{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NGP master catalogue\n", "## Preparation of Legacy Survey data\n", "\n", "The catalogue comes from `dmu0_LegacySurvey`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The identifier (it's unique in the catalogue);\n", "- The position;\n", "- The stellarity;\n", "- The aperture fluxes. Are these aperture corrected?\n", "- The kron magnitude to be used as total magnitude (no “auto” magnitude is provided).\n", "\n", "We don't know when the maps have been observed. We will use the year of the reference paper." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n", "This notebook was executed on: \n", "2018-05-01 13:39:34.859045\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction, flux_to_mag" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"legacy_ra\"\n", "DEC_COL = \"legacy_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_legacy = Table.read(\"../../dmu0/dmu0_LegacySurvey/data/LegacySurvey-dr4_NGP.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n" ] } ], "source": [ "bands = [\"g\", \"r\", \"z\"]\n", "apertures = [0, 1, 2, 3, 4, 5, 6, 7] \n", "aperture_sizes = [0.5, 0.75, 1.0, 1.5, 2.0, 3.5, 5.0, 7.0] #arcsec aperture sizes\n", "\n", "flux = {}\n", "flux_errors ={}\n", "magnitudes = {}\n", "flux_errors ={}\n", "magnitude_errors = {}\n", "stellarities = {}\n", "\n", "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "for band in bands:\n", " flux[band] = np.transpose(np.array( orig_legacy[\"apflux_{}\".format(band)], dtype=np.float )) \n", " flux_errors[band] = np.transpose(np.array( orig_legacy[\"apflux_ivar_{}\".format(band)], dtype=np.float ))\n", " \n", " magnitudes[band], magnitude_errors[band] = flux_to_mag_vect(flux[band] * 3.631e-6 ,flux_errors[band] * 3.631e-6)\n", " \n", " stellarities[band] = np.full(len(orig_legacy),0., dtype='float32')\n", " stellarities[band][orig_legacy[\"type\"] == \"PSF\" ] = 1.\n", " stellarities[band][ orig_legacy[\"type\"] == \"PSF \" ] = 1. \n", " \n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " magnitude_errors[band][mask] = np.nan\n", " \n", "\n", " \n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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+vBX3vw/DD5sx512Aufx6TMlSQft6oTgGhU1j4KNx0BhAaFyi8usenBo1auR9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\nChwRERGpdVTgiIiISK3z/2SM7Z7IEzISAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['g'], stellarities['g'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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Lhfc7PsT/bv0jIgm1f4IgoMphR7XTgTGfX0q6Pd4p+yQyGw2wWyxwWMyoqyiHQaeDLpZE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\nr1h3IZbVVOOVN9/OKIw/Hzo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['g'][4], \n", " magnitudes['g'][5], \n", " stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 15.5 and 18.0" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.0976995961994831\n", "Number of source used: 8506\n", "RMS: 0.052439788043232294\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['g'], num, std = aperture_correction(\n", " magnitudes['g'][4], magnitudes['g'][5], \n", " stellarities['g'],\n", " mag_min=15.5, mag_max=18.0)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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3XDp16lTuZ4sWLWLv3r1ccMEF5V5/7733WLt2LUOHDgUgLy+PjRs3cvnllx9w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\n02GBQ0RERE7n/wH+2dGaZtsHcwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['r'], stellarities['r'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['r'][4], \n", " magnitudes['r'][5], \n", " stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 15.0 and 17.0." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.09116136509156547\n", "Number of source used: 8284\n", "RMS: 0.031214431602854573\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " magnitudes['r'][4], magnitudes['r'][5], \n", " stellarities['r'],\n", " mag_min=15.0, mag_max=17.0)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c - z band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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xYua4U1qws2lb7A9rsEsXYj9ahn3vLUiv4z+rc1p7TGyc15FFyoyACs6HH37I\nxIkTSU1N5YUXXqBnz540adKEWbNmhSqfiEhYMbXrY2rXx14wCPvhUuzSBdinH8a+MAfTsgOmQ3dM\nujZDFQm1gArO7t27SUnx39VQrlw5du3aRVpaGj/88EMosomIhC0TVwHTqSe24xnw/Wr/WZ0P3sEu\nWwjHN8C0745p0Q4TE+t1VJGIFFDBSUtL47vvvqNevXrUqVOHF198kfLly5OcnByqfCIiYc0YA3VP\nxNQ9EXvRFftKziLskw9hX3gc06qj/xJW2nFeRxWJKAEVnAEDBuDs2wfisssu47HHHqOgoICrrroq\nJOFERCKJqVARk3EWtsuZsOZ/2KWLsO8uwi7+D9Q7CdO+B6ZZa20+KBIExlp70L5XkWbDhg1BP2Zq\nairZ2dlBP2640Rw0A9AM4OhnYLdvw37wNnbpIti8AeIqYlp39ped6jVDkDS09HtBM4DQzqBGjRpH\n9L6A98HZsmULP/74I4WFhQe83rZt20APJSJS5pn4BEy3c7Bd+8A3X/gvXy1+A5v1GjRo5L98derp\netCoSIACKjjz5s3j5ZdfpmbNmpQrV674dWOMCo6IyDEwxsBJTTAnNfHvqrz8bX/ZeXQytmICpk0X\n/8LkKkf2f68iZV1ABef1118nMzOTmjXD77SpiEi4MAlJmDPOx3Y/F77+HHfpAuxb87GL5sFJTXA6\n9IAmLf3P7BKRQwroT0fFihWpXLlyqLKIiMgfGMeBk0/Fd/Kp2Lwc7HtZ2HcX4c64BxIqYdp2xbTr\nhkmt6nVUkVIn4LuoZs6cSa9evUhMTDzgZ6mpqUENJiIivzOVUjC9L8L2PB/++ynuskXYBS9jF7wE\nJ5+K074HNG7hf+aWiARWcIqKivjiiy9Yvnz5QT+bO3du0EKJiMihGccHjVvga9wCm7sF++5b2Pfe\nxH14ElRK2XdWpysmWWfbpWwLqOA89thj9O3blzZt2hywyFhEREqeSa6MObsftvdF8MXHuMsWYv8z\nF/ufF6Bxc5z23aFRU38pEiljAio4ruvSqVOn4s3+RETEe8bng1Nb4Tu1FXbLJux7b2Hfewv3848g\nubJ/nU7bDEylFK+jipSYgArOmWeeyauvvso555zjv6UxQNnZ2UyfPp28vDyMMWRkZNCzZ0+efvpp\nVq5cSVRUFFWrVmXo0KFUqFDhoM+vWrWKOXPm4LouXbp0oU+fPgFnEBGJZKZyNcw5/bFn/h98/hHu\n0oXY+c8hsOORAAAgAElEQVRi//0cNDkNp8MZ/tvR9T+qEuECKjgLFiwgLy+PefPmUbFixQN+9sgj\njxz28z6fj/79+1OnTh0KCgoYNWoUjRs3pnHjxvTr1w+fz8czzzzDvHnzuOSSSw74rOu6zJ49m9tv\nv52UlBRGjx5N8+bNdcu6iMghmKhoaNYGX7M22M0b/HvqLH8b97MVULma/6xOmy6YhCSvo4qEREAF\nZ/jw4cf0iyUlJZGU5P/DVL58edLS0sjNzaVJkybF72nQoAErVqw46LNr166lWrVqVK3qvx2ydevW\nfPzxxyo4IiKHYarUwJw/EHv2JdhP3/eXnVeews7/F+bUVpj23eHExkd1Zl6ktAqo4DRs2DBov/Dm\nzZtZt24d9erVO+D1d955h9atWx/0/tzcXFJSfr9+nJKSwpo1aw557KysLLKysgDIzMwMyS3sUVFR\nujUezQE0A9AMIIxm0Os86HUeRT//QMFb8ylY/AbuJ+/hq5FO+W5nUb5TT5yESkd9+LCZQwhpBqVj\nBp5sg1lYWMiUKVMYMGAAcXFxxa+/8sor+Hw+2rVrd0zHz8jIICMjo/j7UDzwSw9T89McNAPQDCAM\nZ1C+Ipx1MabH+bDyffYuW8iOJ6ax45kZmKZtMB16QP2GAZ/VCbs5hIBmEKYP2zxWRUVFTJkyhXbt\n2tGyZcvi15csWcLKlSsZM2bMIf9AJScnk5OTU/x9Tk4OycnJJZJZRCRSmXIxmNM7wemdsOt/xC5d\niF2xBPvRUqhey//8q9M7YypUPPzBREqREl1Gb61lxowZpKWl0bt37+LXV61axfz587nllluIiYk5\n5Gfr1q3Lxo0b2bx5M0VFRbz//vs0b968pKKLiEQ8k3YcTr/BOPfNwVw2HGLLY+c+hjtyAO7j92O/\n+wZrrdcxRY5IiZ7BWb16NcuWLSM9PZ2RI0cC0LdvX+bMmUNRURETJkwAoH79+lx11VXk5uYyc+ZM\nRo8ejc/nY9CgQUycOLF4P55atWqVZHwRkTLBxMRi2naFtl2xP32HXboI++FS7AfvQM3amPY9MC07\nYOIO3s5DpLQwNoA6vmPHDl577TV+/PFHCgsLD/jZuHHjgh4uWDZs2BD0Y+oaq5/moBmAZgCRPwNb\nuBP70TLs0oXw0/dQLsZfctp3x9SuX/y+SJ/DkdAMwnANzgMPPEBRURGnn366HtUgIlKGmNg4TPse\n2Hbd4Ye12GUL/Wd13n0T0utiOvTAnNbe65gixQIqON9++y2PPfYY0dHRocojIiKlmDEGjq+POb4+\n9oJB2A+X+BcmPz0d+9IcCoeNhhOaHP5AIiEW0CLj9PT0A+5kEhGRssvEVcDp1Atn7IM4o+6FGunk\nT74D99VnsK7rdTwp4wI6g9OoUSMmTZpEx44dqVTpwI2gOnfuHNRgIiISHowxUPdEnBsnUu7lORT+\n5wXs+p9wLr8eE1ve63hSRgVUcL755htSUlL48ssvD/qZCo6ISNlmoqNJGDaaXZWrY+fOxs28GWfY\nbZjK1byOJmVQQAVn7NixocohIiIRwBiD0+VMbPWauDPvxZ10E87VozAnNPI6mpQxR73Rn7UW13WL\n/xIREdnPNDwV59YpUDEBd+oduMsWeh1JypiAzuDk5uYye/Zsvv76a3777bcDfjZ37tygBhMRkfBm\nqtbAGX0f7qOTsU8/jPvLD5gLr8BEefIYRCljAjqDM2vWLKKiohgzZgyxsbHcc889NG/enCuvvDJU\n+UREJIyZuAo4w2/HdD8Hu/gN3AfuxO7Y5nUsKQMCKjjffvstQ4YMoXbt2hhjqF27NkOGDOH1118P\nVT4REQlzxvHhnD8QM/A6WPsV7qSbsOt/8jqWRLiACo7jOPh8PgAqVKjAtm3biImJITc3NyThREQk\ncjitO+PcNAl278LNHIn9/COvI0kEC6jg1KtXj88++wyAJk2aMHXqVCZPnkzdunVDEk5ERCKLqXui\nf/Fx1TTc6RNxF7ykJ5RLSAS00mv48OHFvxEHDBjAv//9bwoKCujVq1dIwomISOQxyak4N9+NffIh\n7CtPwS8/wmXXYMrFeB1NIkhABadChQrFX5crV47zzjsv6IFERCTymXIxcMWNkHYc9tVnsL+u928K\nmJTidTSJEAFdotqzZw/PPfcc11xzDZdddhkAn3/+OQsXan8DEREJjDEGp+cFOENvhU3rcSfeiP1+\ntdexJEIEVHCefPJJfv75Z0aMGOF/9ghQq1Yt3nzzzZCEExGRyGdOaYkz+l6Ijsa971bcFYu9jiQR\nIKCC89FHHzFixAgaNGhQXHCSk5N1F5WIiBwTk3Yczm1ToO6J2NlTcV+ag3X3eh1LwlhABScqKuqg\nxzJs27aN+Pj4oIYSEZGyx1RMwLluHKZjT+yiebjTJmJ3/nb4D4ocQkAFp1WrVkybNo3NmzcDsHXr\nVmbPnk3r1q1DEk5ERMoWExWFc/HVmIuHwFef4d49EvvrBq9jSRgKqOD069ePKlWqcOONN7Jz505G\njBhBUlISF1xwQajyiYhIGeR0PAPn+vGwI9+/8/FXq7yOJGEmoNvEo6KiGDBgAAMGDCi+NLV/LY6I\niEgwmRP+gXPrFP+GgA/cibnwckzn3vrvjhyRIyo42dnZh3w9Jyen+OvU1NTgJBIREdnHVK6GM+oe\n3NlTsc8/Cr/8ABdfjYmK9jqalHJHVHCGDRt22PfMnTv3mMOIiIj8mYmNwxkyGjv/X9g3XsBuWo8z\nZBQmoZLX0aQUO6KCc9xxx7F79246dOhAu3btSE5ODnUuERGRYsZxMOdcglvzOOwTD+BOvNG/83F6\nHa+jSSl1RIuM7733Xm644QZ27NjBHXfcwd13383y5cspKirCcRwcJ6C1yiIiIkfFadEO5+ZMsBb3\nnluwK9/3OpKUUkfcTNLT0+nfvz/Tp0+nV69erFy5kquuuorvv/8+lPlEREQOYI6r598UsGZt3BmZ\nuK/9C/unPdpEAj71smnTJr766ivWrFnD8ccfT8WKFUORS0RE5C+ZxCScmyZhTu+M/ffzuDPvxe4q\n9DqWlCJHtAZnx44dvPfeeyxdupTCwkLatWvHuHHjdOeUiIh4xkRHw8BroWZt7EtP4GbegnPNbZiU\nKl5Hk1LgiArO4MGDqVKlCu3ataNBgwaA/0zOpk2bit/TqFGj0CQUERH5C8YYTLc+2Bq1cGdN9i8+\nHjIaU7+h19HEY0dUcCpVqsTu3bt5++23efvttw/6uTGGadOmBT2ciIjIkTCNmuHceh/utIm4U27H\nXHw1TrtuXscSDx1RwZk+fXqoc4iIiBwTU60mzuj7cGfdh31qGu76HzEXDML4fF5HEw/o/m4REYkY\npkJFnBFjMF3Pxr79b9wH7sT+tt3rWOIBFRwREYkoxufDufByzIARsOZ//od1bvzZ61hSwlRwREQk\nIjltMnBunAiFBbh3j8R++YnXkaQEqeCIiEjEMvVO8m8KWLka7kMTcBe9grXW61hSAlRwREQkopnk\nyjg3Z2Katsa+9AT28fuxe3Z7HUtCTAVHREQinomJxQy+GXP2xdgVi3HvuxWbl+t1LAkhFRwRESkT\njDE4vS/CGTIaNvyEO/EG7Lo1XseSEFHBERGRMsU0PR1n1D3gi8K9bzTuh0u9jiQhoIIjIiJljql5\nvH/x8fH1sY9NwX3lKT2RPMKo4IiISJlk4hNxrh+Pad8du+Al3IcnYQt2eh1LgkQFR0REyiwTFY25\nZCim32D48hPczJuxmzd6HUuCQAVHRETKNGMMTqdeONeNg/yt/p2Pv/7c61hyjFRwREREAHNSE5xb\nJ0NCJdz7x+IufkObAoYxFRwREZF9TJXqOKPvg0bNsP+agX3mEWzRHq9jyVFQwREREfkDUz4OZ9it\nmDPOwy5biDt1LHZ7vtexJEAqOCIiIn9iHB/OuZdhrrgR1n2LO/FG7C/rvI4lAVDBERER+QtOyw44\nI++GvUW4mbdgP1vhdSQ5Qio4IiIif8McX9+/KWCNdNyHJ+G+PleLj8OACo6IiMhhmEopOCMnYVp1\nxM5/FjvrPuyuXV7Hkr8R5XUAERGRcGCiy8Gg66FmbezLT2I3b8AZdhsmubLX0eQQdAZHRETkCBlj\ncLqfizP8Dtiyyb/4eO3XXseSQ1DBERERCZD5R3P/fjmx5XGn3Ia7/G2vI8mfqOCIiIgcBVO9ln/n\n4/onY594AHfubOzevV7Hkn1UcERERI6SqRCPc+2dmC5nYrPm4z40Hve37V7HElRwREREjonx+XD+\n70rMpdfAN1+SN+FG3WFVCqjgiIiIBIHTrhvOVTexZ81XuDPvwRYVeR2pTFPBERERCRLTtDXxg2+C\nLz/BPvkQ1nW9jlRmaR8cERGRIIrr1ocdGzdgX30G4hPggkEYY7yOVeao4IiIiASZ6XkBbMvDvjUf\nEiphepzndaQyRwVHREQkyIwxcNEVsGMb9uUncSsm4LTt6nWsMkUFR0REJASM48DAa7E7tmOfmo6t\nmIA5paXXscqMEi042dnZTJ8+nby8PIwxZGRk0LNnTz744ANefPFF1q9fz6RJk6hbt+4hPz9s2DBi\nY2NxHAefz0dmZmZJxhcREQmIiYrGGTIK95934M66D+e6OzENGnkdq0wo0YLj8/no378/derUoaCg\ngFGjRtG4cWNq1arFTTfdxKxZsw57jLFjx5KQkFACaUVERI6diS2PM3wM7r2jcKdN9D+VvNbxXseK\neCV6m3hSUhJ16tQBoHz58qSlpZGbm0vNmjWpUaNGSUYREREpMSY+Aee6cf5nVz1wJ3bLJq8jRTzP\n9sHZvHkz69ato169egF9bsKECdxyyy1kZWWFKJmIiEjwmZTKONfdCUVFuFPHYLdt9TpSRPNkkXFh\nYSFTpkxhwIABxMXFHfHnJkyYQHJyMvn5+dx1113UqFGDhg0bHvS+rKys4gKUmZlJampq0LLvFxUV\nFZLjhhvNQTMAzQA0g/00h8PMIDWV3XdMYevYETjTJ5I0YTpOXIWSDVgCSsPvgxIvOEVFRUyZMoV2\n7drRsmVgq8mTk5MBSExMpEWLFqxdu/aQBScjI4OMjIzi77Ozs48t9CGkpqaG5LjhRnPQDEAzAM1g\nP83hCGaQUg1n8C0UTb+LLeNvwLl2LCa6XMkFLAGh/H1wpEtaSvQSlbWWGTNmkJaWRu/evQP6bGFh\nIQUFBcVff/HFF6Snp4cipoiISEiZfzTDDLgWVn+J+9gUrLvX60gRp0TP4KxevZply5aRnp7OyJEj\nAejbty9FRUU8/vjjbNu2jczMTGrXrs1tt91Gbm4uM2fOZPTo0eTn5zN58mQA9u7dS9u2bTnllFNK\nMr6IiEjQOK064u7Yhp37GPbZGXDJUD3SIYiMtdZ6HSLUNmzYEPRj6jSsn+agGYBmAJrBfppD4DNw\n5z2NfeNFTK8LcfpcEsJkJac0XKLSTsYiIiIeMn0uge352P+8gBufiNPlTK8jRQQVHBEREQ8ZY+Di\nIdgd27DPP+p/blXLDl7HCnue7YMjIiIifsbnw7nyJmjQCDvnfux/V3odKeyp4IiIiJQCJroczrDb\noHo67iOZ2O9Xex0prKngiIiIlBImroJ/t+PEJNyHxmM3/ux1pLClgiMiIlKKmMQk/3OrHB/u/WOx\nuVu8jhSWVHBERERKGVOlOs61d0LBTtz778Tu2OZ1pLCjgiMiIlIKmfQ6OMNuhy2bcB8cj91V6HWk\nsKKCIyIiUkqZExrhXDUSfliL+8jd2KI9XkcKGyo4IiIipZg5tRWm/1D432fYOQ9iXdfrSGFBG/2J\niIiUck67bv7nVr3yFMQnwEVX6LlVh6GCIyIiEgZMj/NgWx426zWIT8T0utDrSKWaCo6IiEgYMMbA\nBYP8z6169Rn/c6vad/c6VqmlgiMiIhImjOPAgGuxv+3APvMItmICpunpXscqlbTIWEREJIyYqCic\nq2+B4+vjPjoZu/pLryOVSio4IiIiYcbExOKMGAOVq+FOuwv703deRyp1VHBERETCkKkQ73+kQ1wF\n/27Hmzd4HalUUcEREREJUyY5Fee68WBdf8nJy/U6UqmhgiMiIhLGTPWaOCPGwrY83AfGYXfu8DpS\nqaCCIyIiEubM8Q1whoyGjT/jTp+I3b3L60ieU8ERERGJAObkUzEDr4U1X/nvrtq71+tInlLBERER\niRBOyw6Yi66EVR9in56OtdbrSJ7RRn8iIiIRxOnSG3dHPvb1uZBQCXPupV5H8oQKjoiISIQxZ/WD\nbfnYBS/5H+nQ9WyvI5U4FRwREZEIY4yBiwdjd2zDvjAbNz4Bp1Unr2OVKK3BERERiUDG8eFccSOc\n2Bj7xIPYLz/xOlKJUsERERGJUCY6GmforZBWG3dGJva7b7yOVGJUcERERCKYKR+Hc+1YqJSC++B4\n7PqfvI5UIlRwREREIpxJqOR/blV0NO79Y7E5m72OFHIqOCIiImWAqVwN57o7YVehv+Rs3+Z1pJBS\nwRERESkjTM3jca65HXK24D44DltY4HWkkFHBERERKUNMg5NxBt8MP32H+8jd2KI9XkcKCRUcERGR\nMsY0OQ1z6XD4ahX28fuxrut1pKDTRn8iIiJlkNOmi/+RDi89ARUToO9V/g0CI4QKjoiISBnldD8X\nd1s+9s15kJCI6f1/XkcKGhUcERGRMsycdxlsz8PO/xduxUScjmd4HSkoVHBERETKMOM4cOlw7I7t\n2H/NwMYnYJq18TrWMdMiYxERkTLOREXhDL4F6pyA+9gU7Nefex3pmKngiIiICCYmBmf4GKiahjt9\nEvbHtV5HOiYqOCIiIgKAqVAR59o7oWI87gPjsL9u8DrSUVPBERERkWImKcX/3CprcaeOwebleB3p\nqKjgiIiIyAFMtTT/E8h3bMe9/07sbzu8jhQwFRwRERE5iKldH2fYrfDretxpE7C7dnkdKSAqOCIi\nInJI5qQmOJffAN99gzvrXmxRkdeRjpgKjoiIiPwl07wtpt9g+OJj7FPTsNZ6HemIaKM/ERER+VtO\nx57+Rzr8+zn/Ix3OH+h1pMNSwREREZHDMmf+H2zPxy6ahxufiNP9XK8j/S0VHBERETksYwz0vRJ2\nbMO+9IS/5LTu4nWsv6SCIyIiIkfEOD4YdD32t+3YJx/CVkjANGnhdaxD0iJjEREROWImOhpn6Gio\nVQd35j3YNV95HemQVHBEREQkICY2zr8RYHJl/x45v/zgdaSDqOCIiIhIwEx8Is51d0K5GP9ux9m/\neh3pACo4IiIiclRMalX/c6v27MKdOha7Lc/rSMVUcEREROSombTjcIbfAXnZ/ieQF+z0OhKggiMi\nIiLHyNRriDP4FvhlHe7Dk7B7dnsdSQVHREREjp1p3AJz2Qj45gvyH5jg+SMdtA+OiIiIBIXTujPu\nzu3E1qpNkTGeZlHBERERkaBxMs4mNjWVHdnZ3ubw9FcXERERCQEVHBEREYk4KjgiIiIScVRwRERE\nJOKU6CLj7Oxspk+fTl5eHsYYMjIy6NmzJx988AEvvvgi69evZ9KkSdStW/eQn1+1ahVz5szBdV26\ndOlCnz59SjK+iIiIhIkSLTg+n4/+/ftTp04dCgoKGDVqFI0bN6ZWrVrcdNNNzJo16y8/67ous2fP\n5vbbbyclJYXRo0fTvHlzatasWYL/BCIiIhIOSrTgJCUlkZSUBED58uVJS0sjNzeXxo0bH/aza9eu\npVq1alStWhWA1q1b8/HHH6vgiIiIyEE8W4OzefNm1q1bR7169Y7o/bm5uaSkpBR/n5KSQm5ubqji\niYiISBjzZKO/wsJCpkyZwoABA4iLiwv68bOyssjKygIgMzOT1NTUoP8aUVFRITluuNEcNAPQDEAz\n2E9z0AygdMygxAtOUVERU6ZMoV27drRs2fKIP5ecnExOTk7x9zk5OSQnJx/yvRkZGWRkZBR/nx2C\n3RRTU1NDctxwozloBqAZgGawn+agGUBoZ1CjRo0jel+JXqKy1jJjxgzS0tLo3bt3QJ+tW7cuGzdu\nZPPmzRQVFfH+++/TvHnzECUVERGRcFaiZ3BWr17NsmXLSE9PZ+TIkQD07duXoqIiHn/8cbZt20Zm\nZia1a9fmtttuIzc3l5kzZzJ69Gh8Ph+DBg1i4sSJuK5Lp06dqFWrVknGFxERkTBhrNfPMy8BGzZs\nCPoxdQrST3PQDEAzAM1gP81BM4DScYmqTBQcERERKVs8uYuqpOkMTuhoDpoBaAagGeynOWgGUDrO\n4OhZVCIiIhJxVHBEREQk4qjgiIiISMRRwREREZGIo4IjIiIiEUcFR0RERCKOCo6IiIhEHBUcERER\niTgqOCIiIhJxVHBEREQk4qjgiIiISMRRwRERkWNm9+zGfr8a67peRxEBysjDNkVEJPis68Kar7Ar\nFmNXLoeCnWzveT62T3+MMV7HkzJOBUdERAJiN/7iLzUfLoWczRBTHtP0dPD5KHjjJYwFc+6lXseU\nMk4FR0REDstuy8N+/C72g8Xw41owDpx8Cuac/phTWmJiYrHWEluhIgULXsKNicXpdaHXsaUMU8ER\nEZFDsrt3YVd9iF2xBP73KbgupNfFXHQ5pkV7TGLSAe83xhB/1Y0U5m/FvvoMbmx5nC5nehNeyjwV\nHBERKWZdF7797751Ne9DYQEkp2K6n4Np1QlTI/1vP28cBzPgWuyuQuzzj/rP5LTtWkLpRX6ngiMi\nItj1P/2+rmZrNsSWxzRrjWnVCRo0wjhHftOt8flwrhyJO/0u7FPT/CWnRbsQphc5mAqOiEgZZfO3\nYj9ahl2xGH76HhwHTm6KuWAgpslpmHIxR31sEx2NM+RW3AfvxM7+J7ZcDKbJaUFML/L3VHBERMoQ\nu6tw37qaxfC/VWBdOK4e5v+uxLRoh0moFLRfy8TE4FxzB+4/78CdcQ/OiDGYk5oE7fgif0cFR0Qk\nwll3L3zzpf8S1KcrYFcBJFfGnHGef11N9Zoh+7VN+Tic6+7Eve9W3Gl34Vw/DlOvYch+PZH9VHBE\nRCKU/eWH39fV5OVC+QqY09phWnWEeg0DWldzLEyFeJwbxuPeeyvug+NxbpyIOa5uifzaUnap4IiI\nRBCbl+NfV/PBEvhlHfh80KgZzkUdoclpmOhynuQyCUn7Ss5o3PvH4Nx0Nybt7+/IEjkWKjgiImHO\nFhZgP1vhX1fz9Rf+dTXHN8D0G4xp3hYTn+h1RABMcuXfS87UMTg3342pUt3rWBKhVHBERMKQdffC\nV59jP1yC/fQD2L0LUqtiel2AadkRUy3N64iHZKrUwLl+Au7k0bj/vMNfcpIrex1LIpAKjohImLDW\nws/r/OtqPloG+VshrgKmVUf/fjX1TgqLh1yatHSc68bjTrkN959jcG6ehElIOvwHRQKggiMiUsrZ\n3GzsR0v9j0xY/yP4ouAfzXFO7wj/aIGJjvY6YsDMcXVxRozBnTrWX3JGTsJUiPc6lkQQFRwRkVLI\nFu7ErvwA++ES+OYLsBbqnoi5+Gr/upqKCV5HPGamXkOcYbfhPjQe94FxONePx5SP8zqWRAgVHBGR\nUsLu3QtfrfJfglq1AnbvhsrVML0v8l+GqlLD64hBZxqegnP1KNxH7sadNgFnxJ2YmKPfQVlkPxUc\nEREPWWvhp++wK5b419Vsy4MK8ZjWXfzrauqcEBbrao6FaXIaZtD12Mem4M64G2fobWF52U1KFxUc\nEREP2Jwt/jugViyBjT9DVBQ0boHTqhP8oxkmqmz9B945rT3u7l3YJx/CffQ+nMG3YHw+r2NJGFPB\nEREpIbZgJ3blcn+p+fa//nU19Rpi+g/FNGuLqVDR64iectp2xd1ViH3+UewTD8LAa0tst2WJPKWm\n4KxatYo5c+bgui5dunShT58+B/zcWsucOXP47LPPiImJYejQodSpU8ejtCIiR8YWFcH/PvOfrVn1\nIezZDVVqYM7q69+vpnI1ryOWKk6XM3ELC7CvPgMxMXDxkIi/RCehUSoKjuu6zJ49m9tvv52UlBRG\njx5N8+bNqVnz9wfAffbZZ2zatIkHH3yQNWvW8NhjjzFp0iQPU4uIHJq1Fn5Y618s/PG7sD0fKiZg\n2nb1Pwfq+Ab6j/bfMD0vgF0F2AUvQ0x5OH+A5iUBKxUFZ+3atVSrVo2qVasC0Lp1az7++OMDCs4n\nn3xC+/btMcbQoEEDfvvtN7Zu3UpSkjaHEpHSwWb/iv1wqf+RCZvWQ1S0fwHt6Z3g5KaYqFLxr9xS\nzxgD51wKhYXYN+dBbHnMmf/ndSwJM6XiT1tubi4pKSnF36ekpLBmzZqD3pOamnrAe3Jzcw9ZcLKy\nssjKygIgMzOTRx55JOiZHcfBdd2gHzfcaA6aAWgGe/Ny2f3pB+zdvAkAX+VqRNWuR1St2hgbA++v\n9P9VBgTz94K1ll17KlA0eTLlspZR7sR/BOW4oVbW/zxAaGcwYcKEI3pfqSg4wZaRkUFGRkbx90OG\nDAn6r5Gamkp2dnbQjxtuNAfNAMr2DOzOHbjjr8OpnYodcCmmZQdMalWvY3km2L8X7NWDsbMmY1cu\nx5x8Fk77HkE7dqiU5T8P+5WGGZSKgpOcnExOTs7/t3ff0VVVaRvAn31SgfRCS0C6GjokNGmBIEiN\nKIgMaEBBRGEAxQFHmoiiEaNIaAIKOt+IjBALajCioYj0Kr2LgOmBQPrZ3x8ZMkbagdxz9y3Pby3W\n4p57cu7jNiu8OWe/e5e+Tk9PR0BAwHXn/HmwbnQOEZE1SSkhV8QDmWnwnbUAl4K4M7alCc0FeHoC\nZEE+5CcLoLt7lLTSE92GTfTf1a1bFxcuXEBKSgqKiorw888/Izw8vMw54eHh2LBhA6SUOHr0KCpW\nrMj5N0SklNy4ruTOQvQQu3l8Yo+Eqxu0Uf8AGjSC/PC9kt3TiW7DJu7guLi4YPjw4Zg1axZ0XUdk\nZCRq1KiBdevWAQAefPBBNG/eHLt27cLYsWPh7u6O0aNHK05NRM5M/n4WcuUHwP1NIbr3Vx3H4Ql3\nDz3ttfgAACAASURBVGjPvwI9bir0xbHQnn8FolEL1bHIhgkppVQdwmznz5+3+DVt4fmiLeA4cAwA\n5xsDWZAPfdYLwOVsaNPmQvj6O90Y3IzZ4yCv5ECf80/gj9+h/X06RINGpn3W3eL3grljUL26sT3Z\nbOIRFRGRPZErlwLnz0J7agKELx+VW5Oo5AVt/KtAQGXo78+EPHXs9l9ETokFDhHRHZA7NkFu+A6i\nxyMQDZurjuOUhLcvtAkzAS8f6O9Ogzx3WnUkskEscIiIDJKpF6GviC9Zibjf31THcWrCP7CkyHH3\ngB43FfLi76ojkY1hgUNEZIAsKoL+wdsAAG3Ei1yV2AaI4KolRY6U0OOmQKanqI5ENoQFDhGRAfKL\nfwGnjkJ74jlukGlDRLXQkjk5ebnQ57wCmZWhOhLZCBY4RES3IX/dDfnd5xAde0CEt1cdh/5C1KgN\nbew04FIW9HemQF6+pDoS2QAWOEREtyCzM6EvfQcIuQfisadUx6GbEHXvgzZmCpD2R8nE46tXVEci\nxVjgEBHdhNT1kuImPxfaiIkQ7h6qI9EtiHsbQ3t2EvD7GejvvwqZn6c6EinEAoeI6CZk4mrg0F6I\nx0ZAhNRUHYcMEI3DoY14AThxBHr8LMjCAtWRSBEWOERENyBPHIZM+AQivD1EhwdVx6E7IFo+ABEz\nBji0F/qityCLilRHIgVY4BAR/YW8mlPSEu4fBDH0OQghVEeiO6S16woxeBSwdxvksjhIvVh1JLIy\nLuRARPQnUkroy+cBWenQXpoNUbGS6kh0l7TIntDzcyE/Xw54eAJDn4PQ+Hu9s2CBQ0T0J3JDIrDr\nZ4hHYyDq3Ks6DpWT1uMR6Hm5kGs/KylyHnuad+ScBAscIqL/kudOQ65cAjRsDtEtWnUcshDR729A\nfh5k0peAZwWI6CGqI5EVsMAhIgIg8/OgL44FKlaCNnw8H2U4ECEEMPCpkiJn7WfQPSpAe+gR1bHI\nZCxwiIiAkjs3F89BGzcDwsdPdRyyMCEEMOTZkiJn9XLonp7QInupjkUmYoFDRE5P37YBcuM6iJ4D\nIMKaqY5DJhGaCzBsHGRBPuT/LYLu4QmtXVfVscgkvAdLRE5Npl6E/DgeqHsfRJ/HVcchkwlXV2gj\nJwJhzSA/eh9yxybVkcgk5SpwEhISLJWDiMjqZFFhybwbTYM24kUIV97UdgbCzR3a6JeBuvdBXzIH\nct921ZHIBOUqcA4dOmSpHEREVifXfAKcPgbtyTEQgZVVxyErEh6eJZtzhtaGvmA25OF9qiORhZWr\nwJk8ebKlchARWZU8sBNy3RqIzg9BtGinOg4pICpWgjZuOlC5GvR5r0GeOKw6ElmQ4QJH13UcPnwY\nW7ZsweHDh6Hrupm5iIhMI7MyoC97Fwi5B2LAcNVxSCHh5QNt/KuArz/0uTMgz55UHYksxNAD5zNn\nziA2NhaFhYUICAhARkYG3Nzc8OKLL6JWrVomRyQishypF0Nf+g6QnwftmZcg3D1URyLFhF8AtAkz\nob81Cfq706BNfAOiWqjqWFROhu7gLFiwAN27d8fChQvxxhtvYOHChejRowcWLFhgdj4iIouS334O\nHN4H8fhIiGo1VMchGyECK0Ob8BogBPR3XoFMvag6EpWToQLnwoUL6NWrV+n+HUII9OzZExcv8huA\niOyHPH4Q8sv/g2jVEeKBKNVxyMaIKtVLHlcVFkJ/ZwpkZrrqSFQOhgqc5s2bY8eOHWWO7dixA82b\nNzclFBGRpckrl6F/MAcIrAwxZDQ3XKQbEqG1SiYe51wqKXIuZamORHfJ0BwcXdfx7rvvok6dOggM\nDER6ejpOnjyJ8PBwzJs3r/S8559/3rSgRER3S0oJffn7QHYmtElvQlSoqDoS2TBRqz60MVOhvzcN\netw0aC/OgqjkpToW3SFDBU6NGjVQo8b/nlWHhoaiadOmpoUiIrIk+dO3wO5fIAYMh6hVX3UcsgOi\nQUNoo/8Jfd5M6HNnQBs/A8KThbE9MVTgDBgwwOwcRESmkL+dgvxsKdA4HCKqr+o4ZEdEw+bQRr4E\nfeFs6PNmQRs7lV13dsTwuuRFRUU4f/48Ll26VOZ4o0aNLB6KiMgSZH4e9MVvAZW8oQ37O4TG7ffo\nzojmbSCGjYNcFgd94ZvQRk+GcHVTHYsMMFTgHD58GO+88w4KCwuRm5uLChUqIC8vD4GBgWXm4BAR\n2RL570XAH+ehTZgJ4e2rOg7ZKa1NZ+gFeZAfz4dc8g4w4kUIFxfVseg2DBU4y5cvR9++fdG7d28M\nGzYMH374If7zn//A3d3d7HxERHdF35oMufkHiF4DIe5rojoO2TmtYw/o+fkljzvdPYCYsbwjaOMM\n/d85f/48evbsWeZYdHQ01q5da0ooIqLykCnnIT+ZD9S7H6LP46rjkIPQuvWD6DsYcst6yE8XQ0qp\nOhLdgqE7OBUrVkRubi4qVaoEPz8/nDt3Dl5eXsjLyzM7HxHRHZFFhdAXvw1oLtCe5qMEsizR+zEg\nPxcycQ3gUQHo/wTXVLJRhgqc1q1bY/fu3Wjfvj0iIyMxY8YMuLi4oE2bNmbnIyK6I3L1CuDMcWij\nX4YIDFYdhxyMEAJ4JAbIz4P87nPAswJEr4GqY9ENGCpwYmJiSv/et29fNGjQALm5uVwLh4hsity3\nHfL7LyAie0E05y9gZA4hBPD4M0BeHmTCJ9A9PKFxCQKbY7hN/M/uu+8+S+cgIioXmZkO/cP3gNDa\nEAOGqY5DDk5oGhAzFrIgD3LlkpIip8ODqmPRn3AKOBHZPakXQ1/6DlBYAO2ZiRBu7PAk8wkXF2gj\nXgQatYD8OB761mTVkehPWOAQkd2T36wCjuyHGPwMRNVQ1XHIiQhXN2ijJgP1G0Iui4Pcs1V1JPov\nFjhEZNfk0V8hv/wUok1niLZdVMchJyQ8PKCNeQW4px70RW+i4MBu1ZEILHCIyI7JnEvQl8wBgqtA\n/G0U23VJGeFZEdrfpwFBVZAdNw0y59Ltv4hMVa4C54033rBUDiKiOyKlhP7RXOBSFrSRL3GnZ1JO\nVPKGNuJF6JeyoK+Yx4UAFburLqprLNFNlZOTg7i4OKSmpiI4OBjjx4+Hl5fXdefNnz8fu3btgq+v\nL+bMmVPuzyUi+ybXrwX2boN47CmIe+qqjkMEABA168JryCjkfDQPcuM6iI7dVUdyWuW6g/Pwww+X\nO0BCQgIaN26MuXPnonHjxkhISLjheZ07d8bLL79c7s8jIvsnz56E/M8yoEkERFeuP0K2pWKfQUBY\nM8iVSyAvnlMdx2kZKnDeeustbNmyBQUFBRYPsH37dnTq1AkA0KlTJ2zfvv2G54WFhd3wzg4ROReZ\nlwt9cSzg5QMt5u+cd0M2R2gatGF/B9zdoX8wB7KoUHUkp2SowAkLC8OXX36JESNGYN68edizZw90\nXbdIgOzsbPj7+wMA/Pz8kJ2dbZHrEpFjkv+3CEi5ULLPlLeP6jhENyT8AqE9ORY4ewIy4RPVcZyS\noTk4vXv3Ru/evXHhwgVs2rQJy5cvR05ODtq2bYvhw4ff9utnzpyJrKys644PGjSozGshhEV+G0tK\nSkJSUhIAYPbs2QgKCir3Nf/K1dXVlOvaG44DxwCw3hjk/vQtLm1Zj0qPDYfXA51N/7w7we+DEhyH\nP41BVC9cOn4QuYlr4N0uEh5NwlVHsxpb+D64o0nG1apVw4ABAxAREYFPPvkEiYmJhgqcKVOm3PQ9\nX19fZGZmwt/fH5mZmfDxKf9vZFFRUYiKiip9nZaWVu5r/lVQUJAp17U3HAeOAWCdMZAXf4e+MBZo\n0BC5kX2QZ2Njzu+DEhyHsmMg+wwG9m5HVtx0aNPmQng5x11HM78Pqlevbug8w5OML168iM8//xwT\nJkzAa6+9hqpVq2LGjBl3HfCa8PBwJCeXLG+dnJyMiIiIcl+TiByLLCyE/kEs4OoG7akXIFxcVEci\nMkR4eEAb8QJw+RL05WwdtyZDd3AmT56M8+fPIzw8HEOHDkWTJk3gYqEfMNHR0YiLi8P69etL28QB\nICMjA4sWLcLkyZMBAO+++y4OHjyIy5cvY9SoURg4cCC6dOGqpUTOQH7+EXD2JLTnX4EIcO7HH2R/\nRM26EP2HQq76kK3jVmSowOnTpw/Cw8Ph7m75Dey8vb0xderU644HBASUFjcAMG7cOIt/NhHZPrln\nK+QPX0F07QPRtJXqOER3RUT1g/x1d0nreIOG3DPNCgw9omrXrh3y8/OxYcMGfPHFFwBK7rCkp6eb\nGo6InJvMSCtZrbhmHYhHYlTHIbprbB23PkMFzsGDBzFu3Dhs3LgRn3/+OYCSOTkffPCBqeGIyHnJ\n4mLoS94GiopKtmJwc1Mdiahc2DpuXYYKnI8++gjjxo3DP//5z9K5N/Xq1cOJEydMDUdEzkuuXQkc\nOwgxZBREFWNdE0S2TjRrDdGpB2TiGshDe1XHcWiGCpzU1FQ0bty4zDFXV1cUFxebEoqInJs8cgDy\n688g2kZCaxOpOg6RRYkBTwHVakBfFsddx01kqMAJDQ3Fnj17yhzbv38/atasaUooInJe8vIl6Evm\nAMFVIQaPUh2HyOKEhwe0p9k6bjZDXVRDhw7Fm2++iebNm6OgoACLFy/Gzp07MXHiRLPzEZETkVJC\n/+g9ICcb2uRYCM8KqiMRmULUrPOn1vFEiI49VEdyOIYKnAYNGiA2NhYbN26Ep6cngoKC8PrrryMw\nMNDsfETkROQPXwH7tkMMGglRs67qOESmKtM6Xr8RRDW2jlvSbR9R6bqO6dOnw9vbG/369cPTTz+N\n6OhoFjdEZFHyzHHI/3wENG0F0aWX6jhEpvtf67gH9CVvs3Xcwm5b4GiahpSUFD4jJCLTyLyr0BfH\nAj5+0GLGWmTTXSJ78L/W8ZNsHbcwQ5OMH330UXzwwQdITU2Frutl/hARlYeUEvKTBUDqH9CefsFp\nNiMkuoat4+YwNAdn0aJFAIANGzZc997KlSstm4iInIrcsh5yazJEv8EQDRqqjkOkhBjwFOTRX6Ev\ni3OqXcfNZKjAmTdvntk5iMgJyYvnIP+1ELi3MUTPAarjEClzrXVcf+NF6MvnQRs9mY9qy8lQgRMc\nHAyg5Fby5cuX4e3tzYEnonKRhQXQF8UC7h7Qnp4AobmojkSklKhZB+LhJyBXLWPruAUYKnCuXLmC\nZcuWYcuWLSguLoarqyvatGmDYcOGwcvLy+yMROSA5KoPgXOnoI2ZAuHHrkwiABBRfSF/3cXWcQsw\nNMl4/vz5KCgowFtvvYUVK1bgzTffRGFhIebPn292PiJyQHL3L5A/roWI6gfRJEJ1HCKbcV3reCFb\nx++WoQLnwIEDGDNmDEJDQ+Hh4YHQ0FA899xzOHjwoNn5iMjByIxU6B/NBe6pB9H/CdVxiGwOW8ct\nw1CBExISgpSUlDLH0tLSUL06d/glIuNkcTH0D+YAxcXQRr4I4eamOhKRTSptHV+3BvLgntt/AV3H\n0BycRo0aYdasWejQoQOCgoKQlpaGjRs3omPHjli/fn3peV26dDEtKBHZP/n1p8DxgxBPvwBRmb8g\nEd1Kaev4h++ydfwuGLqDc+zYMVStWhXHjh3Dli1bSl8fPXoUGzduLP1DRHQz8vA+yLWfQTzQFVrr\nTqrjENm80l3Hc7jr+N0wdAdn2rRpZucgIgcmL2dDX/IOUKU6xOPPqI5DZDfYOn73DN3BISK6W1LX\noS97F7hyGdrIlyA8PFVHIrIrIqovENa8pHX8wjnVcewGCxwiMpVM+hI4sBNi4FMQNWqrjkNkd9g6\nfndY4BCRaeSpY5CrVwDN20B0fkh1HCK7JfwC2Dp+h1jgEJEpZO5V6B/EAr7+0J4cy+1diMqJreN3\nxlCBc+7cOWRlZQEA8vLy8Nlnn2HVqlXIz883NRwR2ScpJeTH8UB6CrQRL0BU4pYuRJYgBjwFVKsB\nfdm7kJcvqY5j0wwVOO+99x6uXr0KAFixYgUOHTqEY8eOYfHixaaGIyL7JDcnQW7fCNF3MES9MNVx\niBxGaev4lUvQV7zP1vFbMFTgpKSkoHr16pBSYtu2bRg/fjwmTJiAvXv3mp2PiOyMvPAb5L8XA/c1\ngXjoEdVxiBzOtdZx7NkKuTFRdRybZajAcXd3R25uLo4fP46goCD4+PjAzc0NhZzJTUR/IgvyoS+O\nBTw8oT01HkJzUR2JyCGxdfz2DBU4DzzwAF599VXEx8ejc+fOAIBTp06hcuXKZmYjIjsjV30InDsN\nbdg4CL9A1XGIHNb/Wsc92Tp+E4ZWMo6JicHevXvh4uKCRo0aAQCEEHjyySdNDUdE9kPu+hnyp28g\nHnwYonFL1XGIHF5J6/gY6PGzIBM+gRgwTHUkm2KowNm2bRtatGgBV9f/nV63bl3TQhGRfSlOuQB9\n+ftArfoQDw9RHYfIaZRpHW/YHCKsmepINsPQI6pVq1ZhxIgRWLhwIQ4cOGB2JiKyI7KoCNnvTAOk\nhDZyIoSrm+pIRE6FreM3ZqjAiY2NxcyZM+Hn54dFixZh1KhRWLFiBU6ePGl2PiKyYTIvF/KTeBQe\nOQAx9DmI4KqqIxE5HbaO35jhlYxDQ0MxaNAgvP/++5gwYQLOnj2LyZMnm5mNiGyYPLAL+vQxkJt/\nQKVHnoAW0UF1JCKnVaZ1fANbxwGDc3CuSUtLw88//4xNmzYhNTUVkZGRZuUiIhslcy5BrlwK+cuP\nQNUQaC/NhlfbjshLS1Mdjcipiai+kL/uhvxsCWSDRhDVQlVHUspQgZOYmIhNmzbhzJkzaN68OR59\n9NHrJh0TkWOTUkJu2wC5cglwNQei18CSP27uqqMREf7XOq7PGAt9ydvQJsVCuDnvnDhDFcquXbvQ\nrVs3tGrVCp6enmZnIiIbI9NTof9rAbB/B1C7AbQnZkKE1lIdi4j+gq3j/2OowOFcGyLnJHUd8qdv\nIFd/DEgd4rGnILr05grFRDZMNGsN0fkhp28d5zMmIrohef4s9BXzgBOHgbDm0IaOhgiqojoWERkg\nHh0OeeQA9GXvQps2F8LbR3UkqzPcRUVEzkEWFUL/6lPoM8cBF3+HGD4e2rjpLG6I7Ahbx3kHh4j+\nRJ44XHLX5vxZiFYdIR57GsLHT3UsIroL11rH5aplkBsSITr1UB3JqljgEFHJgn0Jn0Cu/xrwD4Q2\nZgpEkwjVsYionMq2jjeEqFZDdSSrMVTgpKSk4N///jdOnz6NvLy8Mu8tWLCgXAFycnIQFxeH1NRU\nBAcHY/z48fDy8ipzTlpaGuLj45GVlQUhBKKiotCzZ89yfS4RlZD7d0L/ZD6QmQbRuSdE/6EQnhVV\nxyIiCyjTOv7B29Amv+00reOGCpz33nsPVapUwRNPPAEPDw+LBkhISEDjxo0RHR2NhIQEJCQkYMiQ\nspv1ubi4YOjQoahTpw5yc3MxadIkNGnSBKGhzr2IEVF5yMvZkCuXQG5NBqrVgPbSbIh696uORUQW\n5qyt44YKnHPnzmHmzJnQNMvPSd6+fTumT58OAOjUqROmT59+XYHj7+8Pf39/AECFChUQEhKCjIwM\nFjhEd0FKCbk1uWTBvtyrEH0GQTw0wGl+qyNyRs7YOm6oYrn//vtx+vRpUwJkZ2eXFi9+fn7Izs6+\n5fkpKSk4deoU6tWrZ0oeIkcm01Ogz30Vcuk7QHBVaFPioPUdzOKGyAmIR4c71a7jhu7gBAcHY9as\nWWjVqhX8/Mp2VDz22GO3/fqZM2ciKyvruuODBg0q81oIASHETa+Tl5eHOXPmICYmBhUr3nyOQFJS\nEpKSkgAAs2fPRlBQ0G0z3ilXV1dTrmtvOA72MQayuBi5336OnH8tggDg9dQ4VHjoEQgXyyzYZw9j\nYDaOQQmOg22PQeHEmch4aQTcPl0E30mzb/lvbnnYwhgYKnDy8/PRsmVLFBcXIz09/Y4/ZMqUKTd9\nz9fXF5mZmfD390dmZiZ8fG68GFFRURHmzJmDDh06oHXr1rf8vKioKERFRZW+TjNhE8CgoCBTrmtv\nOA62Pwby97PQV7wPnDwCNGoBbchoXA2sjKuZmRb7DFsfA2vgGJTgONj4GHgHQDw8FPmrliF19b+g\nmdQ6buYYVK9e3dB5hgqc0aNHlyvMrYSHhyM5ORnR0dFITk5GRMT1ralSSixcuBAhISHo3bu3aVmI\nHIksLIT8ZhXkt/8BKlSAeGoCROtOpv3GRkT2wVlax286ByclJaX073/88cdN/5RXdHQ09u3bh7Fj\nx2L//v2Ijo4GAGRkZOCNN94AABw5cgQbNmzAgQMHMHHiREycOBG7du0q92cTOSp5/BD0meMgv/4U\nIvwBaK/Oh9amM4sbIiptHYe7J/QP3oYsLFQdyRRC3mT95ieeeAIrVqwAcOt5NitXrjQnmQWdP3/e\n4te06VuQVsRxsK0xkHlXIVevgPzpW8A/CNqQ0RCNW5r+ubY0BqpwDEpwHOxnDOSerdDjZ0E8GA1t\nwHCLXtumH1FdK24A+yhiiJyd3Lcd+icLgKz0kh2/o//GBfuI6Kb+1zqe8N/W8eaqI1kUN9sksnPy\nUhb0D96G/v5MwLMCtH+8CW3QCBY3RHRb/2sdf8/hWscNTTIuLi5GYmIiDh48iMuXL5d5b8aMGaYE\nI6Jbk1JC/vJTyYJ9ebkQfQdDPPQIhCvXtCEiY4SHB7QRL0J//QXoK96HNvplh5mrZ+gOzvLly5GU\nlISwsDCcPHkSrVu3RnZ2Nho2bGh2PiK6AZn2B/R3p0MuiwOqhkCb+i60PoNY3BDRHRM1akP0fxLY\nsxVyQ6LqOBZj6A7O1q1bMWvWLAQFBeGzzz5Dz5490bRpUyxevNjsfET0J1Ivhlz/NeSaTwChQQx+\nBqLTQxAmbKNCRM5DdO0DeWCXQ7WOG/qpWFBQgMDAQACAu7s78vPzERISYtr2DUR0PXnuNPTZ/4Bc\nuRS4tzG0GfOgRfZicUNE5eaIreOG7uCEhITgxIkTqFevHurUqYNVq1ahQoUKCAgIMDsfkdOThQWQ\naz+D/O5zoEIliKdfgGjV0WGekxORbSi76/jHEBZuHbc2QwVOTExM6U7iTz75JJYsWYLc3FyMHDnS\n1HBEzk4eOwh9xTzg4jmItpEQA56C8L7xdiZEROXlSK3jhgqcP+/cXa1atVvuLUVE5Sdzry3Y9w0Q\nWBna36dDNGqhOhYROQHx6HDIIwegL3sP2rS5dvtLlaEC58CBAzf+YldXBAYGIjg42KKhiJyZ3Lut\nZMG+7AyIqL4Q/f4G4VlBdSwichJlWseXz4X23D/t8pG4oQJnwYIFyPzvzsPe3t6la+H4+voiKysL\nNWvWxLhx41CtWjXzkhI5OHkpE/LfH0Du2ASE3APt2UkQde5VHYuInNC11nH52VLIDYkQJu06biZD\nBU6XLl1w9epVPPbYY3B3d0dBQQE+++wzVKxYET179sSKFSuwZMkSProiugtSSsif10N+thQoyCu5\nY9OjP9e0ISKl7L113FB/6TfffIPBgwfD3d0dQEmr+KBBg7B27Vp4enriiSeewMmTJ00NSuSIZOpF\n6HFTIT96D6heE9rUudB6P8bihoiUs/fWcUMFjqenJ06cOFHm2MmTJ+Hh4VFyEa7DQXRHZHEx9HVr\noE9/Hjh1FOJvo6BNfB2iWqjqaEREpa61juO3U5AJH6uOc0cMPaIaOHAgXnvtNYSHhyMwMBDp6enY\nuXMnhg8v6ZHfv38/WrdubWpQIkchfzsFffn7wJnjQJMIaH8bBRHAifpEZJvstXXcUIHTqVMn1K1b\nF7/88gsyMzNRvXp19O/fH6GhJb9ttmzZEi1btjQ1KJG9k4UFkF+vhExcDVT0ghg5ESK8vV12JxCR\nc7HH1nFDBQ4AhIaG4tFHHzUzC5HDkkcPQF8RD/zxO0S7rhADhkF42f4PCCIiwD5bxw0XOER05+TV\nK5CfL4fc8F3Jgn3jZ9jN7V0ioj8r0zqe/B1E54dUR7olFjhEJpF7foH+r4VAdhZEt34l7d8enqpj\nERHdtdLW8VVLIe9tZNOt42x/IrIwmZ2J4oWzoce/Dnj5QJscC23gUyxuiMju2VPr+B0VOGlpaTh6\n9KhZWYjsmpQS+qbvoU8dDezdDhE9BNo/34GoXV91NCIiixF+AdBixtp867ihR1RpaWl47733cPr0\naQDAxx9/jF9++QV79uzBqFGjzMxHZBdkygXoH8cDh/cB9cOgPfE8RFWuaUNEjkk0bWXzreOG7uAs\nXrwYzZs3x/Lly+HqWlITNWnSBPv27TM1HJGtk8XFuLLmX9BnjAHOHIcYMhrai6+zuCEihyceHQ5U\nqwF92XuQly+pjnMdQwXO8ePHER0dXWbF4ooVK+Lq1aumBSOydVJK6O9NR86KeOD+ZtBmxEPr1AOC\nK3sTkRO41jqOK5egL58LKaXqSGUY+kns6+uLixcvljl27tw5BAUFmRKKyC78uhs4tBdeTz5fsiaE\nf6DqREREVnWtdRx7t0Emf6c6ThmGCpw+ffrgzTffxI8//ghd17Fp0ybExcWhX79+Zucjsln6ujWA\nXwAq9hpg8wteERGZRXTtA4Q1L2kdv/Cb6jilDBU4Xbp0wZAhQ/DLL78gMDAQycnJeOyxx9ChQwez\n8xHZJHnmBHBoL0RUXwg37vxNRM6rTOv4YttpHTe80F9ERAQiIiLMzEJkN2TiasCzAkSH7qqjEBEp\nV9I6/nfo82ZCrlkBjP6H6kg3L3DWr19v6AJdunSxWBgieyBTL0Lu2AzxYD+IipVUxyEisgmiaQRE\n556Q33+B/HaRQGgdpXluWuBs3Lix9O9SShw5cgR+fn4IDAxEeno6srKycN9997HAIacjk74ENA2i\na1/VUYiIbIp4dBjkkf24uuYTYMxUpVluWuBMmzat9O/Lli1DREQEevXqVXrsm2++ua6zisjRyZxL\nkJu+h2jdiV1TRER/ITw8oI2ZAr869ZB+OUdpFkOTjDdu3IiHHiq7a2iPHj3K3OUhcgbyp2+A80ZW\nnQAAIABJREFUgnyIBx9WHYWIyCaJ4Ko2sfeeoQLHz88PO3bsKHNsx44d8PHxMSUUkS2SBfmQ69cC\njcMhQmqqjkNERLdgqItq2LBhmDNnDr788ksEBgYiLS0N586dw4QJE8zOR2Qz5M/rgcvZ0Lr3Vx2F\niIhuw1CB06RJE7z//vvYs2cPMjIy0KJFC7Ro0QLe3t5m5yOyCVIvhly3BqjdAGjQUHUcIiK6DcPr\n4Pj4+KBjx45mZiGyXbu3AqkXoT3yJFctJiKyA4YKnKlTp970h/qMGTMsGojI1kgpoSeuBoKrAs3b\nqI5DREQGGCpw/rrWTVZWFn788Udu1UDO4divwKmjEH8bBaG5qE5DREQGGCpwOnfufN2xNm3aYP78\n+Xj00UctnYnIpujfrQa8fSHadVUdhYiIDDLUJn4jAQEBOHPmjCWzENkc+ftZYP8OiMheEO4equMQ\nEZFBhu7g/HVfqoKCAmzduhUNGjQwJRSRrZDr1gDuHhCRPVVHISKiO2CowPnrisUeHh649957y2zd\nQORoZGY65NZkiI7dIby4qCURkT0xVOD8eV8qS8vJyUFcXBxSU1MRHByM8ePHw8vLq8w5BQUFmDZt\nGoqKilBcXIw2bdpg4MCBpmUiAgD5w5eArkN066c6ChER3SFDc3CGDRt2w+NPP/10uQMkJCSgcePG\nmDt3Lho3boyEhITrznFzc8O0adMQGxuLt956C3v27MHRo0fL/dlENyOvXoHckAgR/gBEcFXVcYiI\n6A4ZKnCKi4uvO1ZUVARd18sdYPv27ejUqRMAoFOnTti+fft15wgh4OnpWZqluLiYi62RqeTGRCD3\nKkR3bqpJRGSPbvmI6toCf4WFhdc9pkpPT7fIJOPs7Gz4+/sDKNnUMzs7+4bn6bqOf/zjH7h48SK6\nd++O+vXrl/uziW5EFhVCJn0F3NcE4p56quMQEdFduGWBc22Bv+PHjyMyMrL0uBACvr6+aNSokaEP\nmTlzJrKysq47PmjQoDKvhRA3vTOjaRpiY2Nx5coVvP322zh79ixq1rzxjs5JSUlISkoCAMyePRtB\nQUGGct4JV1dXU65rbxxxHHLXf4NLWenwG/tPeBj4b3PEMbhTHAOOwTUcB44BYBtjcMsC59oCf/Xr\n10dISMhdf8iUKVNu+p6vry8yMzPh7++PzMxM+PjcululUqVKaNiwIfbs2XPTAicqKgpRUVGlr9PS\n0u4u+C0EBQWZcl1742jjIKWE/vkKILQWLoXWhTDw3+ZoY3A3OAYcg2s4DhwDwNwxqF69uqHzblrg\nbNiwoXRzzSNHjuDIkSM3PO+v2zjcqfDwcCQnJyM6OhrJycmIiIi47pxLly7BxcUFlSpVQkFBAfbt\n24d+/djZQiY4sBM4fxbiqfGc50VEZMduWuBs3ry5tMD56zo4f1beAic6OhpxcXFYv359aZs4AGRk\nZGDRokWYPHkyMjMzER8fD13XIaVE27Zt0bJly3J9LtGN6N+tBgKCIMK5zxoRkT0TUkqpOoTZzp8/\nb/Fr8hZkCUcaB3nqKPTXX4QY+BS0O1j7xpHG4G5xDDgG13AcOAaAjT+iupHs7Gzk5eWVOValSpU7\nuQSRzdITVwMVKkF06KY6ChERlZOhAmfPnj1YsGDBDTuhVq5cafFQRNYmU84Du36B6NEfwrOi6jhE\nRFROhgqcpUuX4pFHHkHnzp3h7u5udiYiq5PffwG4aBBdequOQkREFmCowMnJyUG3bt3YVUIOSV7O\nhtz8A0TbLhB+AarjEBGRBRjaqqFLly748ccfzc5CpIRcvxYoLIDoFq06ChERWYihOzjHjh3Dt99+\niy+++AJ+fn5l3psxY4YpwYisQebnQf60FmjWGqJaqOo4RERkIYYKnC5dupR7vRsiWyQ3JwE5l6Fx\nU00iIodiqMC5tmUDkSORxcUlk4vr3gdRL0x1HCIisiBDBc769etveNzNzQ2BgYGoX78+3NzcLBqM\nyGxy189A2h/QBj6lOgoREVmYoQJnw4YNOHr0KHx9fREYGIj09HRkZ2ejbt26SElJAQC89NJLqFu3\nrqlhiSxFSgmZuAaoEgI0baU6DhERWZihAic0NBStWrVCz549S4999913+P333/Hqq69i9erVWLZs\nGWbNmmVaUCKLOrwPOHMcYuhzEJqhZkIiIrIjhn6yb968GT169Chz7MEHH8SmTZsghEDfvn1x7tw5\nUwISmUFftwbw8YNoG6k6ChERmcBQgePr64udO3eWObZr1y74+PgAAAoLC+HqekfbWhEpI8+dAg7s\ngujSG8KNK3MTETkiQ1XJsGHD8M4776BmzZqlc3DOnj2LCRMmAChZJ+evd3iIbJVMTAA8PCE697z9\nyUREZJcMFThNmzbFvHnzsHv3bmRkZKB58+Zo0aIFvL29S99v2rSpqUGJLEFmpEJu3wAR2Quikpfq\nOEREZBLDz5W8vb3RsWNHM7MQmU4mfQlICRHVV3UUIiIykaECp7i4GImJiTh48CAuX75c5j1u1UD2\nQl7NgdywDiKiA0RgZdVxiIjIRIYmGS9fvhxJSUkICwvDyZMn0bp1a2RnZ6Nhw4Zm5yOyGJn8HZCf\nC9G9v+ooRERkMkMFztatW/Hyyy+jZ8+ecHFxQc+ePTFx4kT8+uuvZucjsghZWAj5w1dAWHOIGrVV\nxyEiIpMZKnAKCgoQGBgIAHB3d0d+fj5CQkJw+vRpM7MRWYz85UcgO5ObahIROQlDc3BCQkJw4sQJ\n1KtXD3Xq1MGqVatQoUIFBAQEmJ2PqNykrkOuWwPUrAPcz24/IiJnYOgOTkxMDLT/Lmf/5JNP4tSp\nU9i5cydGjhxpajgii9i3Hbj4O8SDD0MIoToNERFZgaE7OPXq1Sv9e7Vq1TBlyhTTAhFZmp64Ggis\nDBHeXnUUIiKyEsPr4KSmpuLMmTPIy8src7x9e/6jQbZLHj8EHD8EMWgEhIuL6jhERGQlhgqcNWvW\n4PPPP0doaCjc3f+3d48QggUO2TQ9cQ1QyRuifTfVUYiIyIoMFThff/01Zs+ejdDQULPzEFmMvHgO\n2LsVoucACA9P1XGIiMiKDE0y9vLyQnBwsNlZiCxKrksAXFwhuvRWHYWIiKzM0B2cmJgYLFq0CL16\n9YKvr2+Z94KCgkwJRlQeMjsTcsuPEO26Qvj4qY5DRERWZqjAKSoqwr59+7B58+br3lu5cqXFQxGV\nl1z/NVBcBPFgtOooRESkgKECZ8mSJXj88cfxwAMPlJlkTGSLZF4u5E/fAM3bQFSprjoOEREpYKjA\n0XUdkZGRpYv9EdkyuWkdcPUKNG6qSUTktAxVLH369EFCQgKklGbnISoXWVQE+f2XQP0wiDr3qo5D\nRESKGLqD8+233yIrKwtr1qyBl5dXmfcWLFhgSjCiuyF3bAIyUqENHqU6ChERKWSowBkzZozZOYjK\nTUoJmbgGqFYDaNxSdRwiIlLIUIETFhZmdg6i8ju4Bzh3CiJmLATnixEROTX+K0AOQ09cDfgGQLTq\npDoKEREpxgKHHII8cwI4tBciqg+Em5vqOEREpBgLHHIIct0awLMCRMceqqMQEZENYIFDdk+m/QG5\nYxNExx4QFSupjkNERDbA0CTjnJwcfPnllzhz5gzy8vLKvDdjxgxTghEZJZO+BISA6NpHdRQiIrIR\nhgqc9957D0VFRWjbti23aiCbInMuQW5cB9GqE0QAN34lIqIShgqco0ePYsmSJXDj5E2yMfKnb4GC\nfIjuD6uOQkRENsRQgVOzZk2kp6ejatWqFg+Qk5ODuLg4pKamIjg4GOPHj79uteRrdF3HpEmTEBAQ\ngEmTJlk8C9kXWZBfsmt443CIkHtUxyEiIhtiqMBp1KgRXn/9dXTu3Bl+fn5l3uvSpUu5AiQkJKBx\n48aIjo5GQkICEhISMGTIkBue+8033yAkJAS5ubnl+kxyDHLLj8DlbGi8e0NERH9hqIvq8OHDCAwM\nxP79+7Fx48Yyf8pr+/bt6NSpZGG2Tp06Yfv27Tc8Lz09Hbt27ULXrl3L/Zlk/6ReDLkuAahVH2jQ\nSHUcIiKyMYbu4EybNs20ANnZ2fD39wcA+Pn5ITs7+4bnffTRRxgyZAjv3lCJPVuBlPPQnnkJQgjV\naYiIyMYYKnD+TEoJKWXpa83Anj8zZ85EVlbWdccHDRpU5rUQ4ob/WO3cuRO+vr6oU6cOfv3119t+\nXlJSEpKSkgAAs2fPRlCQ5btrXF1dTbmuvVExDlJKZP7wFUSV6gjs1gfCxcWqn/9X/F7gGAAcg2s4\nDhwDwDbGwFCBk5GRgaVLl+LQoUO4cuVKmfdWrlx526+fMmXKTd/z9fVFZmYm/P39kZmZCR8fn+vO\nOXLkCHbs2IHdu3ejoKAAubm5mDt3LsaOHXvDa0ZFRSEqKqr0dVpa2m0z3qmgoCBTrmtvVIyDPPor\n9KO/QgwehfTMTKt+9o3we4FjAHAMruE4cAwAc8egevXqhs4zNAdn8eLFcHV1xdSpU+Hp6Yk333wT\n4eHhGDFiRLlCAkB4eDiSk5MBAMnJyYiIiLjunMGDB2PhwoWIj4/HuHHj0KhRo5sWN+T49HVrAC8f\niHacj0VERDdmqMA5evQonn32WdSqVQtCCNSqVQvPPvssvv7663IHiI6Oxr59+zB27Fjs378f0dHR\nAEruGr3xxhvlvj45Fnn+LLB3G0RkLwgPD9VxiIjIRhl6RKVpGlz+O8+hUqVKuHTpEipUqICMjIxy\nB/D29sbUqVOvOx4QEIDJkydfd7xhw4Zo2LBhuT+X7JNclwC4u0NE9lIdhYiIbJihAqdevXrYvXs3\nWrVqhaZNmyIuLg7u7u6oW7eu2fmISsmsdMhffoLo+CCE9/VztYiIiK4xVOCMGTOmtHMqJiYGX331\nFXJzc9GrF3+LJuuRP3wN6DpEt2jVUYiIyMYZKnAqVapU+nd3d3c88sgjpgUiuhGZexUy+VuIlu0g\ngi2/ZQgRETkWQwVOYWEh/vOf/2Dz5s24fPkyli9fjr179+LChQvo0aOH2RmJIDcmArlXuakmEREZ\nYqiLavny5fjtt98wduzY0oX4atSogXXr1pkajggAZFEh5PdfAvc2hqhVX3UcIiKyA4bu4Gzbtg1z\n586Fp6dnaYETEBBgkS4qotuR2zYCWenQnnhedRQiIrIThu7guLq6Qtf1MscuXboEb29vU0IRXSOl\nhFy3Bgi5B2jUQnUcIiKyE4YKnDZt2mDevHlISUkBAGRmZmLp0qVo166dqeGIcGAX8PsZiAcf5qaa\nRERkmKECZ/DgwahcuTJeeOEFXL16FWPHjoW/vz8GDBhgdj5ycnriasA/CKJVB9VRiIjIjhiag+Pq\n6oqYmBjExMSUPprib9NkNnnqGHBkP8SAYRCubqrjEBGRHbllgXOznUDT09NL/656O3RyXDJxNVCh\nEkSH7qqjEBGRnbllgfPcc8/d9gIrV660WBiia2TKBchdWyC6PwxRoaLqOEREZGduWeDcc889KCgo\nQKdOndChQwcEBARYKxc5Ofn9F4CLBtG1t+ooRERkh25Z4Lz11ls4e/YskpOTMWXKFISGhqJjx45o\n3bo13N3drZWRnIy8nA35cxJE684QfoGq4xARkR26bRdVzZo1MXToUMTHx6NXr17YuXMnRo4ciZMn\nT1ojHzkh+eNaoKCA2zIQEdFdM9QmDgAXL17EwYMHcezYMdSuXRteXl5m5iInJfPzSwqcpq0gqtVQ\nHYeIiOzULR9R5eTkYNOmTUhOTkZeXh46dOiAGTNmsHOKTCN/TgJyLkPr3l91FCIismO3LHCeeeYZ\nVK5cGR06dECDBg0AlNzJuXjxYuk5jRo1MjchOQ1ZXFwyubjOvUC9+1XHISIiO3bLAsfPzw8FBQX4\n4Ycf8MMPP1z3vhAC8+bNMy0cORe5awuQehHao8O4kCQREZXLLQuc+Ph4a+UgJyelLFnYr3J1oFkr\n1XGIiMjOGZ5kTGSqI/uBM8chukdDaC6q0xARkZ1jgUM2QU9cA3j7QrTtojoKERE5ABY4pJw8dxo4\nsBOiax8INy4gSURE5ccCh5ST69YAHp4QnR9SHYWIiBwECxxSSmakQm7bANG+G0Qlb9VxiIjIQbDA\nIaXkD18BUkJ066c6ChERORAWOKSMvJoDmZwIEd4BIrCy6jhERORAWOCQMjI5EcjP5aaaRERkcSxw\nSAlZWAj5w5dAWDOImnVUxyEiIgfDAoeUkFt/ArIzofHuDRERmYAFDlmd1HXIxDVAjdrA/c1UxyEi\nIgfEAoesb/8O4OI5iO79uakmERGZggUOWZ2euBoIrAzR8gHVUYiIyEGxwCGrkicOA8cOQkT1hXC9\n5Wb2REREd40FDlmVvm4NUNELon031VGIiMiBscAhq5EXfwd2/wLRuSeEZwXVcYiIyIGxwCGrkd9/\nAbi4QnTtpToKERE5OBY4ZBXyUibkzz9AtOsC4eOvOg4RETk4FjhkFXL9WqC4CKJbtOooRETkBFjg\nkOlkXi7kj98AzVpDVA1RHYeIiJwACxwyndycBFzNgda9v+ooRETkJFjgkKlkcXHJ5OJ6YRB171Md\nh4iInITyldZycnIQFxeH1NRUBAcHY/z48fDy8rruvOeeew6enp7QNA0uLi6YPXu2grR0p+SOTUB6\nCrRBI1RHISIiJ6K8wElISEDjxo0RHR2NhIQEJCQkYMiQITc8d9q0afDx8bFyQrpbUkrIxNVA1VCg\nSYTqOERE5ESUP6Lavn07OnXqBADo1KkTtm/frjgRWcyhvcBvpyAejIbQlH+rERGRE1F+Byc7Oxv+\n/iXrovj5+SE7O/um586cOROapqFbt26IioqyVkS6S3riasDXH6JNpOooRETkZKxS4MycORNZWVnX\nHR80aFCZ10IICCFueo2AgABkZ2fjtddeQ/Xq1REWFnbDc5OSkpCUlAQAmD17NoKCgsr5X3A9V1dX\nU65rb242DoWnjiLj4B54DRmFStWqKUhmPfxe4BgAHINrOA4cA8A2xsAqBc6UKVNu+p6vry8yMzPh\n7++PzMzMm86xCQgIKD0/IiICx48fv2mBExUVVeYOT1paWjnS31hQUJAp17U3NxsH/dMPAY8KuBrR\nEbkOPk78XuAYAByDazgOHAPA3DGoXr26ofOUT4wIDw9HcnIyACA5ORkREddPRs3Ly0Nubm7p3/ft\n24eaNWtaNScZJ9NTIHdshOj4IETF6zviiIiIzKZ8Dk50dDTi4uKwfv360jZxAMjIyMCiRYswefJk\nZGdn4+233wYAFBcXo3379mjWrJnK2HQL8vsvACEgovqqjkJERE5KeYHj7e2NqVOnXnc8ICAAkydP\nBgBUqVIFsbGx1o5Gd0FeuQy56XuIiI4QAcGq4xARkZNS/oiKHIv86VsgPw+i+8OqoxARkRNjgUMW\nIwsLIH/4CmjUAiK0luo4RETkxFjgkMXILeuBy9ncVJOIiJRjgUMWIfViyHVfAPfUA+5trDoOERE5\nORY4ZBl7tgF//A7Rvf9NF2skIiKyFhY4VG5SypJtGYKqQLRoqzoOERERCxyygOOHgJNHSjbVdHFR\nnYaIiIgFDpWfnrga8PKGaMcNUImIyDawwKFyKfrtNLB3G0RkLwgPD9VxiIiIALDAoXK68uW/ATd3\niMheqqMQERGVYoFDd01mZSDvp+8gHoiC8PZVHYeIiKgUCxy6a3L9V4BeDNGtn+ooREREZbDAobsi\n865C/vQdPNp0hqhcTXUcIiKiMljg0N25fAmoWQeVogerTkJERHQdFjh0V0RwVbi8OAtu9cNURyEi\nIroOCxwiIiJyOCxwiIiIyOGwwCEiIiKHwwKHiIiIHA4LHCIiInI4LHCIiIjI4bDAISIiIofDAoeI\niIgcDgscIiIicjgscIiIiMjhsMAhIiIih8MCh4iIiBwOCxwiIiJyOEJKKVWHICIiIrIk3sG5S5Mm\nTVIdwSZwHDgGAMcA4Bhcw3HgGAC2MQYscIiIiMjhsMAhIiIih+Myffr06apD2Ks6deqojmATOA4c\nA4BjAHAMruE4cAwA9WPAScZERETkcPiIioiIiByOq+oA9mjPnj348MMPoes6unbtiujoaNWRrG7+\n/PnYtWsXfH19MWfOHNVxrC4tLQ3x8fHIysqCEAJRUVHo2bOn6lhWV1BQgGnTpqGoqAjFxcVo06YN\nBg4cqDqWErquY9KkSQgICLCJDhJre+655+Dp6QlN0+Di4oLZs2erjmR1V65cwcKFC/Hbb79BCIFn\nn30WDRo0UB3Lqs6fP4+4uLjS1ykpKRg4cCB69epl9SwscO6QrutYunQpXnnlFQQGBmLy5MkIDw9H\naGio6mhW1blzZ/To0QPx8fGqoyjh4uKCoUOHok6dOsjNzcWkSZPQpEkTp/s+cHNzw7Rp0+Dp6Ymi\noiJMnToVzZo1c7of6gDwzTffICQkBLm5uaqjKDNt2jT4+PiojqHMhx9+iGbNmuGFF15AUVER8vPz\nVUeyuurVqyM2NhZAyb+XzzzzDFq1aqUkCx9R3aHjx4+jatWqqFKlClxdXdGuXTts375ddSyrCwsL\ng5eXl+oYyvj7+5dOoKtQoQJCQkKQkZGhOJX1CSHg6ekJACguLkZxcTGEEIpTWV96ejp27dqFrl27\nqo5Cily9ehWHDh1Cly5dAACurq6oVKmS4lRq7d+/H1WrVkVwcLCSz+cdnDuUkZGBwMDA0teBgYE4\nduyYwkSkWkpKCk6dOoV69eqpjqKEruv4xz/+gYsXL6J79+6oX7++6khW99FHH2HIkCFOffcGAGbO\nnAlN09CtWzdERUWpjmNVKSkp8PHxwfz583HmzBnUqVMHMTExpb8AOKPNmzfjgQceUPb5vINDVA55\neXmYM2cOYmJiULFiRdVxlNA0DbGxsVi4cCFOnDiBs2fPqo5kVTt37oSvr6/ylljVZs6cidjYWLz8\n8stITEzEwYMHVUeyquLiYpw6dQoPPvgg3nrrLXh4eCAhIUF1LGWKioqwc+dOtGnTRlkGFjh3KCAg\nAOnp6aWv09PTERAQoDARqVJUVIQ5c+agQ4cOaN26teo4ylWqVAkNGzbEnj17VEexqiNHjmDHjh14\n7rnn8O677+LAgQOYO3eu6lhWd+3noK+vLyIiInD8+HHFiawrMDAQgYGBpXcw27Rpg1OnTilOpc7u\n3btRu3Zt+Pn5KcvAAucO1a1bFxcuXEBKSgqKiorw888/Izw8XHUssjIpJRYuXIiQkBD07t1bdRxl\nLl26hCtXrgAo6ajat28fQkJCFKeyrsGDB2PhwoWIj4/HuHHj0KhRI4wdO1Z1LKvKy8srfTyXl5eH\nffv2oWbNmopTWZefnx8CAwNx/vx5ACXzT5yt6eDPVD+eAjgH5465uLhg+PDhmDVrFnRdR2RkJGrU\nqKE6ltW9++67OHjwIC5fvoxRo0Zh4MCBpZPrnMGRI0ewYcMG1KxZExMnTgQAPP7442jRooXiZNaV\nmZmJ+Ph46LoOKSXatm2Lli1bqo5FVpadnY23334bQMmjmvbt26NZs2aKU1nf8OHDMXfuXBQVFaFy\n5coYPXq06khKXCtyR44cqTQHVzImIiIih8NHVERERORwWOAQERGRw2GBQ0RERA6HBQ4RERE5HBY4\nRERE5HBY4BAREZHDYYFDRFYxffp0DBs2DIWFhaZ9Rnx8PD799FPTrk9E9oMFDhGZLiUlBYcOHQIA\n7Nixw5TP0HW93NcoLi62QBIisgVcyZiITLdhwwY0aNAA9erVQ3JyMtq2bQug5I6Lm5sb/vjjDxw7\ndgy1a9fG888/j+DgYADA77//jmXLluHkyZPw8fHBY489hnbt2pV+rbu7O9LS0nDw4EE8+eST2LRp\nEwBg7dq1aNiwISZNmoSBAwdi7ty5qFq1aunXBQYGYtCgQfj111/x/vvvo0ePHli7di2aNGmCMWPG\nYOfOnfj000+RmpqK0NBQjBgxAvfcc4+CkSOiu8U7OERkuuTkZLRv3x4dOnTA3r17kZWVVfrepk2b\n8Mgjj2Dp0qWoVatW6UaVeXl5eO2119C+fXssWbIE48aNw9KlS3Hu3LkyX/vwww9j+fLl6NixI9q3\nb49+/frh448/xqRJkwxly8rKQk5ODubPn49nnnkGp06dwoIFCzBy5EgsW7YMUVFReOutt0x9tEZE\nlscCh4hMdfjwYaSlpaFt27aoU6cOqlSpUnqnBQBatGiBsLAwuLm54fHHH8fRo0eRlpaGXbt2ITg4\nGJGRkXBxcUHt2rXRunVrbNmypfRrIyIicN9990HTNLi7u99VPiEEBg4cCDc3N7i7uyMpKQlRUVGo\nX78+NE1D586d4erqimPHjpV7LIjIeviIiohM9dNPP6FJkybw8fEBALRv3x7Jycmlu7AHBgaWnuvp\n6QkvLy9kZmYiNTUVx44dQ0xMTOn7xcXF6NixY+nrP3/t3fLx8SlTHKWlpSE5ORnfffdd6bGioiJk\nZGSU+7OIyHpY4BCRaQoKCrBlyxbouo4RI0YAKCkWrly5gtOnTwMA0tPTS8/Py8tDTk4O/P39ERgY\niLCwMEyZMuWm1xdC3PI1AHh4eCA/P7/0dVZWVpnC6K9fExgYiP79+6N///7G/0OJyObwERURmWbb\ntm3QNA1xcXGIjY1FbGws4uLicP/992PDhg0AgN27d+Pw4cMoKirCp59+igYNGiAoKAgtW7bEhQsX\nsGHDBhQVFaGoqAjHjx8vMwfnr3x9ffHHH3+UOVarVi1s2rQJuq5jz549OHjw4C0zd+3aFd9//z2O\nHTsGKSXy8vKwa9cu5Obmln9AiMhqeAeHiEyTnJyMyMhIBAUFlTnevXt3fPjhh2jcuDEeeOABrFq1\nCkePHkWdOnUwZswYAECFChXwyiuvYPny5Vi+fDmklLjnnnvw5JNP3vTzunTpgnfeeQcxMTEICwvD\nSy+9hJiYGMTHxyMxMRERERGIiIi4Zea6devimWeewbJly3DhwgW4u7vjvvvuw/33319vw9nbAAAA\nXUlEQVT+ASEiqxFSSqk6BBE5pz+3bBMRWRIfUREREZHDYYFDREREDoePqIiIiMjh8A4OERERORwW\nOERERORwWOAQERGRw2GBQ0RERA6HBQ4RERE5HBY4RERE5HD+HxHG6Zpjg8NXAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 4 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAD8CAYAAABpRJ6JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlUwmJUm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['z'][4], \n", " magnitudes['z'][4], \n", " stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 17.5." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: 0.0\n", "Number of source used: 9512\n", "RMS: 0.0\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " magnitudes['z'][4], magnitudes['z'][4], \n", " stellarities['z'],\n", " mag_min=16.0, mag_max=17.5)\n", "print(\"Aperture correction for z band:\")\n", "print(\"Correction: {}\".format(mag_corr['z']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "Legacy Survey does not provide a 0 to 1 stellarity so we replace items flagged as PSF accpording to the following table:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarities['g'][np.isclose(stellarities['g'], 1.)] = 0.9\n", "stellarities['g'][np.isclose(stellarities['g'], 0.)] = 0.05" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_legacy.add_column(Column(data=stellarities['g'], name=\"stellarity\")) #Stelarites computed earlier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objid\": \"legacy_id\",\n", " \"ra\": \"legacy_ra\",\n", " \"dec\": \"legacy_dec\",\n", " \"flux_g\": \"f_90prime_g\",\n", " \"flux_ivar_g\": \"ferr_90prime_g\",\n", " \"apflux_g\": \"f_ap_90prime_g\",\n", " \"apflux_ivar_g\": \"ferr_ap_90prime_g\",\n", " \"flux_r\": \"f_90prime_r\",\n", " \"flux_ivar_r\": \"ferr_90prime_r\",\n", " \"apflux_r\": \"f_ap_90prime_r\",\n", " \"apflux_ivar_r\": \"ferr_ap_90prime_r\",\n", " \"flux_z\": \"f_mosaic_z\",\n", " \"flux_ivar_z\": \"ferr_mosaic_z\",\n", " \"apflux_z\": \"f_ap_mosaic_z\",\n", " \"apflux_ivar_z\": \"ferr_ap_mosaic_z\",\n", " \"stellarity\": \"legacy_stellarity\"\n", " })\n", "\n", "\n", "catalogue = orig_legacy[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2017\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/ipykernel/__main__.py:19: RuntimeWarning: divide by zero encountered in true_divide\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:76: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:80: RuntimeWarning: divide by zero encountered in true_divide\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n" ] } ], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('f_'):\n", " \n", " errcol = \"ferr{}\".format(col[1:])\n", " \n", "\n", " \n", " #First we take aperture 4 if it is an aperture flux\n", " if 'ap' in col:\n", " catalogue[col] = catalogue[col][:, 4] \n", " catalogue[errcol] = catalogue[errcol][:, 4] \n", " \n", " #Convert nanomaggies to uJy\n", " # 1 nanomaggy = 1.e-9 maggy\n", " # 1 maggy = 3631 Jy\n", " # 1 nanomaggy = 3.631×10-6 Jy\n", " catalogue[col] = catalogue[col] * 3.631 #* 1.e9\n", " catalogue[errcol] = (1/np.sqrt(catalogue[errcol])) * 3.631 #* 1.e9\n", " catalogue[col].unit = u.microjansky\n", " catalogue[errcol].unit = u.microjansky\n", " \n", " mag, magerror = flux_to_mag(np.array(catalogue[col])* 1.e-6, np.array(catalogue[errcol])* 1.e-6)\n", " mag[mag == np.inf] = np.nan #The very low fluxes yield infinite mags\n", " magerror[magerror == np.inf] = np.nan\n", " \n", " if 'ap' in col:\n", " mag += mag_corr[col[-1]]\n", " catalogue[col],catalogue[errcol] = mag_to_flux(mag,magerror)\n", " catalogue[col] = catalogue[col] * 1.e6\n", " catalogue[errcol] = catalogue[errcol] * 1.e6\n", " \n", " # Add magnitudes\n", " catalogue.add_column(Column(mag , name=\"m{}\".format(col[1:])))\n", " catalogue.add_column(Column(magerror , name=\"m{}\".format(errcol[1:])))\n", " \n", " \n", " # Band-flag column\n", " if 'ap' not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxlegacy_idlegacy_ralegacy_decf_90prime_gferr_90prime_gf_ap_90prime_gferr_ap_90prime_gf_90prime_rferr_90prime_rf_ap_90prime_rferr_ap_90prime_rf_mosaic_zferr_mosaic_zf_ap_mosaic_zferr_ap_mosaic_zlegacy_stellaritym_90prime_gmerr_90prime_gflag_90prime_gm_ap_90prime_gmerr_ap_90prime_gm_90prime_rmerr_90prime_rflag_90prime_rm_ap_90prime_rmerr_ap_90prime_rm_mosaic_zmerr_mosaic_zflag_mosaic_zm_ap_mosaic_zmerr_ap_mosaic_z
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\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 1374183 sources.\n", "The cleaned catalogue has 1348144 sources (26039 removed).\n", "The cleaned catalogue has 25667 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [\n", " 'merr_ap_90prime_g', 'merr_ap_90prime_r', 'merr_ap_mosaic_z']\n", "FLAG_NAME = 'legacy_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(\n", " catalogue, RA_COL, DEC_COL, \n", " sort_col= SORT_COLS,\n", " flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_NGP.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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xhkAggB07diRtGOFzeBW8V3DaHj1BI8yRbHkxFhsCmOIyt/LhQriOrpgBwJ//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7TLGCu3EL7j+iGhOo4XSCvp8oTcu663Fl5LG/z868SlkaNu5DnB5uI5xiVg22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QnNgw0+DBRrGHd7Hq8sfxkyQ8zc7/dY4Pu58OWqJlWCTQHpR1iek3c9ta8hJEou9NajwPK6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\nO25dE+3ZPuS9ThJOgupslmQIflwkTCRIxIIJC+8r3BALFJwaTAwSd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.003366076390420858 arcsec\n", "Dec correction: -0.001721845239188724 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL].unit = u.deg\n", "catalogue[DEC_COL].unit = u.deg\n", "catalogue[RA_COL] = catalogue[RA_COL] + delta_ra.to(u.deg)\n", "catalogue[DEC_COL] = catalogue[DEC_COL] + delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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znv/qq69i3bp1eP755x2ziQgRdhsUnoAOnuPk60fmanzMLxGnGZ/QiTi7YLSV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F1oIPw3RB7v20bn1xhVIKCRnpMyKQ44DcXNDmlnKEjIW+R51eoVJm2KwIMWEri7ncY3xE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\nE/RgYsb0GbdZ4U1EEtD1DPVFpsKANUKyMk4s1BVuG8giiHEYG8mzB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "83988 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"legacy_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/LegacySurvey.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }