{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ELAIS-N1 master catalogue\n", "## Preparation of Legacy Survey data\n", "\n", "The catalogue comes from `dmu0_LegacySurvey`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The identifier (it's unique in the catalogue);\n", "- The position;\n", "- The stellarity;\n", "- The aperture fluxes. Are these aperture corrected?\n", "- The kron magnitude to be used as total magnitude (no “auto” magnitude is provided).\n", "\n", "We don't know when the maps have been observed. We will use the year of the reference paper." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n", "This notebook was executed on: \n", "2018-05-01 13:38:36.956691\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction, flux_to_mag" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"legacy_ra\"\n", "DEC_COL = \"legacy_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_legacy = Table.read(\"../../dmu0/dmu0_LegacySurvey/data/LegacySurvey-dr4_ELAIS-N1.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n" ] } ], "source": [ "bands = [\"g\", \"r\", \"z\"]\n", "apertures = [0, 1, 2, 3, 4, 5, 6, 7] \n", "aperture_sizes = [0.5, 0.75, 1.0, 1.5, 2.0, 3.5, 5.0, 7.0] #arcsec aperture sizes\n", "\n", "flux = {}\n", "flux_errors ={}\n", "magnitudes = {}\n", "flux_errors ={}\n", "magnitude_errors = {}\n", "stellarities = {}\n", "\n", "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "for band in bands:\n", " flux[band] = np.transpose(np.array( orig_legacy[\"apflux_{}\".format(band)], dtype=np.float )) \n", " flux_errors[band] = np.transpose(np.array( orig_legacy[\"apflux_ivar_{}\".format(band)], dtype=np.float ))\n", " \n", " magnitudes[band], magnitude_errors[band] = flux_to_mag_vect(flux[band] * 3.631e-6 ,flux_errors[band] * 3.631e-6)\n", " \n", " stellarities[band] = np.full(len(orig_legacy),0., dtype='float32')\n", " stellarities[band][orig_legacy[\"type\"] == \"PSF\" ] = 1.\n", " stellarities[band][ orig_legacy[\"type\"] == \"PSF \" ] = 1.\n", " \n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " magnitude_errors[band][mask] = np.nan\n", " \n", "\n", " \n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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ZfPnllwBkZWXx/PPP88ILL5CamhqWcCISGoHNAQf8anPAkbjz/qbNAUUkbgVV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\nAElFTkSuQmCC\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 5 as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['g'][4], \n", " magnitudes['g'][5], \n", " stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 15.0 and 17.0" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.10452487039404446\n", "Number of source used: 2848\n", "RMS: 0.032713764384029675\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['g'], num, std = aperture_correction(\n", " magnitudes['g'][4], magnitudes['g'][5], \n", " stellarities['g'],\n", " mag_min=15.0, mag_max=17.0)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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OdXceHCkfPwT3uakaKReRsBXQCk7fvn2ZOnUq559/PtWqVSv2s6SkpFItTETK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\nnWCXfQx52Vp7IyJSg3lVcAYMGMCnn37q6ywijrPFxdgP34S2HeC8zk7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anLi4ONLS0gBI\nS0sjPv7E5w+FhYURGRnJgQMHANi0aROxsbFVmlMql+fKqdcgPApzyeVOxxERkVrG8YKTmJjIxo0b\nGT16NJs2bSIxMRGA7OxsHn/88bLjbr/9dqZNm8ZDDz3E119/zXXXXedUZKkM2zbBzq2YX92ACdDs\njYiIVC7HFxkHBwczYcKEE7ZHREQwbty4stctW7ZkypQpVRlNfMj9/nwIjcD0vsLpKCIiUgs5PoMj\ndY/d/iVs24QZeB0mINDpOCIiUgup4EiVcy+cD8GhmD4DnY4iIiK1lAqOVCm76yvYsh5z1fWYevWc\njiMiIrWUCo5UKff786FRCKavZm9ERMR3VHCkytg9O2DzGsyViZig+k7HERGRWkwFR6qMe+F8aBiM\n6T/I6SgiIlLLqeBIlbD7dsGGlZiEqzFBDZyOIyIitZwKjlQJ98IFUL8hZsAQp6OIiEgdoIIjPmf3\nfw1rV2AuvxrToJHTcUREpA5QwRGfswsXQFB9TMLVTkcREZE6QgVHfMoe2IddsxwzYAimYbDTcURE\npI5QwRGfsgtfh8B6mIRrnY4iIiJ1iAqO+Iw9+C121VJMv0GY4BCn44iISB2igiM+Yz94HQL8MVcm\nOh1FRETqGBUc8Qmb/h32i/9hLvsVJiTM6TgiIlLHqOCIT9gP3wCXH+aq65yOIiIidZAKjlQ6m/k9\ndsVizGVXYcIinI4jIiJ1kAqOVDr74ZtgDOaq652OIiIidZQKjlQqm52BXZ6K6X0FJiLK6TgiIlJH\nqeBIpbIfvQlYzMAbnI4iIiJ1mAqOVBqbm4Vd+jHmkssxkec4HUdEROowFRypNHbR2+AuxfzqRqej\niIhIHaeCI5XC5uVg0z7C9OqPiW7idBwREanjVHCkUtj/pkBJCWbQTU5HERERUcGRirOH87D/+wDT\n8zJM42ZOxxEREVHBkYqzH6dAcRFm0FCno4iIiAAqOFJB7sOHsIs/wMT1xjSNdTqOiIgIoIIjFXT0\nvflwrAAzWLM3IiJSfajgyFmzR/M5unABdL8EE9PC6TgiIiJlVHDkrNlP3scePYJLszciIlLNqODI\nWbEFR7Gp71CvRx9M89ZOxxERESlHBUfOzuE8iG1Fw6G3OZ1ERETkBCo4clbMOU3x++PfCWhzvtNR\nRERETqCCIyIiIrWOv9MB8vPzSU5OJiMjg+joaMaMGUOjRo3KHXPgwAGSk5PLXqenpzN06FAGDx5c\n1XFFRESkBnC84KSkpNC5c2cSExNJSUkhJSWFkSNHljumWbNmTJ06FQC3281dd91Fjx49nIgrIiIi\nNYDjp6hWrVpF3759Aejbty+rVq067fGbNm2iSZMmREdHV0U8ERERqYEcLzh5eXmEh4cDEBYWRl5e\n3mmPX758OZdeemlVRBMREZEaqkpOUU2ePJnc3NwTtg8fPrzca2MMxphTvk9JSQlr1qxhxIgRp/28\n1NRUUlNTAZgyZQpRUVFnkfr0/P39ffK+NY3GQWMAGgPQGByncdAYQPUYgyopOOPHjz/lvtDQUHJy\ncggPDycnJ4eQkJBTHrtu3TpatWpFWFjYaT8vISGBhISEsteZmZlnHvoXREVF+eR9axqNg8YANAag\nMThO46AxAN+OQbNmzbw6zvFTVHFxcaSlpQGQlpZGfHz8KY/V6SkRERHxhuMFJzExkY0bNzJ69Gg2\nbdpEYmIiANnZ2Tz++ONlxxUWFrJx40Z69uzpVFQRERGpIYy11jodwtcOHDhQ6e+pKUgPjYPGADQG\noDE4TuOgMQCdohIRERHxCRUcERERqXVUcERERKTWqRNrcERERKRu0QzOWRo7dqzTEaoFjYPGADQG\noDE4TuOgMYDqMQYqOCIiIlLrqOCIiIhIreP38MMPP+x0iJqqdevWTkeoFjQOGgPQGIDG4DiNg8YA\nnB8DLTIWERGRWkenqERERKTWqZKnidc269evZ+7cubjdbi6//PKy52fVJTNnzmTt2rWEhoby9NNP\nOx2nymVmZjJjxgxyc3MxxpCQkMCgQYOcjlXlioqKmDhxIiUlJZSWltKrVy+GDh3qdCxHuN1uxo4d\nS0RERLW4gqSq3XvvvQQFBeFyufDz82PKlClOR6pyR44c4YUXXuCbb77BGMPdd99N+/btnY5VpQ4c\nOEBycnLZ6/T0dIYOHcrgwYOrPIsKzhlyu928/PLL/O1vfyMyMpJx48YRFxdHbGys09GqVL9+/Rg4\ncCAzZsxwOooj/Pz8uOWWW2jdujUFBQWMHTuWLl261Lmfg4CAACZOnEhQUBAlJSVMmDCBrl271rm/\n1AE++OADYmJiKCgocDqKYyZOnEhISIjTMRwzd+5cunbtyoMPPkhJSQnHjh1zOlKVa9asGVOnTgU8\n/7+866676NGjhyNZdIrqDO3cuZMmTZrQuHFj/P39ueSSS1i1apXTsapchw4daNSokdMxHBMeHl62\ngK5+/frExMSQnZ3tcKqqZ4whKCgIgNLSUkpLSzHGOJyq6mVlZbF27Vouv/xyp6OIQ44ePcrWrVsZ\nMGAAAP7+/jRs2NDhVM7atGkTTZo0ITo62pHP1wzOGcrOziYyMrLsdWRkJDt27HAwkTgtPT2dPXv2\n0LZtW6ejOMLtdvPnP/+ZgwcPctVVV9GuXTunI1W5V155hZEjR9bp2RuAyZMn43K5uOKKK0hISHA6\nTpVKT08nJCSEmTNnsnfvXlq3bk1SUlLZPwDqouXLl3PppZc69vmawRGpgMLCQp5++mmSkpJo0KCB\n03Ec4XK5mDp1Ki+88AK7du1i3759TkeqUmvWrCE0NNTxS2KdNnnyZKZOncpf/vIXFi1axJYtW5yO\nVKVKS0vZs2cPV155JU8++ST16tUjJSXF6ViOKSkpYc2aNfTq1cuxDCo4ZygiIoKsrKyy11lZWURE\nRDiYSJxSUlLC008/TZ8+fejZs6fTcRzXsGFDOnbsyPr1652OUqW2bdvG6tWruffee3n22WfZvHkz\n06ZNczpWlTv+92BoaCjx8fHs3LnT4URVKzIyksjIyLIZzF69erFnzx6HUzln3bp1tGrVirCwMMcy\nqOCcoTZt2vDdd9+Rnp5OSUkJn332GXFxcU7HkipmreWFF14gJiaGIUOGOB3HMYcOHeLIkSOA54qq\njRs3EhMT43CqqjVixAheeOEFZsyYwf3330+nTp0YPXq007GqVGFhYdnpucLCQjZu3Ejz5s0dTlW1\nwsLCiIyM5MCBA4Bn/Uldu+jgp5w+PQVag3PG/Pz8uP3223nsscdwu93079+fc8891+lYVe7ZZ59l\ny5YtHD58mN///vcMHTq0bHFdXbBt2zaWLFlC8+bN+eMf/wjAzTffTPfu3R1OVrVycnKYMWMGbrcb\nay0XX3wxF110kdOxpIrl5eXx1FNPAZ5TNb1796Zr164Op6p6t99+O9OmTaOkpIRzzjmHe+65x+lI\njjhecu+8805Hc+hOxiIiIlLr6BSViIiI1DoqOCIiIlLrqOCIiIhIraOCIyIiIrWOCo6IiIjUOio4\nIiIiUuuo4IhIlXj44Ye57bbbKC4u9tlnzJgxg9dee81n7y8iNYcKjoj4XHp6Olu3bgVg9erVPvkM\nt9td4fcoLS2thCQiUh3oTsYi4nNLliyhffv2tG3blrS0NC6++GLAM+MSEBDA999/z44dO2jVqhV/\n+MMfiI6OBuDbb79lzpw57N69m5CQEIYNG8Yll1xS9r2BgYFkZmayZcsWbr31VpYtWwbAwoUL6dix\nI2PHjmXo0KFMmzaNJk2alH1fZGQkw4cP58svv+T5559n4MCBLFy4kC5dujBq1CjWrFnDa6+9RkZG\nBrGxsdxxxx20aNHCgZETkbOlGRwR8bm0tDR69+5Nnz592LBhA7m5uWX7li1bxg033MDLL79My5Yt\nyx5UWVhYyKOPPkrv3r156aWXuP/++3n55ZfZv39/ue+97rrrmDdvHpdddhm9e/fm2muv5Z///Cdj\nx471Kltubi75+fnMnDmTu+66iz179jBr1izuvPNO5syZQ0JCAk8++aRPT62JSOVTwRERn/rqq6/I\nzMzk4osvpnXr1jRu3LhspgWge/fudOjQgYCAAG6++Wa2b99OZmYma9euJTo6mv79++Pn50erVq3o\n2bMnK1asKPve+Ph4zj//fFwuF4GBgWeVzxjD0KFDCQgIIDAwkNTUVBISEmjXrh0ul4t+/frh7+/P\njh07KjwWIlJ1dIpKRHzqf//7H126dCEkJASA3r17k5aWVvYU9sjIyLJjg4KCaNSoETk5OWRkZLBj\nxw6SkpLK9peWlnLZZZeVvf7p956tkJCQcuUoMzOTtLQ0Pvroo7JtJSUlZGdnV/izRKTqqOCIiM8U\nFRWxYsUK3G43d9xxB+ApC0eOHOHrr78GICsrq+z4wsJC8vPzCQ8PJzIykg4dOjB+/PhTvr8x5rSv\nAerVq8exY8fKXufm5pYrRj//nsjISK6//nquv/5673+jIlLt6BSViPjMypUrcblcJCcnM3XqVKZO\nnUpycjIXXHABS5YsAWDdunV89dVXlJSU8Nprr9G+fXuioqK46KKL+O6771iyZAklJSWUlJSwc+fO\ncmtwfi40NJTvv/++3LaWLVuybNky3G4369evZ8uWLafNfPnll/Pxxx+zY8cOrLUUFhaydu1aCgoK\nKj4gIlJlNIMjIj6TlpZG//79iYqKKrf9qquuYu7cuXTu3JlLL72U119/ne3bt9O6dWtGjRoFQP36\n9fnb3/7GvHnzmDdvHtZaWrRowa233nrKzxswYADPPPMMSUlJdOjQgT/96U8kJSUxY8YMFi1aRHx8\nPPHx8afN3KZNG+666y7mzJnDd999R2BgIOeffz4XXHBBxQdERKqMsdZap0OISN3000t0gRqsAAAA\nTUlEQVS2RUQqk05RiYiISK2jgiMiIiK1jk5RiYiISK2jGRwRERGpdVRwREREpNZRwREREZFaRwVH\nREREah0VHBEREal1VHBERESk1vl/bDJVdDTwdAgAAAAASUVORK5CYII=\n", "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 5 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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VOksOEFqOOfJQJEnOsYgAyW5z68E61NaO+SUlcverg6DVy0luUxTm5mLHvT9F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\nh8M7k7wM10wkys4y5CEjbWpPE1eRJSJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['r'][4], \n", " magnitudes['r'][5], \n", " stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 15.0 and 17.0." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.08020281845006139\n", "Number of source used: 5259\n", "RMS: 0.048475655242475504\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " magnitudes['r'][4], magnitudes['r'][5], \n", " stellarities['r'],\n", " mag_min=15.0, mag_max=17.0)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c - z band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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Zv3497dq1O6TzJk+ejOM4nH766WRnZ1fVsydIxcXFUVZWdkjXFJHazTjO7oAS\naEDa5Q9IVSNIZdi9Ro92jyb9sAH7xSfw01aw/mi0V0AyBppE7z0Hac9o0u5RpL3mJEU39d/aE5Fa\nK6DAs2rVKh566CFKS0v3+dm8efMCfrOKigpyc3MZOnQoUVGBP746efJkEhISKCsr4/bbbyc5OZkO\nHTrs9RpjzAE3QMzPzyc/Px+AnJwcEhMTA37vQxERERG0a9cV6oF6AF73IPC/hNldu7Bby3C3lPr/\nlJXglu3+55ZffV1YgLvuU//ttgMEJNM0FicmDic23v/P+Ga4fQeQmFq/l+/Qvw/qAdSOHgQUeGbP\nns0f//hHTjvtNBo0aFCtN6qsrCQ3N5fMzEwyMjIO6dyEhAQAYmNjSU9PZ926dXTo0IHY2FhKSkqI\nj4+npKRknzk+e2RnZ1eNCoF/EnUwJCYmBu3adYV6oB5AHexBVIz/T4vWB3yJgz8g8dPW/Y4esbWU\nXVu3sKu8DNZ/CR+8w/aX/4U5uTfm7Isw8c1C93lqkTr3uxAE6kFwe5CcnBzQ6wIKPOXl5Zx++ukH\nHEH5LdZaZsyYQUpKCgMGDDikcysqKrDW0rhxYyoqKli9ejXnnnsuAN26dWPJkiUMGjSIJUuWkJ6e\nXq36REQCYXw+/zyfmDj/9wd5rd2+jUZvvMS255/Ernwb8/s/Ys44G9NAK1OLeME3cc+s34PYunUr\nmzdvpk2bNtV6k7Vr1/Loo4/y888/89prr/Haa6+RmJjI999/z+TJkykoKGD58uWsWbOGXr16UVxc\nzL333ktmZiabN2/mjjvu4LXXXiM/P5+MjIyqRRBTU1N57rnnePrppykvL+fiiy8OaARq69at1foc\nvyUqKopt27YF5dp1hXqgHoB6AGAiI4k/OYvtHdOxRYXwxsvYd9+AuARIbl3tv0DWNfpdUA8guD1o\n2rRpQK8z1tp9Hmb4X+PHj2fdunUkJSURFxe3188mTZpUvQo9VFBQEJTrathSPQD1ANSDPX7dB7t2\nDe68h+H79dD2OJzzL8O0ae9xhcGn3wX1AOrQLa0+ffoEtN6OiIjsnzm2I86tf8cuW4x99gncKTdg\nTu6DOWcIJq5+zu8RCaWAAs+eLSZERKT6jOPDZJ6B7XYq9qX52MXPYz94G/P7czGn/0Hze0SCKKDA\n8/rrr+/3eGRkJM2aNaN9+/ZERkbWaGEiIuHKNI7CnDsU2+t3uE8/il04F/vmq5g/DsV0O6XezO8R\nCaWAAs/X7Bj4AAAgAElEQVTSpUv54osviI2NpVmzZmzevJmysjLatm1LYWEhADfddNMB98ISEZF9\nmSOOxHflGOznq3HnzcbOugv7egecP1+KOerQFmcVkYMLKPC0bNmS7t27069fv6pjixYtYuPGjdx2\n220888wzPPLII9xxxx1BK1REJFyZ49Jwxv0d+1Y+duFc3Dt2z+85ewgmLsHr8kTCghPIi5YtW8aZ\nZ56517EzzjiDt956C2MMAwcOZMOGDUEpUESkPjCOD6fX73Bun4E5YxD2vSW4t16B+9J87M4dXpcn\nUucFFHhiY2NZuXLlXsc++OCDqpWNd+7cSUTEIW3LJSIi+2GimuCcezHObQ/A8Z39Iz7jhmPff4sA\nVhERkQMIKKVcfPHF/P3vf6d169ZVc3i+++47rr/+egC+/PLLfUaARESk+swRyfiuGov97CPc+bNx\nZ94F7Tv41+85SvMlRQ5VQAsPgn914g8//JDi4mLi4+Pp0qVLwKsb1jZaeDB41AP1ANSDPWqqD9bd\nhX3rNezCf0D5FkzPPv79uWLja6DK4NLvgnoAdWjhQfAv3dyrV69qFyQiItVjHB+m15nYbpm71+95\nAfv+25h+u9fviazeps4i9UlAgWfXrl288sorfPrpp/vsQ1UXt5YQEamLTFQTzJ8u9q/f86852Gef\nwL75Ks65F0OXk7V+j8hBBDRp+bHHHiM/P58OHTrw9ddfk5GRQVlZGSeccEKw6xMRkf9hmifju+oW\nnOsnQ8NGuDNycO8Zi/3uK69LE6m1Ago87733HmPHjqVfv374fD769evHqFGj+OSTT4Jdn4iIHIA5\nvhPOuHsxFw6Hgu9xb78e97H7sWUlXpcmUusEdEtrx44dNGvm39yuQYMG/Pzzz6SkpPDNN98EszYR\nEfkNxufDZJ2JTd+zP9eL2PffwvQ7D5N9lub3iOwWUOBJSUnhq6++ol27dqSmprJgwQIaN25MQoJW\nABURqQ1MVDTmT3/D9joTd8Ej2Gcewy5dhPOni+Ekze8RCeiW1tChQ3Ec/0v/+te/sn79elauXMmw\nYcOCWpyIiBwa0zwZ39W34oyc5J/f81AO7j23YL/72uvSRDwV0AhPu3a/bGJ35JFHMm7cuKAVJCIi\nh890OAln3L3YN1/BPvcP3NtHYk49HTPoL5iY2r9+j0hNC3gdnk2bNvHtt99SUVGx1/FTTz21xosS\nEZHDZ3w+zGn9sN17YV+ch339ReyKNzH9z8P0HYiJjPS6RJGQCSjwPPvsszz99NO0bNmSBg1+mQBn\njFHgERGp5UxUNOa8S/zze/41B/v0Y9ilr/jX7zmph+b3SL0QUOB58cUXycnJoWXLlsGuR0REgsS0\nSMF39a3YTz7078/10J1wbEec8y/FtGrjdXkiQRXQpOXo6GiSkpKCXYuIiISAOeEknPHTMBdcARu/\nwZ18He7jD2C3lHpdmkjQBDTCM3ToUGbOnEn//v2JjY3d62eJiYlBKUxERILH+HyY3nvm9zyF/c9L\n/vV7+p+H6XOW5vdI2Ako8FRWVrJ69WqWLVu2z8/mzZtX40WJiEhomCbRmPMvxWadiTv/Eey/HsUu\nWYTzp79B5wzN75GwEVDgefjhhxk8eDCnnHLKXpOWRUQkPJgWLfGNGI/9+AP//J4Hp8BxaTjnX4Jp\nqfk9UvcFFHhc16V3795Viw+KiEh4Mid2wTm+E3bpIuxz/8S9bSQm83TMH/6CiYnzujyRagsowZx1\n1lksXLgQa22w6xEREY8Znw+nd3+cO2Zg+vTHLsvHvfUK3FefxVbu9Lo8kWoJaITn3//+N6WlpTz7\n7LNER0fv9bOHHnooKIWJiIi3TJOmmD9fhs36vX9/rgVzds/vuRg6aX6P1C0BBZ5rrrkm2HWIiEgt\nZY7cM79nJe78R3CnT4HjO+Gcdwmm5dFelycSkIACT4cOHYJdh4iI1HLmxK44x+2e3/P8k7i3XYfp\ndYZ/fk/T2N++gIiHAt5L63AUFRUxffp0SktLMcaQnZ1Nv379eOedd1iwYAEbN25kypQptG3bNuBz\nAebPn8/ixYuJiYkBYPDgwXTp0iUUH0lEpF4yERGYPgOwGVnYF3av37P8TcyA8zF9+mMitH6P1E4h\nCTw+n48hQ4aQmprK9u3bGT16NGlpabRq1Yobb7yRWbNmHfK5e7a56N+/PwMHDgzFxxARkd1+md9z\nJu782dgFj/jn95z3N0hL1/weqXVC8px5fHw8qampADRu3JiUlBSKi4tp2bIlycnJ1TpXRES8Z45s\nhe/aiTgjJoDj4D5wO27eeOzGb70uTWQvIRnh+bXCwkLWr19Pu3btauTcRYsWsXTpUlJTU7nooov2\neYpMRESCz3Ts6l+/Z8m//fN7Jl2Lyfod7sUjvC5NBABjA1hcp7y8nOeff55vv/2WioqKvX42adKk\ngN+soqKCCRMmcM4555CRkVF1fOLEiQwZMmS/c3gOdm5paWnV/J158+ZRUlLC8OHD9zk3Pz+f/Px8\nAHJyctixY0fANR+KiIgIKisrg3LtukI9UA9APdijvvbB3VJG+bzZbF/0LL7EI4i7NZeIVkd7XZZn\n6uvvwa8FsweB7gAR0AjPtGnTqKys5OSTT6721hKVlZXk5uaSmZm5V9g5nHPj4n5Z9bNv375MnTp1\nv+dnZ2eTnZ1d9X1RUdEhVh+YxMTEoF27rlAP1ANQD/ao1304+yKczj2wD05h8+jLcK4cgzkuzeuq\nPFGvfw92C2YPfmtqzB4BBZ4vvviChx9+mMhq7p5rrWXGjBmkpKQwYMCAGju3pKSE+Ph4AJYvX06r\nVq2qVZ+IiNQ80+YY4qf+H0UTr8O9dyLmoqtwevb1uiyppwIKPK1bt2bz5s20aNGiWm+ydu1ali5d\nSuvWrRk1ahTgf4S8srKSRx55hC1btpCTk8PRRx/NLbfcQnFxMTNnzmTMmDEHPLdLly7MnTuXb775\nBmMMSUlJDBs2rFr1iYhIcPiOOBJn9FTcGVOxc6bhbvovZuBgPcUlIRfQHJ558+axbNkyTjvttL1u\nIwH06dMnaMUFS0FBQVCuq2FL9QDUA1AP9lAffumBrdyJnfsgdtliTI/TMBddg6nmXYO6Rr8HdeiW\n1ueff06zZs1Ys2bNPj+ri4FHRERCy0REwl9HQNKR2IVzscWbcIaPxTRp6nVpUk8EFHgmTJgQ7DpE\nRCTMGWMw/c/DTWyOfXQabs5NONeMxxxxpNelST1wyAsPWmtxXbfqj4iIyKFwMrJwRk6GrVtw7xyF\n/epzr0uSeiCgEZ7i4mJmz57NZ599xk8//bTXz+bNmxeUwkREJHyZY07AGX0X7v234ebeivO36zDd\nTvW6LAljAY3wzJo1i4iICMaPH0+jRo2YOnUq3bp147LLLgt2fSIiEqZMixSc0XdD61TcmXfhLnqa\nAJ6jEamWgALPF198wZVXXsnRRx+NMYajjz6aK6+8khdffDHY9YmISBgzTWNwbrgdk56Jffox7NyH\nsLt2eV2WhKGAbmk5joPP5wOgSZMmbNmyhcaNG2sTTxEROWwmsgFcegMktcC+vAC7+b84l9+MaRzl\ndWkSRgIa4WnXrh0ffvghAJ06dSIvL4977rnnoHtfiYiIBMo4Ds7ZQzAXXQ2ffYQ79WZs8Savy5Iw\nElDgueaaa+jQoQMAQ4cO5cQTT6RVq1aMGKFdcEVEpOY4mWfgXDsBijf5n+D67iuvS5IwEVDgadKk\nCdHR0YB/V9I//vGPXHjhhVX7WImIiNQU0+EknJunguPg3jUGu3qF1yVJGAgo8OzcuZMnn3ySq6++\nmr/+9a8AfPTRRyxatCioxYmISP1kUo7CGXMPtGiJ+8AduP95yeuSpI4LKPA89thjfP/994wYMaJq\nw7dWrVrx6quvBrU4ERGpv0xcAs6oKZDWDfvPmbjzZmNdPcEl1RPQU1rLly/nvvvuo1GjRlWBJyEh\nQU9piYhIUJmGjXCGj8HOfwSb/5z/Ca5LbsA0bOh1aVLHBDTCExERsc82Elu2bKFpU236JiIiwWUc\nH86fL8P8+TJY9R7uPWOxW0q8LkvqmIACT48ePXjggQcoLCwEoKSkhNmzZ9OzZ8+gFiciIrKH0/cs\nnOFjoeA73CmjsAXfeV2S1CEBBZ4LLriAI444ghtuuIFt27YxYsQI4uPj+dOf/hTs+kRERKqYzhk4\nN90JlTtxc27GfvaR1yVJHRHQHJ6IiAiGDh3K0KFDq25l7ZnLIyIiEkrmqHY4Y+7Gve823GkTMUOu\nxjmlr9dlSS130MBTVFS03+ObN2+u+joxMbFmKxIREfkNptkRODdPxZ2Rg310Gu6mHzB/+Iv+Mi4H\ndNDAc9VVV/3mBebNm1djxYiIiATKRDXBGTEB+4+HsC/Nh03/haEjMJGRXpcmtdBBA89RRx3Fjh07\nyMrKIjMzk4SEhFDVJSIi8ptMRARcdLV/49Fnn8CWbMIZPhYTHeN1aVLLHDTw3HXXXXz33XcsWbKE\ncePG0bJlS3r16kVGRgYNGjQIVY0iIiIHZIzB9PsTbmJz7JxpuDk344wYhzki2evSpBb5zae0Wrdu\nzZAhQ5g+fTr9+/dn5cqVDBs2jK+//joU9YmIiATE6d4L54bJ8NMW3Dtvwq77zOuSpBYJ6LF0gB9/\n/JFPP/2UL7/8kjZt2lRtJioiIlJbmHYdcEbfDVHRuLm34q54y+uSpJY46C2t8vJy3nrrLZYsWUJF\nRQWZmZlMmjRJT2aJiEitZZon44y5C3f6FOysu3CL/os58xw9wVXPHTTwXH755RxxxBFkZmZyzDHH\nAP6Rnh9//LHqNSeeeGJwKxQRETlEJjoG5/rbsI/eh33mMdj0A1xwhX+Ss9RLB/1fPi4ujh07drB4\n8WIWL168z8+NMTzwwANBK05ERKS6TGQDuOR6SGyBfXk+dvMmnMtvwkQ18bo08cBBA8/06dNDVYeI\niEiNM46DOftC3KTm2LkP4t41Guea8ZhmSV6XJiEW8KRlERGRuso59XScEROgeBPunaOw367zuiQJ\nMQUeERGpF0yHzjg33wU+H+5dY7AfLfe6JAmhkMzeKioqYvr06ZSWlmKMITs7m379+vHOO++wYMEC\nNm7cyJQpU2jbtu1+z1+1ahVz5szBdV369u3LoEGDAP9TZHl5eWzatImkpCRGjhypx+VFROSATEpr\nnLH34N4/GXf6FMz5l+L0HeB1WRICIRnh8fl8DBkyhLy8PO644w5eeeUVNmzYQKtWrbjxxhs5/vjj\nD3iu67rMnj2bsWPHkpeXx7Jly9iwYQMACxcupGPHjtx333107NiRhQsXhuLjiIhIHWZi43FGTYFO\n6dinZuHOexjr7vK6LAmykASe+Ph4UlNTAWjcuDEpKSkUFxfTsmVLkpMPvvT3unXraNGiBc2bNyci\nIoKePXuyYsUKAFasWEFWVhYAWVlZVcdFREQOxjRshHPlaEz2QGz+87gP5WB/rvC6LAmikM/hKSws\nZP369bRr1y6g1xcXF9OsWbOq75s1a0ZxcTEAZWVlxMfHA/5H6MvKymq+YBERCUvG8eGcfynmz8Pg\noxW4d4/FlpV4XZYESUhXYKqoqCA3N5ehQ4cSFRVVo9c2xhxwFc38/Hzy8/MByMnJCdpK0REREfV+\nFWr1QD0A9WAP9aGO9OD8ofyc2o7S3PEw9Sbibs0lonVqjV2+TvQgyGpDD0IWeCorK8nNzSUzM5OM\njIyAz0tISGDz5s1V32/evJmEhAQAYmNjKSkpIT4+npKSEmJiYvZ7jezsbLKzs6u+LyoqquanOLjE\nxMSgXbuuUA/UA1AP9lAf6lAP2hyHM2oK7v2T2Tx6GM4VozEdOtfIpetMD4IomD34rakxe4Tklpa1\nlhkzZpCSksKAAYc2G75t27b88MMPFBYWUllZydtvv023bt0A6NatG0uWLAFgyZIlpKen13jtIiJS\nP5ij2uGMuQcSknDvm4T71mtelyQ1yDdx4sSJwX6TtWvX8uijj/Lzzz/z2muv8dprr5GYmMj333/P\n5MmTKSgoYPny5axZs4ZevXpRXFzMvffeS2ZmJo7j0KJFC+6//34WLVpEZmYmPXr0ACA1NZXnnnuO\np59+mvLyci6++GIaNGjwm/Vs3bo1KJ8zKiqKbdu2BeXadYV6oB6AerCH+lD3emCimmC6Z2G/+RLy\nn4ddu+C4joe18Whd60EwBLMHTZs2Deh1xlprg1JBLVZQUBCU62rYUj0A9QDUgz3Uh7rbA1tZif3n\nDOybr2K698IMHeHfm6sa6moPalJtuKWlbWNFRET+h4mIgCFXQVIL7DOPY4uLcK4ai4ne/1xRqf20\ntYSIiMh+GGNwfn8uZtgo+OZL3DtvwhYG5w6BBJ8Cj4iIyEE46Zk4N0yGbVv9G4+u+9TrkqQaFHhE\nRER+g2nXAWfM3RDVFDd3HO6KN70uSQ6RAo+IiEgAzBHJOGPugjbtsbPuxn15AfXwuZ86S4FHREQk\nQCY6BmfkZP+j688+gX38AWxlpddlSQD0lJaIiMghMJGRcOn1kNQc+9J87OZC/8rMUU28Lk0OQiM8\nIiIih8gYgzPoQszQEfDFx7hTb8ZuLvS6LDkIBR4REZFqck7Jxrl2IpRs9j/B9e06r0uSA1DgERER\nOQzm+E44o6dCRCTuXWOwq97zuiTZDwUeERGRw2SSW/sfW09ujfvgFNzFL3hdkvwPBR4REZEaYGLj\ncW6cAp0ysE/9H+5T/4d1d3ldluymwCMiIlJDTMOGOFfejMn+A3bxC7gP3omt2O51WYICj4iISI0y\njg/n/EswF1wOq9+nZMIIbMU2r8uq9xR4REREgsDp3R/nipvZue5z/0jPzp1el1SvKfCIiIgEiely\nMjFXjYHPPsKdnas5PR5S4BEREQmixn36Yf50Max8G/uPmdp/yyPaWkJERCTInDPOxt26BbvoaWga\ngxl0odcl1TsKPCIiIiFgzrkIyrdgX5qPGx2Dkz3Q65LqFQUeERGREDDGwIXDsT9txc57GDe6KU6P\n3l6XVW9oDo+IiEiIGJ8P57Ib4diO2Efvw6553+uS6g0FHhERkRAykQ1wrroFUo7GnZGDXfep1yXV\nCwo8IiIiIWYaR+FcOwHiEnHvn4zd8I3XJYU9BR4REREPmJg4nJGToEFD3HsnYjf96HVJYU2BR0RE\nxCMmsTnOdZNg5w7ceydgt5R4XVLYUuARERHxkEk5CueacVC6GXfaJOy2n7wuKSwp8IiIiHjMtDse\n54oxsPFb3Ol3YHfu8LqksKPAIyIiUguYjl0xF18HX3yMO+tu7C7tu1WTFHhERERqCScjC/PnYbDq\nPewT07XvVg0KyUrLRUVFTJ8+ndLSUowxZGdn069fP8rLy8nLy2PTpk0kJSUxcuRIoqOj9zq3oKCA\nvLy8qu8LCws577zz6N+/P/Pnz2fx4sXExMQAMHjwYLp06RKKjyQiIhIUTt8BuOVl2BfnQXQM5tyh\nXpcUFkISeHw+H0OGDCE1NZXt27czevRo0tLSeOONN+jYsSODBg1i4cKFLFy4kAsv3HtDteTkZO6+\n+24AXNfl8ssvp3v37lU/79+/PwMHaj8SEREJH2bgBbC1DPvKM7hNY3F+d7bXJdV5IbmlFR8fT2pq\nKgCNGzcmJSWF4uJiVqxYQVZWFgBZWVmsWLHioNdZs2YNLVq0ICkpKeg1i4iIeMUYg7ngcky3U7H/\nmoO7bLHXJdV5Id88tLCwkPXr19OuXTvKysqIj48HIC4ujrKysoOeu2zZMk455ZS9ji1atIilS5eS\nmprKRRddtM8tMRERkbrIOD7420j/ZqOP349tEo3pnOF1WXVWSANPRUUFubm5DB06lKioqL1+Zozx\n7yR7AJWVlaxcuZILLrig6tgZZ5zBueeeC8C8efN4/PHHGT58+D7n5ufnk5+fD0BOTg6JiYk18XH2\nEREREbRr1xXqgXoA6sEe6oN6AIffA3dcLiUTRlA5627ix+fR4MSTarC60KgNvwchCzyVlZXk5uaS\nmZlJRoY/ocbGxlJSUkJ8fDwlJSVVk4/358MPP6RNmzbExcVVHfv113379mXq1Kn7PTc7O5vs7Oyq\n74uKig734+xXYmJi0K5dV6gH6gGoB3uoD+oB1EwP7JVj4a7RlEwZhXPjHZjWbWuoutAI5u9BcnJy\nQK8LyRweay0zZswgJSWFAQMGVB3v1q0bS5YsAWDJkiWkp6cf8Br7u51VUvLLEtzLly+nVatWNVy5\niIiI90zTGP++W42j/PtuFRZ4XVKdE5LAs3btWpYuXcrHH3/MqFGjGDVqFB988AGDBg1i9erVjBgx\ngjVr1jBo0CAAiouLufPOO6vOr6ioYPXq1VUjQ3vMnTuXG264gRtvvJFPPvmEv/71r6H4OCIiIiFn\nEpJwrrsNrIubNwFbWux1SXWKsfVwVaOCguAkYw3dqgegHoB6sIf6oB5AzffArv8CN/dWSGyOM+pO\nTJPa/7BOvbmlJSIiIjXDtDkGZ/hY+HEj7gOTsT//7HVJdYICj4iISB1jOnTGufR6+Opz3JlTsZWV\nXpdU6ynwiIiI1EGm26mYC66ANe9jH7sP67pel1SrhXzhQREREakZzmm/xy3fgn3uHxAdA+ddctA1\n7eozBR4REZE6zPQ/D8q3YPOf92822v88r0uqlRR4RERE6jBjDJx3iT/0LJyL2zQGp9eZXpdV6yjw\niIiI1HHGcWDotdifyrFzZ2CbxGC69vS6rFpFk5ZFRETCgImIwLniZkg9Bvfhe7CffeR1SbWKAo+I\niEiYMA0b4VwzDo5Ixp0+BfvNl16XVGso8IiIiIQR06QpznWTILop7rRJ2B83eF1SraDAIyIiEmZM\nfDOckbeBMbh547HF9Xt7D1DgERERCUumeTLOdRNh20+4907Alm/xuiRPKfCIiIiEKdO6Lc7Vt8Km\nH3Hvuw1bsd3rkjyjwCMiIhLGzLEdcYaNgm/W4T6Ug63c6XVJnlDgERERCXPmpB6YIcPh0w+xj9xb\nL/fd0sKDIiIi9YCTeQZu+VbsM49BdFMYfHm92ndLgUdERKSeMGee49+C4tVnIToWM3Cw1yWFjAKP\niIhIPWGMgXOH+kPPC0/6993q3d/rskJCgUdERKQeMcbARVdjf9qKfXIWblQ0TkaW12UFnSYti4iI\n1DPG5/M/udW+A3bOvdiPP/C6pKBT4BEREamHTIOGOFfdCke2xn3oTuxXn3tdUlAp8IiIiNRTJqqJ\nfzXm2Hjc+ydjC77zuqSgUeARERGpx0xsvH/frYgI3LwJ2M2FXpcUFAo8IiIi9ZxJauEf6fm5wh96\ntpZ5XVKNU+ARERERTMs2ONeMg+JNuNMmYSu2eV1SjVLgEREREQBM+w44V9wM33+NO30KducOr0uq\nMQo8IiIiUsWkpWOGXgufr8Z9OBfr7vK6pBqhwCMiIiJ7cU7ujTnvEvjgHezch7DWel3SYdNKyyIi\nIrIP5/Q/4G4tw/77X9A0FnP2EK9LOiwhCTxFRUVMnz6d0tJSjDFkZ2fTr18/ysvLycvLY9OmTSQl\nJTFy5Eiio6P3Of+qq66iUaNGOI6Dz+cjJycHIODzRURE5NCZs4f49916eYF/363sP3hdUrWFJPD4\nfD6GDBlCamoq27dvZ/To0aSlpfHGG2/QsWNHBg0axMKFC1m4cCEXXnjhfq8xYcIEYmJi9jq2cOHC\ngM8XERGRQ2OMgQuv9O+7NW82bpMYnJN7e11WtYRkDk98fDypqakANG7cmJSUFIqLi1mxYgVZWf4N\ny7KyslixYsUhXfdwzxcREZGDM44P59Ib4Lg07KPTsKvr5v/XhnwOT2FhIevXr6ddu3aUlZURHx8P\nQFxcHGVlB17oaPLkyTiOw+mnn052djZAwOfn5+eTn58PQE5ODomJiTX5kapEREQE7dp1hXqgHoB6\nsIf6oB5A+PTAHZ9LybhrqJw5lfgJ02jQoVPA59aGHoQ08FRUVJCbm8vQoUOJiora62fGGP/Q2X5M\nnjyZhIQEysrKuP3220lOTqZDhw4Bn5+dnV0VksA/pygYEhMTg3btukI9UA9APdhDfVAPILx6YK+6\nBaaOpuT2G3FumoJp2Sag84LZg+Tk5IBeF7LH0isrK8nNzSUzM5OMjAwAYmNjKSkpAaCkpGSfOTp7\nJCQkVL0+PT2ddevWHdL5IiIicvhM01ickZOgYSPceydiN/3odUkBC0ngsdYyY8YMUlJSGDBgQNXx\nbt26sWTJEgCWLFlCenr6PudWVFSwffv2qq9Xr15N69atAz5fREREao5pdgTOdZNg507cvPHYshKv\nSwpISG5prV27lqVLl9K6dWtGjRoFwODBgxk0aBB5eXm8/vrrVY+VAxQXFzNz5kzGjBlDWVkZ99xz\nDwC7du3i1FNPpXPnzgAHPF9ERESCx6S0xhkxHvfv43DvnYgzagomqonXZR2UseGwfOIhKigoCMp1\nw+k+bXWpB+oBqAd7qA/qAYR3D+zHK3EfuB3aHodz7URMg4b7fV29msMjIiIi4cWc2BVz8XXw5ae4\ns+7G7qq9+24p8IiIiEi1ORlZmMHD4KPl2McfqLX7bmkvLRERETksTu/+/n23XngKomMwf7rY65L2\nocAjIiIih82cNdi/79arz/r33Trzj16XtBcFHhERETlsxhj48zAo34p9+jHc6BicU0/3uqwqCjwi\nIiJSI4zjwN+uw/5Ujn18OrZJU8xJPbwuC9CkZREREalBJiIS58rRcHQ7/5Nba9d4XRKgwCMiIiI1\nzDRqjDNiPCS1wH3gdnZ+vdbrkhR4REREpOaZ6Bj/FhRR0ZTedj226L+e1qPAIyIiIkFhEhJxRk6i\nYUYWxCZ4WosCj4iIiASNadGSmCtvwkRGelqHAo+IiIiEPQUeEfl/9u47vIoqceP490wKAdILIgRU\nQFCkCAYpiqFZFlBRUVgWFVwVsSAWXFDBRSxYEEW6FX+77iKrGyviRjQIitIERZqisIgIqRBaypzf\nHxaetucAACAASURBVNGsEVByc8Pce/N+nofHZO5k7st5Qnwzc+aMiEjIU+ERERGRkKfCIyIiIiFP\nhUdERERCngqPiIiIhDwVHhEREQl5KjwiIiIS8lR4REREJOSp8IiIiEjIU+ERERGRkKfCIyIiIiFP\nhUdERERCnrHWWq9DiIiIiFSncK8DeGH79u3Vctzk5GSys7Or5djBQmOgMQCNwc80DhoD0BhA9Y5B\ngwYNjmo/XdISERGRkKfCIyIiIiFPhUdERERCngqPiIiIhDwVHhEREQl5KjwiIiIS8lR4REREJOSp\n8IiIiEjIU+ERERGRkKfCIyIiIiFPhUdERERCXo18lpaISHWz32+hKPsHbEkp1I2FunUxTpjXsURq\nLBUeERE/s8sX4856lLxfv1CnLtSNgehYqBuDiY4p+7xuDPz0cdm22J8+j4ZatTHGePHXEAkpKjwi\nIn5kv9+K++IUaNKC+MHDKNj+PRTugb27f/rvHuzePbCnALtjG+zdA/v3/e/rf33A8PBDS9EhJSn2\n0H3C9eNd5Jf0L0JExE/svkLc6Q9BrSicG0ZT6+QWOI2yf//rSkpg3x7YW1hejuxP5ahCSSrcAzt/\nwBZuLCtQJSVlX3+4g0bVrng2qW70T2Uo9ldnk35RlGrX1dkkCVkqPCIifmBdF/f5JyHnR5zbH8Ak\nJB3115rwcIhNKPvz87bfez9r4eCBspL009mj8lJUfjap8Kdtu7HZO8q27d8LtqwiHVKUHOfwZ5Oi\n/7fN1I0tu9T2i/JkIiKP+u8q4hUVHhERP7BvvwKrP8MMvB7T/LRqfz9jTNlZnKjakJRStu0ovs66\npbBvb/mZo7Ki9L/Lbf/btgdydmG3bi4rUEVFZV9/uING1iorQHV+LkUx5YWo+LwLoW6c3/7eIr4K\n6MLz+eef88ILL+C6Lj179qRfv34VXrfW8sILL7Bq1Spq1arFjTfeSJMmTTxKKyI1lV2zDPvmPzCd\numF69PE6zm8yTljZZa7o2P9tO4qvs0UHK5xNYu+esstuhbthX+EvzjDtxn7/XfkZprys+ZhRD2Ma\nNq62v5PI0QjYwuO6Ls899xz33nsvSUlJjBkzhrS0NFJTU8v3WbVqFTt27GDKlCls2rSJZ599loce\nesjD1CJS09id23GffQJST8QMvilk58CYyFplZ3J+canudy+75eyER0bjPvVXnNGPYBJTqjekyG8I\n2IUHv/76a+rXr89xxx1HeHg4Xbp0YdmyZRX2Wb58Oeeccw7GGJo3b87evXvJyzvkRlARkWphDx7A\nnf4wOA7O8DGYWrW8jhRQTFI94sc9AQf24z7517IzQCIeCdjCk5ubS1LS/36TSEpKIjc395B9kpOT\nf3MfEZHqYK3Fznkatm/Fue5OTEp9ryMFpIgTm+HcdA/s2oH79ATswYNeR5IaKmAvaflTZmYmmZmZ\nAEycOJEZM2ZUy/s4joPrutVy7GChMdAYQM0Yg6L1X1D0+WdEtkkjctFSWLT0kH1qwjj8np/HoCSh\nKQfeXUjYmq+JOqsnxgnY37f9Tt8H1TsGEyZMOKr9ArbwJCYmkpOTU/55Tk4OiYmJh+yTnZ39m/sA\n9OrVi169epV/Pnz48GpIDMnJyRXy1EQaA40BhP4Y2PVrcD9fAAMuLbuUdYR5O6E+Dkfjl2PgfvgO\n9u8zMdEu5qobQ3a+06/p+yAwxiBgK3bTpk354Ycf2LlzJyUlJXz88cekpaVV2CctLY1FixZhrWXj\nxo3UqVOHhISEIxxRRKTqbO4u3NmPQb0GOENH1pj/afuD0603ps8V2MX/wb7+d6/jSA0TsGd4wsLC\nuOaaa3jwwQdxXZfu3bvTqFEj3nvvPQDOO+882rVrx8qVKxkxYgSRkZHceOONHqcWkVBmi4twZ0yE\n4iKcG+/G1K7jdaSgYy7+E+zOx779Cm5cIk733l5HkhoiYAsPQPv27Wnfvn2Fbeedd175x8YYrr32\n2mMdS0RqIGst9uVZ8N2msstYx6f+/hfJIYwx8Kfh2N352H/MwsbGY87o4nUsqQEC9pKWiEggsR8t\nwC7+D6b35Zj2nb2OE9RMWBjOdaOgSQvcZx/HbvjS60hSA6jwiIj8DvvNeuzLs+G0dpiLB3kdJySY\nWrVwbhkLKcfjTnsAu+1bryNJiFPhERH5DXZ3Hu7MiZCQVLbejhPmdaSQYerG4Iz8K9SqjfvkeGz2\nj15HkhCmwiMicgS2pAR31qOwr7BsknLdGK8jhRyTmIIzcjwUHyxbjXnPbq8jSYhS4REROQL7rxdg\n41rMlTdjGp3kdZyQZRo2xrl5LOTuwn36fuzBA15HkhCkwiMichju0g+x77+J6XkhTqduXscJeebk\nljjX3wnffY0761FsSYnXkSTEqPCIiPyK3boZ+39ToflpmP5DvY5TY5jTO2EGD4cvlmNfmoq11utI\nEkICeh0eEZFjze7dgzvjYagTjTPsLky4fkweS8455+MW5GHfeBniEzCXXu11JAkR+pcsIvIT65bi\nPvM45OXgjHoIE6tH1XjB9B0ABbnY+a+Wrcbc80KvI0kIUOEREfmJff0fsHYV5sobMU1P8TpOjWWM\ngUHDylZjnvssbmw8ToeuXseSIKc5PCIigF21FPvOK5izz8V0Pd/rODWeccJwrrsTmp2KfW4ydt1q\nryNJkFPhEZEaz/6wDff5yXDiyZhBw/QE9ABhIiJxbr4X6jfEnf4Qdus3XkeSIKbCIyI1mj2wD3f6\nQxARiTN8NCYi0utI8gumTjTOrX+FOtG4T43H7trhdSQJUio8IlJjWWtxX3gKdm7HuX4UJjHF60hy\nGCYhqWw15tJS3Cfvw+7O9zqSBCEVHhGpsey7r8LKTzCXDcGc0sbrOPIbzPGpZQ8bzc/BnXI/9sB+\nryNJkFHhEZEaya5dhf333zAdumLOvdjrOHIUTNNTcK7/C/x3M+6MidiSYq8jSRBR4RGRGsfu2lG2\n3k6DRpirb9Ek5SBi2nbAXHUzfLUK++IUrOt6HUmChNbhEZEaxR48WLaSsnVxbhyDqRXldSSpJOes\nXrj5udiMv0FcAubya7yOJEFAhUdEagxrLfZv02Hbdzi3jMXUa+B1JPGR6X05FORh38vAjUvAOe8S\nryNJgFPhEZEawy58G7v0A8xFgzCt07yOI1VgjIGB18LufOy8F3BjE/RUe/lNKjwiUiPYjWux856D\ntmdi+lzhdRzxA+OEwZ9vxxbuxr74FDYmDnNaO69jSYDSpGURCXk2Pwd31iOQdBzONbdhHP3oCxUm\nIgLnxrvh+Ma4Mx7GfrfJ60gSoPSvXkRCmi0pxp35CBw8gHPj3Zg6db2OJH5m6tTFufU+iI4tW6Pn\nx+1eR5IApMIjIiHNzn0WvlmPM2QEpmFjr+NINTHxiWWrMVtbthpzQZ7XkSTAqPCISMhyl2RiP5yP\nOf8STNrZXseRambqN8QZMQ525+M+9Vfs/n1eR5IAosIjIiHJfrcJ+7cZcGpbzCVXeR1HjhFzUnOc\n4aNh+9ayOT3FWo1ZyqjwiEjIsXsKyhYXjI3HuW4UJizM60hyDJlWZ2CuHgHrVmNfeFKrMQug29JF\nJMTY0lLc2Y/B7gKc0Y9gYmK9jiQecDp3xy3Ixb46B2LjYcC1eoRIDafCIyIhxf77JVi/BjPkVswJ\nzbyOIx4y519athpz5hsQl4j5w2VeRxIPqfCISMhwly3GLvg3pltvnLN6eh1HPGaMgcuvKVuN+bU5\nuHHxOF30fVFTqfCISEiw32/BzpkCTU/BDPiz13EkQBjHgaG3YvcUYOc8XbYasx4rUiNp0rKIBD27\nrxB3+kMQVRvnhr9gwiO8jiQBxIRH4Nw4BlJPwp35CHbzBq8jiQdUeEQkqFnXxX1uMuTsxBn2F0x8\nkteRJACZqDo4t46DuATcp+/H7tjmdSQ5xvxeeDIyMvx9SBGRI7JvzYU1yzADrsWc3NLrOBLATGwC\nzsi/gnFwn/wrNj/H60hyDPm98Kxbt87fhxQROSy7ehn2zX9gOnfHdOvtdRwJAqZeg7LnbhXuwX1q\nPHbfXq8jyTHi98IzZswYfx9SROQQ9sftuM89AY2bYAbfqDVW5KiZE5rh3DgaftiGO+1BbHGR15Hk\nGKhS4XFdl/Xr1/PJJ5+wfv16XK1mKSLHgD2wv2wlZcfBGT4GE1nL60gSZEzLdpiht8LGL3GffQLr\nlnodSaqZz7elb9myhccee4zi4mISExPJzc0lIiKCO++8kxNPPNGPEUVE/sdai31pKmz/L87I+zDJ\nx3kdSYKU0zEdd3c+9pXnsP94BgYN05nCEOZz4ZkxYwbnn38+ffv2xRiDtZa3336bGTNm8Mgjj/gz\no4hIOfufDOyyjzCXXo1p2c7rOBLknHMvLnsExYJ/Q3wips8VXkeSauLzJa0ffviBPn36lLdhYwy9\ne/dmx44dfgsnIvJLdt1q7L/mQPsumAsu9TqOhAhz6dWYTt2wGX/D/eg9r+NINfG58LRr147ly5dX\n2LZ8+XLatdNvXCLifzZnV9lDQes3xBk6QpcexG+M45Q9Xf20dtj/m45d/ZnXkaQa+HxJy3Vdnnzy\nSZo0aUJSUhI5OTls3ryZtLQ0pk6dWr7fzTff7JegIlJz2eKisknKpSU4N47BRNXxOpKEGBMejnPD\naNxJ9+LOehTn9gmYZqd6HUv8yOfC06hRIxo1alT+eWpqKm3btvVLKBGRn1lrsX+fCVu+xrnpbkz9\nVK8jSYgyUbVxRozDnfgX3Kcn4PxlIqZBY69jiZ/4XHguv/xyf+YQETksu2gBdkkmps8VmNM7eR1H\nQpyJicMZ+VfcR/6C++RfcUY/iklM9jqW+EGV1uEpKSlh69atfPnllxX+iIj4g/1mPfYfs6HVGZiL\n/uh1HKkhTEp9nBH3wf69uE/9Fbu30OtI4gc+n+FZv349TzzxBMXFxezfv5/atWtz4MABkpKSKszh\nERHxhS3Iw505ERKTca69A+OEeR1JahDTuAnOjXfjThmPO/UBnNvGa4HLIOfzGZ45c+Zw0UUX8cIL\nL1C7dm1eeOEFLrvsMs477zx/5hORGsiWlODOegT2FZZNUq4b7XUkqYHMqW0x19wO36zDfWYStlSr\nMQcznwvP9u3b6d274sP6+vXrx9tvv13lUCJSs9l/vQCbvsJcdQsm9SSv40gN5nQ4GzPgOvh8Kfbl\nmVhrvY4kPvL5kladOnXYv38/devWJT4+nm3bthEdHc2BAwf8mU9Eahh36QfY99/E9LoIp2O613FE\ncHr2LVuNef6/IC4Bc9EgryOJD3wuPB07dmTVqlWcffbZdO/enfHjxxMWFkanTlW/i6KwsJDJkyez\na9cuUlJSuO2224iOPvSU9vTp01m5ciVxcXFMmjSpyu8rIt6yWzdj/28aNG+FuWyI13FEyplLroTd\nedg3/4kbm4DT7Q9eR5JK8rnwDBkypPzjiy66iObNm7N//36/rMWTkZFB69at6devHxkZGWRkZDB4\n8OBD9uvWrRsXXHAB06ZNq/J7ioi37N49uNMfgjoxOMNGYcJ9/vEk4nfGGLjyZuzuAuzLs7Cx8Zj2\nnb2OJZVQpdvSf+mUU06hXbt2OE7VD7ls2TLS08tOZaenp7Ns2bLD7teyZcvDnvkRkeBi3VLc2Y9D\nQS7O8NGY2ASvI4kcwoSF4Qy7C05shvvM49iNa72OJJXgt8LjTwUFBSQklP3Ai4+Pp6CgwONEIlKd\n7Osvw1erMH8chmnSwus4IkdkakXh3DIOkuvhTnsA+/0WryPJUfLsnPGECRPIz88/ZPvAgQMrfG6M\nqfJDAjMzM8nMzARg4sSJJCdXz6qZ4eHh1XbsYKEx0BhA5cbgwNIsCt6ZR+1zLyL20j9Vc7JjS98L\nIToGycmUjp9C7phh8PT9JDw8i7CU+kfcPSTHoJICYQw8Kzxjx4494mtxcXHk5eWRkJBAXl4esbGx\nVXqvXr160atXr/LPs7Ozq3S8I0lOTq62YwcLjYHGAI5+DOwP23CfvB9Oas7BS64OuXHT90IIj4ET\nAbeMw310DNnjRpQ9dyv68P+vCtkxqITqHIMGDRoc1X4BeUkrLS2NrKwsALKysujQoYPHiUTE3+z+\nfWWTlCMjcW4YjYmI8DqSSKWY1BNxbr4Hsn/EfXoC9uBBryPJb/B74Xn44YerfIx+/fqxZs0aRowY\nwRdffEG/fv0AyM3NrXD8J598knvvvZft27dzww03sHDhwiq/t4hUP+u6uC88CTu34wz7ix7OKEHL\nNG+Fc90d8O1G3NmPajXmAOb3S1qnnHJKlY8RExPDuHHjDtmemJjImDFjyj8fOXJkld9LRI49++6r\nsGopZsCfMS1aeR1HpEpM+y6YQcOwf59Zto7U1bdUee6p+J/fC88ll1zi70OKSAixX67EZvwNc+Y5\nmJ4XeR1HxC+cbr1xC/Kwb82FuETMJYeuHSfe8vmS1qOPPsonn3xCUVGRP/OISAizu3bgPvM4NDwB\nc9XN+i1YQoq5aBCm63nYd17BXfiW13HkV3w+w9OyZUveeOMNZs6cSYcOHTj77LNp06aNXxYeFJHQ\nYw8exJ3+MGBxho/B1IryOpKIXxlj4E/Dsbvzsf98pmw15rSzvY4lP/G58PTt25e+ffvyww8/sHjx\nYubMmUNhYSGdO3fmmmuu8WdGEQly1lrs/02F77/DuWUcpt7xXkcSqRYmLAzn+lG4k8fhPvcETnQs\nnN3D61iCH+7SOv7447n88su59dZbOeGEE1iwYIE/colICLEL38Z+mlV2yr/1GV7HEalWJrIWzs33\nQsrxuNMfovjbTV5HEqo4aXnHjh0sWbKEJUuWsHv3bjp16kT//v39lU1EQoDduBY77zloeyam9+Ve\nxxE5JkzdGJyRf8Wd+BfyH7wT7p18xIUJ5djwufCMGTOG7du3k5aWxpVXXkmbNm0ICwvzZzYRCXI2\nLwd31iOQXB/nmtswmuMnNYhJTMG56R7ciaPgxSk4N92jifoe8rnwXHjhhaSlpREZGenPPCISImxx\nMe7MiXDwIM4dD2Dq1PU6ksgxZ05oSsxVN7Hn+aewC9/G9OzrdaQay+dft7p06cLBgwdZtGgRr7/+\nOlC2EnJOTo7fwolI8LJzn4HNG3CG3opp0NjrOCKeqd33CmjTAfuv57Fbv/E6To3lc+H56quvGDly\nJB999BGvvvoqUDan55lnnvFbOBEJTvsz38JmvYu54DLMGV28jiPiKWMMzpBbIToWd9Zj2AP7vY5U\nI/lceF588UVGjhzJPffcUz53p1mzZnzzjdqrSE1m165i9+zH4dS2Wm1W5CcmJhbn2jth1w7sy7O8\njlMj+Vx4du3aRevWrStsCw8Pp1QPThOpsdwP3sadMp7wBo1wrhuFcXQjg8jPTItWmL5XYD9ZiPvJ\nB17HqXF8Ljypqal8/vnnFbZ98cUXNG6sa/UiNY0tLcV9eWbZb66tziDh4ZmYGN2CK/Jrps8AOLkl\n9u8zsDu+9zpOjeJz4bnyyit5+umnmTp1KkVFRcyePZvp06czeLBOYYvUJHZfIe6U+7EfvIM57xKc\nm+7Gqa07skQOx4SF4Vx7B4RH4D7zGLa42OtINYbPhad58+Y89thjNGrUiO7du1OvXj0eeughmjVr\n5s98IhLA7M4fcB++CzaswVx1M87lQ3UZS+R3mMQUnCEjYOtm7GtzvI5TY/i0Do/rutx///3cc889\nXHzxxf7OJCJBwG78EnfGw2DBuW0CpkUrryOJBA1zekdMj77YzDewp7TBtD3T60ghz6czPI7jsHPn\nTqy1/s4jIkHAXZKJ+8Q4iI7DufsxlR0RH5j+Q6DRSbgvPoXN0xp21c3nS1r9+/fnmWeeYdeuXbiu\nW+GPiIQm65bi/usF7ItToEUrnDGPYuo18DqWSFAyEZE414+C4mLcZydhXd3lXJ18frTErFll6wgs\nWrTokNfmzp3reyIRCUj2wH7cZyfB6s8w3XpjBl6H0fPzRKrE1E/FDLoB+8KT2LfnYS4c6HWkkOVz\n4Zk6dao/c4hIALM5u3CnPgDbt2AGDcPp3sfrSCIhw+nSA3fd59g3/4lt0QrTXJeIq4PPhSclJQUA\nay179uwhJiZGT4EVCUF28wbcaQ9CcRHOLeMwrdp7HUkk5Jg/3VD2b+2ZSTj3PYWJ1jpW/uZz4dm7\ndy/PP/88n3zyCaWlpYSHh9OpUyeGDh1KdHS0PzOKiEfczxZhX3gKEpLKnniuh4CKVAsTVQfn+rtw\nHx6F++IUnJvu0UkEP/N50vL06dMpKiri0Ucf5aWXXuKRRx6huLiY6dOn+zOfiHjAWov7+svYZx6H\nk07GGfO4yo5INTMnNMX0vxpWf4Zd+LbXcUKOz4Xnyy+/5JZbbiE1NZVatWqRmprKTTfdxFdffeXP\nfCJyjNmig9jZj2Hf+iemS8+yNXb0mAiRY8L0vAjadMD+63nsVj2M2598LjwNGzZk586dFbZlZ2fT\noIFuURUJVjY/F/exu7ErlmD6D8EMGYGJiPA6lkiNYYzBGXIrRMfizn4ce2C/15FChs9zeFq1asWD\nDz5I165dSU5OJjs7m48++ohzzjmHhQsXlu/Xo0cPvwQVkeplt36DO/VB2FeIc+MYzOmdvI4kUiOZ\nmFica+/EnXQv9uVZmGtGeh0pJPhceDZt2kT9+vXZtGkTmzZtAqB+/fps3LiRjRs3lu+nwiMS+Oyq\npWVr7ETH4Nw1EdO4ideRRGo006IVps8V2Lf+iXtqW5zO3b2OFPR8Ljz33XefP3OIiAestdgFr2Ff\newlOPLnszpC4BK9jiQhg+g7AbliD/fsMbJMWmOM0ZaQqfJ7DIyLBzRYXY1+cgn11DibtbJw7H1TZ\nEQkgJiwM59o7IDwCd/Zj2OJiryMFNRUekRrI7tmNO3ks9uP3MRf+EXPdnZjIWl7HEpFfMYkpOENu\nga3fYF+b43WcoObzJS0RCU52+1bcpydAQR7m+lE4Hbp6HUlEfoM5vROmR19s5hvYU9pi2nbwOlJQ\n0hkekRrEfrkCd+JdUHQQZ9RDKjsiQcL0HwKNTsJ98UlsXo7XcYKSz4Vn27Zt5OfnA3DgwAFeeeUV\n5s2bx8GDB/0WTkT8w1qL+/5buFMmQNJxOPdMwpzU3OtYInKUTEQkzvWjoLgY99lJWLfU60hBx+fC\n89RTT7Fv3z4AXnrpJdatW8emTZuYPXu238KJSNXZkhLsyzOx/5wNbTvg/GUiJjHF61giUkmmfipm\n0DDY+CX27Xlexwk6Ps/h2blzJw0aNMBay2effcYTTzxBZGQkN998sz/ziUgV2L2FuLMegXWrMedf\nirn0KoyjK9kiwcp07gHrVmPf/Ce2RStM81ZeRwoaPv/ki4yMZP/+/Xz99dckJycTGxtLREQExbpt\nTiQg2J3bcSeOgo1rMUNuxek/RGVHJMgZYzB/ugFSjsN99gls4W6vIwUNn3/6nXXWWdx///1MmzaN\nbt26AfDtt99Sr149f2UTER/ZDV/gPjQKCnfj3D4B56yeXkcSET8xUXXK5vPszsd9cQrWWq8jBQWf\nL2kNGTKE1atXExYWRqtWZafUjDFcffXVfgsnIpXnfvQe9u8zoF4DnFvGYlLqex1JRPzMnNAM0/9q\n7NznsAvfxvTs63WkgOdz4fnss89o37494eH/O0TTpk39EkpEKs+6pdhX52Dfy4DT2uFcfxemTl2v\nY4lINTE9L8KuW4P91/PYk1vqGXi/w+dLWvPmzeO6665j5syZfPnll/7MJCKVZA/sw532EPa9DEyP\nvji3jFPZEQlxxhicIbdCdGzZoycO7Pc6UkDz+QzPY489xrZt21i8eDGzZs2iuLiYLl26cPbZZ9Ok\niVqmyLFic3aWrZz8w38xf7oBp1tvryOJyDFiYmJxrr0Dd9K92JdnYa4Z6XWkgFWlWzZSU1MZOHAg\nTz/9NLfffjtbt25lzJgx/somIr/DfrMe98E7IDcb59b7UNkRqXlMi9aYPgOwnyzEXfqB13ECVpWf\npZWdnc3HH3/M4sWL2bVrF927d/dHLhH5He7SD7FznoaEpLJLWMeneh1JRDxi+g7AbliD/dtM7Ekt\nMMc18DpSwPG58CxYsIDFixezZcsW2rVrR//+/Q+ZxCwi/mddF/vGy9i3X4HmrXCGj8ZEx3odS0Q8\nZMLCyi5tjb8Vd/ZjOKMfxUREeB0roPjcTlauXMm5557LmWeeSVRUlD8zicgR2IMHcV+YDCs+xpx9\nLuZPN2DC9UNNRMAkpuAMHVF2A8NrczADrvU6UkDxufBoro7IsWXzc3CnPghbv8FcPhRzbj+MMV7H\nEpEAYk7vhOnRF5v5BvaUtpi2HbyOFDC0zrxIELBbvsF98E7Y8T3OTffgnHeJyo6IHJbpPwQanYT7\n4pPYvByv4wQMFR6RAGdXfoz76GhwHJzREzFtz/Q6kogEMBMRWfboieJi3GcnYd1SryMFBBUekQBl\nrcV9Zx7ujImQeiLOPY9jUk/yOpaIBAFTPxUzaBhs/BL79jyv4wQE3VIlEoBscTH2/6ZiP/kAc2Y6\nZsgtmIhIr2OJSBAxnXvAutXYN/+JbdEa0/w0ryN5yufCs3PnTv7xj3/w3XffceDAgQqvzZgxo0qh\nCgsLmTx5Mrt27SIlJYXbbruN6OjoCvtkZ2czbdo08vPzMcbQq1cvevfWomsS/OyeAtzpD8HX6zAX\n/wnT5wrN1xGRSjPGwJ9uwG7egPvsJJxxT9boJSx8LjxPPfUUxx13HFdddRW1atXyZyYyMjJo3bo1\n/fr1IyMjg4yMDAYPHlxhn7CwMK688kqaNGnC/v37GT16NG3atCE1VYuvSfCy328pe0zE7nycYXdh\n0s72OpKIBDETVQfn+lG4D9+F++IUnJvuqbG/QPk8h2fbtm3cfPPNtGvXjpYtW1b4U1XLli0jPT0d\ngPT0dJYtW3bIPgkJCeXP7KpduzYNGzYkNze3yu8t4hX7xXLciXdBSQnOqIdVdkTEL8wJzTD9DbSk\nVgAAIABJREFUr4bVn2E/eNvrOJ7x+QzPqaeeynfffVctDwotKCggISEBgPj4eAoKCn5z/507d/Lt\nt9/SrFmzw76emZlJZmYmABMnTiQ5Odm/gX8SHh5ebccOFhqDyo+BtZZ9b71C4YtPE35iM+LHPEpY\ncr1qTFj99H1QRuOgMYDAGAM74Bryv1lP0bwXiOvQhYiTmh/T9w+EMfC58KSkpPDggw9y5plnEh8f\nX+G1AQMG/O7XT5gwgfz8/EO2Dxw4sMLnxpjfPP124MABJk2axJAhQ6hTp85h9+nVqxe9evUq/zw7\nO/t38/kiOTm52o4dLDQGlRsDW1KC/cds7KJ3oV0n3D/fTh4OBPkY6vugjMZBYwCBMwZ20HD4eh25\nj9yDc+8TmKjax+y9q3MMGjQ4uueG+Vx4Dh48yBlnnEFpaSk5OZVf2Gjs2LFHfC0uLo68vDwSEhLI\ny8sjNvbwk6xKSkqYNGkSXbt2pWPHjpXOIOIlu7cQd9YjsG415g/9Mf0GYxytFCEi1cPExJY9b2vS\nvdiXZ2GuGel1pGPK58Jz4403+jNHBWlpaWRlZdGvXz+ysrLo0OHQpbGttcycOZOGDRvSt2/fassi\nUh3sj9vLJifn/IgZOhKnSw+vI4lIDWBatMb0GYB965+4LdvidOrudaRjplKFZ+fOndSrVza34Mcf\nfzzifscdd1yVQvXr14/JkyezcOHC8tvSAXJzc5k1axZjxoxhw4YNLFq0iMaNGzNq1CgA/vjHP9K+\nffsqvbdIdbPrVuPOfKRs5eTbH8CcXPWJ/iIiR8v0HYDdsAb7t5nYk1pgjju6S0LBzlhr7dHufNVV\nV/HSSy8Bvz1PZ+7cuVVPVo22b99eLccNlOu0XtIY/PYYuIvexb48C45riHPzvZiU+sc43bGh74My\nGgeNAQTmGNjcXbjjb4Xk43BGP4qJiKjW9wu6OTw/lx0I/FIjEkisW4qd9wI28w1odQbO9aMwtQ8/\nyV5EpLqZxBScoSNwpz2Efe0lzIA/ex2p2unREiLVzO7fh/vM4/DFckyvizD9h2LCwryOJSI1nDm9\nE6ZHX2zm69hT2mDaHjpfNpT4XHhKS0tZsGABX331FXv27Knw2vjx46scTCQU2Owfcac+AD/8FzP4\nRpz0C7yOJCJSzvQfgt24FvfFJ3HGTcEkJHkdqdr4fA/snDlzyMzMpGXLlmzevJmOHTtSUFDAaafV\n7IeTifzMfv0V7kN3Ql42zsjxKjsiEnBMRCTOsFFQXIz77CSsW+p1pGrjc+H59NNPufvuu+nduzdh\nYWH07t2bUaNGsXbtWn/mEwlK7tIPcCfdC7Xr4ox5DHNqW68jiYgclqmfihk0DDZ+iX1nntdxqo3P\nl7SKiopISio79RUZGcnBgwdp2LAh3333nb+yiQQd67oU/m0m9tWXoEVrnOGjMXVjvI4lIvKbTOce\n8NXn2Df+iW3eGtM89K7W+HyGp2HDhnzzzTcANGnShHnz5vHqq6+SmJjot3AiwcbO/xd7X30J0/U8\nnJHjVXZEJCgYYzCDh0PKcWWXtgp3ex3J73wuPEOGDMH5aRn8q6++mm+//ZYVK1Zw/fXX+y2cSDCx\nJcXYhW8R2b4z5sqbMOG6CVJEgoeJqoNz/SjYnY/74hQqsUxfUPD5J/Ivn0x+/PHH/+azsURqArvq\nU9idT50/XMqe33jgrYhIoDInNMP0vxo79znsB29jeoTOo5t8Ljxffvnl4Q8YHk5SUhIpKSk+hxIJ\nRjZrPiTVI7JdJ8jL8zqOiIhPTM+LsF+txs57HtusJaZxE68j+YXPhWfGjBnk/fRDPSYmpnwtnri4\nOPLz82ncuDEjR47k+OOP909SkQBmf9gGG77AXHKlFhUUkaBmjMEZeivu/bfizn4M594nMFG1vY5V\nZT4Xnh49erBv3z4GDBhAZGQkRUVFvPLKK9SpU4fevXvz0ksv8eyzz+pSl9QINms+hIVjzj7X6ygi\nIlVmYuJwrr0Dd9K92H/Mxgy91etIVebzpOV33nmHQYMGERkZCZTdmj5w4EDefvttoqKiuOqqq9i8\nebPfgooEKnvwIPaThZj2nTGx8V7HERHxC9OiNabPFdiP38dd+oHXcarM58ITFRVVflv6zzZv3kyt\nWrXKDuz4fGiRoGKXLYJ9ezHd/uB1FBERvzJ9B0Kzlti/zcT+uN3rOFXi8yWtK664ggceeIC0tDSS\nkpLIyclhxYoVXHPNNQB88cUXdOzY0W9BRQKV/XA+HN8ITg69hbpEpGYzYWE4192BO/6n+TyjH8VE\nRHgdyyc+F5709HSaNm3K0qVLycvLo0GDBlx66aWkpqYCcMYZZ3DGGWf4LahIILLfbYItX2MGXo/R\nregiEoJMYgrO0BG40x7CvvYSZsCfvY7kkyqtjJaamkr//v39lUUk6NisdyGyFqZzd6+jiIhUG3N6\nJ0z3PtjM17GntMG07eB1pErTRBsRH9l9hdjPsjAd0zF16nodR0SkWpnLh0LqSbgvPonNy/E6TqWp\n8Ij4yH7yARQVYdIv8DqKiEi1MxGROMNGQXEx7nNPYN1SryNVigqPiA+stWWXs048GXNCs9//AhGR\nEGDqp2L+OAw2fIF9Z57XcSqlyoUnOzubjRs3+iOLSPDYuBZ++K9uRReRGsd06YHpmI5945/YjWu9\njnPUfC482dnZjB07lttuu40JEyYAsHTpUmbOnOm3cCKBymbNhzp1MWldvY4iInJMGWMwg4dDynG4\nz07CFu72OtJR8bnwzJ49m3bt2jFnzhzCw8tu9mrTpg1r1qzxWziRQGR352FXfoLp0hPz00KbIiI1\niYmqg3P9KNidjzvnaay1Xkf6XT4Xnq+//pp+/fpVWFG5Tp067Nu3zy/BRAKV/eg/UFqiycoiUqOZ\nE5phLrsaPv8U+8HbXsf5XT4Xnri4OHbs2FFh27Zt20hOTq5yKJFAZd1S7KIFcEobTP1Ur+OIiHjK\n9LoIWqdh5z2P3RrYz8/0ufBceOGFPPLII3zwwQe4rsvixYuZPHkyF198sT/ziQSWL1ZC7i4cnd0R\nEcEYgzP0VoiOxX3mMeyB/V5HOiKfC0+PHj0YPHgwS5cuJSkpiaysLAYMGEDXrprEKaHLzZoPcQlw\neievo4iIBAQTE4fz59vhx+3Yf8z2Os4RVenREh06dKBDh+BbXlrEFzb7R/hyBab35ZjwKv3TEREJ\nKeaUNpg+V2Dfmot7ahucToH3uJ1K/dReuHDhUe3Xo0cPn8KIBDK7aAFgMOec73UUEZGAY/oOxK7/\nAvu3mdiTWmCOa+B1pAoqVXg++uij8o+ttWzYsIH4+HiSkpLIyckhPz+fU045RYVHQo4tKcYu/g+0\nScMkpngdR0Qk4JiwMJzr7sAdfyvu7MdwRj+KiYjwOla5ShWe++67r/zj559/ng4dOtCnT5/ybe+8\n884hd26JhAK78hPYU4CjlZVFRI7IJKbgDBmBO/0h7GsvYQb82etI5XyetPzRRx/xhz9U/OF/wQUX\nVDgLJBIqbNZ8SD4OWrbzOoqISEAz7TphuvfBZr6OXbPM6zjlfC488fHxLF++vMK25cuXExsbW+VQ\nIoHEbt8KG9dizrkA4+h5uyIiv8dcPhRST8J94SlsXo7XcYAq3KU1dOhQJk2axBtvvEFSUhLZ2dls\n27aN22+/3Z/5RDxns96F8HDM2b28jiIiEhRMRCTOsFG4E27Dfe4J7IPTvY7ke+Fp06YNTz/9NJ9/\n/jm5ubm0b9+e9u3bExMT4898Ip6yBw9gP1mIaX8WJibO6zgiIkHD1E/FDLoB++JT7H31Jehxoad5\nqrSYSGxsLOecc46/sogEHPvZIti/D6PJyiIilWa69IB1n7N37nM4p53h6a3qPheecePGYYw57Gvj\nx4/3OZBIoLDWYj+cDw1PgGaneh1HRCToGGNg8HBiu11Aocfr8vhceH691k5+fj4ffPCBHi0hoeO7\nTbD1G8ygYUcs9yIi8ttMVB2iOqVTmJ3taQ6fC0+3bt0O2dapUyemT59O//79q5JJJCDYrPlQKwoT\ngEuki4hI5fj1HtvExES2bNniz0OKeMLuLcQu+wjTMR1Tu47XcUREpIp8PsPz6+dqFRUV8emnn9K8\nefMqhxLxmv3kfSgqwqRrsrKISCjwufD8ekXlWrVq0aJFiwqPmhAJRtbasrV3mrTANG7idRwREfED\nnwvPL5+rJRJS1q+BHd9jho70OomIiPiJz3N4hg4detjt1157rc9hRAKBmzUf6kRj0s7yOoqIiPiJ\nz4WntLT0kG0lJSW4rlulQCJesvm58PmnmLN6YiJreR1HRET8pNKXtH5ecLC4uPiQy1o5OTmatCxB\nzS7+D5SWarKyiEiIqXTh+XnBwa+//pru3f+3Pokxhri4OFq1auW/dCLHkHVLsR8tgFPberr8uYiI\n+F+lC8/PCw6efPLJNGzY0N95RLyzZjnkZuMM0Dw0EZFQU6nCs2jRovKHhW7YsIENGzYcdr9fP3ZC\nJBi4WfMhPhHanOl1FBER8bNKFZ4lS5aUF55fr8PzS1UtPIWFhUyePJldu3aRkpLCbbfdRnR0dIV9\nioqKuO+++ygpKaG0tJROnTpxxRVXVOl9peayu3bA2lWYPgMw4T6v1iAiIgGqUj/Zx4wZU/5xda7D\nk5GRQevWrenXrx8ZGRlkZGQwePDgCvtERERw3333ERUVRUlJCePGjeP000/XpGnxiV20AIzBdD3P\n6ygiIlINqvwsrYKCAn788ccKf6pq2bJlpKenA5Cens6yZcsO2ccYQ1RUFFB2i3xpaameaC0+scXF\nZXdntTkTk5jsdRwREakGPp+7//zzz5kxYwb5+fmHvDZ37twqhSooKCAhIQGA+Ph4CgoKDruf67r8\n5S9/YceOHZx//vmcfPLJVXpfqZnsyo+hcDdON92KLiISqnwuPM899xyXXXYZ3bp1IzIystJfP2HC\nhMOWpYEDB1b43BhzxDM3juPw2GOPsXfvXh5//HG2bt1K48aND9kvMzOTzMxMACZOnEhycvX8Fh8e\nHl5txw4WwTgGuUsyces3JKlrT4xT5ZOeQTkG/qYxKKNx0BiAxgACYwx8LjyFhYWce+65Pl9GGjt2\n7BFfi4uLIy8vj4SEBPLy8oiNjf3NY9WtW5fTTjuNzz///LCFp1evXvTq1av88+zsbJ8y/57k5ORq\nO3awCLYxsNu+w123GtN/KDm5uX45ZrCNQXXQGJTROGgMQGMA1TsGDRoc3bppPv8626NHDz744ANf\nv/w3paWlkZWVBUBWVhYdOnQ4ZJ/du3ezd+9eoOyOrTVr1mhdIKk0u+hdCI/AdOnpdRQREalGPp/h\n2bRpE/Pnz+f1118nPj6+wmvjx4+vUqh+/foxefJkFi5cWH5bOkBubi6zZs1izJgx5OXlMW3aNFzX\nxVpL586dOeOMM6r0vlKz2AP7sZ98gEk7CxPz22cRRUQkuPlceHr06FFtCwzGxMQwbty4Q7YnJiaW\n3xp/wgkn8Oijj1bL+0vNYD/LggP79dwsEZEawOfC8/MjJkSCkbUW++F8SD0Rmp7idRwREalmPhee\nhQsXHnZ7REQESUlJnHzyyURERPgcTKRabd4A//0W86fhWr9JRKQG8LnwLFq0iI0bNxIXF0dSUhI5\nOTkUFBTQtGlTdu7cCcBdd91F06ZN/RZWxF9s1nyoVRvTKd3rKCIicgz4XHhSU1M588wz6d27d/m2\nd999l++//57777+f1157jeeff54HH3zQL0FF/MXu3YNdthhzVk9MVB2v44iIyDHg823pS5Ys4YIL\nLqiw7bzzzmPx4sUYY7jooovYtm1blQOK+Jtd8j6UFGO0srKISI3hc+GJi4tjxYoVFbatXLmyfJHA\n4uJiwvXUaQkw1nWxWe9C01MwqSd5HUdERI4RnxvJ0KFDeeKJJ2jcuHH5HJ6tW7dy++23A2Xr9Pz6\nDJCI59avgZ3bMRcO8DqJiIgcQz4XnrZt2zJ16lRWrVpFbm4u7dq1o3379sTExJS/3rZtW78FFfEH\nN2s+RMdgzjjL6ygiInIMVemaU0xMDOecc46/sohUK5uXA59/ijn3YkxE5R94KyIiwcvnwlNaWsqC\nBQv46quv2LNnT4XXqvpoCZHqYBf/B1wXc875XkcREZFjzOdJy3PmzCEzM5OWLVuyefNmOnbsSEFB\nAaeddpo/84n4hS0txS5aAC3bYeod3ZN1RUQkdPhceD799FPuvvtuevfuTVhYGL1792bUqFGsXbvW\nn/lE/GPNMsjPwdGt6CIiNZLPhaeoqIikpCQAIiMjOXjwIA0bNuS7777zVzYRv3E/nA8JydCmg9dR\nRETEAz7P4WnYsCHffPMNzZo1o0mTJsybN4/atWuTmJjoz3wiVWZ3boevVmEuGoQJC/M6joiIeMDn\nMzxDhgzBccq+/Oqrr+bbb79lxYoVXH/99X4LJ+IPdtECcBxM13O9jiIiIh7x+QxPs2bNyj8+/vjj\nGTt2rF8CifiTLS7CLsmE0zti4pO8jiMiIh6p0jo8u3btYsuWLRw4cKDC9rPPPrtKoUT8xa5YAoV7\ncNI1WVlEpCbzufD8+9//5tVXXyU1NZXIyP8t4maMUeGRgGE/nA/1GsApbbyOIiIiHvK58Lz11ltM\nnDiR1NRUf+YR8Ru77Vv4Zj3m8mswjs/T1UREJAT4/H+B6OhoUlJS/JlFxK/sh/MhPAJzVk+vo4iI\niMd8PsMzZMgQZs2aRZ8+fYiLi6vwWnJycpWDiVSFPbAPuzQL0+FsTN0Yr+OIiIjHfC48JSUlrFmz\nhiVLlhzy2ty5c6sUSqSq7NIsOLgfo8nKIiJCFQrPs88+yx//+EfOOuusCpOWRbxmrcVmzYdGJ0GT\nFl7HERGRAODzHB7XdenevTtRUVE4jlPhj4invlkP277DdPsDxhiv04iISADwuZ1ceOGFZGRkYK31\nZx6RKrNZ8yGqNubMdK+jiIhIgPD5ktb8+fPJz8/n3//+N9HR0RVemzFjRpWDifjC7tmNXb4Y0/U8\nTFRtr+OIiEiA8Lnw3HLLLf7MIeIX9uP3oaREk5VFRKQCnwtPy5Yt/ZlDpMqs65ZdzmrWEtPwBK/j\niIhIANEMYwkd61bDrh2Ybjq7IyIiFanwSMhwP5wPMXGY9l28jiIiIgFGhUdCgs3NhtWfYc7qhYmI\n8DqOiIgEGBUeCQn2o/cAiznnfK+jiIhIAPJ50nJhYSFvvPEGW7Zs4cCBAxVeGz9+fJWDiRwtW1JS\nVnhOa4dJqe91HBERCUA+F56nnnqKkpISOnfurEdLiLfWfAYFuTiDh3udREREApTPhWfjxo08++yz\nRGi+hHjM/XA+JCZDmzSvo4iISIDyeQ5P48aNycnJ8WcWkUqzP26HdasxXc/HOGFexxERkQDl8xme\nVq1a8dBDD9GtWzfi4+MrvNajR48qBxM5GjZrPoSFYbqe53UUEREJYD4XnvXr15OUlMQXX3xxyGsq\nPHIs2KKD2CXvY07vhIlL8DqOiIgEMJ8Lz3333efPHCKVZpcvgX2FmPQLvI4iIiIBzufC80vWWqy1\n5Z87jpb3kepns+ZD/YZwShuvo4iISIDzufDk5uby3HPPsW7dOvbu3Vvhtblz51Y5mMhvsVs3w+YN\nmAF/xhjjdRwREQlwPp+KmT17NuHh4YwbN46oqCgeeeQR0tLSuO666/yZT+SwbNZ8iIzEdO7pdRQR\nEQkCPheejRs3Mnz4cE488USMMZx44okMHz6ct956y5/5RA5h9+/DfpqF6dAVUzfa6zgiIhIEfC48\njuMQFla27kndunXZvXs3tWrVIjc312/hRA7HLv0QDh7ApPf2OoqIiAQJn+fwNGvWjFWrVnHmmWfS\ntm1bJk+eTGRkJE2bNvVnPpEKrLVll7MaN4UTm3kdR0REgoTPheeWW24pvzNryJAhvPnmm+zfv58+\nffr4LZzIIb5eB99vwVx1syYri4jIUfO58NStW7f848jISC677DK/BBL5LfbD+VC7LubMc7yOIiIi\nQcTnwlNcXMy//vUvlixZwp49e5gzZw6rV6/mhx9+4IILtBCc+J/dU4BduQRzzgWYWlFexxERkSDi\n86TlOXPm8N///pcRI0aUX1po1KgR7733nt/CifySXZwJJSVaWVlERCrN5zM8n332GVOmTCEqKqq8\n8CQmJvrlLq3CwkImT57Mrl27SElJ4bbbbiM6+vC3H7uuy+jRo0lMTGT06NFVfm8JTNZ1sYveheat\nMA0aex1HRESCjM9neMLDw3Fdt8K23bt3ExMTU+VQGRkZtG7dmilTptC6dWsyMjKOuO8777xDw4YN\nq/yeEuC+WgXZP+rsjoiI+MTnwtOpUyemTp3Kzp07AcjLy+O5556jS5cuVQ61bNky0tPTAUhPT2fZ\nsmWH3S8nJ4eVK1fSs6dW2w117ofzISYO076z11FERCQI+Vx4Bg0aRL169bjjjjvYt28fI0aMICEh\ngcsvv7zKoQoKCkhISAAgPj6egoKCw+734osvMnjwYN2eHOJszi5Ysxxz9rmY8Aiv44iISBDyeQ5P\neHg4Q4YMYciQIeWXsipTPCZMmEB+fv4h2wcOHFjhc2PMYY+7YsUK4uLiaNKkCWvXrv3N98rMzCQz\nMxOAiRMnkpycfNQ5KyM8PLzajh0sqmMMCt97jb1Ykvr9kbAgGF99H2gMfqZx0BiAxgACYwwqXXiy\ns7MPuz0nJ6f846P5S40dO/aIr8XFxZGXl0dCQgJ5eXnExsYess+GDRtYvnw5q1atoqioiP379zNl\nyhRGjBhxyL69evWiV69ev/t3qKrk5ORqO3aw8PcY2JIS3Pdeh1ZnkOdEQBCMr74PNAY/0zhoDEBj\nANU7Bg0aNDiq/SpdeG666abf3Wfu3LmVPWwFaWlpZGVl0a9fP7KysujQocMh+wwaNIhBgwYBsHbt\nWt58883Dlh0Jcqs/hYI8nG5/8DqJiIgEsUoXnhNOOIGioiLS09Pp2rUriYmJfg/Vr18/Jk+ezMKF\nC8tvSwfIzc1l1qxZjBkzxu/vKYHJ/XA+JNWDVu29jiIiIkHM2J8fiFUJW7duJSsri48//pjU1FTO\nOeccOnbsSGRkZHVk9Lvt27dXy3F12tK/Y2B3bMMdeyOm32CcPlf45ZjHgr4PNAY/0zhoDEBjAIFx\nScunu7QaN27MlVdeybRp0+jTpw8rVqzg+uuvZ/Pmzb4cTuSwbNa7EBaO6Xqu11FERCTI+XxbOsCO\nHTv46quv2LRpEyeddNIRV0MWqSx78CD24/cx7TtjYhO8jiMiIkGu0nN4CgsLWbx4MVlZWRw4cICu\nXbsyfvx4z283k9Bil38E+/Zi0jVZWUREqq7ShWfYsGHUq1ePrl270rx5c6DsTM+OHTvK92nVqpX/\nEkqNZLPeheMbQfPTvI4iIiIhoNKFJz4+nqKiIt5//33ef//9Q143xjB16lS/hJOayW75Br7diBl4\nnVbRFhERv6h04Zk2bVp15BApZ7PmQ2QtTOfuXkcREZEQUaVJyyL+ZvftxX6ahTnzHEwdTYIXERH/\nUOGRgGI/+QCKDmK0srKIiPiRCo8EDGtt2eWsE0/GnNDM6zgiIhJCVHgkcGxaCz/8V2d3RETE71R4\nJGDYD+dDnbqYtK5eRxERkRCjwiMBwe7Ow678BNO5B6ZWLa/jiIhIiFHhkYBgF2dCaYlWVhYRkWqh\nwiOes24pdtECaNEac3yq13FERCQEqfCI99augpydOJqsLCIi1USFRzznfjgf4hLg9E5eRxERkRCl\nwiOesjk74YvlmLPOxYRX+kknIiIiR0WFRzxlFy0ADOac872OIiIiIUyFRzxjS4qxH70HbdIwSSle\nxxERkRCmwiOesauWwp4CHN2KLiIi1UyFRzxjs96FpHpwWjuvo4iISIhT4RFP2B/+Cxu+wKRfgHH0\nbSgiItVL/6cRT9isdyEsHHNWL6+jiIhIDaDCI8ecPXgA+/FCzBldMLHxXscREZEaQIVHjjn72SLY\nv1fPzRIRkWNGhUeOOZv1LjRoDCe39DqKiIjUECo8ckzZ7zbBlq8x3f6AMcbrOCIiUkOo8MgxZT+c\nD5G1MB27eR1FRERqEBUeOWbs3kLsskWYjumYOnW9jiMiIjWICo8cM/aThVBUhOmmycoiInJsqfDI\nMWGtLZusfFJzTOOmXscREZEaRoVHjo2NX8KObTq7IyIinlDhkWPCfjgf6kRj0s72OoqIiNRAKjxS\n7WxBHnbVJ5guPTGRtbyOIyIiNZAKj1Q7u/g/UFqKSb/A6ygiIlJDqfBItbJuKXbRAji1LaZ+Q6/j\niIhIDaXCI9XrixWQuwtHz80SEREPqfBItXKz3oW4RGh7ptdRRESkBlPhkWpjd+2AL1dgup6HCQ/3\nOo6IiNRgKjxSbexHCwCD6Xqu11FERKSGU+GRamGLi7GLM6FtB0xiitdxRESkhlPhkWphV34Mewo0\nWVlERAKCCo9UC5s1H1LqQ8vTvY4iIiKiwiP+Z7/fCpu+wqRfgHH0LSYiIt7T/43E72zWfAgPx3Tp\n5XUUERERQIVH/Mzdvw+79APMGWdhYmK9jiMiIgKo8IifHfjoP7B/H6abJiuLiEjgUOERv7HWsn/B\nv6HhCdD0VK/jiIiIlFPhEf/5diMlmzdiuv0BY4zXaURERMqp8Ijf2Kx3MVF1MJ26eR1FRESkgoB8\nwFFhYSGTJ09m165dpKSkcNtttxEdHX3IfjfddBNRUVE4jkNYWBgTJ070IK2Ui46l9gWXcDCqjtdJ\nREREKgjIwpORkUHr1q3p168fGRkZZGRkMHjw4MPue9999xEbq7uBAoFz+VBikpM5mJ3tdRQREZEK\nAvKS1rJly0hPTwcgPT2dZcuWeZxIREREgllAnuEpKCggISEBgPj4eAoKCo6474QJE3Ach3PPPZde\nvQ6/0F1mZiaZmZkATJw4keTkZP+HBsLDw6vt2MFCY6AxAI3BzzQOGgPQGEBgjIFnhWdlN8RoAAAK\nhElEQVTChAnk5+cfsn3gwIEVPjfGHPGOnwkTJpCYmEhBQQEPPPAADRo0oGXLlofs16tXrwplKLua\nLrkkJydX27GDhcZAYwAag59pHDQGoDGA6h2DBg0aHNV+nhWesWPHHvG1uLg48vLySEhIIC8v74hz\ndBITE8v379ChA19//fVhC4+IiPx/e/cfU1X9x3H8eS8/xHSgXEkWhoLKFIsx5Sbo1YlQumrLbKNs\nNclNqczm1ipsFm7W1rwSjnaJtoBY/7D1T//YcrXWZZRbCRIV/rgU/YS8AmJJXO3ce79/OO+y72ot\n9Hzo8nr8xbn3nnNevMcubz4/LiJT26Rcw1NUVITf7wfA7/fjdrv/7zWhUIjx8fHY1z09PWRnZ9ua\nU0RERP4bJuUank2bNlFXV8eHH34Y25YOMDIywuuvv86ePXs4f/48Bw8eBCAcDuPxeCgsLDQZW0RE\nRCYpRzQajZoOYbeBgYHrcl3N06oGoBqAanCF6qAagGoAk2MNz6Sc0hIRERG5ltTwiIiISNxTwyMi\nIiJxTw2PiIiIxD01PCIiIhL31PCIiIhI3JuS29JFRERkatEIzzVUXV1tOoJxqoFqAKrBFaqDagCq\nAUyOGqjhERERkbinhkdERETiXsK+ffv2mQ4RT3Jzc01HME41UA1ANbhCdVANQDUA8zXQomURERGJ\ne5rSEhERkbiXaDpAPOju7qalpYVIJEJZWRmbNm0yHcl2DQ0NdHV1kZaWRm1trek4RgwNDeHz+Rgd\nHcXhcFBeXs6dd95pOpatLl26RE1NDZZlEQ6HKS4upqKiwnQsIyKRCNXV1aSnp0+KHSom7Ny5k5SU\nFJxOJwkJCbz88sumI9lubGyMxsZGfvjhBxwOB4899hh5eXmmY9lmYGCAurq62HEwGKSiooK77rrL\n9ixqeCYoEonQ1NTE3r17cblc7Nmzh6KiIubNm2c6mq3WrVvHxo0b8fl8pqMYk5CQwMMPP0xubi7j\n4+NUV1dTUFAwpX4WkpKSqKmpISUlBcuyeOGFFygsLJxSb/BXvPvuu2RlZTE+Pm46ilE1NTWkpqaa\njmFMS0sLhYWFPPXUU1iWxcWLF01HstVNN92E1+sFLv++rKqq4rbbbjOSRVNaE9TX10dmZiZz584l\nMTGRVatW8dlnn5mOZbv8/HxmzpxpOoZRs2fPji3Kmz59OllZWYyMjBhOZS+Hw0FKSgoA4XCYcDiM\nw+EwnMp+w8PDdHV1UVZWZjqKGPTbb79x4sQJ1q9fD0BiYiIzZswwnMqcL774gszMTDIyMozcXyM8\nEzQyMoLL5Yodu1wuAoGAwUQyGQSDQfr7+1m0aJHpKLaLRCI8++yz/Pzzz2zYsIHFixebjmS7N998\nk4ceemjKj+4A7N+/H6fTye233055ebnpOLYKBoOkpqbS0NDAd999R25uLpWVlbE/Cqaajz/+mNWr\nVxu7v0Z4RK6xUChEbW0tlZWV3HDDDabj2M7pdOL1emlsbOTrr7/m+++/Nx3JVp2dnaSlpRnfgjsZ\n7N+/H6/Xy3PPPceRI0fo7e01HclW4XCY/v5+7rjjDg4cOMC0adN45513TMcywrIsOjs7KS4uNpZB\nDc8EpaenMzw8HDseHh4mPT3dYCIxybIsamtrWbNmDStXrjQdx6gZM2awbNkyuru7TUex1alTpzh2\n7Bg7d+7k0KFDfPnll9TX15uOZcSV98K0tDTcbjd9fX2GE9nL5XLhcrlio5zFxcX09/cbTmXG8ePH\nycnJYdasWcYyqOGZoIULFzI4OEgwGMSyLD755BOKiopMxxIDotEojY2NZGVlcffdd5uOY8Qvv/zC\n2NgYcHnHVk9PD1lZWYZT2evBBx+ksbERn8/H7t27ueWWW3jyySdNx7JdKBSKTemFQiF6enrIzs42\nnMpes2bNwuVyMTAwAFxewzKVNjH8kenpLNAanglLSEhg27ZtvPTSS0QiEUpLS7n55ptNx7LdoUOH\n6O3t5ddff+XRRx+loqIitlBvqjh16hTt7e1kZ2fz9NNPA7BlyxaWL19uOJl9zp07h8/nIxKJEI1G\nKSkpYcWKFaZjiQHnz5/n4MGDwOWpHY/HQ2FhoeFU9tu2bRv19fVYlsWNN97I448/bjqS7a40vDt2\n7DCaQ5+0LCIiInFPU1oiIiIS99TwiIiISNxTwyMiIiJxTw2PiIiIxD01PCIiIhL31PCIiIhI3FPD\nIyLG7Nu3j0ceeYTff//9ut3D5/PR1tZ23a4vIv8NanhExIhgMMiJEycAOHbs2HW5RyQSmfA1wuHw\nNUgiIqbpk5ZFxIj29nby8vJYtGgRfr+fkpIS4PKITFJSEmfOnCEQCJCTk8MTTzxBRkYGAD/99BPN\nzc188803pKamcv/997Nq1arYucnJyQwNDdHb28vWrVvp6OgA4PDhwyxbtozq6moqKiqor68nMzMz\ndp7L5eKBBx7gq6++4tVXX2Xjxo0cPnyYgoICdu3aRWdnJ21tbZw9e5Z58+axfft25s+fb6ByIvJv\naIRHRIzw+/14PB7WrFnD559/zujoaOy5jo4O7rvvPpqamliwYEHsn2+GQiFefPFFPB4Pb7zxBrt3\n76apqYkff/zxqnPvvfdeWltbWbt2LR6Ph3vuuYe33nqL6urqf5RtdHSUCxcu0NDQQFVVFf39/bz2\n2mvs2LGD5uZmysvLOXDgwHWdihORa0sNj4jY7uTJkwwNDVFSUkJubi5z586NjcQALF++nPz8fJKS\nktiyZQunT59maGiIrq4uMjIyKC0tJSEhgZycHFauXMnRo0dj57rdbpYsWYLT6SQ5Oflf5XM4HFRU\nVJCUlERycjIffPAB5eXlLF68GKfTybp160hMTCQQCEy4FiJiD01piYjtPvroIwoKCkhNTQXA4/Hg\n9/tj/2Xe5XLFXpuSksLMmTM5d+4cZ8+eJRAIUFlZGXs+HA6zdu3a2PEfz/23UlNTr2qWhoaG8Pv9\nvPfee7HHLMtiZGRkwvcSEXuo4RERW126dImjR48SiUTYvn07cLl5GBsb49tvvwVgeHg49vpQKMSF\nCxeYPXs2LpeL/Px8nn/++b+8vsPh+NtjgGnTpnHx4sXY8ejo6FWN0p/PcblcbN68mc2bN//zb1RE\nJhVNaYmIrT799FOcTid1dXV4vV68Xi91dXUsXbqU9vZ2AI4fP87JkyexLIu2tjby8vKYM2cOK1as\nYHBwkPb2dizLwrIs+vr6rlrD82dpaWmcOXPmqscWLFhAR0cHkUiE7u5uent7/zZzWVkZ77//PoFA\ngGg0SigUoquri/Hx8YkXRERsoREeEbGV3++ntLSUOXPmXPX4hg0baGlp4dZbb2X16tW8/fbbnD59\nmtzcXHbt2gXA9OnT2bt3L62trbS2thKNRpk/fz5bt279y/utX7+eV155hcrKSvLz83nmmWeorKzE\n5/Nx5MgR3G43brf7bzMvXLiQqqoqmpubGRwcJDk5mSVLlrB06dKJF0REbOGIRqNR0yFERK744xZx\nEZFrRVNaIiIiEvfU8IiIiEjc05SWiIiIxD2N8IiIiEjcU8MjIiIicU8Nj4iIiMQ9NTwiIiIS99Tw\niIiISNxTwyMiIiJx739UTtuoWjCxRwAAAABJRU5ErkJggg==\n", "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 4 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['z'][4], \n", " magnitudes['z'][4], \n", " stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 17.5." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: 0.0\n", "Number of source used: 7115\n", "RMS: 0.0\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " magnitudes['z'][4], magnitudes['z'][4], \n", " stellarities['z'],\n", " mag_min=14.0, mag_max=17.0)\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": [ "## II - Stellarity\n", "\n", "Legacy Survey does not provide a 0 to 1 stellarity so we replace items flagged as PSF accpording to the following table:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarities['g'][np.isclose(stellarities['g'], 1.)] = 0.9\n", "stellarities['g'][np.isclose(stellarities['g'], 0.)] = 0.05" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_legacy.add_column(Column(data=stellarities['g'], name=\"stellarity\")) #Stelarites computed earlier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objid\": \"legacy_id\",\n", " \"ra\": \"legacy_ra\",\n", " \"dec\": \"legacy_dec\",\n", " \"flux_g\": \"f_90prime_g\",\n", " \"flux_ivar_g\": \"ferr_90prime_g\",\n", " \"apflux_g\": \"f_ap_90prime_g\",\n", " \"apflux_ivar_g\": \"ferr_ap_90prime_g\",\n", " \"flux_r\": \"f_90prime_r\",\n", " \"flux_ivar_r\": \"ferr_90prime_r\",\n", " \"apflux_r\": \"f_ap_90prime_r\",\n", " \"apflux_ivar_r\": \"ferr_ap_90prime_r\",\n", " \"flux_z\": \"f_mosaic_z\",\n", " \"flux_ivar_z\": \"ferr_mosaic_z\",\n", " \"apflux_z\": \"f_ap_mosaic_z\",\n", " \"apflux_ivar_z\": \"ferr_ap_mosaic_z\",\n", " \"stellarity\": \"legacy_stellarity\"\n", " })\n", "\n", "\n", "catalogue = orig_legacy[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": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/ipykernel/__main__.py:19: RuntimeWarning: divide by zero encountered in true_divide\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:80: RuntimeWarning: divide by zero encountered in true_divide\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n" ] } ], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('f_'):\n", " \n", " errcol = \"ferr{}\".format(col[1:])\n", " \n", "\n", " \n", " #First we take aperture 4 if it is an aperture flux\n", " if 'ap' in col:\n", " catalogue[col] = catalogue[col][:, 4] \n", " catalogue[errcol] = catalogue[errcol][:, 4] \n", " \n", " #Convert nanomaggies to uJy\n", " # 1 nanomaggy = 1.e-9 maggy\n", " # 1 maggy = 3631 Jy\n", " # 1 nanomaggy = 3.631×10-6 Jy\n", " catalogue[col] = catalogue[col] * 3.631 #* 1.e9\n", " catalogue[errcol] = (1/np.sqrt(catalogue[errcol])) * 3.631 #* 1.e9\n", " catalogue[col].unit = u.microjansky\n", " catalogue[errcol].unit = u.microjansky\n", " \n", " mag, magerror = flux_to_mag(np.array(catalogue[col])* 1.e-6, np.array(catalogue[errcol])* 1.e-6)\n", " mag[mag == np.inf] = np.nan #The very low fluxes yield infinite mags\n", " magerror[magerror == np.inf] = np.nan\n", " \n", " if 'ap' in col:\n", " mag += mag_corr[col[-1]]\n", " catalogue[col],catalogue[errcol] = mag_to_flux(mag,magerror)\n", " catalogue[col] = catalogue[col] * 1.e6\n", " catalogue[errcol] = catalogue[errcol] * 1.e6\n", " \n", " # Add magnitudes\n", " catalogue.add_column(Column(mag , name=\"m{}\".format(col[1:])))\n", " catalogue.add_column(Column(magerror , name=\"m{}\".format(errcol[1:])))\n", " \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": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxlegacy_idlegacy_ralegacy_decf_90prime_gferr_90prime_gf_ap_90prime_gferr_ap_90prime_gf_90prime_rferr_90prime_rf_ap_90prime_rferr_ap_90prime_rf_mosaic_zferr_mosaic_zf_ap_mosaic_zferr_ap_mosaic_zlegacy_stellaritym_90prime_gmerr_90prime_gflag_90prime_gm_ap_90prime_gmerr_ap_90prime_gm_90prime_rmerr_90prime_rflag_90prime_rm_ap_90prime_rmerr_ap_90prime_rm_mosaic_zmerr_mosaic_zflag_mosaic_zm_ap_mosaic_zmerr_ap_mosaic_z
degdeguJyuJyuJyuJyuJyuJy
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\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "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": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 611319 sources.\n", "The cleaned catalogue has 598717 sources (12602 removed).\n", "The cleaned catalogue has 12427 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [\n", " 'merr_ap_90prime_g', 'merr_ap_90prime_r', 'merr_ap_mosaic_z']\n", "FLAG_NAME = 'legacy_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": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_ELAIS-N1.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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twPnhSr+8Qz5E86n917/+hebNm8f/FgQBe/fuTdjn22+/RSQSif/dvHlz/Otf\n/7Js1Ny5c7FlyxYsX74cH330EUaNGoXS0lLs3Lkzad/169dj2rRpuOGGG/DZZ59h+fLlePfdd/HI\nI49YtsMyRoTdrvlMZs/DmPmgjWx/Cb2+LE0qTyUTmUvSSbJtNFrT7UjeYBCOq1kufyg4jGbNtm3b\nNj5mtm/fPgwfPhyPPfZYwj5z587FqFGjsH//fvFkgQDatm1ryaCqqiqsXr0aU6ZMwRlnnIGCggKM\nHTsWZ555Jl5++WXV/W+++WYMGTIEoVAIZ511Fi677DJ88sknluxwDTtf1izXGsdR1p+dUXB699no\nh4h8HzURycTHhu4ltcpEDyoAirK0GUOfCQ888ACKioowceLEhN/nzZuH4uJiLFiwwDaDvv76a4TD\nYZx77rkJv3fr1g3btm1L2n/48OEoLS1N+K2srAxt2rSxzaa0Mdq42DZm5HIj4dbL6HQ2jrjHE0j8\nTfIgdL0Mg3bZYX+qr/qMiJlOkm2pyGqpuHIZNxaozUEMidmmTZtw7733onPnzgm/n3nmmZg5cyY2\nbdpkm0FHjhwBADRr1izh9+LiYpSXl6c8/rXXXsOGDRtw00032WYTkWEyNXHcSDeslkgZacDl3YZm\ny+eH7ip5Y50LXojRMkr14od76CMMhWDV1tZqhunn5eWhtrbWVqO0SDVVYNmyZXjyySfx6KOPolu3\nbq7YlNO4ITBOD5grz68W1q9ng9bvXABYMLGB07pWtiI11tlcRjlGp8zkWr24hKFPg169emHRokU4\nevRowu8HDx7EvHnz0LNnT9sMkqInKysrE36vqKhAy5YtVY8RBAF33nknnn32WTz77LMYNGiQbfYQ\nGUYSAyn6Umt72uc30NVjNuWVuEE6WPs88vlq6ZTD691UudJYc5OeVq7Ui8sY8sxmzJiBq6++Gn36\n9EG7du3QqFEjHD16FD/99BOaNWuG5557zjaDunbtivz8fGzduhWXX355/PfNmzdjwIABqsfcfffd\n2LZtG1599VW0atXKNluyEq94A0YzVCTYqtFVZ2lytNOZ32Xn18pQYjZFlh12uQUX3El1ZgSnbOEQ\nH00/3I8sxtCdPeOMM7B69Wrceuut6Ny5M5o2bYrzzjsPM2bMwLp169CxY0fbDGrcuDFGjx6NRYsW\nYdeuXaiursby5cuxd+9ejB07Ftu3b8eQIUPi6bb+7//+D+vWrcPy5cv9I2SZ/qK24s3YNfZhNjjG\nbDefnXb96dwfAAAgAElEQVSYGdtIdzwknXL4ovFMEcXpJk5djsa+PIHhtAXFxcW49tprnbQlzqxZ\ns7Bw4UJcddVVOHHiBLp06YJly5ahbdu2+Omnn7Br1y6Ew2EAwIsvvohjx46pdi2+/fbblqcKOEIm\nx02s5lC0eg477JCQvDuveJtA+nZolcHNHIt2Y3S6gVv3zq/1SBiCcYMpO6qrq/H6669jx44dOHTo\nEObOnYuWLVviiy++QK9evZy20xHsyFZigxHeaYhT4TVbJXvcTnuktCHFtefMmYM5c+boB4BoiVY6\nde6V+6RXN3IbnbI3k8+Fg5jJmXvo0DEHLXGfkpLGmtsMeWZlZWUYN24cDhw4gPbt26OsrAy1tbXY\ntWsXJkyYgCeffBIXX3yxbQZnFaleKD+9aJmyVasOtbog3fRmJDFNdZ/V9pE34lr2+un5UJLKdqn8\n2ZY4m8gIht74BQsWoE2bNnj33Xfx9ttvIz8/H4A4z6y0tBRPPfWUo0YSyI15OnahlvE+FenWr9EM\n/WpdtE4Jrh8EUF5nTglZpuYnEhnB8KTpGTNmqK5TNmzYMHz77be2G5Y1mH2hNMO0c1jMzNahmqeW\nCrs+FrTOEwwmixfnmQ8GIuyF7mfGMCRmgUAARUVFqtvC4bCpPlwihu7cJbXfcmzw2k5PVLmIpxqp\nFunUIt2w+voLWPMKnU71lUmyuWyE7RhqIc866ywsWbJEddvKlSvRpUsXW43KSoy+lE7lWKRGQUSv\naq2ICqDuQaaccC07RjMDvc7XfjZ0pWnVkV7ZvPo8U8RkxjAUAHL99dfjxhtvxJYtW3DhhRciEolg\n0aJF2LlzJ7799ls8/fTTTtvpPUxHYEkzK2PY0QCZtcGxqDEHJqM61kAznTD4KBBUvBJaEXfRqPh3\nIGDeq5OLn/xYprGPXjJfpzDyrOjt4/Sz6WTQSDq2kIhlHEN34OKLL8aKFSvQvn17vPPOOxAEAR9+\n+CFatmyJZ599FhdddJHTdnoQs1+GDjQ8Zvrns+EL3iniE51TNY4Gs7/LU3ApQ/Gl46QovoTzyYVN\ncZxtY3oGnxlDz1aK1QSMPp9mPVrAWfHwqtdH6GJ40vQFF1yACy64wElb/IUXFrZ082tQz/vy+nie\nXFT0xrgSvDAAYPVf3cr7J3kFal/l0vWkCd3x32PJh42SKvuJUZLmdKnsoyyHoVRjOvuoibUZUnlH\nTn6Y6Z1bzS7yyjyB4buwffv2hETDq1atwr333ot169Y5Yphn8PJXmpEX2ukoPT8gNapxj0nRyKrm\nTNTpjpSTql7k25lC3KTrpmr0zYhCQmJmld/VvE81z8+ONGFWGvlMCkQqMZP/n/AMhp6YN998E2PH\njsWPP/4IAFi6dCnuuusubN68GdOmTcOqVauctDHzODlPyWmMdiul7NZxeVKrnV1r8oaRK8YuU9kg\n92i0zq0nBKr/NtldqXZ9rfuq1tjKu/HUypFQThtDy82OmfmBhDIZtJmmYLiCITFbtmwZpk6dim7d\nuoFzjmeffRbXX3893njjDdxzzz144YUXnLYzc5gZa3I9caqB6xntAvRaY2LnGJ+8u87MvVQb71I7\nt+54j0Jc1Lo5U3kCaoKpOhWR1wu3maAUeRCLYDGiM21MeLhWMXMurXtlJurYK+nFshxDLd2uXbvw\nq1/9CgDw5Zdf4siRI7jyyisBABdeeCF2797tnIV+IRMBFka+9oza5KV+f6fnFyV4ajoejlqXoPx3\nI3PWpFMkeFmyfZXn0PKoJBEUosnXUDtWi1T32UqEoN719Z5VzlN/dHlFzNJBbcyVsB1DLVheXh6k\npLwfffQRTjvttHg2+nA4DCFbXWgzjWom6iCb89m59u5rXEgv5F46RC+YRBC0PSW5p2VqXpr2pqRr\naOHUR4IkvKmCa7RwM3rRzLnSvS5N+HYdQ3fq7LPPxosvvojt27fjb3/7GwYPHhzf9t577+GMM85w\nzMCMY/SLSnXeUpaKvNMY6cKxq26VE5aVDVBS+LzMNsaQ0I0oHSvNQdNrzKKRxOtL6CYcZvVBJF4O\n7FE7Z6rIxGzzXLKtPD7AkJhNmTIFK1euxO9+9zsUFhZi4sSJAID3338fDz30EK655hpHjcwYVvIB\n6h2fqsuFvuhSY3dboTyf/D5wFcGKe1Yq3Y9AajEL5SX/ZlSgzYzBpBqfs/t5y0ZhSheqB1cxNM/s\nggsuwPr167Fz506cddZZaNCgAQCgQ4cOWLx4Mfr37++okb5F62FWBhb4/aHPRBlszzgSO59eZKH0\nn9qCoJJ4cS52/0ajQEBH0NQCTIzUoVmxSHVeteASP2NmOoXf3zsiAcMtQnl5OY4ePRoXMgD44osv\n0K5dO0cMy1qMdGPRS+Y80aj+duk+SIP3yvB2ZXegNEYmX+qFQ39ekp7Qyf8t/1u6jhbKbVqBIkov\n0mk4tzfsX+86qaB3LCsxJGaff/45Ro4ciTfeeCPh97Vr12LUqFHYsmWLI8b5jnReJCNBHOl8Obv5\nte2lhsFoudOpH8YSl3KRi1dAJnhysVN6X4Ig/qfshpSnuFI2+qZtTbF/JhpzxuzzpvXqw0tRuVbI\nJm/ZJQzd+UceeQTDhg3D/PnzE35ftmwZRo8ejYULFzpiHCGHHm5V1MZ81P5W7hcKJe8viY2RhkQ6\nn7Q/R32XnVo3FmOiSCm7KyXkHrpygroyElJvArSZ+U9+JRca+lwoo80YErNvvvkGkyZNiq8wLcEY\nwzXXXIPvvvvOEeN8h1Nfu+k0UF7ylpxE6WVoeR1a3X3RqGzemEYUoloAiHStUKhepADRQ5MfJx9L\nY4H6kH+tuWpGugXrN6j8prYbV/+31j5eJ9vG+dTIFg/TRQzVWIMGDXDgwAHVbfv370dhYaGtRmUN\ndkeKpRpzyPYXPF3kY15KoZPnEAwEE/+WSLiPSi8vJlLSvWEBqIbrK8e9JDuiUf0lROJdlyr33kyY\nvt7YnXIfP2DX1AzLXbqEVzAkZpdeeilmz56Nf//73zh8+DCqq6tx4MABvPnmm5g2bRouvfRSp+30\nJ6m8BCfItZfRaGCFlqeasJ4YSxYdaR9pGwvEg0c4IEv/JJuvJo0NaeVtlJ8vFAL0PCxBLpIqKMfk\ntMou7ZdKNP2CbZ6LosxZNjc08u/VmTbBNQyF5k+fPh0333wzSktLwWQPPOccffv2xfTp0x0zMCtJ\nd2HBVAPofmqM7EJtfMpIeLbSG5J3CSbk31MhEKg/PhpJzBaSYI+ym1HjvPIxMmV5tJagSYADcEiM\nvBrGbpc9RietE57HkJgVFRVhxYoV+Oqrr/Dll1/i2LFjaN68Obp27YrOnTs7bWP2QS+MfUhdcPJ1\nwlLVr5bYyX+Pd8sJiAuFfH4Zi33TB4LiP6RgkITxMA4ENQRTCgCRdzkq95GiJ1OKs8pEaKlu7CAT\n8wgzRa6UMwsxJGaPPfYYJk6ciK5du6Jr165O2+Q/zC6bTi9MatQWA1VrVBmDiemS9edRXcMMiWHz\n0lwx8HpvWvp/IFj/Oxg452AsUN9jKHVXRSKi1gSDieMzsetxxhKlSC6m8fLGPC+tssjrRCmo6aD0\nIo08r8oPAWmaAX24ES5h6El78cUXcfDgQadt8S9ui1NOjIvpNN5Ju2rsKwhQHY9SdgnG95Vfg4ND\nJibxOWA8Lng8Eq0fR5PyJsr3FQRwKRKV8/r/C9H680Qj2sEZMQ8waVFPrfow0kVqFCtzG73aNUlk\nNYbEbOrUqXjwwQfji3MSCpTdRHZiNMDBrwKnZbdWQ2ikgZRn4TCz5lSClyN6ZTwSqQ+pl3spggCW\nl1fvPTLUB39I3h0DmLxh5xyIhMWdhSi4IIAFQ4psJLIuSKX9anWlNu6nVR9GSScYRC3IxIqY+fV5\nJjKGoW7GVatWoaKiAkOHDkVhYSEaNWqUsJ0xhg8//NARA3MetQYqm7pu0g2G0UPLO9EK+lAeG9uP\ncQ4eCIhdiPL9pX2i0XoRi3Xt8UgEDBwcDCwQABeiYvdiNCJ2FsYzhARjmfOD9eWX6oILsTlvikhL\ntTLIkQemKMukLKtat6DX8YudemTAa5UiGkOXDHftmpnAkJh16tTJaTuyB7sfUqPClemXPN2GxoyQ\nGT2/GTv07GYMjLFYikUOFo2IIiWF0zMGCBDvUTgcKwsXOzYjYQj5BWBCFBA4uNxbjF2PSZnzlUEg\nco9MKfbSbmbGpRgThVcZTKJWdq90EWb6+m7hlfrOAgyJ2YIFCzS3hcNh7Nu3zzaDCB28PKDuh69m\nZd3Fx86ExEhFBSwedRgbE4uPkwGcRwEujqvxWIAHj0TAWEAUsmBMsDgHCwTBuRAbhhPE4+QBHkHZ\nWJ58UU/5fVcGxagFf8j3l/6t/GjQ8tK8fA/ttC1T75KX69fnWL6b//3vfzF69Gg7bCH8jF7DkInx\nD63gDuVvUmCGFGyhJmhSwAdjYCwAHltYkyM2piYkej0sGBL9M56YVFjgAng0GgtJkV8j9u+obJJ2\nqjXv1MSHKf6v3K72t9ZvXsaO58krZfaKHVmAIc+strYWjz76KDZs2ICKioqEbZWVlSgpKXHEOE/g\npW4Ar3plKeEx58PFOlTOPZMjCLKADXlQhxjFGP+N85jAxc4HDs652G3IxOz2LBgUuxAjYSAvX+yW\njNTF7pUUjRjrVuSILcoZOwfnYHl54LEuQMYFQJAJKxBbF83AhwJjsqhH2RiZkTo3el/84H0Dxuz0\nQzkIUxhqHR999FH84x//wFlnnYXKykr06NEDZ599NqqqqnDFFVfgmWeecdrO7EQZVu0FnEjnw1Jl\nsHCAgCyoQlUMxLlhicdIY0lCfYCHIDaMPCrE5pHVH8Mj4Vj3YaD+nLW1YIGgqIGMiULHpTGx2L8l\nkRRVMqZDgVgPZqz+o0LqRlnv+TE6N8zUPi4/o3pTFvQPdMQc20jnXhEpMeSZvfPOO3j44YfRv39/\ndO/eHdOmTUO7du3w008/4eabb0ZVVZXTdmYOJx80vQgzwh7U6jOWhopJghf3bgIAExI9tHi+w5hX\nxgJgQVF0WCAIoa4WLC8fCIREIao+AV5QCBbMA+pqgbwCcIGDh+uAYAgMESAYEptbxmJiKQvnj7ff\nAiAATOoClWcNkWcJUU2jpcBIxhM94l6eYhzOLcy+F3avQp4lpMrT6PdoR0N3/eDBg/GIxmAwiLq6\nOgDAqaeeiunTp+sGiBA6KJPcekHIrDRSbnmXat6j1tw7rTmAyjXD4uuY8fquQeVyLZyDxQIpeCSW\nkzG/ALyuFryuGiwSAWcBoPokeF0NhJpaCMePipOnIxHw2hpwKTGx9L9oJF4ejvrzIxhCwhppkngl\nlEP2t64Hp+Ftax0jrye159Kt59SpoBQtj88N6IPVMQy1XI0bN44vAdO8eXPs3Lkzvq1du3b4/vvv\nnbGO8A+SEDhBkngZvI7yOLVGWhIJQdatJy0FEz+Mxxw1sWuSQ+wW5JEIWDyQhEGoPgFeWwsEghBq\na8R5ZJEIeDQcFylpjI0zmR2QQvcThZfJs+tDtlnWranaMEtenNzjVMOImKk1+K6OfTrU+Dv5vKa8\nLuEEhsSsf//+mDZtGg4cOIBevXph4cKF+Pjjj/HNN9/g8ccfR4sWLZy2M/Nk2dIQzqAxZ8kq8oYZ\n0M8yL0eZo1AtjZU884d8e8JvorcmCFGgrg7gUXG+WTAUD8NHXghShg+h+gT4ieMQBAE8UL9kDCJR\nURijUXFemryrE6LQJUzKjm9QeChy+6TxuKT5YoJ23SjrU1mXyonlmcSJ68frKwMekm+DuLyPoZqd\nNm0aWrVqBUEQcMMNN6CmpgYTJ07Eb37zG7z11luYMmWK03ZmHuoa0Eezm9SGxkgvca5eYyf3ahKO\nUVvoUhKM2EKb0ahsFerYWJbAxYweYEA0HNsfYnaP6mqgtlYM6airA4+EwQ8fQPTIIdETO3kSCAbB\nT54QQ/kRO580yTouYtI1FV5kLIoy4W/5OJaEJJyBoHa9qYofV/9gs6PxtSJITjb+Vt7pTIs8kYSh\nAJCSkhI899xz8b/feecdfPrppwiHw+jatStOOeUUxwz0DGYGyu3Cq/3rRu2yy3a986gGNgj1Yepq\njaEyTRTn4iKZcZFjiROYpdB6QBSkcBgMougxDgiCAOFYpZh4OBoGQvngNdUQjh0HhwBeV4douBas\ntgZo2AgBgQNCBKxBAyAaFSMlQ4jPL+MQYh6bRtSbJHqQRYnKQ/FTZfnQqkcrwqEXFGLHc+zJhAGx\nDx3CE2iK2bhx4/DEE0+gSZMmSdsaNmyIAQMGJP1eVVWFKVOmJAhfTmGn+EhjOHbnLbQDJ/IppkKr\nXpWNt/ijzLtRadS1Aho46us9FKrvjhOion4wBhaLdBQ4BxNYfWZ9QQA/VgWh5iSE40fBgwHwEycR\nLGoKXn0c/NgxoKAQrLZGHB8LBgAUipcPxuakRWVZ+OXCFBNlDohjdGpdZEK03huT49bSRPG5eiqi\nk8oGoym57MCueaNe/Mi0iJdXpTYSaakpZp999hkikYipC4bDYXz22WemjvE8ZgTKzi9Hs1/K8oi3\ndF40M8d5TWCVtktjTgn1pyJsyrEyQBSxaDS+hAuCwfqux3CdOOmZBUTxEKJiwEc0CuTlgwcYIocP\nAVxA5Mgh4ORJRJsVI1pViWjFQQSKW4FxjmBePhAVwMMRMT8jA5jojyHAApDyQTLO671M1AegSB5i\nIkyWqFgnitOpRljuCaZ7rNV9lHjSmyOcQlPMOOcYPXo0AiYeBsGmIInq6mo88MADWL9+PaqqqtCx\nY0fccsst6Nu3r+r+GzduxKJFi/Cf//wHjRs3Rv/+/TFz5kw0aNDAujGZ6uoze01e7yGkLTZe6tY0\n0lWmJkYSSfuz5IU342Il7csTF7eUeRsCA1hePnhdHRhj4gTrmMcknDwhnj8YAg/XIbxvD4TyQ4hG\no+D7f4JwtAq133+Lwl8WgQWDEI5VItisBRCIZQ+Jp8OKgodCCUEhoswhnrWfqQV6sEC9iEnlkP6p\nFDW9+2tH4y9l/Tcz18tpgTVyLTs8Nru8PiItNMXs5ptvdtOOBObOnYsdO3Zg+fLlOOWUU/Daa6+h\ntLQUb7zxBjp06JCw748//ojS0lJMnz4dv/3tb3H48GFMnToVc+fOtWf+m1++7CQ70xUyIy+gm1+6\nclFOR2S1jlHzXuLRfQrvLiZ0LBgEr6sTBYwFgCCLrSAdFOeY1ZxEtPokoj/thlBZjrr/fIujhw7g\nyJ7daFzyCwjHjkKoOIzowf1grTh4sACsqYBgNAwgEM88wpiYMYQhWj/fTPICeaKo1Y8HKmwW/5FY\n5oSxNo3ox4TjreKRxtzMM21H2bUCjghX8JyYVVVVYfXq1Xj00UdxxhlnAADGjh2Ll19+GS+//DJm\nzZqVsP/f//53dOjQAVdffTUAcd7b5MmTMXXqVEybNg3Nmzd3x/Bc+Cpzs2xyUdYSUD171I5RTIBO\nWERS3gjJ1hITF9AMgoVi88Ti540CPLZfXj5wcD8QCiJaU4Pj+37Cdz/8gOooR9nP5TguBBE5fADB\ng/sQbNoMgaYNwQRB1NNQAEJtDYINxTUCA/LM/DHbmDSGJgj1Dlc0KoqgINSLrHSMnncu90wTRDFF\nfSrR+7Ax4w1mmnRN0yqXl8ua5XjO7fj6668RDodx7rnnJvzerVs3bNu2LWn/rVu3olu3bkn7RiIR\nfP31147aagtufMnZdQ2/vqjy7u94pg/Fv6VsH4AYSCEdEwvKiC+qyRH34ngkAiA2uTkvH6xhY0CI\nIi8awZGaMP516Ch2V9fhaG0tqvfsQu23X0I4cRxAzLOrqY6dW+wmZMEQpJRZUl1zWUSjuBRNbMpA\ngNXbotqlp3HP5d2y0thg/BATz4lPH4Uk0k19RfNOPYeh0Hw3OXLkCACgWbNmCb8XFxejvLxcdf+m\nTZsm7QtAdX85r7/+OrZu3WrFXOuYHV9I6xoe/zp2HLUQ6pgwKcfllP+XvLR4ODwDF6JgLCDOHwvX\nAZEwokcrwWuqEd5bhpoD+7Dz0HGUh6MoD0chgOH+jVvQePdh5O0+gkCjIgQaNQby8sSFPhmLiaVk\nJkv2bkyFvXsoZDzXnz0Hyn/vvffaer5swXNipkfS4LfF/UeOHImRI0daMckd0unCVHuJrLxYbjRK\netewa7xOK7AkEo7lQ+T164kxBh4JxzLaix4Qj4Trw/Fra8FrayHUVCNafgiR8gOo3b4ZNT98gzXv\nvYf/Hj2Jb06GUR7lmNq1A0r6DUDhuT2Qd0YnBIqagBU2QKCwgShostRVLBSqd6xiSZGVKbZUiYpJ\njBPKplywUzOYxuBHldn7oBZZ6SVxc9oeiqi0jNEEyJ6rZSk1VmVlZcLvFRUVaNmyZdL+LVu2VN0X\ngDPrrGVigFdrwD4VdtrqRrnjIqOWoQOpu3a4osssPj4mqNsvr1NJyBIa3tiyL0L9fDMeCIJxFssG\nItQv0BkSRYQ1bIhAo0ZoW5iH9gV56N2kAK0aNcDJ2hoIJ09ACNeJ4fgQ57IxeXegVL5IVFEu1HeJ\nysulLKsgL7Nin3iDqnUfDQZLmH0OlffMS0Imx6nnm4TMNTxX0127dkV+fn5S99/mzZtx/vnnJ+3f\nvXv3pLG0L774Avn5+Unjbrbgl2glNQFMJyJQwtUlPxR/C2l0xcoFTErVpPcVLo0lyQMjOMRAimAQ\nHGKQhTjHKyDmZmzQSNweykOgURGCBYUInXYGAk2Lcerpp6NbcUP0blWM5nkBtDq1HQJNihFsXCyO\nr+Xlg0ciiIYjiWmqAHAuxEL2RZt5gs1clg5LSDgOsS5LALLxP0W9pUo6rPZ8y0P+vSpG6aI1H4/w\nHZZbqM2bN2PDhg122AJAzNA/evRoLFq0CLt27UJ1dTWWL1+OvXv3YuzYsdi+fTuGDBmCffv2ARAj\nHcvKyrBixQrU1NRg586dWLRoEa688ko0btzYNrvi6OUJ9ApqX+/pnkfvbyPHGLqO4utd2QDLgzSS\nfpddLyFNlSygQ1rxGUgM+lC7hrRPIFA/By0aQX1CXwDRqHg6IYpAXh4CRY3EUPqWrRAI5iHUuAla\ndeyMdh3PQou27VBQ1BjBktbIa9cerGFDIFwrdjGGQuI8zlhACQPAgqH6SMr4feQyoZXZLG+I1bym\ndIMUtDw/5bI5RvCLZ5Ju74cbeL298QiWx8zuvPNO/Pjjj/jmm2/ssAcAMGvWLCxcuBBXXXUVTpw4\ngS5dumDZsmVo27YtfvrpJ+zatQvhsJjo9dRTT8XTTz+NhQsX4uGHH0aTJk0wbNgw3H777bbZk4zG\nALuX+se13ksrGU2MHJvWnDDo93Lp1qmOp5Xwb505QDy2IKcUzp50PbGhExfkDIAHAmAc4OG62Ppl\n1UBhQwTz8sGrKpHX5VyEzjgLwS8aoSGABvsqkVfcAsGGRWAFhWB5+eLaZ/n54nkDTDQxFp3IgrG0\nVNEoAC4KXELkZTC5LPKPLPm8sngZFdv0QstTdcmawasC4Te8NtboQRhPWjveHNu3b0dNTQ0uuOAC\nu2xyDYtFVzth5gMs4lnTNSaC6gWTpMq0kUnsrB+pS1EKepBC1PPy6qMX41GNMaELBMCjUVHMADFT\nPhgQroNw4gR4pBaMBRCtqUbk4M8QjhwGB0d45/dY+M4HuOva8Qi2LEGgeQlCv2gDFgyIohYIygJP\nmOifKSeLBwLimmhMlgk/YY4Yjwth0n2Xyih5aUZWplZ+lDn1EUOkhZlAuJ9XvuSgJe4gDwApKdHu\nbdP0zLZs2YJzzjkH+fn5+Oyzz9C9e3eEQsm7K+d45TRWs1Sk5dUojkk1AVbv/JzXh4anuo4dmD2n\n1UZVHtEHIF7OuCDEgigQTe6ilERQiAlaIAgWjYCDI9CoIaLHxDymoQYNwUpaI1JQCH7iKHD6WQgW\nf4lQq1PAGjRAIC8f/ORxsMKGQING8bExFpRl+Vem3YqoRDNK3WLykH7VcjP1HgMzE86NPKNCtD6S\n0ggkfp7CaMSgl9Hsvxk3bhwOHToU//fRo0ddMypnkHuGViIWrZ4nIQJOo+vJSvCIlX3M2CAFeuid\nA1AXfBYQiy6Fyat02Ukppng0CnApg0cewLkYap9fAOQXgOXlI1TcAoGiZgi2KEGwcTOgoACsQUOw\nosYING4GNGwknjsYFCdAB4Ji5GTs+pyxhMz9TFZ+LgmBvDtR9h+Pr4mWot7SGt/UOEYvQEfrntBY\nEGEjmp9SLVq0QGlpKTp16gTOOe6++24UFBRonujhhx92xMCsxo7xNbu+bjm3Nxu+kYTHRstvZZxP\njnw8SPWcLO4dcUEK8oh5SfHIwQCA2OKdobz6wJBIFKywATg4WDg2N622BsFmxWCFDRAsboFAwyJx\nGZhgUMz3KETBWBCcc7AgxG5O6eNEslUQ4mH/cbvB9etE4EBCrmIdMTP7/GjVb6p6N/Kb3XihN4Fw\nDU0xu+eee7Bo0SJs3boVjDF89dVXmhn0zU5mJmzEjrp34v7JhczqWJze+I4cI+dSC4BIiAqMdZdF\no2K/heSlBYPx7PYsIoAHgzEflgEIgDUoAOMCeE0tEAqKnlZxy7ifK02OZgzg0YiYzzFSB+SHEGDJ\nXYgMiOeFjItpTOBYIBizTzE+FutOZErxU+4D2Jdc1wh2dyVbPZf8g8YrAVuEZTTFbMCAAfEFODt3\n7ox//OMf8QnNRI5jZ6CLkXNJgiItQGkHWoEQsd+ZfIwqEADC4biYcNkq1jwSFpMQ89jKz6EAGCsA\nZwwsEgUryIslKY51G0oZ+6MRsPyCWL5FAeAKYY1GY/PbkJgpX9lVmtCdqFJOZd0mRXkawMkoXTWx\nTeXRG33+9BIhp/sM04e7Z9F8Qu+99974ONmoUaN0uxiJHMPs/CW9YBSjjQNj+uMy6SDvsouLghTJ\nGLtmvEsP9WLBeTzpL5PGtwLB2LwwBnABAQCsYSMwDiAYAisqAgQum0vGYiIF8KB0rEywQiEwxmIL\ndF+UusAAACAASURBVHIN8VLUn5H6UR5jZNzKyC2yMv4lP9ZwV7fF8bZ0x6gJz6Lpma1atQqXXHIJ\nLrroIrz++uuYOnUq8vPzNU+kt43wEUa+WK2MrVlpQKw2PsqyMUmhFF4P54gnF+aIeQshSCHw4uKc\nASAq1AtSVIxmZEEGsJAoXDwKFDYAImGwUJ4Yyh/KB7jYfchjXX3iEi+C+lpjsQjK+rllNs4BU6sT\nQMUT0/FkkurNpC3kHanjwNhcNkQs6qEpZt26dUNpaSkAMXpK6nJUgzGGHTt22G9dtpKqL9+Ohzjd\nl8EPA9zp1pPRicKSoCR1iYrvAguFYuH0oXikIRMYOOfgkdiYW0AAojGBCuaJ3YqhIMRI/9iCn/FV\npvNk11EIa1xwUR+2b7Z8eli919IYoxVBIzTQiC4mVNEUs0WLFmH16tWoqqrCE088gfHjx6NRo0Zu\n2pa96DWqho43mKvQzmg1t7GrUZR7GWplk01MjhNvmAWIYYaoFzchWp/JPpQn+klS9yFjYLGsHkIk\nDMZZLFIxABaK9VwIHDwAsftQvuq11HBJwR7yidPp3hMjY11q9ZzqbznKuWXyOvMLXhRgr9njAzTF\nrFmzZvHVmz/99FPceOONaNKkiWuGZTWWBcNE1J5f0QsUsbNsul5ycqMueWP1P4lprriUhDjAxO7H\neNorAXGRQuyfgaD4MRIQvbQk0ZEv1SJtM1p2+bmU41hqHq3as2ipK9hk5hA13FjjT46RoBPC8xia\nsv/88887bQdhhnS619I5LpOojeMYiXJTHitv2OVdh2oemVwI5NlC5JOspWMD9SHzosAJMgGMba+r\nA/JCkAbWeCxwJD4BOsDiqbKSbJGH3hsVcuU2KbMJDAqhHSivoSdoXvGInPR8CdfQFLN+/fph9erV\nKC4uRr9+/XRPwhjDhx9+aLtxvsUO8TB7jpQNg8n+d7Xz2W6TDqoNs4FjYiHtmrbIPR6pi09NKGS/\ncS52I8YXyZSNW3EuiEEhsfEsHo3EAx95MAghliuTxQI94r5SJIK46AGiGApIDAAxUnfKe6JWhkx9\nzBi6npoH7LJAeEFQCctoiln//v2Rl5cHQBQ2mhhtAjvqyq7ghvi5bDifnTaZxeh5jM4tUkukq/To\npJWbY+NjkHcJSiIVCIqLcwo81i4HwAOiqDKGmEAF4iIovkfi9cRFOiEKWzAQ+38smCIoG6tTI6Er\nzsCHSjpjWU509znVXZwJfOKVZXsUo4SmmC1YsCD+7/vvv98VYwgL2P1i2XG+TLzseoIu7xYy1KDG\nBJAD4mRpJoqRNO+Mc4jLwjAxW0d8uyQvLBbBKF6DSxsgmz8W715k6hPCtbqyJP1isa5KSOuZaQUW\npXEvnAqm80r3IpFVaIrZrl27TJ3ojDPOsGyMZzHb708vq4jVTCGAveMt0v4JQRIx70PtfMGYNyUl\n/E3IkygdD3H+mLTmmBAFwMQgD3naJEneGBNFLZQYSJLkHap5i1qepZF60Aqd16tHJz5GvPJepPts\nSt464Tk078rQoUNNdS3auTin50j14Mu3K5eyN3JuM/v7CatjZlpZJZSpncycM+l4Aw17TFSYMhAk\nEhG9NUnwAgEAgfoxtng5RMFkTBynY/JzCIK4TloopF5m+XOlFhSjlmNR75lSBtJY/eAwe2w6a6U5\nRVrPkD+6FnMRQ92M1dXVWLJkCXr06IHzzjsPjRo1wrFjx/DFF19gx44duO2221wxNmOYyQiu/JpO\nhV6j7TXMRm9Z/bLXHQO0gLwxl3c3qgmGPExemVoqGASLzSNL2lcKRgEQj/oIKDxA6VzSKtJyG9TW\nFFN71tSES8sLU5bdyhw2rfOnwiu9GOle00x9UQ+Nq2iK2ahRo+L/nj17NsaNG4drr702YZ8JEyZg\n6dKl+OijjzBs2DDnrPQT6Ty89MCbx4k60wsekaeakroNOcCiUbHLUBIvadwMSBQmxmSrWMeCMaJR\nIBioz4wvv55aRhI1u/Q+hFI1ppKXlm6IeTrH6H0s2InVc9oVdk+C5hqG7ta6deswaNAg1W2XX345\n3n33XVuNIjyK2a9SO5C8obSPFRL/NnNswt/KvIkxIQnIvaDE43gs632C9yfv2gwE6r02ifiq1yaS\nOac75pUqYtItzCauNoLV58+OOjHbS+MAuRLJCBgUs3A4jB9++EF123/+8x+Ew2FbjSKIOKnGKlMd\nmzTGITtGbwXkaDQW0CHURzTK95e+3KUIxKgY+BEXI0FMQhxfW4zJohW1xrISbFZpCNXKa0djmelu\nbieybzjVxU14FkNhOQMGDMDMmTOxY8cOdO7cGYWFhaipqcGXX36JV155Bf3793faTsJv3RV22mrX\nudTGnNTgypyJELsSoxEAAfUuR/k5OSCu/RJDPiYmdVkqg1jk41xathl9Bsw+K0Z29dvzp0Y2lIHQ\nxJCY3XvvvZgzZw6efvrpBC8sGAxiwIABuPfeex0zkCA0Sbdh0ooCVHpb8qAPhvrfg7KsHbE5aPGQ\n/biXIxM7ZRBJIKAd6KEsm3SMcl+thlkSSjPejtEIPSfEwO2UUCRoWYshMSsqKsJDDz2E++67Dz/+\n+COOHz+Ohg0bon379igqKnLaRu/jxguSzS9gphqYVCHsSsFLmn4hO4d0PuXUDCEW0agXnSi3Qxlh\nqDc9Qc12u7J2KNOCeeX5syJ+elGehO8xNfuvsLAQnTt3dsoWwm2cfqm92mgos4Aof1eiOnbFgUAI\nQDQxqlApRGpapNbFqCdaWpnt1eo2EPRmnROEw9AMQDvwbePh8MC/0cACL9afPEOIEnlgSSBQ78Gp\niossC3+8PhIFiutF8ymFLNUke7vq0q0lUczaa0eXpJeet0wH32QRJGY5jcMvtVcSsSq7AlPtK99H\nUNlfHpIvbxjlwSDyABGlh6rsBuQyoZO6JeW2mrFfzVYv45aweLUevGqXD/FIa+NxsvWB89IXqpMY\nEQO56Mi7/dQ8FPn8sKS5bEieVyb/T/LCZHYwKVM+oLJys0Jczd6zVJOq08GP74NXbc6Vd9AFSMyM\nkjSJ1qMvhxX8WqZUE4yNBFQouwn16kLqMpTPQZPOIUSNiU80mvi3MkRfbpNaEIpRUmUAMYuKGNty\nXqfxSi+BEhIz2zB0hznnWLx4MR599NGE32+55RYsXrzYEcM8hdp4iF8bfl1MdsG5gaHrmWgQ1Bo1\ntcZXvkK1stzyRT3lq0FzLtrCNM4pXxDUVOi8ziTrdI6VSGdcTE1gzVyTIBzCkJgtWbIETz31FFq0\naJHwe/fu3fH0009j6dKljhjnabz6pWeFVCHdylDyTKMMaTcyHqZGqiwjmpOrVcbHgkEkZO8w61V5\nIWhGTyiNXFfenWo3Xnn2CM9hqEVetWoVHnjgAVx99dUJv0+YMAH3338/Xn31VUeMIzyI21/dRq9n\nJQ+enkhLE5yBxAZamRxYLnqppiSk+1FgZezMyDnl8+fSOY/aPDstrIidk92Ymeh9IGzBkJjt378f\n55xzjuq2c845B/v377fVKMLjmGlInWx40hk/MnpMgnAgUaCUDbY8cEQZQKJ1TvnxqX5zEtV8jxYm\nJat5pHZi5aPF6PkJX2LoqT3ttNOwfv161W1r167FqaeeaqtROYOdDb0XB92t4MbXsd5XuLw+mWwu\nGaDwyHQCIuTnUE5+TktUHWho5TZZ6To3K2J2XMspSNB8iaEMIBMmTMDs2bPx6aefomvXrmjUqBGO\nHj2KL774Ahs3bsTcuXOdtjM7sfOl8er7l26jlYkUYfK/1YIjVCcsa3gKSdGvsTXM1PZLVU55Xkdq\naAlCFUNi9pvf/AbBYBDLli3DunXrAACBQABnn302HnzwQVqYM11sFbMsC0hxKsDG7sS2epk45NsC\nQQ0xikVAJvzEzXs6BJHjGM7NOGLECIwYMQK1tbU4evQoiouLEQqZSu1IEO4jdSXqCVgqgVNmvFf+\nrvw3oO2tJXmDGtdV3VdH9NKF85iWkmgS/sbUJ+rx48fx9ddfY/PmzairqwMARJWTPwnCc8jSQqmK\nloHxObVuQ6PjempJiLXOC6QOctAbpzMLY/CVkFGkIaGBIdcqGo3ioYcewgsvvIBwOAzGGNatW4eq\nqipMnDgRK1asQKtWrZy2lcgl7BofYqx+rErrnGpdgGqeVsJ21Iftq62NZhQ1m1KVXfKmsnGuI0Gk\niaG34cknn8TKlSsxefJk/O1vf0NhYSEAoHHjxigpKUnKDEJ4gGz4grW7DFqNf6qEvk7VpZanmOp6\nAZcy2svxyvNk5xiilTKlSqFGuI4hz+z111/HnDlzkgI9ioqKcOutt+LGG290xDjCAlLqJL+STkJd\nQxk2VBav5EKyQMjniunNBzPiHUkZMZLSWKkEfxg9pxIuONtlmOlISieurxVhagSBAz5+vbIRQ29N\neXk5fvnLX6puKykpwfHjx201yvP4IUuA211Q6WSzsPPr1mjiW7UlXZgiqENtEnTSMSbniUnrnsmX\neLEagZowt1BHyAQbxrW90KVp9ztnpf79/KGYpRi6m23btsXnn3+uum3r1q1o3bq1bQaVlZWhtLQU\nffr0wUUXXYTS0lKUlZVp7h+JRPDEE09g8ODBOO+883D55ZfjhRdesM0eVfwQLu22jWYnbdvtReg1\ntsr5Y3rLqqRTb2byKbKAfY2yUbvdnrbhxIeeE5k/7MyVSWQcQ92MgwcPxty5c7Fv3z706dMHAPD9\n999j/fr1WLRoEf7whz/YYkw4HMakSZPQrVs3rFmzBqFQCAsWLMB1112HNWvWIC8vL+mYxx57DGvW\nrMFTTz2Fs846C++//z5uueUWtGnTBpdeeqktdqniB0Fzk3QzsFvB6JyxdNJemUWrG0wthZUgJO6r\n152ph5m8lW6S6S5JO8mmsmQ5hsTs5ptvxuHDh/Hkk0/iiSeeAOccN910E4LBIEaPHo3JkyfbYsyG\nDRuwe/du/O1vf0NxcTEA4I477kCfPn3wwQcfYNCgQckFCIUwc+ZMdO7cGQAwaNAgnHXWWfj444+d\nFTMi81hNLKyF2QYsVeShEqUAa+Vy9CtW5vSlg5OC44XuVcIQhsQsLy8P8+fPx9SpU/HVV1/h+PHj\naNq0Kbp27Zq0LIwVtm7divbt28eFDACaNWuGdu3aYdu2bapiNnXq1IS/6+rqcPDgQbRp08Y2uxzB\niZfaz3akQ0pRUgR7GA4SSRGmbwajHqsXvv4zkUKMIGzCcAoPQRAQCoXQs2dPNG3aNK2LRSIRnDx5\nUnN7RUWF6rmLi4tRXl6e8vycc9xzzz0oLCzEmDFj0rLRNbzyTmd142IwC4cSNc/JKHZ8HGTqA8Mr\nYma2/Fn9DBNGSSlmH3/8MZ5++ml8/vnnCIfDAMSQ/H79+uG6667TXBpGjU2bNmHChAma2/UEiKV4\nYGtqanDHHXfgyy+/xDPPPIOioiLDdmUEr+RSdLIhUAuDd5NU6aAA+xtwOxprtxpn5f3xq4dOEEgh\nZsuWLcNDDz2EM888E+PGjUObNm0QiUTw448/4r333sOYMWMwa9YsXHXVVYYu1qdPH3z33Xea2x97\n7DFUVlYm/V5RUYGWLVtqHnfkyBFcf/31yMvLwyuvvKK7L+EmPvhitjLXSA27spboYZsAO+RxWrWP\nRJVIA00x27ZtG/7yl79gxowZGD9+fNL2u+66C48//jjmz5+Pc845R3Memhm6d++OxYsXo7y8PD4W\nd/jwYezZswfnn3++6jHHjx/Htddei9NPPx0PPPAA8vPzLdtBxLDaKPmh+8dsNg0zS7ZoXtOGxjqd\ne6OMmrQryEWJ3yfsE75E86168cUXMXToUFUhA4BgMIhbb70VQ4cOxbJly2wxpm/fvujYsSPmz5+P\niooKHDlyBPfddx86deoUnxLwwgsv4Oqrr44f8+ijj6KwsBAPPvigt4XMj9FqTqXs8WNdyMm0/enO\nubIyV8vMcSRkRAbQFLPPP/8co0ePTnmCsWPHYvPmzbYYEwwGsXTpUlRXV2PgwIEYNGgQIpEIli5d\nimDsBamoqMDu3bvjx7z00kvYvn07unfvjnPPPTf+3+WXX26LTbbhx1xuTo53ZVoQ0sWIIHjBI7Wj\nfv34zBI5i2Y346FDh3D66aenPEG7du1QUVFhm0Ft2rTBU089pbl9ypQpmDJlSvzvHTt22HZtR/FK\nwIcZnGqUtdYAcwqtbB/ZjtX61UgdSRBeRLOFDYfDKCgoSHmCYDAI7tevbDfJpUbUMC4+N5wD0aj7\nHqHZNF92oeVBmik/PbKEj9AUM8ZYynB4grCEnrdqZxcXY7GgizSFLJu620yJmQ97E4icRbObkXOO\n4cOHpxQ08sqyHDu7Ak2Fd8N+zyAYSrMsDoWZZyLvH4W9G4NyMvoOTTEbNWqUm3YQmcLQqsY2vdRm\nzuNEo+tGJJ8ZqMH0LjS9wHdoitmCBQvctIOwEzONpBtzoiSo4U5Ea5VpR7OykIAagoTMd1CfQzai\n7PrVW0zUjFhRl7K9qNVnpgJGCMLnkJhlI2qJcu34Gicxsxc14XLaIyCvzF7o48MzkJhlCj++BFpe\nnB/LkinkXnK6wkUfFd6BPg48A4lZpsiml0BaXNJII+vHhtho2Yxgx31Xfjz4sU6zhWx6j30OiVmm\nyKaXQOrGNLrwpd/QK5uW0OmV0+q9V3p0ma5T8swJD0BiRrgLzXOyX3wyXafZ9GFG+BZqWQjCClpe\nG2PaHkumPSm7ITEjPACJGUFoYVl0NI6nxj97ybYPFR9BYkZkFrn3kqohcDvwwWpORq2FP0nMtPG7\nGPjdfh9DYkZklqSGXacxUAu2cLLxYAFqnNzG7/VNHyoZQzOdFeEBciH1kLx8qcqqjOJLp27M1Gm2\n170XyXQwi1XomckYPn9ycgAvfKlq2cAFb9hnBi+Hkaeaz5buNrvx2z0ncgISMy9jVxoqq2g2XsyZ\nBRydbCzVsm54abK3bn2SmBGEFiRmuYyRRklvDTLG4NhyxG42mEa8NSfsUZ4zVX1Ki2WqeXBuds/Z\ndS2/iGI2Lc6axZCYuYWdKZHswog9dnmGZsrvtkcaDKYWNK+N5XjBY7dKul2+rr9HWVDXOYDH3lDC\nVYw00FYbTS+PUcnJhDh4bbFQt7GyQoCbgpYt9Z3lkJi5hRfGvzLpGXqh/IB2aL8XbLOCVA43py6o\n2eBGl5xXniXCU5CYEc5C3XPuIxcwN8vLWP24HkG4DD15uYRe5vdsw8z4XDYglYO8FiJHITEjMtf4\nOd0lJZiYB+elAB2v2OEWuVZewhEoAwiRQRwUUbMC7SlvhiO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cRWlW1Le/RrltwRritcvkK0eINegPfRdUBd5azBtvw3JB+MRLECJVt4/uGlBH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0IKzJIyBOV1/zUv5Fk51M6WsFyQuo54eAe5vI91vydrxtQJ3e7g8zfkpEXN3s3RlME2mK7F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\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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": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.0001348266778222751 arcsec\n", "Dec correction: 0.0020895110282026508 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": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL].unit = u.deg\n", "catalogue[DEC_COL].unit = u.deg\n", "catalogue[RA_COL] = catalogue[RA_COL] + delta_ra.to(u.deg)\n", "catalogue[DEC_COL] = catalogue[DEC_COL] + delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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d9XtOTg7KysriHr9mzRps2bIFK1euNM0mQgU7OppYHYQZnZ08/R6IFot4gqQm\nhOIxUi9Nbm+yd2pi27hJkBJB6/VM5mvuIJrCjL1798aiRYtw6tSpqN9/+uknzJkzBz179rTEODnx\n5r0tXboUs2fPxlNPPYXu3bvbYhNhMdJxIqVwVaIhG6nYaP3Iqh7PKFZokDq12LhFBMX7g66no2jy\nzKZNm4bRo0cjPz8frVu3RsOGDXHq1CkcOnQI2dnZeOmll0wzSJwKUFFRgQsvvDDye3l5OXJzcxWP\nCQaDmDlzJjZv3owXX3yRhCyZiPd2n6h3ptQByctMJNXfaDk8o6fNeQoV8mQLYTqaxKxt27ZYv349\nVq9ejT179uDUqVNo164dbrnlFtx4443IysoyzaBu3bohIyMDJSUluPbaayO/79ixA4MGDVI85sEH\nH8TOnTvxxhtvRAkgkQKYPSaT6GdMzFp9hGfMEgW7xcWq8yXztXYRmsQMCI1Z3XrrrVbaAgBo1KgR\nCgsLsWjRInTs2BEtWrTAypUrcfjwYRQVFWHXrl2YMmUKXnjhBVx00UX4xz/+gU2bNmH9+vXuFDK1\nJZN4hLfOR5pkYXR1ejPH3IDE5rvxfO2l6JlUzVOdeJkMTliCZjGrqqrC2rVrsXfvXhw/fhyzZ89G\nbm4uvvzyS/Tu3dtUo2bMmIH58+fj5ptvxtmzZ9GlSxcsXboUrVq1wqFDh7B//374fD4AwCuvvILT\np09j8ODBdcp59913TZn3FoXVnY6bOjWrsbottAih3u169rWqfm64h+x4iXNDOxCmITAN60+VlpZi\nzJgxOHbsGNq0aYPS0lK8++67qK2txfXXX4+//vWvuPLKK+2w11QMLb0VDOp7w6MHKnH0tqGe/eNd\nTz3XW+W8s2bNwqyHHgptj7fSvxm44Z6LN73BrHPw3g4G0LMA/PHjpy20xH6aN2+kuk3TUzpv3jy0\nbNkS77//Pt59911kZGQACM0zKy4uxrPPPmuOpW7AqVCF1ctVJTPxMiJjIV5vte+l6bFBy/icGehJ\nznAK+fQHq85BpAyaeuZt27Zh2rRpit8pGz58OL799lvTDUsa9D5QJFp1MTKpWEqs5aoS7fi1XiuP\nR9kuJ6817/cZ7/YpwcsyYymIJjHzeDyqGYs+n0+X20uEifWgqnW6qdTOZnYK8tCe1rKlYqM2OVpP\nONMoZizYq4QbEiLcJmip9Ixyhqa7+dJLL8Vzzz2nuG3VqlXo0qWLqUYlJVofSqcWu+UNM9tBGmbU\nI0Dx9tPMtxN/AAAgAElEQVQTslR7QVFbtV8qpFaJGe/Eula81p3EzDE0ZTPefvvtuPPOO/HVV1+h\nb9++8Pv9WLRoEfbt24dvv/0Wzz//vNV28keiiSBOzNOxakBcb1towSo7vV5jnyCRt10gEPpvrFUf\npMeo1UfabkphyFgdupWelZZ7JdZ1t+NLBG4sm7AMTU/DlVdeieXLl6NNmzZ47733EAwG8fHHHyM3\nNxcvvvgi+vXrZ7Wd/KH3Zrei49ETurIyTGn33DO9iPapCU+sdlQb1xIEbcsXSY+VlxNrdX1BcPae\nkduq1gZ6ytCKlrFEK4Wcxr1cieZ5ZldccQWuuOIKK21xFzy8udm5Flyst3Ae2iIW8d601RJGpMfK\n9xHbQt4uYkcsJnzIw4jSa2ZWuDMeWjxEuSelRSzitalRMUvkWDPQ6m0TXKH59WbXrl1RCw2vXr0a\nDz/8MDZt2mSJYdzgdMZZLLTYZZbtdj/AanYbXelDT5mieIneUSLjNtK3fHmIU+y045WjdwpArGOU\n6hLvGLXj4pGI98SrYIjXU+9zxWsfkkRoutvefvttFBUV4YcffgAALFmyBA888AB27NiByZMnY/Xq\n1VbaSCSC0bCSHCc6F7M6ADNCUnqFUCSe92w0ycHIuB8Q+36QfnXbbtzS2RuJhrilbi5H01O+dOlS\nTJo0Cd27dwdjDC+++CJuv/12rFu3Dg899BBWrFhhtZ3OwXNKvBa73PhZCr1Zh1qRLyUVzwYzBF7u\n9chDaFo6Oq12awknWjXtw0zv0orjjZZlVoSA1z4kidAkZvv378evfvUrAMDu3btx8uRJ3HTTTQCA\nvn374sCBA9ZZ6CRm3PRWYMW5eHrYrG5LPaImP0YucmqJEVrD07ESLZSuiehZGb1e8eqeyH0Qq77x\nkmysSiZJFDPOy9OzlcRoErP09HSI6xh+8skn+NnPfhZZwNfn8yFI2T+JL3dEnIeHkKborcSaSxar\nE5YnVMgzFY2Kkt65bHKbtGQpGkGtvUTihXrtzF7U0+ZGz8vzWHuSoulKderUCa+88gp27dqFV199\nFUOGDIls++CDD9C2bVvLDHQNegbWE73Jk/1Nz476yUUpGFTugOS/axGwYBBMPgFaqx3x6i4KodEp\nCmbPddRz7ljbku2eTsY6cY4mMZs4cSJWrVqF//mf/0G9evUwfvx4AMCHH36IJ554Ar/73e8sNdIx\n9NyMamMRQPz5RVLobc5eRAERsxbl4US52EgEC4B62E4aalS6N5Te+LWGJfV0lFaPZclxQwdOXlNS\nomme2RVXXIHNmzdj3759uPTSS1G/fn0AQLt27bB48WIMHDjQUiNdi9KcHXEOkvRvN3QAyYqehAm5\npy29duL/h6+vEAzGDrsZve563/jVziMVcbuw8l6PN9Zopy2EI2i+k8vKynDq1KmIkAHAl19+idat\nW1tiWMoQa0wGoNUIrCLemJV0rpn0n3RStIj4mzT8Fy9rMVYiifz/9XTU8vsl3nJTdmLlOeON2cn3\ndcMiy4QuNF3RL774AjfccAPWrVsX9fvGjRsxcuRIfPXVV5YYl5TI36zjPVR6MuOkpEoYxeh4pNEx\nJ69Xed6WvINU8vjE6+j3153TJR4v7iP/Jy8jlo1acKIzN+ucseqfLCKVKs+viWi68gsWLMDw4cMx\nd+7cqN+XLl2KwsJCzJ8/3xLjCMQPgxHRD76aJysXAXH+XTyxiJeKr5YYouRxS8fQ5N6d1G7pNZeK\npHy8TKmualMIkolkrZeUVKijyWgSs2+++Qa33XZb5AvTIoIg4He/+x2+++47S4xzPWamPdtxjBvR\n6umqXQul5YnihQilYiR6anJBVQpNisdKl8iShzulxymdX2vIUckjjCVwbhI/J1cqsYtk8TBtRFOL\n1a9fH8eOHVPcdvToUdSrV89Uo5IKrRlqWojldegpJ5lR6+DVOgd5FqNSNqOSuKn9LRUvpfEupdR6\nUfzU6iO1TcmDk9ohPzbW31q38YhZ9zqNSScNmsTs6quvxsyZM/Gvf/0LJ06cQFVVFY4dO4a3334b\nkydPxtVXX221ne5Ea+aZ1gfTbR2OHcRLrJCiNPdLTRDUvjMmCopclOTeoVKSgbiP1JuLtZCxUn2M\nLE+mJNZq+ymdn0fMWm8zyZ8p/7/WO22CbWhKzZ8yZQruvvtuFBcXQ5BcfMYY+vfvjylTplhmYEqg\n9cGMlz7Oy4Npxcc61VATJSWkQqA0xiUKlLifXMREPJ663pV0DE4p61FJdNWSRGL9rYR8LE1tuxH0\ntK8bSdZ6pSCaxCwrKwvLly/Hnj17sHv3bpw+fRpNmzZFt27d0LlzZ6ttJNyGnR2EUlZgPOTJF/Ly\npPvJRUcqHKL4ieImFS7xHPLwo/jfYBBIS4svFlrGh5TET2p3ImKWzONTJGRJhSYxW7hwIcaPH49u\n3bqhW7duVttEuJ1EOwm93oAVHom8XLlYCQIYYxDC25jHA0Fqt3ycTSp8kjR8FgxCkGcrKgmSGlo8\nOb1esrz99bZhCoTvCP7QdJe/8sor+Omnn6y2heAFp9/EtY41xkOtHlKPRe046ZqMci8nLEIIBEKi\nJggAWN1kAsbAWHTCBhPLFY+XnlNNxLW2hdTjjDVNgCCSEE1iNmnSJDz++OORj3MSMTC749CaDWnm\nee3s/PScS69dRgVRKXkj7FEx0Q7GIHi9570zhvPbg0EweShTKoxhQWNA+FiZiMVanSRexqISRtrN\nLI+WiIZeLCxDU5hx9erVKC8vx9ChQ1GvXj00bNgwarsgCPj4448tMZDQgDykZUZ5dmFlSEopU1Hu\nlYm/BQKhMSx5eE8iMExAKJQoCNEiJP6/xxPx1uDzgaWlRbax8O+CdN9YiRtqIUdpgoq8TmqhSaXf\nY42p8Rom5NUuPThQBzGjMe2qEbae1240iVnHjh2ttiN5MPtGTXTcyMpzSjH6kOoZzzG7jtIQolRc\nlPZhDAiGvamwByaI4iRN0w+PpbFgAALz1p0OIBHHyFiZPPtTaaxOaqe0rFgCLd9PKzyLhlmJLU7V\nUekFS+l3QjeaxGzevHmq23w+H44cOWKaQUQMeO5k3IBS2yll68nGxwAAXm/IKxPHucQEDsYAhK5L\nMBiAIIQyG4X0DIAFo8QLHk9of1EE5V6WUictz5SMdf1Fj086CVvN+4vlifG6+kQsD1YvvIgZPc+m\nkfBd+9///heFhYVm2EI4gVnhyXidrM0wqRDFSgSRezxSROGSezbBIIRIEogfCIa3BcIi4vWC+XwA\nJCIS9tgieDyIskq2rY6XpdYJyj1Jub1aOku3dajSMcVExkV5gcbRTEGTZ1ZTU4OnnnoKW7ZsQXl5\nedS2iooKNG/e3BLjuICnMIBdNrjRA5SH6qTXTW1MSEzGkE54lm73eusIYpCx8yn4AODxhsbDggEI\n6RlgwQA8ggdMwHkvSXbeiIcXCICF9xE8HjC//3zoUerRqY2FKYUn44mgEnqyJXkYTzXDBifvbzc+\nXy5Ak2f21FNP4c0338Sll16KiooK9OjRA506dUJlZSWGDRuGF154wWo7ncPKm06eQOAEdjxUDpxD\n8HjOd/QxwmZMaQxD/BcIhLyvYDD0X4SzD4Xw+YIBsIAfQloakJYe8r5qasFqa6PnjgFAIABBfi7x\nI55Rp5csfKwkSPE8Tj1trTVTVs/+ZqJWz3h15N3TMZKRSsRFk2f23nvv4cknn8TAgQORl5eHyZMn\no3Xr1jh06BDuvvtuVFZWWm2ns6TazcZTfbV6xnpslownRQmM3JMK/80kXlJo/3DIUPCA+WvDafue\nkBDVViPoTYMgZAKBGjBvyHMLzS8LAhAgZGQgGAjAExY8IRxyZIIQKj+cUBIMBkP7iGFH6Wojsbwu\nsz0teZKMnnMkgjzZRQ88ez8OjUlqWafRzRmPmlr1p59+imQ0er1e1NbWAgAuvvhiTJkyJWaCCBED\npfEOIj7Sz7ZIJzfLkf+mlEovEgicL1eSlCGE/0m3MfFvxuDJyASrrgFqasLp+OlgvloEA36w2hqw\nc2cBvw8IhstP80bsZYKAoFgHQQCrrQ6FIMVwpCggauKllKgi3xZrVXi1TlW+Mr/8PrX7XtXb+Wu1\n0QkPjlbptwxNd0mjRo0in4Bp2rQp9u3bF9nWunVr/Pvf/7bGOsI9qAlKosQbMxE7LrVMNzXkY2ri\n39LQpMRLgqgb0lU7gkGwYADwCIBHQLCmGqitAQsGwKrOhY4LhyiZxwMWZBAYxPnV0Z5hMAhPZv3z\n52QMdWokT/qI0WFHVhoxIjyxRFIrZt0Lydb500urZWgSs4EDB2Ly5Mk4duwYevfujfnz5+PTTz/F\nN998g6effhrNmjWz2k7n4T0OzyNWdUQaOnMA6p9gkXpl0g5b6s2I3lBkBf3Q/qEsxfNlsEAAzO8H\nC4bH2GqqwaqrwcAQqKkGwstcsepqsEAAQb8vLHgMzBeKcIjhRSGWjaJd0r/V6gZAELMn9YQc5e3A\nQ8drpQ08pOYTpqFJzCZPnowLL7wQwWAQd9xxB6qrqzF+/HjceOONeOeddzBx4kSr7XQeugljEysM\nZkbZWrwstb9jIXbiCpmL0hRwFgyGwoseT0iEBAFAEEIw5EGxmqqQRyYmi5w5g8CPh+AvOxHav7YG\nQEjAmHgOT1goxTE1pc/FiLaJK4sotYe0nSUemSBP8dfSFnK0JltYldTA63On9R6jl2Db0JQA0rx5\nc7z00kuRv9977z18/vnn8Pl86NatGy666CLLDHQVZg468zQlQI7Wepppu5FkBy2p3dKkD2kmo8TT\nYWAQEPK8BAihRI9AIJx+L4AFGOD3I1h1DoK/FsznQ7C2Bqy2GqzcB1ZbC+b3gZ31A2lpIZEJMnga\nNIz+LhoLLXsVGSsTqxEIhARTDEuK42xpksdXaTqBHoyOhcmnAhhBy7E8J3QQXKAqZmPGjMEzzzyD\nxo0b19nWoEEDDBo0qM7vlZWVmDhxYpTwEQZJ9OG1Ugz1ZsFZfX753/L5VtLftSIIIW/I4wlNhvZ4\nQmNj4TJYMADAA7BgKPToq0XwTCWClSeBQBCBmhoI1ecgNMkB8/vgP3Ma3gZZEJgPrKYGEAAWyITg\n9Z730MK2RhYvltrs9SqHP6VtIO6vlFhklRCI5aotzWX2efSgdP+ZdU9qLcNlAszrl6m1ZFmqitn2\n7dvh9/t1ndDn82H79u26juEePTe/2Z6I3jlDYidu1oOvhtbOyi4xU0MuePIypPtI21tM/oiUc748\n5vdDABAMMghCAMHqmlBx/loIGZnwHT8Gb0Ym/D8eAmqq4ak4icDxowgc2g+hdTt46teHEAyE5qUF\nA6HCvaFzs0Dg/Pw00SaJsNX57pm8rvHugXjtZuR6GTmPXai1k9q+sbYT3KMqZowxFBYWRubCaCFo\n0oB/VVUVHnvsMWzevBmVlZXo0KED7rnnHvTv319x/61bt2LRokX4z3/+g0aNGmHgwIGYPn066tev\nn7gxTj2YiYZsnBARJQ/JjHOplau1A5KOgUnbRqmtpHO5gPDE5vNrKobmlXlD4b5AAExgYLU+BH1+\nBCrKwcpPwlddBd+Rg6gpO46Mxk0QKPsJ/tID8DbJAfN6EPQHIDTNBSCEFiT2COeXxJKFGIFwgoi0\nLkptI28DpXT+eO1lxr0uXxtSC1Z7jbEw+/nmRchTEFUxu/vuu+20I4rZs2dj7969WLZsGS666CKs\nWbMGxcXFWLduHdq1axe17w8//IDi4mJMmTIFv/nNb3DixAlMmjQJs2fPNmf+G6+LrsqRh3uMHh+L\neA+q2sK5ZqMldKYWepR6L1Lki/MC0Wn6tbUQ0tIgeLwhrwoAY0EIgSBYwI9gbTXY6UrA70P199/g\n3IF9KP/xMBq0ao1gTQ2C584gcPIE4E2Hp3E2BH8tkJ4eFi/v+ZCmaIv4rTSJ3ZGvUrPwqvweWagx\n3ouEVKSVXhSMRAKUiBUCthM99zQJkOvhTswqKyuxfv16PPXUU2jbti0AoKioCK+99hpee+01zJgx\nI2r/v//972jXrh1Gjx4NIDTv7a677sKkSZMwefJkNG3a1B7D7Q5TONFJxDufmcKfqIentE6j0gc3\nxfKlnozEO2N+f2hcSxSXtPSwRyYAvhowITynK+CDAIZAbS1Y+XEcPnwIh0+fwemTe3GmmiFYWY5A\nxUl4cy8E8wgQWDismJaOYNU5eOs3UG8KMU1fan8wCAiSFfVjeatywZIKutH7SP7iEmUwJ2KmBbNt\n47muSQ53bsfXX38Nn8+Hyy67LOr37t27Y+fOnXX2LykpQffu3evs6/f78fXXX1tqaxR2v93pTT83\ng3j14/lBVuhgmTSTUBQE+fwucWWQiJcW/pq01wt40oBAEEKaF6jxAxn1QtmOEPDT2XM4eK4WP5yr\nQXlVFc59/zV8+/8DVlsFVNeAeTwIVleFBUE4n/Yvzw6U/C1I7BOgIkZK11qeBKM0x07tWHk5ai8G\navB8TwDqY36E69CUmm8nJ0+eBABkZ2dH/Z6Tk4OysjLF/Zs0aVJnXwCK+0tZu3YtSkpKEjHXHfD+\nduwUsdpFng0pERYx3MeCwdAcMr8fgcpysJpq+I//CP+xH/HDT2dxuKoGZwIMfgb85fPdyDxWBe/e\n/fA2yYFQv0HIy/N4AIaQQMnXPpQndChl5on78kqq33sW1P/hhx82tbxkgTsxi0WdVccT3P+GG27A\nDTfckIhJ9mDkgVA6JpG0abs6JbXzKH3iJVF7pGVIEj7Ev5m4sLDkTZ0FA2Aeb2jF/Fof4K9F8Mxp\n+I8fAztTgaqS7fDt+x4lH/8Ln584hapgEHvO+nBPx1ZoMuRqZLTrjIzO3eHJzITQoCE8mfUheEML\nFYsfAGWMhUKbYihP9CDlWZaipyTa7Pefn3sm/0J1vCkK8RYvNkq8aRROY9VUAhHe6ss5iSx0zF2Y\nUVwaq6KiIur38vJy5Obm1tk/NzdXcV8A1nxnzewQhJbyzHoYEhEyuxDHrLT+LkVqpzSEqLYYsfRv\npbaRTlyOeEEeCIFASHwQmuQMxuDJyADzpCEtuym8bdvjwqwG+Hnj+ri8USaa18tAesvWYP4AhIZZ\nkcWEhfBK+5Flp4KByNqPTKyzfLxMXgep3bFWtReFSu1aarnHjGQry4/hrWNXC7maBW/1TWK4E7Nu\n3bohIyOjTvhvx44d6NWrV5398/Ly6oylffnll8jIyKgz7pbUWPEwOrXIq1o4LdY+sbZLhTCWhyLr\n2ARBCCV+KIkEYxC8aUB6BoQGWUD9LAiZmfBeeBEQCCL74jbo0rYtura8EFlZWUjLaoi0ZrnwpKdD\nyMyAp0HDkHBJ13oU138MBkKCKV5T6RevAeXrIvfc1DIU1V5o4omdUQ/DbdnAhGtJ+E7bsWMHtmzZ\nYoYtAEIr9BcWFmLRokXYv38/qqqqsGzZMhw+fBhFRUXYtWsXrrvuOhw5cgRAKNOxtLQUy5cvR3V1\nNfbt24dFixbhpptuQqNGjUyzK0IsD8GImPD8EEk7RC2eEWCsDbS8vSvMv1LcR/r/UvtFQZKKfqzE\nCa/3/Pbw4gEM4dC1xxP2roIQMjIBrwfexo3haXYBvM0uQMbP2qJRz35o2roNstt2QFrDhkhvdiE8\n9RvAk5UNVl0FpGeEwooZGZFsRQGA4PGcT7lXe0GRZyZK7dfzUqN3PyP3Ks/3txw32UrUIeExsz/9\n6U/44Ycf8M0335hhDwBgxowZmD9/Pm6++WacPXsWXbp0wdKlS9GqVSscOnQI+/fvhy/8RnvxxRfj\n+eefx/z58/Hkk0+icePGGD58OO6//37T7KkDjzd9rNRsKQoehqb5QrHKTJR4tiRyXnnyhFIHLi4T\nlZYWbYP0/z2e0Iod6RkSLygdQiAQWnsxPQPerMahNPvcFkBGvVAa/omjSN93DN7sZvC2aB1a57FJ\nDhAMwJOZGR6zCY2ViecSPcJIeNTrjR6/E88vv5ZKk5XVPFG1tHzp1ARp+6il4RMEJwiMGXmVPs+u\nXbtQXV2NK664wiybbCPBqpuPGYPF4urqal6MkQF5HgaxjXoHctulyRRieVIxk7af339+4V4xMQPh\n8SyE7x+/L7SwcE1VKGmk6hwCZ04heOI4hIYN4Tu4H4++vgYP3H0XPA0awNOoCdIuaBEKU2Y1AQJ+\nCIIHQvijnwJQV6iE8Jw00VsUJ1hLRU0tZV4qWkqeqFpquhkJR4Ql6EmE+3HVSgstMZ94CSDNm6tH\n21Q9s6+++gpdu3ZFRkYGtm/fjry8PKSl1d1dPseL0IHZGXlA/DfoWN6W3R2SFeeTl6mWCKE0liSK\ngyhooniEhQyi3Aih74+x2hoIDEBaOjweL1jVGaB+A3ghQEjPBKs+h7QLW8LToCHScpqFvKuGjcB8\nfgBCaI1Gjze0aLGQBgT8QHrGeVEThVbMbhRtjnxjTRYGVmsLNQ9MDSPXhLw315JIBiFPqA5CjBkz\nBsePH4/8/6lTp2wzKmUx0omYkfghH3eRY9QuM9GaNh7rvPK2knozUpGTdsoSD0ZISw95ZcEggv6w\nIGVkRL42LWTWh5BRH5569eFpmAVPg0ZIa9wUnoaNgPTQMlae9Ax46teHNzsHCATgEcfIGAv9V/S8\n5GN+YTsYCy1rFbO+0npKvdBE2i4eZiV68BYtIVyDqmfWrFkzFBcXo2PHjmCM4cEHH0RmZqZqQU8+\n+aQlBiY1ZnglZnk2ejo9reXpyTg0Cy0ehzxxQuq9hP/LgsHQOJb0WFmYUUhLC4UePV4wMHjS0xH0\nBgGBQWAZAAQI2dmhCdKNmsBTv0HoGJxfI1FMwRck9omr40dskAhb5PzyeWR62iOWx2bUW+YxxBiv\nLhQaTSpUxeyhhx7CokWLUFJSAkEQsGfPHtUV9PVOZiZMhCdBlKJFGK3oTPQIqBjGkyeISBMtpNmL\nkkV6PYIQStkPj6t5wuFJFvDDk5YBj68GwYZZ4QnRAjzeNHjSM0NeXNAfKjc9PRLWjGRKSpGuuyix\nS1BaMFhqu7Queto4VtJQMj7jFBpNKlTFbNCgQZEPcHbu3BlvvvlmZEIzQRhCLSVeT/jQrE5VyTuT\nbgbqfIU6MpYlKyeyDJVHgCfNG3Kd0jIgsCDAQtmKqJcZ+jJ1WhpE304Ii6mgJkjSsTF5+E1LG5rl\nGdvZ6WtNSAISr59b5sARmlC9mg8//HBknGzkyJExQ4wEoQm1ZAwtWO0dSDvIqIWFw//1eusuJxX+\nmCYLBkOrd7DwfgIArwBPRgYECBC8XgjedMBXC0EQIAgewJsW/SFOEdFTDIc0o7wr6ViYUsjUiAem\nZYxKq5dtBlrOpee+iVeO09AYoWmoemarV6/GVVddhX79+mHt2rWYNGkSMjIyVAuKtS1lSLTDTdZw\njhSj9TN6XLx5dOI2pbUJxW+HhdPiRXERRFGTrioihCY9h34TQpmJHi+EevVD3ld6eugjm+I8NUGI\njL2pelWi7fHWD7T6nlMbX5Mfnwr3r9nY1GbJkrEYC1Ux6969O4qLiwGEMqjEkKMSgiBg79695luX\nrMS6gc26uc1+SJzuqJS8Ca3hSS37ScVC3jkL58/JgPNjVuGkGcHrQVQA0iuWIQC+2sjqHkhLCxUl\nhu2k88XUhEJul5FwYiyUjtWz+K7SOB0JmnaorUxDVcwWLVqE9evXo7KyEs888wzGjh2Lhg0b2mkb\nH5gxgK4VPWMYdsf7eZ6DFmtfI+0kLS8YDIUFpeG88CTryFgZAwRP+PtokU+5ACzgPz9XzeOFIAih\nBBDxt/A/xlhk8eHIJG3g/Dm9kuWtdNpuqP56BDMZxp2cFGASM9NQFbPs7OzI15s///xz3HnnnWjc\nuLFthiU1doie2Q+JE52WWuo4oN+z1TuuJBUCidchyMUmLDgsHH5k4n4eDxhCnpjgDQsZEApHSua1\niavQMI8AQfTu5CFGqc3x7JcnaxhJ3TfL0zOatMPzixPBLZrWZnz55ZettoNfjNzkZjwc8cZ69JZl\n5Dg9NpmNnrpryeyLNbdKqTz5xGXpNmkWJHD+22PA+TCi6LVJxU9mj7jeIhNXHUlPr2uv1GYtbS8V\nMt5Df7zYZfRFzYkICaGKqpgNGDAA69evR05ODgYMGBCzEEEQ8PHHH5tunKsx8qDKRcestHVpB2zE\nDvk2M2yyinjhMLmno6E+jIU/ByOGAkWREj0ncexLLDssZIIn9L0yAKHkD4TG3BhwfkK2IIQ+yCn1\nwqTClci4oPQ+ckI4jJ6PB4HTglvsTBFUxWzgwIFID78pDhgwADQxWgdmtJWeMrSIlRnlmW2TEYyE\nzaTHan2TlnpUolhJ0/WlE5qB0CLDCL3YCWHPTp6tKC5ULIpVxFIm+bJ0PO9RzcOM58krrajvBPIQ\nrZtxif2pkMkIxBCzefPmRf7/0UcftcWYlMfsrLREUBqr0nuORGyywpNQmvwbL5wp8cqYKDpiCFJM\nsQ97VxEPKBgMhRA9nlDyCEKeWETc1OaKaQmDSusgH1eLdRxP4TCXiIAiFFrkFlUx279/v66C2rZt\nm7Ax3KInld6p8BpvmNEOSu0u9fj0li3PCpSLh/x84nZpiFLcRxpWFMOOsu2RNH6xOKBuUkk4MUSQ\nn1Nui3gu+Yr50nqJ6L1fU/FeNVpvEjNuURWzoUOH6gotmvlxTteRyMRRt4if1uQJM88XC7PaTUvH\nHv5NkM4Nkx8jil5YiCL7SsfYxL/lK4mI301TmuumZms8m+0Y2zRyr/MkpkbOrfAZLIIPNIUZq6qq\n8Nxzz6FHjx64/PLL0bBhQ5w+fRpffvkl9u7di/vuu88WYx1DzxiN3rc2q8aWnEZvJ6d3PM6OkKzS\nnC0xrCf51plYWqRUcT+v+K0y4fzv8mstH3sTf5N7W3ruq1gvVnIhUbJJK2aEnp0SM95fHgndqIrZ\nyJEjI/8/c+ZMjBkzBrfeemvUPuPGjcOSJUvwySefYPjw4dZZmewk44PlVCelJ8QmRy4Y0hcN0asQ\n00H8NOcAACAASURBVOgjn3BRyXREOEU//DHPOt6bKIrhrEfF82rxTmPV1WqMvLgplcFjqJNHm4iY\naLobN23ahMGDBytuu/baa/H++++bahTBKXoebukHJM0s1y6k4iQi9bDE0KNHsgCxOJYmemyCAIAp\nlysvU9peerwltf20dMY8tjthKqmSyQhoFDOfz4fvv/9ecdt//vMf+Hw+U40ikgA7BskTnT4Qq1z5\nPyB6YWF5mr/cmxInUXvTzh8vCp1UrJS+Syb9O5aoxQq36ml/p8PcPIoqjzYRMdE0mjlo0CBMnz4d\ne/fuRefOnVGvXj1UV1dj9+7deP311zFw4ECr7STclkVlR2dgVShIaSxJ9m2zyLWQhiGVwoVyW+Uh\nSWl6vpoteutoZAxSS5la9+WVZKgDoYomMXv44Ycxa9YsPP/881FemNfrxaBBg/Dwww9bZiARhh7A\nuhgVd7U5XdIVPIDz4iO+SMjT6qXiJk6yDs8zU0zCkAqavA5y70ieNKKUOCHdT1oHpd9joSUb0qpE\nJbe9pBHcoknMsrKy8MQTT+CRRx7BDz/8gDNnzqBBgwZo06YNsrKyrLaRf5TCTmZDYpY48TptqehI\nvTOFBYcjf6uFOqUem9K55aImTQpREzg1u+W/m/FV6HiZkG6GPLSkRNekiXr16qFz585W2eJu7J6H\nZQZW25voW7dV9qmF9uTiomaDdMK0+Ld4vFzwpIKklPghLVP+e6x7Sq1dzRAyJfusws7nJdaUBcL1\nkH9vBmIn5rYHxOqBf7e1B6A8sVdpH1E0lOaIAbrCckycTC0eJ0UtvGg1yShmTp5TDaeTb5IIErNU\nxuqxikQ7DbM6HWnau9qUATWvSUlM4nVA0uxFpXLVwotKtsj/1jPlQamsVEVvuxGug8SMSAw3dJZq\n3k2s1H61EJ/cAw8E6pYhLVdp3UQgyoMTBCF6v1gdb6wwolJ9YpVlpINXmn/nBnjyxqTwapcLITEz\nita3cycw+hZqpE5u6NTknpa8fbSEFeX7KoUFxW1Sj0wtbBjL+9O6sr8WYomfkXLj3VuxhM6ue8Wq\n+YcE12gSM8YYFi9ejKeeeirq93vuuQeLFy+2xDAiAax8cOUdhZWhSj0eQKzQnPQ3qRekZWKykhcn\nFTNp/bV8M0zu8ZnZweu97rHmtqkhrkkZq0wSDsIBNPVEzz33HJ599lk0a9Ys6ve8vDw8//zzWLJk\niSXGcY2WTsspjJ5ba0dsZxKCVo9JC2ohMjVBjpVZqGSb9IOeamnzWkQ3UYyWGSv8KkdP6FbtGCMY\nsc3s8gku0SRmq1evxmOPPYbRo0dH/T5u3Dg8+uijeOONNywxjuAQXtOatcyJUkvJF1ELT8mXsTLa\nBkoCaNWyU0Y8WiVvU+/5tJyX9zE3nm0jVNF01x49ehRdu3ZV3Na1a1ccPXrUVKMIA9j1AOrt6Ky0\nK56gKK2qESvVXc1WtUnT4v9LO2f5xGstdpmN0VBfIi8p8V4UzD6PVVCY1LVo6pl+9rOfYfPmzYrb\nNm7ciIsvvthUowgDJNv8IzPqo7cMtbrJQ4tKk6uVzq0keoD6C0G8MKSVE8gTLV+PmCV6rkQhzysp\n0bQCyLhx4zBz5kx8/vnn6NatGxo2bIhTp07hyy+/xNatWzF79myr7STkyENdvL5N8jZ2KM1GlAuT\nFk9PvspHrDd5uWgphSfl43Bazk8QRB00idmNN94Ir9eLpUuXYtOmTQAAj8eDTp064fHHH6cPc9qJ\n2ltlsnVyZtRHqQylrzgnUl6s+WhylDwyPQJnxTUmgSSSBM1rM15//fW4/vrrUVNTg1OnTiEnJwdp\nabqWdiTMgjFaaVwP0jUiY63CEQsxBChtd+lx8nUoYwmUlFghR7s8tVQTtFSqawqhq0c8c+YMvv76\na+zYsQO1tbUAgIDSCgiEdYiTcom6xPNaE30JiDUBOl4Hqee88cozc2kmSnggkgRNT1ggEMBjjz2G\nfv364eabb8Yf/vAHlJWV4ccff8Tw4cNx7Ngxq+0kUg2rJxNLBUE6CVp6fmm6uVLihzRtX36ORAQn\nXt31JlsQRAqgScz++te/YtWqVbjrrrvw6quvol69egCARo0aoXnz5nVWBiE4wG0ZW2YslaVnIruW\njETp/DI12+JlQEr3l5djVPCcEDG33U9aSMY6pTCaBr3Wrl2LWbNm1Un0yMrKwr333os777zTEuMI\nHcg710QSHXjArA5bbTxILmbyMKB02SulEKHS98fUylezR++xscoi9EPtl1Ro8szKysrwi1/8QnFb\n8+bNcebMGVONIkzAbiEz8mkSq+dQacXq9SWB82FKM+qstiyXlSRjp09jz0mFpqvZqlUrfPHFF4rb\nSkpK0KJFC9MMKi0tRXFxMfLz89GvXz8UFxejtLRUdX+/349nnnkGQ4YMweWXX45rr70WK1asMM0e\n1+D0QL7ec9tlrx3n0CMsZnSg8UKchHnQd9Bcg6Yw45AhQzB79mwcOXIE+fn5AIB///vf2Lx5MxYt\nWoRbbrnFFGN8Ph9uu+02dO/eHRs2bEBaWhrmzZuHCRMmYMOGDUhPT69zzMKFC7FhwwY8++yzuPTS\nS/Hhhx/innvuQcuWLXH11VebYpcrsTuEksodq1ICiYgV3pMoiG4c83FbaM9NtqY4msTs7rvvxokT\nJ/DXv/4VzzzzDBhj+P3vfw+v14vCwkLcddddphizZcsWHDhwAK+++ipycnIAAFOnTkV+fj4++ugj\nDB48uG4F0tIwffp0dO7cGQAwePBgXHrppfj0009TW8y0jpm5rXPRg9G6yT/RYvV6g0Zx4xwzK85n\nZR2S9dlIQjSJWXp6OubOnYtJkyZhz549OHPmDJo0aYJu3brV+SxMIpSUlKBNmzYRIQOA7OxstG7d\nGjt37lQUs0mTJkX9XVtbi59++gktW7Y0zS7XIH2otY6ZuT1RJBbyTi5ep6e2XWtnqRT+M7oCvV2d\nqFS0pX9bhRXjVCQ4BHSsABIMBpGWloaePXuiSZMmhk7m9/tx7tw51e3l5eWKZefk5KCsrCxu+Ywx\nPPTQQ6hXrx5GjRplyEZHcNI7sjr5wU3jeErH6S3DjJU7nG63VIXa3dXEFbNPP/0Uzz//PL744gv4\nfD4AoZT8AQMGYMKECaqfhlFi27ZtGDdunOr2WAIkxLnJqqurMXXqVOzevRsvvPACsrKyNNuVNBh5\nEK18eJ3uHLSsl6hnoV+951MjnjfsxILDtMhx8tcvyYkpZkuXLsUTTzyB9u3bY8yYMWjZsiX8fj9+\n+OEHfPDBBxg1ahRmzJiBm2++WdPJ8vPz8d1336luX7hwISoqKur8Xl5ejtzcXNXjTp48idtvvx3p\n6el4/fXXY+5L2IhTk3t5EVC96zEqlaFEImOBWso385xO4CZbCdNQFbOdO3fiL3/5C6ZNm4axY8fW\n2f7AAw/g6aefxty5c9G1a1fVeWh6yMvLw+LFi1FWVhYZiztx4gQOHjyIXr16KR5z5swZ3Hrrrbjk\nkkvw2GOPISMjI2E7bIfXBy/RToHXeklxIoxolwdoJm64lkRKo/qK+Morr2Do0KGKQgYAXq8X9957\nL4YOHYqlS5eaYkz//v3RoUMHzJ07F+Xl5Th58iQeeeQRdOzYMTIlYMWKFRg9enTkmKeeegr16tXD\n448/zreQuTWN2k3lAvZ3urHqkoj3FItExgLNGEfkHTfZSpiGqph98cUXKCwsjFtAUVERduzYYYox\nXq8XS5YsQVVVFQoKCjB48GD4/X4sWbIE3vAYQ3l5OQ4cOBA5ZuXKldi1axfy8vJw2WWXRf5de+21\npthkGm4UM1ohoS5Kay7G28cJzFghhCYMEy5CNcx4/PhxXHLJJXELaN26NcrLy00zqGXLlnj22WdV\nt0+cOBETJ06M/L13717Tzm0pJAznsbuzl3bKZl8Hs8szq21iTeTWghtfvoiURvVJ9Pl8yMzMjFuA\n1+sFoxuf4BnpuohG7lW3ioIbx+YIwiCqYiYIQtx0eILQhZ6O3YoPUHq99ouZW3F6rU+C0IlqmJEx\nhhEjRsQVNPLKCM3oWW3Eqo5UGhbUmq1p5teppQSDFH7mFbo2rkNVzEaOHGmnHYRT2DknR8+yWXat\nds/LnDSCL+jauA5VMZs3b56ddhBmorQmIUAPqByn37wTWQfSCHQfaIfayHWQH53q0EPrHNIQvR3h\n+ljjYKk4XGB2nVOxDTmCxCwZUVqT0Oo1GAlzoJcLd0H3PjeQmBHmkawPtpn1kpZldHV+K9o5FUXU\n7sWaCUshMSPshTfB02qPlv20hA3N+qBmrL8J+yAB4wYSMyJxzPqEihNoXQtR61iTHcLidOIKQXAI\nPRWEvfAmeIkKgzxUqJRFKsdsweOtTQnCAUjMCMIKYq2NSGFBgjAdEjPCWZzq2PWOgRnZT81jojBh\n8kIvKo5BTxXhLHoe/kDAOjuU0LowsZnJHnraIxk7zmSsE2ELJGaEs+jxUhL9rIm8LC37WL12I5Fc\n0PilY9BTyDO8v6XabZ/HY29n4cRXq/Wc020dp5Vf0SZSHhIzIj48fnGYd6E3Sqx6qYU9zfiqNEG4\nHBIznuHhLTWWt2Dlgri8dc5W2CMvU0tYUynUysN9ogW32ClHbG/e7kkiChIzIjZOfyZFDbNtckNH\nFWsOG4/XiCBshMSMiI0TyQ1OfOU4XijVCnuMlsnTV6CdeAmw+5xuXuEmhSAxI6yFd49HtE/Ph0N5\nhIcJ2sl6LsIVkJilEtQB1CXZ2sRuUXPCW+HJMyW4gcQs1bE62YL3Tod3++TozSxN5qkMBCGBxCyV\n4K2z4cEr0rIwsN3ES89XIt64Dm/XniBMhsQs1XEyZGO1ePCY4q+FWDabMbZHY1sheLaN0A2JGeEc\nVouoXqHmxXux2g7qxENQOyQVJGaEdcTrLOwQDy1ff+YNq9vFzukWvLwgKEFraiYVdDUJ6+BBPHiw\ngUd4XKKMIBKAxIywDh7efKU2GPUS3CKIeuzk2WMiCANw0NsQKYkZnoFS522Fx2Hmhzz17msVJGZE\nkkFilqo43aFa1ZlaUa5WD9Nom9r5jbZUxKz2dWt2bIpAYpas8P7Qxet4tXQcSmU41aHryZyU78f7\ntZLjtk7dzHuCXhi4hcQsVXHDQ+kGG+OhpdO3c2yRJxHiyRYtJMP9mMSQmCUrPD14Rt7kebI/HrHq\n5sQYnpYVRBIRElobkeAQErNUxe5QUap2flasxp/IdeMhw1QkVe8JwhI4urMJW7Hz7TrZOi2nP4wZ\nT5C02JNs14RIeUjMCGeRe4huGUdxi50iZoQXrYA3ewjXQmJGpCapNmYk1lfJbicFhcSMMAkSM8JZ\n5MJgp0ikUkeqp13t9OLc9lJAcAuJGZGaOOFdOSmeYl2VEn/UvDUSM8JFkJgRhBswc5WQeAIi7qMl\n85EWLCY4gTsxKy0tRXFxMfLz89GvXz8UFxejtLRU07EVFRUYMGAARo8ebbGVRFx47eTU7OLdCzFi\nX6zEmkSuj7Qs8qwITuBKzHw+H2677TY0btwYGzZswHvvvYecnBxMmDABPp8v7vGPPPIIqqurbbCU\niAuvnZyRsSMeMDI/LJaYmTXfjNfrrAeerjNhGK7EbMuWLThw4ACmT5+Opk2bonHjxpg6dSpKS0vx\n0UcfxTz2/fffx7Zt2/Cb3/zGJmuJmPDayanZxau9iSAVLD3ipXVNTCe9bzMFiNcoAqELrsSspKQE\nbdq0QU5OTuS37OxstG7dGjt37lQ9rqKiArNmzcKcOXPQsGFDO0wleMXMjslpgUs0tGgUrW3odPuY\nBU+rohCGSbPzZH6/H+fOnVPdXl5ejiZNmtT5PScnB2VlZarHzZkzBwMGDMCVV16JXbt2mWIroRPG\nnO/ceLBBhCdb9CJfgkutLnpDtryuXu/W60REYauYbdu2DePGjVPdPmrUKNVtgsoNJ4YXN27cmLB9\nRALw0HkHg9rWQuTBVi3EsjGewPBWR63XRk6sevBWR8JRbBWz/Px8fPfdd6rbFy5ciIqKijq/l5eX\nIzc3t87v0vBi48aNTbWV0Ik8VGNVRxOrXCsW9TWK052sUfFQwoy6JGqLeN1JwAgVbBWzeOTl5WHx\n4sUoKytDs2bNAAAnTpzAwYMH0atXrzr7f/jhhzhx4gSmTZsW+a26uhp+vx99+vTB2rVr0bJlS9vs\nJ2zAjI4sGTrDeHXweut2/LGWtNKCE0Iink/+X/n/EykPV2LWv39/dOjQAXPnzsXMmTPBGMMjjzyC\njh07Ij8/HwCwYsUKvPfee3j55Zdx3XXXoV+/flFl/O1vf0NJSQkWLlyI5s2bO1ENAkidjoYHT0Gv\nDTzYbAS32k3YAldpPF6vF0uWLEFVVRUKCgowePBg+P1+LFmyBN5wmKK8vBwHDhwAANSvXx8tWrSI\n+peVlYWMjAy0aNEicgxBRKE144/3+UfSNRSVbJV3/OLKHkYFwWkhUbseWq4T79eSSBiBsdS9yilc\n9dQmGNSWjh0ImDLuNGvWLMyaNSvhcuog9VS0hhDlxzgtUHpQs1dLPUy6ljyglgynxPHjpy20xH6a\nN2+kuo0rz4wgbEHrvCLe5x/Fy3Y0si0RrH45TGTCu5tEmzAE508r4UrsWnHdatzSASq1tVr7S8OM\nZteP52vulmtJGIbEjLAG6jzsQypO4uodiXiVRldRUTsnDyJH92PSQ2JGmI+bOg4eOlotaLVT3vax\nkiZieW9m4pY2JlwNiRlhPm7rvJy2V+v543lMagKlJdNR6zYj8D72SCQFXM0zI5IEsyfrWgkvNsXL\nyDOa5GCnaBGEg9ArE2E+8jfxZO40E/HqRE9K69wvLdmLRjMcYx1Dn0ghXACJGWEPPAmank493r5q\n2xP5jIoR0bEqlOe2uWhEykJiRliHljEeJ9DjacSzUU1EEvG0zPCE9I6TqeHxaD/OzOvp9Dgm4TpI\nzAjr0LIahZ7fzULPShAejzF7EvFmzFipgkKDRIpBYkZYR7wOXfykB++IwqDXVifrZsYnV/RCH8wk\nHITEjHAOtcQH3jqyRITBDWLtBqgdiTiQmBGEVrSIrLTTlYq1mzpjHlehd1P7EY5AYkYQZpIMnW6s\nqQJi/ewek6OJ10Qc6A4hCDNJZGV3s7FCWMUy9YpLMog8wTUkZgRhJryN95mNKGJ660liRlgMiRlB\n8IZZHT9PwkphQsJi6A4jUodEl54iqB0IbiExIwg5ej52aQV6PCoSF4IAQGJGuBl5Rx6vY09EJBIN\nk1klOnaLmZ6lrUhoCRshMSPcjRmr1svRuoq9nvKtWrqL17Eos9qQIDTC6ZNAEBqQd5hOLIirFSsX\nFSYIgsSMSGGs9h60rABidKksCuERRBQkZoQ2kmkMxInwF6/hQCnJdI2JlCPNaQMIl0DjH+Zhxgcv\nrbgedI0JF+OC10WCIDRDnhWRopCYEYTdWOkBkZgRKQqJGUEkExQqJFIUEjOCSCb0fnONIJIEEjOC\ncAqjopKoGJGYEUkIiRlBOIVTYib33igln0gCSMwIwghmdP5G556ZldYv1oGWniKSABIzgnASI6Jo\npvCQR0YkCSRmRGqgpdPWs06iWYJit5hIz0ceGZFEkJgRqYOZn4gxC6VQo9UCR94YkYTQclZEaqBF\nqFLBS0mFOhIpCXlmBMEbJDgEoRsSM4IgCML1kJgRBEEQrofEjCDiQQkTBME93IlZaWkpiouLkZ+f\nj379+qG4uBilpaUxjykpKUFRURF+8YtfoG/fvnjwwQdRVVVlk8VESkCCRhBcw5WY+Xw+3HbbbWjc\nuDE2bNiA9957Dzk5OZgwYQJ8Pp/iMQcPHsS4ceMwbNgwfPbZZ3jttdewb98+rF271mbriaSF5mMR\nBPdwlZq/ZcsWHDhwAK+++ipycnIAAFOnTkV+fj4++ugjDB48uM4xy5YtQ69evTB69GgAwCWXXIIV\nK1bYajdBJIx0aSmCIHTDlWdWUlKCNm3aRIQMALKzs9G6dWvs3LlT8ZjPPvsM7du3x3333YdevXqh\noKAACxYsUPXkCIJbKJRJEIax1TPz+/04d+6c6vby8nI0adKkzu85OTkoKytTPObo0aNYvXo1Hn30\nUTz66KP44osvcM899yAjIwO///3vY9oj0FswYQMPP/xw/J3oXiQsoHnzRk6bYBu2itm2bdswbtw4\n1e2jRo1S3aYmPIwxXHnllSgoKAAA5Ofn46abbsKaNWviihlBEASRHNgqZvn5+fjuu+9Uty9cuBAV\nFRV1fi8vL0dubq7iMRdccAGys7OjfmvTpg2OHTuWmLEEQRCEa+BqzCwvLw+lpaVRIcUTJ07g4MGD\n6NWrl+IxnTp1wu7du6N+O3jwIFq1amWprQRBEAQ/cCVm/fv3R4cOHTB37lyUl5fj5MmTeOSRR9Cx\nY0fk5+cDAFasWBHJXASAcePGYefOnVi+fDlqamqwfft2rFq1Cr/97W+dqgZBEARhM1yJmdfrxZIl\nS1BVVYWCggIMHjwYfr8fS5YsgdfrBRAKOR44cCByTK9evfD000/jjTfeQM+ePfHHP/4Rd999N265\n5RanqkEQBEHYjMAY5QMTBEEQ7oYrz4wgCIIgjEBiFodPP/0UBQUFkdT/eLz44osYNmwY8vLy8Ktf\n/QrLly+31kAH0Lt+5rRp09ClSxdcdtllUf9WrVplo9XWUFVVhVmzZqGgoAA9e/bEqFGjsHXrVtX9\nt27diqKiIvTq1QuDBg1K2nVE9bTL6tWr0alTpzr3x5QpU2y22h5KS0sxevRodOrUCYcOHYq5b6rc\nL6bACFWeeOIJVlBQwCZMmMAGDRoUd/81a9awvLw89umnn7Kamhq2fft21qNHD7Z69WobrLWH2tpa\ndu2117LJkyezsrIyVllZyaZNm8auueYaVltbq3jM1KlT2dSpU2221B6mTZvGfv3rX7N9+/ax6upq\n9uqrr7Ju3bqx//73v3X23b9/P+vWrRt76aWX2Llz59jBgwfZyJEj2bRp0xyw3Fr0tMubb76p6flK\nBjZt2sT69evHpkyZwjp27MhKS0tV902l+8UMyDOLQYMGDbBu3Tr8/Oc/17T/Sy+9hMLCQvTt2xcZ\nGRno1asXCgsL8eKLL1psqX2I62dOnz4dTZs2RePGjTF16lSUlpbio48+cto8W6msrMT69esxceJE\ntG3bFpmZmSgqKkL79u3x2muv/X979x4UVfkGcPyrCAgoeQFlU36O0cAgB4KRRvGaGCgaUYqMpihq\nmiCYOjpaUOatRlMJcUIwxcjGEXFRMtDBmSw3cxIvmTZ4WzUuKuQNXOV+fn8wnFpZL8hlWXk/M/vH\nOfuec9735Z19OO+efd565Xft2sUrr7xCaGgoVlZWODo6EhERQUZGBrdv3zZCC5pHQ/ulLbl79y7f\nf/89QUFBTy3bVsZLUxHB7AnCw8Pp1KnTM5WtqKggNzcXDw8Pvf0eHh6cP3/+hZkaeJ78mQDnz59X\npktGjRpFYmIi1dXVLVHlZnPu3DkqKytxd3fX2+/h4WGwL06fPm1wfFRVVXHu3LlmrWtLami/AOh0\nOubOnYuPjw9Dhw7l448/NphAwdRNmDCBvn37PlPZtjJemkqryprfkp6WJ9LW1rZB57t79y7V1dX1\nckt27dqVmpoa7t69i5WV1XPVtSU1R/7M3r17o9PpmD9/Po6Ojhw5coRFixbRrl07Zs+e3WR1b2l1\n/x0/moHmcX1x+/Ztg+MDeGzfmaKG9kvXrl1xcnJiypQpxMXFcfHiRRYuXMjixYvZsmVLi9S5NWor\n46WptNlg9rQ8kWfOnMHS0rLJrmcqSY2bI39mZGSk3vbIkSMJCQkhNTXVpIPZkzT0720q46OxDLVz\nxIgRjBgxQtl2dXVl0aJFREREcP36dVQqVUtW0SS0lfHSEG02mD0tT2RDdenShQ4dOtSbGrlz5w4d\nOnTQm5ZrzZojf6YhL0L+zO7duwO1d+U9e/ZU9j+uL+zs7AyODwB7e/tmrGnLami/GNKnTx8Abt68\n2WaDWVsZL01FfGfWRCwsLHBzc6v3ncCJEyeQJKlJ7/KMqaH5M6urq1m7di2nT5/W26/VapUPLFMl\nSRIWFhb12nby5EmDfeHl5WVwfFhYWNT7fsmUNbRfdu7cWW9l+MuXLwO1//S0VW1lvDQVEcwa4dE8\nkWFhYajVan777TcqKir49ddfSU9Pf+K0nalpaP5MMzMz/v77bz755BO0Wi2VlZUcOnSItLQ0k++X\nzp07M378eOLj47ly5QoPHz5k69atFBQUMHHiRM6cOcPo0aMpLCwEYOLEieTl5bF9+3bKysrQarXE\nx8czYcIEOnd+cdadami/VFZWsmLFCo4ePUpVVRW5ubls2LCBd955h27duhm5NS2nrY6XJmPs3wa0\nVvn5+bIkSbIkSbKrq6vs7OysbKenp8uyLMsbN26Uhw4dqnfczp075ZEjR8pubm6yn5+fnJqaaozq\nN6vCwkJ5zpw5sqenp+zl5SXPnTtXvnHjhvL+o/1SUlIiL1u2TB42bJgsSZLs7+//wvz2rry8XF65\ncqU8cOBA2d3dXQ4JCZFzcnJkWZblY8eOyc7OzvLVq1eV8r///rscHBwsS5IkDxo0SP7888/l8vJy\nY1W/2TS0X7Zu3Sr7+/vL7u7u8uDBg+V169bJDx8+NFb1m42/v78sSZLs5uYmOzs7y25ubrIkSXJ0\ndHSbHi9NQeRmFARBEEyemGYUBEEQTJ4IZoIgCILJE8FMEARBMHkimAmCIAgmTwQzQRAEweSJYCYI\ngiCYPBHMhBa3dOlSXFxc6r1ef/11Zs+e/cTs+7Gxsbi4uBAdHd2oOoSGhhISEqJsu7i4sG7dOmX7\np59+4o033kCSJE6cOAFATEwM/fv3Z8yYMc98HV9fX6V9arW6UXVuDeLj45X2/DdhgCAYmwhmglF0\n69YNjUajvH755RcSEhKoqqoiNDSU3NzcesdUV1ejVqtxdXUlKyurSZfV0Wg0hIeHK9sbN27Ek/4c\nwQAACDVJREFUxsaGrKwsJEkiNzeX3bt3M3nyZJKTkxt07hkzZqDRaBoUBFururYEBAQYuyqCoEcE\nM8Eo2rdvj729vfLq2bMn3t7exMfHY25uzo4dO+odc+TIEf755x+++OILysvLOXjwYJPVx97eHhsb\nG2X73r17ODs74+joiKWlJSUlJQB4e3vrJc99FtbW1tjb29OxY8cmq6+x2NjYvDBtEV4sIpgJrYqN\njQ3/+9//uH79er330tLS8PHxwdXVlWHDhrFnz55nOmdOTg5BQUFIkoSfn1+9pLbw7zRjfn4+Li4u\nFBQUkJmZqUyn1U2pzZo1C19f30a18eeff2bixIl4enri5eXFuHHjyM7Orlefb775hvfffx9Jkrhy\n5QpQu2DjlClT8PT0ZMiQIURHRyuZ1GVZZvPmzYwaNQoPDw8GDhxIZGQkeXl5ynkrKiqIjY0lICAA\nDw8PRowYQVxcHFVVVXrXV6vVvPXWW7i7u+Pn50dCQgI1NTWNarcgNCcRzIRWpaysjPz8fHr16qW3\n/9atWxw+fJhx48YBMH78eI4fP673QW3InTt3mDNnDra2tqSlpREbG8v+/fuVrOyPUqlUaDQaHBwc\nGDlyJBqNhoSEBOLj4wFYv349aWlpz92+a9euERERgbOzM3v37mXfvn0MHjyYDz/8kL/++kuv7O7d\nuxk0aBAHDx6kV69eaLVawsLC6Nu3L7t37yYuLo6cnBwWLFgA1Ab7xMREFi9ezIEDB0hKSqKkpIQP\nPvhAOefy5cvZvn07M2fOZP/+/SxYsICUlBS+/PJLpcy+ffuIiYkhJCREKZOQkMDmzZufu92C0Nza\n7HpmQutTVFTEmjVrePjwIZMmTdJ7b+/evVhZWeHn5wfA8OHD6datG+np6cybN++x5zx06BClpaWs\nWrVKWXJmw4YNSob/R5mZmWFvb4+ZmRmWlpbKulF1K/7a2to2KpO7g4MDGRkZqFQqrK2tgdrFS5OS\nkjh69Cj9+vVTyr700kvMmDFD2d6xYwdWVlZ89tlnmJmZAfDpp5+SkZHB/fv3OXfuHCqVijfffBOA\nl19+ma+++orCwkJqamooLi5GrVYTERFBcHAwULvESn5+Pl9//TWRkZF07tyZLVu24Ovry9SpU4Ha\ntcWKi4uVFaQFoTUSwUwwilu3buHl5aVs19TUUFZWhiRJJCYm4urqqlc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RtO+xrmIicyZ3vkyxblBridcukq9dxhpL/l9+AKoCYy3uzXdgZ074vhchROrt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uYIV30L+s+wLiNRWKZLFrphYR25ytjQI6pEl5EB7LQhuhX3MmdXLTFOeKzXVIdEUgOugplF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\n3E1XFOdqVkRRbqaRp+5+RTJnBEG7FuNb7Ltv81/8OPM/uUJYdPze2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pxgxQINlEzGkSnI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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": 26, "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": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "53631 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"legacy_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": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/LegacySurvey.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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }