{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ELAIS-N1 master catalogue\n", "## Preparation of Spitzer Adaptation of the Red-sequence Cluster Survey (SpARCS) data\n", "\n", "This catalogue comes from `dmu0_SpARCS`. Alexandru Tudorica confirmed that the magnitudes are AB ones and are not aperture corrected.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The internal identifier (this one is only in HeDaM data);\n", "- The position;\n", "- The ugrz magnitudes in the 8th aperture (11×0.186=2.046 arcsec).\n", "- The \"auto\" magnitudes.\n", "\n", "Note that there are y band columns because we combined all the SpARCS data in HeDaM, but there is no y data for the ELAIS-N1 sources.\n", "\n", "The maps on the web page indicate they were observed in 2012 (or late 2011). Let's use 2012 as epoch." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "284b2ef (Mon Aug 14 20:02:12 2017 +0100)\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\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, remove_duplicates, nb_plot_mag_ap_evol, nb_plot_mag_vs_apcor\n", "from herschelhelp_internal.utils import aperture_correction, astrometric_correction, mag_to_flux" ] }, { "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 = \"sparcs_ra\"\n", "DEC_COL = \"sparcs_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Parametres for 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", "- 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": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We are using the aperture index 7 (0 base) that correspond to 11 pix * 0.186 arcsec/pix = 2.046 arcsec\n", "AP_INDEX = 7" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '\"\"' did not parse as fits unit: Invalid character at col 0 [astropy.units.core]\n" ] } ], "source": [ "t = Table.read(\"../../dmu0/dmu0_SpARCS/data/SpARCS_HELP_ELAIS-N1.fits\")\n", "\n", "stellarity = t['CLASS_STAR']\n", "\n", "mags_r = np.array(t['MAG_APER_r']).T\n", "mags_r[mags_r == 99] = np.nan\n", "\n", "mags_u = np.array(t['MAG_APER_u']).T\n", "mags_u[mags_u == 99] = np.nan\n", "\n", "mags_g = np.array(t['MAG_APER_g']).T\n", "mags_g[mags_g == 99] = np.nan\n", "\n", "mags_z = np.array(t['MAG_APER_z']).T\n", "mags_z[mags_z == 99] = np.nan\n", "\n", "del t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a r-band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ck5mXuft7zGwU8FN3vyrSPgvYDoztOyfIzH5BeKjKga3AX7v77pPVUlNT47W1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\nopK7XlisqRtERCQp1PRw1RR3vxpYUN0Vid19eGTJJOU8PH0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_r, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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+mZA1n4u7Qj0Fi4iISMbTGRoRERHJeAo0IiIikvEUaERE\nRCTjKdCIiIhIxlOgERERkYynQCMiIiIZT4FGREREMp4CjYiIiGS8/w9KRueCpylGdQAAAABJRU5E\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_r[AP_INDEX], mags_r[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 17.9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b u-band" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3melrigA4rW8nrhmZwZieybg0sVhE2rFWO/1kjPnwaJ8H4tVPIsHGGMPonsmM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\nSPWSmfUlcXcGoCHwZ30WyWVmTwJnkViBeBvwXeB5YAbQC1gPXO3u6sA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_u, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target. Should we use the 12nd because of the increasing magnitude?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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mLWnKdnMISbtEQUfk5537tGoVNNFARKtmd22fT1RJemP8IQGq6O+KIT4YiQUd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\nhf386bkX5nMHCvv5F/JzHw+lhwghhBCSEyhoIYQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_u[AP_INDEX], mags_u[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 17.9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c g-band" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Cc1tH0CWJiEiM6knIaXf3hgPa9ECFHLW8zGTu+NhEVmxv5GsPLKFTz+eIiEgU\n9CTkvGNmVwPxZjbGzH4FvBHluiTGTR9fwI8uPpEXVlbxr08u1/o5IiLS63oScr4KnAi0Ag8AjcBN\n0SxKBodPnz6SL5wzij/P28zvXtkQdDkiIhJjerJ3VTNwS/gQ6VXf/uA4ttW38NNnV1GUk8Ilk4uD\nLklERGLEQUPO4WZQufvFvV+ODDZxccbPrphIdWML/++RpeRlJnPG6GFBlyUiIjHgUCM5pwOVhG5R\nzSe0Vo5Ir0tOiOeeT1dwxe/e4At/WsQjXzqdccOzgi5LREQGuEM9kzMc+B4wAbgbmAnsdPdX3P2V\nvihOBo/s1ETuu34qacnxXH/fArY37A26JBERGeAOGnLCm3E+6+7XAtOAdcBcM/tKn1Ung0pxTir3\nXTeVppYOrr9vAY0t7UGXJCIiA9ghZ1eZWbKZXQb8Gfgy8Evg8b4oTAan8qIsfvvJk1lXvZsv/XkR\nbR1dQZckIiID1EFDjpn9CfgHcDLwI3c/1d1/7O5b+6w6GZQ+MCaPn14+kb+v28V3Hl2mNXREROSo\nHOrB408S2nX8RuBrZvufOzbA3V1PhkrUXH5KCdvq9/LzOWsoyknl/31wbNAliYjIAHPQkOPuPVko\n8KDMrBT4E1BAaBuIe9z9bjO7A/gI0AasB6539/pu+m8EmoBOoMPdK8LtQ4CHgJHARuBKd687llql\nf/rK+cezrWEvv355HYU5KVxz2oigSxIRkQHkmILMYXQAN7t7OaEHl79sZuXAHGCCu08E1gDfPcR3\nnOfuk/cFnLDvAC+6+xjgxfC5xCAz48eXTOC8sXn84K/LeXFlVdAliYjIABK1kOPu2919cfh9E7AS\nKHb3591939bT84CSI/zqS4D7w+/vBy7tjXqlf0qIj+PXV5/MhOJsvvKXt1ha+b5BPxERkW5FcyRn\nPzMbCUwhtKhgpM8AzxykmwMvmNkiM7shor3A3beH3+8gdDtMYlh6cgL3XnsqwzKT+Mx/L2DTrj1B\nlyQiIgNA1EOOmWUAjwI3uXtjRPsthG5pzT5I17PcfTJwEaFbXWcfeIGHpt10O/XGzG4ws4VmtrCm\npuZYf4YELC8zmf++fiqd7lx33wJq97QFXZKIiPRzUQ05ZpZIKODMdvfHItqvAz4MXOMHmR+8b6q6\nu1cTWptnavijKjMrDH9PIVB9kP73uHuFu1fk5eX10i+SII3Oy+DeayvYVr+Xz92/gJb2zqBLEhGR\nfixqIcfcsqhWAAAgAElEQVRCc87vBVa6+50R7RcC3wIuDu9w3l3fdDPL3PceuABYHv74SeDa8Ptr\ngSei8wukPzplxBDuvmoyb1XWc+ODb9HZpTV0RESke9EcyTkT+BRwvpktCR+zgF8DmcCccNvvAMys\nyMyeDvctAF43s6XAm8D/ufuz4c9uA2aa2VpgRvhcBpELJxTyww+X89w7Vfz4qRVaLFBERLp1qMUA\nj4m7v073O5c/3U0b7r4NmBV+vwGYdJDrdgHTe6lMGaCuP/M4ttXv5fevvUtxTiqfP3tU0CWJiEg/\nE7WQIxJt371oPNsaWvjJ0yspyE7h4klFQZckIiL9iEKODFhxccbPr5hETWMr/+/hpeRnJjNt1NCg\nyxIRkX6iT9bJEYmWlMR47vn0KZQNTeP6+xbw8upuJ9uJiMggpJAjA15OWhJ/+fxpjMpL5/P3L+TR\nRVuCLklERPoBhRyJCfmZKTx4wzROGzWEmx9Zym/nrtesKxGRQU4hR2JGZkoi9103lYsnFfHTZ1fx\no7+toEvr6IiIDFp68FhiSlJCHL/4+GTyMpO59/V3qdndyp1XTiI5IT7o0kREpI8p5EjMiYszfvDh\ncoZnpfCTp1dSu7uN//r0KWSlJAZdmoiI9CHdrpKY9fmzR3HXxyexYGMtH/+veVQ3tgRdkoiI9CGF\nHIlpH51Swh+vO5VNu/Zw2W/fYH3N7qBLEhGRPqKQIzHv7BPyePCGaext6+Rjv32DtzbXBV2SiIj0\nAYUcGRQmluTw6JfOIDMlkat/P5+XV2nRQBGRWKeQI4PGyGHpPPqlMxidn87n/rSQRxZWBl2SiIhE\nkUKODCp5mck8eMPpnDF6KN/832X85uV1WjRQRCRGKeTIoJORnMC9157KJZOLuOO51dz65Dt0atFA\nEZGYo3VyZFBKSojjrisnk5+ZzO9fe5edu9v4+ZWTSEnUooEiIrFCIUcGrbg445YPlZOfGVo0cNee\nVu75dIUWDRQRiRG6XSWD3ufPHsXdV01m0aY6rvzdP6jSooEiIjFBIUcEuGRyMX+87lQqa5u57D+1\naKCISCxQyBEJ+8CYPB76wum0dnRy+W/f4M13a4MuSUREjoFCjkiECcXZPPqlM8hJTeSqe/7Bbc+s\norWjM+iyRETkKCjkiBxgxNB0nvraB/j4qaX87pX1XPyrv7N8a0PQZYmIyBFSyBHpRkZyAv9x2UTu\nu+5U6prbuPQ3f+eXL66lvbMr6NJERKSHFHJEDuG8cfk8//Wz+dDEQu6cs4bLf/sGa6uagi5LRER6\nQCFH5DBy0pK4+6op/Oc1J1NZ28yHfvU6v391g1ZJFhHp5xRyRHpo1kmFPP/1czh7TB4/eXoln7hn\nHpt27Qm6LBEROQiFHJEjkJeZzO8/fQo/v2ISK7c3ctHdr/HneZu0yaeISD+kkCNyhMyMy08p4bmv\nn83JZbl8/6/L+fQf32R7w96gSxMRkQgKOSJHqSgnlf/57FR+fOkEFm6s44K7XuWxxVs0qiMi0k8o\n5IgcAzPjU9NG8OxNH2Dc8Ey+8fBSvvA/i9i5uzXo0kREBj2FHJFeMGJoOg/ecDq3zBrP3DU1XHDX\nqzy7fHvQZYmIDGoKOSK9JD7O+PzZo3jqq2dRnJPKF/+8mJsefIuG5vagSxMRGZSiFnLMrNTMXjaz\nFWb2jpndGG6/w8xWmdkyM3vczHJ62jf82a1mttXMloSPWdH6DSJH44SCTB77lzP4+owTeGrZdi74\nxSu8vLo66LJERAadaI7kdAA3u3s5MA34spmVA3OACe4+EVgDfPcI+u5zl7tPDh9PR/E3iByVxPg4\nbpwxhsf/5UyyUxO5/r4FfPWBt9i8qzno0kREBo2ohRx33+7ui8Pvm4CVQLG7P+/uHeHL5gElPe0b\nrVpFouWkkmye/MpZfO3845mzYgfT75zLj/72DrV72oIuTUQk5vXJMzlmNhKYAsw/4KPPAM8cRd+v\nhm93/dHMcnutUJEoSEmM5xsXjOWVb57H5SeXcP8bGznn9pf5zcvr2NvWGXR5IiIxy6K9poeZZQCv\nAD9x98ci2m8BKoDL/CBFdNfXzAqAnYADPwYK3f0z3fS9AbgBoKys7JRNmzb16u8SOVprq5r46bOr\neGFlNcOzUvjGBSdw+cklxMdZ0KWJiAwIZrbI3SsOe100Q46ZJQJPAc+5+50R7dcBXwCmu3u3Dykc\nrO8B14wEnnL3CYeqo6KiwhcuXHg0P0EkauZv2MW/P7OKpZX1jC3I5DsXjePcsXmYKeyIiBxKT0NO\nNGdXGXAvsPKAgHMh8C3g4kMEnG77hj8rjDj9KLC8t2sX6QunjRrKX//lDH5z9cm0dHRy/X8v4Orf\nz2fZlvqgSxMRiQlRG8kxs7OA14C3ga5w8/eAXwLJwK5w2zx3/6KZFQF/cPdZB+vr7k+b2f8Akwnd\nrtoIfMHdD7nqmkZypL9r6+jigTc3c/eLa6nd08ZHJhXxzQvGUjY0LejSRET6nX5xu6q/UMiRgaKp\npZ17Xt3A71/bQGeX88lpI/jq+WMYkp4UdGkiIv2GQk4EhRwZaKoaW/jFC2t4aEEl6UkJfPHc0Xzm\nzONITYoPujQRkcAF/kyOiBy9gqwU/uOyiTx309mcNmoIdzy3mvN+NpeHF1bS2RX7/2IiItIbFHJE\n+rExBZn84dpTeeiGaRRkp/Ct/13GrLtf46VVVQyGUVgRkWOh21UiA4S78/TbO7jjuVVs3NXM2IJM\nrplWxkenFJOZkhh0eSIifUbP5ERQyJFY0tbRxV/f2sr/zNvE21sbSEuK55LJxXxyWhknFmUHXZ6I\nSNQp5ERQyJFYtWxLPX+et4knl26jpb2LyaU5fHLaCD48sZCURD2kLCKxSSEngkKOxLqG5nYeXbyF\n2fM3sb5mD9mpiVxxSglXn1bGqLyMoMsTEelVCjkRFHJksHB35m2o5c/zN/Hc8h10dDlnHj+UT542\nghnlBSTGa66BiAx8PQ05CX1RjIj0DTPj9NFDOX30UKqbWnh4QSUPvFnJl2YvJj8zmatOLeUTp5VR\nmJ0adKkiIlGnkRyRGNfZ5cxdXc2f521i7poaDJg+voBPThvBB44fRpx2PxeRAUYjOSICQHycMX18\nAdPHF1BZ28xf3tzMwwsqmbOiirIhaVx9WhlXVpRq6wgRiTkayREZhFo7OnnunSr+PG8Tb75bS2K8\nce7YfC6dXMz08fmamSUi/ZpGckTkoJIT4rl4UhEXTypiTVUTDy2o5G9LtzFnRRUZyQl88MThXDql\niNNHDSVBDyuLyAClkRwRAULP7szbsIsnlmzlmbd30NTawbCMZD4yqZBLJhczqSQbMz2/IyLB0xTy\nCAo5Ikempb2Tuaur+etb23hpVTVtnV2MHJrGxZOLuWRyEaO19o6IBEghJ4JCjsjRa9jbznPLd/DE\n0q28sX4X7nBScTaXTC7iI5OKKMhKCbpEERlkFHIiKOSI9I6qxhb+tnQbTyzZxttbGzCD00cN5dLJ\nxVx40nCytFGoiPQBhZwICjkivW99zW6eWLKNJ5ZsZdOuZpIS4jh/bD6XTini3LGaoSUi0aOQE0Eh\nRyR63J2lWxp4YslW/rZ0Ozt3t5KeFM+Zxw/j3LH5nDs2j6IcrbAsIr1HISeCQo5I3+jo7OIfG3bx\nzPIdvLK6hq31ewEYW5DJuWPzOGdsHhUjhpCUoGnpInL0FHIiKOSI9D13Z231buaurmbu6hoWbKyl\nvdPJSE7gjNFDOW9caJRH+2iJyJFSyImgkCMSvN2tHbyxbicvr67hldXVbGtoATTKIyJHTiEngkKO\nSP9yqFGeM48fuv9ZHo3yiEh3FHIiKOSI9G+HG+U5a8wwJhbnkJ2mKeoiopDzHgo5IgPHwUZ5AEYO\nTWNiSQ4TS7KZVJrDiUVZpCVpCz6RwUYhJ4JCjsjAtbu1gyWb61m6pZ5lW+pZtqWB7eGRnjiDEwoy\nmViSvT/8jBueped6RGKcQk4EhRyR2FLd1MKyygaWbaln6ZbQa11zOwBJ8XGML8x8z4jP6LwM4uO0\nuahIrFDIiaCQIxLb3J0tdXtZtmVf8Kln+dZGdrd2AJCeFM+JxdlMKsnmpJIcxg/PpCQ3jdQkrcos\nMhD1NOToZraIDHhmRumQNEqHpPGhiYUAdHU5G3buZmnEiM/9/9hEW8e7+/vlZSZTmptKWbhv6ZA0\nSnPTKBuaxvCsFI3+iAxwGskRkUGjraOLNVVNrK/ZTWVtM5W1e9lc20xlXTPb6vfSFfF/h4nxRnFO\n6nvCT+mQcCDKTSMnLREzhSCRIGgkR0TkAEkJcUwozmZCcfb7Pmvv7GJ7fcv+0LO5tjkchJp5dvkO\nave0vef6zOQESoakUTYklbzMZHLTkshJSyI3LTH8PvSam5ZEZkoCcRoVEulzUQs5ZlYK/AkoABy4\nx93vNrM7gI8AbcB64Hp3r++m/4XA3UA88Ad3vy3cPgR4CBgJbASudPe6aP0OERkcEuPjKBsaulXV\nnd2tHVTW/jP8bKkLjQJtqNnDm+/W0rC3/T0jQZHiDHIigk9OauI/A1F6RHv4NT0pgdSk+NCRGK/b\nZiJHKWq3q8ysECh098VmlgksAi4FSoCX3L3DzH4K4O7fPqBvPLAGmAlsARYAn3D3FWZ2O1Dr7reZ\n2XeA3AP7H0i3q0Qk2rq6nMaWduqa26lrbqO+uY26PaH3DXtDr3XN7fvb68Pne9s7D/vdSfFxpCTG\nkRYOPymJ8aQmxu0PQalJCaHzxHhSwm1p4dfkxHgS4oz48JEQZ8SZkRAfet3XHh/RlhAXR1wc770+\noq3LQ78XoMs9dO6Ov+f9e18jrwm1hc6B/fXt+xsJcXH7/3Z8XKiufZ+/pz38qtuGg0/gt6vcfTuw\nPfy+ycxWAsXu/nzEZfOAj3XTfSqwzt03AJjZg8AlwIrw67nh6+4H5gKHDDkiItEWF2fh0ZokjiO9\nx/1a2jupb94XgtpoaG6nua2T5vZOWto62dsePtrCR/i8pb2T5rZO6va009L+z/bmtk7aOrqi+Ev7\nn8gAl56cQFF2CoXZqRTmpFAUfi3MTqUoJ4X8TD1QPpj0yTM5ZjYSmALMP+CjzxC69XSgYqAy4nwL\ncFr4fUE4QAHsIHQ7TERkQEpJjGd4djzDs1N67Ts7u/yfwaetk84up6PL6XKns+ufx762js5DfNbl\ndEW0d7kTZwYGcWbEhV9t//m+96FZbwdeYwec49AZ/judneHXLqejq2t/Hfvr2X/e1c31ofaGve1s\nb2hhbXUTr66tobntvSNl8XFGQWYyhTmpFGanUBR+3ReCCrNTGZaRpNGhGBH1kGNmGcCjwE3u3hjR\nfgvQAcw+2u92dzezbu+3mdkNwA0AZWVlR/snREQGnPjwiEZ68uCeW+LuNO7tYFvDXrY37GVbfQvb\nG/ayvb6FbQ17eXtrA8+vqHrfyFdSfBzDs1MozE5hVF4GJxZlMaE4m3HDM0lJ1NpKA0lU/xdgZomE\nAs5sd38sov064MPAdO/+oaCtQGnEeUm4DaDKzArdfXv4uZ/q7v62u98D3AOhZ3KO9beIiMjAYmZk\npyWSnZbI+MKsbq9xd3btadsffLbX72V7QwvbGlrYVr+X/1u2jQfe3AyEwuPovHQmFGVTXpTFieHX\n7FRtHNtfRXN2lQH3Aivd/c6I9guBbwHnuHvzQbovAMaY2XGEws1VwNXhz54ErgVuC78+EZ1fICIi\nsc7MGJaRzLCMZE4qef/SAvtW035nWwPvbGvknW2NvL5uJ4+9tXX/NWVD0vaP9oTCTxb5mb13+1GO\nXjRnV50FvAa8DewbC/we8EsgGdgVbpvn7l80syJCU8VnhfvPAn5BaAr5H939J+H2ocDDQBmwidAU\n8tpD1aLZVSIi0ptqmlojgk/oddOuf/57e35mMieGR3smFIdeS3JT9axPL9HeVREUckREJNoaW9pZ\nER7teWdbA+9sbWRdzW46w9Pts1ISmFSaw5TSHKaU5TK5NIfc9KSAqx6YAp9CLiIiMphkpSQybdRQ\npo0aur+tpb2T1TuaWL6tgeVbG1laWc+vX163f+HIkUPTmFKWy5SyHKaU5jKuMJPE+LiAfkHsUcgR\nERGJkpTEeCaV5jCpNGd/257WDt7e2sBbm+t5a3Mdr6/byePhZ3ySE+KYWJIdCj7hEZ/eXF5gsNHt\nKhERkQC5O1vr9/LW5nqWVIaCz/KtjbR1hh5nLcxO2T/SM6UshwnF2YN+KrtuV4mIiAwAZkZJbhol\nuWl8ZFIRAK0dnazc3sRbm+tCIz6VdTz99g4gtA1GeVEWU0pzOOP4YZx5/DAyBvmaSAejkRwREZEB\noKapdf9Iz1ub61m6pZ7mtk4S442KEUM4d2we547N54SCjJifxaXZVREUckREJNa0dXSxaFMdc1dX\nM3d1DaurmgAoyk7hnLF5nHNCPmceP5TMlNhbrFAhJ4JCjoiIxLpt9Xt5ZU0Nc1dX8/d1u9jd2kFC\nnFExMpdzx+Zz7tg8xhZkxsQoj0JOBIUcEREZTPaP8qyp5pXVNazaERrlKcxO4ZwTQre1BvIoj0JO\nBIUcEREZzLY37OWV1TXMXV3D6+t2DvhRHoWcCAo5IiIiIe2d+57lCd3aihzlOW9cPtPH5XPm8cP6\n9TR1hZwICjkiIiLd29HQwitrqnlpVTWvr93JnrZOUhLjOHP0MKaPL+D8cfn9bkFChZwICjkiIiKH\n19rRyfwNtby0qpoXVlaxpW4vABOKszh/XAEzxuczoSibuLhgb2sp5ERQyBERETky7s7a6t28sLKK\nl1ZWs3hzHV0e2mH9/HH5nD8un7PGDCMtqe8XIlTIiaCQIyIicmxq97Qxd3U1L66q5tXVNTS1dpCU\nEMcZo4cyfXwB08flU5ST2ie1KOREUMgRERHpPW0dXSzcWMsLK6t5cVUVm3Y1AzC+MIvp4/KZPj6f\nSSU5UbutpZATQSFHREQkOtyd9TV7eGlVFS+urGbhpjo6u5xhGUk88ZWzKI7C6I426BQREZGoMzOO\nz8/g+PwMbjh7NPXNbbyypob579ZSmBXsrCyFHBEREek1OWlJXDK5mEsmFwddCnFBFyAiIiISDQo5\nIiIiEpMUckRERCQmKeSIiIhITFLIERERkZikkCMiIiIxSSFHREREYpJCjoiIiMQkhRwRERGJSQo5\nIiIiEpMUckRERCQmKeSIiIhITFLIERERkZg0KHYh37hxIxUVFUGXISIiIr3j5J5cNChCzsiRI1m4\ncGHQZYiIiEgvMLPFPblOt6tEREQkJinkiIiISExSyBEREZGYpJAjIiIiMUkhR0RERGKSQo6IiIjE\nJIUcERERiUkKOSIiIhKTFHJEREQkJinkiIiISExSyBEREZGYNCj2rhIREZHoa2nvZOfuVmqaQseM\n8QXExVlg9SjkiIiIyEF1djm79vwzuNQ0tVKzu5WdTW3U7G6lpqllf3tjS8d7+i7+wUyGpCcFVLlC\njoiIyKDS1eU0trRT19xOXXMb9c1t1O0JvX9veAkdtXta6fL3f09GcgJ5mcnkZSQzbngWHxiTTF5m\nMsMyksLtKWSmBBszFHJEREQGIHdnb3sn9fvDSui1rrmd+j3h171t7/u8YW873k1oAUiKjwsFlcxk\ninNSmVyaEwos4TCz73VYZhJpSf0/QvT/CkVERAa5+uY2Vu1oYtX2RlbtaGLljibWVjXR3NZ50D7p\nSfHkpCWRm55IbloSxTmp5KYlkZuWuL89Jy3pPW1ZKQmYBfcMTW9TyBEREekn2ju7eHfnHlaGw8y+\nULO9oWX/NblpiYwbnsWVFaUUZKXsDyg5aYn7A0t2WiLJCfEB/pL+QSFHREQkADVNraza0ciq7U2s\nDL+uq95NW2cXAInxxui8DKaNGsq44ZmMK8xi/PBM8jKTY2q0JZoUckRERKKks8vZ3rCXytq9VNY2\ns6aqKTRCs6ORnbvb9l9XkBV+ePeEYYwfnsW4wkxGDcsgKUHL2R0LhRwREZGj5O7UNbdTWdtMZV0z\nm2ub9weayrpmttXvpb3zn0/5JifEMXZ4JuePy2dcOMyMG54V6DTrWKaQIyIicgh72zrZUhcOMbua\nqazbGw4zzWyp28vu1veuDTMkPYnSIWmcVJzNrJMKKRuSRmluGqVDUinJTSM+wMXxBhuFHBERkbC6\nPW28VVnHok11LN5Uz7qa3dQ0tb7nmtTEeEqHpFKam8a0UUMpHZJGaW4qZUPTKMlNIyNZ/2jtL/Sf\nhIiIDEpdXc76mt0s2hQKNYs217GhZg8ACXFGeVEW54/NDwWaIWnhMJPGsIwkPfg7QCjkiIjIoLC7\ntYOllfX7Q81bm+v2b0OQm5bIKSNy+dgpJZxSlsvEkhxSkzQFe6BTyBERkZjj7lTW7mXR5tpwqKln\n9Y5GuhzM4IT8TD40sYhTRuRyclkOxw1L1+hMDFLIERGRmLCmqomXV1WHnqfZXM/O3aFnaTKSE5hS\nlsPM88dwyohcJpfmkJ2aGHC10hcUckREZMDa09rBU8u28eCCSt7aXA/AiKFpnD1mGCePyOWUEbmc\nUJCpGU2DlEKOiIgMKO7O0i0NPLRgM08u2caetk6Oz8/g+x8az8WTisjPSgm6ROknFHJERGRAqG9u\n469vbeXBBZWs2tFEamI8H55YyFVTSzm5LFfP1Mj7KOSIiEi/5e7M21DLgws288zyHbR1dDGxJJuf\nfHQCF08qIjNFz9bIwSnkiIhIv1Pd1MKji7by0ILNbNzVTGZKAledWsrHTy3lxKLsoMuTAUIhR0RE\n+oXOLufVNTU88OZmXlxVTWeXM/W4IXxt+hhmnVRISqLWrZEjo5AjIiKBqqxt5pGFlTyyaAvbG1oY\nmp7E5846jitPLWV0XkbQ5ckAppAjIiJ9zt2Zu6aGP77+Lq+v2wnA2WPy+NePlHP+uAKSEuICrlBi\ngUKOiIj0GXfn1bU7uWvOGpZU1lOYncKN08dwRUUpxTmpQZcnMUYhR0REos7deX1dKNws3lxPcU4q\n//7Rk/jYKSUatZGoUcgREZGocXfeWL+Lu+asYeGmOgqzU/i3SydwZUWpwo1EnUKOiIhExRvrd/KL\nOWt5c2Mtw7NS+PElJ3LlqaUkJ2iWlPQNhRwREelV8zaERm7mv1tLQVYyP7r4RD5+aqmmgEufU8gR\nEZFesWBjLXfNWcMb63eRl5nMv36knE9MLVO4kcAo5IiIyDFZtKmWu+as5fV1OxmWkcwPPlzONacp\n3Ejw+l3IMbMLgbuBeOAP7n7bAZ9b+PNZQDNwnbsv7vNCRUQGucWb67hrzhpeW7uTYRlJfP9D47nm\ntBGkJincSP/Qr0KOmcUDvwFmAluABWb2pLuviLjsImBM+DgN+G34VURE+sCSynrumrOGV9bUMCQ9\nie9eNI5PnT6CtKR+9Y8Ukf4VcoCpwDp33wBgZg8ClwCRIecS4E/u7sA8M8sxs0J339735YqIxK49\nrR3saGyhqqGFqqYWdjS0Mv/dXcxdXUNuWiLfvnAcnz59BOnJ/e0fJSIh/e2/mcVAZcT5Ft4/StPd\nNcWAQo6ISA90dHaxc3cbOxpb2NHQQlVj6Nix77WhharGVna3dryv77CMZL75wbFce8ZIMhRupJ+L\n2f+GmtkNwA0AQ4cO5dZbbw22IBGRPtLR1UVDczu1e9qoa25nd2s7u1s72dPawe6WDprbOvAD+sSZ\nkZ4UT3pKAhlJCQxLSWBEcgIZ4SM9/JrUEUfNK6/zs1cC+WkiR8RCd336BzM7HbjV3T8YPv8ugLv/\nR8Q1/wXMdfcHwuergXMPdbuqoqLCFy5cGNXaRUT6Wn1zG+trdrO+eg/ra3azrnr3/9/efcdJVd9r\nHP98dylLh6VX6V062LBjQwVbjC2xm+QaY+JNYhK9iZrkXm+86RoTY8NojCZGQTAqi2JDAUH60qTD\nsktdYJft3/vHjGZDlrJnz+6ZmX3erxevmXOmPTou+3jO7/x+fLrjAJt2F1JR6a/21k0b0rFFBh1b\nZdCpZWM6tcygQ8sMOrXMoFOrDDq0bEy7Zo1JS7Po/mFEqsHMFrj7mKM9L9GO5MwH+plZL2ArcBVw\nzSHPmQZ8PT5e5wQgX+NxRCRVVVQ4W/ceZO2OA3yad4BPdxTEi80BdhWUfP68Rg3S6N2uGUO6tGLS\n8C706dCcPu2b06tdM42ZkXorof7Ld/cyM/s68AaxS8ifdPflZvbV+OO/B14jdvn4WmKXkN8YVV4R\nkTDl7S/i4w17WJ27P35UpoB1Ow5QXFbx+XNaN21I3/bNmTCoI307NKdPh2b0ad+cbm2akq4jMSL/\nIqFKDoC7v0asyFTe9/tK9x24va5ziYiELW9fER+t381H63Yxd90uPt1RAIAZdG/TlD7tm3FKn7b0\n6dA8VmjaNyezWaOIU4skj4QrOSIiqSp3X1Gs0MSLzbp4qWneuAFje7bhyjHdOaF3WwZ2aqHZgkVC\noJIjIlJLPis1H63bzdx1u1i385+lZlyvTK4a250Te7dlcOeWNEhPizitSOpRyRERCcn2/CLmrt8V\nP/20+/NS06JxA8b2yuSqcSo1InVJJUdEJKDCkjLeWpnHB2t38tG63ayvVGrG9crk6nE9YqWmS0sN\nChaJgEqOiEg1lJRV8N6aHUxdtI2s7FwKS8ppkdGAE3plcu0JsVIzqLNKjUgiUMkRETmK8gpn7vpd\nvLp4G68t3U7+wVJaN23I5BFdmTS8C+N6ZarUiCQglRwRkSq4O4u35DNt0TamL9lG3v5imjZK59zB\nHZk0ogvj+7anUQONqxFJZCo5IiKVrMndz7TF25i2eBsbdxXSKD2N0we0Z9LwLkwY1JEmjXRpt0iy\nUMkRkXpv8+5CXl2yjWmLtrFy+37SDE7u047bz+jLeUM70apJw6gjikgAKjkiUi/t2F/Ma0tzmLZ4\nGws27gFgZI/W/OjiwVw4rDMdWmREnFBEakolR0TqjYLiMv6xbDtTF23lg7U7qXAY2KkF3zlvAJOG\nd9rNvSAAACAASURBVKF7ZtOoI4pIiFRyRCSlVVQ4H63fxUsLtvKPZTkUlpTTPbMJXzujD5OGd2VA\npxZRRxSRWqKSIyIpaeOuAl5asIWXFm5l696DtGjcgEnDu3DF6G6MPq4NZrrkWyTVqeSISMrYX1TK\na0tz+NuCLczfsAczGN+3Hd89fwDnDu6kK6NE6hmVHBFJauUVzpxPd/LSgi28vnw7RaUV9G7fjO+e\nP4BLR3alc6smUUcUkYio5IhIUvp0xwFeWrCFlz/ZSk5+ES0zGnDF6G5cPqobI7q31ukoEVHJEZHk\nkX+wlOlLtvG3BVv4ZNNe0gxO79+eey4cxIRBHcloqNNRIvJPKjkiktDKyit4b23sdNSbK3IpKatg\nQMcW/GDiQC4Z0ZUOLTWfjYhUTSVHRBKOu7No816mLtrG9CU57DxQTJumDblmXA+uGN2NIV1a6nSU\niByVSo6IJIy1efuZumgbUxdtY9PuQho1SOPsgR2YPKIrZw3soAUxRaRaVHJEJFI5+Qd5dfE2Xvlk\nGyty9pFmcErfdtxxVmzdqJYZWjdKRIJRyRGROre3sITXlsaWV5i3YTfuMKK71o0SkXCp5IhInSgs\nKSMrO49pi7byzuodlJY7vds341sT+jNpeBd6tmsWdUQRSTEqOSJSa0rLK3h/7U6mfrKVN1fkUlhS\nTqeWGdx4Si8mDe+iAcQiUqtUckQkVBUVzsJNe5i6aBszluawu6CEVk0aMnlEVyaP6MK4npmkpanY\niEjtU8kRkRpzd5ZsyWf6km3MWJLDtvwiMhqmMWFQRyaP6Mpp/dvRuIEm6hORuqWSIyKBuDvZOfuZ\nviQ2l82m3YU0TDdO7deeb583gHOHdKJ5Y/0VIyLR0d9AIlIta3L38+qSHKYv2ca6HQWkpxkn92nL\n18/sy3lDOtGqqS75FpHEEFrJMbOF7j4qrPcTkcSxfmcB0xfHjtisyt2PGZzYqy03j+/F+UM60bZ5\n46gjioj8m9BKjgqOSGrZvLuQGUtzeHXxNpZv2wfAmOPacN/Fg5l4fGetGSUiCS9wyTGzTsA4wIH5\n7r49tFQiEomc/IPMWJLD9CU5LNq8F4Dh3Vtz74WDmHh8Z7q0bhJxQhGRYxeo5JjZLcAPgbcAA35r\nZg+4+5NhhhOR2neguIy/L9zCq4u3MX/DHgAGd27J3ecP5KJhneme2TTihCIiwQQ9kvMdYKS77wIw\ns7bAHEAlRyRJFJWW8+xHG/nd7E/ZXVBC/47Nueuc/lw0rDO92zePOp6ISI0FLTm7gP2VtvfH94lI\ngistr+BvC7bwm1lryMkvYnzfdtx1bn9G9WgTdTQRkVAFLTlrgblmNpXYmJzJwBIzuwvA3X8RUj4R\nCUlFhTN9aQ6/nLma9TsLGNmjNT//wnBO7tsu6mgiIrUiaMn5NP7nM1Pjty1qFkdEwubuvLUyj4fe\nWMXK7fsZ2KkFj395DGcP6qB1o0QkpQUqOe5+f9hBRCR8H366i4feWMnCTXvp2bYpv75qBBcP66K1\no0SkXgh6dVV74LvAEODzyTLc/ayQcolIDSzevJf/e3MV763ZSaeWGfzPZcdzxehuNExPizqaiEid\nCXq66jngBeAi4KvA9cCOsEKJSDCrc/fz8zdX8cbyXDKbNeLeCwdx3YnHkdFQi2OKSP0TtOS0dfcn\nzOxOd38HeMfM5ocZTESO3aZdhfwqazUvL9pK80YNuOuc/tw0vpcWyBSRei3o34Cl8dscM7sQ2AZk\nhhNJRI7V9vwifvvWGl6Yv5n0NOO203rz1dP60KZZo6ijiYhELmjJ+YmZtQL+E/gt0BL4VmipROSI\ndheU8Pt3PmXKnA2UVzhXj+vB18/qS0etJyUi8rmgV1dNj9/NB84ML46IHElpeQVT5mzg11lrOFBS\nxqUju/LNs/vTo62WXhAROZRO2IskiTlrd/KjactZk3eAMwa05wcTB9G/o6amEhE5HJUckQS3be9B\nfvpaNjOW5NA9swl//PIYJmgiPxGRo1LJEUlQxWXlPP7eeh5+ay0V7nxrQn++cnpvXQ4uInKMQis5\nZjbK3ReG9X4i9dnsVXnc/+oK1u8s4LwhHbn3wsF0z9S4GxGR6gjzSM7XgFtDfD+Remfz7kIemL6C\nmSty6dWuGVNuGsfp/dtHHUtEJCmFVnLcXQVHJKCi0nIenf0pj77zKQ3SjLvPH8hN43vSuIFOTYmI\nBBV07apXgeeBqe5eEG4kkfrD3XlzRS4/nr6CLXsOcvHwLvxg4kA6t2oSdTQRkaQX9EjO/wFfBP4n\nvpzDX4Dp7l4UWjKRFLduxwHuf3UF76zeQf+OzXn+1hM5qU/bqGOJiKSMoJMBfrZeVTpwFrGxOE8S\nm/lYRI6goLiMh99ey+PvrSOjQTr/ddFgvnzScVohXEQkZIHH5JhZE+BiYkd0RgFTwgolkorcnelL\ncvjpjGy27yvi8lHduPuCAXRooaUYRERqQ9AxOS8C44DXgYeBd9y9IsxgIqlkde5+fjR1OR+u28WQ\nLi155NqRjD5Oa9qKiNSmoEdyngCudvfyMMOIpKKpi7bynb8uoUmjdH58yVCuGdeD9DTNViwiUtuC\nlpz3gO+bWQ93v83M+gEDKi3cKVLvuTsPv7WWn89czbhemTx67SjaNm8cdSwRkXoj6EjHp4AS4OT4\n9lbgJ6EkEkkBJWUVfPdvS/j5zNVcMqILf7p5nAqOiEgdC1py+rj7z4BSAHcvBGp0/N3MMs1sppmt\nid+2OczznjSzPDNbVpPPE6kt+QdLueGpefx1wRa+cVZffvnFEZrUT0QkAkFLTkn86ioHMLM+QHEN\ns3wPmOXu/YBZ8e2qPA2cX8PPEqkVW/YUcsWjc5i3fjcPXTGMu84doNXCRUQiEnRMzo+IXVnV3cye\nA04BbqhhlsnAGfH7U4DZwN2HPsnd3zWznjX8LJHQLd68l5unfExxWTnP3DSOk/u2izqSiEi9Vu2S\nY7H/LV0JXAacSOw01Z3uvrOGWTq6e078/nagY03ezMxuA24D6NGjRw2jiRzZm8u3842/fEK75o15\n/tYT6NexRdSRRETqvWqXHHd3M3vN3Y8HZlTntWaWBXSq4qF7qvgMr262Q97jMeAxgDFjxtTovUQO\nx9158oMN/GTGCoZ1bcXj14+lfQsNMBYRSQRBT1ctNLOx7j6/Oi9y9wmHe8zMcs2ss7vnmFlnIC9g\nNpE6UV7hPPDqcqZ8uJHzhnTkV18cSZNGGmAsIpIogpacE4BrzWwjUEDslJW7+7AaZJkGXA88GL+d\nWoP3EqlVBcVlfOP5T5i1Mo9bxvfi+xMHaYI/EZEEE7TknBdqipgHgRfN7GZgI3AlgJl1AR5394nx\n7eeJDVBuZ2ZbgB+5+xO1kEekSrn7irh5ynxWbNvHA5OH8OWTekYdSUREqhB0FfKNZjYKGE/sMvIP\n3H1hTYK4+y7g7Cr2bwMmVtq+uiafI1ITK7fv46an5rP3YCmPXz+GswbWaHy8iIjUokDz5JjZD4ld\n5t0WaAc8ZWb3hhlMJNG8u3oHVzz6IWUVzotfOUkFR0QkwQU9XXUtMNzdiwDM7EFgEVraQVLUX+Zt\n4p5XltGvQ3OevGEsXVo3iTqSiIgcRdCSsw3IAIri242JrV8lklIqKpyH3lzFo7M/5bT+7XnkmpG0\nyGgYdSwRETkGQUtOPrDczGYSG5NzDjDPzH4D4O7fCCmfSGSKSsv59l8XM31JDleP68EDk4fQMD3o\nSigiIlLXgpacl+N/PjO75lFEEsfughJufeZjFmzcw/cuGMhXTuutNahERJJM0KurpoQdRCRR5O4r\n4urHPmLL3oM8cs0oLhzWOepIIiISQNAjOSIpKW9/EVf/8SO27yvi2ZtPYFyvzKgjiYhIQBpgIBK3\n80Ax1/xxLjl7i3j6xnEqOCIiSa7GJcfM0sysZRhhRKKy60Ax1/zxI7bsKeTJG8aq4IiIpICgkwH+\n2cxamlkzYBmwwsy+E240kbqxu6CEax+fy8ZdhTx5/VhO6tM26kgiIhKCoEdyBrv7PuAS4B9AL+BL\noaUSqSN7C0u47vG5rNtZwOPXj+Hkvu2ijiQiIiEJWnIamllDYiVnmruXEpsvRyRp5BeWct0Tc1mb\nd4A/fnkMp/ZrH3UkEREJUdCS8wdgA9AMeNfMjgP2hRVKpLblHyzlS0/OZfX2A/zhS6M5vb8KjohI\nqglach5x967uPtHdHdgEnBliLpFas6+olC8/OY/snH387tpRnDmwQ9SRRESkFgQtOevN7DEzO9vM\nzGPKQk0mUgsOFJdxw5PzWL41n0euGcWEwVpJXEQkVQUtOQOBLOB2YoXnYTMbH14skfAVFJdx41Pz\nWLwln4evGcm5QzpFHUlERGpRoJLj7oXu/qK7XwaMBFoC74SaTCREhSVl3Pj0fBZu2stvrhrJ+UO1\nVIOISKoLPBmgmZ1uZr8DFgAZwJWhpRIJ0cGScm5++mM+3rCbX35xhNaiEhGpJwKtXWVmG4BPgBeB\n77h7QZihRMJSVFrOLc/MZ+76XfziyhFMGt4l6kgiIlJHgi7QOSw+GaBIwioqLefWZz5mzqe7+L8r\nhnPJyK5RRxIRkToUdEyOCo4ktOKycr7ypwW8t2Yn/3v5MC4f3S3qSCIiUse0CrmknOKycr727ELe\nWb2DBy87nivHdI86koiIREAlR1JKSVkFtz/3CW+tzOOnlw7lqnE9oo4kIiIRCTrwuDFwOdCz8nu4\n+wPhxBKpvtLyCu54fiFZ2bk8MHkI155wXNSRREQkQkEHHk8F8oldPl4cXhyRYErLK7jzL5/wxvJc\nfnTxYL58Us+oI4mISMSClpxu7n5+qElEAnJ37n5pCa8t3c69Fw7ixlN6RR1JREQSQNAxOXPM7PhQ\nk4gE9PScDfx94Va+OaEft5zaO+o4IiKSIIIeyRkP3GBm64mdrjLA3X1YaMlEjsG89bv56YxsJgzq\nyDfO6hd1HBERSSBBS84FoaYQCSB3XxH/8dxCumc25RdfHE5amkUdSUREEki1So6ZtYxPBLi/lvKI\nHJOSsgq+9uwCCkvK+POtJ9Ayo2HUkUREJMFU90jOn4GLiF1V5cROU33GAQ2IkDrxkxkrWLhpLw9f\nM5L+HVtEHUdERBJQtUqOu18Uv9XlKxKZlxZs4ZkPN3Lrqb24aJgW3BQRkaoFHZODmbUB+gEZn+1z\n93fDCCVyOMu25vODl5dyYu9M7j5/YNRxREQkgQWd8fgW4E6gG7AIOBH4EDgrvGgi/2pPQQlffXYB\nmc0a8fA1o2iQrlVJRETk8IL+lrgTGAtsdPczgZHA3tBSiRyivMK584VF5O0r5nfXjqJd88ZRRxIR\nkQQXtOQUuXsRxNaxcveVwIDwYon8q1/OXM27q3dw/+QhjOzRJuo4IiKSBIKOydliZq2BV4CZZrYH\n2BheLJF/enP5dh5+ey1fHNOdq7WquIiIHKNAJcfdL43fvc/M3gZaAa+Hlkok7tMdB7jrxcUM69aK\n+ycPiTqOiIgkkaADjzMrbS6N33rN44j8U0FxGV/90wIaNUjj0etGk9EwPepIIiKSRIKOyVkI7ABW\nA2vi9zeY2UIzGx1WOKm/3J3v/m0Jn+44wG+vHknX1k2ijiQiIkkmaMmZCUx093bu3pbYWlbTgf8A\nfhdWOKm//vjeOmYszeG75w/klL7too4jIiJJKGjJOdHd3/hsw93fBE5y948AXdsrNTJn7U4e/MdK\nLhjaia+cppVCREQkmKBXV+WY2d3AX+LbXwRyzSwdqAglmdRL2/Ye5OvPf0Lv9s156AvDMdPK4iIi\nEkzQIznXEJvt+BXgZaB7fF86cGU40aS+KSot52vPLqCkrILfXzea5o0DrzoiIiIS+BLyncAdh3l4\nbfA4Up/d/+pyFm/J5/fXjaZvh+ZRxxERkSSnxX8kIfxl3iaen7eZ/zijD+cP7RR1HBERSQEqORK5\nxZv38sOpyzm1Xzv+81ytDiIiIuFQyZFI7TpQzNeeXUD7Fo359VUjSU/TQGMREQlHoJJjZv3NbJaZ\nLYtvDzOze8ONJqmurLyCO57/hJ0FJfzhS6PJbNYo6kgiIpJCgh7J+SPwfaAUwN2XAFeFFUrqh4fe\nWMWcT3fx00uGMrRrq6jjiIhIiglacpq6+7xD9pXVNIzUH68v284f3l3HtSf04AtjukcdR0REUlDQ\nkrPTzPoQX5TTzK4AckJLJSkt/2Ap976yjKFdW/LDiwdHHUdERFJU0NnWbgceAwaa2VZgPXBdaKkk\npf3s9ZXsLijm6RvH0riBVhYXEZHaEXQywHXABDNrBqS5+/5wY0mqWrhpD3+et4kbT+6lcTgiIlKr\nqlVyzOyuw+wHwN1/EUImSVGl5RX84O9L6dQyg7vO7R91HBERSXHVPZLTIn47ABgLTItvXwwcOhBZ\n5F889cF6Vm7fr3WpRESkTlTrN4273w9gZu8Coz47TWVm9wEzahLEzDKBF4CewAbgSnffc8hzugPP\nAB2JDXp+zN1/XZPPlbqxZU8hv5y5hgmDOnDekI5RxxERkXog6NVVHYGSStsl8X018T1glrv3A2bF\ntw9VBvynuw8GTgRuNzNdnpPg3J37pi0H4L5JQz4/vSkiIlKbgp4zeAaYZ2Yvx7cvAabUMMtk4Iz4\n/SnAbODuyk9w9xzil6q7+34zywa6Aitq+NlSi95ckUtWdh7fv2Ag3do0jTqOiIjUE0Gvrvqpmf0D\nODW+60Z3/6SGWTrGSwzAdo5yZMjMegIjgbk1/FypRQeKy7hv2nIGdmrBTeN7RR1HRETqkUAlx8x6\nADuBlyvvc/dNR3ldFtCpiofuqbzh7m5mfoT3aQ68BHzT3fcd5jm3AbcB9OjR40ixpBb9cuZqtu8r\n4uFrRtEwXevBiohI3Ql6umoG8dmOgSZAL2AVMORIL3L3CYd7zMxyzayzu+eYWWcg7zDPa0is4Dzn\n7n8/wmc9RmzCQsaMGXPYwiS1Z9nWfJ76YD1Xj+vB6OPaRB1HRETqmUD/a+3ux7v7sPiffsA44MMa\nZpkGXB+/fz0w9dAnWGzE6hNAtubkSWzlFc49Ly8ls1kj7j5vYNRxRESkHgrl/IG7LwROqOHbPAic\nY2ZrgAnxbcysi5m9Fn/OKcCXgLPMbFH8z8Qafq7UgufmbmTxlnz+66LBtGraMOo4IiJSDwUdk1N5\n5uM0YBSwrSZB3H0XcHYV+7cBE+P33wd0/XGCy91XxEOvr2J833ZMGt4l6jgiIlJPBR2T06LS/TJi\nY3ReqnkcSQUPTF9BcXkFP7lkqObEERGRyAQtOSvc/a+Vd5j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_g, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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XgCGj9N6OF0mFRN3JGeCx+xbjcrk5++JPJewciebx+rj5R3dSMbaaR5fcyY5t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\nKM7VgFQRkVgptEhKbGnppqk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_g[AP_INDEX], mags_g[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.2 and 18." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d z-band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EsSaRfU4ZmcfP/2kKCzfu5MuPvENn16Fn6BYREdkrkpDT7u679zumf9NIr5l1\nQhH/79IJvLC8iv/vr0s53FIkIiIiENk8OcvM7BNAopmVAV8BXo9uWSIf9JkZI9he38pvX1vLkOw0\nvnxuWdAliYhIjIukJ+fLwPGEFud8BKgHbo1mUSIH8vWLxnLV1BJ++sIqHqvYFHQ5IiIS4yJZu6oJ\n+PfwJhIYM+POj06iZk8r33xiCQWZqZw9bnDQZYmISIw6aMg53Agqd/9Iz5cjcmgpSQnc/amTuPae\n+Xzx4YU8cvOpTBk2KOiyREQkBh2qJ+c0YBOhR1RvEporRyRwmalJPPCZk/no3a9z44Nv88QXplOa\nnxF0WSIiEmMO9U7OEOBbwETgF8D5QK27v+bur/VGcSIHMzgrjd/feAoAn37gLWoaWgOuSEREYs1B\nQ054Mc7n3f164FRgDfCqmf1Lr1Uncggj8jO4//pyahpaufHBt2ls7Qi6JBERiSGHHF1lZqlmdhXw\nR+BLwC+BJ3ujMJFITB2ew28+OZXl2+r57ENvU9/SHnRJIiISIw4acszs98B84ETgO+5+srt/1923\n9Fp1IhE4Z1whP716MhXrd3L13fPZsqs56JJERCQGHKon51NAGXAL8LqZ1Ye3BjOr753yRCJzxdQS\nHrpxGlt3NXPlb+axdMv+k3SLiEh/c6h3chLcPSu8ZXfbstw9uzeLFInEjNH5/PkL00lKMK75n/m8\nsqI66JJERCRAkcx4LNJnjB2SxZNfmsGI/Axu+n0FD7+5IeiSREQkIAo5EncKs9N47HOncUZZPv/+\n5FLufG4FXVq9XESk31HIkbiUkZrEvZ8u55OnDOe3r63lK//3Di3tnUGXJSIivSiSVchF+qSkxAS+\nd8VEhuWmc+dzK6iqb+Ge68rJyUgJujQREekF6smRuGZmfP7MUfz6E1N5d/NuPnr362yoawy6LBER\n6QUKOdIvXDqpmIdvOoUdTW1c9d+vs3DjzqBLEhGRKItayDGzYWb2ipktN7NlZnZL+Hiumb1gZqvD\nnzkHab/ezJaY2SIzq+h2PKL2Ivs7uTSXJ74wnYzUJD5+zxs8v3Rb0CWJiEgURbMnpwO43d0nEFr7\n6ktmNgH4BvCSu5cBL4X3D+Zsd5/i7uXdjh1Je5EPGFmQyZNfnM6E4my+8PBC7puzDneNvBIRiUdR\nCznuvs3dF4a/NwCVQAlwOfBQ+LKHgCuO8NbH2l76ubzMVB7551O56PghfO+ZSr7z1HI6NcRcRCTu\n9Mo7OWa1wLGbAAAgAElEQVRWCkwF3gQK3X3vc4LtQOFBmjnwopktMLObux2PtL3IQaUlJ/KbT5zI\nTTNH8ODr6/ncHxbQ1KZVzEVE4knUQ46ZZQKPA7e6+wfWvPLQc4KD/Sf0THefAlxM6FHXGftfcKj2\nZnazmVWYWUVNTc0x/QaJTwkJxrcvncB3PnI8L6+o4uP3vEFNQ2vQZYmISA+Jasgxs2RCAedhd38i\nfLjKzIrC54uAAy4wtHe1c3evBp4Eph1h+3vcvdzdywsKCnrqJ0kcun56Kf9zXTmrqvZw5X/PY011\nQ9AliYhID4jm6CoD7gcq3f2ubqf+Blwf/n498NcDtM0ws6y934ELgKWRthc5UudPKOTRz51KS3sX\nV/3367yxri7okkRE5BhFsydnBnAdcE54GPgiM5sF3Amcb2argfPC+5hZsZk9G25bCMw1s3eBt4Bn\n3P358LkDthc5VpOGDuLJL05ncHYa193/Jo++vVEjr0RE+jDrD/8QLy8v94qKisNfKALsbmrni/+7\ngHlr6rh44hB+cOUJWgpCRCSGmNmC/aaXOSDNeCyyn4Hpyfz+xlP4xsXjeLGyiot+MZu5q2uDLktE\nRI6QQo7IASQmhNa8evKLM8hKS+ZT97/Jd59erpXMRUT6EIUckUOYWDKQp/5lJp8+7Tjun/seV/xm\nHiu21x++oYiIBE4hR+QwBqQk8p+XT+R3nzmZ2j1tfOTX87h/7nt0aZZkEZGYppAjEqGzxw3m+VtP\n54yyfL779HKu/91bVNW3BF2WiIgchEKOyBHIz0zl3k+X84MrT6Bi/U4u/Plsnlui1cxFRGKRQo7I\nETIzPnHKcJ75ykyG56bzhYcX8rU/vcueVq19JSISSxRyRI7SyIJMHv/CdP7l7NE8vnAzl/xyDgs3\n7gy6LBERCVPIETkGyYkJfPXCsTz6udPo6HSu/u18fvbCKjo6u4IuTUSk31PIEekBJ5fm8tytp3P5\n5GJ+8dJqPvbb+ayvbQy6LBGRfk0hR6SHZKclc9c/TeFXH5/Kupo9zPrlHB57e5PWvxIRCYhCjkgP\nu2xyMc/fegaThw7i3x5fzBf+uJCdjW1BlyUi0u8o5IhEQfGgATx80yl8a9Y4XlpRxYU/n83fl21X\nr46ISC9SyBGJkoQE4+YzRvGXL80gJz2Fz/1hAZ9+4C3WVO8JujQRkX5BIUckyo4vHsjTX5nJ/7ts\nAos27eKin8/me08vp76lPejSRETimkKOSC9ITkzghhkjePWrZ/Gxk4Zy/7z3OOcnr/Gnik1aA0tE\nJEoUckR6UV5mKnd+dBJ//dIMhucO4Gt/XsyVd7/Ook27gi5NRCTuKOSIBGDS0EH8+fPTueuayWzd\n1cwVv5nH1/70LjUNrUGXJiISNxRyRAKSkGBcdeJQXvnqWXzujJH8ZdEWzvnJq9w3Zx3tmjFZROSY\nKeSIBCwzNYlvzhrP87eewYnH5fC9Zyq56OezmbO6JujSRET6NIUckRgxqiCTB284mfuvL6ejy7nu\n/re4+fcVbKxrCro0EZE+SSFHJIaYGeeOL+Qft53Bv100lrlrajnvZ6/x03+spKmtI+jyRET6FIUc\nkRiUmpTIF88azcu3n8XFE4fwq5fXcN5PX+PpxVs1a7KISIQUckRi2JCBafzi2qn86fOnMSg9hX/5\n33e49p43qNxWH3RpIiIxTyFHpA84uTSXp748k+9fOZFVVQ1c8ss5fPHhBby9fod6dkREDiIp6AJE\nJDKJCcYnTzmOS04o4u7X1vLImxt5dsl2TigZyA0zSrl0UjEpSfrvFhGRvaw//FdgeXm5V1RUBF2G\nSI9qauvg8YVbeHDee6ytaaQgK5VPnXIcnzx1OPmZqUGXJyISNWa2wN3LD3dd1P6zz8yGmdkrZrbc\nzJaZ2S3h47lm9oKZrQ5/5kTaNnzuDjPbYmaLwtusaP0GkViWnpLEdacexwu3nclDN07j+OJsfvbi\nKqb/8GW++qd3WbZ1d9AliogEKmo9OWZWBBS5+0IzywIWAFcAnwF2uPudZvYNIMfdvx5JW3dfbmZ3\nAHvc/SeR1qKeHOkv1lTv4aHX1/PnBZtpbu9k2ohcbpwxgvMnFJKYYEGXJyLSIwLvyXH3be6+MPy9\nAagESoDLgYfClz1EKPhE2lZEDmH04Ey+e8VE3vjWufz7rPFs2dnM5/+4gDN//Ar3zVnH7ub2oEsU\nEek1vfJOjpmVArOBicBGdx8UPm7Azr37h2vr7vXhnpwbgN1ABXC7u+881N9XT470Vx2dXbxYWcUD\n89bz1ns7SE9J5GMnDeUz00sZWZAZdHkiIkcl0p6cqIccM8sEXgO+7+5PmNmu7qHGzHa6+4feyzlQ\n2/CxQqAWcOC7hB5r3XiAtjcDNwMMHz78pA0bNvTwLxPpW5Zu2c3v5q3nqXe30tbZxdljC7hhxghO\nL8sn9N8bIiJ9Q0yEHDNLBp4G/u7ud4WPrQTOcvdt4XdvXnX3sZG0PcA1pcDT7j7xUHWoJ0fkfTUN\nrTz85gb++MZGave0UjY4k09PL+XiiUM0KktE+oTAQ074UdRDhF4yvrXb8R8Ddd1ePM5193+LpG34\nXJG7bwt/vw04xd2vPVQtCjkiH9ba0ckzi7fxwLz3WLqlHjM4aXgO500o5LzxhYwerMdZIhKbYiHk\nzATmAEuArvDhbwFvAo8Bw4ENwDXuvsPMioH73H3Wwdq6+7Nm9gdgCqHHVeuBz+0NPQejkCNycO7O\nsq31vFhZxYuVVSzdEloyYmR+xr7Ac9JxORqdJSIxI/CQE0sUckQit3VXMy9VVvFCZTXz19bS3unk\npCdzzrhCzp8wmNPLCshI1WTpIhIchZxuFHJEjk5DSzuzV9XyYmUVL6+oZndzOylJCcwYlbevl6cw\nOy3oMkWkn1HI6UYhR+TYdXR28fb6nbxYWcULy6vYuKMJgElDB3L++ELOm1DIuCFZGqklIlGnkNON\nQo5Iz3J31lTv4R/LQ+/xLNq0C3cYmjOA88YXcva4wUweOpBB6SlBlyoicUghpxuFHJHoqm5o4eXK\nal6srGLO6lpaO0LjBYbmDOCEkoFMLBnICeEtJ0PBR0SOjUJONwo5Ir2nua2ThRt3smTLbpZs2c3S\nLbvZUNe073zJoFDwOWHo++EnV8FHRI5ApCFHQyREpEcNSElkxuh8ZozO33dsd3M7y8KhZ2/weX7Z\n9n3nSwYNYGJJ9gd6ffI0MaGIHCOFHBGJuoEDkpk+Op/p+wefraHAs2RLPUu37Obvy6r2nS8emLYv\n8IwvyqY0P52hOemkJScG8RNEpA9SyBGRQAwckMz0UflMH/V+8KlvaWdZOPDs7fX5x/L3g48ZFGWn\ncVxeBsflpXNcXgaleekMD3/P1Pw9ItKN/okgIjEjOy2Z00blcdqovH3H6lvaWVO9h411Tayva9z3\n+cLyKuoa2z7QPj8zNRx+0indLwhppJdI/6OQIyIxLTstmROH53Di8JwPnWtoaWdDXVNo29HIhtpQ\nAJq/to4nFm7Z7z5JlOZnMDw3nZKcARRkplKQFdoGZ6VSkJlG9oAkzfMjEkcUckSkz8pKS2Zi+GXl\n/bW0d7JxRzgA1TWyvq6RDXVNLN68m38sq6Kts+tDbVISEyjISiU/K/UDIahg334KBZlpFGSlMiBF\n7waJxDqFHBGJS2nJiYwpzGJMYdaHzrk79c0d1OxpobqhlZq9257QZ+2eNrbsambRpl3UNbZyoJk2\nMlOT9oWf3IwUcjKSGZSeQk56MoMGpDAoPZmcjPB+egqDBiSTlJjQC79cRPZSyBGRfsfMGJiezMD0\nZEYP/nAI6q6js4sdTW3vB6H9wlB1fQvravewc2M7u5raaO88+NxjWWlJ5KS/H3ze//xgSBo4IJns\ntNBnVlqSwpHIUVLIERE5hKTEBAZnpTE46/ALkbo7jW2d7GxsY1dTOzub2tjZ9P7394+FPtfV7mFX\nYzsNrR2HvG9mahLZaUlkD0gObeEAlD0g6QOBKHQuiYHp7x9LT0nUe0bSbynkiIj0EDMjMzWJzNQk\nhuVG3q69s4tdTaGeoJ1N7dQ3t7O7uZ36lnbqmzv2fd/dHDq3ZVczldvqqW8+fEBKTDAyUhLJSE0i\nvftnShLpqUlkpCSSnpJERup+nymJBzyflZakuYqkz1DIEREJWHL4heeCrCOf5bmjs4s9reEg1Nzx\ngTC0Nxw1tnbS1NZBY1snTa2hz6qGFppqO2ls66CpNfTZFcEqP4kJxtRhgzhjTAFnjilgYslAEhPU\nUySxSWtXiYgI7k5rRxeNrR00tYVCz75w1C0kbd3VzNzVtSzZshuAnPRkZpYVcEZZPmeOKWBw9uEf\n64kcK61dJSIiETMz0pITSUtOJO8w1379Iqjb08rcNbW8tqqG2atqeerdrQCMG5LFmWMKOGNMAeWl\nOaQm6dGWBEc9OSIicky6upzK7fXMXlXL7FU1VGzYQXunMyA5kVNH5u4LPSPyM/QStPSISHtyFHJE\nRKRHNbZ2MH9tHbNX1zB7VQ3r65oAGJozYN+7PNNH5ZGVlhxwpdJXKeR0o5AjIhKcjXVNvLa6htdW\n1jB/bS2NbZ0kJRgnDs/h9LLQ6vSThw7UfEASMYWcbhRyRERiQ1tHFws37mT2qhpmr65h6ZZ6IDQX\n0LQRuUwflcf0UfmMG5JFgkZtyUEo5HSjkCMiEpt2NLYxf20dr6+tZf7aOtbVNgKQm5HCaSNDK9LP\nGJ1PaV663ueRfTS6SkREYl5uRgqXTCrikklFAGzd1RwOPaHg88ySbQAUDUxj+qj8UE/P6DyKBg4I\nsmzpI9STIyIiMcndWV/XxOtra3l9TR3z19Wxo7ENgJH5Gft6eU4dmUduRkrA1Upv0uOqbhRyRET6\nvq4uZ8X2hn2Ptt58bwd7wstajC/KZsaoPGaWhUKPlp6Ibwo53SjkiIjEn/bOLpZs2c38tXXMW1NL\nxYadtHV0kZ6SyOll+Zw7vpBzxg0mP/PIl8uQ2KaQ041CjohI/Gtp7+SNdXW8WFnFS5XVbNvdghlM\nHTaIc8cXcv6EQsoGZ+oF5jgQeMgxs2HA74FCwIF73P0XZpYLPAqUAuuBa9x95wHaXwT8AkgE7nP3\nO8PHI2rfnUKOiEj/4u4s31bPi8ureWlFFYs3h9baGpY7gHPHhQLPyaW5pCRpbp6+KBZCThFQ5O4L\nzSwLWABcAXwG2OHud5rZN4Acd//6fm0TgVXA+cBm4G3g4+6+3Mx+dLj2+1PIERHp36rqW3ipspqX\nKquYu6aW1o4uslKTOGNsAeePL+SssQUMStfLy31F4CHnQ3/I7K/Ar8PbWe6+LRyEXnX3sftdexpw\nh7tfGN7/JoC7/9DMVh6u/f4UckREZK/mtk7mrqnlpcoqXqyspnZPK4kJxknH5XDe+MGcN76QkQWZ\nQZcphxBT8+SYWSkwFXgTKHT3beFT2wk9ztpfCbCp2/5m4JTw90jai4iIHNCAlETOnxB6ZNXV5Sze\nsntf4PnBsyv4wbMrGJmfwbnjB3POuELKS3NI1pITfVLUQ46ZZQKPA7e6e333F77c3c3sqLuSDtXe\nzG4GbgYYPnz40f4JERGJYwkJxpRhg5gybBC3XzCWzTubeHlFNS9WVvPQ6xu4d857ZKYmMWN0HmeN\nHcxZYws0EWEfEtWQY2bJhALOw+7+RPhwlZkVdXvcVH2ApluAYd32h4aPRdoed78HuAdCj6t64OeI\niEicG5qTzqdPK+XTp5Wyp7WDeWtqeXVlDa+trObvy6oAGFuYxVljQ6upl+vl5ZgWzRePDXiI0EvC\nt3Y7/mOgrtuLw7nu/m/7tU0i9OLxuYTCzdvAJ9x9WSTt96d3ckRE5Fi4O2uq9/DqyhpeXVXNW+/t\noL3TyUhJZProfM4aW8BZYwdTMki9PL0h8BePzWwmMAdYAnSFD3+L0Hs5jwHDgQ2EhoDvMLNiQkPF\nZ4XbzwJ+TmgI+QPu/v3w8bwDtT9ULQo5IiLSkxpbO3h9bR2vrqzm1ZU1bNnVDEDZ4Mx9gae8NIfU\nJM28HA2Bh5xYopAjIiLR4u6srQn38qys4a33dtDWGZp5efqovb08BQzNSQ+61LgRU6OrRERE4pWZ\nMXpwFqMHZ3HT6SNpbO1g/to6Xl0V6uV5sTL0Ls+oggzOHDOYM8bkc8qIPAakqJcn2tSTIyIiEiWh\nXp5GXl1ZzWuranjzvR20dXSRkpjAySNyOL2sgDPKChhflKXlJo6AHld1o5AjIiKxoKW9kzff28Gc\nVTXMWV3LyqoGAPIzUzm9LJ8zxuQzc3QBBVlaVPRQ9LhKREQkxqQlJ3LmmNDwc4Dtu1uYszoUeF5b\nVcOT74RmSxlflM0ZY/I5o6yAk47LIS1Zj7aOhnpyREREYkBXl7Nsaz2zV9cwZ3UNCzbspL3TSUtO\n4NSReeFHW/mM1krqelzVnUKOiIj0NY2tHbyxro45q2uZvbqGdTWNABQNTOP0snxOLytgxuh8cjP6\n38KiCjndKOSIiEhft2lHE3PX1DJndQ1zV9dS39IBwPHF2cwcnc+M0fmcXJrbL0ZtKeR0o5AjIiLx\npKOzi8VbdjNvdS1z19SycGPo0VZKYgInHZfDzLJQ6DmhZCCJCfH3aEshpxuFHBERiWdNbR28vX4n\n89bUMnd1Lcu31QOQnZbEaaPy9vX0jMjPiIv3eTS6SkREpJ9IT0n6wKit2j2tzF9bx7w1tcxZXbtv\ncdHigWnMGJ3PzLJ8po/Kj/uh6urJERERiWPuzsbw+zzz1tQyb00du5vbARg3JCvUy1OWz7TSXDJS\n+0bfhx5XdaOQIyIiEtLZ5SzfWr8v9Ly1PjQLc3KiMXnoIE4blcdpo/I4cXjszs+jkNONQo6IiMiB\ntbR3smDDTuauqWX+2joWb95Fl0NKUgInDc/ZF3omDx1ESlJC0OUCCjkfoJAjIiISmYaWdt5ev4P5\na+t4fW0dy7fV4w4DkhMpLw2HnpF5nFAykKTEYEKPQk43CjkiIiJHZ1dTG2++Fwo989fW7VtvKzM1\niWkjcjltZKinZ0JRNgm9NFxdo6tERETkmA1KT+HC44dw4fFDgNDIrTfW1e0LPS+vqAZg4IBkThmR\ny/RReZw2Kp8xhcEvP6GQIyIiIhHLz0zl0knFXDqpGAgtMvrGujpeX1vL/HV1/GN5aLh6XkYKT315\nJsWDBgRWq0KOiIiIHLUhA9O4YmoJV0wtAULLT8xfV8eiTbsYkp0WaG0KOSIiItJjhuWmMyw3nWvK\nhwVdCrExFkxERESkhynkiIiISFxSyBEREZG4pJAjIiIicUkhR0REROKSQo6IiIjEJYUcERERiUsK\nOSIiIhKXFHJEREQkLkUt5JjZA2ZWbWZLux2bbGbzzWyJmT1lZtkHaDfWzBZ12+rN7NbwuTvMbEu3\nc7OiVb+IiIj0bdHsyXkQuGi/Y/cB33D3E4Anga/t38jdV7r7FHefApwENIWv3etne8+7+7PRKV1E\nRET6uqiFHHefDezY7/AYYHb4+wvARw9zm3OBte6+oYfLExERkTjX2+/kLAMuD3+/Gjjc6l3XAo/s\nd+zLZrY4/Dgs52ANzexmM6sws4qampqjr1hERET6JHP36N3crBR42t0nhvfHAb8E8oC/AV9x97yD\ntE0BtgLHu3tV+FghUAs48F2gyN1vPFwd+fn5Xlpaeqw/R0RERGLAggUL3N0P21GT1BvF7OXuK4AL\nAMxsDHDJIS6/GFi4N+CE2+/7bmb3Ak9H8ndLS0upqKg4qppFREQktpjZwkiu69XHVWY2OPyZAHwb\n+O0hLv84+z2qMrOibrtXAksREREROYBoDiF/BJgPjDWzzWb2WeDjZrYKWEHoUdTvwtcWm9mz3dpm\nAOcDT+x32x+Fh58vBs4GbotW/SIiItK3RfWdnFhRXl7uelwlIiISH8xsgbuXH+46zXgsIiIicUkh\nR0REROKSQo6IiIjEJYUcERERiUsKOSIiIhKXFHJEREQkLinkiIiISFxSyBEREZG41KtrV4mIiEh8\n6uxy6pvb2dHUxq6mNnY0tnPOuMEkJlhgNSnkiIiIyAd0dHaxu7mdnU1t7GxqZ0fj+8FlZ1MbOxvb\n9p3b+31Xczv7L6Lwzn+cT05GSjA/AoUcERGRuNTe2UVDSwf1ze3sbm6nvqWd+uYO6lvC+92O7Q5f\nsyscXHY3tx/0vilJCeSmp5CTkUJOejLji7PJSU8mNz2FQekp5GakMCg9mdyMFDLTgo0ZCjkiIiIx\nrr2zi9o9rVTXt1JV30J1Qys1Da0fCCuh7x3h4NJOY1vnIe+ZlGBkD0gmOy2JgQOSyR6QzLDcdHLT\nkz8UVnK6hZoByYmYBfcI6kgo5IiIiASktaOTmoZWqhtaqQ6Hl+5BZu/xHU1tH3oUZAZZqUnhoJJM\n9oAkSvPTw9+TQ8El7f3zA9Pfv27ggL4VVo6WQo6IiEiUtLR3srZmD2uqQ9uWXc2hUFPfSlVDC7ua\nPvxYKDHByM9MYXBWGiWD0pgybBCDs1IZnJ1KYVYag7NTGZyVRn5mCkmJGiR9KAo5IiIix6iprYO1\n1Y2sqmpgdfUe1lSHPjfuaNrXA5OYYBRmpVKQncZxeemcPCKHwVlpFIZDS0E4yORlpAY6IimeKOSI\niIhEqKGlnTXVe8JBZg+rw6Fm887mfdckJxoj8jOYWDyQK6eWUDY4i7LCTErzMkhJUs9Lb1LIERER\n2c+e1g5Wbm/YF2JWhwPNtt0t+65JSUpgZH4GJw7P4Z/Kh1FWmMnowVkcl5dOsh4jxQSFHBER6be6\nupxNO5uo3NZA5bZ6VmyvZ8X2BjbUNe27Ji05gdGDMzl1ZB6jB2dSNjiTssIshuUM0DsxMU4hR0RE\n+oWGlnZWbg+FmcrtDazYVs/K7Q37hlqbwYi8DI4vzuZjJw5lXFE2YwozGZqTrndk+iiFHBERiSud\nXc7GHU2hnplwoKncVv+B92ay05IYV5TN1eXDGDcki3FF2YwtzGJASmKAlUtPU8gREZE+b8X2ep58\nZwtvrNvBqu0NNLeHemcSDEYWZDJl2CA+Pm0444uyGDckm6KBaXE/R4wo5IiISB+1bXczf120lb+8\ns4UV2xtISjBOOi6Ha6cNY3xRNuOHZFNWmElasnpn+iuFHBER6TPqW9p5fsn2UK/Ne3W4w9Thg/jP\ny4/nkhOKyMtMDbpEiSEKOSIiEtPaOrp4bVUNf3lnCy9UVtHW0UVpXjq3nFvGFVNKKM3PCLpEiVEx\nF3LM7CLgF0AicJ+737nfeQufnwU0AZ9x94W9XqiIiESNu7Nw406efGcLTy/exq6mdvIyUvjEtOFc\nMbWEyUMH6p0aOayYCjlmlgj8Bjgf2Ay8bWZ/c/fl3S67GCgLb6cAd4c/RUSkj1tbs4e/vLOFvyza\nwqYdzaQlJ3DBhCFcObWEmWX5mmRPjkhMhRxgGrDG3dcBmNn/AZcD3UPO5cDv3d2BN8xskJkVufu2\n3i9XRESOVU1DK0+9u5W/LNrC4s27STCYMTqfW88dw4UTh5CZGmv/qpK+Itb+n1MCbOq2v5kP99Ic\n6JoSQCFHROQYuTt7WjvY1dTO7uZ26pvb2dUc+r67uZ09LR10hVecdNi3+KTjoQP7joev+cCx96/d\n+31dbSPz1tTS2eUcX5zNty8Zz2WTiynMTuuV3yvxLdZCTo8xs5uBmwHy8vK44447gi1IRKQXdXU5\nze2dNLd30tLeSUt7F60d4c/2Tlo6umhp76T1AJ97A8qBGHzgXRjb9z8fvGbf/9r+x9/fMSAtOZEx\nhVmMG5JF3o5UNr8Ed790LL9c5H12qP8z9zYzOw24w90vDO9/E8Ddf9jtmv8BXnX3R8L7K4GzDvW4\nqry83CsqKqJau4hINLk79S0d1O1ppa6xjbo9rf9/e3ceHlV9t3/8/SEkgYSdsO87soOIuItCq7hb\n69Jq1Vr3BW3rU/vYX4utXZ8+tnV5qtYNrVr3igpYxH1lF8ImyCaSAGEJWcj++f0xg6Y0LDmZ5MxM\n7td15Zo5Z87M3DrXJDfnfM/5kldYxvbCMrYXlbK9sIy86GM7isrYWVzG/n69NzFo3Tz165+MtOj9\nprRunkqb5pHlVs1TaZPx9XZtMlJpnpqiAb8SOjNb4O5jD7ZdvO3JmQcMMLM+wJfAhcB39tlmOnBD\ndLzOkUC+xuOISCLbU1bJhh1FrM8rZuOOIrYVREtLtMzsLTLllTW3ltbNU2nfIo2szHQGdGxB+xZp\ntM9MJ6tFGu0y0/+tqLTOSKVFWlOaaC4maQTiquS4e4WZ3QC8TuQU8kfcfZmZXRN9/H5gBpHTx9cQ\nOYX88rDyiogcquKyCjZsL2bD9iLW5e29LWLD9mJyd5f827bNUpuQ1SKd9i3S6dyqGUO7tqJ9i3Ta\nZ6Z9VWDat0gjq0U6bTPSSGuqM45EahJXJQfA3WcQKTLV191f7b4D1zd0LhGRgykqjRSZ9duLWL+9\niA15xazbXsSG7UVs2V36b9tmtUijV/tMjumfRe/2GfTKyqRP+0x6ts+gdfPUkP4LRJJL3JUcEZF4\nV1XlrM0rZOHGXSzauIvPtxaybnvkMFN1WS3S6ZOVwXEDOtC7fQa9szLp3T6TXu0zaNlMRUakvqnk\niIgcRH5xOYs37WLhhp0s+mIXizfuZHdJBQCtmjVlcOdWnDiww1clpndWBr3aZ+r6LiIh0zdQRKSa\nyipn9dYCFm38utSs2VoIRM5KGtipJaeN6MqYnm0Y3bMtfbMyNYhXJE6p5IhIo7azqIxFX+yMlJqN\nO/n0i3wKSyN7adpmpDK6Z1vOHtWVMT3bMqJHG+2dEUkg+raKSKOyZmshH63dzqKNkWKzLq8IgJQm\nxuDOLTl7dKTQjO7Zlt7tM3RNGJEEppIjIknN3flsSyGvLc1h5tIcVkcPPWW1SGN0z7Z8e2z3yF6a\n7q3JSNOvRJFkom+0iCQdd2fZ5t3MzM5h5tJc1uYVYQbjerfjjjOHMmFQR3q0a669NCJJTiVHRJKC\nu/gP0+0AACAASURBVLNkUz4zosVm445iUpoYR/VtzxXH9eEbQzrToWV62DFFpAGp5IhIwqqqchZ9\nsYuZS3OYmZ3Ll7v20LSJcUz/LK6f0I9JQzrTLjMt7JgiEhKVHBFJKJVVzvz1O5iZncus7Fxyd5eQ\nltKE4wZkccukgUw6rBOtM3ShPRFRyRGRBFBRWcXcdTuYkZ3DrOwt5BWWkt60CScM7MBtwwdz0mEd\naaUrCIvIPlRyRCRubS8s5cF31/Lcgk3sKCqjeWoKJw3uyKnDOzNhUEcydc0aETkA/YYQkbizo6iM\nB979nMc/3EBpRSWnDOvMmSO7csLAjjRPSwk7nogkCJUcEYkbO4vKePC9tUz7cD17yis5c2RXbjp5\nAP06tAg7mogkIJUcEQndruIyHnpvHY9+sI7i8kpOH9GVKSf3p3/HlmFHE5EEppIjIqHJLy7n4ffX\n8ugH6ykoreC0EV2YcvIABnZSuRGRulPJEZEGl7+nnEfeX8cjH6yjoKSCU4d1ZsrEAQzu3CrsaCKS\nRFRyRKTB7C4p59H31/Pw+2vZXVLBN4d2YsrJAxnSVeVGRGJPJUdE6l1BSTnTPlzP395bR/6eciYN\n6cTNEwcwtGvrsKOJSBJTyRGRelNYWhEtN2vZVVzOxMM6cvPEgQzrpnIjIvVPJUdEYq6otILHP9rA\ng+9+zs7ick4a3JGbJw5gRPc2YUcTkUZEJUdEYsbdeXb+F/x+1ip2FJVxwsAO3DJpIKN6qNyISMNT\nyRGRmMjNL+G2F5fw9qptjOvTjp+cMpjDe7UNO5aINGIqOSJSJ+7Oiwu/ZOory6iodO44cyiXjO9F\nkyYWdjQRaeRUckQksK0FJfz3i9m8sWILY3u15Y/fHknvrMywY4mIACo5IhKAu/PKkhx+/nI2xWWV\n/Oy0w7j8mD6kaO+NiMQRlRwRqZXthaX8v5ezmbE0l5E92vC/3x5J/46aQFNE4o9KjogcslnZOdz+\nUjYFJRX81ymDuOq4vjRNaRJ2LBGRGqnkiMhB7Sou4xfTl/Hy4s0M7dqKp64cxaDOmkRTROKbSo6I\nHNCcFVu47cWl7Cwq45aJA7luQj9StfdGRBKASo6I1Ch/Tzm/enU5zy/YxODOLXn0siM0HYOIJBSV\nHBH5D+98to3bXljC1oJSbpjQnxtP7k9605SwY4mI1IpKjoh8pbC0gl+/toKn526kf8cWvHjx4YzU\nlAwikqBUckQEgA8/z+PW55awOX8PVx3flx9OGkizVO29EZHEpZIj0siVlFfy2xkrmPbRBnq3z+D5\na47i8F7two4lIlJnKjkijVhO/h6uenwBS7/M57Kje/OTUwbTPE17b0QkOajkiDRSCzbs4OonFlJS\nXslD3xvLxCGdwo4kIhJTKjkijdCz877gZ//MpkubZjx95ZEM6KQL+4lI8lHJEWlEKiqruPO1FTz2\n4XqOG5DFPReNpk1GWtixRETqhUqOSCOxs6iM659ayIefb+eKY/vw01MHa94pEUlqKjkijcCq3AKu\nfHw+ufkl/M95I/j22B5hRxIRqXcqOSJJ7l/LcrnlmcVkpDflH1ePZ0zPtmFHEhFpEDErOWa20N3H\nxOr1RKRu3J173lzDXbM/Y2T31jxwyVg6t24WdiwRkQYTs5KjgiMSP4rLKvjxc58yY2ku547uxm/O\nHa6rF4tIoxO45JhZZ2Ac4MA8d8+NWSoRCeyLHcVc+fh8PttSwO2TD+MHx/XBzMKOJSLS4AKdWmFm\nPwDmAucC5wEfm9n3YxlMRGrv47XbOeu+D/hy1x4euewIrjy+rwqOiDRaQffk3AqMdvftAGbWHvgQ\neCRWwUSkdp74eAN3TF9Gz/YZPPS9sfTt0CLsSCIioQpacrYDBdWWC6LrRKSBlVVUMfWVZTz1yUYm\nDOrAXy4aTatmqWHHEhEJXdCSswb4xMxeJjIm5yxgiZn9EMDd74pRPhE5gLzCUq77+0Lmrt/BtSf2\n48ffGERKEx2eEhGB4CXn8+jPXi9HbzUBjkgDWbY5n6seX0BeYSl/uXAUZ43qFnYkEZG4EqjkuPsd\nsQ4iIofutSU5/Oi5xbTNSOP5a45mePfWYUcSEYk7gUqOmXUA/gsYCnx1dTF3PylGuUSkBpVVzl2z\nV3HfW59zeK+2/PXiMXRsqQv8iYjUJOjhqieBZ4DTgWuAS4FtsQolIv8pf085tzyzmDdXbuXCI3pw\nx1lDSW+qC/yJiOxP0JLT3t0fNrMp7v4O8I6ZzYtlMBH52pqtBVz1+AI27ijmzrOH8d0je+r6NyIi\nBxG05JRHb3PM7DRgM9AuNpFEpLrZy7dwyzOLaZbahKeuHM+4PvqqiYgciqAl504zaw38CLgHaAXc\nErNUIkJVVWSCzT+98Rkjurfm/osPp2ub5mHHEhFJGEHPrno1ejcfmBC7OCICUFhawQ+fWcy/lm/h\n3DHd+M05mmBTRKS2YjYLuYjExrq8Iq56fD5r84r4+elDuPyY3hp/IyISQKAJOuuDmbUzs9lmtjp6\n23Y/2z1iZlvNLLuhM4rUt7dXbeXMe98nr7CUJ74/ju8fqxnERUSCipuSA9wGzHH3AcCc6HJNHgNO\naahQIg3B3fnr259z+WPz6N42g+k3HMvR/bPCjiUiktBiVnLMbEwdX+IsYFr0/jTg7Jo2cvd3gR11\nfC+RuFFcVsENTy/i97NWctrwLrxw7VH0aJcRdiwRkYQXyzE51wJX1uH5ndw9J3o/F+hU90gi8e2L\nHcVc+fh8Vm0p4LZTB3P18X11eEpEJEZiVnLc/aAFx8zeADrX8NDt+7yWm5nXJY+ZXQVcBdCzZ8+6\nvJRIvfhgTR7XP7WQqirn0cuO4MRBHcOOJCKSVILOXfUK8DTwsrsXHerz3H3iAV5zi5l1cfccM+sC\nbA2Srdp7PQg8CDB27Ng6FSaRWHJ3HvlgPb+ZsYJ+HTJ58JKx9M7KDDuWiEjSCTom54/AscByM3ve\nzM4zs7rOEjidyBxYRG9fruPricSdkvJKfvTsp/zq1eVMPKwjL153jAqOiEg9CVRy3P0dd78O6As8\nAJxPHfe8AL8DJpnZamBidBkz62pmM/ZuZGZPAx8Bg8xsk5ldUcf3FWkQm3ft4dv3f8SLi77kR5MG\n8tfvHk6LdF2qSkSkvgT+DWtmzYEzgAuAMXx9ZlQg7r4dOLmG9ZuBydWWL6rL+4iEYe66HVz79wWU\nVlTx0PfGMnGIxtWLiNS3oGNyngXGAbOAe4F33L0qlsFEksWMpTlM+ccierTN4MHvjaV/xxZhRxIR\naRSC7sl5GLjI3StjGUYk2TwzbyM/fXEpY3q25eHLjqB189SwI4mINBpBBx6/B/zUzB4EMLMBZnZ6\n7GKJJL6/vbuWn7ywlOMGdOCJK45UwRERaWBBS86jQBlwdHT5S+DOmCQSSXDuzh9fX8WvZ6zgtOFd\n+Nv3xtI8TTOIi4g0tKAlp5+7/wEoB3D3YkCXaZVGr6rK+cX0Zdz71houGNuDuy8aTVrTeJoiTkSk\n8Qg6JqcsenaVA5hZP6A0ZqlEElB5ZRX/9fwSXlr0JVcd35efnjpYUzSIiIQoaMn5BZEzq3qY2ZPA\nMcBlsQolkmhKyiu54alFvLFiC7d+cxDXndhPBUdEJGS1LjkW+c29EjgXGE/kMNUUd8+LcTaRhFBY\nWsGV0+bz0drt/OqsoVxyVO+wI4mICAFKTnTyzBnuPhx4rR4yiSSMnUVlXPboXLI37+ZPF4zknNHd\nw44kIiJRQUdELjSzI2KaRCTB5OaXcP4DH7Eit4D7Lz5cBUdEJM4EHZNzJPBdM9sAFBE5ZOXuPiJm\nyUTi2MbtxXz34Y/ZUVjGY5cfwdH9ssKOJCIi+whacr4Z0xQiCWRVbgGXPPwJZZVVPHXleEb2aBN2\nJBERqUGgkuPuG8xsDHAskdPIP3D3hTFNJhKHFm3cyWWPziO9aROevfooBnZqGXYkERHZj0Bjcszs\n50RmHW8PZAGPmtnPYhlMJN58sCaP7z70Ca2bp/L8NUer4IiIxLmgh6u+C4x09xIAM/sdsBhN7SBJ\n6vVludz41CL6ZGXyxBXj6NiqWdiRRETkIIKeXbUZqP5bPp3I/FUiSeeFBZu47smFDOnaimeuHq+C\nIyKSIILuyckHlpnZbCJjciYBc83sbgB3vylG+URC9dgH65j6ynKO7teev31vLJnpQb8yIiLS0IL+\nxn4p+rPX23WPIhI/3J173lzDXbM/Y9KQTtxz0WiapWomcRGRRBL07KppsQ4iEk9+N2slD7yzlnPH\ndOMP3xpB0xTNJC4ikmi0711kH9M+XM8D76zl4vE9+eWZw2jSRBNtiogkIv3zVKSat1dt5Y5XljHx\nsE7coYIjIpLQ6lxyzKyJmbWKRRiRMK3KLeCGpxYxuHMr/nLhKFJUcEREElrQiwE+ZWatzCwTyAaW\nm9mtsY0m0nDyCku5Yto8MtJSePgynUUlIpIMgu7JGeLuu4GzgZlAH+CSmKUSaUAl5ZVc/cQC8gpL\neejSsXRp3TzsSCIiEgNBS06qmaUSKTnT3b2cyPVyRBKKu/OTF5awYMNO7jp/FCO6a7JNEZFkEbTk\nPACsBzKBd82sF7A7VqFEGso9b67h5cWbufWbg5g8vEvYcUREJIaClpz73L2bu092dwc2AhNimEuk\n3r3y6Wbumv0Z547pxnUn9gs7joiIxFjQkrPOzB40s5PNzDyiIqbJROrRoo07+fFzn3JE77b89tzh\nmOlMKhGRZBO05AwG3gCuJ1J47jWzY2MXS6T+bNpZzJWPL6BTq2Y8cMlY0ptqugYRkWQUqOS4e7G7\nP+vu5wKjgVbAOzFNJlIPCksr+MG0+ZRWVPLIZWNpl5kWdiQREakngS8GaGYnmNn/AQuAZsD5MUsl\nUg8qq5ybnl7E6q2F/N93x9C/Y8uwI4mISD0KdMUzM1sPLAKeBW5196JYhhKpD7+ZsYI3V27lzrOH\ncdyADmHHERGRehb0sq4johcDFEkIT36ygYffX8flx/Tm4vG9wo4jIiINIOiYHBUcSRjvr87j5y8v\nY8KgDvzstCFhxxERkQaiWcglqa3ZWsi1Ty6gf4cW3H3RaE26KSLSiKjkSNLaUVTGFdPmkd60CQ9f\nNpaWzVLDjiQiIg0o6MDjdOBbQO/qr+Huv4xNLJG6Ka2o5JonFpCTX8I/rhpP97YZYUcSEZEGFnTg\n8ctAPpHTx0tjF0ek7tyd/34xm7nrd3D3RaMZ07Nt2JFERCQEQUtOd3c/JaZJRGLkr+98zgsLN3Hz\nxAGcObJr2HFERCQkQcfkfGhmw2OaRCQGZmXn8IdZqzhzZFemnDwg7DgiIhKioHtyjgUuM7N1RA5X\nGeDuPiJmyURqaemmfG5+ZjGje7bhD+eN0KSbIiKNXNCSc2pMU4jUUW5+CT94fB7tM9N58JKxNEvV\npJsiIo1drUqOmbWKXgiwoJ7yiNRaeWUV1/x9AUWllbxw7ZF0aJkediQREYkDtd2T8xRwOpGzqpzI\nYaq9HOgbo1wih+zeN9ew+Itd3Pud0QzqrEk3RUQkolYlx91Pj972qZ84IrWzaONO7n1rDeeO7sbp\nI3QmlYiIfC3omBzMrC0wAGi2d527vxuLUCKHoqi0glueWUznVs2YetbQsOOIiEicCXrF4x8AU4Du\nwGJgPPARcFLsookc2J2vLWfDjmKeueooWmnKBhER2UfQ6+RMAY4ANrj7BGA0sCtmqUQOYvbyLTw9\n9wuuPr4f4/q0CzuOiIjEoaAlp8TdSyAyj5W7rwQGxS6WyP5tKyjltheWMKRLK344aWDYcUREJE4F\nHZOzyczaAP8EZpvZTmBD7GKJ1Mzd+ckLSygsreAfF44irWnQni4iIskuUMlx93Oid6ea2VtAa2BW\nzFKJ7MeTn2zkzZVbmXrGEAZ00uniIiKyf0EHHlcfBLE0eut1jyOyf59vK+TO15Zz3IAsvndU77Dj\niIhInAu6r38hsA34DFgdvb/ezBaa2eGxCieyV3llFbc8s5hmqSn88dsjadJE81KJiMiBBS05s4HJ\n7p7l7u2JzGX1KnAd8H+xCiey1z1zVrNkUz6/PWc4nVo1O/gTRESk0Qtacsa7++t7F9z9X8BR7v4x\noImDJKYWbNjBvW+t4VtjunPq8C5hxxERkQQR9OyqHDP7CfCP6PIFwBYzSwGqYpJMBCgsreCWZz6l\na5vmTD1zSNhxREQkgQTdk/MdIlc7/ifwEtAjui4FOD820UTgl68sY9POYv50wSha6qrGIiJSC0FP\nIc8DbtzPw2uCxxH52qzsXJ6dv4nrJ/TjiN66qrGIiNRO3FxJzczamdlsM1sdvW1bwzY9zOwtM1tu\nZsvMbEoYWaX+bd1dwk9fXMKwbq2YcrKuaiwiIrUXNyUHuA2Y4+4DgDnR5X1VAD9y9yFEJgW93sw0\nUCPJuDu3Pr+E4rJK/nyBrmosIiLBxNNfj7OAadH704Cz993A3XPcfWH0fgGwAujWYAmlQTzx8Qbe\n+Wwbt592GP076qrGIiISTKCSY2YDzWyOmWVHl0eY2c/qmKWTu+dE7+cCnQ6SoTeR2c8/qeP7ShxZ\ns7WAX7+2ghMGduCS8b3CjiMiIgks6J6cvwE/BcoB3H0JcOHBnmRmb5hZdg0/Z1Xfzt2dA0wTYWYt\ngBeAm9199362ucrM5pvZ/G3bth36f5mEpqyiipufWUxGWgr/c94IzHRVYxERCS7odXIy3H3uPn+E\nKg72JHefuL/HzGyLmXVx9xwz6wJs3c92qUQKzpPu/uIB3utB4EGAsWPHal6tBPCXOZ+R/eVu7r/4\ncDrqqsYiIlJHQffk5JlZP6J7W8zsPCDnwE85qOnApdH7lwIv77uBRVrVw8AKd7+rju8ncWTe+h38\n9e3POX9sd04Z1jnsOCIikgSClpzrgQeAwWb2JXAzcG0ds/wOmGRmq4GJ0WXMrKuZzYhucwxwCXCS\nmS2O/kyu4/tKyApKyrnlmcV0b5vBz88YGnYcERFJEkEvBrgWmGhmmUCT6JlOdeLu24GTa1i/GZgc\nvf8+oIEaSeaOV5azedcenrvmKFqkBz2CKiIi8u9q9RfFzH64n/UA6BCS1NbMpTk8v2ATN57Un8N7\n6arGIiISO7X9Z/Pei5YMAo4gMo4G4AxgbqxCSeOwZXcJP31pKSO6t+amkweEHUdERJJMrUqOu98B\nYGbvAmP2HqYys6nAazFPJ0mrqsr58XOfUlJeyZ8uGEVqSjxdl1JERJJB0L8snYCyastlHOTifSLV\nPfnJBt5bncftpw2hX4cWYccREZEkFHSU5+PAXDN7Kbp8Nl9PySByQNsLS/nD66s4tn8WFx/ZM+w4\nIiKSpIKeXfVrM5sJHBdddbm7L4pdLElmf/zXKvaUVTL1zCG6qrGIiNSbQCXHzHoCecBL1de5+8ZY\nBZPktHRTPv+Y9wXfP6aPJt8UEZF6FfRw1Wt8PbdUc6APsArQldxkv9ydX0zPpn1mGlMm6mwqERGp\nX0EPVw2vvmxmY4DrYpJIktY/F3/Jwo27+MO3RtCqWWrYcUREJMnF5Lxdd18IHBmL15LkVFhawW9n\nrGRE99acd3j3sOOIiEgjEHRMTvUrHzcBxgCbY5JIktK9b65ha0Ep919yOE2aaLCxiIjUv6BjcqqP\nGK0gMkbnhbrHkWS0Lq+IR95fx7fGdGdMz7ZhxxERkUYiaMlZ7u7PVV9hZt8GntvP9tKI3fnqclJT\njJ+cMijsKCIi0ogEHZPz00NcJ43cWyu3MmflVm46eQAdWzULO46IiDQitZ2F/FRgMtDNzO6u9lAr\nIoetRL5SVlHFL19dTt+sTC4/pk/YcUREpJGp7eGqzcB84ExgQbX1BcAtsQolyeHRD9axLq+IRy8/\ngrSmmoBTREQaVm1nIf8U+NTMnnR37bmR/dq6u4S756zm5MEdmTCoY9hxRESkEart4apn3f18YJGZ\n+b6Pu/uImCWThPa7WSspr3T+3+lDwo4iIiKNVG0PV02J3p4e6yCSPBZu3MmLC7/k2hP70TsrM+w4\nIiLSSNX2cFVO9HZD/cSRRFdV5UydvoxOrdK5YUL/sOOIiEgjFmg0qJmda2arzSzfzHabWYGZ7Y51\nOEk8zy/YxJJN+dx26mAy04NehklERKTugv4V+gNwhruviGUYSWz5e8r5/ayVjOnZhrNHdQs7joiI\nNHJBS84WFRzZ191zVrOjuIzHLh+HmeanEhGRcAUtOfPN7Bngn0Dp3pXu/mJMUknCWb2lgGkfrufC\nI3owvHvrsOOIiIgELjmtgGLgG9XWOaCS0wi5O3e8spzmaSn8+Buan0pEROJDoJLj7pfHOogkrn8t\n38L7a/L4xRlDaN8iPew4IiIiQMCSs8+8VXvlA/Pd/eW6RZJEUlJeyZ2vLWdgpxZcPL5X2HFERES+\nEnRCoWbAKGB19GcE0B24wsz+HKNskgAeem8tX+zYwy/OGEpqiuanEhGR+BF0TM4I4Bh3rwQws78C\n7wHHAktjlE3i3OZde7jvrc85ZWhnjumfFXYcERGRfxP0n95tgRbVljOBdtHSU1rzUyTZ/HbmSqrc\nuf20w8KOIiIi8h/qcjHAxWb2NmDA8cBvzCwTeCNG2SSOfbJ2O698upmbTh5Aj3YZYccRERH5D0HP\nrnrYzGYA46Kr/tvdN0fv3xqTZBK3Kiqr+MX0ZXRt3YxrT+gXdhwREZEa1WWkaAmQA+wE+pvZ8bGJ\nJPHu6XlfsDK3gNtPG0LztJSw44iIiNQo6CnkPwCmEDmjajEwHvgIOCl20SQe7Sou43//tYrxfdsx\neXjnsOOIiIjsV9A9OVOAI4AN7j4BGA3silkqiVt3zf6M3XvKmXrmUM1PJSIicS1oySlx9xIAM0t3\n95WAruef5Fbk7ObvH2/gkvG9GNy5VdhxREREDijo2VWbzKwNkQk6Z5vZTmBD7GJJvHF3pk5fRuvm\nqdwyaWDYcURERA4q6NlV50TvTjWzt4DWwKyYpZK4Mys7l0/W7eDOs4fRJiMt7DgiIiIHFfjsKjNr\na2YjgAJgEzAsZqkkrlRVOX9+YzX9OmRy0bieYccRERE5JEHPrvoVcBmwFqiKrnZ0dlVS+tfyLaza\nUsCfLhhJShMNNhYRkcQQdEzO+UA/dy+LZRiJP+7OPW+uplf7DM4Y0TXsOCIiIocs6OGqbKBNLINI\nfHpr1VaWbd7N9Sf2p6lmGRcRkQQSdE/Ob4FFZpZNtQk53f3MmKSSuODu3D1nDd3aNOecMd3CjiMi\nIlIrQUvONOD3wFK+HpMjSea91Xks/mIXvz5nGKnaiyMiIgkmaMkpdve7Y5pE4sresThdWjfjvMO7\nhx1HRESk1oKWnPfM7LfAdP79cNXCmKSS0H28dgfz1u9k6hlDSG+qSThFRCTxBC05o6O346ut0ynk\nSeSeN1eT1SKdC3VdHBERSVBBr3g8IdZBJH4s2LCDDz/fzs9OO4xmqdqLIyIiiUmjSeU/3D1nDe0y\n0/jOkdqLIyIiiUslR/7N4i928c5n2/jBcX3ISAt6NFNERCR8Kjnyb+59czWtm6fyvaN6hx1FRESk\nTgL/U93MjgZ6V38Nd388BpkkJMs25/PGiq38cNJAWqRrL46IiCS2oBN0PgH0AxYDldHVDqjkJLB7\n31xDy/SmXHp077CjiIiI1FnQf66PBYa4u8cyjITnsy0FzMzO5caT+tO6eWrYcUREROqsLhN0do5l\nEAnXvW+uITMthe8f0yfsKCIiIjERdE9OFrDczOaiCToT3ufbCnllyWauOr4vbTPTwo4jIiISE0FL\nztRYhpBw3ffWGtKbNuHK4/qGHUVERCRmgl7x+J1YB5FwbNxezMuLN3PZ0b3JapEedhwREZGYCTQm\nx8zGm9k8Mys0szIzqzSz3XUJYmbtzGy2ma2O3ratYZtmZjbXzD41s2Vmdkdd3lPg/95eQ0oT4+rj\ntRdHRESSS9CBx/cCFwGrgebAD4D76pjlNmCOuw8A5kSX91UKnOTuI4FRwClmNr6G7eQQbNpZzAsL\nN3HhET3o2KpZ2HFERERiKvAVj919DZDi7pXu/ihwSh2znAVMi96fBpxdw3u6uxdGF1OjPzqNPaD7\n3/kcgGtO6BdyEhERkdgLOvC42MzSgMVm9gcgh7pPEdHJ3XOi93OBTjVtZGYpwAKgP3Cfu39Sx/dt\nlHLzS3h23ibOO7wHXds0DzuOiIhIzAUtJpdEn3sDUAT0AL51sCeZ2Rtmll3Dz1nVt4teZLDGPTTR\nPUejgO7AODMbtp/3usrM5pvZ/G3bttXuv64ReODdz6l057oTtRdHRESSU9CzqzaYWXOgi7sf8uBf\nd5+4v8fMbIuZdXH3HDPrAmw9yGvtMrO3iBwmy67h8QeBBwHGjh2rQ1rVbCso5alPNnLO6G70aJcR\ndhwREZF6EfTsqjOIzFs1K7o8ysym1zHLdODS6P1LgZdreN8OZtYmer85MAlYWcf3bXQeem8t5ZVV\nXD+hf9hRRERE6k3Qw1VTgXHALgB3XwzUdT6A3wGTzGw1MDG6jJl1NbMZ0W26AG+Z2RJgHjDb3V+t\n4/s2KjuKynji4w2cObIrfbIyw44jIiJSb4IOPC5393wzq76uToeE3H07cHIN6zcDk6P3lwCj6/I+\njd3D769lT3klN5ykvTgiIpLcgpacZWb2HSDFzAYANwEfxi6W1If84nKmfbiBycO60L9jy7DjiIiI\n1Kugh6tuBIYSuTjf08Bu4OZYhZL68eiH6ygsrdBeHBERaRSCnl1VDNwe/ZEEUFBSziPvr2PSkE4c\n1qVV2HFERETqXa1KzsHOoHL3M+sWR+rL4x9tYHdJBTedNCDsKCIiIg2itntyjgK+IHKI6hPADry5\nxIOi0goeem8tEwZ1YHj31mHHERERaRC1LTmdiVyb5iLgO8BrwNPuvizWwSR2nvxkAzuLy7nxZO3F\nERGRxqNWA4+jUyrMcvdLgfHAGuBtM7uhXtJJnZWUV/Lgu+s4tn8WY3q2DTuOiIhIg6n1wGMz2blp\nhgAADQpJREFUSwdOI7I3pzdwN/BSbGNJrDw9dyN5haXceJIuLyQiIo1LbQcePw4MA2YAd7j7f8wZ\nJfGjtKKSB95Zy5F92nFk3/ZhxxEREWlQtb1OzsXAAGAK8KGZ7Y7+FJjZ7tjHk7p4bv4mcneXcJPG\n4oiISCNUqz057h704oHSwMoqqvjr258zpmcbju6nvTgiItL4qLQkqTdWbOHLXXu44aT+7DPHmIiI\nSKOgkpOkXluaQ1aLNE4Y2DHsKCIiIqFQyUlCe8oqeWvlVr45tDMpTbQXR0REGieVnCT0zmfbKC6r\nZPLwLmFHERERCY1KThKamZ1D24xUjuzTLuwoIiIioVHJSTIl5ZXMWRE5VNU0RR+viIg0XvormGTe\nX51HYWkFp+pQlYiINHIqOUlmRnYOrZun6to4IiLS6KnkJJGyiireWL6FSUM6kapDVSIi0sjpL2ES\n+fDzPHaXVDB5eOewo4iIiIROJSeJzFyaS8v0phzTPyvsKCIiIqFTyUkS5ZVVvL48l4lDOpHeNCXs\nOCIiIqFTyUkSn6zdwa7ick4dpkNVIiIioJKTNGZk55CRlsLxAzuEHUVERCQuqOQkgcoq5/XsXE4a\n3JFmqTpUJSIiAio5SWHuuh1sLyrTXFUiIiLVqOQkgZnZOTRLbcKJg3SoSkREZC+VnARXVeXMzM5l\nwqCOZKQ1DTuOiIhI3FDJSXALNu5kW0Gp5qoSERHZh0pOgpuxNIe0pk04aXDHsKOIiIjEFZWcBFZV\n5czKzuWEgR1oka5DVSIiItWp5CSwxZt2kZNformqREREaqCSk8BmLs0hNcU4+bBOYUcRERGJOyo5\nCcrdmbE0l+MGdKBVs9Sw44iIiMQdlZwEtfTLfL7ctUdzVYmIiOyHSk6CmrE0l6ZNjElDdKhKRESk\nJio5CcjdmZmdw9H9s2iTkRZ2HBERkbikkpOAlufsZsP2YibrUJWIiMh+qeQkoJlLc0lpYnxjqEqO\niIjI/qjkJJjIWVU5jO/bjnaZOlQlIiKyPyo5CeazLYWszSvi1GGaq0pERORAVHISzIylOZjBN3Wo\nSkRE5IBUchLMzOwcxvVuR4eW6WFHERERiWsqOQlkzdZCPttSqAsAioiIHAKVnAQyKzsHgFM0HkdE\nROSgVHISyIyluRzeqy2dWzcLO4qIiEjcU8lJEOvzilies1uHqkRERA6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_z, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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ALxtj5gIvx+735Qc+bow5EjgK+KSIpGdqySxKRbeMMfCf3e2x+UdG19oRiRjW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\nruZD/3UKr7/0HIcedSznXXx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_z[AP_INDEX], mags_z[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16 and 17." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '\"\"' did not parse as fits unit: Invalid character at col 0 [astropy.units.core]\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/home/yroehlly/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for SpARCS band u:\n", "Correction: -0.14031028747558594\n", "Number of source used: 1854\n", "RMS: 0.04614434468089496\n", "\n", "Aperture correction for SpARCS band g:\n", "Correction: -0.15618896484375\n", "Number of source used: 1655\n", "RMS: 0.05094869324020216\n", "\n", "Aperture correction for SpARCS band r:\n", "Correction: -0.13660430908203125\n", "Number of source used: 4415\n", "RMS: 0.038120613108765716\n", "\n", "Aperture correction for SpARCS band z:\n", "Correction: -0.15040016174316406\n", "Number of source used: 2359\n", "RMS: 0.03453256417107372\n", "\n" ] } ], "source": [ "# Index of the target aperture when doing aperture correction\n", "# (see 'sparcs_aperture_correction' notebook).\n", "AP_TARG_INDEX = {\n", " 'u': 15,\n", " 'g': 15,\n", " 'r': 15,\n", " 'z': 15\n", "}\n", "\n", "# Magnitude range for aperture correction (see 'sparcs_aperture_correction' notebook).\n", "APCOR_MAG_LIMITS = {\n", " 'u': (17., 17.9),\n", " 'g': (17., 17.9),\n", " 'r': (17.2, 18.),\n", " 'z': (16., 17.)\n", "}\n", "\n", "epoch = 2012\n", "\n", "sparcs_tmp = Table.read(\"../../dmu0/dmu0_SpARCS/data/SpARCS_HELP_ELAIS-N1.fits\")[\n", " 'internal_id', 'ALPHA_J2000', 'DELTA_J2000', 'CLASS_STAR', \n", " 'MAG_APER_r', 'MAGERR_APER_r', 'MAG_AUTO_r', 'MAGERR_AUTO_r',\n", " 'MAG_APER_u', 'MAGERR_APER_u', 'MAG_AUTO_u', 'MAGERR_AUTO_u',\n", " 'MAG_APER_g', 'MAGERR_APER_g', 'MAG_AUTO_g', 'MAGERR_AUTO_g',\n", " 'MAG_APER_z', 'MAGERR_APER_z', 'MAG_AUTO_z', 'MAGERR_AUTO_z']\n", "\n", "\n", "# Clean table metadata\n", "sparcs_tmp.meta = None\n", "\n", "catalogue = Table(\n", " data = sparcs_tmp['internal_id', 'ALPHA_J2000', 'DELTA_J2000', 'CLASS_STAR'],\n", " names = ['sparcs_intid', 'sparcs_ra', 'sparcs_dec', 'sparcs_stellarity'])\n", "\n", "for band in ['u', 'g', 'r', 'z']:\n", " \n", " # Aperture magnitudes\n", " mag_aper = sparcs_tmp[\"MAG_APER_{}\".format(band)][:, AP_INDEX]\n", " mag_aper_target = sparcs_tmp[\"MAG_APER_{}\".format(band)][:, AP_TARG_INDEX[band]]\n", " magerr_aper = sparcs_tmp[\"MAGERR_APER_{}\".format(band)][:, AP_INDEX]\n", " \n", " # Set bad values (99.0) to NaN\n", " mask = (mag_aper > 90) | (mag_aper_target > 90) | (magerr_aper > 90)\n", " mag_aper[mask] = np.nan\n", " mag_aper_target[mask] = np.nan\n", " magerr_aper[mask] = np.nan\n", " \n", " # Aperture correction\n", " mag_diff, num, std = aperture_correction(\n", " mag_aper, mag_aper_target, catalogue['sparcs_stellarity'],\n", " mag_min=APCOR_MAG_LIMITS[band][0], mag_max=APCOR_MAG_LIMITS[band][1]\n", " )\n", " print(\"Aperture correction for SpARCS band {}:\".format(band))\n", " print(\"Correction: {}\".format(mag_diff))\n", " print(\"Number of source used: {}\".format(num))\n", " print(\"RMS: {}\".format(std))\n", " print(\"\")\n", " mag_aper += mag_diff\n", " \n", " catalogue.add_column(Column(\n", " data = mag_aper.data,\n", " name = \"m_ap_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = magerr_aper.data,\n", " name = \"merr_ap_megacam_{}\".format(band)\n", " ))\n", " \n", " # Computing the aperture flux columns\n", " flux_aper, fluxerr_aper = mag_to_flux(mag_aper.data, magerr_aper.data)\n", " \n", " catalogue.add_column(Column(\n", " data = flux_aper * 1.e6,\n", " name = \"f_ap_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = fluxerr_aper * 1.e6,\n", " name = \"ferr_ap_megacam_{}\".format(band)\n", " ))\n", " \n", " # Auto magnitudes\n", " mag_auto = sparcs_tmp[\"MAG_AUTO_{}\".format(band)]\n", " magerr_auto = sparcs_tmp[\"MAGERR_AUTO_{}\".format(band)]\n", " \n", " # Set bad values (99.0) to NaN\n", " mask = (mag_auto > 90) | (magerr_auto > 90)\n", " mag_auto[mask] = np.nan\n", " magerr_auto[mask] = np.nan \n", " \n", " catalogue.add_column(Column(\n", " data = mag_auto,\n", " name = \"m_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = magerr_auto,\n", " name = \"merr_megacam_{}\".format(band)\n", " ))\n", " \n", " # Computing the flux columns\n", " flux, fluxerr = mag_to_flux(mag_auto, magerr_auto)\n", " \n", " catalogue.add_column(Column(\n", " data = flux * 1.e6,\n", " name = \"f_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = fluxerr * 1.e6,\n", " name = \"ferr_megacam_{}\".format(band)\n", " ))\n", " \n", " # Band-flag column\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), \n", " name=\"flag_megacam_{}\".format(band)\n", " ))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting.\n", "\n", "del sparcs_tmp" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
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\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 1522722 sources.\n", "The cleaned catalogue has 1522722 sources (0 removed).\n", "The cleaned catalogue has 0 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_megacam_r', 'merr_ap_megacam_u',\n", " 'merr_ap_megacam_g', 'merr_ap_megacam_z']\n", "FLAG_NAME = 'sparcs_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(catalogue, RA_COL, DEC_COL, sort_col=SORT_COLS,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": 17, "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": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PRzqdxkUXXYTOzk7st99++P73v49DDjkEAOA4DjZt2oRkMglAp9UvX74cgPZMlFJYuHAh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LQqJIrqfbXhLZpJtcxno0TXklKCWEn2VOA4Ndj3CoUXNTKrAggh0NWVGDEW48pVplCMU9TIrEqo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\nf/gDPvzhD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Ql0+QVJBPoVpyIFqmIWNSyVYrhI2cq54cLK2viSGjpSFJ2JkZfSXxQpLaM3LU\nHErLYJdMUsdWeIYskalkEntQBwhxwv0+UugbipSo3TvYlIoX2oYIHNPz7mFOX15CcNzxHZvqGQ5C\nQsRMOZlh1ZJYFsjFhHB2gYolgQAnBaas6SYGJTX2/IpqCFQKmjtLhgNNt9+hmhPs0OMrkHLJtJEU\nPpMrRc4VzreILEhksowkGymj5VQc8wYDwjsmXlF6MP2GriroakulMqbQPGcqbpIj5hrlHFYWrIaA\nXyzxOVPnQAoZg0BpT7hfI653LDceessgQBaKhZ3cjjIoC6gMcj1A1yB6h2kalMiEypLSQHG5Jh7O\nkbsdwmVyyHSmRrpEEhO8mWHrBekqI/sLxDv2MJ/C4QJchGl5O+PhODxx9FUyBoLR6MtQj89BSvxu\nz8m+4fGdAxbrNcJ7xGxKuGsxbWZIjlYucWaGKCRL42jts9CvMfKYev0En+fMVaZzayZFQefe4NVZ\nT6r3lHLHkTeoWFHoOYZDcrEgta+SpWPuLbUWaHXDdfSIZsPORupWsloe44qBwtaI/SVzXRLMhLn3\nSCXJZoa2DrJg112SFVRK8dziGe5UE15+4wYRLEaDTlum1TPUQXK4eSeFyHyu9jR2xWHrUMJSK8WD\nQfNafYBoz9j5Bbvo0fGaF+Rd/LwiLA6Ipw8INzeIgxpDBD/ggTzRqNCSjMDEhBwcMQZKa9jLkln5\nPFoo0BuqIDiV30C5vEOKjvTkgry7JouWG3VGpwZsqilshTAKs5VUIXLH3baCZMA4QTeRZJWQRqCi\nowiB+7Yk6jlBQCN77ua76BBRosFrTzeXFEuL14ap8uh2j+hakAVlyKhyRnjwDFpnZNeTu0iSCuEC\nKjpETpBvXy3klBGixzy+RG0D2Ri8qmnnNSRFkhqZQF6AKTyyFYjPt3CyI59fIYoCtCKdHsFsCqUd\nGw5G/+LGQDAa/SOy93S7R1yHNZdhxsV7jnnXWtz2Lq8rJnJGnt4hek3lOrJKdIslh9ri9AQTFDo2\nHNmGReq4jjVDnEC+5NR7IiVVL1hPJ9hoEbqmO7jLomlhN2BiRaxLutBCZ5gNA15NyQmuikxZHRGW\nJxx3r6KKmj0apTL94oRi1tNmh7k4w9Njc6L1HbGYUwyRMLR8Qxx4NV8hbQZ7h1w+h52+AxZXNG3L\ntuzYx0wrHFZIjDSERQnVMc71zLJBdZCl50rvMYVj+ux90hAwpiSrClFkgtCUWuAnC3zXkTuPEwKj\nFU4knBLNQ5L5AAAgAElEQVQUB8+itg139REibRHzCWLXIVwkXm9Qu4bsIBYBiUXlhmRuOxIe5Tmx\nzmwPNeXnzzBBYvsJvakpBzATQ64nqIVGyYTMgUYkfHaoKJjqCXHYoIRhsDuK+SkyBYJ05HVD3l7h\nfCDngFYlwt3eQEOKmN4hdEk8XJK3O1QuwCZyCghAK4WYz5G9RApFdgFVKIgJMa/JWhK2AVNKhAiI\nYbid7OJqjSRDXZPrkpg8Pp8S+ynWWpSQYECOd/LRv4CxGo1GX0a8d0r7qf/OZfo0b5gntFvB0r2T\n8+IOxpekG7iWmr0pwAeEyAQzJXvLsSqYiPs8EX9NWQYebBZ0kxPumgo3P2TXZby7QQpJ7yPZZ9zB\nIU9EzSqtOVg8w5GO1KuntF3DVimilWz1mipm9kIgdYko7jCXkll1F8SUnC5J8RGVnaKnc/rhCl17\nuusbahnIOMQQwXuKCppuw1L19JMLogy85/5/QF9dIxpNQtMJxc5o/ssDy0mTuTs/xb7Ycl9vOOsc\nOm85jAKipZSWg3ZBfHJJkSE6UHZGurtEuBaBxzc9AYGeLknhhjjcfglQosmFIi1K5NMBYWpkAqzG\nn68IoacHdB6onKFXGnFyxLBYYpoaP0RyKbl33RMnBr0rUIWgquZoNFlXhPmEvFwi9luSUYR6zn57\nicsNOe2ZCIkwFaDxboXSJYW0dGmNNQ5hQASLlArjA7zyGv7ogKauKEnomBGVwbcDelIisiDPK+Lh\nMVJmaCJ5t4esCJ1ATDO+d2yqjKoGUj9H9BkbPLL8wmeXUwKRwUdCM5BvdqiXP08mIx+ckO7fgUUB\nf/vNhNHon2kMBKPRl5EXh+yeteyetqTBIlKkj69DJzlTJUOasy/22OEByiUq9mSzZBYFQp/wqPlP\ntPkVOtPyl4uC987+N8qhp7CnyOjZiUNkdgjhQPYEZjRFIk0kQdes05xZt8eHnqgzm+KG9bTA7zs0\nHSoLYnPGxC4JF6+Rfc/MFbSlJdoBfwH1wUAuHCvdsBM7ejdQSUOlJ5SNIqUdi+YhzXRPQca+8klk\nrhk8qKJgXjjOZCapgrxYYs0x36ZL7pVbjmtFqN+gdxsqD+/s7lG5hqwM4s4RYridEEiVJUUxw10+\nRhYaoXpkCKgvTCWsze0QyrhtMVqTDxaIpiU3HSkLmqpgEAnVeLxUhBwx5YJGbREiw3RCUw8sbwSm\njWQ5QcsCmTNBQUZxlTJyf4OwiqWdEKRj31yTi4ymZL90TP2E/voClCEZSVA7ynTEpFcECVQ1MQkm\nTSIWGpJAXl2xf3BAIyR3vCTdOSY2e5QtSFUBkylZC/LVGkQmVTWDqAhFiUktbWwwOSGLSLABLzRl\ndPDg4HZeg3Yg5UxstvhyQfibV8hRYoKn/ustviyACg6Wt30MRqN/prH2jEZvFSM0W0SOXHrLK86y\n6/ek0BEZSKLCthds7YIhN1wTWPjINBc8U5asRU0bYbu/4ol7jSq05DxwhacYMkIcctWtua40hhIb\n53iR2FafI8Qdbep5vOuI3nG68QwuYlNHJwXbmKjaBqrAxO+Y7Ttst8W+rHHVkk2VyFGjXUl79Tom\nerrNml48RkpFKyJzSk6BommQizvI2CB8A03BvJtzXV1xYO8yT5H9tOY+hr6T7CcVx7niMHToneek\n08zdhFg/iy/uUL2xp6gmxLLArPfEQmPmRyAUIXvExSVSl1QxoPoAU02KDje77QSp9x3F2RmyqpFd\nBBI5Zjhc0vUSebUhyYy2c1wtWPSCB92crixQmz2JgOlLVLYoZUkiEmQme0lTCJhN0F4Qdh1+rshN\nj0qRKAZkKSnMAqQhTaYUUiNKxRBBS42xBqGnCBS90NAM6BBxOFTq8E4g/J7m6Bipawo0Omu4f5fs\nBrKPpKMDsJa0d/guIvuIubhgIhPdvCYBcujAWNRiQhwG8p0TYtEimgYWS/x2j1ityCiCMjRCUAwt\nolXkWRgDweh/ylh7RqO3SJtLmuaCrQ+81jmUd0hxROaGMu5xakJXKyJnPClPMT4TUEi/Za80V+GM\nOHiG+gApFbHvyCmgkkI+fsLSl0yHwGQy4/PPSTauARdJ6oRedbwaanosBY6UPJ8vAscx0JjEHkVh\nNhzWh8inkiA6ijSwk5HgD4hqxrWaMd9tGayGXFNc39DXM5Z+Q0gQiw5nLEKvkbFnEh7jpcPEe2gR\nIEl2kzl17tlpxb4uWCSNTgOn3V8z05GyKxkmx+B7UrdFzA8oahBVffu0HxLZJXwKuMoinEApi3It\nWUEhFBt2mCmYLhP7LSoV2GGC3G/IUoFUCC3hesMsea50QhUFudlRXTvMIDkoNPgt2Sgm6hBTF7Dv\nwQeoQeQpwVZ4kyj6nqwVuglkZaiTwskJ5d7TbXtK2WCndxBqjt+vcV1irw1ZScwAWlcoPaHGkA57\nyk1HCo793FIniRAtefMYUSwJizl5KGHfkiWw3dBpQ0oJMy0wIcK2RUpBScb2Lbshg4KFMOAcojJk\npVDrG8TNFk2mPFgwVAa92mNiIM4ndH1LVWoQ46yGo/85YyAYjd6i2Z+zjS17N3C5u8bmhCjvkZlx\nEix9EuyLQKUnTPMFZT5hUdxwkASvp0t26pyol5RhwwvDCU/FOTllnt2eMnQdk21ACjjsEw9kxStH\niYcq4PyMXhpkrpAio1KiR5KZskeT0bQ64+QJL6p3YgpP6t8gYOm0JZK5456hKgq8bmnTFa3eUtEx\n38CBnROalq4UvJGfYswUqQfmNhNTQcSRck1OA65b88Zh5mpiyDmi0557+8ecEpk4yOvHtM2KVC3Q\nvUdZz3AyY7r1sHWknEnR0sWe1EaMKoEMLqCKglQrrIkMpxPMX69QzhEqgRGCrMztnP6VIXcekSOz\nrqdA47steI9tB/ARMdQsd5JsMvlYksoMKaAmc5St0L3DDB32YktUmWwL/GxCgUGYmpkUXHtHERNz\naxDNGjM5xW22uKAwcUmx70ndAMnicfQPphzMpuSJJ/U7VGipQySkhM4VWmRiGMiHS0S7R+4GBp9Q\nOSCCozc1dWFRoUMZgc4KYiQWEEWgTQMyGbTTyJcvkGcrsvIMEsJVYn+0QFYG0QeKaY1tGljOoW2h\nGPsRjP75xkAwGr3FoATSC0LcU8rIlVTYfseEHTUbuuoBtcp4FFP1gFnqmfiOXenpK0llZmxTIPpE\nPTQc5ZITf4oNiSElAGKOrPUZrtcUa8WdPOHJPFEOE0ydqcisJZR2SpUtK1GAHNhNb5uuz4c9EzOn\n6AtitnRpTlMrqskEJseE3WfIOZPiFhsFtpowyYrdssC3r4MKDGVBLAXBHnN6dk7rZ9wUiWQzJ7XH\nFEfI5hHHDQQSttmi9ZSgPKgBO/SkXJBmhzBdEMuSeqrJN1uyyoTUI7uCoFpi2qOFQe46isaTtxJ/\npyA/vUQ3LYlM6Q3kDakqYTEDH1Hr7W2P+5AoSot1mrhvIXpkVpB7sjVs9B7hB6q2whZLVOvI+4G4\n25KsQKWMTYJoJNUQSbuWrDzbYaDXgVDVZCWZy/+fvXuJkS07Cz3/X8/9jEdGZOZ5VNUpV5Xtum3r\nCvfFhkZtJiUYIDHBLYSY4AESA/AAgZgZZAssIfEQDEAMbCMZg2QJgcQEJLcRbomWUAvaqM2lubar\n7Drn1Dn5znjs13r2IN3ce811txo3LmzyN8sIacfeGbFif7HW+r5vIhcK2azIcmTn3sAOe0pXoWWL\nDAG/nRhWBerokDQdIN0W7bZIKZBFCf2AjBq2e0I3oJ0jK0H2mVzom66MOaOMREwJlCaSYDUjp8wU\nM9iaWlpCd4nGkCWMQB4zZhdxtqJ5roFhRCUFKUM3wu2ywa1vwO0n59atr1Eu7rHnMcM0oopLDpXB\nKCDWfKm9i2VO5QrmW2iXL9OYiWQuIFzSxCfo0xOGquFo+XZ0yPg4YyslG7njqC1YuYJLMbKXNRMF\nwcGMxL2t5rQqmXHMkS05PntC2Xe4CH+5lJwuDlg3Gj0l2ssBJR8wyYan5SWhaajVgq3c0/Qb2rYB\nccEVDZ2D1XZiQ0/PFX0Bewt6+DJiWpCiY3JQ5zO8mrPXZyQzQ6eS+51EKY0LEZ1meN+jdx06ZZz0\nROOIJtGbgPAdOWnatkGPE0IGjJQEqYlhREaFdYkcdpASbV8Qeo8IApMVWmlSSOTDFbm0iKdPEFpB\nsgjfk30gm4LEiBTxps+Bgn3hyfOWZDXbYuIwCNjuoKnJKaFGEFKTc7pJ00sgpGRbCvyYEN5jSsew\n9YhZidaavioYt49JSiOyJcWJlAxSaaSEpDQhC/TxIap+hvj0nPrsKd71iPkBdIKnhSKWBfWux4hM\nSAGvS8pSo1KkWx6iZw1idMRS4u8oRKfIOSFyjXMS0dQwjozOEY0kvngPoTN2P4KUaBngcE4UCZ0C\nOcbbgODWP9vtJ+fWra/RtkdEKfDTjiwtSe4ZpnOWi3tc7B6hPcx2jqtUk6ZAKiRz1VCkN7DjJSTJ\nLEzMcGznM85Cx4UoyQNss+b8YM/sSaSdKpJStE7grUIKw1oqZqZnvtkhvWTnaiYu+O+2W+ZxibB3\nWKeRmVb4NDLJCScC1yoSbcldJdiPO1AdGk2jBiq3Z28NLib6uGcsFXQXJL/BGngwLdimCjQ0rqea\nBNpFTNxisyFJSRICLeYMgE4C6YBSEodAv3cMd+aYxYIL78ivXTE72yHdhF9GwrwgGYm/2qDDgJIa\nKSX0HbJqsbub0tBZCtJqDm0F1kDZknOPEIIcS7KbQMWbVL6UEAgyEqELZBDkFEg2EaYeae1NRb/S\nkFxAWIWIglwaKEp8oTHjgPAOLS3TbkeuSmTUhG7ArNfE9BgxBrrljPLsEhdBiIRQAtvM2eiKEAzi\nsqfIIGcNRTJko9kcGkLWsHfslMFmTzurSUpijMWliVRpomvAVKSDBTpcEBuNsCViOxGDR9SZqNYM\nFEQpCEVGuIFCOERRoEVJ8eSMNB/I9x/cdke89Q25DQhu3fpvOYvYN3pW3RZv9rjljNevO3bNWzkc\nHjFJxd3UEodLUloxhac042Ps6IGWZJacRM/DesbWLrmzhXV1H09PHSVZbzjFcWdMaNTNTWF+wUFR\nY41ksj1iagiyx3BCRjJ353xx23NSPsuLImBTx6QtdVyRpg5dDkzKIVpDDBoVoNk4XOHYq4BXgkxL\n2V+y6gZUOkK6OcHXKDwjkUaXOG0xdebgPCOTYDw/Q9kCmgUpGqK5xsUJNWb0fEbRzhBxYD9mimCQ\nQpPLlrhcIr3DW4lMBl8rlLqmFIrkHU56tDC4dYGcMunuMUKXiO0e5g3xLffg819A7nrw7mZ9XAQo\nFGHqECKTdItfWnwpoJ9gl8jjAPnmxq9siZsZhMoIVcLBAZQF+XKDPb2iydBpi8kTWtQ4mRg3O6iO\nOJy9yMPpS1zfU5T2GaprhVKJhTL0nadeV7hpR77aYuhBcLP3IUMKgSwUKgdyyOS2JZcCVReEOBHU\njn30yBDQNCQUa9EyO92Qpx1RJfarEirF2GdkeYhJjvG6Q/lEPZujHNR/+0VUiMTSkoMiP3P3zR45\nt76F3QYEt259jZ2D/o3XmELPhdtTdFse1zUXUmLDwJfSRB3eyv1Ng/IRbzXz4zVDrIARJRR0cGkz\nLmlmvkSniG5bUoysthOd0ngUVyaTTObqmQ1TyrgKso2Mdc3RZKkFdKy4Lreca8EkMras2HSeu1HQ\nRIWxiUoGXPakyRPsAQe5Jvst29ihh0DUHT5qpF4Q/CNGOWHzjDoECDc3Q1uO+FQS6wbTT4goidZT\nVHNU8pwfOPIuUWxHJplp7BKlGqqrAdNHpmWgUwGxMyQSfZBIael7T6kC0Ue2By3BNjfT2vtzZD+S\nawPzilwW0DbkySGsJQtJun8EWiO3W4iQBQR/AdIxqolJ7ZDekJsFg7a0UnC5alhkTSULcjXDbDaI\n3UjWGaZInDeIpiLakgoociSOAadgkuImw2E3oUrJof13JKUxC01wp6ilgTSh+z20Bdo7IGB2O4Q1\nN0GLg4XNNP/H/0mz3ePLgqv6eVI0SJ2QaoeeKcyZQ2w6Mg7rJ54IhcmZ2o2sfU/tDSE52qsRdEFa\nz+FAIeYa0yzRf/+Fm0BJaZRPiLNrXMpv8ui59a3sNiC4detr+OAYhyds3FNCHBAE+jSQpWKIFlPW\nqNGxKVfUlWKVDujSJVEcgy7xWRLsi9BDlo5ARAyBIV3TLmoce4pljdv3iGLJ09WAb2EzjWxN5J7b\nYvslJ6s5j+eCxeaaKR1wVZ1QmQO8ltjFnLLN3Bn3MPa0uSaE+8TQ4QIY5dlUBdLNOXxyhQgNKMlX\nlm+guSbLEpcHsggsm+9gYuRpHFCrOUt9yOAMUTjy4EneIkaH/dIFOZzSFCtcWeJDoBAKhUamkmev\nAzvp6UxF7AZ63zFWFVdac//8ChWhziWqH5FWIYsDOAYhIjlKZFZkIRHG3gQHk0Ns9lAYslBkEUBZ\nAoIsI16mr97kO9I0Z8SxK3ti4+lSxTOixW439N0VaYRKDxh7hNz3sJgjZnP8OJBSRagKoo+YKhPE\nkrAZYRS0d1v8RY/yI0UYEU/P2XefI4QRd32H+vA7KZIDa8gpwjQhqjn26Rmzi2tIApt67Ouv0//7\nl5G2ZGQibzc0fcQhyZOjEwYVeqqQmJRk7xPKOux2h0gC4SPiMtEevR0WJWK7vSnNTEGUGYUmKAXm\n9iv91j/f7afn1q2vUcRrTuYW/8bAxMSuuaaWSzrVIrUlmhZTG2SQKLViSprzfE62Bet0B6EOmMIx\nNl+j91sKImVd0FhLKZbk5+6xPL+kaiOPhEMuFuz3XyFqRT0q7pwmRnYUKKqy5I3yLczCl4ElE0vy\n4EippGmWxH3m6NpT7BKdvubycM39I4262tBaSzE0FF3PVgvWfcu8uGSoFEhPwBPFgiuZGAqN4DlE\nc8B5sSBVK1anTzEPtyS3Zyoz1meyahEqYMqCIAwLuWYQmSlNZBcR7gyKDZfVCuEyu0Zy/40NyyFi\nkJTdJWqcELWB0hDmM8SsvPkFXBjkG6eIkODLD9FVAcME40QWggxkqZkWNWbYQY6MRUbWiRB2nLcZ\noyVFlgwEdt0p9c6hPYgEU8rIcUAc34GqYLqniBeWmBNCGrCKnVBIEemYcBuYTxPzRUG5binzgPvi\n3xLyFVF2pPEU4VtU+SJEhcwJfLipSDgMiAwZwIOQAnl4ADFTuJty0GLaI3tPlg0MA8upR4dIlcEt\nWq5E5NAldMg3TYykxGSP3ClEtnD3mNANODHiauC/f4nittvRrW/AbUBw69bXiDnTrJZ8MWeGaSCW\nhnm94G32Pk/dnsNizvVbDynP1vhd4HH5GsZExkP4yrSg3DpO0g4hEysnqKIl2HyTihYFsVlz1RxQ\n0KDCU/Tub0nxgiYJ7u7bm3oHKbHNnnZQODGgRaKSdxApMleZ+fwI9h3rXU/SmVM/IMIVT0SB3STu\nFRVtPUOlJzwuV+io2OnMFN/CTj2iSluS6dkXK1o2OFHhTYmipZTPoIZTdodgpSU8vkCNE0k2kAeM\nK5BqoilrOiUZx3OmnFBXl0QmFpstjTvnankfIwusCwgXsC6ip5GkNBmBEBJRN6TjA8QYEF2HnMab\nzILJwxSI946Qmy0pJjiYISZPbVZMXKBDZpkb/FAQRE9tJNu2YrKB9V4gB4ERCpkiQQBGEKsCvajJ\nAsRBiz+sSN2OdHGGKixWwLDboNMBQgXyNKKuJkqtEVIx1RHHFpwmCUUoCwbZokyPsQoVEzhPnC0J\ns2vUvidbTbx/D7Z7qEoEmXr1FkK44Gr8Mp4d9RRJyjIlkCkRESBguzA0W4/OkNoSV2vmF3tImZwi\n+2cXRNEgpCR0p5j0AClv2yPf+ue5DQhu3foaSTSsd5kwLHjV3mQAdLnlqH3As9qwCxB8g31Wc729\nxJ9dsVAz+usrOvUPnFcvUOYde3VEYxTtcEGWJdvdBtF55LzmrjnG2j1V1XB+sUObhhBHxrylyi1K\nVLTTOZ2GtXBUZiSkHSa1PKjnMJ/jZE9hI7veo+gQcmLefwHUmnSnpshLhubfU58+IibPVl2zU4av\npP+A4gyhZwhvWYQrjK5oZE3lJU2RWZVzfOoIdmJfzJChoPEDK2coipqYFaqcce7OGZTAyAovHYUb\nMMKS80Dptpi9IOqEJ5OlxCuNIN707c0J11RYn8FoMgox3Ey/4zwAYr8nCQltSW4aoj/H+z2yPEL7\ngPSOdprRmT3HXYeeOrI1zMcDZmkGlUK6AVFa0qJFYdG7HjGOyKeB/q0PuNh16BCpcQQdGbNGTiOD\nCNRlQgUQ/UDe77DLB4xXX8bnEVs/IB//D/jNQARi8tTDBkJAZMn49rciFw3ZRWSMGJ+J2pNmC2RV\n8dQExntHjNEhzzcsr3tMAj1MjDicrblel+yKkSo32GWNiBK6ARA3rzNcY4wg2xL16Jxcvw7Pv/Cm\njp9b37puA4Jbt/5L3jP70kOKc8WwbVnYgos1dEvJ5y/+dw70gqVuWOcXOCMzyxKDRhvNLBUcTnOe\n1opgA4odo10gfeL+LnM17rm0HfPHJ+yPE5mGLkzAwAGWMWv2xcRruqbozlFmRBcFd2NgKxWF6LGm\npp49y2Iu8FtBXqwwwxcQ2ePaClHuMLVk7M95+pUn9ErBc3eZjZ7X9cSmcOxlhRrXVENkkSdaabAy\ncyQ87XKOkgP7FEnUuGlgKgMUNfbckMsJVR2hUbgwUUjFJCGNAZsSOuzppcbZQBIFpbCMYs+2Fqih\nQDRLTIioStHfX6FExIwjaprI+5EcA/Kqu+lhIAW8cQZWkeczpqnjdT1Qysx6bzCpQiePk57JdBQx\nsYoZ7CF2MEx+T5UglJDmM+p6hlJf3afgIl0IPHz9Da6VpsXidcQqQbXWjE+fUOWezmUW1RG5moFt\nsL5g1fxPBKvQq7tcZYs6KAg5Yi9P8T5gC0MuLdIU5KpGGg/7kZwyYoqIZ2eMOdPNWs4UaEpcHqn7\nHettYNSJrhhRXrL4yh5fQOV7hJxh0v6mM+RuIKdEVhokiJzJWWL6SHqzx9Ctb1nf9IDglVde4eTk\n5CYP+b/wJ3/yJ7zwwgu8+uqrfOQjH+Fv/uZv0Frz3ve+l5//+Z9ntVr9N4/38ssvY4xBfM3a2V//\n9V9jb9uB3vr/SGx2FM7RTR0+WUqXmJzi8fXrzGxmzFu2puR+uURX91lzSJ72YHqauGdMlhj3hFCB\nqRlZcTIbGHc7oi1QRC66K0Q30Mo1xEDdz5F6pI+aUR9xZS1e1tQqseoDR1JzJCRTYzl65m0sZhIh\n4Wh5QI6WPte4UbCvRspCs6osj19/ig41Oiu64TGHz7+L5voxMm64zIrKOwQKgwRlKaRhrltqN5EK\nzdTtSOtnObOS2H2JGDtKUbHXkpQvqVyDmh/TzJd040PE+WOiBi8lTYioWU2YFTwpt/RGoDpD3zjq\n2qOKQ1RZUD65pNqcIoWGUiF9hEVD9h7hJjIKqRR5cuS+Y1OCGUcKliQGgsgoURLF9qaLoEwkaUk+\noooVV/GCUNaomUHUCXuwJlxdIIYRJy2jz/S6oAgT2StytsxCxq1KzEzCqKiQ0CbC5BC6IOy3CMFN\nsaJtAONwMVGOPbLrUKYEIRApktuaXFakrUNKbr6jQiBMjrxaUPUL3HgBw0Q5GnqlkU1Eh4wzERsm\npnZilBEZBAfbjsK0qHECaxA5USdNwJGFxOSGdLh+s4fQrW9hb8oMwS/+4i/yvve97588vtls+LEf\n+zHe97738Ru/8Rv0fc+HP/xhPvGJT/DTP/3TX/d4H/vYx/ju7/7uf8lTvvVvRC4LiAkfE40s2MuI\nS9eAR45PibmijxX/6/hXPJP+A+vyrQi7QGJQVWJVnfI2V3IeGpxtaJoGtX8Le/MqKnU0CiYC12lE\nX52jnMb4mo1ac121HIkI8YRWjjQpIdFUdckyVURzxLKbUYiEVB3RWNKiohieRXPOSnRYKkxoGLIm\n2oCJmjpMNNMXeGddcXYSIMCkC5wcqJ1iqQvacklG4sIWFXuYPwAnyFXLRbhD7s5QVURmT1YRv2hJ\nLy1ZXUzcnwzJaXLKbA/WhNCTm5qimKHyU/pyBnXFsJEIseBAVSx2E2k3YtHIHBFREJXCjB5ihpQQ\nIZHxiMrA6KmSZdSWIkSqqUAhESYjyyVCBZIKeDPDbGuyzEyVQaiS2l8Rdic4taM4fhHRlTifOJlp\nejlQTFeQMtK/wLLUjLuBLnUYNZJI5EtBLheEfoPoIphMyh1RllTzCocly4QdJbIsicMAsoR5C/eO\nyA8TOSREAlEXqIsrpt2W9rzjOacQ+0zlJVcNqCIz30HhM506J+iBtlsycxlROaRWNzMnWkGSUGTE\n0T1kSoS7K8R68WYPoVvfwv5VLRl86lOfYrFY8DM/8zMAzGYzfvu3f/tNPqtb/6Y0Nen+HegH/mG8\n5LW24h/kQEgrlO8Y45aBSKs84dH/QrP7j7yju0e7XLMta/ZHNcoecJg1G2OAmwJBd+fPkq9PCPmS\ns2bBwEQxOUzuyGHCihlHk0ELx1G8xuWe4yCQ+g6FPqbrDmnTnJQtUUmG1KHznlRUKF1T2zl1mCFD\nSb8+YKEfsg+BLLcczRraO4ZlaFmE5xEXbzCqlhQ1hWlp7H3q2Ryft9DvyQjktEWImkU851poXFvS\nqYeIPlPN7pBfeIGkIyH1mMLijxXibE8VSva2ICeNKeYctMds4xWjl3SqwhZrprJkvJ44yKCjJ3tH\nMjNYL0gPnyBzJHNT5we42WCoS6yWlCJj3HTTm0AKUsik5QFZFmBGenHADkMTIzoVZPZIM5HKipQ9\ncndKOHyZsbb4iy/Tbi+I1jIPjiPRETggh4xxNdGOFJNAa4HxmbTboYaANCC2MB5acsgUbkQOEyIm\ngrUEc9OlUg0V5lThr/d0u0uSkCivWNVzhHfY7TkHEabkMR7WtmQr9oh1w2S2aN/QuoZsI1FYxGJG\nllW23VMAACAASURBVPLm/SktefJkCcIIMAVpNed2O+Gtb8SbEhD86Z/+KR/96Ec5OTnh+eef5yd/\n8if5vu/7Pv7qr/6Kd7zjHXzoQx/iz/7sz7DW8sorr/BzP/dzNE3zdY/3e7/3e3zwgx/k6uqKt73t\nbfzsz/4s7373u7+JV3Tr24YQ9Ec1+8HwqJO4LJFDoqKhGpd4BKVxtJNn4Sae8oi3jDXdZWBz75Bi\nv4YjyXkoyK7mK0OPNhMHUvGCfREnD7irei50h8jX+BQYaFh0AasiDXue9RBKxyQSfSwYxmM0NedY\n5sOE8pl52mGMIs0s1VWHaiqaoWOgZzoZqIs1uXiK1QXLxSEg6YdLgkjc15awLdi5lutizRfTkmoc\neW4WaXYg3A5lJ6blPVjOyMJRDxmdPNe1ZzYfWdQNZpiQpoZhi1SaqYy40hPdRCkbVNGypOKqWmMs\nNKZi8BNJCyLhZjf8NKBCIvkITy+R2wE5ejL841p4NhqkxCo4mK8oh0uQkawk2U908YSYDJvmLp04\nYFPv2OjI/bjG2SeMGJa9hUnR64RjpJ9OEDxmVe0oc00OhsEHugGMNJS6pIpL9GaHsAlRj+icETkx\nDIG+gDScojYDpiowwSNEwEdP2jt0Csjr11DhEZf31wQbyDEzxoxJBovEyZseFnoKGGvx5QEyKGSh\nSGGkMTXdUjPEkcNdQVMsQCni4RG5KWEYYLtF7DqwGnVyCS8t38TBc+tb3Te98PXb3/52XnzxRT75\nyU/y2c9+lu///u/nAx/4AJ/73Od48uQJn/70p3nnO9/JZz/7WX7rt36Lv/iLv+AjH/nI1z3eO9/5\nTt75znfyx3/8x3z605/m5Zdf5sd//Md59OjRN/Gqbn27cHHkNDziy/oNRr1lxxlW9ujhiuVgeevu\nWZZdwETDRKIIhpxHpAucOcc+Cv5T75gMjLOSstHM5BzlK86jZmXvc1wseKZ6hlCUKLmiSAXWRcwo\nWO8jR7vAwXVF9ofssmGQij4p+n5PN3m2fiLGjFUVrTJUZYkSN3n8U9ozuj3q/CHFDqyD03TJTkic\nFsisUPIQrQ1ZtMRc8ZX8Gv+pe8hfdl+gvz5j2u7o9qeIywt6BAfK4L1nql5mbd/GNEx056+ifcId\nLnFG4EUiLufszR5kYkhbhrM3iNPIs1KydIEcR5Zuor3cMo+estEIo0FLZNehT04RMfzjeyGwQIXw\nFoFEKIvMktQWiBwheEbdUYwWaUvS7ppiDAQcIghkToT9jLyZMyXLqCtGX+CvLxnGLY1qKKUmMHLR\nanYHkt3hRFdJTBwQMRALhfORq6szJh+JJhFLkLVBVAVeeGQD+k5FvtvQmZuyzKGbcC5ADJSn50wh\n3uyNCAE37jG6wBYFqa6wK0teRsRcUNx/hlkqqFkzKkWwDcYeU69fQi7XMG+g1ORZTa5KhAuQISeF\nmOKbN3BufVtQH/rQhz70zXzBH/zBH+R7v/d7qaoKay3vec97+MxnPsPp6SlPnjzhwYMH/MIv/AJa\na+7cuYMxho997GP8xE/8xD/ZiAjwIz/yI7znPe/BWktVVbz3ve/l93//97HW8l3f9V1f9zz63v1L\nXuatb1F7f8X1dMFF9xrZdewuLihDhUmWmAR384pllGwqybEruTsaDvsVry7nDFayXe85kxpDZhPg\nNBeYMdHmRKUyd7RBzA5RlaSQiZ6EGQKVd6x2gue2W1TuCbJiXxu6tEAUNWAwwaHURK06xOUFMycx\nsxlsLqgefhl19ZSL0qAJaHdN7QO2m8An/GzJdOd5mrJAdZat7rl0kcvQ0+tLlNJkf0XRn9OmGnRN\n1gl/dEi0K5SfmBlFIHEVR67p2fozgnAUxZxgNdN0igpAMuhyQdQSJwuU1OgkaILD7Hc0fmQVAvp6\nRO27m7oD/YTwCZEyEBAEMvkmFdEU5LpB2kgy4A8UInliIdjWZ8is8IVkmxPbYk1OEZU66sEhgkXI\nI4qtoJki1RRwhUIPe8p9Tz1avJZM7V2EWiKArFoWk0DYhmhL9jLwerHjP86vSVoycyXbecloGmJp\nqLVAW03KNde7HWy3aBdQSaG1ASRDGlAuooylDmAWBzBvEEXExnTTy2GY8Lokru7wJMFVfUBqZuj2\nPvbKUeZ8k00wa8kxki8ukMOIKGtEXULTkGf1TVOnW7e+jqYpvu5z/yr2EDx48ICTkxOOj4//ydLA\nc889h/eey8tLjo+P/1+PpbXm/v37nJyc/Eud7q1vY6VqcPtHWDR3Hj6h6a+RCApXI5WmEpLs18zK\niTxvkaPhf36pIWqFMplt1MyVZkJSioDQEi9GLkvFvdmcuZwxz4rWF0hzwF+az3OePQhNkzv2tiOr\nzKhHYn6W8uA5Kl1Q5gE9cxBBnVxhd9ckf02cdqjtKV569iYx7s4xbY0rMnY7IbFkJNWl56q4pmgM\n5bLGnltWPGFHi8yeSV1Q52u2tqIbCjIFmENktExCE5rnObt+leh3nJcjpdbsXSZPe1rxEjUFhV2z\n928gjEFqibA1OQTi1TlazdBCc2AVqveYrBFVQe4HCBEhbyoRCpEgZ0CR9Vc7GJY1qExWAjGfYxoN\nF+eEseMqeWTuEFewXMxwYcPoPQuhSd6hZcV8CLTjQNYeWyoWZ9f0M0sRRrQUtMUx0q7Z2AaxHbij\nJXZdIpJhGPd82Qz8pXlCMIrPmz3/49E7OPTHBGuZaUGSGiE1Q39KTpHx7jHh6WNU7AiFQB09x5Ef\nCb7D6AITDYwRWWjEPpKDYswGJSz9VWB445o6BcqDjNg58jNz5LKAJElVhQiBbARiviAhESndpCDe\nWX/1f3fr1j/PN3XJ4OHDh3z4wx9mu93+V4+/+uqrPP/887z88sv8/d//PTH+56mv119/nbIsOTo6\n+ifH+7u/+zt+6Zd+iZT+c+atc46HDx/y/PPP/8tdyK1vW1aVNFOD+8qW+hqqMMfEgiZqSllxLgrO\ndEu6XnFwqqC86WhXIpimCKOlumqo9hYRS573lrUteNe+5e6ZABmYH3j0XJDKzN3ymAe2Zl72jNUJ\nYzlgKk2oF+i2YbGYc2wVd9sanS39DsLoccowGsGwecxG7nloJq5MotWJ6aBiHmpmqaDICeYropR0\nfcHr6QGvz4/Y+8f0yw1m9TmO5OeozOdxxjOvZqSZYVuCO7pDWxzRVCt8oanuvp2r1X0EI27a0E07\nVLBMciDnSJQKXa+JVYUjoIwi60gSjiA2pDwipEYnUNs9uEhSkIUglZZUWVJhScaQCkk0klgWBG3o\nZyNn656d3NCPZ8Ta0muo8hKhDdm2OEpK2dHmjjaNSBGQYYeS4MqCWdtiMxQ5sZwUR+oBM/EsbXmf\nVlvWpeNY76n9jmQNomrh3jFfOEw4q9E+YlzmdT2i7TEHY4F2NdIL1NkVWVq0rXDjwOm6ZPfMnP39\nFd1aYqqWNlaUZoZygRxGcp5IVYHziRgT45DYnJWIK8dmrAgXmWYI1OfXVE4gIoh9D7vtTWfHlEAK\ncmXJhQE3gTFv9hC69S3smzpDcHh4yGc+8xm22y0f/OAHKYqCj3/847z22mv85m/+JlprPvWpT/Gr\nv/qrfOADH+DRo0d89KMf5Ud/9Ef/sc7A+9//fl555RXe//73s16v+aM/+iO01nzgAx8gxsiv/dqv\nAfBDP/RD38xLu/VtQkye9PiSVZ7RRk/lA062yAD/UB9ynizPDxMX0tNHzXIbOVlkJCPWrJhnw3M+\nkLYNpsxc2Gvun0gOh0B70JAfR3oZ0RXInaSKBbv1AZyesF2XVNFxmUoo7lHEAnt6zkZ2PNFr5nGN\nSOe4qNGpJ2aFMwpfgxszMjm2M8usWSIPExiIKSFSYELgzSGlskxoHhc1Ol8yTpkyap6LlhSXZFly\nXcDYLDHNDFeUxBg5Ki1eSuxVhxAFfr/hYFAsGTlSCWYeLVpCcZMp4Zqazu9RQSBjiclQloKSAqFG\n5OjAGEx3s66OEARtSLpApEAmgewQcWRbj1wf1eSDNVrW+Kknpx1ECwJsDIyVRNhAKT3eeKqhpVEJ\nX1uysix9pJwmKFpkHRBe0+fAZDQ5RLabMxgiu/MO2y0w1QHqjmEhLc+7NeH6hPu9ASVZVRpfTlgf\nUSIjpSIrjS5bUvLoqzOsD0RrGWOk3u/BHBBLgzo5B62Jm0uSLxDzBiVr9LijTy1R10wy0voBBFQS\ntCgwPpC3HYhAbiuo5E39iyhugoDVCpK4qQB569Y/0zc1IKiqit/93d/lV37lV/iBH/gBhmHgHe94\nB5/85Cd58cUXgZuaAr/8y7/M93zP99C2LT/8wz/MT/3UT/3jMR4+fMjl5SUAd+/e5eMf/zi//uu/\nziuvvIL3nu/8zu/kD/7gD75uIaNbt/6fiG6gsXfYhUsu15HmMrMrBG55l16WlINkpyN7abCjRMeB\nuavptKfPiWddj/aZ0pS0Ge5uOkw3xyAR1yOICjaCvBt4mDY8ko6prljffwdVfMKlfx0uJnbjqzRh\nRqYg1PcYxg0nNrBY3UUZjd5kTisPd9bE7gm2SXilsc2CN4Y3qP2eXZuoWZLaCrl+Hl03IGBSEd/e\no7q8RIx7oihpo0WqgLM1LlYso8VenNFdXxGKmlQm8qzgUCeq3YriQmPDlrc1z6JUya7z9LOC/dij\nRKC0EoYeO3lULGnEClkA85bcjzBrUJs90geylAhApUSczwjbRPI7clAMRWCUnpAmdtM1XdxilaQp\noKgcnR9RsibFkXVxhyAC9XVHkhIvNMsskK3ETRXGedRMEVVEzpdc14bsEgMTu7ynuhg4euyAHtUH\nohuIz7zMd5zd5fnzU57YkQNZ8KAruD5wxJypQkA1ktRUhJBodpKtOQazQSHIw0BhnoXFEtFPsFoS\nRSJvz4m1gX68qSswV+hxRLmSaOeomLBloloXFE1J2vQI89UaDT5Aioi6heMaCkv2HprqTR49t77V\nfdP3ELz00kv8zu/8ztd9/t3vfjd/+Id/+HWf//M///P/6u93vetdfOITn/j/7fxu/duW5w1H5YIx\nRNSFY2wju2PL+eGMp5vElRLcSTOe6wJNpdjXLcuUQdYkf0LtF9RpoK526NTAIJBCYrPGxkwaPGNt\n2PqBjRmxZka767A+QRak5lm2xetkf03IO7Yy0ccJLe5xjuGpHmlWms0zd3hhUZCnCeEcc+mJQtHH\njJYRlWEKGVaKO+0RsVSMWdKHjJYtD0vNea65OxSUukDKEisNrTKkWFBpwbbbMjZLMp4+Csw4caCP\nOdqP2Dhj5kpsCsS7lmhBy5oidqRYIfTNUoCRB9TCIFWFEAoxBfjqL+rY1qh9d3NDjBGkAiFuCh8p\nRZYRJ3tEqjBbSeCaKBXLS4XUFhYVlTEoJ0izJSzuwNkFjR7xJiDHjJw8qR8R04RvG1JVINIWn/bE\na0NuWqbK48YR5TwRSAqsAhUhnETiELjXzbi3r0mlRYqO7HboskI0gdho0vqANATS1NNoTdFbKqVR\npUIkIHhIAXxEhJHsI+76knS0QDBSZUupM7l6g42+C/fWHN0FU9Ww6RBksjAQRwjhpjbDQQXlzQYx\noRT5NiC49Q36V7Gp8NatfzWMQb3877j7v32RhcicVom+G7ngBHt4j8IkpmRotOSBXvBGmDDdSBkE\nByhW2SOAajjFHn8HCY9QgXKa8JPky6sZXecIYsDjiLsr2t2ErEqkTCz6yInqEMWAyJYxl4xyy2QK\nBtOyNntUK7jIjud8gVElM9FQJSiiJ4Rr9nODaCSBET1NhHpg3F3x4nxN1xa8fr2jGDzHQ0OZ77Cc\nPHUUuOoAmQpqnwkugNccZcW+MtRIRNlQ6oK2CJi4wbqBPA6kYY+s71NIi1k+wPueUUbqAVRREfae\n2RChKqHvSYsZU54QvUD4JWryNx0Cly0+jgSdyaZC9QGZS1ypyaZC+IFnzzQmRaQOVD08eUZQlIfI\nwjLImrKJUIJRCj9cYy62hO0eoyu4U+N9hy5KdA4sEfTjyNRdk3UixcwkQNdrJtlSREvaD6hJEIRC\n54hKnqlZUFqPSROyj4RNgVkeEMrMbqEovMeKCVxA2hqbMsK5m1mQ3R7cxChH8rzGu4kcPZW1pCQo\nZpK7eoMqMmIDss83mQP/92ZBEUAbmDfkwiKMAavJ1t7uH7j1DbsNCG7d+hq5qngqLcEU6KB5O0tU\nvSXYgvtCUCTNHa3QXU8rMsdG4X2m3UmkHti1FZV6K9PRHVK6wuxHTAknc00qNGE/oEdL0BcILVEp\n0URLlAXb6QxZ3GNIVzg7MSWL1DViOUOHESkTNjfUpiGUFjNCaSpCt2McJ0ws2cw3DJOjCo4FB2QR\nOSgUYrpiNruL2z+ldZpGtCityESaqmF2eB+ja9rLHckJZuNA2u/JKbM7KGiWGswMffw8PHmEsJfE\n9ZK8rhH9Of1she4ibZ8orSLrGV6NhDxSJY/sWmRT0g9X5BqEUIwvvUR76pCTI0XPdH2GlIZgFU7W\nSK3YLQR53CFGSZ5ubtyp9Ag0ZgNmHqE+JleHWG/pjmeEywuqPuBlIHuBGRO5LeGgREoDQ6ZE3aQ5\n9oFYHeDmIxsVaSaNXVk6dR997SAnwlQRFZRLg04F0U8ILRFWoWJEDhd4IjmN5MUM2gohJWXKCK2h\nHxBJkA4W5OBQnYN9QHuBm2nipiPMLGlUN2mm04Q+mMEUkCfn5Mog+oFUVnAwu5kZKAw5uJvNhAe3\nX+W3vnG3n6Jbt77GuNtw1UjaK4FwIztrsffvc3fMpE3GWcWZyJyYDSELZlqzGiKDN1ShYpFrLu0C\n2zuKkLioEp0UpCnjxkA4v0RJydLPiGJiPVuityN9EdgvFzTVmrvFMVN6xKkXiOKImVoyuIl5s2QI\nkcPR0cSCoz4yiAGlJDkl9mXkLe4I50fkvOVwKmHQDDITDcQ3BprJcCVbHpmJNv1f7N3Jjm3Zfef3\n72p3e7robpctSUlFUZYLkgV7INiwBvbAY/sJDD+CZhryLfwUmnlkw4MaWAZtlMtFUWQmM2/mbeJG\nxGl3u1oPDiEBCRpVIgFJBM4HiEHEIHCavc/57b3W//+H75caUa9xtqFSDblRKNfRLq94cB41JaSp\nqJ1F4HhfWcz1gkLONGJGHx84dq95cJarU0UjXyCpYDzgmgKdDT5litCTv3mCpYeqIZeWlAJ52TKL\nwBAdaXxEr1pkPyGEIDQVujAMYkC/32KdxSAJUSGFoa4+wqmSMWnsMHNyC6bpCEpgBbTZQIIUIpPO\nVOtn5KZEfHhEDAOFFEwpE4LnWHjESjNVDfl6xfI+E42iLD0mK0RRIpJHVBUmO5I+txAuZKCbIzl5\nFtIgVUZWNdJlxL5H2HgOBMee3JbkbkBnSSg1WSkWD47aNPSdR40Toj6SMzipqDNARr9+QgwTWUDy\nnvjJK9gdEYf+HGo+bEnf+wSuLrMMLn5zl0BwcfEdyTvsRjGUL5HTjNtUvMwVuncgAsJpvtaPZFPy\nVsKmm6g0GGMgSpTQmFWBfHdAd1tehYAvCva5wOwH2qTw3mGDw2SDaixHeS4ltMmgDx6ZKl40f8Zq\nM+JT5hAiL3PFu3zAxoDvOsxSUxc1p+OM8p4hRvZOUasKIzWoW3w5EA6OEY0UEjkMPDrBSRWoxR3X\ntSPeVjyEiGWiiApTWcRTJhSCioZFnqlsy7tupM8jWz3TqMRGjyxdoji+QcyOjShQKTC7d6yqzzjK\nhH//SOMLEpI4RFRTIU8zPDyR6gohPiKrEqciSimm6xWzgsWcAYO/2+CfGdr/85HUJZ6kow0SJ2rU\ny2dYu8CJmTx4QuVw8xGtS7K4IaxH1PiEECNpEVFFJHHEiIZ4c4O4fyCFEWeXGNHRREOiJusd6WQI\nsafUApUjadNiCknoE32S7INDp8RNauii5PD+hC8SY2v5JEik1iiRmFPA7AaUUaRNi0iJWFXkdoXy\nHTpkjIAkNCZJ0jQz5wl8wE6Z0NZo5xGTQ0zj+T188wFsQYwO1U1QFuRpRm4PpEsguPgtXALBxcV3\nlLZgVQz0OhEqy6ZsSHvFldGY5AnzxDfR8U08kV1Bl0aS91SqRSlNXCiK0yOLwwOxPNfUL6xAfXii\nHrcQApNpQBlEaSEL9JzRIRDHkScbmSJUwwdEXlO3Ba21HOZAvX9NPQXupgIdnyjagiJn9sYSVUYE\ngRvOEwK11GQaMAk/SQYRmM1AEhUroyE+sisTNp/YqJZw2PFOHJFqSfmDW/SYEfuRg9Tcn+457Xpy\nPRNUYK8VtjbIdCIUBVENSJlI0iFDQZ49TpaUeSZYhZ0j+ARJ0Hx7witP6j1TeuDhT56jn/YsRk8u\nCuYY4Qd/QFwWvJke2W/f8fGUMKnEE9nZGbNaMdRQyYQLkW6eGKeBSXTIPrOQGxYlVLeGZB0SyDIR\ndaQQAhkSuWkRrkAoQeEhVpKTkayrSH2aqITE1ArXe3KRictrxOx4dAdyawlC8pUKjMqxePst+eTZ\nHBTz+gWLkyAAIR+IOWFn0LIgLxakl3eofkIdJElnUunIMqPvj/hhQokKgSDUClYtZh4RpyMicu4c\nE2b45Wtk5jxmWUlEUZDuNv+8J87F77xLILi4+A69WPAiw/jwRB8M1micEoynI9o7pjDxatHwM+/x\nPrFSd9zbExuRmVKg6E5czUcK5xiFIyhBP3RUrsMoBUJRhZ7j7UdQNHCauZaKMSXkGPCpw1cNnR9Z\nTIbdjcbbEwpP8BqXNGW/xZ4cebNgEwpcZdjnTJUTu7rgrZFcdyOdWuILSRUg5YDLklIFTvlIDluq\n+ydq/Z599RJMQ0oKbwUv+4nV1cdMM4QsydOIKme68ISNFScEO3OiSh0iR5yAIDR3s6UwC3CBqDNZ\n1kRToOYRaRRGCWQWaGHpMryNA3LqkH4AY9Bpxo4zRh35esj8fHjk6vEJ1cNygql0eCFJr54T10v6\nPvGYLZ6ZfngiTHs+Pr6ltIZ1fYcza0pxrnqYSBy3J4J4x0IX5GVDJuPomGTPGEeMqVj4DatkEd2J\nQWSStiQp0FoiTcJrhTIKpzSnsGUzZryWKJdgzEjxntn1qGyJbcN8PCBmRbAOicN0kmQs46bmpAXi\nMLLsPUVZIDIYgAyuWZOaklQXhAj69VsAotYIF0EJOPXIogQEqRvJMV5aF1/8xi6B4OLi1zD7kWJK\nuDHShxO50AzTL/kGyRfhRPHgWZrIIErqIEmygqVhHWeWTz2jVue+OVOPrUr6quJaOGxSqCyQrcE2\nglAIRKpwYaIR4JNgfZwJ0nMSJS4cOHUTvqlYFoEyCjbHgd5n6kEzxj2xblFzRqWKvTjwthho9YpC\nSYycGX1Dko5imBBWctcfaN1XvHzseB4DHsMvbrY8rluizsR4xPSaavtAvfiMShqqHPhlqdC5pvOR\n2nq8O+Erw+QDygmuZ81SrfB1A0WBoeC4TCyPHr/QxCuD8IJCJGy2zAQoLPrQIaKkFz3LOZJ14sSO\n3f2JjZDcTpZJT7SNwIuKp09v8VaxzpL2agNuIJ7eYOLMevyAqCJeCXRwyCqhipeM/Tv2DlTWDP2J\n2Hq0mxALBfEJ7QbulEBPgSQlHTPKDQShmJqJ+uGAFAZxfYM+RtLckRmxukZGhcgShMcQsGJJzBHv\ne1JXoYY1YwHKJ8q4J48JXWhk2MDzFwxLjV9KbosSuTue5xRIQfHhkfLhAVmWhO9/xFyXqKcd7Dqy\nDQgfyCGRS5CLGjE7CJdAcPGbuwSCi4vvGmfysWccIx+OI8Nw4ovGc1LwTkbG5EgoKiloRI+SJUJY\nVKFx0nLoZgIZ4xNDY5g3Bl8aNNc8+3BCZon/6AVRGwYf6VcLTJ9R0SG1RqolfTywF5BSw+wsRlly\nmvlkEli/wpM42ITOkkpEqpgZtOCd3ePkEhkg5BWzFFxnR5cSzmRKH7nNwJPn6ujRMpKU5vePNYfr\nJe/TQMqJbZop/cx63KJ8g5gcz9c1SczkouC9PbB1NUUYyaqk0ua8rj0I+jRRpcwoArsXN+w/vWHT\nD9y++RY5OPL1hjhF6kpT1NV5ZHCYKXxCPBzQsUDpnmdh5KluqSdPRJAWKwpboNc3RANTduz8B5RM\nJAXHRcXaKfQgUELS+Rm9OJdzZrFENhBEiZlmxqdHjBowR0mqesppQJYGYVYItyWvb4iFYu/u+eQX\nlnoS8OW/I14vCS9mdikh6++xWjzjZE8UaUEjAnZ0qHqFUYZ9JVF9BY0ipYCIE/r+RC4tAciPO3a3\nd5h2gT/0+HlkYTSjEqjDiWqcUG0DvkP97Gvi91+Rlg2It7A/EbNAlxZZWGJMZASYy0f6xW/ucvRc\nXHxHRpAw9G4iioSfwa0LvlUzIQdOEpKKuJhZZUVfLahzwseKqwTdpiAftkgitR9wg6N2M50paT//\nHFAgA2mEPPSUK8FUl6hkkMnSuz2zCFRY7huPFJ5Fygw6UN7cko9f4RcSOTpEkojRE5qZQxu5DpZl\nlqQEJxWobI2WnkYm+nRAn0b+fbrnhYKlUOcxwllR5MyEYL2bKfwepyN7M1EcBUJ4ymqJFIlXjyCm\nA9XKMt60lO/ecPckKNGYTcNpWaI7Tz9+xZv2HflhwfLqv4FDQjYLpO8QNhMraDE8nxVPJpN1Qx0j\ncTohQ4FQBa9MRQoOGwNNVsxzQrSW+tsHsu6QtcK/WlBfrSmLK9Z5Q6EkzdtfMqCZTIuprphEPC/f\nGE3wW+yUUQUkWeLySJ4CYvSUvWQsjyQ7n9f2FxXFoaQdMtloZIyI7QFx1bDMkr06kMVzSlWhFxs2\n4hq5jszdB2Iy1LJF1M9Rfib0O8w4IYUkj46UBb49P78wCdoA2hSEOFDuj6iuR/mAHCdyU5/nQsRE\nQiCe35LIiAixKcjGEiuL/OwlxAS/ZirsxcV/jEsguLj4rtKSm5KcwElIhUUaTwhf0fkNKguUEGC3\nZA3PiDzvoQ4j082GzTiR4swQ3vC/rR5pxsxf9D9ErmoW4x5hDGl24DLCFmgElQiMzQJ2hrjJTuQR\nmgAAIABJREFUEACXKeqJzhjkHPnYXPFMNnyzuMERMO2M0JrJbxEYUuhYqIxdfx8XHNk7VDng8zsO\nzFyXFV93HU2MdMuaD2Q2zqFVZHgBz8YOHzInZSjigCXjTSTaiZNKPHs7sHk/kYXg9nEi+mtuDisK\noDYgTpKjFNxf7enivyWRUWHLvP83LNV/Sb5/RL1/RLoZZWrSsqVNGSsN06LA7/ekaMh4lDTYas3n\nZaSvFueSPa05difGacfeZmrvsO1AudlQNkuGwxEtX+Bv1zz1O1aPA0HcE0iYlaFqDKdBE6eBhalx\naUIEMFNE95ZKKggjcwvTsGVYKqp1RdYBmTJESFoi9BIxj8jBMz8lkjhy6PZsVc9CGRbFglLVmGaB\nNQv8TlN2R9RmgadH9pGQCmSqMeYONe1YColUGqEUaprISISP54ZEzpPKEpyDySEmj5aCMI74psUX\nS8SLG7QqMPqyXHDxm7sEgouL7xBSkG+vqOsZ+dbhdkfSw0/5s73h/7EOJ2FBpG5fYnLL9x8SdaMI\nznH3+i2rZxue3Gv+55d/yxd1j8jwbef4n4b/ikIrGI5MUkEUaAFdSOi6RJWaSMAmyb5ccCodcVVy\nQ4s9dtzMkXnnUJUi25o0j1SbROgt+EcWJtKlmRR6KjECgmH/U7wxyEJxyF8xXFkGa1BTjalqquMj\nNkXyfOLF7NjGBqFmkgooLRhuWiKSxkv06JAyIdBkF/j44cQgSrZ5z72P2KQp4h8z8AApIaQkkkjJ\nMz9bUf7yNRmB0AVimhFakV8+gzAjUiCaEY3GZAFxxqk1cjgigyPFSLaREKGwEVMMCKnQhxF36kjN\nEp0bso3sH7+lGEZiZVCnA2WhiRWkPrFor9DFHXockF6RbUWaMko5RJAY4ZFIpPfIObJ49iN233vH\n4u0J1ILtJjPkE6I21PYzJpPojzNuihwqzU6N/CDfoBYbjMwIGTGNQyxb1JsTySzIJrELivdKcRi2\nvIoGtUwUTpKGRNIGFSeCUSgpiNdLRAjId4/I+yeUFGRj4GrJVK0Qz68RVY1r2/P+lMt8o4vf0CUQ\nXFz8GqKGd7s3dPsP1Lng+mR5vk3YxnEwBSmtmMyKqzJgQkT4jHGOcpyJY8Heer6qeuSvJoz/rDpg\nooUUznccfEZMDumPiNKiV3fIbuR+7LiZQLWG4mXD+qMK20dMbliMise0I1NRF5GSgsYseWsPdKEn\nG81KLXlVJfpU8MiIn0ZS6ompAnHELq7oWo9rA0VYIlXLwBG1D5TTiY+GidlOdLVjuL5leX3DOHr8\n3HO4Nay6gPERoqCQV/xSH7meQGfDmypT22+p0h8zqZ8S5REtCjbLP2QdI7EsqOISNU0QMlJrUj8g\n764RNwtkOjCWGcYKL6GpFaKXzNsnZHKMqSA3ijjsYQy0qUa0r2i5wX99ovCGyc1ELEsDc/AUpqAV\nCjdAUQnCPNBcfUy+vaXMmdSd8OUV5Zv3aBwyOI5FJhY1E55t2JHs17jvranEgdviD1CxRMaWpbrj\nxCNP80BCUp4cQQa29gTLKxqhkD4hDYiqIZctaj+xs5KvLGylwfU76kXLs2ZDdhMyt4gMDD0MnmDM\n+fd+RP5qCQEhEO5IkhlefYooC/L1CqT++w7HFxe/iUsguLj4NXbv33DaHah6hzr2LHPLrAc+6hWi\nsvyyfoHyhocc+Mi8YeUNNzGgVCZMI1eLj1inf89Oe7IQrOUVyliSyGRZwvYRYQ1RKKJLjL2nOnRU\neibUiY3yXC8ajDf4OWH7SBCR7E9QWhKWQzHjlwV/FyvqSWNTgaxWBJEobKYcOw7KolKHGXv62vLc\nvsCGgJEFt8U14+E1co5kaclao1YlvYa4ajCrFbp5xaJMdOEe//yKw2Km+WrHPraAxYvE3y0yUUei\nyLwKjkZE9LP/DtM+Ioor6tPH9POEe35H/vo1a+/JVUlqm3Nd/fUG+/wWKkPe3hOkRDU19vWRPPWs\n/cyQHCm9Aa6Jy5KUB4L6nGUssE8D+WlGNjU6JdqnkTL0LERGKEOlMrYxDLJk4UrUwyPq+gbz/BZC\nxjwcoDyXR4ZkECrzpEa+ahbsD695F0s2SSBFyX8q97zkD0gy4E2EriWVr5jde8wQ8arlmCTlhyPv\nv/8DXqUIXjI+PRHTzKNyvM4BnwTJl/RzxxvzATt/yh+/eHnuaAjkwpLzHqYJxLnREYMDa2EcIQsy\nEqMys1RkoTH6UmBw8du5BIKLi+9KiXgaqPqZae5oHBgt0eqKHAu8ralsxiuJUYr7asm/MgJ8wGuB\ndIH1wfA/Lv4L/pfmK0zZ8N/b/xzVLondiD+cSCSy1ghtycOMfOrIQ888Dkx4fG1Yvo/YIGiDRCiI\n80SjEn3uwAmEUhy372l9JuolMnRYD/X153jlmJ/uacWKQS6RRhDrkdR9IKUSqSr26i2prGlnRbaB\nXja4qUfJGseMCXeEoyRIydwpFjKjrGX46A7Xt6TBcd23vK16NI5lUHzsN0w50PqWVN4iyol5mLF1\nQ7UosG/ek4VAxIjoe8LtNeb//Tni3/4t6uVz0u//ABYFatcjrEMER8oZrQypkngZcNpSSWijohWK\noo8sdMFBKcTxyPWkcasSNQTaUFPUS6Jz6IMktALRVFQZ8u4IV0vM/RNhLUlSUgjHw9pwqBKddHzz\ncMTpgaAklRK8c4qXVcROgXB8IqsFL6oNj6cHCKC0YC01clLsvSTnwK1W4BOHNCHFROsF/dSxrzRq\nYSmKkrnf4/SGQivSaoF0j0ipIAkSiSQyoi0Rj9O5kqDS5OsN2o3IVkID4rJUcPFbugSCi4vv2M0j\n/y5GRt9hmkwza5YUcNsQEJRBkPKEkxGnNZ/rDPWSOE1EIVgcn9BZ8yfb5/zr6WPysw1CW5hGXGmY\n1QoxJTxQTp5Yr8mVYRsKiqkjaoE2grfJIcYTn3jBRimUhKnS2CkgtSHqGjXvUeOepDTZSbJypDzj\n48jy6vd4v30ii559pblpPqV49wYjS6TK+PER1mvmZ88oEriHEwaFLDKKayQfczp4tmOHGDx+4VAa\nXmwzul4yVZYX4pbrUFC6DlmVqCnilGLuZ+z/8Zr5SmCWz9CrmvbnX1K+fzhfxhoNQmLuH5HTTJIS\n87MvKCtL/OQlIknk1RLv7vBmJgqBtz1RlYgEYpagPFmUqOUCu+25cQrnI7IwVEVB9nsUiaAiJIkV\nkWJ1hbi+OY8P9oGcIL+8Q2+3yL4DqVBlgz4e8PkNSs5MOiNEoDR3THpJPM7UpsU9HZHDW1ZSIM2R\nZM+P7RQ6KJ/BLJCjZ9CehRTQz8g0s+47goQiZeppxYu5JBcZlTO4ANEDGhYt/GpSYtIKtCC+vEV0\nA7mqEfOMOPXIfXceqKQvH+cXv53LEXRx8R1fDSfqZcvVW0XRBW6txFYLRqugMAjxyNNcYAQ804mr\n+oq6rPFOoqMnm4JkNUIIUheIncF3Hl1m5qwZp4ysGkTWdCqhpSUMmdwuOOCJtWAvHcspUMkepwzz\nmLHHkdYoQrlAoalEwawNZTIUyVGmQJgOfLP9ObVYYOJApWb2tWJtKvQpY/QamwN5mpDJUJoSIRTJ\nAeslw0qQCwFdYtYFvYtknwhRQarxQSCbAi0z5TBTFxbtYRY1M+cxwSUlp4f32N4hhKY4fEDOkuZn\nX6AnD0CeFeJmg5gCKcbzuniI+GmE/S84nH6OEreYmzUljiHMwBWakVFJvL1lgeDQNqxu76CZELNn\nuKnhzZZ4fMKmiKlbmDqEsGSzIE8zahjJH7YIqxDDRMqJbAtEcBDh9ustnhNdEbg1C74hMqJZlWuu\nURzuH/D7J+pdT6hLZpFxw8ByvcHGzGAU882CKjlUFux7x+Aj1inmY0+THLWwfG+yOBvwY+DGt2iO\nCJnPLa0nB96RYwBrzxMTrYTVEu6fyG5GeA2zR2x35NLAq+f/rOfNxe++SyC4uPgOISXlNHGTJMEU\nMMw8iXveNC/YD++4r3qaVhAFXNfPqMw1/jghmgpZbUhGkPyM7CJRVOzQ/NJckYPndniimWdmWRGr\nktEeETbTGMGibIjPK9JpR7kfWAZPMY2UfsAkibQWmWEd4CAVSElr7ji6HcltOXpPEAF/+hafG5Zq\nSZEzz3JNFobaRYp9gUs9QXqKoqK0Gyq9ZthU5NxxenpH2QfadkkSmcl7jkJQy4zKoF3BsapIAYo5\noKYRgyWrjrldYaqSvYb2MYKQCJ/JeeLqww7t4j+8xiGemw09v0G/foeIkdBWDNUT/t1PiDnQm295\nWvwp9uPv8bHVpFOg2HWcZKYA/NQzOs+LaaKcJ7zS7KfIUEoKVZGM5OUgMNKihQShiHUBziHb8lzS\nt90jRDhfXUtznmDoAld1zawHFgO8rGAQBTYH0tMTjIEUCpILwIwUgdZlPtiOm6rm7tkr5rImozlO\nJ9oQ0EoQpOE21YgkMUJTa0tqb8k3d3Aazo+ltLB/gmVNSgkxO/LtAtmPqMcDfNjiS0suC1LKyJjI\npwH2J7jZQFH8s503F7/7LoHg4uI7Pm+WfPPtB+YEpTIM2pN85jBueeOPxByxFGSb6YhsrCbmDlEa\npAyIuiEnQeoOoDVfBsjKE+eZr4Plh+OEDAM/TyO+PrJQDcel5ftW8fG6QqxLphTw+yNSgiYgZMmk\nShgdRkO7XpCU4EF4VC4ZpUCMA1WS5JPDh56JTJsC4spAs2KdND52WLHCVwEVDeXhc6JSzM8SsswU\n3UAzG8qpY1iNKGspY8mwNDyLnnp5g59OXH35mvK4I5NI7Q22NdTC8OVmy8mNiGammSTCCVSUTOsr\n2vgGASAgC4jJ0bUr5j/6HF0UxNs1/uF/J6SAk4IhZarjE+Q7emf5/iDok0QOHYMRDMZQjTPHn35F\nrDJv6p4nd6CYDbJ8QRU60jwjrISihcKQlQapz1+gOcM8nK/GpSAVlnG1REqBKpas0UT/noUxKAHx\n3c/IuxGpFwy6JTQVPvSMxS+Q1YGWzxjzH5IGB+kbzIcdv/fFV5gMx/WK/aIlaY0QJcdVDbmguLsG\nAQwDws3ndsRDhxxHxOFAEuI8yfBpTxYSfMSEkbmtwEWiBoxGSMjOXwLBxW/lEgguLr5jJTSLjz/F\nf7MlAW+Ad0Ug+COrFHifPZVTtFXDn9nn1IdMDgV574hFT5E18uYKskY+jIAiTSMqnYhJ41IgiYAT\nMy6DMyMfzwoxjOi8Ae9phEIIc95xbhRzNOS6BO8YVU3jekR06G4i+AkfOmSY8dbQzBIzKEQ5ILXG\nz+8wGaRaYvwRq371hdwVjNcSWSzQe89c3lPmBiGgEgVdf6Iobni+WiIfd1wdJnT9iJyO1LsPiJwh\nJ1L/iG8/4mH+ku3wiNeGn1x7Puu+x9WoCc2Cmy++IQEKyEC0iiBGRBzRyyuGz76HTzM2PEf6D0TX\nkwMoUaA9xO5IMc7IqxV5XTB8eIdE06aC7I7c64k4OeqUGZkw05Ymb7D1isJAFplwd40qGsRuD9bA\n+wfyYYe4uyaVBe50wKsl8vd+j+gn5kGQ2hfIaeL5uy9hfsvJgPcOqWeiecZJ/oxsvyIrhZ9Hbvwd\nHSBnzQ9/8Qu0j0Bm+TRxEB1SLMhGwmbFdLXBFjXEgIwz1OU5ozxMlI9HNBmtFWPToMkIq85zDpRA\nXK1Iw4TPHiFnmE6o/JxLj8KL38YlEFxcfFdK5Cw5vXyJPG5RVwXvTt+ivGCRC6pcEYTgz+RLnucr\nYjkgmxaOJ6T0aK1hmOB4bl98pwzvYmKOjrafqcLE68ZTLmpgQqpI6ras0hrBEUZHri15vUQ4j2sb\nZrmgfNoSkcjgkYeB8OZEZTNBBLQuiL5mLj2tTCyCxKmBmCtujyN+0aCXK5xKzCkyphIlDf0ksFNE\nUFCtr1BuoMiZHGZOBCQD9vDE4nFHEwTy8Ij2MyInzl/tILIArTmmPWEYETHQqgIZZ4L9mEEl8tQD\nkkwCIAhHNguEMMgcsMMRkTSi+QNs0aPijq56QR1fIqKiIYKWROGQSVCpCsj0MSFjxiiBD5EyC04L\nQzxuydmSrj7ClxVFZRF1Se7Gc92+T+R2iYozcZggzqhaw6omLQ2d1jztJ1ZhRJxGtDsgYkLoGaET\ns2n4sHTodKCaFbJfMSXLm9LxImfa0wHtI+JXr5GNmdb3CK0QssGERPmwQ6ctadWQlUANM4N3ZOdJ\nSjDFhMkgjj1DaanTeaklCE3aT8QSZFmTrQFr8dlxuT9w8du4BIKLf7lihJT/UQNbYvKIyLlu+z9U\nh+U9zPO5tlup8y1kHxC7A3qaEfWScc64NLNZHtgNe5bjgllkPhrWXBcG6Y9QSWIBQit0sWSMHnk4\nYKVENJrvM7LqPY9OcK2PmABKNFhhsSZh3MynvUThQBvwnuwEadHQFwLTVKjHiVA25ClTTj2kQIwl\n1f7EpzUc44KhnDn4CV8UvL9Z8Pnwms8e/m909EzHNY/Vf4ttLZNdYRqJ8oZ0cOTKcNX9r9g3vyCq\nmqn9EYMyrJctX3GkSgfqeUaICmJC+pFcGOSvbrX71ZqYLIkVtu8oQ0khMqI0qDgwJYPOAOl8exyg\nrNB1jR9GnJCgB2xIMJ9Q6jP06gf8SLfs55nKe9qmgZwQaib6TLs6ByTvMtoaCmnp0o6jjSx8xYvq\nY0RpeYpPLIpPYbNCX28QDzvc00zoAkJuoFaU/VvkyUOqKA9HZhERTcVmzHTdhJkTO1WxSo6cApPW\n9JWEpmTuP2MzvmbCsIgrmr6mcD1KB8amou4GIDMbgbYagaeXCeYdpdPMqkAc90gZwFTn8siygHEi\nC0XMmbmt8FcrUj+RRk/WBTZb5OBIhUSsFqhvPyC+eo/4T/6Q/PGL87Gc8z8c1/FXAS5lOHXntyJn\nxDSRmgquN/9wXuR8bpMcz/tA0Pr//xyMv9oXIuWvJi1KkPK8UZOMEpfGCL9LLoHg4l+kvN3jHh5x\nYcTHE3lTEaXALm5RpqZWDUppSJBkJAXHMB/PvfInh0kC/fw5XF8DEtGPkCG3FVEChxPm3SPCzRAi\nuSoAhegGRGlJ1rDanxhWV7x5eMQpQV7UfKne8MfT52Ajp+OBwkq8qDFCoZuKN/0jb7rX6MOW56Hl\nk8ULfNGy6AWJSKAmrTTPiwZfW+gCzRy4niLCDfRlQRYSbS3fyEjRDWTveX50iLIh5olIPu8wlxlL\nhQ0KXcLJ9LxdGiwl68VL/rOf/h0meRBQTXvaD7+gv/5TlLKoOeFeGMS25273b1h/89fnQUdCoH+0\nwq3/kDfuG1SlYCM4PvXcuBIdEjEYpiaRKJClhVXBWBtuho9ABLSEIkrE5AlqoA3g1iuK/dP5lreQ\npHnGb5+QTY199hIVLcH1KBcRpcGMEVPMXF8tQUmSkOewVAnym28QQ8IulxReoq3C1wE7Ke5iT1A9\nkwwc2gZkJlaGITheHjtyivikkZUl5YyTG8zhPUIXqADlvkdUNZaJXxx3DHPJgoCsr/BdQdJb0nKB\n2nzKTRfYhRU78zFBZIq8oPKSEljPmu7uE5x+wsU91Bo1znS1ZFsONE4yCc96mFA5Y1Q6D1Cylklq\n5isI04xct2AKkjH4AsQcIHtclqzLiiQy+m+/ovziW4Q25NeP+M9eQWXJVysoyvNSkxLnPQi7A3Ke\nIWbkdg/rJTJD8AGe355nJTztYHLkcUZ6B8sFad3CevkPQeP+AfF4AAT5+c150+P7B3j/yHj7jNef\nPyeaQLUyvCpvEZcmCb8TLoHg4l+UmBNy9vi/+4JJZ+7dPbLbkuKSoljB3uNNy1EoWrvBmkw+fSBV\nI3H3hJIbXNcxSk3xXlK+e8KOCWE04eU1+8dH5rhjcf+EmAQ2FxDDeTPWZokYJ/CBqCuiSyyGGaMn\nqgx0MwMFITlKU5JdJKUJasVYaZoi8+bhl6TTFwTgl+I9N0eLlJmpXVF0R9wcyEmwuA7YSSCPIzLN\nqLnnsfccvUZEgVJH7qrA8dUNCDjVinYcGEtFjBK91NgK4tRQpsDiWURNsCyAMBISBFX9/euaEVBs\nkEVJzYLmmJiTBRFpPvwMkcLfX72r3Rvauz8hWkscIl565F3LuAvUCQZj6eWBQkJgxsyC5HpMec11\nvCXgUbFnMAZjA6daMDaWmhV5GBHRk4uMjJrQXiFlRiWPjBFtSvAJIvhSo4qSrCW0DcwTGsl1l3H+\n3C46FxA3ljCNKCOR1R1993P6+Qs6llxd/2sQmXi6J48LhLRw8ASpCMZAmMjLBSHMGOfAJ2yUnB4O\niNFhZMNsarRKhLalbO4Ay/d2GWnWvHEf2Os1U5LUfsaUFrtYIvdPmDmS2muSr6lwlCJwL0ZsNOTk\nEcowpYlGW4ISqGmmzgo5B4bSYrTGeEESCfXhiTF4kvOgLC4cmOSGcnmD+fk3yCzIPiC7EfVFgJsN\n+WlPVpK8WZNLC6VGnAYYAuKpQ5JIysKqQe1PxNsrRNefeyEEj/zmHcIo2B0Q/Yas1fkYOfaoNw8Q\nAghJ/NmX5/fu//op2UP9i28wu5d8+PgWNVrKlwU3xeqf/sPk4h/tEggu/snlnDn6iTmNWKlZ6JaD\nm7kfHil94PlPv8E+9RRhpGg9B+kZuz31FrwQyLomKUFRDTwe37ASgeT2KDURw8wYFWhD4UtSEAhb\nInzm9GbL7N7jF5bp0KP6EZ0WyHkmFRZcQjgPWiOWxfnOQYKEpppmtLE0U+C5V9TjTEgSnQbCU8Q/\nq4jGMuWOQtnzxL6kGdSBOq+IeSYsDTJFCuswAwgsOSREdOQMB9MSo6QaBrzWTINjqfccPntGwnHQ\nCUIgrEr8pFDPrrCnmZwSYzqgyjWtFATdEKeO1z/6r6kF2NMO37zCX/0rzDBjgkBKSbU9Ubx/QMQF\nIksgkqTGrV5BCNxFS1dGfAD/fEUqLJN4JO2fqELGiYCzBsfIymoGk7HlNc3s6BYFMiSG6woTJ4KW\nzJsVpZSk7MllOrfkNYq028OmRhtJ7mZEW0FVIwtLmhzJZLAaJeW5p3/TUPUjOUz44UhqNVFAKDV0\nj9A7rG6pUkE+fo0avj6X54lMLl5iNi8YXUFKEmN3ZAf4TCw00laIYSIeeq4mwZaBSQi2a8PL0uB1\n4morkEVJZSzNoOn0QJtBFZLrQiJJuKtrQrbEKClihR1GECdKEZkry2QNKUtMU9JJxdJo0mkAKioT\nKEMghIj0jpwj6jSQU2Bo63PnRh8RYUK48xCrUQgOSXKVPWIOiMMJEQJCa5JziJtr0iTOUzT3E2Ia\nof9Vm+Qwk9afQErnv80TeXdEOH/+KSy56+DDw3kK43GA/Q5Gh6gb5DwjtweSl2QhyGTMfc9QCPRu\n5FEYrj9dXu4S/A74Jw8Ef/EXf8H9/T3yOzO7//qv/5rPP/+cL7/8kh//+Mf85Cc/QWvNn//5n/NX\nf/VXXF1d/dr/t91u+fGPf8zf/M3fMI4jP/zhD/nLv/xL/uiP/uif4ulc/CPlnHk7nHhz+hY59Syl\n4ud6zejPJWC32/OV2Vwq8ikQdyfe3UbEDD5lgikoO8cia7r9gCIjjSPGzBwTM4nYj+gsOKjMrRNI\nXZARpM2GIAJTSMwio8dICCMqZVIK1OMTbFYgLSInjivDm/mBfBDshOWFqbhtNhRWYPaBlRRMaYbt\nO7R4wNQ1L+ySd/5EMURqkRHmCt8UBHcOFywyWSd0ysw4QjGgoqCYSryq0UMEBCaBSEDwGCSbesHu\neEJJUIcjQUjiVpDQ7ETmoc5MU2Q3jRgDn5k1y+Il93/6P6CnHW1YwkOH9QFlJBiFGGeS80TxgqT/\nFCn2zJ/8Pqn4HHvo+bS44nE6MABNe4PcgPzwAUsmZYHJiifjWLYaMzuuTEUmoTZLqBr6PKBDQoqa\n6aMb9LEDo0hakk7vyUojT0dktUTP/f/H3pvE2paeZZrP93er293p7r1xbzR2hG3IcLoo01QVNWDg\nokqi5MqBJQ+Y4AFiABjJIDFAMDCNAIORgAFCwtgSMMAWA8QECwSqUaWMEioNRefEDkfciLjNaXa7\n2r/LwQ6sQk5KLqkqHFbeZ7b3PmdpraN9/vWt73+/94XKkWbV0fzJGiCz7h6yu0jk6SEn5oyVNEeZ\nnkBKiSl3jC1E0WCFkDNFEHTUWJPxeU0VVyyVHP+e6ytsvcRWET9EpoVCJoeZPMFkZN7g+w4/jQxF\ngYwTztScGktZTRSqQRUDoc9sux0qZdJKsYyGW6szkBV5CnB2B7qINlCMPfl+B3XJU1nzqO3RZYld\nXFBLjWWP8gnjmmNBREKmhBMgR1JSSIyUKRKmAZUySntsdQoiPH76Kf5CzTDeo4H/od+w6CYInlzJ\n0QlyuyEXM8QoaFsQRVrOIWbSP+sD2h6sJvfAMB5HQhByGMmdOuYnTB4hkg8elcNxfPNkTlzM0Y8P\nkCJk2EpmnwZqPaFffUR69l1P9ATfAHxdOgQ/+7M/ywc+8IGven+73fJ93/d9fOADH+BXf/VX6bqO\nn/7pn+Z3fud3+MhHPvJfPNZHPvIRtNZ85jOfYT6f81u/9Vt8//d/P5/97Gc5OTn5L/7OE75+9DHS\n+h67u4YQuew9u3SNmj2DD5ligqEdqJqSvbEIFhctG2sQVROZkDFjjUZNPVbP6f2agYBTDdOJIzmQ\nJJj+gGwdubFHQXyOrJcF03rLlCNhVlLGJbNhIhUOM7QoLeTVDAmenRrRXeZcCSuW3NkXzGtFSJY8\ni+RujY5bBCj2IxnNC80tFo1ln/bUaYnMX2AqI9EGhEB+3GL3ExOadGKRdMoUFPti4maMRC88GxRG\nCadpQp3dZlYvwE/MqoqxHzAaNEKpAiEk9gIhOYxruNAFq2ni1CfK7fVxq0BKoplRnBTouEapBMEz\nKIWzBmUMcbjNUD4Ht57FBAvtAe0Tt+oVg9KMGURGZoc9Lgtt09DVlrvZU1OjixmERA4dsKYKibPl\nBW1Zo1TifFL4pibfOyf7ePQd6FuUHOOQsz52ddAKdh2yHwmFo3XX2MMMioJ1vGQRCtSErAn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VMLgvv37/PJT36SH/3RH2WxWHzl/S996Ut8x3d8B8YY/vRP/5QYI/oNEcorr7xCWZZcXFx81fHe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R4kQxFh8MZllpe1hY9nuWacI9XxgOSkmJh5Do3Q7PxL60SImrnfbTC26eITSYNGO1WXkHdiE+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jJP35DSE4Ye9fw/o80XFLfH+WfsXhBvWrxUyBLgshCjXZtMG1AK9sYSlEDkBdlL4nhFIykp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\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m9vQxfbfDGrDrwFNG7u8iAggy4ktPXEjkzRuwmKHMbQ/BLf9+vqsBwdnZGX/5l3/Jfr/n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\nRXwCW6qlEZJaSIiSqVjRKzY5u/9r2GBJpgewSUZMM3yRIqJDpSlaSJI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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": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.04957245422474443 arcsec\n", "Dec correction: -0.01778054084127234 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": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] += delta_ra.to(u.deg)\n", "catalogue[DEC_COL] += delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { 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2qTSVDg7R1+2owTJEMpynkD7y3y8BQIrwfVvpMlim8luV3uYg1dbewQzJjERR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\nkaBpy1yDqc6kCM6dBt9yw3fMrC95ZJ7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9Euk2PWmrOoZqPI2jIcpRHzXQ46h5zSQkmuMO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\n8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aFmPB3TvBLUv8PiJrgx4CvohkukLvelQmBAXKC2rXEL3HWU8i4XMhi54zucNj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\nbnrC4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kGGqVgWn05wGYriPIQyzup6JAZsamibb9HYz/GyQdaICZHsPNlWZOOxaOkoVVVJ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\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h1h3n85YpO/IMRi191eH6mWAdKWfMYWTplqhpySnyyMzg1gQ1LMZXZG/Jh76cmKr4zdtI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\n9EqHHHbI3R7mqfgWzDNp0aLrFXJ4HjmcpegYQoC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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": 22, "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": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "43241 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"sparcs_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": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/SpARCS.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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }