{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Bootes master catalogue\n", "## Preparation of zBootes data\n", "\n", "The catalogue comes from `dmu0_zBootes`.\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 magnitude for each band in 2 arcssec aperture.\n", "- The auto magnitude.\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": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "708e28f (Tue May 8 18:05:21 2018 +0100)\n", "This notebook was executed on: \n", "2018-05-17 15:15:46.386715\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": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n", " warnings.warn(msg, UserWarning)\n" ] } ], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\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, \\\n", " nb_plot_mag_ap_evol, nb_plot_mag_vs_apcor\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "deletable": true, "editable": 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 = \"zbootes_ra\"\n", "DEC_COL = \"zbootes_dec\"" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## I - Column selection" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 1.i Aperture correction\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_zbootes = Table.read(\"../../dmu0/dmu0_zBootes/data/zBootes_MLselected_20160801.fits\")\n", "\n", "\n", "bands = [\"z\"]\n", "apertures = [\"01\", \"02\", \"03\", \"04\", \"05\", \"06\", \"07\", \"08\", \"09\", \"10\", \"15\"]\n", "\n", "magnitudes = {}\n", "magnitude_errors ={}\n", "stellarities = {}\n", "\n", "for band in bands:\n", " magnitudes[band] = np.array(\n", " [orig_zbootes[\"mag_aper_{}\".format(aperture)] for aperture in apertures]\n", " )\n", " magnitude_errors[band] = np.array(\n", " [orig_zbootes[\"magerr_aper_{}\".format( aperture)] for aperture in apertures]\n", " )\n", " stellarities[band] = np.array(orig_zbootes[\"class_star\"])\n", " \n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " magnitude_errors[band][mask] = np.nan\n", " \n", "mag_corr = {}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAicAAAD8CAYAAACsNgQYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xd4m+Xd9vHvpWVZlvfMniQECCHUUEgoK6FAKLOFAmW1paGDt6U8HbQ8T3cppZRCgY4AbVgljELZK4y2hJUASQiEFUKmM2zH29rX+4dESMCO7ci2blnn5zh82JIu+/7ljiydvtZtrLWIiIiIOIUr0wWIiIiI7EjhRERERBxF4UREREQcReFEREREHEXhRERERBxF4UREREQcReFEREREHEXhRERERBxF4UREREQcxZPpAnaloqLCjh07NtNliIiISD945ZVX6q21lT21c3Q4GTt2LEuWLMl0GSIiItIPjDFretNOwzoiIiLiKAonIiIi4igKJyIiIuIoCiciIiLiKAonIiIi4igKJyIiIuIoCiciIiLiKAonIiIi4iiO3oRNRERkKInEEjS2R6hvCxOJJ/C5XXjcBo/L9dHXbpP62oXHlfza5TKZLn1QKZyIiIgMoJZQlPrWMA3tEVo6o1jb95/hdpmPQown+fkTIcaT/OxxfxR0vO7sHCBROBEREelH0fhHvSMNbREisUTaPzOesMQTljAJ2sO9/z5jksFme4jZHmi67q3xul0U5GU+GqRVgTGmDLgTGAt8AJxmrd3WRbvRwI3AKMACc6y1H6RzbBEREadoDUVpaIvQ0B6mqWP3ekcGgrUQi1ti8TgQ77G92204YnLVwBfWg3Tj0SXAU9bay40xl6Ru/7CLdrcAv7bWPmmMCQLpx0gREZEMiScsDe3JnpGGtgihaM9v/NJ76YaTE4HDU1/fDDzLx8KJMWYvwGOtfRLAWtuW5jFFREQGXXs4RkNbhPr2ME0dERL6M3vApBtOqq21dQDW2jpjTFd9QZOAJmPMvcA4YCFwibW2y5hpjJkLzAUYPXp0muWJiMhASSQskXiCaDxBJJbA43KR53Xh97ozXVq/SCQsjR2RVO9ImI6IekcGS4/hxBizEKjp4qFL+3CMzwDTgbUk56icB9zUVWNr7TxgHkBtba1DRu1ERHJDJJZIBo7U58gOnz8MIR/eF4t3/RLtcoHf4ybP68afCit+r5v8D2973I5dGtsZiVPfFqa+LTl3JJ7Q21Am9BhOrLWzu3vMGLPZGDMs1WsyDNjSRbP1wGvW2vdT3/Mv4CC6CSciItJ/YvGuQobdHjbCsY+CRzSe6JeJnIkEdETiu+xp8HlcOwcWr5s8ryt12z1oS2ATCUtTZ3R7IOkIq3fECdId1nkAOBe4PPX5/i7aLAZKjTGV1tqtwJHAkjSPKyKSk6y1hGPJULFjT8aHQSO6QxCJxhOOnRfxYd0tndEuH3e7DX5PNz0vXjd5HhfG7F7vSygap6E9Qn1rmMaOCPFueoAkc9INJ5cDdxljvkpyyOZUAGNMLfB1a+351tq4MeZ7wFMm+Ux6BbghzeOKiOSUWDzBhqZO1jZ2EI46NHH0o3jc0h6PdbunhzGQ97Hw8vEg404NHVlrad7eOxKhLRQbxH+J7I60wom1tgGY1cX9S4Dzd7j9JLBvOscSEclF0XiCtY0drGvs6HaORy6yNtkDklzC23Xvi8dt8HvdhKJxnbssk/lt4ERE5BNC0ThrGzvY0NSpYYfdFItb2uLqJclGCiciIg7SGYnzQUM7dc2djp0vIjLQFE5ERBygLRzjg/p2NreEHLP1uUimKJyIiGRQc0eU1Q3t1Lf24WpuIkOcwomISAY0tIX5oKGDbe2RTJci4jgKJyKSMaFonPXbOsnzuKgI5pHvGxrbnu/KltYQH9R3dLu/h4gonIhIBoSicVbX7zzp821aCfjclAfzKCvwUVbg275PRbaz1rKpJRlK2sNaPSLSE4UTERk0HZEYH9R3sKml65UoHZE4Hak9PVwuKAn4KC/wUR7MI5iXfS9XiYTdvnFapy4aJ9Jr2ffbLiJZpz0cY3UfV6IkEtDYFqGxLcK7m9vwe92UFfioCPooLfAN2rVXdseHu7muaeggEtN6YJG+UjgRkQHTGoryQX0HW1rTXx4bisbZ2NTJxqZOjIHifC/lwTzKgz6K/N7+KThNkViCddu0m6t0LxaN8t8nH+aBO/5OY/0WCouKCRaVUFhcTEFhcep2MYVFJQRTX+94u6CwCJfLucG8vyiciEi/awlFWb21na0DtDzWWmjqiNLUEWXVluQVbpO9Ksn5Kj7P4L54b9/NdVsn8YRCiXxSS9M2HrnnNh644+9s3bSREWPGM2nvabS3NtPa0szmjetoa2mitaWZeKz7eUnGGALBwu2hJlhUTLCwmGBx8UdBp2iHoFP84e0iCotK8HidEeR7onAiIv2muSPK+/VtNLQN7vLYSCzBpuYQm5pDGAOFfi/lweR8leJ8725fvbYnPc2hEVn7/rvcd9sNPHn/3YRDnex/8KF85ye/5YDPzOqyB8RaS6izg7aWZtpammltadr+9U63W5tpa04Gm3Wr36W1pZn21hbCoc5d1uPPD1BYvEOo2alnpoii4hKihx3AZz/72YE6Jb2icCIiadvWHmF1QzuNgxxKumIttHRGaelM9t543IbygjzKUmHF701/uXJrKMqahg7t5ipdstbyyvP/5t5b57H4v0/j9eUx6/jPc8pZX2PcpCm7/F5jDPmBAvIDBVTWDO/zsSPhEG0tLbS2NNHe2rI9zLQ27xBqdgg6mzesY9VbK2hraaajvQ2AtStOUDgRkeyV3EisnW3tzt2zIxa3bG4JsbklBEDQ79m+Aqgk34urD8uVtZur7Eo41MlTD/6Te2+dx5pV71BaXsm5F/6Az33xHErKKgalBl+en7JKP2WVVX3+3ngsRmdHCzPGlw9AZX2jcCIifVbfFmZ1fTvNHc4NJd1pC8VoC8VY09CB220oTS1X3tUmcNkQwiRz6rds4sE75vPQXbfQ0tTIhD334QeX/ZHDjj0Rny8v0+X1mtvjobi0nKqqvgeb/qZwIiK9tqU1xOqt7bSGhsZGYvG4pb41TH1reKdN4MqDPkoDvu1bzGs3V+nKO28s495b5vHsY/eTiMeZceQxnHLOXKZ+6qABm+eUKxRORGSXrLVsaU32lLQNkVDSnR03gTMGzSeRT4jH4zz/9GPce8s8Vrz6EoGCICee8RVO+tJXGTZqTKbLGzIUTkSkSx9uub66vp2OcO7tbqpgIjtqb23h0X/+g/v/cRObNqyjZuRovvHDX3D0KWdQECzMdHlDjsKJiOwkkbDUtYRYU99Oh7Zclxy3ce0H3Hf7jTx+7x10drQztfYgLvjBzzn4iKNxu4f+hSozReFERICPrgOzpqGDUFShRHKXtZbli5/n3ltv4IVnHsft9nD4nBM5+ayvMWnvaZkuLyconIjkuHjCsmFbJ2sa2wlHtZOY5K5IJMyzj/yLe2+9gVVvraC4tIwz517E8WecR3lldabLyykKJyI5Kp6wrN/WoYvTSc7b1rCVh+68hQcXzGdbw1bGTpzMxb+4iiOPO5k8f36my8tJCiciOSYWT7BuWydrGzuIKpRIDnv/7Te599Z5PP3QvUSjEQ48dBafP+cCph/0GS0FzrC0w4kxpgy4ExgLfACcZq3d1kW7K4DjABfwJPAdazUfXmSwROMJ1jbqirmS2xKJBC/9eyH33jqPpS89hz8/n2M+fyYnn3U+o8ZNzHR5ktIfPSeXAE9Zay83xlySuv3DHRsYY2YAM4F9U3c9BxwGPNsPxxeRHkRiCZasaczJJcEiAJ3t7Tz+rwXcd9uNbFy7msqa4Zx/8f9y7Oe/RFFJaabLk4/pj3ByInB46uubSQaOH36sjQX8gA8wgBfY3A/HFpEexOIJXlu7TcFEco61lg1r3ueRe27jkXtup721hSnTPsWXv/1DDpl9HB6vN9MlSjf6I5xUW2vrAKy1dcaYT2zKb619wRjzDFBHMpxcZ61d2dUPM8bMBeYCjB49uh/KE8ld8YRl6bqmIbPdvMiuNG9r4O0VS3lr+au89fprvP36UlqaGnG53Rz62c9x8tlz2WvapzJdpvRCr8KJMWYhUNPFQ5f28vsnAlOAkam7njTGHGqt/c/H21pr5wHzAGprazUwLrKbEgnL8vVNNGXhxflEehLq7OC9lSt4+/XXkkFkxWvUrVsDgMvlYszEycyYdQx77jOdAz5zJFXDRmS4YumLXoUTa+3s7h4zxmw2xgxL9ZoMA7Z00exk4EVrbVvqex4FDgI+EU5EJH3WWt7Y2EJDWyTTpYikLR6Ps3bVO6nekGQYWf3uShLx5FBl1bARTJ46nc+ddg6Tp05n0l7TyC8oyHDVko7+GNZ5ADgXuDz1+f4u2qwFvmaM+Q3JYZ3DgKv74dgi0oWVda1sbgllugyRPrPWsrVuw0dBZMVrvLNiGaHODgCCRcVM3mc6Z5z/bSZPnc7kffajrPITswkky/VHOLkcuMsY81WSIeRUAGNMLfB1a+35wD3AkcDrJCfHPmatfbAfji0iH/PO5lY2NnVmugyRXmltbuLtFUs/Gp55/TW2NWwFwOv1MWHKPhxzyhlMnjqdPadOZ/jocbhcrgxXLQMt7XBirW0AZnVx/xLg/NTXceCCdI8lIru2amsbaxs6Ml2GSJci4RCr3n6Tt19/lbdeTwaS9R+s2v746PF7UHvIEew5dTqTp05n/KS98Pp8Gax44JQHfRT6vcQTlmg8QSxhicUTROOWWCJ5O57D+xFph1iRIWJtQwert7ZnugwRILnZ2brV7+3UI/L+228SiyUnaJdVVjNl3/357ElfTA7P7D2NgsKiDFc98AI+N3tUF1JZmNdjW2vtTmElFk8FmFRwiSYSxOI7h5sP20UTiawONwonIkPAhqZO3tncmukyJIc1NdbzxmuLtweRt1cspaMt+ZwMFASZtM9+fOG8r28fnqmoHpbhigeX22UYW1HAmLIALlfvtsY3xuDzGHzs3jCWtXansLKrcBNPJENQwiF5RuFEJMttbgnxVl1LpsuQHNXS1Mg/5l3DA//4O9FoBLfHw/jJezHruFO2B5GR4ybidrszXWrG1BT7mVgVxO8d3HNgjMHrNnjdkE92nX+FE5EsVt8W5o2NzegqVTLYQp0d3HfbjSy48VpCHe0cdeJpzPnCWUycsg++PH+my3OEoN/D5OpCSguG5ryZgaRwIpKlmjoivL6+mYQuLCyDKB6L8fh9C7jlT1fSsGUTBx3+Wb5y0Y8Yt8eUTJfmGB63YUJlkJGl+bq68W5SOBHJQi2hKK+tayLulAFiGfKstSx66lH+dvVlrFv9HnvtV8ulV/6FqZ86KNOlOYYxMLwknwmVQXweLXdOh8KJSJZpD8d4bW1TVs/El+yyfMkL3HjVr1i57BVGjd+Dn187n4OPOFq9AjsoDniZXFNIkV8XE+wPCiciWaQzEufVtduIxjSWIwNv9bsr+dsfLuPFfz9JeVUNF//iKj574mm4PXrr+JDP42KP6iDDivMzXcqQomeYSJYIRZPBJBxVMJGBtWXjeuZfdwULH7ibQLCQr373Uk760lfx5wcyXZpjuFwwqjTAuIoCPG4N4fQ3hRORLBCJJXhtbROdkXimS5EhrKWpkTtu+CP3/+PvAHzhvK9z+vnfpqikNMOVOUtZ0Mfk6kIK8vQWOlB0ZkUcLhZPsHRdE+3hWKZLkSEq1NnBv267iQU3XUtHWytHnXga537r+1QNH5np0hwl3+dmj+ogVYVaKj3QFE5EHCyesCxb30RLZzTTpcgQFI/FePxfd3LL9b/TsuBdcLsMY8oDjC0v6PXurpIehRMRh0okLMvXN7GtXcFE+pe1lueffoybrr6Mde+/q2XBu1Bd5GeP6sHf3TXXKZyIOJC1ljc2ttDQFsl0KTLEvP7Ki9x41a94c+kSRo3fg5/98e/MOPIYLQv+mII8D5NrCinT7q4ZoXAi4kAr61rZ3BLKdBkyhKx+dyV/u/o3vPjsE5RX1fDdn/+eo0/6opYFf4x2d3UGPStFHObdza1sbOrMdBkyRGyp28At1/+OJ++/i/yCIF+96FJOOkvLgrsyvCSfiVXa3dUJFE5EHOT9rW2saejIdBkyBLQ0bePOG6/lvttvAms55Zy5nPG1b1NUUpbp0hynOOBlUnUhxfna3dUpFE5EHGJdYwfvb23PdBmS5cKhTu677UbuvOk62ltbmH3CqZx74fepHj4q06U5js/jYmJVkOEl2t3VaRRORBxgY1Mnb29qzXQZksXisRhP3H8Xt1z/O+o31/Hpw2bz1YsuZdwkLQv+OGNgVFmA8drd1bEUTkQybEtLiJV1LZkuQ7KUtZYXnnmcm/7wa9a+/y5Tpn2KH13xJ/atPTjTpTlSWdDHpOpCgtrd1dH0vyOSQQ1tYVZsbMbqAsOyG1a8+jI3/P6XvLl0MaPGTeSn1/yNmbOO1SqTLvi9biZVB6kq0u6u2UDhRCRDmjoiLF/fTELX8ZM+WvPe29x09WW88MzjlFVW892fXcnRJ5+uZcFdcLsMo1O7u7q1u2vWSOuZbIw5FfgZMAU40Fq7pJt2xwDXAG7gRmvt5ekcVyTbtYSiLF3XRDyhLhPpvc0b13Hrn37Pk/ffhT9QwFcu+jEnn3W+lgV3wRgYVpzP+MoC7e6ahdKN2SuAU4C/dtfAGOMGrgeOAtYDi40xD1hr30zz2CJZqT0c47W1TcTiCibSO/VbNvGPv17No/fcjnG5OPmsr3HmBd/RsuBuVBTmMbEqqHklWSyt/zlr7Uqgp/HNA4H3rLXvp9ouAE4EFE4k54SicV5du41oTGM50rOmxnruvOk6HrhjPvF4jGM/fyZnzr2IyprhmS7NkYoDXvaoClIS0Jbz2W4wYuUIYN0Ot9cDnx6E44o4SjgW59U12whHFUxk11qbm7hn/l+499Z5RMIhZp9wKmd942KGjRyT6dIcKeBzM7FKk12Hkh7DiTFmIVDTxUOXWmvv78UxuupW6bY/2xgzF5gLMHr06F78eBHni8YTvLqmiY5IPNOliIN1tLdx3603cPf8P9Pe2sLhx57EOd/6HqPGTcx0aY7k87gYX1nAiBJdB2eo6TGcWGtnp3mM9cCOWxOOBDbu4njzgHkAtbW1GpSXrBeLJ1i6ron2cCzTpYhDhTo7eHDBfBbceB0tTY3MnHUs53zr+4yfvFemS3Mkt9swpizAGK3AGbIGY1hnMbCHMWYcsAE4HThzEI4rQ1R7OEZdcydbWsK4XAa/102ex4Xf68bvdeH3uMlLfXZl+IUrkbAsW99Mc0c0o3WIM0UiYR65+zbumHcNjfVbOOCQIzj3wh8weer0TJfmSC4XjCgJMK6iQBfnG+LSXUp8MnAtUAk8bIxZaq092hgznOSS4TnW2pgx5kLgcZJLif9mrX0j7colp8TiCTa1hKhrDn3ijb4t1H2PhM/j2iG4fCzEpG4PVHewtZblG5rZ1h4ZkJ8v2SsWjfLE/Xdx25+vYuumDex7wMH831U3sM+nNB2vO9VFfiZUFRDwaQVOLjDWwVtT1tbW2iVLutw6RXKAtZbG9gh1zSG2toYHZE8QY5IBZqfgskPPS57XtVsBxlrLGxtb2NQc6veaJXvF43GeeeQ+br3+Sjau+4Ap0z7Fed++hOmfPkRzJrpRWuBjYlVQVwweIowxr1hra3tqpwgqjtMRibGxKcSm5hCh6MBOILUWwtHELlfQGAN5np17W/zeD4NL8v48z86bPL21qVXBRLZLJBI89+TD3HzdFax9/10m7LkPv/rTrRx46GyFkm4E/R4mVgWpCOZluhTJAIUTB0gkLNs6IjR1RinyeykNeHPuSpmxeIItrWE2NnXS5LD5GdYm9ydJBqWua3O5PgowYDSU00vvrXydZx6+j4qa4Uw7YAZj99gTl2voPPettbz07yeZf+0VrHprBWMmTOInf7iRmbPnDKl/Z3/ye91MqCqgpsiv4JbDFE4yJBZP0NAeYWtrmPq28E67hRoDRfleygp8lAV8FOd7Mz6xc6Bsa4+wMTW5NZu3ck8koDMSp1NLhXsUCYf49+MP8uCC+axc9gout5tEPHneikrK2Lf2YKYdOINpB85gzITJWfkmbq3ltRf/y9//eDlvLX+V4aPGcslvr+fwY0/C7dZW6l3xuA3jKgoYVRoYsq930nsKJ4MoHItT3xZhS0uIbR2Rbi/4Zi00d0Rp7oiymnbcLkNxwEt5gY/SAh9F/uweew1F42xs6qSuOaQ38xxSt34ND915C4/dewctTY2MHDuBb1zyS4464VQ62ltZ9vLzLFv8PMteXsRzCx8GoLi0jH0PmMG0A2aw34EzGT1hkuP/ml7xykv8/drLWb74BaqGjeDiX1zFUSeciseb3b+3A8XlgtGpZcHeHOsxlu5pQuwA64zE2dKanNDZ3BmlP0631+OiNJDqWSnwZcXs9XjCsqU1xMamkIY8ckg8HmfJc0/zwIL5LP7v0xiXixlHHMPxZ5y3y0mgmzasZenLi1j+8vMsffl5tm7aAEBJeQXTUmFl2oEzGTVuomPCytuvv8b8a69gyaJnKKuo4swLLuLYL3wJn09zJrpiDNQU+5lQGdSF+XJIbyfEKpwMgJZQlK2tYba2hne5zLW/+L3u7UGltMD7icmZmdTUEWFjU4jNrSHiutBdzmhqrOexe+/g4btuYdOGdZRVVDHn1LOY84Wz+nxdGGstm9avZdniRSx9OdmzUr+5DoCyiqpkz8qByZ6VEWPGD3pYef/tN7n5uit4/unHKC4t44vn/z+O/+K5ulLwLujCfLlL4WQQWWtp6oiyJRVIBnqFSU8K8jyUB32UBnwZmVwbisapaw5R19Sp7dpziLWWlctf5cEFf+ffjz5ANBph2gEzOP6M85h55LH9NqxhrWXj2g+2DwEtfXkRjVs3A1BeVbNTz8rw0WMHLKysff9dbv3TlTz76P0UFBZx6pe/yclnnU+gIDggxxsKigNeJlYGKS3QhflylcLJAIsnLA3t4dSE1ohjrzI7WJNrEwnL1rYwG5o62dYe6ZfhK8kOnR3tPPPwfTywYD6r3lpBoCDIUSeexvFfPJcxEycP+PGttWxY8z7LXn4+ORS0+Hka67cAUFE9bHtQmXbADIaNGpN2WKlbt4Zb//x7nnrwHvL8+Zxy9lw+f+4FFBaX9Mc/Z0jShfnkQwonAyAaT1DfFmZLS5jG9khWri7p78m1zZ1R6po72dQc2mnFkQx9a99/lwfvvJkn77+L9tYWxk2awglnfJlZx32e/IKCjNVlrWX9B6u2B5WlLy+iqaEegMqaEUw78OCPwkofrvK7ddNGbv/r1Tx27z9wuz2ceOaXOe0r36KkrGKg/ilZz+dxMa6igJGlujCfJCmc9JNQNM7W1jBbWsM0dQy9HgGvx0VZIDlXpbeTa8OxOJuak5NbdTG73BKPxXj+6cd4YMF8lr70HB6Pl0OPPp7jTz+Pvacf4Mg3IGsta99/l2UvL2LZ4udZvvh5mhobAKgePpJ9UyuBph04g+rhoz7x/dvqt3LHDX/kobtuwSYSHHfa2Zz+tW9TUdXVxdoFdGE+6Z7CSRrawrFkIGkJ0ToIE1qdpLvJtYmEpb4tzMbmEA1t4SEX0mTX6rds4tF7bufhu2+lYcsmqoaN4HNfPJdjTj6D0orKTJfXJ9Za1qx6m6UvJXtWli1+gZamRgBqRo7ePgy0x15TWfjAPdz/j5uIRCIcfdLpfOnrF3UZYCTJ5YLhJfmMqyhw1MR8cQ6Fkz5q7ohuX/KrSZwfKcjzUOj30NDu3Hk1MjCstSxf/DwPLJjPoqceJR6LccAhR3D86V/mwENnDZnNxBKJBGvee3v7aqDli1+gtXkbAMYYjjzuFM765v8wcsz4DFfqbCUBL3sNL8qKrQ0kcxROepBIWBo7ItuX/Eb0xisCQHtrC08+cBcPLriZte+/S2FxKceccjrHnXoOI8aMy3R5Ay6RSLD6nZW8tfxV9t7/AMZO3DPTJTleaYGX/UaVaghHeqQL/+3CusYO3tvapn03RHaw6q03eHDBfJ566J+EOjvYc+p0vv/razjsmBPI8+dnurxB43K5mLDn3kzYc+9Ml5IVSgt87DeqRMFE+lVOhpO2cEzBRASIRMI898TDPLBgPm+89jK+PD9HHncyn/viuUzeZ79MlycOp2AiAyUnw4lIrtu8cR0P3XUrj/3zdpoaGxg+ehxf/8HPOerE0ygqKc10eZIFFExkICmciOSIRCLBK4ue5YEF83np309ijOHgI47m+NPPY/pBn8nKq/9KZpQFfUwbqWAiA0fhRCQHrH53Jb+46HzWf7CK0vJKzpx7EXNOPYuqYSMyXZpkmbKgj/1GlgzITtMiH1I4ERniXn/lRX5y4bn48vz8+Hd/4ZDZc/D6dG0T6bvyVI+JgokMNIUTkSHs+acf49ff+zpVw0bwm3l3UDNidKZLkiylYCKDSYPMIkPUI3ffxs+/8xXGT5rC1bc9oGAiu62iME/BRAaVek5EhhhrLbf/5Q/cfN0VHPCZI/m/q24gP5C5C/FJdqsozGPfEcUKJjKoFE5EhpB4PM71l13Kgwvmc9QJp3LxL67C403vytOSuyoL85iqYCIZkNawjjHmVGPMG8aYhDGmy+1ojTGjjDHPGGNWptp+J51jikjXIuEQv/6fuTy4YD6nfeVbfP+yPyqYyG5TMJFMSrfnZAVwCvDXXbSJAf9jrX3VGFMIvGKMedJa+2aaxxaRlPbWFn7y/85l+eIX+PoPfs7nz70g0yVJFlMwkUxLK5xYa1dC8sqdu2hTB9Slvm41xqwERgAKJyL9oGHrZn58wZmsXfUOP/rtnzjyc6dkuiTJYlVFyWCyq9d1kYE2qHNOjDFjgenAS4N5XJGhav0Hq/jR3NNpamzgl3+6ldqZh2e6JMliCibiFD2GE2PMQqCmi4cutdbe39sDGWOCwD+Bi6y1LbtoNxeYCzB6tJY+inTnreWv8r/fPAtjDFfOv1cX6pO0VBf52WdEkYKJOEKP4cRaOzvdgxhjvCSDye3W2nt7ON48YB5AbW1TT6i3AAAZ6UlEQVStLh0s0oXFzz3DLy76KiXlFfxm3gJGjhmf6ZIki9UU+9l7uIKJOMeAb8Jmks/2m4CV1tqrBvp4IkPdwgfv4f++dTbDR4/jmtseUjCRtCiYiBOlu5T4ZGPMeuBg4GFjzOOp+4cbYx5JNZsJnA0caYxZmvqYk1bVIjnq7vl/5reXXMjU/T/NVTffR1llVaZLkiymYCJOle5qnfuA+7q4fyMwJ/X1c4Ce+SJpSCQS3PD7X3DP/L9w6NHH88PLr8Pny8t0WZLFFEzEybRDrIjDxaJRrvy/7/LUg/dwwhlf5ps/+hVutzvTZUkWUzARp1M4EXGwzvZ2fvHd81my6BnO+/YlnDn3O3pDkbQMK/Gz1zAFE3E2hRMRh2pqrOd/v3EW7765nO/+/PfM+cKXMl2SZLnhJflMGVaoYCKOp3Ai4kB169fwo7lnsHXTRn56zd+ZceTRmS5Jstzwknz2Gl6U6TJEekXhRMRhVr31Bj++4AyikQi/vfEu9tn/wEyXJFlOwUSyzYDvcyIivbfs5UVcfO5JuD0errr1XwomkrYRpQomkn0UTkQc4r9PPMSP5p5BRVUNV9/2IGMn7pnpkiTLjSzLZ8owBRPJPgonIg7w4IL5/PLir7HH3vvyh1sfoGrYiEyXJFluZFk+e9YomEh20pwTkQyy1nLzdVdw+1/+wEGHHcWlv/8r/vxApsuSLDeqLMDkmsJMlyGy2xRORDIkHovxx19ewiP33MYxp5zBRT/9HW6PfiUlPaPLA0yqVjCR7KZXQpEMCIc6uez73+D5px/jjLnf4cvfvkR7T0jaFExkqFA4ERlkrc1N/OTCc3njtZf51o9/xUlfOj/TJckQoGAiQ4nCicgg2rppIz/++pmsX72KS6/8C4cdc2KmS5IhYEx5gD0UTGQIUTgRGSRrVr3Dj+aeQXtrM7/+6z/Y/6DPZLokGQLGVgSYWKVgIkOLwonIIHhz6RL+95tn4/F4+P3N9zFxytRMlyRDgIKJDFUKJ5J12ttaufeWeTx+3x0EgoVUDRtBVc0IqoaNTH6d+iivqnHE6peX/v0kv7x4LuWV1Vx+w50MGzUm0yXJEDC2ooCJVcFMlyEyIDL/yi3SS53t7fzrHzdx99/+RGtLE7Uzj8Dr87GlbgNvLn2F1uZtO7V3uVyUVw3bKbB89JEMMgWFA3vp+Mfuu4M//PR7TJi8N7/+8+2UVlQO2LEkdyiYyFCncCKO19nRzoML5nPX366neVsjnz5sNud86/tM2nvazu3a29myaQNb6jawtS75eUvderbUbeCt11/lv088RCwW3el7AgVBqoaNoHLYJ3teqoaNoKJqGB6vt881W2u588bruOnqX7P/wYfy02v+RqBAbyaSnjyviwmVQYaX5Ge6FJEBpXAijhUOdfLQnbew4KZraWqop3bmEZxz4feZsu/+XbbPLyhgzIRJjJkwqcvHE4kE2xq27hRadgwy76xYSvO2xp2+xxhDeVXNR4Gl5pNBprC4ZKfel0QiwZ9/+xP+dduNHH7sSfzgsj/i9fn678RIznG7DKPLA4wtL8Dt0n44MvQpnIjjRCJhHrn7Nu644Y80bt3M9IM+wzlXfz/tK/S6XC7KK6spr6zuNuCEOjvYumnj9uCyY4h5543lLFr4KNFoZKfv8ecHdhoqqt9Sx8v/eYpTzp7LBT/4GS6XLmElu8cYGFacz/jKAvxed6bLERk0CifiGNFIhMf/tYB//PVqtm7ayNRPHcSPf/dnph0wY9Bq8OcHGDVuIqPGTezy8UQiQXNjw06hZccg895br9Pe2sr5F/8vp33lW9r1VXZbWdDHHlVBCv19H1YUyXYKJ5JxsWiUJx+4m9v/chWbN65nr/1q+d6vr2H6pw9x3Ju7y+WitKKS0opKJk+d3mWbRCKh3hLZbUG/hz2qgpQH8zJdikjGKJz0QjweJxaNEItGiUYjRCMffb3j51g0QiTy0dfR1OdYNEokEk7d/7H20cj2Ni6Xm+kHHcKBh87OicmT8ViMpx76J7f95Srq1q1h8j778Z2fXEHtIUc4LpT0hYKJ7I48r4vxlUGGF/uz+vkv0h/SCifGmFOBnwFTgAOttUt20dYNLAE2WGs/l85x0/HMM8/wfz//FW0doe3hoauQEY1GUyEkQiKR6Pc6XG43Xq8Pj9eL1+vF4/UR6uzgkXtuw+v1Mf3gz3DI7OM4+IjPUlJW0e/Hz6R4PM6/H72fW//8e9Z/sIqJU6byy+tv4dOHHaUXZck5muwq8knp9pysAE4B/tqLtt8BVgJFaR4zLdFolLa2VhLGjT8/H09R0faQ4PH68Pp8eD2pr1P3ebze5P3bw8QO7VOPfaJ96mft2H7H73O7Pzm5LR6P8+bSxSxa+CjPLXyYl//zFC6Xi733P5BDZs1h5uxjqR4+KgNnrX8kEgn++8SD3HL9lax9/13GTZrCT6/5GzNnHatQIjlHk11Fumesten/EGOeBb7XXc+JMWYkcDPwa+Di3vac1NbW2iVLuu2M2W0r61rYsK2z339uf7LWsuqtFTy38BEWPfUoH7z7FgATp0zlkNnJoDJmwuSseFO31rLoqUe55frfsfqdlYwevwfnXPh9PnPU5zQEIjlJk10lVxljXrHW1vbYbpDCyT3Ab4DCVDuFkz7asGY1i55KBpU3lybPyYgx45k561hmzp7DnlOnO+6N3lrLi88+yS3X/473Vr7OyLETOPub3+OwY07osudIZKjTZFfJdf0WTowxC4GaLh661Fp7f6rNs3QTTowxnwPmWGu/aYw5nB7CiTFmLjAXYPTo0Z9as2ZNT/+GPsvGcLKj+i2beOHpx3juqUdZ9vIi4rEY5VU1zDjyGA6ZPYd9aw/erV1N+4u1liXPPcPN113B2yuWMmzUGM7+xv9w5HGnOOJaNyKDTZNdRZIc03NijPkNcDYQA/wk55zca609q6efq56TnrU2N/HSfxayaOGjLFn0NKHOTgqLSvj04bOZOWsOtTMPx58fGJRarLW89uJ/ufm6K3hz6RKqh4/krG9czOzjT81oWBLJFE12FdmZY8LJx9odjoZ1Bkyos4NXX/gPzz35MC8++yStLU3k+fOpPeQIZs46loMOO4rC4pIBOfayxc9z83VX8PqSF6msGc6ZF1zE0Sedrm3bpUcuFwzAgriM0mRXka71Npyku5T4ZOBaoBJ42Biz1Fp7tDFmOHCjtXZOOj9f+safH2DGkccw48hjiEWjLH/lRRYtfITnn36MRQsfwe3xMO2AGcycdSwzZh1LRVVXo3V9s+LVl7n5uitY+tJzlFVWc+Gll3HsF76Ez6cxdeme22WoCOZRXZRHRTCPSDxBS2eUps4ozZ1RWkPRrA0smuwqkr5+6TkZKOo56R+JRIJ3Vixl0VOPsuipR1m3+j0Apkz71PYJtSPHjO/Tz1y5/FVuvvYKXnn+WUrKKzjj/G9z3Glnk+fX1VKlay4XlBfkUVPspyKYt8thjkTC0hqK0ZwKK82dUULR+CBW23ea7CrSs0Ed1hkoCicDY82qd1JLlB/h3TeWAzB24mRmzprDIUfNYcKe+3Q7ae+dN5Zxy/W/46V/L6S4tIwvfvVCPvfFc8kPFAzmP0GyhMsFZQXJHpLKYB4e9+6vKAtF447sXdFkV5HeUzjZhVwPJzvasnE9i1LDPq+/8iKJRILq4SOZmdr0be/pB+J2u3lv5Qpu/dOVPP/0YxQWl3Lal7/JiWd+hfwChRLZmTFQWuCjpshPZWEe3jQCya5kundFk11F+k7hZBcUTrrW1FjPi88+waKFj/LKC/8hGglTUlbOmAmTWbb4eQoKi/jCuV/n5LO/RkGwMNPlioMYAyUBH9VFeVQV+vF5MrPnzmD0rmiyq8juUzjZBYWTnnW0t7H4uadZtPBR3l6xlCPmnMQXzv06waLiTJcmDlIS8FJd5KeqKI88j/PeqPu7d0WTXUXSMyirdWToChQEOezoEzjs6BMyXYo4THHAS3VhMpA4vefA5TIUB7wUBz4KE7vTu6LJriKDS+FERHpU6PdQXeSnushPvs/ZgaQnfq8bv9dNVZEf2HXviia7imSGwomIdCm4PZDkEfAN3ZeK7npXWkMxygp8muwqkgFD9xVHRPoskOemushPTZGfgrzcfXn4sHdFRDIjd199RASAgC85xFFdlKeJniLiCAonIjnI73VTXZRHdbGfIgUSEXEYhRORHOHzuKgp9lNd6N9pfoWIiNMonIjkgMrCPPYaXjRgu7WKiPQnhRORIczlgomVhYwuD2S6FBGRXlM4ERmi8n1u9hlRTHG+hnBEJLsonIgMQVVFeUwZpmEcEclOCiciQ4jLBXtUFTKqTMM4IpK9FE5EhoiAz80+I4u1NFhEsp7CicgQUFPsZ8+aQjwaxhGRIUDhRCSLuVwwqbqQkaUaxhGRoUPhRCRLBfLcTB1RrC3nRWTIUTgRyUI1xX6mDCvSFXNFZEhSOBHJIm6XYXJNIcNL8jNdiojIgFE4EckSBXkepo4sJpinX1sRGdrSmtpvjDnVGPOGMSZhjKndRbsSY8w9xpi3jDErjTEHp3NckVwzvCSfA8eVKZiISE5I95VuBXAK8Nce2l0DPGat/YIxxgdoaYFIL7jdhik1RdQU+zNdiojIoEkrnFhrVwIY0/2kPGNMEXAocF7qeyJAJJ3jiuSCoN/D1BHFFKi3RERyzGDs2DQe2Ar83RjzmjHmRmNMQXeNjTFzjTFLjDFLtm7dOgjliTjPiNJ8DhxbpmAiIjmpx3BijFlojFnRxceJvTyGB9gf+LO1djrQDlzSXWNr7Txrba21traysrKXhxAZGtxuw9SRxUwZVoRLy4RFJEf1+GeZtXZ2msdYD6y31r6Uun0PuwgnIrmq0J9cjRPwqbdERHLbgL8KWms3GWPWGWMmW2vfBmYBbw70cUWyyaiyAHtUBdVbIiJC+kuJTzbGrAcOBh42xjyeun+4MeaRHZr+P+B2Y8xyYD/gsnSOKzJUeNyGfUcVM7mmUMFERCQl3dU69wH3dXH/RmDODreXAt3ugyKSi4ryvUwdUUy+z53pUkREHEWD2yIZMLo8wMRKDeOIiHRF4URkEHnchr2HF1NZmJfpUkREHCsnw0nA58btNsTjNtOlSBqqivKwFjqjcULRODGH/3+WBLzsM6IYv1fDOCIiu5KT4WRMeQGjSgO0hKI0tEdobI/Q0hnFOvu9TVICeW72GlZEScC30/2xeIJQLEFnJBlWwrE4nZEEoViczkicSCyRoYphbEWACZXBXe6mLCIiSTkZTgBcLkNJwEdJwMeEyuQbW2NHhG3tURraw3SE45kuUT7G5YLRZQWMryjocq6Gx+0i6HZ1e3G8RMJuDyqhWIJQNPl1OBYnFE3e7u+A6vW42Gd4EeVBDeOIiPRWzoaTj/O4XVQV+qkq9AOFhKJxtnVEaGiLsK0jQjiaub+6JbmyZcqwQgr93t3+GS6XIeDzdLvJmbWWcCq0hKIJOqMfBplUT0w0QTzR+/RSWuBl7+EaxhER6SuFk274vW6GFeczrDgfgLZwjMa2SLJ3pSOi+SqDxO0yTKgMMqosf8CHRIwx+L3uXYaJD3tZwtF4aq5Lqgdmh3kvxsDYimQPj4ZxRET6TuGkl4J5HoJ5HkaXB7DW0twZpTE1X6VZ81UGRHnQx5RhRY7qecjzuMnzuCG/6x6cWDxBLGEdVbOISLZRONkNxnw0X2V8ar7Kto7o9mGg9nAs0yVmNa/HxeTqQmqK/Zkupc88bhce5RIRkbQonPQDj9tFZWFecu+KarbPV/mwZ0XzVXqvptjPpOpCfJ60rqwgIiJZTOFkAHx8vkp7OLY9qDRqvkqX8n1u9qwp1KoWERFROBkMBXkeCvI8jCpLzldp6YzR0B5mW0dyvkoihztWjElekXdCZRC3tnIXEREUTgadMYbigJfiQHJCZTxhtw8B1bfl1v4qQb+HKcOKKO5mcqmIiOQmhZMMc7sMFcE8KoJ5TKoupCUUpa4pxKaWENEM7mg6kFwuGFcRZGx5QEttRUTkExROHKbI76WoxsseVUHq28PUNYVoaA8PmaGf0gIvU4YVdbsRmoiIiN4hHMrlMtt3rI3EEmxuCVHXHKKlM5rp0naLx23Yo7qQESX5mS5FREQcTuEkC/g8LkaVBRhVFqAtHGNTcyd1zaGsWaJcVZTH5JrC5OZlIiIiPVA4yTLBPA8TqwqZUBmksT1CXXOIra3hPl3zZbDkeV1MrilMXa9IRESkdxROspQxhvJgHuXBPGLxBJtbw9Q1ddLU4YxhnxGl+UysCuJ1azM1ERHpG4WTIcDjdjGiJJ8RJfl0RuJsbO5kU3OIzsjgL0sO5LnZa1gRJQHfoB9bRESGBoWTISbf52ZCZZAJlUG2pYZ9NreGBnxXWpcLRpclr8Tr0mZqIiKSBoWTIay0wEdpgY/JiUK2tobZ2NzJtvZIv19BuTiQXB4czNPTSURE0pfWhABjzKnGmDeMMQljTO0u2n031W6FMeYOY4xmSA4it8tQU+xn/9GlzJxYwcSqIIG89FfOuN2GyTWF1I4pVTAREZF+k+5sxRXAKcB/umtgjBkBfBuotdbuA7iB09M8ruwmv9fN2IoCZkyo4IBxZYwsy8fj7vswTHnQx8HjyxlVpl1eRUSkf6X15661diXQmzcnD5BvjIkCAWBjOseV/lGc76U438ukqkLq28LUNYeobwvvctjH63ExubqQmmJ1fomIyMAY8L54a+0GY8yVwFqgE3jCWvvEQB9Xes/lMlQV+akqSu5Gu6k5RF1zJ62h2E7taor9TKouxOfR8mARERk4PYYTY8xCoKaLhy611t7fi+8vBU4ExgFNwN3GmLOstbd1034uMBdg9OjRPf146Wc+j4vR5QFGlwdoDUXZ1BxiW0eUCZUFlAfzMl2eiIjkgB7DibV2dprHmA2sttZuBTDG3AvMALoMJ9baecA8gNraWudte5pDCv1eCv3eTJchIiI5ZjD659cCBxljAiY5OWUWsHIQjisiIiJZKN2lxCcbY9YDBwMPG2MeT90/3BjzCIC19iXgHuBV4PXUMeelVbWIiIgMWcb2945c/ai2ttYuWbIk02WIiIhIPzDGvGKt7XZftA9p2YWIiIg4isKJiIiIOIrCiYiIiDiKwomIiIg4isKJiIiIOIrCiYiIiDiKo5cSG2O2AmsyXccgqgDqM11EltE56xudr77R+eobna++ycXzNcZaW9lTI0eHk1xjjFnSm/Xf8hGds77R+eobna++0fnqG52v7mlYR0RERBxF4UREREQcReHEWXTNob7TOesbna++0fnqG52vvtH56obmnIiIiIijqOdEREREHEXhZJAYY/5mjNlijFnRxWPfM8ZYY0xFN997hTHmDWPMSmPMH40xZuArzqyuzpcx5mfGmA3GmKWpjzndfO8xxpi3jTHvGWMuGbyqM2d3z5cxZpQx5pnUc+sNY8x3BrfyzEjn+ZVq6zbGvGaMeWhwKs6sNH8fS4wx9xhj3ko9zw4evMozI83z9d3U7+IKY8wdxhj/4FXuHAong2c+cMzH7zTGjAKOAtZ29U3GmBnATGBfYB/gAOCwAavSOebTxfkC/mCt3S/18cjHHzTGuIHrgWOBvYAzjDF7DWilzjCf3ThfQAz4H2vtFOAg4Fs6X7s8Xx/6DrByQCpzpvns/vm6BnjMWrsnMI3cOG/z2b3XrxHAt4Faa+0+gBs4fUArdSiFk0Firf0P0NjFQ38AfgB0N/nHAn7AB+QBXmDzQNToJLs4Xz05EHjPWvu+tTYCLABO7NfiHGh3z5e1ts5a+2rq61aSbxwj+rk8x0nj+YUxZiRwHHBjvxblYLt7vowxRcChwE2pnxOx1jb1c3mOk87zC/AA+cYYDxAANvZbYVlE4SSDjDEnABustcu6a2OtfQF4BqhLfTxurc2Fvzy6c6ExZnmq27S0i8dHAOt2uL2eHHiz3YWeztd2xpixwHTgpcEozKF6c76uJvkHRWIQ63Kqns7XeGAr8PfUMNiNxpiCQa7RSXZ5vqy1G4ArSfak1wHN1tonBrtIJ1A4yRBjTAC4FPhJD+0mAlOAkSTfZI80xhw68BU60p+BCcB+JH9xf99Fm67m4+TqkrTenC8AjDFB4J/ARdbalsEpz3F6PF/GmM8BW6y1rwxybU7Um+eXB9gf+LO1djrQDuTEPLAu9Ob5VUqyp3ccMBwoMMacNZhFOoXCSeZMIPkEXGaM+YBk+HjVGFPzsXYnAy9aa9ustW3AoyTnBuQca+1ma23cWpsAbiA5hPNx64FRO9weSY52i/byfGGM8ZIMJrdba+8dzBqdpJfnayZwQup3dgHJPxZuG8QyHaMPv4/rrbUf9sbdQzKs5Jxenq/ZwGpr7VZrbRS4F5gxmHU6hcJJhlhrX7fWVllrx1prx5L8Jd7fWrvpY03XAocZYzypN5HDyI0JZZ9gjBm2w82TgU+sfAIWA3sYY8YZY3wkJ5M9MBj1OU1vzldq5ddNwEpr7VWDVZsT9eZ8WWt/ZK0dmfqdPR142lqbk3/Z9vJ8bQLWGWMmp+6aBbw5COU5Ti9fv9YCBxljAqnfzVnk6Ou9wskgMcbcAbwATDbGrDfGfHUXbWuNMR9OtrsHWAW8DiwDlllrHxzwgjOsm/N1hTHmdWPMcuAI4LuptsONMY8AWGtjwIXA4yR/qe+y1r6RkX/EINrd80WyJ+Bskj0APS6hHSrSOF85Kc3z9f+A21Pt9gMuG+TyB10ar18vkXzNf5Xka76LHN1FVjvEioiIiKOo50REREQcReFEREREHEXhRERERBxF4UREREQcReFEREREHEXhRERERBxF4UREREQcReFEREREHOX/A9k/QGfm0iafAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_zbootes['mag_aper_02'], orig_zbootes['mag_aper_09'], stellarities['z'])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -1.013199806213379\n", "Number of source used: 925\n", "RMS: 0.37345455665684796\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " orig_zbootes['mag_aper_02'], orig_zbootes['mag_aper_09'], \n", " stellarities['z'],\n", " mag_min=14.8, mag_max=15.8)\n", "print(\"Aperture correction for z band:\")\n", "print(\"Correction: {}\".format(mag_corr['z']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2 Take values" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " 'internal_id': \"zbootes_id\",\n", " 'alpha_j2000': \"zbootes_ra\",\n", " 'delta_j2000': \"zbootes_dec\",\n", " 'class_star': \"zbootes_stellarity\",\n", " 'mag_aper_02': \"m_ap_90prime_z\", \n", " 'magerr_aper_02': \"merr_ap_90prime_z\", \n", " 'mag_auto': \"m_90prime_z\", \n", " 'magerr_auto': \"merr_90prime_z\"\n", " })\n", "\n", "\n", "catalogue = Table.read(\"../../dmu0/dmu0_zBootes/data/zBootes_MLselected_20160801.fits\")[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2011\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "catalogue[\"m_ap_90prime_z\"] += mag_corr[\"z\"]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('m_'):\n", " \n", " errcol = \"merr{}\".format(col[1:])\n", " \n", " # Some object have a magnitude to 0, we suppose this means missing value\n", " # Also some 99. mags\n", " mask = (catalogue[col] <= 0) | (catalogue[errcol] <= 0) | (catalogue[col] > 90.)\n", " catalogue[col][mask] = np.nan\n", " catalogue[errcol][mask] = np.nan \n", " \n", "\n", " flux, error = mag_to_flux(np.array(catalogue[col]), np.array(catalogue[errcol]))\n", " \n", " # Fluxes are added in µJy\n", " catalogue.add_column(Column(flux * 1.e6, name=\"f{}\".format(col[1:])))\n", " catalogue.add_column(Column(error * 1.e6, name=\"f{}\".format(errcol[1:])))\n", " \n", " # Band-flag column\n", " if \"ap\" not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "Table masked=True length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxzbootes_idzbootes_razbootes_deczbootes_stellaritym_ap_90prime_zmerr_ap_90prime_zm_90prime_zmerr_90prime_zf_ap_90prime_zferr_ap_90prime_zf_90prime_zferr_90prime_zflag_90prime_z
degdegmagmagmagmag
018926216.37038961724632.64324718531170.020914621.26550.10988419.14870.032129411.3187921.1455479.527882.3534102False
119639216.38208676847332.64449962438210.31003421.2340010.1085720.0630.047111.6519761.165158734.2611.4862664False
219351216.3771750076632.65063069035940.49238921.2857020.11008220.35490.051281811.110131.126447926.1842291.236741False
319784216.38473117741232.642544159560.00039309121.1899990.10634318.67530.023760612.1339051.1884618122.9927442.6916127False
419926216.387051145132.64122807175270.309421.2487980.10909819.02910.025924311.4942481.154976288.789062.120031False
518698216.36663612996532.66541649383270.16255420.1005020.038644620.37730.040270633.097811.178049925.6495380.9513566False
619079216.3727649206132.66318021871960.47043521.71320.12841122.24860.1415967.49411060.886335134.5767760.596879False
719081216.37280764562832.66774958220260.36678919.6738010.029632719.99550.027255649.0319631.338215836.458560.9152316False
819231216.37529943141632.66466631745630.1772221.3081020.09076621.57160.10060710.8832690.909825748.5380710.79115874False
919823216.38526686162432.65357902718810.34730520.98980.089204321.08020.094151114.5908361.198785913.4251661.1641816False
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## II - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 187628 sources.\n", "The cleaned catalogue has 187628 sources (0 removed).\n", "The cleaned catalogue has 0 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_90prime_z']\n", "FLAG_NAME = 'wfc_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": { "deletable": true, "editable": true }, "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": 13, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_Bootes.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.10194170581598883 arcsec\n", "Dec correction: -0.06714873594120263 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": 16, "metadata": { "collapsed": true, "deletable": true, "editable": 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": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true, "deletable": true, "editable": 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": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "18176 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"zbootes_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": { "deletable": true, "editable": true }, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "catalogue.write(\"{}/zBootes.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 }