaTUyidEpblipYem0IgeS3vin1/3ylzstC7Ht7\nOcHH14ax7J720+eYdhM7XWjGv9qCCeoAHYwgmWA3OWE2h+USN19JaJg46r0dbXSgwK5eB//4YQz1\n8VLTj+eY8VSvxUxeeNIMk28Um9xsaFO5nhF2+uocHO1jJwud6GcLQqd9m2PhO23stowUxkrphrHQ\n8DeUwthpsi/PsHmOeToVjTNx2jRbTeVp9DrSxyzWrPstqvmC5sGIpjMSye7vqi3vHKHhJOrzHtrD\n1w6FRqJNutcVJ6SIyN5eF5vnhPEEH2O28cjHP52r01LkmG5XVtqdAabV1H0SguyIkznu/Fox05Un\nLFbY6UwWwsTivcNkViLhVkPugulcbh8UhR5Gfbi4xsyXyosY9TROW65VBJ+P1WEgQobyGIU9natL\n2Groc9fvEhojDB6TiwSK99iPn2BTJ1Rz4ghVLRdCmupe3v3hA+Gb68e//lALgl/8xV/ko48++pF/\n/xu/8RsADIev2z+9Xo/RaMT5+fnv+frhcEiSJEyn0x/688lkQpIkjEaj/0HP/Gf4aoApKrkErqaK\n6Q2JNqDUKmGs2ZCff7bQAn92GU/0BttpibPfb+NXG9jm+GaqIBwrS1Hdb2P2hgLwnF9LNZ81tPE0\nUsx8hV0sMGmGWawkYhr01TmYL+VvH8+kBD/cg4Md/ON7hKux7EtFhVtt4cPPNNdsNHSai8ErZr3B\n3RDdGhmh16XqtnHjmVrUELPta+xiI9XycgOAO79WAbHJlcQ27GO6berLMXY81WzU1zrlGaNTkg+Y\n2ZL0//kdzOmltA5lrc6KF6HNS3KNzzLqXgdblPjEkRSVXuOXZwRfQVs5FOEGy1pFsV+7BSfnAhxd\nTqhHA0FqigrfqDGtJu53vqckuGFfhVIjI7m41uz1Itold4eEi2vAaE7cbmAO9wj9TmzjCyEcWk3l\nPFxNsOfXmMmcdJsrjrbZoO60cLOVJkzbAjOekcwWYkAUBcyW+GZGmObauOoakoTkw8/09+scR9As\n3s7lQa8DZtDTSKSuBelpNTBXY3yvQ2i1YDZXsuNiKeztsI9vZBjAGLEd7ERtcz+ZErYb/F11WozX\nc1Cq5EZI76qlbkAm0SvW4PHYVgu67RgUZqiP9nDf/T72aqqCd7tVB6Ys8euM+qG6CMmnzzFVzWrQ\nYXmW49tNttdXDPf3SdPs1ooXFpF0GUW4JkKUCIHgg8R+x4cS1Z1dxgTTxms9iHWEdWQQbAvBmVJp\nfcJIvAv6XXwzxY7nel+HPZL//B3sy3PcqzPMthSUy4TXXAXxt9VROtxRx/AH4D9mW+j1uhmJ1BGv\nnaXYRqYORGLUIel3qQ93cadX6uakiTobVQX9DvXnH+Ef3oHZguTpibIhzq/FGnGOkEZgtjVUb9+T\nfmnQfQMj+h94/URpCD7/+c8D8MEHH/Cn/tSfAmCxWDAej7l3797v+fosy3j//ff51re+xZ/5M3/m\n9s9/+7d/my9+8Ys0Gj8awPDmildm8SOHsXuUoSRcXgl247xmk6mFVSEL3iZy0G1CKHJCP3ILKiF5\nQyPTbHe9wWSyh/m9kVTW3mNOL7Djueb+WULY5lpM8ArP8Ub8+sipD7XHRpGizTS/r53FXc/kV85/\nACyVWqwP+BB06itKaMkbbaPQz/g6+tUN7A1loSsK7HytDaCqMVWuNuZiif3dT8TYX2/V1j7awxQl\n/mgPf+9IfHkbXRaNVJqBYU+iynYT8+ocO1ERZaoaP+xRvvsQay328lojmdrjtjl4T3I50Qii2ZAI\nr/ISLU4WGOvwZYkf7GOicNBejiVgDIZktsB3WpBvdULe5mQvXhH29wjhOT6AjQTGEMDgoRbZ0hal\ncMXbEpsvhHC+eyjnQ1niu22q9x8LNfz9JzqpLTTmsdsC32mDUTFBGnUPNxhbZPkzBny7hb93iElS\nfc9qjTu91KZmIKy2CnhaLTGtprIRnJXbYmeIefYK+/yV2uppQvVH31OROl/ftparUU+QoUYmW2yW\nwWSBH3SixTLXxrVaicw3m8sZ0W3j93bwdw9xnzyDyRR6XT2+kcMmHO0TdgdQVIL+5JU6OAsVCXa1\nxnc7+GEPs97izq6U0leW+NWSrN0ibzep+m02VUlysKf7cbqAssYu5rAW/jjkuV7/9VbER2cxyxX+\ncJ+qmSmQqhVdQsMhZrHA+gqfpFBvodXS57LfUbJj4uDskmS+UoNjtqBuv4O9nESBb60RRQgq0Jzu\nFVNVGo0A5tUVYdQj/eD71PcO8feOFF/95ESaHu9jAb6F9VqfsySBXp/6zgH+4R2S//K7gkWhSZXd\n5IKmrbe4bkd6k0jIZLagHvbgYIj59ofIedPCv/c24cEdFeBvrv+h108UqXBvb49vfvOb/OZv/ia/\n9Eu/hHOOv/t3/y7T6ZRf/dVfJU1T/tk/+2f8/b//9/nzf/7PA9DpdPjH//gf8wu/8AscHh7yW7/1\nW/yDf/AP+Ot//a/z+PHj/+bP+1kjFf7YV9NBZuBoSDjehUFLG5o12NkK4xx2vVEWQhRu0WrKUpUm\nhLtH1Hf38Y8fEu4eCgNbRaW9MbKEJU6Mg6LCNBRW5HsdONiVpWq5UZiRc/heB39nH6zFxTx1rME3\nGySrtVgF08VtSExInE5v47nms6utTl7Gyrt8Q9tDM1rfaWOij5rEabwQ6WyhKAl1jcsrjRFuNrdo\nR6vee1uphQZsWWLDjUDRqC1axRZzv4O9uNbj1jXBOarjPcydA0Knid3qZ9rJTB7vXkcnorNLQWOu\nY/BTnuPWGiWYTY65uCb55BnuyYla1J2WBKBlJaztttTmMV9Jw+FrfZ2Nwr+Y9hesFTWxriFGFdlK\nEc8YZGl7+57e31ZLJ7csw17Lwmir+jUtMS9kNU0TwWLSJPrbl9JQ5LkKolaT8PiBEv9aDex0rg2v\nqm8ZABrzeUhSaGSU7711i3W2J+eYvMIkGmGYxVrFoo1P2iuO18YsB3YH+AfHKkBvTpExVjl58hJO\nL4V73hZ4Y6DXkZvjaE+PTcD3OhI0gp5HUar4Kyvc9UT31TaH1Ur3VFkQMALpNFON4JyjLrZ4Zwjt\nNuliSTYckJWV7uPNRqChqlLqpUdOgFFfr+FqdZsiyTbHRWyzmS2g3dDnDQiVPpfBWokq+x18kgjn\n/ekL0s+e486lr7GzJT7qVZJzaTvw4Rat7ZsNdaFSS/3uW3IhTWaAJfn0Oe7DJ+KGxLWBuaiJZrrA\nrtaYspZDoNPW+Mh7/KiPu5rIlQDq6uQlrih1D1QV7vSScLCj8eFqpaLofKLxWuLwuyOlaI7ejAl+\n3OunilT4j/7RP+LXfu3X+OpXv0pRFHzlK1/h61//+q04cDKZ8OzZs9uv/9N/+k8zn8/51V/9Vc7O\nzrhz5w5/+2//bX75l3/5f9av8NN3uWhdQ4E24VhqfnM9wT07lb1ttRFMJEvx7Sb+zqHaurtDLV43\nEcub2GaNqXjBRrX25bWAROuthITDnsRABoyz1Lt9bWbbQotcUeF3B9QBCbG8tAkBZDmyVvnnWaos\ngcVKf7eNQTnWad5ZVIQ6Ku+jGNKEgO+3MYsVbhKDiLwnlCXGGG3y6zW2lLo6WCMW/3xBlheY5Qbf\nbWHzknpvR77o4OUPt0YdltNLfCNTizlKGO06h6evqPeGOj07dwvwCc9e4a4m+ErjB2MMBrDjmf67\n28bM18qF6HYAiTWpJXq72eB9jJA26U0eQ6ENOcukRXAOEzxUQeONxQaSAKtoIySOHW4KwLMrEQK/\n8xHV/SO1hDOHXyHLG6LYmUp5Ab7Z0CaXpbJYbnKNf7IE021T3T2UxmQ6xz9+KBjOVvHMZClVkmAj\nTCv0Ogq/ajcxi6UKP6PiLCRCTfteS0VmUcoVYy1mscYtVvj1lrDO8Z97qNfRGKgrFR2zBck4ah3S\nRB2q5fpWH1A/PNZoJI8JhjsD0RNXG+q9IW6mU71GUB3pZ5zVnxUF1aMHuPFEYklf03hwjzwxWAON\nrEmr2ZYuZbXBpImKuqImVJUK6dSJxrdaCxyVpZA1MPlKKGjAZg3qRFHaXE+l7Df/b3tvHqvXVZ/7\nP2utvfc7j2e0j8fYiePEhvgmJDcJpU3ElES06kCl0FRVFFQRIEqQigAF0ULnMqQlTSlVhEoLLUGM\nvVCgtL00UH5FSchEnMGxHQ9nPuedx733Wuv3x7PPsZ3BzuXG53Dr9ZGsyD7Hzjrrfd+9vus7PA9l\nxzUMvPkliGEIbSxUf8jAKIpYZiv5UEemua/mJBGqpFdGGAOrBIzwV30QxHIDqpsoX/o+gkefomrl\neBXIZWBSPnsEtOHn2BiYKIQUnGYRUnICQWvI7gCqP0jsy8H+k0YbJrMytqxgMmmIpRq8pRp7kVKJ\nh0i7B9PunnjmOF4xhLWrV5xzjsXF9nov4Web6Xl4K7a+y3U6yW0YYy1wcgxiRUVuRaPdWojZRchm\ni4dK4MNMTQCZNORPEr97KWCVgs5lgfM2USkulaJIUZuObGKRjn2mmKPkbLMNawVsJU8tAcvRMOv7\nsKMVisj0BjQ7iXmTkJ0eb4yRph57Ur/X1RLXVC5AHTwCsdiAVYKH9Qqegs1loXNpmM0b4R0+xpID\nLG8quQwDCClgNo5DaM6ei04XQkjau5aKrHuDNWzZ7cEUc/QAUIrjWisd6FEE1WrDQvLQ1poz8mEE\nuVBnqSOTZsASrhgWWcSpALZaovhSZNiwqRRMKmBJN5+GWKZRkvAV0B/y/5fPwkgBlPIUJ+r1YMIQ\nXsxACgKIUwGEp6h5D1DVMtZ08quU2IiXTrFWvFBjZ32nB0Qh9yCXoffCQp0HWDYNk04h/PnXsKN+\nsQ51bBaoNeEdmU6mFQSMNbAjVYhcGtZTiK54FZBOUyEzDOH96HF4y3XYdBp60wSzT9kM5Ow8UG9B\nDCOKIFkDW6ZIT3zZXsr4ApCHj0HUWlDHZ6GOzPH7pASKOUR7LoD+HxfRCjnm2J6VCqrWZBZpvsbA\nr9Pj2Gw2C4yVIWotiKUGD80whs7noK+6BFhY5q0+jHnIVfIM3IbRifdNFPJQ7A1Yb/c92MlRYKwK\n0WgDsEC9CdHqsYbfaMObWwSaHchWG/FEFXbHFiBitglac4Kn1oDUFqLbgQ1jiDSDM6/OAFOPlGHK\nechBRAfPTjfRgE4aJpWAFgp20wSVFhNTKtWlL8bqBFIpD5tOrxpCec8c4cijpMaJGePoIsIYKOWo\n7pjNQi01IOoUQIOmCiZ8Dyaf4wRHLgU7WmVWTGuWXoyBkQqoFhGPV6H3XLDaCOp4+YyNFV7ya243\nHS+J8BRHkpRMBGUka4/FHO16taCzIcCgYEjf61ezoAAAIABJREFUc1suMfWuBIWIjsxwiiFKjFqM\npSpdIk4Eren1HsU8KJLGOTE7DzsxzvRhrZl4n0tEO7dCTE1SSXB6ngpow5BNikGAeM8OiLlleDOL\nrHtrDQhFL/kNozQiOj5HhT/Bm/tKTRNAorkgEL7uMiCThlpchvAoJyxWvAAg2HewXIdJZrn5IARk\nvQVjJUQ5z075C7cDR6iOZ5NbjSnmoA4e42RDKoDNFwAJKgwOadpjNo3CVMuQyw1qPWzeAAwGkHWO\nF+qLd/LWlZi8QAImNlQzrLL5USUHlQ1pCmVtoo2fyQBCckIkXaaQzmCYbILlrRVYHUeUnR5H/9od\nNkgOehAdj9mhKIbpdKiIGMUQngfR6kJ4HksrYQQbR7D5PJXrWh2oHz8BtbgMm/Y5228sHRKNRSyB\neMcW2LEKdRY8L3ExzCJ+49Uwh49TtCmdhp4a51y9r6DqTao89voce1WKNe1+HxYMCEy1DHV4Gizx\nZLk3QQC9cRx655bEkpiyw4jpSkgrZgAxjXoEBJCiTLGFAsYqkJHhqGuagYidX4KYmmAZZbHGQ7U/\ngOz3YUdHqXS5cYIBxnILYjLHbEKlyABIJFq/QlL1skxfDZEKYDs9jsimUpCRgT26gPiCzUzdC8n3\ny2KNMt4xja+gBERvkGRZJEQ4BKI0X+tO9yRtDkv/DN+DQDJdUMhBPXWIWSCTjKZqloYQsodFV4v0\n2vB8WBEDsLBas88l1rw8dHpAGCPaM87PbhwzIxZF7D8ol4BiDqLLpkpTKUEYymHbtA/U2/Q5UDTG\nkjMLLGU5XjFcQOB4abxE/azbAypl3pxTQaJFniQZE1tjCzBat6ABSZB4nT99CN5yE2JxmZrv6TTL\nDu0eVK/PW2asYTt9IIp4Y0gU8oTy2GnfbEP2+ryRA/D2PwuA9XW50pNgDbSXuDAGAQ/KbJopdoC3\nbsvaqEh+NpsKkiAm+ZGS/2rPQ3jlJbDnbeHURLnEzu6kZ0HEGlAKohdDpgLo5OGGfJbjh2EMk0sx\neKh3gEKOXfHpFKAN9KYJqMUazLYpBhn1FlOrgU+DpolRoNECZueh916A+MpLuCeJqYtsdWECBbXU\nhFiqQfT7oEI+3fZ0Iousnj2alB8ksyVKsnlPSZjzNjMzIERyIz7pNRSCY5I6OSSSJKLsc5YevZAz\n7dawlBSFUMMhVG9A5UljOHueuBbafJbeDoMB5IHD8BIpZQEAsYCuluHN0/QIngdvsQbxxLOwpRzs\nxBhglpmVUQqmXIDZseXEe7Tegpxfolx0JpPsaZ9lnUKOmRZ5kgNeIQc7VoHt9iB8H1ZImK0bYct5\nBq9RtNoxL47OQvT7EClq/iOMgU4HyGWZGctlYXZsZvABQbOsfB5I+TDlEqQxkAucRtGlAqcrcnn2\nfRizqhsgYWAHEezmkVNMkGw2Q6dPC+oHrIj5jI9AtFpsapQC0BHUIm/+FpYlo9ieECfyKN+MlA8R\nJgqNFhBCsfnvJKEuIAkYYemtUcglkz8ScuX9ETH7Z7PppHlXQZTyzL7lsxC1OsRiAyqKuAaLRCiL\nzp+yxYwfen06kp63BWasBHXgGGR3wF6KTh/o9GBySa9Ssw0xCCGjmGWeTg8i6zRmXmlcQOB4SWy1\nDCw3mOIu8kEGgGM+xqx2k1sBiLklwFoYQ+9ydLsQmTRkrcWmqyAFW1IwmRSQCmjwIwXrvL4HzFKE\nxoKqb1aKxJ415kFQzEMMQ6iFZT7gM2ymsukUdel7fXbrWwv1wE+o+Q5mFCCSJql8js2QseZ4VxSz\ns3rl5wUAKSClgKw3IX/wY5YJYKDTPuTAA/ykHIFkpK3bZ/d/MQfZ7VNQSXlsJrSAFclEwdQkoDXi\n86YozrRUZ2f1Yg2wFrpaRjxSgjCAeu441RijGPKHj7C5LxXAjJTZ2Z1OURRpOATSwapWgy3lYa3l\n6GWVY4kWgIVJasSCwVjKhxktAb0U+y86vRO3P8+DzaXpLR+Gyc9vaVtsBPsGpGQzoQSs9Hj4W5yQ\nIA4TZ7pOj/s/DNmvMBxCLdehji/yNTeGLofVIkwpTwvtdgdWSKjlBvQwhM1lIRfqnDbYNAnV6UFv\nn1oNjlS9AUSGKnn9PqwfUDCrnKeAUalAt84VpORrk2hV2OQ2bMc4UocggE1FUE88C7mwzIC33gJy\nOToh+gGzUfkMTLXIUoTnQV+2B/bpw5C9kIfYeVOwzz4HdPswxrK5NZui2uRgyAkb36N0r6I8MI7P\n0R/C81YluG0ywSIaHR6+JobtD5IsDUc4hbHQW9Ls1m+2qB0yOQJ0OpwuCaNE2huwizX+3OUS9OQI\nMO/Dm1085XOvSwVEr7uMpblaCzaXgSyVYKRHA7Bun5/hHpt3bT6TBEk+RKUIGyhOE4U2EVI66QPW\n6UE8+xwDIwhOSigJm83B5DNAVzCon1ti30M+S10IrdnLMhhwLFi0EO/e8Yo96xzEBQSOl0YIOh5W\nijDPHGYDWCoFu30T05D9AcVNkg5jADSEqRQ40tVYZre3pFWvDcFgot6kWU8UQXb70Lk0XeR6Xdh8\nnrd56cGMV3hgxxG16mcXeehIe+LQsYbNV50etfH7bdYvfR9iJdUbBGxwqxRhSwWIozNcr5Ickwsp\ngcxiOS1kg4efhM3nEE+NQbZp+iSSWX14nA+HlJxBn69BCAtTKlKoJxMAy3Xa0Q4jiCBgc1ulmLjk\nFaA3b4D/8H6uNZOB7A9pUJNJMR0+jCDCELLdA9KLMDu2UHFxtLI6vYFak81a1kKPlBHv3ALRHcAu\nLrPHoZBnGhkSVhhACfoTKI96/lIC7Q5r2L7HgMAaxJsmIGIKvtiRMryH90Men2czmrFJl33E1DMM\nzZGUpFJhTKElvh/479lsGqaQ5eU31MwstDs8CCAgrICeGoOcXoRJ+RCpNGy/D9HrQS43WK6yBvbA\nAHZyBHo4xkNzGAJLDf4s3X7iJ9CESHnQXp57MLfIDv5igTfekQpdD3WNEy6RpiBOGFOcx/dZfw8j\nelDEGrY/pEaDVMDmDdAbx9iE6/snMmW+D7PnApiQTadodSilXMglHgMx9IZRyHYXotGBhAGOzLC3\nJJcGigV2+nv0VEB/wMY8mSj19fp8H0sfImthy0VYqWDjEKJcZpZHKjYYjpQhhxHMgLoHdjDg1E8+\ni3jrRgb2+RxspQiv3YGVoIAXAHgKeufmVRXAFYlz9cSz8B97GiKV4rjugMqbUB4zZq0u7JaNiDZN\nwP/+g9RJ6LxQlVYA8BabQK3NjFw6xZ6G0Qrslo3QUQTv0aeYjQgjmP4AqtunLoYQvCwEPuzGMWZ0\nHK8oLiBwnBmlYHbv5CF48uxvrPlQDsMTGvvC8gYUhZxnrpZgmi2gnKOynefx8Gv3AV/SeEZJSCkg\nhIINE2OhfA5yGPKATdL+SAd8+CS+BLach944QS32THq1ixpCJOOFOcByFE2PjiC65jUQS3WoMIIw\nBrpchOr02KS3WKeHQPLzCsPaqmxk2PFsTNJQBf7/lUoa4SSET5lnK2n1K5NtwDBKHuh9CMXpBeX7\nMFungFwG8cXnQx2ZpnZ+HFN7QUpYKRMHQMlPqEfrZ0gJaA05s8CGw+l5yG4PFoLllwd9Np4Zw1tt\nIQutxile5HtUiLOg8mAiTCQHUeJVQa+GePM4u/DzaY5cLtDIieOIAlZrmDACKiVa8kYR+wS6fY6p\nxZqGOnEMK8AbdyEHCEWxqqQ+b32PpQxr+bMuNqgiuBhD1BsQqRT7KKIIRghIcHoDvQFEP2QjYaMN\n7/D0quOdgUwmWwTUc9MsXRkBW8hBb90ACMAGrE3Leovz/mMcFZXdHscelxtMzxvDckcuw7HLNEWd\nrB+wV6Nc4Geh22MAoARsPg+5XE8mHbp0J4RNDIioGSB7w8Tdj5MZNrYQPVphm21bTgSaUXSifKAU\nb9qelwRxSbo8mUQxtSZkPgt4DBRQb8Hks8yu9NioK1td2D5LPWZiFKZU4MGaz8GMjkA0WhBgL0B8\n9aUnPuODIUS7B33hduhtGxHc/wDU0TnujZAwlTydHjeMcMRzMKRYk/Iol9wfMhN30uNktTcFYHmg\nN6Cl9daNCP7jwdUJBVgFMYygcxl6WKQDiP4QplqG3ux6B84GLiBwvHxODgbaXdbnpaTDYYqdxUYl\nDWWDkLe6bh9mchx213Y2NQ1D2HqbNwytacsqFeBJNpdZwKYDmrAst2h0lAo4BjmgwI81GnqigvAX\nLofdugnB//4Rx5Iaib2xUmyMkgJ2JPGjT1zYvCcPwlZKzC4k5iqq0WIGYWAhokS4yFpgGEEu1WCl\ngvTY+GZ974RSm0gkZ5Xi3LwFb9tDqrfZpBZvPAUhJXQhDxSyFF4K2CSmjWHmJR0kdXKJaN9u2J88\nCwEBU8jQNMpamLEq1OwiU9ZhRB2GQi5xLKRJDAxgykXITh96PEOHwR732goJk0uz0XIwpJVtOQ/b\n7ABhBJ3PAJum2LwZa47dtdrAIKJpkTWsg0tAhiFMt0vvBwjEu3dAzs6z477egvUUS0lZfl16CjqV\nggxDoFphY9xwyMY/JBLB2sBWytS6iA1MPg3ZHTLDMEjc7TIpqKPTsMt1yOOzsPlM0iwneUsuFZlZ\n6PQZsAgAzRbEchYYG2FjXxgBpQJMSzDIrPVhR8sQyw3IpTrMGLXyRavNYGLzRqinD7M0BUA2uzDN\nNn0nkps5DDhVoBTQ7bP8lc+wN6U/BGChmm2IKOT3RjEnR0qcWDGpNGwm4BhiL/EsSAersssYRjSH\nyqSAUp7yvVKx1LN5A0zgM3AchIm9dgWy3uYI6FIdyGaoXdDuATMLUEdnEG/eQB+GTAoiotU2SgX4\n33+QJYN6C97+g2wUDgJEr97F94Hk+5wupEPE52+HvuQifia0psV0vUUVyCzLVKLTpSbDyf0KUjDA\nytGC2YQRzEQVstWmOFi3R+vkbBomxd6f4ZX/A5gaO/VZ5HjFcAGB46dCJFoAAIBAwbbaFJnJs5va\nDoe0Kk1q9DqMmA5vtAAT8wAdqVAQBhbao9Up67jMNohakw9PKXkwGYrX2FQatlyGjOgYZ0YrPMBa\nHcgVaVVN1TSbz/BmFcXwHt4PNbPA0S8LoD+AzmU5F93npAEF9jXXncy6y96AWRABahgEHiBO3HJF\n4CPeOArZ6LDjP9awUQRbKPAGnU5TaGm0wnUFSZliGMJ77GmoJw5CxiEFmUYqwMYJ2GIWVgN2agJR\nLgPZ6VPGeaEGO1pmRiaOIfoDlliKBdhk0kNNz7H00evBbN2EePd29iPU2pDLNZYStIExgBkfYWZl\nwDq/HfSpxRDGPEzDmB4QUZT0dWjOu9caEIMBTODBbtvE8T9jaFAUxYARQDiE7PYhkpu3yKRhMgFV\n8ZSAbguIFM2AkEoznT4MIYYUh/KmF2lKNTMH0R1CFPMQTx2G3r2DWQYpWXv3vcQZL1hV2VtpepSR\nZo/Bcg2mVoEol1ZLMjafpcVxKqDyYp+TJLLRhq6WYS7cDjtS5XtCCL4XBZh18v3ESjoC/OS9oiSY\n/9Yn0tsyaVVNZ6Bq07ARG1JtbGBskiXwfYgUpZKF5/H97/uw3R5/xsEQopBlMGkMdCFHHYR0ABvk\noEcrVHxstKCOTtPpc05zfVHMwLXdZcAtJPtWYg0pJNDvU2vDWqhGC2pmHmp2AXKpBn3BduojgLbn\ncm6R+xNpNp0OI06nDKPVnge53ICII5Y4opiqmVJC53MQw8aJ3ghPARke9LZU4PtesEdFb93IYNT3\nYApZqnRWi7D5HN8vLhg4a7iAwPHT4UkgSrrPpxfoyV5vQswtrj7EkGeNz6ZTPCStoYa5VGyOSvmc\nIGi02TDlKUilII7PU02v16fuwGiJvQI2aRKUEiuWzAAQX7wTMp9DMD3PB7BOavedPuRwnu6DsJBC\n0DTo+BxvPcUCvEbzhGJf8rBabZRMJSUKo1mflYIZgHaPh2p/yFt1OoCtVmB8Hwg8jjMW6PYHJaG3\nbOTDcmYBaHWR+vYPkrS0ZclgOAAMGxSRz9GaN58FjEEsBG9WwGrJAI02b6a+j7iU595mM9TkX6qz\ncVIKpqmjCPGle6iC+PB+iFodNp1CPFalat9CbTWbw6atENb3aGSUSgyrGm3eZgMPJkhRNTHWDPB8\nPqDVI0/BS8oLupSnaiVo8+wdm4NJB9ynlZpxPsPXqNGiiNGKW1+DQlErng+i2YYcUCPCWgNIn7fJ\nShF2cgw63YGVSSlrEHLOPp1mLX+5Du15sIU0UKAZjjw6A5n0P6DepKnOaIVZhE6XWQUpWbpq9SCf\nm4EIfOhCBqrbp9HW+CgnBWpNZmqGId36Rkt8XZVitqqYh2g0gUwGgGCPQxQzUBAhxEgB6uAMYLsc\nYay3YCtlIBxw4qbdY7DQ7ACl/ImZ+8CnV8JKYy8APVqG/9hTFJkchNCDCAgCmEIWKgyZfTEGViiO\nPvp0UBRSwYxXE3OvAdeuNdTs0mpQjXKREyeZNPS2Kahjs5QxFwKIY/gHn4Peez78h56Ad3yOdt0x\n1QlhDMtbAKd/ktfSeIo9ANkM0OlCHpuFPD7LfaoUYSZHYYMgKanVgHYHdmKE4liOs4YLCBw/FbZa\npo7AIKSZTDbNAy2R6UWsmbLPMBgwyTy2yNB61eYyMN0evN6ADVXHZyG1Znp9GAJhDKU5CmcbbZYS\njEm63gPYqXHoyVHWejs9mI1jMBMjSVYhUcLbOJ50zwN6yyRkh+ZL6A045m3YBS1MYjV7UjpTWsAm\no3N2xVsAHNkTSkHqGBYCXrODaLQKuVyHXKqzLqsEu/QjDV0uwuRz8I7OQM4vseyhNW/2SaCEmLP+\nYmg5MqcUb0FC8MGbOzFeZcarEIs1AALIpakFn6SW9a5tkIHPG6CxlKcdhLSEXm5QRS7wIZttav43\nuxBxxAN3wLQ0lEK8YzPi3edBzS0Bx+fZdFektDJCNqfZwGdJKJ/nZEe9wWCqN4DqD2FHq5D9Iczk\nKHTg05ComOdr32ozwCqmgEKWWaIwRH/YgPAj5GWKN2etIW1Sy1eSZZGUB+0HiVGVD33pbh6YUQzb\naiOuFil0BUA8fZijb/0Ith9yPLM34Do9j/PsCxQ5QjbLvzMYMhgEFTJlt89sUSEHvW2KKfyxKntn\n+gOg1WEQNV7hAScEMDkKUy2ylFMqQM3M85DUhhMPiYulmF8GwkR4p9GmpG8cQ2kDtHos3YgkDj58\nnAZTWzbwEAVWgwH/Bw9CPXmQ+10tARDwjIHesgFisQ4zMcYmzXaXAVyDypa2kIMp5Pk5GAxWTb5W\nxYkyacgki2ZGK7R6tgbxSAVBrQnAQsQGcqmB1D/9b8hwyHJhMpgCa2GVx0mN5NmwgpAKOhXAbJmE\nnF7gezSRn47P34p4zwXwH3+Gk0YAEEcwgcdmyVf4WeY4gQsIHD8dQgDVEjvPuz3W+3zFB0Emw9tJ\nOc8ubkOxnNXu/CQ1aLNpzvUbmqggEbWBMZCWc/OINGSry9RlOgWTTSPeMoXo0osBIeA98iRvNkIg\n3rEFkMd52EpJ5T5tk9EyH1iegXdkhtbMihkG0ekn2YcTWgQrzVrUJFAQUEC0ouBmmR0Bb0c2l2WQ\n0uszCNowTlW7WhPoh1Az8zDPHoHZvIF118UaRCYFGzPVbcoFqFlaMdtUCsbzmB2wliWAdAp6rMpG\nrkYLiCLezlPshheaXfzWE/AefZrGS74PtcxxRjs+wpTzwhKQz7G80upAj1XhdftAnIYFDXysADvt\naw14zx6lct5KUAXQMnh+CdLzYHsDIJOiH4UUFA/yfQB9eikMBswYKQE7NcEyTiEPowREqw11+Djg\nSZiRImSQRqezgOGgA7GhiGFviJEWFRxNpCFkMh46GMKU8hz18xWnOpaaEM0W5NFZBp5KwkyNs+lw\nfAR2uc56tI5ord1qMTuQy0CEgAh89nD0+0nwSjEfWM1DO1F/VAOOQGLzBtjFGmwhxwmPOGZfwnPT\niDNpjpd6ihMBQcDXIBVAWFBYahjCVkosUQ1CyvxaUEBIG4h8lhkZGAgN2EEI1e3zdcummWE4+WM4\nu0hba83buFxuwOSzHInt9KnmqSSkVJDWwoYRoGPIpS5Erwu9cxuzGqMjsIoZGQv2odhKidofhTxd\nG8OIPSu1BoMRm5z82nISxCQaHYINqtCG0xlBAKk10E0sxz0FIQW1HRJ/BhHrpGEXkNOLENs20xbZ\nV5DFRBo9TZ8Gx9nDBQSO/zuEgNmxGTh8HHZqIzvUjabgja+AvEf1sVoDdmoCOtbMKpRzQKUEbSy8\np58DPA9GKfq3BynIFXMkDFc7rK1ODHWKWUApyP0H4T3+DOVNhyE8wSYxvW0TJZAbLYjeEDafgcpn\noJYbFH8DTqSlpYCQHg/oRNxHCLALOgigIj7wkc1yFj7PQ1DV2YhoMhlKsc4sAO0O1NEZGCVZrujx\nViQWl5kqNww5rLF01xspw4yPwIonWTcu5mFzWcTnb4N34DCnNTJZoJBnfbnX523YGGA0saINPKDX\nh9fqIC4VILJp2O1TiCdHIJudE81X6fRqMGaLeZjtW2CbHU57GM1/MzlsZK3J2+yGMQCgL/2KL0U+\nyxl6StdALNUoG93tMTskJff7uWmgx3FQLSVvxtZAztehjs1zoiNxRIwv2Q0dLiOILWxrgKiSg1YB\npPTYADi7AKMEzOQYRKzZR7FtI8cNwxDiyAxEvcUxzVwGdrkGM7YDmI0YnBrL0cHAg6yUKR4VhRBW\n8udecXTKpGCHCjbPUTrZmYfoDJihyKY5IhiGzOAAzIT1EoElP4DoDYEj02z6K7L7Hu0us1aBzwC6\n1YENfOiNY5AiKYFpC5vyYEt5iHaXIldSwtaabGINaPTE6YRTD0TR6/Mg9TwgMDAA/T3KpSS6tSwv\naQMMQhpKJeqTiGPIR5+GSadg9uxkA2yRug1yqQY5vwSTz3Jqpj9kf8ZyneJBiQ4HVKJJoZNR0thw\nwifvs1F4wxisELDLAMAgwEjBoKlcgFqowaR8fu5jim+JwQDq6DT0BedB+j7dILWGGa2wf8Zx1viZ\ncjtca5zb4SuEELQ4lgIoZFdvosLzgVx61UoVpQIfiuNV1iUtu5RFpwO7YYxufBZUOQwCKsB1+xCx\nSWSBJcxYFWbDGGStAe+pg/COz1H1LqLBjbCW/vDNDoRQdPuL2XQn602quBmbiL7QJRFKMSApF6A3\njrGD21PAaAWiN0xuPWDX/3gFZtsUzEgZ0e4diF+1iw/lmAY4EIIZgqU6GwEHIWe8mx2ITCLolMlQ\nRKhS5JqjiCWJ4RDRnvPhPXsUYrgil8t/1394P1Q/5MFrbWLIRJMY2eqyPyMIOFaXzcBOjkIu1jgG\n1+oi2nM+D6i0j/ii8xM/BFDHvjdgBzosbC6fuE5S6XFlTFD0+5BHZyCkSvQdLMzYKNT8Mg8kJSGF\nhN66EWJ+mfKzktMKxvOBjeMQ/QHU04chaw3IQUjTqUhThGlmAWoYQzVbSC21ETSHzFrA8t/PZnlQ\nDkIeluU8hFJAuwu1WKeQVD/JtGSzQCoFCxrmoEsVTJEKuK+5DLUYYmYerNbUp2j1qKeQBKcilYIN\nQ4h0mj0QlTIzIamAEsMRdSJkj1kmMQxZJw+obGgDP3kf9Oh+2O2zTAMBxBE1PNJpelXAUregP6D4\nT68Pkcnwpp0OIFoUJjKFPD9rSaBni3maFDVp7hVfsA0YG03KInQJRSrFn73e5MEuxGp5TKhkdNFT\nsJk03+f9PrMmgQ+UipCHjjPoizRkt8f3kacgdExNAgvIdofmY1KsjhRKy+Zj2elQbGhsBLaYgw1S\nMOdvg904BpsohYr+kNMiIXU7kOiPCFhYqRDvvQB28wY3XfAK8P+U26Hj/1GkhJ0YpR6+7/FGHy0l\nlxQDm86c0gSFehPq4FGORvWGvK0nzYDwPVgpoMcr8Ftd1jVN8uCOY3gHjwG9Pm+yKw82YHWUULQ6\nfDgndUx4CnJ6ju6ASvIGk00B6TSzCEkjnS0WEL7hKiCbgf+vP4R/6BgQhau9ENAGotGB/p/jFFg5\nMgss1dn30B1Qr6Bc5MHkezyIwBqwkEBcyEMZQESUcIUQ1HoXkpMLXgDv0HHI5TpsqQhhLWSrA90f\ncF805/hltwOR44EOKWFzaVrm6pi39Fyah1Y6xZKLMQgeewqmWOCl7rlp6It20EdhrMKUd+JBLwZ9\n6KwPVWvBMwbG82DSAdRCjT0SS+wVEFFMG+qF2mqwZtM+VQ97IR0VrYKQg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"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": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: 0.1269925983379494 arcsec\n", "Dec correction: -0.09919436644878488 arcsec\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": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] += delta_ra.to(u.deg)\n", "catalogue[DEC_COL] += delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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jqnmYFCnVfJ5LxdaRMeZdKeU94vehycuE7pmBbglWSm+hkLwBMIyK0TxceQMg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K2LJYHMp0KqrJIEEgeCyPgOVYb+c05Ex6yv3QSksvuT/dZ+F6WU5J1p7ZrQ6ELRUXU5SL+zSvP7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\nSly6dMllbb+ysjJ8/fXXeP755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akDy36CZM1KmfjJpim9TBUTw4Apk32nHfIk2Lu12jVWnU336PVFMKop6RhgFpelitkOUc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m8HDjRQdORBxjajK8nHHt+scUWZzH8sxuXYTHJOmxdgUkfpO8idOs6QRl/DQRCz97rXsiR1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7hJoZswRuVeeN6j14s5Nc0YeA1Q2urrTxrlYaC6VESgbLSkVGie5zP8gp8nAEF2S6Uwgq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RFySlQilGbpBJgF6kRSCl1dqkhzGrVLYAXOlyV9cPlIFE7nyZs1qR+0des91BWSRQWG0xKB+6xW\nv7T6KyY95Y0j0veq+rYCMWuS4rrBZUjDRGxWGOsxfSCv3eeRkHeqfh8zqRdSfQ1hwFyVyE0DbxM5\nJZpSyJsVM5a6NNSbjEwGSFjJjG3CPWbwggt6IC5eCFUtvB4L3v+mxXRw0yV6KuIKegveWXb7km1t\nsa4njXAtBSYZXluHnwtShtAbHsMMznDqEt4bvC1oxPCL1S1fNyUxZ75dbfn10xOnEGhyzV72vO8U\nZvmLtUV+vHA5CMMRhEAuGraloRpGLiZyeWvIMTC4GbsvqfYTGw8hGSR5XExka5kFyrAQCcdZxXZF\n8XkTz/nz6TFFFcJVlW7sT0e1ryWr9sGkLe74Z99g7p8gZ9IvXuuj9GwpBYYYGNoBEzPb52KkA2zk\neL6nOI9cVol6bKk2P6cc9+S8xDhvrpHtRouSlMjbGnn7TkcGgoY1HU5KUVytNJxpGNR5YgQzaNy1\nuSx5FjmTfbEUFKMK9ooS+e5HzKX/JFjNtwZTVsS7DfOm4GI9U8qMtmOcO17YGrMy1JczxhvAYIaR\nNNfkstAQrW7Qz8TXr4jdqIVUUyH7tUKy/EvN/3g46IihXMBhUbNG5Kf3uFOnQsOHo+KPs0KHZKgV\nTFRX5EJ/nvjNSx3l/PgO8aUmULLYgK/3/3+9av+k15eC4E9llSXiCvJmA3aHnQ1zvSeORwBssWUc\nnhiLK+T2P1GffsAZR93cYost/el7MsJ6s6cTRxg+4PIR79dsBI7hiZRm1ilCmpjKK24Kz4fT91hx\nFGbLOb2j4BW1iewrgY3jbXjkH9rvGFJHJWse5w3XfsfHIfGuP+AoaGe4a0q+Xnl2peUyWRoniCRa\nHCeTydbw0nuuioK354QvwG0KqpMwpECzMsg0czkPlCtwt1u1LUle4mdnxfoWhc4nez39c+n0BGic\nJghOnSbjGaut0qs10g+kfiBtVohdQlriQmzzatuS+0d1BfS9UtRurnjGTadffI18uIcEabvS/PcM\nbn2D2e61UEhL6zovxUXbkruR+DSTNztEDDlVpMJgEbgVzBlYNbh1ybrLmJhpk7CaI9JnjGTKPjFO\noptlZdiXGXstSDSsh0j7dKR+/w4vmUd/x0PzcwJWuzCzsOkM0lm6BPOc+bN1xW2sSEkY8kwMiWIs\nsMbwUrY8BM2i//PVim/WHm/gyjsqW/BV05BT4s2DAm5Iat3v2wQPiZAckiGcE/kFlJKY7wNTMkyT\n0Aaj6Z5dyXneIXuDq2DdGHLKZEkk7zEx4eegHvlnR8k88QnxWxaLhRfVfVxaOJ+RU/f5xH9uFUBU\nFFAWpJv9cn/y7wXmTDFynCZsSkiCo2SqZgtPPzFnYeJMudsjXJi8J08nMLXy9weg/UiqCnj3A/mf\n3sP2l2rPO7UqZE1ZORaHM+n1S1XuO6fC03FSXcTjSX/WqgLvSH2PWQiNlCVS69emJeI5C1rMbDPp\n7hpbHJjmmfOc6Yo1tjSUdeSuSsiT5jXQdkjXI95A05CqqPZB5/SaffUCiWEpZBY3VFXqyCsnIGMe\nnsiFJ5c1jIogTkWBCQFxwOVCrhpEjOYmhKxCwZsbsvM8B1jlzYp8PENRfQ7xeuZIfFn/r9aXguBP\nZVmjHybzQsfjAjG2pFFvcZ47PoaROQXy7iumasXPxhXr+mdc7v+GfLVmTjPT+R1VtWe0Fouqo8UV\nlPFMFyaQTBBHP3xAmluqPFKlgTZGSC3bfcnN1Q2+bDjHnjfdD7yd3lOJJdnMYRooWXGYJwShcgYx\ngrdGQUUe/ocbTzcdCX3LHRbxJTElugjftSNXrmbK0FhBzEAlPfM409eGeFshEriZAz6J0gLLQi0N\n3n/eAERjjsV7DSKSSDboC/hwUa/1HMg3e+LNtXYZjmcYJ1U/h0gifwICyTDp15SFvoiDQo+S94gR\n8s+/Vo6BNaQQl3l10hNfjNo58P5T58IMys2P5WI/FA/tRBxSvzYPAAAgAElEQVQd8+RJRQ2NoVwZ\n5hPkbJnnhHsaSSPY04Qkw9XKksbEmIXaCdU4kp8i4kt+07Y07fdEMxPwlPHEZvrI6O8wCdbeMJ4m\n7sRzsZHSG8rSkb0QgXXwbDpD08OcM/9j9QqaLdebzH+43eNbAz1QQFxD6Aw5GwoH6XtwT8qsiC8N\nNkCMmSJmpBc4BNw2cS4Lyn6kGiMpJebgMXOiayxP2VCvBWsjtkAjtwuD3VSkWGCfOwWXTjUizyMh\nZ6Fc6yZyPC+JfcsIIAbtGOWFNFk46Dv9QBXus/136TLMKSkcy1vyHIje08SS4sUrlR50Fb3tkcKS\nJoN58efkycNlwHJAxJD+/q8J7/83JE0YvyO9/l9x0zJrH0blEsSoupT/+G91vHVuSTEgpzMyjxrV\nvV1DN5KrirTdIusGTmfyMKm+RiysG2QMxJsd+fYKubrGly+Q4yOd32DrHeTMNCZi32K6AfPDG7Xy\nrRq4PyK7Del6q7wG0K7DOJLaQa/PktEBaJdGRJ9hu6RDVp4cdRwm5548a4cp+0qTDU/Kici1R3JG\nuhbzdCQ/PJJ2G/Jf/hlxu9YiPCRkt4H3D+S7289/75f1B60vBcGfyioL8qsbuDcQO8JXL0hu+GQf\njHFkjpE4HEnhghsAv2H8v9h7lxhLs6ve87f23t/rvCMiI1+VZVfZbWNf0/SVsQTCjBADxABdZImZ\nJSMGjBghAZKFGIAsj0AewNw2Ex4SZoQ8Ym5ES7xug20u2FWVmZHxOnFe33Pv1YP1RaTdbovuiw11\nIbdUqsiIExHnfPGdvdb+r/+jvTKN/SEhs5LY72gl4PNjNPYkFQr19E1P29/gpUDcjLmfMx0KpDjC\nN9dsdU2eFdzPHO3hHdTlRFELDsLGl7v+QHAFsyyx6DMaiSieZR6ZZbAIwnsXGc+3lzTNJZUMbLWj\n6Y95MFni1dNqouhB9orf90yPG/JDYt8KMkmEFNHcUadEHjJLwZtPTSo1jBt/UUDcmJHLWJjRiCRB\nNltzfnOWq0BK5vmwmpsG3Ht0GIwr4MfT5zCYX7zKSwnjdDRvmXhzdssza0TULG8RMX+ALLvzc79b\nt8+zN2vemBTpeobS4VxC1g1yXOETDI2StsohCP4iQQecQFo63CYileNo4dBcAbsfXBTkuuYdqflA\n1eHbFqVlLlvyR6foyYFwcUPxvENbJQ6Re42S5jOGx+BWnoMzFchpJWyCgoNVL8zjhIU4wl6Q0e+H\nBpo9MErl/QW42i6DDxAOQhPn6O5Ad3AwLcmIuLOOybGjcRlaCHHv0ZhwWY+4grKOSNtwdVBmbxbg\nHR5vds+q1qB10Uie8JLk5hnJhY0hBzGOZM7a5ub9YATE0ZHPGslbbkd6STwECuc4XFzhYiJ6T7Ga\nwfGUfDNQtFtyJzg3pTt+xHzxgLB8hK7XyIuvW8hP4Ukv3sI3glZC6jf4p1+HN/4P5HpjDWg9ui7u\nG+LTM+R4ZYZFbz+1hraq0HptEtiiMCleHNDVklg3CJEU5rhuIPURjhekajI2oD1yfMoyO+Jm0+EO\ne+b7mrzryPo9fr3B7WqSNhYrvT8gw4DWtRFp2x491DbaaAZYTOB6i87sPeTWN8hubwZDIdj74GqN\nu9nYqKC3RloXC5hXRkpEUD9mI6jgtgfcdo8OCdd2pHYwtCRk6P3VXR6Ftt3L2PBX639qvWoI/gOt\ndHoMp2ZXLIBs33r5xXZH1h0YDmvSUJP518jVU8ctg3bkyYN6XPWAMkyo8jlNc424gkIKDt4MXSId\nRZ8os1M8UJQPEJkwxKfM3ZQhtTiXkQ8DmldUvqISx6bdUviSD03fS5l75llg23ua2OOc54OzCYs8\n0KWeiTvw3qnjayiTJGy7mquu5H2TOVkrOCBHmGeCaAbzASkTOhfUBxJCELFxQVXYJnO7h3e9JQZO\nS7Tp4PoGTREtc/N890tTJLQtLBYG1w6DbTaT0k6bfQ8427jOLixlbTEzghRYY5aFlwz3W7vkYozd\nbVsjWlXLcQ4dXzYFqkZQXG+hVZwTeDhFn2/JmlGpMASzdV1OoAfxSohqxi6DIauCoFNhEKGJDo0e\nHweKucm4WHiyKPzTh9/kg1/9R0Lb4h+esnqfh7//Ku6shyFD+hrVQFpOibKjbz2Qk61yNMHgHKsB\nzq/WfK15Rsob3rte8gPxAaQAlYfKo/2oYa8T+SGR4wilu0v3zhYZ2XwOV4k8QFEfTOsfocwim4Pn\nHoJD6KIwdIr3LSEIzSFSnHfovSl9lhjwFM7Zde9b2tgR2w0uzylmRyZHPNT2t1GB3pwsdbmwJi/L\nYDEdpYrppWHVrTufE+phoI49bPfM1EimQZV8UPTkHvL0HQQlm885WayI91+zYg1In3CakOsb/OUN\nrsvQZkETrsBDKqf49Zq7mUpm8cs6neC2O3Q+R+saf2igULRrLfVPsOJ7O8aqO9L9ezCZ4K6ujCTb\nD0bQ2+/Rm8Ka25MjShHupwF3dcPgHLOhxT+/QAorEc479GaHTEpYzHHXW9Lu6/DoHu5yjbu8RkTQ\n80vzedjbuE6KwmxJB4XzM3w3oPsa5wQtS1xZkqal2Q7PZqQ3Xsf/3VfN/VHVMgtuNiNREuP2xN7U\nB30PT8+MzDibjq6kr9a/Zr1qCP4DrzB5QGzGABCXMevXxLQntRvm3tGQ6PsOXZ5yVW25X5xSTB9y\n1dwQUkvKFza2y+bkhx1Hkw+SGIg4AkKiRYaBMptxFJ7QDBsmvqAMc5b5lC6fkLSjnL2Xfd4QfGBV\nnOB9TimOWTYnqZI5x37oue4aBu25ag9M9ADkODwPyylRhHkWeJKVuGuhFEfmYKhrwiJxNHXsikDj\nHdOkTMoSHc1QODQvL8qYbkhVIVWLsIAhmc7ZjSOG+mDQ62xmiWlx4C7MZjWHjbOierPF7faGGmTe\njFZuteGjzTR9bz/zUI8sd4yHkOz7dTk3+NnpSCg062M9zUAa2wCDx1VGeowxoLmzrAOnhLkwXApZ\nGJ3i5p6kETdx9CHn5sITC7G9Mnpz5ttbofuvxYS/jsrf/5cP8d7TOfeGHoaIf/sGd2htE4+KVhMk\n8/jcE0qIpaJzGPbmZ5Q7OA9nZPOEOsf5zZrX3IJlnKFnAxrAP/LE84i77Mg14XYO+hzNwa8OuNij\nswJpCriJuLMBnZr9dQEs8xzphKRC7IR0b7AYAzFJKzHhW4fkkAePmAsuvSgpDebmFxydSxTfOncu\nc1MhpNykh2V5d8pmfzCUyHm0bUfOSKB3jl3XEJxDVGk0cZJZsU+qZmH84NGIUriX1tS3t+B2j54c\n4//5bSQlZHUfvRkI0cHJCnntv6AvLkiTiZ2QY0SnBSxmxCLHpQF/tbUxge+RLhopUdWCfiYVDJH0\n2kP0aGH8laoiDREtC5NTVjnadkhZoocan+esSiEVgu97Msb475sd6tRIhHlu8Pz1Bml7XJnbuC14\nU2j0EVnvTBpYiqV2liUMA/6f30aDxzkr2ikmZLt72bwkI8nK9Q06nyGTEklKutkiXsxuWtXMIkNm\nSgxNpCJHUEMCX0kN/9XrXXcFu67jc5/7HH/6p3/Kdrvlfe97H7/8y7/Mj//4j3/X7/n85z/PH/7h\nH/L06VMePXrEz/3cz/GpT33q3+5Jv0uX8zlu+gCAtj+g2rIs5qR+IHnHfipk7hRmFXmxJIYTDkNL\nq8rb3Q0n2ZR5CNQukc/u0e4vaIYGJzpq0Jfk7TVJGxbViuXslNIFvMshqyh9ziqUzP0pTdZz0+8Z\ntKU7XFGEim7YUpT3EfFcN2v28cAu1vSSUfcRdKD0c2aTFUGEZRaYpZx4wDwVtSafBMJyglYFi65j\nERXSYJDjdJSW9ea1Tj+g3agySJjHemcFW8nR9c4cz0bTF3nrGen8CqYTZEjo0dK+18T3xuQOfozL\nNV26iJjULbd8AMp8LAo9DB7aYSSnCSD2vKbjycaNRi+xJ8UWN/e4VsxVsRQoS0IIBCDO/B1UWiAc\ntg6OIAs5fqXIsbD/H4l+rEl9AF+WaL9Hg0M2ifnE8ePikVpJyx72ZvXrugPEDlJANaFThTiQkpCS\nFUgRyGb2nyaotcNvIq43WD5VQKOQjL5RdT39N/eIRAuBFMfwUPF6gzvsGFqh32b89+MZhw5OlgPv\nl8zC8vKApID2A95FnFdO7zl2KeH3cLRI9NMMzWCaeyPsidgLF2fxBn6Eq728bNTuopM9VPlLBYI3\ne2uJIyogYsZVVck+QtdHtn0iSCJ6h+86lhLw3llewtUZWlX4m42R/I6Ovi1sRwT8N5/a/LuuEcCv\nnsDRiviBN5HrGzPrmZbIvmXY7mwEBbiqRC6uAbV01BDQvAUv+JudQfB9NGlibjbH6fgIPdS4+RQ9\n1EY69MHGDU1rxETAR8VPcvyLDTIk0qN7yNV6bIi9qWXKHLfZIUNEGvPfoFU0WyK3jU9SkxgmRYYB\n2dV2r4oYXyaNcdWYcoS2w3U9w+kp0jVoHpDzK9R74usPcSGQ1je4bYOmAS1yXNtB3xkHJ8teGRF9\nj9a7riH4rd/6Lf72b/+Wz3/+8zx+/Jg//uM/5rd/+7f56Ec/yuTWr/tb1pe+9CU+97nP8Xu/93t8\n9KMf5a//+q/5xV/8RZbLJT/7sz/77/AK3p0rW7wOm39GScjklCo/wRdzUoqk4BERehIRpev3aH3O\n1f4pMjmhiy15XyHdnp6WKqtA9/htT8Cj+QTpeopyiSvn5PkCNzJ+nQsMQ0vpM4QJOkTKbEZwnmGo\nqQ/P0FDSD1uumysu+4YDJX5oKPqBXT/h8nDN+49P6euEFiBztVOP1njJYChgOxi8fxtUc71Bs4Ds\nRyfH/d7c01xAzq+NtXwwJrk4S0vkwQl6dYOMm6TWHaFu4XAgNR2p6dH3vTb64XdGisoLkx/u9mY/\nnGU2YvDByFW7+mUy3m2himKKh1s72q67ky6mumFo94gIg1OceLJpZSZUDahzFsW7nMIhIk0i7yCb\nKkyDwcLrg+nqqxmyytGLCC0MJNxrGRQOuT7QXHZo6MgrwR0SGgdL0ZsK4sy0R8sSfeiJVQX3juH+\nCmkV3QywsO1DHHzo+DH/p/sGqU+8Z7Fg1U4Mip96NFPkuqfw4FC0ViR3eO3wl1uk7slzuC4HDq3H\nLSta53jLwfuzAIsM93a0QKE2wn1POMDxSQ5zQAJlWZp9rmCJj5kHVQKewblRbeIpJLPrXRTWFHiD\n5G9TKYGXvBBVO+WrwqDELtFrwgdP4R1P97VJI0+OuVI4qgLD2T+Cg6Hd4WNJWZ5COTpfNi2y3qCb\nLWz2JCeI90iKJJ8Rj5dQt6gTK3RY36gfeAMmJe7pC3RXWwHvB6QsSYsZ6ckD3NNzUt6aPfBsQrq3\nMvTh+blJ94qCCHDvGNf36KExlKAorQnKR2vg4InzKS7LjMMwm5phUJEj3qGT0r536JGQw75GTxbQ\ndkZm/MAJbrtF1lvifIZPA1oVaHmKXG2tKc8Cev8E1WSGXV1EveC+8ZahUUNrqEMX8RdrwEYyejQ3\nFclgTQR9hxui2RQP8d9sL/2PvN5VDcGLFy/4oz/6I/7gD/6A97///QB88pOf5JOf/OR3/Z4vfOEL\nfOITn+BHf/RHAfjYxz7GJz7xCT7/+c+/agi+ZTkXmD34KO3hDOcyijRn4jLWbJEsZ5bNafuOm/U7\ndIe3IO4IAs12R5A51Gs8kKlHSbiqQLsbquyYPJY4sGQi7yHTu7lrOQRkF0kukZczXCn03Za2W5NS\nB66gGa45yk9YDxnnm6ckP0XaHTGe8DA3/4Rdq5xObWOX+pLs5pzQNbiJgl8aGhACd0cF78zrv+lH\nv/NocqbNFnlxZZLEmEirGenoTTv1L2akQ41vmpdz/66HJEjbILudnW7q1mSAwYMXNJlFMrfQZRp/\nv3oII6nt1np4UhrcLzAET9/vkeDJksf3iXSzMQlWFpAkkHrIJkaWyjObtY5SOqlHD4UKZKtoEZHL\nLZJHUCjCjrRa0mOuffNTxdUKLnEYIm0P2U1NVzcUNyDFAEcZ6fEKudiiJHSeQ8jwaYCrK1LszbLX\njSS71hjuT/yMR4/+K0OKFC6Q6gF5lgz96CN0AitBG0DMhZA8oS4gqUZqwTc92XzGMHccxNIv070c\nXXrk8gYpWpjlyNThukRqclgGtHTgo6Ettby89t4j0wmVVsbIzyrjeyQLmyIfUQEnL+WJ8NILYlqh\ndcuw7UguR3thSErmEtOQM88GllmGE2FQSN0V4oSm2ZAuz4hhQi+J+VmC9zxBxjm7NB0yhhXpbEqc\nT9F7x1bkBJP1TSfIfGbOgsHBiwvkUBsh7+La7qPXHprV9myGlDdwvDKi7HwC1QQaI+j5qzVaVehq\nhi4WpGGAskDmUzQfxyNpvJfyAI9O0W8+tevpnDW40xKdTU0V8eAe0nV28l/MYbW0XIfN1hCJskCK\nHDebkg41TNRsiBdz0mSCljl+d0D73rg9vsfd7CBzpN3BFAfzhaEe+4MpHLoDKSX8ZGLvn6Y3FCMP\nFrlc3maBvFr/mvWuagi+8pWv4L3nrbfe4ld/9Vc5Pz/nwx/+ML/2a7/GRz7yke94fNd1/P3f/z0/\n//M//22f/6Ef+iG++MUvUtc1VVV9x/f9Z115sSQvlt/2uWOWyHpDevacdvNVtHuBa8+Zz48h9WQx\nMstzOgQpC3x7IBsysnhEWc7IRMwxLQ9G+ul7WG8QNzoBbveUk9K832NAy4o4HIh9jfhA5gvqbkdK\nPQ+LOV8LOdHn1G1GIFCngZl3VMHhc0dqI/nhgJ8XuLbFxYHYR1jO0ba3U7dzZnxSdwZj9vZ5HaIx\nn7dbSwIcOtxmT+wS6f1P0FkHyxkxeKSLSFMbkaozWRR5BuutbdDeWSxt3VgLUhrpUvuxAXDOTqx5\nPkK3Y9SjMCIMA602uGB8gK7bUUmF8xmDmqe+kQMxJnyW2xjkVmstNrZgGGwsMQ+gLZJ2Vgw1pxw6\nmEMVdDwEC+oGWA/slo5hqoR/6iF06G7Atw7o0ZMJerSwmW7mLa2xNs27HA6wydBHK/v3vrHn1HaE\nyyuCD6bzP1qgb6jJDgW4aGDXoYc9SAf3p+hsibrKTpzAajVh0QlnBfhp4NHEk4YEbx1woujKmxyz\nU3Q5GQs5BlHHHtDx49EZTzDnPBGc+xaHQedGa+MxmS8J0o0R17doDti/dw2yafGu4bDf0R0dcXCR\naZaxzK0ZUFVy55A6otcbtL7G3zTE0zkhBPqhJkvJJK0pIbuDOSaqhXglVaSp4WgFk6kF9AzRmst7\nx/D0ubkrXq4J6xtALQJ5u0PqmnTviLSc4d8642W6phrKcDhYbkBqzO8g62BW3pEUmU7sPVO31ug6\nNzZMDk6PbGRUt0aonU5IIaCLqfl39IPxLHzAXa2RfiBt9pY1cLQwRCd44tEK19tYQudTM1MaIhIC\nsRtwWSC1Heo9rvLmphh7qBuT4zogK5C2R/o9yWEIpAMKQ9p0Nv1+bZv/qda/aUMwDAOHw+G7fv3Z\ns2cA/Nmf/Rlf+MIX8N7zmc98hl/4hV/gy1/+Msvltxez9XpNjPE7Pn90dERKifV6/aoh+JfWZot/\n+znD5dfwL/6O0+DZpHNSo/jZCT5kFNmEvO8Qv2JRHZNXFb5Y4oPiMm9WvbsWDtE6dee/JTJW72R9\n1BEJnjI7JuoV7NekIuL7LY0KURyn+RHPUkNW5txstizzBbWfsJRIlQnTuYe1J+wT1MbyZjI6Dx4t\n0Ost0tZQJ4tKbdXS6SojGbqmIWYZIbZGJhSHaxpS2xlBajJBj1ekxRQ2+xFNaGE+btRxMPj+eoNs\ndshuZ6fOsjSt+MkCshnaDdYIaOSd647zRpHM84G5MOl64y9kCtjGpjHZh/MZ/lAbhwAhmy/MqU4P\nMJtBNZ5e9wek20ErBj8vKnNFdGLoxxDh3hHFPY9cjmz1JuHSAAtP2HWkvkGkxcWa0A+4wRMDiO/R\nx/dH9r2Yhe52h1YJyKDbw+zY5s+3f+eLazPKmZZIjKQ8mDf/DOR6i0wi3Oxxw5UF2uxrUtMgRQXz\njCQZ7mTJBwvhSTUlHwbyzQ5tHbLbovkM6bwpF8oc7QLcl7sTfuqVfjDSWTdEQplBbAjtFlB8ucTL\nuBdkmY0Kosk7ZbO35iIqMlgRiimRSOh1japniIrreyqn+DJDgOOiZNN1XHQHqgBxt6csPUlyJM0J\nMifFiC8r09E3LW4/KlFmE/MX2OwMin9wz1j6QcyCGL1zv9TJBIocl6IRIJ0zUt/FGn14D9e2aFGi\nk8pO8yhydWMNZJbBEM0KuMhJk8LULvkoz7sl42URyY3gZ46bO2Qwq2ZVNcfHuoOZt/fSbQDYoUb+\n+z/a75tPkfkUbjZQ10g0s0fX93c5Bm53QLY7e79udnY9itz4DKsFNC1xPsfFzrgEKmjd4q5v8P1A\nKnLc/WPSfIG+7wkA6TYQ6dX6V69/04bgK1/5ynec5r91/dIv/RJ93/Mrv/IrnJ6eAvAbv/Eb/MiP\n/Ah//ud/zn/7b//t/9fvu9Xgv1rffbl9bUXt8gJpe0LbMy9mpOtIUa7IJvdget9OonmJI7eQoK4z\no5M6gnokL2FQdIgIcUyYw7TEgyU1ynxu5LrNDYUKXQJpaopqie8DwVc87Z/xcHLEkOc8qDxP8gdA\nTpEr90sz+eHJCfr1Pe5QI14IN1uGr70FH34T58U2rz6iF9c4GU8SLy4AkDxH7x2R3n6OD+5ufuzO\nzi3O9WhhG15RwP0TIxI+P7fTnYgFvPQRf6jRmJA+IYcW7Qabe7YR8ohWHqqC3bbm+a4jZDna9vxj\nD//7ScCFbIRpR8O8amoqgKHHe4fPJrZJtu14krTsBN3uYTEzI6QqQAVcdrgXV4h3dgqfmRe/nsxM\n431qckd5doPsezQpy6Mpu/0OikRQZ9bJU0FyM1fShP0/BNQ7I03OCnQqaIjw9IU1H91gI6S6MQLh\n5oDK4Y5YRhrg6QUyKdH91uD8ujV759Khx1MogV2CjaKuIDQeqXdoLnCEOQbSk/IZ8kCRh1PoxiYq\niREUG0EmQjckNAtEJ6S2weWF2einA1mcE255ArcjgpTsHnUBxtHK4D0R6Aczr/JRiIOSYkRu66gZ\nW3PWbuhi5Jv7t5i3W5YUzCYPWFSBIXP0xYSLfSRcX3PSDMizc9Ibj0hrCwHTh/dGr4PcuChi6Ban\nJ/Z8+mhSv83enDLrxhAAsRGX6wbi9Y2pDMocHUwmy36PTqemZj05NnLjYm4Q/6281TtrirphNMTq\n7H19tbG4Y+9IKdjzmVSmePl/6P1ld4CjGfr8AnlxCV1PnE1w0wrdN0ge0JvNXUOgbYd0PW69tQCm\nLCDTirSYoZPSGvEx6dGCvxT52jfQLJB8MKfGfrgbEaqqffxqfU/Wv2lD8GM/9mP8wz/8w3f9+pe+\n9CUAVquXvtTz+ZyjoyPOzs6+4/Gr1YoQAuv1+ts+f319TQiBo6Oj79Ez/4+70nyKPzRk+TFpc0Hv\nlSCBfPIAn98jhQXOVejRHBejbVDn17bha0In4wYznRjbvjVyH7E3/TQmo5MxB531hu76G8Ssh6CE\nbEpdr2n3e6So0PacVTbDzU+4bmpa9eSd0DYQs4SrHExK0oMT3LXZMkvT4tuaeHYFfWuypBRNcz2f\nQt3gN3tjPk9KZDknTmfo+YXNQlOCdkCmyXgHebCcA2Z2Cs4y24T6aD87y2xzlgNS+zvGug7OkuA0\n2eZ6vSHuW/J+wKkyhNwY2yMTu9KcQYxtnSWHFYDBrmsTOeyvwDsmGqzYgzUHYBvpbodcbuDpjZ26\nI0jfoH0JZUZ86xrKEqkCXjqk8PDNc7PZvVyzzBV55ODpDmRAKzGp5emxyS1ROwlmGVTmKy/7A+5q\nje4OSNORllMoc1JVmle+CNp1uPpgyMJma8jBoYYiQ862cGTISRoU9087pHVwFohRScnhtolYZlBH\nspmik5zUVwx9oKsC1EKZKSHzEEG30HWBbEjoEUZ2Q63uibkoqtr4YEiJ8K1jFzfK6brRHS83W2Vx\njlY74nFBud5R4aiP53aPi9L6jBdNy1Wb6OM5bdpwyRXLw457foEuP8SwOOJsf83icsOqS2xfXHMy\ngPv6Nxg++D60KCyTQAT39jN7zgp6qM2C3AmURklxzy/gyWOG2QT39BxmE1O8tC3SdrgsoMNguv04\nmDLm1ob5eGEk16q6CxkiG1UXm70Rbs8ucPuadDfKEERllPRh/htLK9Z35EswMl83mO8JQupGaWMI\n5joIJttsRsXNtEL7AdWNNbxZsJ+xnKLveWyW33WDu7yGPuKublCxvwf5SGIVx3Dv2IihVfFKbvg9\nXO+qK/mhD30IgL/5m7/h4x//OADb7ZarqyuePHnyHY/P85yPfOQj/NVf/RU/8zM/c/f5v/zLv+QH\nf/AHKYpXrlX/4ppNSQ9PkU1ByDP87hqOHiAnD5DFEhfMklX2tW0kcXS+GZK9GQsHWhgPy3t0UUDd\nI94MXGQ2swAgBdYbht0VpIT3E1Lc0sgl3ufU0uGSYyrHHOprsumKEOfkQ4YbEhOXs9skjuiha5Dd\n3oqMt61I8wJxGMz54gy3PZCOZjZPHg2BXNOgbWuZNasV7vWHpsk+v0LLAul6yy0ocyN0Xa5xm61B\nrmE0q0nJOACzCdQNCSwIp5zYiSXL7VQTMtjXLJuGeZdotwPDcsHpyfTuZCYpkrVqigPVO2kkwbNh\nQ5IBnNBtX3BUPjCyVVHZ6848XGxM+kgcIdsK3dSQe9JZwtVr9MGxecJrhwQQemPPZ94yG/YHwuFA\nrAr2Tc3msiNo4uT0nnnGDxHJc9L9E6TvkWdn4DPcZgequMFGMUpCJznqPPgJdtTuDaHIAmgiFQXp\nzfvgc7tm+2hRvXsHvoIdMHGkKyUup6gqQTuoJrjTCYd1RN5KUEZuQmL1eoBGqHshqWM/CBKV5AcK\n55Fsigw7oiqhWBgk/62JlrfyQy/o9Nba2gyl+tjjMtslz8EAACAASURBVGWIBdtjYd8nplXJNPP0\nQ2IvENOeobvkqr0iuZrL9h38dEmRZSQ5I9/DbL0jDVv02R6SoD63sdrNDv3APeOB3NxYcmDbAgLB\nk/reTvOdNVUUOXJoSI8fMkwn+KYd77UBvXeM7A7mV1AUsB+sYYjJRl3zmb2uph0NlkYPhlHhIrsa\n19iM3zmHvLi2DISU0OYA/9sb9v69XKOTEncWScu5OYAWuRFvj+Z3z1maFm1qK+LO2XNY2ePlm09x\ndWM9MWpGSy+ukMUGKTIUQy1pO3RfG89hOUf/9qv2Pp8UpDeewMnRK5vi78N61zUEH//4x/nsZz/L\n7/7u73J8fMxv/uZvcv/+fX7iJ34CgN///d/ny1/+Ml/84hcB+NSnPsWnP/1pfvInf5If/uEf5i/+\n4i/4kz/5Ez772c/+e76U/6VWfP97cC+ucI8fksrC2Nldb6SmbrCTxjAYIWxId6Q9c8MRWM5GPfRo\nMnJ5Y5ubdyMeHqywRCPK6cjrSNMVYTbFqScOBouvspyyyijy+8x1RtXmSIZt5AnYHBCJdho5XsF+\nC3g7EZ1foZk3qWBZ4KKib5+RRvRCs8yKV57h+tZMd7xHRXAHSy6UnZGkJMvQfG8nfjEZmB5qszBO\nlrDGbIoiuK4nxWRhL3Vtp3JnRd8B78sHdpnHLx3FZDxhaW/mRE1nMbDTyjbq+oCGjHhYI3mB3DSk\ntkFuXiDbCWk2tdOsgrSNzY1P5sjmQBI1a+MhoRfmaCe7PeyBWUCur82k6agYT302J46TilYSlzEh\nBLaxIw0t9+b3rYh6B4sZ2nak4xXuavMyztZ7k6vdP0aHNLo4qpna7GpjuvdqiozZBO6fWBEZor1W\nP0dCb4RQJsRe0AzwQspmpDlGvFSIrcJEkKxFk5KeN8SswhUZDkfjeppWqOLA4FuWRQGzGX3SOxks\nmoxQmJKNwWI03eQYhY0qeQj0qcU7Jc8TKTpySTgPdTK1Sj3c0LQvyOmQtGfTvEXQA+t6S6aOyIHX\nyhWDqqUZvjhQ7aL5HWx3yL1j/DvPzWAnRbjZIlkwFYs6pCrQ2QQ5O7cxQVWheUC7HrdaonUDNxv7\n+683VmDz3NCzIJbKWRQk1EanV9dI09vfZ1ZCyFEv1uDfbCzpcTBkQYVxbGYNB6sxs+DZC2QYcO+c\n4YfI8MYTky56R2p7xHn456d4J1b8DzXpyQNkfzBVTm5oSDo9sTHdZo+2LaFt0XUivX1GOr9GP/gG\nVIVlOUxKeHFpzqLJvEDSYvGqGfg+rXdVQwDwO7/zO3zmM5/hE5/4BF3X8bGPfYwvfOELd+TA6+tr\nvvGNb9w9/qd/+qfZbDb8+q//Os+fP+fx48d8+tOf5qd+6qf+vV7C/3qrKEivP/q2T1n6XjSC0aEZ\nGcgBLTDW+HTy8tScZy8T4IbBXPdyD+JQx1gA9tB05I2nTT1xmiPzFc6XiA/45RFD19FKAeUKyFgW\nENWjTSRvOxYZJqnr7eTJvZXZBK83pmfWhKvHr4tDoprlad8bbC0Ofc24KUxtlODOLuykGAdYWwqh\n3MYktx06vWcn4WcXJIdFEjsPeYGQ0NkU3e6RDIgD4jNTrx3MrF/XO0RgphEdenR3MMnXrRVuNgbq\nbHbIoRkbJ3Di0RiRQ4NPEakMkfBNhy7mIGrITUowdCSxBMdU5EhUmFekpLimQfaKVBP8oUV9QGM0\neHkyQ7dWiNqbLYUONFVOse/oqtpm/dfXpiKZTEmrGRKTefDHZGOFpKbxT5ZncOfKmOcwwRQExzPz\nvS8K0qoyH4YoyIMFadcSOyFWAvOc6BVWNqv2M9DgoARpbbPqsSyB4BUpHDIbgEAn0AhkQYGeoW+p\nqcnThKyaEUdkIMBLl8JbN0nvX37OG1pTqqdjQIIQBLIwIXYNw7CnygPt0KIaKb3npHAc4kAuc+Kw\nZ4g7Xl9+gF234ZhAm2Dx5psUFzs0DnbPLObIoTH5XBFMqz+YW6YeLQxp2ddGXN3ujLdTlUhszOkJ\nzGVwUhnP4/IKWczBedx8SizyO/4JXW/3RIpISqRDB3PL1pB9Y+ZBrWU6aHtjY4eqMtQkjpLEfkDO\nrvBXa3vvTSrC//U10smRjatmldl/n1/hEJMbti3a9rjgcddr7rCZFHFNi9uYEZjFhSe4WCPzysKO\nfECLDL1cE67WhqiVBThnDXjTvsot+D4s0W/D0P5zrfPz7b/3U3h3r7Y1Fv+uQW42dlpeLo3AVJXW\nGDj30oVN1djvdYukaMVnMbVN9vmFBZ04hyLELCD37xG1I+Wm0Ktj4qAD19qSVHhAoIoFYTPgkxIm\n3tQKmpCmv3MjlOcXuG6Ep4doBjtbC2GhbnFdb7B1OxBfu4++dh9mU+Tt57izC9R5/NkLcxH0jrRa\noA/ukYocfXSCf+fFSKJ0aN2i949RjSDe9OOq0DbQDTgnpLKESYF2Cck97FtrTCYlupqbnDCaVwBe\nzPL1zr0QtGtJ05L9sEWenTMbckJRWWodWKqdKsl71Dvciwub914fLPClqCD2xGmBnt8QWpAs4K6v\n0EUFxyVRI3K0Qi7XyG7Pvjnw3Du88ySBeTnhXlEYwoCgi5k1NPdtlCC3+vAsIOuNNYZNb8XHC1qZ\nZa08v4KpFTPNgsG9VQGHAdnUsBvonzobMRHsRL2qkMKhQPYm5svQgibl8LSDm9ZMB088roR6OjXV\nXOrJpEe7LWjPIvc4L2TTY5wb79ExXZJugKYeGxkxxKfIzVjq2iD8pMowKzkEm3M33TkMe6S/5qa9\nQrMZoTriorvk6vAObb+jiRsehGM+9Pgn6ZtLqmFCuW+pDkKYHhlXZX9AT46RQ41qQroBudmgVUE6\nWqGP7sNyjpxf2el+vbE45of30KbFn19Zo7DZke4fo08ekfoev90bzF+WRt4L3qR7qshsgg7Jxg5O\nTc5YVEiMyNUaefs54EyFMp7mVSG98djIiu2Ae3pGOLtEGLmc3pEe3YeqNErRak74m6/ayKAsACU+\nvm+E3PoAywWxKJA84K43yMUl4cXVnVolVQXxeAVFZj/z+BjpGmRQMxyLCfWCrpakowX65OG38xle\nrf9P6/R0/l2/9q5DCF6td9FSuQtk0cPBThu7HSznL8N4YgQ6awpiNN38pLTTzq35y/X67qSuPoAo\nblpC3xESaJtgPkNjzdC1kAtehG1zIM8d0yyZre5Q2ma1mKFzxmjbvfm3N42NNvKAvv6IeL3BX1wZ\n92Ff288/WZpDmve4s0srdknxZy/stCaK5hWSElET6QfeMDOgtZ2iqVvjll+vTa2Ql+jNjSkRhohP\nCXC4/cGg2tsTzMkCtt42yVF9oSHA7oAMGPzuC7ueXQdi0dOL2QP0yRK5WJM0oY/vmVSytcfo/SO7\nBihsG3AF2rSkaQ7TOTLxhPWFJThuEzL0qAQ05eaqeAsNT0uq64JHdc3eOfIUmZWFQenDgOsN3UhV\nhe5qi6St61HTXplBzL5Gbna4tremJN7ggxDjYL93F9H79+y02XVwcY5c18YnyAtkqCBTQh8tw+G0\ngIm3kbeCFEZam7yvIK3B9ZZloPOSKgPxiaHuqbsamg2L3BGYoiFYlsFtQyAymk2NLg+CFZXgDeVq\nxqAg73Exkl1tmU8q+qCk9oDGNckJy+KYznmiCMflY+gOHJxjpgUPs/t09XNOZm8SJEP8hjiH8Gxn\nPg6zBez3xPsnVuzefgeOV5Zx4b01fLeuliJwtLR7/vQYNju0bs3zv8yRPhqk/t7XjOviHNzsxjGC\n4hIkBynPkKEnBYy8O0QzhlLFPX1hBN2mMxLuo1O0GFM4JyWUJf7ZN22MmKLZdvsMnVV3OSE6m9p7\nflaNzqeK1h3uG29buFiWwdUGfe0B8T2P7P2ikWFISNuiQ0JPV8ZB2B3QsrTAsJuEqtmLy/WNBSd5\nsZ+33hgJ8dX6nq1XDcGr9d2XwwpYXZv0yZkM687JDV5KmOAObjWzdm+Q7LMXRiJab9HDDikqUhHs\na5HRXx4YerKkxLZDtCeFjEw8EbUCMows/9RB19q8suvMD77KwSkJMd6Dd4gziaBrRve3oTPfdO9w\nfnwdZQF1bdB8jPYz647haEX6gTdtdpqSzWnbzgxa2g5aQSdicGtxitkORmPk93E0EhpdEw81GjI0\neDs5J7U5ctubZrsfkL43CN97axSqAm16yzA4skKgt0E5cbRqvctTGG1cNVmjce/Yfv7Q4955YaqQ\nXHB1i5YZGowTkF6/j3TJPP7XGyRGSnFMyhxFxtAZrAFLPXTgup01gHuzx5VBoe7NcS72uJu9jSw0\n4Z+/gNNjfG8jDj2eGwHyam1pd0NEPGgYcMcl+jza78gT4WZPzDr6eQWzgtRAndn9WAXIjgqgQIE2\n9nRdRxuVKkQmWUGqjnHDjhgE7/PxRubl/YrdbyaLTVBMXlpLu1HtwajHT+DKnGzbEYCu7tBpwIln\nmR2RzR4z+AynHW1zxTLMKXxOlh8hCkNziR42+GJuUeDTCUwmhghNJmYFfLOx351nNgLqeigLK87b\nnf1dZxMjnPa93ZebLcQBFW8IwG5vpFM1tEU04aLZUVOWiKpxd1Th5MhO+arIpjayaDdYiNC+IQ6D\nkU4nEyNA1g0pz/BRTakwJIblFLeaW16H96YSqCripLLx1/Nza+S6DneztUs6LdEyJz44Au/QbQ1l\nTnzjCXq0wL9lhEPjKx3svVkW5s5Zm12yi4yIXHenOni1vnfr1RV9tb77yjLQHvBWPLPxdrltAkSs\nEOFt89TRh6A9wL5ByhwOLdLbpiGLhRGVvDOiUehIjTdIGZPUz9XjfIGiOHFUsSIFxU0M/nTPLkwW\ntZwa1D4pLKZ4a0iBm5Tw9W8agU4FqYw9npYzg7XLUYoVvG3KSZHKopAlCGla4YIj7vbI29FGHM6Z\ne2FVmEXxemuFOXPIZoMeza1hatsxtjVDxiKkEsyFbj4qHqrxOn6L9tucDjO7NoghGnEwIuNZa6RN\nF+z7ynxstlqDYkOGru6RooUrkcQK7yKH83OzeY0KKGTeoPyqtAjdpkU2O/yhhr7HpYTmBTor0bJC\n+xZ3vCSqWg5EUpjP0WxkjsvYWMUI/UDqxJqVeoP2CdnvDcnY7+3atz0SOjN7yh0iAfYtYdWg8xNE\nc2QfAUEP4LRjKAKb1hMdZHOLKTgqrR8aUqRNRn5VgbrvmXqPb5XgCjwFuGJsCnh574I1Qm3NXf7y\nbXRukZv17vmlqT6q0gpckTMpHyICTdoQ8gqXT8myGYXzvGf1g2w3XycNNT6UTGev02zfQfsGcYpr\nWmLweEx6qv2tWdfo9Ljd4nqDxOVkZWhSUvt/URhy0R6sOWg7Ukz4trfQqyFaZPauhsPBHAWdM/On\nbIzpXi5NkVPX1mzOqjvHTN0eRlMiUBHSYoF++E17bzR2T8vC0BbdWs6GW8xMoquQZmOT4zxaCuIW\nFoOs4LY7sydO0ZCN80vk6xkynUImkI0cpMKkq9DaPf7OmfGCZjOGWUVwHhmbNB0jmdOj0+/f3vef\ndL1qCF6t777ETGq4F9BbFnIIdkJRtY3UZwYJjhkCst8b3Nf3uJutufflZgCkt6St7c5CgQQrjFOx\njaxLHK3mlAqd5BSzihxnXIS2wT29huTBB+TQmkwpJmga3PkVWo5JcDJmrR8ay3tfTC2pbbkYJV8b\n28gSuHw8vZc5QxgjZC83ZH/3j+jxgvToAa7t0NvHpjRmshsaIV2HXFzZdVnMrfh5h242SATpW8jN\nlMjic/1dYde2s57KiSELsbHr2fdmVTtEpG3smq0WNnLJv8Vatx7gsjdeQVXAg5kRFBtDcdK8snGB\n98ZrCJlBvsEb5yIEU470g81shwHtOvTBa6bvnxyRygL37MwKkRNEkknnYkRlNAYqMqgW6E2H2+7s\n+SasgfBqrnxlbghMTFaTLzdmnxsVzRZw5NHzMe65wvgImujHML4e88AqJjDkxllNqjTdjjYdiOrJ\nW490gsuUkJX4TmBoQYbRTtq/JMBqZ/c2I/LSDy8heu9N7lZNLNxofzAym8K0fMxk9n40Dzj3cvv0\nPmN19GF7T7Rm8BPigBQLKCANPcO9E+SyNb7JrEReXMH5NaIR6Q350Tee4NYboiouJUNo9rU9z9tY\n5tkEHp4S9zu07ZGVOT8SnEl8j4yFn5KiRUYaA5QoSlgtrbkvCmuKi9LGAps9mntYLtDHJ3fKgluC\nmZ5fIW8/s+t3/9iMrmbGDxLFJIIPTkyK+M1nuNUSLq5sFKAJp8mQiM2eXJ/ZOMp7S2VMEMfXlIaE\n++rXceKRmEhdS3bRosejsmA5I2U5enL8ilT4fVivGoJX619ezpnu9/9tRStcd+YgKkacajuka8ci\neSDNFsb8DwGpOzsZZZmZB4Vxs1bbSEvNKCaZOSGOp086Rqi9tcf2A+l4QlrNkasb3GJmkazrzTgT\nPiKtFrZ5dgNxNUff/zocGjtZqRrKUBTo0Qr553dsLq4YFyEpcrMzyWJpJj1yeY0do9Q04OKtqDpv\ncL8mK3q3ccdtZ7kHh8a+Pobo6HRiz3E+NUJV25mywQdwauOBrrN/+9EpLloOA6p27VKEyxpXY06B\nuxb1is7N9Ii6NbmbCOn82kyB9iMHIsuMpBYcLiUzPRJzeEynJyN3JEOcJ7U9WlS4PFhx6HuUAaYL\nKyTRSoYeEnGxJM1mSD8ghx0p1oYk3Ds2SWrTIDgbiyxno7NjZ3B2s4ejADc9uq7xVSAFk4smPOqB\nUSmYxjTeOOzZ1c/tb9MP+G5KPkwImsHmxu7JOFja4HwKubxEAzpeRh0P0ZoXMAMdy2c2S2nn79Ad\nd3ZuHgHdEnl4z+73rrOm1ompR/b1aP/bmpQ1G9Ayw2UFTjJrfvNgcsP1Bn9jkdAaExyvDGEpC9z+\nYI6bmCmPjgZZt7kR1mDNkTlwtbb7HA/LOaluzClwVplqpumMwDgM9neYTYxrAGYq9cZr9BdXiKpJ\neV9//PL9PQzWkZ2siKsF/I9vEl7YY1WVtJwjWSDNKpv5x2ghTHmAk2NUvJkbDQMSFafRrnFwaG2E\nTpkcLPb7ZIX726/iDi0Se9CAND1xNjUFTlWam+jDubkYvlrf8/WqIXi1/udWbxGsViAZP1aLdN0f\n7A2cjISox0fw5KFtLkM0dneMaIp2KhGs0IUxlCjPiElw/WB6fh9ALFddbixCNb7xyLzMZ1P7vcOA\nu7qBkJEybyx/xU4zk8o21TzDnV8bKRKQYSDFLX67sxOR93aizs2chust3nuSd7gsmBRxObe5r2K2\nrMEjQay4JDVr165B6tYKaChs83NirPwis2uVm0vbbZFFxsIvArdKBBHzOkhjrG/IrNCr2nVMYryF\nthl5HM6Y35kjNQN+GpDlHK07e15ThxYZ7swaBJZj+p1zcGhtVPBghYTMxBy7iB56k+rPpjaqyWwj\ndhG0i1ZQuggPFhZdu+/g+opUTZGwGEcc5utAWaJdB6dHxq3oemQko1reBegq2LilH2CqMDRMcs8u\nBfoIcxSaAYZE7HdUWW620d6TxR5XWOPBvrZ7I2FKmSzYqXjkooiM440swNDZ9agbI8nJZBzr9GYp\nvMyRf3rbUC3A32yIq7mZBY2JgCRFbzMRWgvV8mGO+oGYBIoJsY64ujOFSd1YjK+k0eJZrTmcRdgf\nLDejMzKd3R9Y2maWofMKUYf6kXn/6L6RXp2RQCUlK55tZ8jbZm9NaEpGwN3XyLAzXsLNDpmUyGo5\nGgvNkG8+Rd/zGJrOkhXF0DB9cIwrCzSZVbX05lsQH53CwxG+Hz065GYHVfF/t3fmMXZX1x3/3Ptb\n3j67x2Z1mqQ1BtxikdgC0gUrG6C06kIlUqoKEVVxEgRIjUIESpt0b0JocN2UCkWlTVqIgJAqKUnT\nVild1MohCVAIwYKWxftsb9762+7tH+e+GdsYD6XMvChzP9IIPDPvzXn3/d7vnnuW78FMjcJ4HT0j\n3Sy625OoGKDKksqzIzVx9AsjrcSdHrbbQ7XaootSiTEV6Xc2W94gKUKvQ7AqeIfA89ooJNcLyEmq\n1UF1e6g4RHXbIl+rteT5jZGq5jCU8Ks1UtzWGF2ODlS0/AwwQUQQKYq+TCkMydFHD6GUkY070qix\nqnQxANRq2CmLmWsSBFo2QSOSt6pakY0+L1AHjsppKnJzFvp9yYsmmdzAlJUTVFsG0DBag1pV1Aq7\nCSoUTf9ipAYqwJQiVCTpEFOvodMEEygUgQj21CsSMg0iUZ2rVVyvuxPCsRb9wkHC/f+DLSzFOZsw\nU+NSU1GKsdb1+gfabWSZRDEqImKksjaqk8ipfaQOVcjSghc7HTJbUF1M2TQ1RnTumVhboFpd9MEZ\nqJVEYKqTYM+cWOrFt+WK3OQLCyaWe26eooIQ21FYLcOpVKWCbbYg0dhgTE6G5RKRVjAawUY34rkw\nEikJQimQLJUkfVIU4iD0ulgVQLUsXRvtDiTSF18QYOYTwpGAxcUW3UQRjtVoz1pq0xJpCQgJMyiC\nEJtlBCpAZ4Npl5HUZ6TibNjZBRcRcFr/hRGHLnDFpZmb5thLJExfK4sIVamE0z1eutwtyMafZk7a\nOnQzMbTU1Lhog45K5KWGGytcQi3Ok1tLhMVGGqMUgY4wMVApU0xPiD5Goyab8KAuJwxRZSmixFpx\nXgaRjCBwIf82tDvoA8ckbWBk0BO5EWGtdkciVEGIarVRRopwSVNxKosCfawHB49AEGKaLezGaXlN\n7qXbTg/6GbqwsmZphp5bID9n4/IG3U+x/R52fl6mjTpVz3w0J+onFNUKKi+kXmCkLq29jbpEYRQQ\nxxRnTKPm5iTKMNIQkbCRuqQ8wsg7A6uIdwg8rw2lAeNy7guSClhoyWnHdQbYek1urpWy2wCVTCjU\nCmuVyKzaAjpOdSYUXfnBHPYgT+SEV5IUAUWyHEJnubvBToxio5BgpC4bupGqa41FHZnFNGrYwqAb\nNRipoQ7OyIY1Wido99CLHVSvK5tVLhPwLKDG6nLisgUmCOTk0xaxGDvaIEhTChW5028sYdgwkuKp\nspM3HqQIFNKt0c/Qc4si7qMh3P+8zCCwluDQUcz0pDgfpVg2A6Vc3l3G+WIgSXPabQmrNyoBYRFg\nywZCmGv3MXFIoCLSMGImL9i0cYK8KGgWmoo9RhzGlEfL0sLYXJS/ByhrMIUFZeT1BhHKgG0W2HgE\nHWXYqpaQcJpBuS6RFwXMzsso5MANgGrUsWUNiYb5jpxgw8EUTLWsXNhPZdofVmZeuNHAWaZkYmLX\nUGSKChZV9LDVmCKX5yhFo6ANmTaoSNOIKpBkLhqQwsycE38K0WEoo3wXeoCRQrtuz9VzlGWMdasr\nQlGmkI3eWtTRWXHuqlLzgQFbq0m6a1Y2Pbo9ucbHRuR1KTdts1ySFsalyYIuIx+LRLKZHIf9z0tE\nYmJUUmLlMmqxLQ4gYBt1VLstAkGDLp4gkFbX47p9bLVC8OQzKKVR3UIkuicnxNlSIjRmMxFaUr1U\n2gqjQCJwjRrMNdFNKZ60eSJOWZaLs+eiC4QhZnxEFBZn5p0cckpweIZi4wbUwSPomXlUuyPDsEwO\neYbq99EqwNSrBPNNsSWKsBOjqFoN1elhjs2hjhmsVaiROnZqEs6KUYePomYX0K0Odmpc6iM8q4Z3\nCDyvjVK83A44mNDW60tlfBCIMprSsila5GbWdZ0H5RhVdnK1gZaK505HugJi476PK/Ky0JYbrl1o\ngy4kHz81LqcUa8VZqFZE4a3blzqANMNu2iBFhXmBnRp38+FTGbs6mPRWOJVCAyx2CJIUE4boehmO\nzGHOnMZGsRwOLZiSFKVpwBYFejHDjjWkvXGxJQWVWp5OZQW26roDen1UN5UTPtqFg8PlNIoxKBtB\nr7ek/bCk8zDI9wKmWma2lxMoRV6uUCR9NpQUNg6kTY1AHBJrsUkiaZh2j4W2tJPllSp5LyWoxIS5\nTLTTSSKpkszp/Z85jRqvYjsa28xRjVjE8fIMVApVKwWdeSEOmLWijYCVDTlJZLNP3DjsyUBeVxTK\nJpK6tsxIptdhpEA1ODKD7fWwo+OoAAoTooscazUmDtC2EIdFW4muaE2lspHKIOWgMikeDELZjLs9\nObH3+pKj75VRvS7K1Q4oa7CtttSCaDe/sJ+A7WPjGN3qSJW9MZhqWYpSoxjGG+5ad0UNubuOS66b\noVGXU3eeo4OAQiHXIIqw4rpcLJBkmPFR0egwVqSm55uiLZAkEr0A+VwcnZX0zPjoshCYcwaC7z+H\n3v/f6GabYnpSanWw6DPkupMx4PK6pH7BTaOMY+xYKHn/QV1KKsWcqLLIgfcS0XKoVNEHFNgaRXmS\nMHtJRi2bGHV4Fq2elqLBuaZ8ttycCDtSl89+Z1EKZK1FlWJ0KaKIypjpKdSxWYIXD8pY58yQ/ciZ\n2M1nEhw44qaMyrVnw0A+K55VwzsEntdOLMputhpLH3MpwiZIH30cYSfGsTaXk3NZxrsunWqiQE5E\nMs5EbkKpcWNNlZzKtJaow8wM5BZz9rQIBY025EQFoubm8s9mwyR2bkHyuhMjUphlDCaIJIc/s0D4\n7EtyU4lDmRt/VNqjKEQB0ZZi0VFXYIylCDS6UZdwvUXaA6MIpbWM/q1X5PGpFCpSLUNeoNtdaRVr\nNrELLZgcQxknUVypSBtWHFJMTxAcOCoS+xvGXQTE3VBDV0QWRyK81M/I8hylXU6+1cQosKGiGYX0\nFxcxlQo6taTtHiVlmGzURVCq2YJqhd4ZU4QLLbpTkzQ67aX8tNWun73bxTbb6MEkwBE5jaMUtjaK\n6i9gC+RxlYps6lpkqimH0MfFl50A0UD8aKBNoZH3vtdz15AMtAmefQFaHXQUYWdmCM/YRGE1JtFU\nij5HAkVhDJWyplx27Zmhlu6MPJOagUHrSFkErKhXZJ5CnkuEpdcXxzOMpGAvz1F10bOw/URC64F2\nHRJG0gfdrsgBF5mEuRs1iSwEgTwXThui1RFt5j/zYwAAHN9JREFUgEZ9WYfDqehF/VR6/mtSF2Ar\nJRctkq4dW6tBtSRORRxjyURmuDDYNBWdipGGFHoOUgEDmosE//OiXCdaERybkxbbIET1EwwiXKWc\nvoLtJVBkqIML2MUW9sxN4iBNTWCiGD0zK8WCY6NLxYcmCAhe6KL6HRkitpBgK3UUogNi00y6VvJC\nZK4LI1GiNJPrKozQNal1UUphSrFcM902BGe6oV4FSol6Z3BsnnzjBkwUEgShOBW1qtxvtE8XrCbe\nIfD8/1AKNkxhZuexmzairEjwGgu6FKF0WU7v3T6MjmBMUzbkUklOke2O5JcRYRb6Gbok1faUXKFU\nKVpuUYwj+VIKZhdQzx9EdbrQ6xMqqfQ2Z22EroL5RVSzRTA+hqqVUUcX5IRijBvMk2HjkrQT9nqo\nIhJd/lJJCrumRgksqJkF7OQoRru6gEpZqvTrVbEtLqHmF7DdBKWacsPuO7niwojSYDnG5gYdBCK8\nUilhSzHF+W+mmJqQHHStLDfKagnbcSe2UOSBaRVQ5MS9PhoX5tWayMJi0mehcxhTjdDTZzI2Ns5o\nrUJ43GmqHAe0LGilyEcblDeOYQ7l6MzdjG0uIXGNpE+0wo42UCrHlkdlg9UFNtaorijcoZxIUuFU\nKNtyQrfVCsw2Rcyp4hQYKzI0a6kqH1wHiZKTaC5dFBYn6VwtEZVLFKZK1jxCHFpUo0SVJt28zkip\nJteRteIM9LrQS6WLoZLC+Jic3qMYVavL+F6tRUchz6VoDScCVCqxNISrQFJUVmNmF6QX3hgRx0ml\npkUpSXmYUhnV7oIKZNZEnmMXW8vtge69JpN6GkpuQ3PpJ3ILJK6mVrk0nJWiUa1lEmeaycyQQMnG\nOYhCDD5+btAVcSzTKXt9TLUKm6ZAKXRqsa2uPG+3hz46J7USpiBo9zCLXcnjv3kzVktEr6hX0J0e\naqGFiSN0tSJjzRODas6gO05/QAfQqKDGRsUpOzqHzTIZGFafRNUtTI272RfyXpls1tUyaBgdgYUF\nTKjQvZ44QFEA/RA9M4c5cyMmiqWVubCYRlVadz2rhncIPP9/tIapCWxZbjxLGv15sawAZ6W4iYmx\nEx9bLsmNvVF17XR2qUcZY2Rj7SXys1odWy3L88/Oow8dI3zpCLTa6H4iUYCNU9hjc+iFFlRKMr65\n3XHtkZmchnLX9122qDOn5XRYLZG5PDBHZqTy+uxNMN8UGda+5PWLOIaJUexIzYn8lGChhXZjWkky\n6HZQc03U4iI6tyIbu/9/4OwzsKGTMK67E0+SShrFWmwngekxqXS3g1CpVMKrTkdqDZKEKQK6RUxA\nTLXXZqZ9BFUCW1KkrUNkYZWgUoP5RXmu3FDfOEHYy8gtVMaqBFqLuly7jS2FmFxhdR8qIyirXCrF\ngDZgRVPBtjoiBKUCVGix9brk3ZWSCFAYSPSm2ZQcstZS1Z5m8noHA4UGYjwoSPtLw3PICvScFHfq\n8hE4dxNFoCnqCh0qCt0jySHWPQoTE6hQ1rufSOSl1UWVI1Qwgu12sVGI6rSlWLXTlq4NrLTjKYXu\n9mBhEZMbsa/bXxLdslGI2jiJOTYvm3kQSn49y7Gxk6AeqUutST+TfHm7L05d5JT0SrG8rkFXSJqL\nk4eLvpRCUQQcSGJ3e1itMBqJaExPyXCnTp/giAwVMrUqTI4t1w5MjsugpLk5KKA470dFdyPNXMoN\nbKUsr31mXpzUMJI6hQpg3ZjjVgeqJcxSl0QmkbBaFXvgMOSgkjJqblFSUzUN7Q5GKVSvL+mekmvF\nLQrUosh9m8Mz6MLAWB177lkU09PYTht75kaJBrba6GpVim4PSAsp5TJqflHaUoMAG0WYsyehXl+r\nO9q6xTsEntcHpSTEmIk8MFpjO92l3DvhcbLGg+8lmevhdkWDeb48Na/bg1pdwpsGGde62EbHkeQ1\nuz3U4RnZ3Pt9UcErRdjFLqow7oYUSV94FKGfPyA52yhENerk1ZJIxS605IRZq6DqNYotb4ALfxT1\nzPMEB49Ct4sZFEYWRlqhztkEuiJysUkqBXFJCrmWFsekjy2XCI5k2CiQzgulMVEkcwCyQmZDFEa6\nGwLECaqWRW0uSSQcD8v59jRHGY21AaplqE+FYDWoGtVyRCsAmxcYE1LTTgBKSc5VWTBH5lmojJAR\n0WtaNkwa6Sho1EnbRzAmhV4KrReJym8maLbAGmkjnRxD9Xrofl/G7io5xRpTcGShi00KwkgzXokJ\nrJUi0UC5VkknYQ3OKXM1Ezh9ibIUkeabJgn/+xC2WsGMSrEisy2yap1aHJGEqehSaENDlzBFTlAS\nJ0Q2XSOnZWPAtpciLSoMUfWqrKPJJTyfpqikkILWtpvREWpsHKBaHclVlyty/YWx1DWUY5nwqbWE\n95Vy7asWGyWu3VDC5iSpvP5BK2DkWgeTxE2IdJMuK2VsYaQYs+Te435PCjCVxbbaoicw35TPVJKh\nTBt7dFbGSDshpexHN6NnRyUyU5Xn1C5dYaKajFXu9lFRgNk0jep0UE0l46qthTjCjFbR3RTV7xPM\nLMhno66ws/NSK6FSoI2pW5hSUHPyw5USerEjkaFSBFg0ETYTB0iXYmytLJu6UjA1Bo2K001ArsEs\nF7tH6lJnVBiptZlVMsAoDFGdPtY7BKuOdwg8rx9Oj32JWlX6znPXytZxgiVaiwZtp3tcC56RG6p1\nz2OAUiZP6yR9VZZL22AYyVQ2IwWBg1O/LWRQihqpooJgSRtBtXswJT3zar6JGR+T03lDhIlYWJTI\nw+QoarEjQ2RGaxim5GbY6sgExzCQdMDjT7sQuig56lZXTp2lWE7DtRoUBhModJJT1GXDIU3kZBmG\ncpPuu6I/NyjKpgU0AshDaYOzLOfo4wq2k2B1JC1xo3XUXA8bFkSqzgbbphuFRLUytfIIdDPUTFt6\n9mshc6mh6PfRVegfa9M5aqmNaFSlTGE62BzahcZ0Mxpzc1R+ZLM4N92ebKbadV6YAmsMJjMs6pAs\nt8QBYAyLScp4II4NPffasNK+N3D4tJLCvMJIRb+r8qefYEYq6L4r8LSGXCtynZAADVUlVxmjNZkJ\noIIICMAmEqUxFlvPJIcdBbKhoiRSVVh0HEtKJ2uiun1U7GZNGCO1AYkIBSmtUVkmkyQrIkhlxxry\nnoZaQv1JBmTijFQqrovAgm25FkUr13fVRcYGUbLjlfWMkXRQrLFxV67XtCdpiziWSv0gFEGkNJUh\nXrlBhRo7Ib361Coy8McN8FLzi5J+mBzHToxgJySSYFsdVK1CsWlaoiKjDfIwQOdWhLmqkvpQ7b44\nLeVYlCJdRMeON1Bzi1BHimR7TuWyUUPlRj7nvT6qyDFhjDGZbOpZglVWZnjEsThdE2PYM6Yk1WIs\nZnoSfeCI1HO026heH2sKitgVJr9wECbHsKO+u2At8A6BZ/VQSjberEC5YiDbT9xkRDelbzB1bjCC\nFrNcdBgGsllkhYs6iACQcg+1k+MYrTHVssinhk5VbqSOffEQaq4pVfCBdpt2VfLVYShFbtqd4ho1\n+e9AulaMl+psEAGag0clj6wUwaFj2MkxObW0cJtCJBK9rpJezczB1DhFNwU0plaRPG+7K6ekrFiu\nus9yOU1XXe55cIqOQgk7uxkDyk1KJJO6AjtWhm5AVH8jKu0QjWui8oSMQu7m2DBEk0A3F/Eh13EQ\naE3u6gkMkI/VmOvJTIciUihTpVxY+XuxK+DLjQy76Uh7pqoH8r6O1MhdAWLJOWBsmJBIgkVqLFwL\nJXEsr63siiUHaRFrUaWSbGSzC1gsxhr6AaADyoUhJ6ARVyiFIUoFhNoJGkWivCdppxGJ1rhNjjiS\nCE2nh5lrotJENBTiSGogXApJDTQfCieOpZA01eS4bHxBIOFtkBOsK+uz/UwKY41ctsTxUt8+kXOM\n40jsLJeWUwaFcd0QToiqJPMNlv7fWqzWEubPUiwabUBpjRlE2kwhjpob9BM0W0vRJFMtQVZzqbDK\nUmqD8VFMty9O9KYNFIOIXJZJl0ggcw9Ic+xYHVurYidGnO5EG7q5rEmWSjskoBYWsSBqlEpRbD4D\nffiYCBB1++hOl2K0gZ0YhZER+W+5JN04yHtvwhB1ZE4KZYNI3oNmG3WGSEfbZlukij2rjncIPGvP\noJ1wsEHoQG6EpVhOOwrZKOMYzpqmmG1K0VlhZDNvtWUzP3cTphyjATMYWpSkqGoFW4nlpGolBaEy\nufnZanVJpY80k3xoPxFFNB3IDQtEKW5+UR4z2sDkhVRS9/pSKFeKl8KbZtyFkE2BLdXkRDw7LyfP\nUoxa7Iij0pBqaRuGMOLa7VytA0rJpjPoVMDpDoCc1OoVKcxSShQKI2RjHg+xxhJEVYJBBbYTPWKs\nIe2P/YTGZJWjvQiVdNDW0qg5h6hRozR+Ef3+k5S6PaLSKJkqkxcFkSnEiapXJfLhNBqIJE/cKEU0\nE+nw0EFAvVF21fvZkhb+0tCggV2VyvLcgEFfvTFQlTy+mRxzYzJS6BcQKMIoJggjylGFKDjulhUE\nyJyCCCZHsf2K62xwYfpaVRT2gkgElWbnxRHsJTKEa3RE1rRSwuYWNdEQIZ88F8fOhd1lgNeA5Rp/\npd2/Bif/QVvcoGZmsOEP2kbdtEpZw+MiaSM1bJovSxUvNGFyXJQcsxxbjbHlcde66ZyrUry8fiDv\nU9utr2HJ0XoZ1bJ7FR1U4hzgNJNiyziW0H6gYMOEVPYPBhpNjqLLpaXaHhnTXJO6HQNsGJfPUrkk\nxYnNlvzs2CxmekJqBE5lj1IwOY55wxlorcRRy3KsySUtEkj3i59suDYoa0/1Lq0Pjh1rDduE9UEm\n1dKA3AiNO+EMTnhaLZ/O+zJfndCFkkFuJIW0sanFjkQHooETIXUAKsuxpRg7WndT6koET/+3/O0o\nkNOZ0uhFkWy1ow1RhguDZcW3kxXQBhtr4GYJzM7L5je7IIVS/RQTapiexBaFOBP1mjy220MfPCqn\n+8LIzU1LesSONZY3m1MxKL4b2KNdkWXqQiNhIOH209FMUJnYbysh1GOKrCCZ61Jtt9AlLaNlp2RG\nxZFeSv/oHGGaosolzpgalQl4J9vZ6YmegxNvol6lSHN5C6PjbtrGbaKDSvsB1roZA8Xy++zmM6gk\nlbWqljF5RpInZEGAKQpUtU49jgn0KdZtsMlKr6ibrbHc9kdRSK3GQhO92JKq96or6nRjvW0sp3TV\n7bkTvLv+rIy/XtrA+6lMyVRulLWLGi2R58uv8bUq6jVb0mng1tEGGrXQlkK/AuzmTctaFb2+FLAe\nOipOT6+LGRvDbpjEHld8+DIG3RkuWqE6rso/0HIdn/y+5zn60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"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": 36, "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": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "18401 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"hsc-wide_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": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/HSC-WIDE.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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }