{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lockman SWIRE master catalogue\n", "## Preparation of Spitzer Adaptation of the Red-sequence Cluster Survey (SpARCS) data\n", "\n", "This catalogue comes from `dmu0_SpARCS`. Alexandru Tudorica confirmed that the magnitudes are AB ones and are not aperture corrected.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The internal identifier (this one is only in HeDaM data);\n", "- The position;\n", "- The ugrz magnitudes in the 8th aperture (11×0.186=2.046 arcsec).\n", "- The \"auto\" magnitudes.\n", "\n", "The maps on the web page indicate they were observed in 2012 (or late 2011). Let's use 2012 as epoch." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "44f1ae0 (Thu Nov 30 18:27:54 2017 +0000)\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, remove_duplicates, nb_plot_mag_ap_evol, nb_plot_mag_vs_apcor\n", "from herschelhelp_internal.utils import aperture_correction, astrometric_correction, mag_to_flux" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"sparcs_ra\"\n", "DEC_COL = \"sparcs_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Parametres for aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We are using the aperture index 7 (0 base) that correspond to 11 pix * 0.186 arcsec/pix = 2.046 arcsec\n", "AP_INDEX = 7" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '\"\"' did not parse as fits unit: Invalid character at col 0 [astropy.units.core]\n" ] } ], "source": [ "t = Table.read(\"../../dmu0/dmu0_SpARCS/data/SpARCS_HELP_Lockman-SWIRE.fits\")\n", "\n", "stellarity = t['CLASS_STAR']\n", "\n", "mags_r = np.array(t['MAG_APER_r']).T\n", "mags_r[mags_r == 99] = np.nan\n", "\n", "mags_u = np.array(t['MAG_APER_u']).T\n", "mags_u[mags_u == 99] = np.nan\n", "\n", "mags_g = np.array(t['MAG_APER_g']).T\n", "mags_g[mags_g == 99] = np.nan\n", "\n", "mags_z = np.array(t['MAG_APER_z']).T\n", "mags_z[mags_z == 99] = np.nan\n", "\n", "del t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a r-band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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c5XQkERHpJyo1MuhcNjWbR66fwZaKRm58fDUNbZ1ORxIRkX6gUiOD0kWThvC7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\nIyIiIilBRY2IiIikBBU1IhKamZ1nZm5mPSv5fa80szaV+Z4HvP9HB3n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_r, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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3YyNXGB8tXw+2BbcgkCw3MysLL3FiMSPV1EJTczNNzS1Tt+aWFlJNzTS3lG1rbiEVlgu2\nt4b7mqf2N83yuKbmFv2uonCyIPUUTt555x02btzIP/lX/yuPf/rXpwWQeCJZ05dAF5mNc459b/6C\n73z1K+x947VZy8RiMdo7u6+Glu4eOsLg0tk1ub1n2n1nVzdtHV36m7gO3/dJj48FIWPkCuMjZYFj\ntCxgTFsfpljIz/mc7Z1ddHb10NndQ2dPb3Df1Xt1ubuH1tZ2fOfjfB/fdzjn43vetG2+74XLfrjf\nn9rveV4wfy7c7/teWM4F654XPGby8WXlCvk8+Vw2vOXI57Lkstlrtk3eFiOZapoKL5OBJdXUNPWh\ncPL1Ojntw2DZh8Sy9asfImd/zDXbyz58JpMp4ok4XsmjVCrilUqUSkVKpRJe2CteKpXwwvtSqYhX\nLE3b7nklSuG2aY8vFa/ZPnP/rzz+Mf74j/94sb+e17XQcKK++GXyxpu7Adj+8MenrqkRi0HMjJgZ\n8ZhhBvGp5eA+ZkztD+6DTxXx8HGxGFP7glu4PlnegueF4LLzmYLHRL5EplBiIu9RLK2A84elJpkZ\nOx7+ODse/jijw5cZuXKZ8dERxkdHwk/jI+FtmPGxEcZGRxi+fJEP3zvG+OgI6fGx6z5/e2dXEFo6\ny4JLd8+0npmOrm6amltJJBPEE2GvYyJJPLyf3J4MX/jjZfurPXTgeV7wRpnNkstmglsuSy4TLOdz\nmavby8oEb7oZcplsWCZLbvI+fGx6fBR/jnP/Y/F4EPy6e+nq7mXtbXewcfO2IHj09NLZHYSNru5e\nOsLQ0dnVU1dDs845CvmZAeZqeMllsxTyWXLhz+ea/bkshan1XPDGXSySy2amhtmnD71PrgfD6gs5\nASAK8Zl/H4nw7yZZtj2ZZGRkJOqqKpwsl9179pJKNfGlpx+lKZUiHlv+MdXmZJy+GdsKJZ9MoUS6\n4JHOl8KbVzcXYVsOsRi0JBN0NCdoa0rQmgo+8Xu+m7qVfIfv3LRtXtm6H5bxnAs/kUbcqBvU1dNH\nV8/M367r80olJsZHgzAzGWLKAs3YyPDVcDM6wtlTHzA+OsLE2AhL0eO7oBfqyWHUWfZjRiF8o7s2\neGQp5HM3XKfmlhaaW1rDIYnWYLmlhZ6+1dO2d3R2T/VmBD0dfVO9Hm0dnQ0/PGFmUz0fnd3Lf3zf\n96cCTTAXsCzIlKbPI5w2f7As8HilIvF4WehOzvK7es32YDlYTywqkFd7WGehFE6WyeDgIBs3fYTW\n5tq6NHgqESOVSNHdOn275zvShathJZ0vkS6UyBa8FffGuVTMoCUVp70pCCGT922p+JJ/Cp8KLS4M\nLWUBZnKbP0vwWUlX940nEosKNZNDGpM9NPl87mq3dLGsq3vyxb5UnLUre0Fd3MXpz5XLZaf2O9+f\nCgy9q2+aFiiam1tobm2dNWhM7W9ppbn16n6drVY/YrEYqVSTvgqiAgony8A5x+EDQ3z2c5+PuioL\nFo8Znc1JOpuT07b7viNT9MjkS+HwUDBMlC14eH79pJaWVHwqgAQhJE5bKkFsmXq84jFbVO9ayfM5\ndmGC08OLG3NfCWKx2NSQzi3r1kddHRGpAoWTZfDuu+8yMT7Gg7vmnQNU82Ixm3rDLu/4c86RK/pT\n81nSeW+q56Xk1W5oaUrGygLI1R6RKIbdlkIiHuP+tZ2s6Wzm6NmxuvkGaRFpLBWFEzPrBb4NrAdO\nAM8654ZnlGkGfg40hcf7rnPuf6nkuCvNG2/uAeDhOggnczEzWlJxWlJxgh/1Va5saGJyGCK49/F9\nKPn+9O1e+XCGT8m7Okej5Du8RYSdVCJWNhRzdWgmGa/PsfnethQP39XH8QsTnLySibo6IiI3pNKe\nkxeAV51zL5rZC+H6H84okwc+6ZybMLMk8Asz+/+dc7+s8Ngrxu6BvSSSSbZseSDqqkTCzEjGjeQS\nnhla8vxp8y88rywAuWDdjKkQkkrUZwi5nnjM2HhzB2s6mzhyZoyMelFEZIWoNJw8AzwWLr8MvMaM\ncOKCafWT39aWDG+1289fBfsGB7n3vk00NWly1FJJxGMkdBmMBeluTfHQXX28ezHoRWnUCc0isnJU\n+nFyjXPubLh8DlgzWyEzi5vZEHAB+LFz7s0Kj7tiOOc4dGCILdu2R10VaWDxmHHvmg767+iltUmp\nTkRq27w9J2b2E+DmWXZ9uXzFOefMbNbPZM45D9hmZt3A981ss3Pu0BzHex54HmDdunXzVa/mnThx\ngrGRYXb174y6KiJ0tSZ5+M4+3rs0wQeX1YsiIrVp3nDinHtyrn1mdt7M1jrnzprZWoKekes914iZ\n/RT4O8Cs4cQ59xLwEgSXr5+vfrVucjLsIw/uirgmIoFYzLjnpg5u6mzmyJkxJnKlqKskIjJNpcM6\nrwDPhcvPAT+YWcDMVoc9JphZC/AU8FaFx10x3twzQDweZ/u2rVFXRWSazuYkD67v5c7VbTT4BUVF\npMZU+pL0IvCUmR0DngzXMbNbzOyHYZm1wE/N7ACwh2DOyV9UeNwVY9/gIHffex/NzfpKeak9sZhx\n9+p2dq3vpaNZlz0SkdpQ0auRc+4y8MQs288AT4fLB4CGnA3qnOPwwf08+alfiboqItfV0ZzkwTt7\nOXE5w/uXJpjjO+VERJaFOnOr6MMPTzJ8+RI7d+yIuioi8zIz7lzVxoN39tHVmpz/ASIiVaJwUkVv\n7NZkWFl52psS9N/Rw4Y17ZqLIlOak8H3TYksB/2mVdGbuweIxWL072zIUS1ZwcyMO/raWN0RXF12\nJFOMukqyzOIxo7s1SV9bE33tqalgMpwu8OGVDJcm8joVXapG4aSKhvbt48577qW1tTXqqogsSmsq\nwc47ejg1nOX4hYm6+uZpuVZbU4K+9hR9bSl6WlOzfgt3T1uKnrYUuaLHySsZTo9ka/rLPWVlUjip\nokMH9vGJx6+ZLyyyopgZt/e2sqq9iSNnxxhOF6KuEmbQlIjTkorh+ZAulBb1hZCNLhE3+tqa6A0D\nSfMNfAFWczLOhjUd3LW6nbOjWU5eyZLO65o5sjQUTqrk9OkzXL54gR2aDCt1oiUVD3tRMhy7MFH1\nMJCIG62pBC3JIIQ0J+PhcpzmRPyaT/W5oke24JEulMgUPNL5EtmCR7boafghZAadLUn62lL0tTXR\n2ZLA7NrekRsRjxm39bRyW08rV9IFTmrIR5aAwkmV/OKXuwF45CFNhpX6clvP1V6UKxOL70WJx4ym\nZGwqcLQmEzSnwvVknET8xmbjNifjNCfj9LSlpm33fUe2GIaWfHAfhBiPYqn+z5luTsbpbUuxqj0Y\njkne4P/rjehtS9HbliJb8Dg5nOGMhnxkkRROquTNPQOYGQ/pO3WkDjUn4+xY18OZkSzvnB+f9Q2o\nfOilvNejJQwRNzKEUIlYzGhrSgQTOjum7yuUfDJhT0umUCIdhpdc0Vux13qJx4yu1iSrZkxkXU4t\nqTj3rung7tXtnBnJcnI4QybvLXs9ZOVSOKmSoX2D3HHXPbS3t0ddFZGquaW7hd62FCcup0nEbN6h\nl1qTSsRIJVJ0z5iz7lzY25IvHyoKwkuhBntbFjKRNQrxWDBf6fbeVi5P5Dk5nOXSeD7qaskKoHBS\nJYf2D/Hwox+LuhoiVdecjHPfzZ1RV2NJmQXzXVpT175EljyfdMELelecw3fB0JFzhOvhtsllP1ie\nud/NKDe53/MdjnD/HDmokomsUelrb6KvvYlMocSp4SynR7KaxCxzUjipgjNnz3Hx/Fl27NCQjki9\nScRjdLXE6GpZnqvo+r7DKwswzkFzMlbxRNaotKYS3Lumg7tWtXF2NMfJKxkyBQ35yHQKJ1XwejgZ\n9mFdGVZEKhSLGTFWZhC5nkQ8NjXkc2kiz8krGS5XMMFa6ovCSRXsHhgE4OFdOo1YRGQ+q9qbWBUO\n+Zy8kuXMqIZ8Gp3CSRXsG9zL7evvpru7O+qqiIisGK2pBBtv7uDu1W2cGclxalhDPo1K4aQKDh/c\nz/Z+DemIiCxGIh5jXV8rt/e2cGmiwOmRLJlCiaLnKHm+LvDWABROltj5Cxc5d/okO57/p1FXRURk\nRTMzVnc0sbqjadr2oueHN0fR8ymF94Vwe8lzwXLJp+QHyxomWlkUTpbY5JVhH9ylM3VERKohGY/d\n8JVufd9R9GcGmaAnpuj5FEqOkj899BQ9f8VejG+lUzhZYrsH9gLwqM7UERGpGbGY0RSLc6MXzM0V\nPS6nCwynC1xJF2ryInz1SOFkie0bHOSW2++gr6836qqIiEiFmpNxbu1u4dbuFgDGc0WG00WuZAoM\nZwoaLqoShZMldvjAfjZv2RZ1NUREpAo6mpN0NCdZ19eKc47RbJEr6SCojGaLGgZaIgonS+jCpcuc\nOXmCLz73m1FXRUREqszM6G5N0d0afBO25zuGM8EQ0OV0gYlcKeIarlwVhRMz6wW+DawHTgDPOueG\n5ygbBwaA0865X63kuLXq9Tf3APDgrv6IayIiIsstHrOpC8ptIPjW6+FMMFdlOF3QNVtuwI1Nd77W\nC8CrzrkNwKvh+lz+GXC0wuPVtN17wsmwD2kyrIhIo0slYqzpbOb+tZ189J5VPHrPKu6/pZObu5pJ\nJSp9+61vlQ7rPAM8Fi6/DLwG/OHMQmZ2G/Bp4H8D/kWFx6xZQ/sGWXPLbdy85qaoqyIiIjWmJRXn\n1lT0k2vNgl6eqZsZibgRM7vhU7SrpdJwssY5dzZcPgesmaPcvwf+NdBR4fFq2qEDQ3xEk2FFRGQB\nyifX+r5jLBdMrr2SLjCWK+Lc3CEiEYsRi0EiFpu2Px4P78sel5jxHLFY7X+R5LzhxMx+Atw8y64v\nl68455yZXRP7zOxXgQvOub1m9tgCjvc88DzAunXr5iteMy5eGebUifd49gv/IOqqiIjIChOLXZ1c\ne9dqcM5hVvsholrmDSfOuSfn2mdm581srXPurJmtBS7MUuxR4NfM7GmgGeg0sz9zzn1xjuO9BLwE\n0N/fv2JOIH9j9wAAuzQZVkREKtTIwQQqnxD7CvBcuPwc8IOZBZxzf+Scu805tx74AvDf5gomK9nu\nMJx89CGFExERkUpUGk5eBJ4ys2PAk+E6ZnaLmf2w0sqtJEND+1i9Zi3rbr0l6qqIiIisaBVNiHXO\nXQaemGX7GeDpWba/RnBGT905tH+I+x/YGnU1REREVrzaOGdohbs0PMrJ94+zbfuOqKsiIiKy4imc\nLIG/2TOAc45d/TujroqIiMiKp3CyBHbvGQTgkQd1ZVgREZFKKZwsgaF9g/Suvom7198edVVERERW\nPIWTJXD44H7u36zJsCIiIktB4aRCl0fG+eD422zdtj3qqoiIiNQFhZMK/XJgL77vs3OnztQRERFZ\nCgonFdozsBfQZFgREZGlonBSocHBQbp6etl49/qoqyIiIlIXFE4qdOTgfu5/YBuxmP4rRUREloLe\nUStwZWyCE8ffZstWTYYVERFZKgonFdi9dwivVGLHDk2GFRERWSoKJxV4c88AAI88pMmwIiIiS0Xh\npAL7h/bR0dnNpnvvjroqIiIidUPhZJGccxzaP8TGB7aSiOu/UUREZKnoXXWRhsczvP/OUR7Ysi3q\nqoiIiNQVhZNF2rNvP6VSUVeGFRERWWIKJ4u0e09wZdiHdvVHXBMREZH6onCySPuHBmnr6GTLpo1R\nV0VERKSuKJwsgnOOQweGuHfTA6QS8airIyIiUlcUThZheCLLe28f5QFdGVZERGTJJSp5sJn1At8G\n1gMngGedc8OzlDsBjAMeUHLOreiJGnuHDlIs5NmuK8OKiIgsuUp7Tl4AXnXObQBeDdfn8rhzbttK\nDyYAe/ZqMqyIiEi1VBpOngFeDpdfBj5b4fOtCPsGB2lpbWPrR+6LuioiIiJ1p9JwssY5dzZcPges\nmaOcA35iZnvN7PkKjxkp33ccPjDEhk0P0NqUjLo6IiIidWfeOSdm9hPg5ll2fbl8xTnnzMzN8TQf\nc86dNrObgB+b2VvOuZ/PcbzngecB1q1bN1/1lt1IJsd7bx/hc//guairIiIiUpfmDSfOuSfn2mdm\n581srXPurJmtBS7M8Rynw/sLZvZ94EFg1nDinHsJeAmgv79/rrATmcH9h8jnsmzfrjN1REREqqHS\nYZ1XgMkHgC1mAAAPq0lEQVQuhOeAH8wsYGZtZtYxuQz8beBQhceNzJ6BQQB29e+KuCYiIiL1qdJw\n8iLwlJkdA54M1zGzW8zsh2GZNcAvzGw/sBv4/5xzf1nhcSMztG+Q5pYWtj+wKeqqiIiI1KWKrnPi\nnLsMPDHL9jPA0+Hye8DWSo5TK3zfceTQfu6+bzMdLamoqyMiIlKXdIXYGzCSznP8yEE2b9mGmUVd\nHRERkbqkcHID9h8+Si6bYasmw4qIiFSNwskN2D0wAMCufl0ZVkREpFoUTm7A0L59pJqa2bF1c9RV\nERERqVsKJwvk+Y4jB4e4e+Mmulubo66OiIhI3VI4WaDRTDAZ9v4HthKLaTKsiIhItSicLNDBI++Q\nSU9oMqyIiEiVKZws0NRk2J07I66JiIhIfVM4WaChoX0kkyl2btsSdVVERETqmsLJApQ8nyMHhrjz\n3vvp7WiNujoiIiJ1TeFkAUazRY4fPcj9m7eSiOu/TEREpJr0TrsAR94+xsTYKFu374i6KiIiInVP\n4WQBdg8MArBzp8KJiIhItSmcLMDQvr3EEwn6t9fFlyuLiIjUNIWTeRQ9nyMH97P+nvvo62qLujoi\nIiJ1T+FkHqOZAsePHOS+zVtpSsSjro6IiEjdUziZx1vH32ds5Apbtm2LuioiIiINQeFkHnsG9gKw\nY4euDCsiIrIcFE7mMbRvkFg8zq4d6jkRERFZDgon15EveRw9tJ877r6Xm3o6o66OiIhIQ1A4uY6x\nbJFjRw6w8SNbaUlpMqyIiMhyqCicmFmvmf3YzI6F9z1zlOs2s++a2VtmdtTMHqnkuMvl2PsfMnL5\nEpu3akhHRERkuVTac/IC8KpzbgPwarg+m/8A/KVz7j5gK3C0wuMui917BgDYuVOTYUVERJZLpeHk\nGeDlcPll4LMzC5hZF/AJ4KsAzrmCc26kwuMui/37BonFYpoMKyIisowqDSdrnHNnw+VzwJpZytwJ\nXAS+bmb7zOxPzazmL7WaK3q8degAt995D2v6uqOujoiISMOYN5yY2U/M7NAst2fKyznnHOBmeYoE\nsAP4E+fcdiDN3MM/mNnzZjZgZgMXL168sdYsobFckXeOHGDDpi20aTKsiIjIsknMV8A59+Rc+8zs\nvJmtdc6dNbO1wIVZip0CTjnn3gzXv8t1wolz7iXgJYD+/v7Zws6yOH7iFFcunmfz1u2YWVTVEBER\naTiVDuu8AjwXLj8H/GBmAefcOeCkmW0MNz0BHKnwuFU3MHVl2O0R10RERKSxVBpOXgSeMrNjwJPh\nOmZ2i5n9sKzc7wPfMLMDwDbg31R43KrbP7QPM2PXzh1RV0VERKShzDuscz3OucsEPSEzt58Bni5b\nHwL6KznWcgomw+7ntvV3s3Z1b9TVERERaSi6QuwsgivDHuSeTQ/Q3lRRfhMREZEbpHAyi/dPneXi\nudN85IFtxGOaDCsiIrKcFE5mMXll2O3bNRlWRERkuSmczGL/0D4AdvXrsvUiIiLLTeFkhkyhxNuH\nDnDL7eu5dc2qqKsjIiLScBROZhjLljh+9AAbPrKFjmZNhhUREVluCiczfHjmHOdOn+T+zVtJxvXf\nIyIistz07jvDwOAgANt36OJrIiIiUVA4KeOcY2ifJsOKiIhESeGkTKbg8c7hA9x86+3cdvNNUVdH\nRESkISmclBnLFTl2+AAbNmkyrIiISFQUTsqcOneJMydPsHHzVpqT8airIyIi0pAUTsrsDSfDbtWV\nYUVERCKjcBKaNhl2pybDioiIREXhJDSRL/HO4QOsvvlW1t+2NurqiIiINCyFk9B4rsSxIwfYsOkB\nTYYVERGJkMJJ6MzFy5w68S4bN2+lNaVwIiIiEhWFk9DewSEAtm7TZFgREZEoKZwAvu84MBRMht2p\nybAiIiKRUjgBJgol3j58gL6bbuaudbdGXR0REZGGpnACjGWLHD9ygA33azKsiIhI1CoKJ2bWa2Y/\nNrNj4X3PLGU2mtlQ2W3MzP6gkuMutXOXRzn5/nHu3byFNk2GFRERiVSlPScvAK865zYAr4br0zjn\n3nbObXPObQN2Ahng+xUed0kNDu7D9302b9lGLGZRV0dERKShVRpOngFeDpdfBj47T/kngHedcx9U\neNwl4/uOgweCybD9O/sjro2IiIhUGk7WOOfOhsvngDXzlP8C8M0Kj7mkxnMl3j50gO6+Vdy9/vao\nqyMiItLw5p1gYWY/AW6eZdeXy1ecc87M3HWeJwX8GvBH8xzveeB5gHXr1s1XvYqN5YocP3qQDZu2\n0NmSrPrxRERE5PrmDSfOuSfn2mdm581srXPurJmtBS5c56l+BRh0zp2f53gvAS8B9Pf3zxl2lsqF\n4TE+ePcdHnn8U3Q0K5yIiIhErdJhnVeA58Ll54AfXKfs36fGhnQA9g0dwPc8Nm/dRlyTYUVERCJX\naTh5EXjKzI4BT4brmNktZvbDyUJm1gY8BXyvwuMtKc93HNg/CEC/rgwrIiJSEyq6qIdz7jLBGTgz\nt58Bni5bTwN9lRyrGsZzRY4dOUhndy/33Lk+6uqIiIgIDX6F2LFsiWOHD2gyrIiISA1p6HBycWSc\nE8ffYsOmBzQZVkREpEY0dDgZOngQr1Ri05ZtpBIN/V8hIiJSMxr2Hbnk+RwcCq4Mu337johrIyIi\nIpMaNpyM50ocP3KQ9s4u7rv37qirIyIiIqGGDSdjuSLvHNnPPfc/oMmwIiIiNaRhw8nl0Qwn3nmL\nezdtoVOTYUVERGpGw4aT/QcPUiwW2PjAVpqT8airIyIiIqGGDCdFz+fQgf2AJsOKiIjUmoYMJ2PZ\nIscO76e1vYNNGzdEXR0REREp05jhJFfi2JED3HP/Zrpam6KujoiIiJRpyHAynsnx7ttH2LBpCx3N\nFX29kIiIiCyxhgwn7x17m2Ihz8aPbKE1pcmwIiIitaQhw8mRg8Fk2G07dmBmEddGREREyjVkODl8\nYIjmllY23bcx6qqIiIjIDA0ZTo4eDK4M293WHHVVREREZIaGCyee5/HW4YNs2LSF9iZNhhUREak1\nDRdO3n77bbLZDBs+8gAdCiciIiI1p+HCyd69ewHYum0HsZgmw4qIiNSahgsnTz/9NP/n17/Jpvvv\ni7oqIiIiMouGG9fo6+vjk596mrZUwzVdRERkRaio58TMes3sx2Z2LLzvmaPcPzezw2Z2yMy+aWaR\nnyajK8OKiIjUpkqHdV4AXnXObQBeDdenMbNbgf8J6HfObQbiwBcqPG7F2hVOREREalKl4eQZ4OVw\n+WXgs3OUSwAtZpYAWoEzFR63Ii3JOMl4w023ERERWREqfYde45w7Gy6fA9bMLOCcOw38W+BD4Cww\n6pz7qwqPWxEN6YiIiNSuecOJmf0knCsy8/ZMeTnnnAPcLI/vIehhuRO4BWgzsy9e53jPm9mAmQ1c\nvHjxhhu0EB3Nyao8r4iIiFRu3i4E59yTc+0zs/NmttY5d9bM1gIXZin2JPC+c+5i+JjvAR8F/myO\n470EvATQ399/TdhZCqmEhnRERERqVaXv0q8Az4XLzwE/mKXMh8DDZtZqwVcAPwEcrfC4IiIiUqcq\nDScvAk+Z2TGCHpIXAczsFjP7IYBz7k3gu8AgcDA85ksVHldERETqlAVTRWpTf3+/GxgYiLoaIiIi\nsgTMbK9zrn++cpp8ISIiIjVF4URERERqisKJiIiI1BSFExEREakpCiciIiJSUxROREREpKbU9KnE\nZnYR+KAKT70KuFSF561lanNjUJsbg9rcGOqxzXc451bPV6imw0m1mNnAQs6zridqc2NQmxuD2twY\nGrHNkzSsIyIiIjVF4URERERqSqOGk0b8bh+1uTGozY1BbW4MjdhmoEHnnIiIiEjtatSeExEREalR\ndRVOzOxrZnbBzA7N2P77ZvaWmR02s//9Oo+Pm9k+M/uL6td2aVTSZjPrNrPvhuWOmtkjy1PrylTY\n5n8e7j9kZt80s+blqXVlZmuzmX3bzIbC2wkzG5rjsX/HzN42s+Nm9sLy1boyi22zmd1uZj81syPh\nz/qfLW/NF6+Sn3NYti5ew27gd3vFvYZV2N4V+fq1KM65urkBnwB2AIfKtj0O/ARoCtdvus7j/wXw\n/wJ/EXVblqPNwMvAPwqXU0B31O2pZpuBW4H3gZZw/TvAb0bdnsW2ecb+/wP441m2x4F3gbvCn/F+\nYFPU7alym9cCO8LlDuCdem9z2f66eA1baJtX4mtYBb/XK/b1azG3uuo5cc79HLgyY/PvAC865/Jh\nmQuzPdbMbgM+DfxpVSu5xBbbZjPrIvgj+WpYpuCcG6lydZdEJT9nIAG0mFkCaAXOVK2iS2iONgNg\nZgY8C3xzlt0PAsedc+855wrAt4BnqlbRJbTYNjvnzjrnBsPlceAowQt7zavg51xvr2HA9du8Ul/D\nKvkZs0JfvxajrsLJHO4FPm5mb5rZz8xs1xzl/j3wrwF/+apWNQtp853AReDrYTfwn5pZ2/JWc0nN\n22bn3Gng3wIfAmeBUefcXy1zPavh48B559yxWfbdCpwsWz/FCnmjnsf12jzFzNYD24E3l6FO1TZf\nm+vpNWzS9dpcb69hcJ321vHr16waIZwkgF7gYeBfAd8J0+kUM/tV4IJzbm8E9auGedscltkB/Ilz\nbjuQBlbMfIRZLOTn3EPQa3AncAvQZmZfXO6KVsHfZ+5PWvVq3jabWTvw58AfOOfGlqVW1TVnm+vw\nNWzS9X7O9fYaBtf/Gdfr69esGiGcnAK+5wK7CT5VrJpR5lHg18zsBEG39yfN7M+Wt5pLaiFtPgWc\ncs5NfqL8LsEf+kq1kDY/CbzvnLvonCsC3wM+usz1XFJh9+5vAN+eo8hp4Pay9dvCbSvWAtqMmSUJ\ngsk3nHPfW666VcsC2lxvr2ELaXNdvYYtoL119/p1PY0QTv4LwWRJzOxegklT075IyTn3R86525xz\n64EvAP/NObeSE+lC2nwOOGlmG8NNTwBHlrOSS2zeNhN0hz5sZq1hr8oTBPMRVrIngbecc6fm2L8H\n2GBmd5pZiuD3+5Vlq111XLfN4c/2q8BR59y/W9aaVc9121yHr2Ewf5vr7TVsvr/lenz9mlNdhRMz\n+ybwN8BGMztlZr8NfA24Kzxt61vAc845Z2a3mNkPo6zvUqiwzb8PfMPMDgDbgH+z3PVfjMW2OfyE\n9V1gEDhI8Pu/Iq7AOEebIXgj+uaMsuVtLgH/I/Ajghey7zjnDi9fzRdvsW0m6EX4EkHvweTpmU8v\nW8UrUEGbV6wK27ziXsMq+Ftesa9fi6ErxIqIiEhNqaueExEREVn5FE5ERESkpiiciIiISE1ROBER\nEZGaonAiIiIiNUXhRERERGqKwomIiIjUFIUTERERqSn/Hb6TMLLJ4bw7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_r[AP_INDEX], mags_r[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 17.9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b u-band" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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cfGp/rirIITpCq4GLiHRkqfEBZ9K6mOUI4B3gn865JR0RNBBUaqQrcs7x2apt\nPPTRKgrX76RXQhTfO6U/147NJSZS5UZEuq+A3FNjZlG0lps/Av/rnPvLkUcMHJUa6cqcc3yxdjsP\nfrSKmWt30DM+km9P6Ms3CnJIjY/yOp6ISKfr0BmFzSzKzC4DngNuAR4EXm/jsTlm9omZLTWzJWZ2\n+37v32lmzsx6HuT4c8xshZmtNrOft+U7RboyM+PE/j15cfI4Xrl5HMdkJHLPeysY97uP+eE/5zFz\n7XZN5CcicgBtufz0D2AYMAV40Tm3uF1fYJYBZDjn5ppZAjAHuMQ5t9TMcoDHgcHAcc65bfsd6wNW\n0nr5qxiYDVzjnFt6qO/UmRoJNSs3V/HCrA28OreYqrom+qfFce3xfbj82CySYyO9jiciElAdeU9N\nC62rcsO+Mwgb4Jxzie0M9gbwF+fcB2b2L+A3wBtAwQFKzTjgLufc2f7Xv6D1S393qO9QqZFQVdvQ\nzNsLS3nhyw3M21BOVHgY5w/P4LoTcjk2N0ULaIpISGprqQk/3A7OuQ4bW2pmecBoYJaZXQyUOOcW\nHOIP4ixaR17tVgwcf5DPngxMBsjNze2gxCLBJSbSx5UFOVxZkMPS0kpe+HI9/55XymvzShiUnsB1\nJ+RyyegsEqMjvI4qItLpOm3yPTOLB6YCd9O60vcnwFnOuQozK+LAZ2quAM5xzn3H//oG4Hjn3K2H\n+i6dqZHuZFd9E28uKOWFWRtYVFJBTISPi0Zmcu3xuYzITtLZGxHp8jrsTE0HhYkAXgWed869ZmbD\naV3he/dZmmxgrpmNdc6V7XVoCZCz1+ts/zYR8YuLCueasblcMzaXhcXlvDBrA2/ML+Wlwo0MzUzk\nuuP7cNGoTOKjOuUfdxERzwT8TI21tpZngB3OuTsOsk8RBz5TE07rjcKn01pmZgPXHm6OHJ2pke6u\nsq6RN+aV8PysDSwvqyIu0sclo7O49vhchmYmeR1PRKRdgmbtJzObAEwDFgEt/s2/dM5N2WufIvyl\nxswygcedc+f53zsP+DPgA550zt19uO9UqRFp5Zxj3sZynp+5gbcXllLf1MLInGSuHpPDucN6a+SU\niHQJQVNqvKBSI/J1FTWNvDq3mBe+3MDqLdVE+IyTB6Rx4chMzhiSrstTIhK0VGpUakQOyDnH4pJK\n3lpYylsLStlUUUd0RBinD07nwpEZnDqol9acEpGgolKjUiNyWC0tjjkbdvLWglKmLNrEtuoG4qPC\nOWtoOhfE/bQGAAAgAElEQVSOzGRCfk8ifFoxXES8pVKjUiPSLk3NLXyxdjtvLSjl3cVlVNU1kRIb\nwbnDM7hwRCZj+/bAF6bh4SLS+VRqVGpEjlh9UzOfrdzGWwtK+WDpZmobm+mVEMUFIzK5cGQGo3KS\nNf+NiHQalRqVGpEOUdPQxEfLtvDWglI+XbGVhuYWcnrEcOGITC4cmcng3gkqOCISUCo1KjUiHa6i\ntpH/LCnjrYWb+Hz1NppbHPm94jlnaG9OGZTG6JxkwnUPjoh0MJUalRqRgNpWXc+7i8t4a0EphUU7\naHGQEB3OhPyenDIwjVMGpZGRFON1TBEJASo1KjUinaaippHP12xj6oqtTF25lbLKOgAGpse3FpyB\nvRjTN4WocA0VF5H2U6lRqRHxhHOOlZurmbpyC1NXbmX2up00NLcQE+FjXP9Uf8lJI69nnNdRRaSL\nCKoFLUWk+zAzBvVOYFDvBCaf3J+ahiZmrt2+5yzOx8u3ANAnNXZPwTmhXypxmtFYRI6SztSISKcq\n2raLz1ZtZeqKrcxYs53axmYifWGM6ZvCKQPTOHlgGoPSNaJKRL6iy08qNSJBr76pmcKinUxd2Vpy\nVmyuAiA5NoJROcmMyklmdG4Ko7KTSYqN8DitiHhFpUalRqTL2VRRy7SV25i7YSfzNpSzcksVu/+I\n6pcWt6fkjM5JZnDvBA0fF+kmVGpUakS6vKq6RhYVVzBvYznzNpQzf+NOtlU3ABAdEcaIrGRG5SYz\n2l92eidFe5xYRAJBpUalRiTkOOco3lnrLzk7mb+xnCUllTQ0twDQOzGa0blfXbYanpVETKSGkYt0\ndRr9JCIhx8zI6RFLTo9YLhqZCbTel7NsU9WekjNvQznvLi4DwBdmDO6dwMicZEZlJzMyJ5n8XvFa\nmFMkRKnUiEiXFhXu23NT8W7bq+uZv7F8T8l5a0EpL8zaAEBspI9hWUmMyklmZHYyI7KTyE6J0Wgr\nkRCgUiMiISc1PorTj0nn9GPSAWhpcRRt38WC4nIWbKxg/sZynp5RRENT62Wr1LhIRua0FpyR/rLT\nIy7Sy19BRI6ASo2IhLywMKNfWjz90uK5dHQ2AA1NLawoq2J+cTkLNpazsLicT1Zs2TPaKrdHLCOy\n/Wd0cpIZmplIbKT+yBQJZrpRWETEr7q+iUXFFSwobi05CzZWUFJeC0CYwcD0BEZkJzEwPYH+veLJ\nT4snKzmGMN2jIxJQulFYRKSd4qPCGdc/lXH9U/ds21pV7y845cwvruCDpZt5ubB4z/sxET76pcWR\n3yue/mnx5PdqfeSlxhEZrnl0RDqTztSIiLTTjl0NrN5S/dVjazVrtlTvOasDrSOv+vSIpf9+Zad/\nWhwJ0ZodWaQ9dKZGRCRAesRFMrZvD8b27bHP9pqGJtZu3bVP4VmztZpPV2yhsfmrf4HsnRi9p+Dk\npycwoFc8A9MTdHOyyFFSqRER6SCxkeEMy0piWFbSPtsbm1vYsKPmq6LjLzv/mlPMrobmPfulxkUy\nID2eAb0SGJgeT77/Z2p8VGf/KiJdkkqNiEiARfjC6J/Wehnq7KFfbXfOsamijlVbqlm1uYpVm6tZ\ntaWKf88roaq+ac9+PeIi95zN2V16BqTH01NlR2QfKjUiIh4xMzKTY8hMjuGUgWl7tjvn2FxZz8rN\nVV8Vni3V/Ht+CVV1+5ad/F7xDNyr6OSnxZOWEKXJBKVbUqkREQkyZkbvpGh6J0Vz8n5lZ0uVv+z4\nz+qs2lzNm/NLqdyr7ERHhJHbI9b/iCO3Rwy5qa2vs1NiiY7QelgSmlRqRES6CDMjPTGa9MRoThqw\nb9nZWlXPys3VrN1WzYbtNWzY0fqYsWY7NXvdtwOtNyrn+tfQyu0RS5/Ur573jI/UWR7pslRqRES6\nODOjV2I0vRKjmTCg5z7vOefYvquBDTtq2Lijhg3ba1i/p/Bs49W5dfvsHxvp26fwTBjQk4mDenXm\nryNyxFRqRERCmJnRMz6KnvFRHJub8rX36xqbKd5Z21p4/I/121vLz/RV23hi+jpOH9yLuy4aSk6P\nWA9+A5G2U6kREenGoiN8eyYG3F9jcwtPf17Enz9cyRn3TeXWiflMPqUfUeG6J0eCk+bwFhGRA4rw\nhfHdk/vx4Z2ncMYx6dz7wUrO+fM0Plu51etoIgekUiMiIoeUkRTDw9cdyz++PRaAbz75JT94fg6b\nKmoPc6RI51KpERGRNjl5YBrv3XESd545kI+WbeH0e6fy6GdraGxu8TqaCKBSIyIi7RAV7uOHpw/g\nwx+fwon9U/ntlOWc/+A0Zq3d7nU0EZUaERFpv5wesTz+rTE89s0CdtU3841HZ/Ljl+aztare62jS\njanUiIjIETtzSDof/vgUbp2Yz1sLSznt3k95ZkYRzS3u8AeLdDCVGhEROSoxkT5+cvYg3rvjZEZm\nJ/M/by7h4oenM2/DTq+jSTejUiMiIh2if1o8z940lr9cO5qtVfVc9sgMfvHaQnbuavA6mnQTKjUi\nItJhzIwLRmTy0Z2nctP4vrxcWMxp937KS7M30KJLUhJgKjUiItLh4qPC+fUFQ3jntgnk94rnv15d\nxBV/m8HC4nKvo0kIU6kREZGAGdw7kZe/N457rxzJ+u01XPSXz7nl+bms3VrtdTQJQVr7SUREAsrM\nuPy4bM4ams5j09bx+LS1vLekjKsKcrj99AH0Tor2OqKECHMu9K5xFhQUuMLCQq9jiIjIAWyrrucv\nH6/m+VnrCTPjxvF5fP+U/iTHRnodTYKUmc1xzhUcdr9AlxozywH+AaQDDnjUOfeAmf0GuBhoAbYA\nNzrnSg9wfBFQBTQDTW35pVRqRESC38YdNdz/wUpen19CfFQ4N5/Sn0nj84iN1EUE2VcwlZoMIMM5\nN9fMEoA5wCVAsXOu0r/PbcAQ59zNBzi+CChwzm1r63eq1IiIdB3Lyyr50/sr+HDZFtISorjt9AFc\nPSaHCJ9u+5RWbS01Af9/jHNuk3Nurv95FbAMyNpdaPziaD2LIyIi3czg3ok8/q0x/OvmceSlxvLf\n/17MGfdN5c0FpRoGLu3SqTXYzPKA0cAs/+u7zWwjcB3w/w5ymAM+NLM5Zja5M3KKiEjnK8jrwcvf\nG8dTN44hJsLHbf+cxwUPTefTFVsIxfs/peN12o3CZhYPTAXuds69tt97vwCinXP/c4DjspxzJWbW\nC/gA+KFz7rMD7DcZmAyQm5t73Pr16wPxa4iISCdoaXG8uaCUez9YwcYdtRzftwc/O2cwx/VJ8Tqa\neCBo7qnxh4kA3gbed87dd4D3c4Epzrlhh/mcu4Bq59yfDrWf7qkREQkNDU0tvDh7Aw9+tJpt1fWc\nOSSdn549iIHpCV5Hk04UNPfUmJkBTwDL9i40ZjZgr90uBpYf4Ng4/83FmFkccBawOLCJRUQkWESG\nh/HNcXlM/emp/OSsgcxcs51z/vwZP3llAcU7a7yOJ0GmM0Y/TQCmAYtoHb4N8EvgJmCQf9t64Gb/\nZaZM4HHn3Hlm1g943X9MOPCCc+7uw32nztSIiISmnbsaeGTqGp6eUQQOrj+hD7dM7E9qfJTX0SSA\nguryU2dTqRERCW2l5bU88OEqXpmzkZgIH985qR/fOakvCdERXkeTAFCpUakREQl5q7dUc98HK5iy\nqIwecZHcMjGf647PJTrC53U06UAqNSo1IiLdxoKN5fzx/RVMX72NrOQYbj9jAJeNziJcE/iFhKC5\nUVhERCTQRuYk89x3jue5m44nNT6Sn/1rIec8MI33FpdpjptuRKVGRERCxoQBPXnjlvH87fpjaXGO\nm5+bwyV/ncGMNW1eaUe6MJUaEREJKWbGOcMy+M8dJ3PP5SPYUlnHtY/N4oYnZrGouMLreBJAuqdG\nRERCWl1jM8/NXM/Dn6xmZ00j5w/P4MdnDaR/WrzX0aSNdKOwSo2IiOylsq6Rxz9by+PT11Hf1MKV\nx2Vz+xkDyEiK8TqaHIZKjUqNiIgcwNaqeh7+ZDXPz1qPmXHjiXl8/5T+pMRFeh1NDkKlRqVGREQO\nYeOOGu7/cCWvzyshPjKcySf349sT+hIXFe51NNmPSo1KjYiItMGKsir++P4KPly2mdS4SL5/an+u\nP6GPJvALIio1KjUiItIOc9bv5L4PVvD56u30Tozm1tPyuaogh8hwDRT2mkqNSo2IiByBGWu28af3\nVzB3Qzk5PWK4/fSBXDo6C1+YeR2t29KMwiIiIkfgxP49efX7J/LUjWNIjI7gJ68s4Kz7p/L2wlJa\nWkLvREAoUakRERHZj5kxcXAv3rp1Ao9cdyxmxq0vzOP8h6bz0bLNWnohSKnUiIiIHERYmHHu8Aze\nv+Nk7v/GSHbVN3HTM4Vc9sgMPl+tpReCje6pERERaaPG5hb+NaeYBz9axaaKOsb1S+UnZw/kuD49\nvI4W0nSjsEqNiIgESF1jMy/M2sBfP13NtuoGTh2Uxk/OGsSwrCSvo4UklRqVGhERCbCahiaenlHE\n36eupaK2kXOH9eZHZw5kYHqC19FCikqNSo2IiHSSyrpGHp+2jiemraWmsZlLRmVx++kDyOsZ53W0\nkKBSo1IjIiKdbMeuBv4+dQ3PfFFEY7Pj4lGZ/ODUfPJ7aUXwo6FSo1IjIiIe2VJZxyNT1/DPLzdQ\n39TCecMyuGViPkMyE72O1iWp1KjUiIiIx7ZV1/Pk9HX844v1VNc3ccYxvbhlYj6jc1O8jtalqNSo\n1IiISJCoqGnkmS+KePLzdZTXNDIhvye3TMznhH49MNPyC4ejUqNSIyIiQaa6vokXZq3n0c/Wsa26\nnoI+KdxyWj6nDkxTuTkElRqVGhERCVJ1jc28XLiRv326htKKOoZlJXLrxAGcNSSdMC2c+TUqNSo1\nIiIS5BqaWnh9XjF//XQN67fXMDA9nlsm5nP+8AzCfVrJaDeVGpUaERHpIpqaW3hn0SYe/mQ1KzdX\n0yc1lh+c2p9LR2cTGa5yo1KjUiMiIl1MS4vjP0s38/Anq1lUUkFmUjTfO6U/3xiTQ3SEz+t4nlGp\nUakREZEuyjnH1JVb+cvHqylcv5Oe8VF896S+XHN8LonREV7H63QqNSo1IiLSxTnnmLVuB3/5eDXT\nV28jPiqcq8fkMGlCX7KSY7yO12lUalRqREQkhCwuqeCxaWt5e+EmAM4fnsHkk/t1i5XBVWpUakRE\nJASVlNfy1PR1vDh7I9X1TYzrl8p3T+7LqQN7hexwcJUalRoREQlhlXWNvPjlBp6cXkRZZR35veL5\n7kl9uXhUVsjdVKxSo1IjIiLdQGNzC+8s3MSjn61l6aZKesZH8q1xeVx/Qh9S4iK9jtchVGpUakRE\npBtxzjFjzXYem7aWT1dsJToijCuPy+GmCX3J6xnndbyj0tZSE94ZYURERCSwzIzx+T0Zn9+TlZur\neHzaWl6avZHnZq3n7CG9+e7JfTmuTw+vYwaUztSIiIiEqC2VdTzzRRHPzdxARW0jx+YmM/nkfpw5\npDe+LnRTsS4/qdSIiIgAUNPQxCuFxTw+fS0bd9TSJzWWb4/vy+XHZRMfFfwXbVRqVGpERET20dzi\n+M+SMh6dtpZ5G8pJiArnqjE5fGtcHrmpsV7HOyiVGpUaERGRg5q3YSdPfV7ElEWbaHaO0wen8+3x\neYzrn4pZcF2aUqlRqRERETmssoo6npu5nhe+3MCOXQ0M7p3AjSfmccno4JnvRqVGpUZERKTN6hqb\neXNBKU99XsSyTZWkxEZwzdhcbhjXh4wkb9eZUqlRqREREWm33YtoPvX5Oj5Yuhkz45xhvfn2+DyO\nzU3x5NKU5qkRERGRdjMzTuiXygn9Utm4o4ZnZ67nxS838M7CTYzITuLGE/M4f0QGUeHBcWlqbwE/\nU2NmOcA/gHTAAY865x4ws98AFwMtwBbgRudc6QGOPwd4APABjzvnfn+479SZGhERkY5T09DEq3NL\nePrzdazZuoue8VFcf0Iu1x3fh7SEqIB/f9BcfjKzDCDDOTfXzBKAOcAlQLFzrtK/z23AEOfczfsd\n6wNWAmcCxcBs4Brn3NJDfadKjYiISMdraXFMX72Npz5fxycrthLpC+OCkRlMOrEvw7OTAva9QXP5\nyTm3Cdjkf15lZsuArP2KSRytZ3H2NxZY7ZxbC2BmL9J6dueQpUZEREQ6XliYcfLANE4emMbardX8\n44v1vFK4kdfmlnDBiAz+cu2xnubr1HtqzCwPGA3M8r++G/gmUAFMPMAhWcDGvV4XA8cHNKSIiIgc\nVr+0eO66aCg/PmsgrxQWEx/l/T02YZ31RWYWD7wK3LH7spNz7lfOuRzgeeDWo/z8yWZWaGaFW7du\nPfrAIiIicliJ0RHcNKEv3xiT63WUzik1ZhZBa6F53jn32gF2eR64/ADbS4CcvV5n+7d9jXPuUedc\ngXOuIC0t7Wgji4iISBcT8FJjrQPanwCWOefu22v7gL12uxhYfoDDZwMDzKyvmUUCVwNvBjKviIiI\ndE2dcU/NeOAGYJGZzfdv+yVwk5kNonVI93rgZgAzy6R16PZ5zrkmM7sVeJ/WId1POueWdEJmERER\n6WI6Y/TTdOBA0w9OOcj+pcB5e72ecrB9RURERHbrtBuFRURERAJJpUZERERCgkqNiIiIhASVGhER\nEQkJKjUiIiISElRqREREJCSo1IiIiEhIUKkRERGRkKBSIyIiIiGhM5ZJ6HRFRUUUFBR4HUNEREQ6\nxrFt2SkkS01eXh6FhYVexxAREZEOYGZz27KfLj+JiIhISFCpERERkZCgUiMiIiIhQaVGREREQoJK\njYiIiIQElRoREREJCSo1IiIiEhJUakRERCQkqNSIiIhISFCpERERkZCgUiMiIiIhISTXfhIRkdBW\n29DM4tIKosN9ZCZH0yMuEjPzOpZ4TKVGRESCXm1DM3M37GTm2u3MXLud+RvLaWx2e96PCg8jKzmG\nrJQYMpNiyEyOITM5mqzk1ucZydFEhfs8/A2kM6jUiIhI0DlYiQkzGJ6dzLcn9GVMnx40O0dpea3/\nUUdxeS3Ly7awtar+a5+ZlhBFZnIMWcnRexWfmD1lKCU2Qmd7ujiVGhER8VxbSswJ/VIp6JNCQnTE\nYT+vvqmZsoo6SvxlZ3fxKSmvZUVZFR8v30JdY8s+x0T6wgj3Gc6Bo/UskPOfDHJ7/mPf93afK3L+\nHd1ex4SHGWkJUaQnRtM7MZreSdGtz5P23RYbqb+KO4r+mxQRkU7X0SVmf1HhPvqkxtEnNe6A7zvn\nKK9ppMRfdErLaymrrKOlpbWRmBl7ztnY7h+G2T6bMGvdvvv5nvfMaGxuYUtlPZsr61i9tZrPV2+j\nqr7pa1kSosP3LT2J0aQnRZOx17bUuEjCwnQW6XBUakREpFPM27CTj5dvCUiJaS8zIyUukpS4SIZl\nJQX8+3bbVd9EWWUdmyvqKKus2/d5RR0rN1extaqeFrfvcRE+Izk2kogww+czIsLC8IUZvjAj3Gf4\nwsII3/16n59hRPj2fR3u/4xIXxhREWFEh/uIjvARHRH21U//tqjd28K/ej8mwv9eeFjQFS2VGhER\nCagVZVXc895yPlq+xbMSEyziosLpnxZP/7T4g+7T1NzCtuqGPUVns7/87NzVQFOLo7nF+X+20NS8\n92tHU0sLjc0t1DTst9/u9/fav6GpmbqmFhqaWg6a5XAiw8OIDm8tO6cOSuOeK0Ye8Wd1BJUaEREJ\niNLyWu7/YCWvzi0mLiqcn50ziOtP6ENiNyoxRyLcF0bvpNZLT+QE/vtaWhz1TS3UNTZT19RMXaP/\neWMztY3N1Dce6L2vtu1+f2B6QuDDHoZKjYiIdKiKmkb+OnU1T39ehHNw04S+/ODUfFLiIr2OJgcQ\nFmbERPqIiez6Q95VakREpEPUNTbzjy+KePiTNVTWNXLpqCx+fNZAslNivY4m3YRKjYiIHJXmFse/\n55Vw3wcrKSmv5ZSBafzXOYMZkpnodTTpZlRqRETkiDjn+HTlVv7w7nKWl1UxPCuJP14xghPze3od\nTboplRoREWm3BRvL+d27y5i5dge5PWJ56JrRnD88I+iG+Er3olIjIiJtVrRtF398fwXvLNpEalwk\n/3vRUK4Zm0tkeJjX0URUakRE5PC2VtXz0MereGHWBiLDw7jt9AF896S+3WqOGQl+KjUiInJQu+qb\neGzaWh77bC11TS1cMzaH204fQK+EaK+jiXyNSo2IiACto5jKKuvYsL2GDTt2sW5bDf+as5Ft1Q2c\nN7w3PzlrEP0OMROuiNdUakREupGqukY27Khh444aNux51LJxRw3FO2tobP5q0SFfmDE2rwePfXMQ\no3NTPEwt0jYqNSIiIaS5xbGpona/4vLV6x27GvbZPykmgj6psQzJTOScYb3J7RG755GRFE24TzcA\nS9ehUiMi0oVU1jVSWl7LpvI6Sspr2VRRS2l5Xeu2ijo2VdTuc7YlPMzISokht0fs10pLTkosSbG6\n0VdCh0qNiEiQqGtspqyijlJ/UdlUXrvn+e7SUl3ftM8xvjCjd2I0mcnRjMpJ5vwRGTrbIt2Wp6XG\nzM4BHgB8wOPOud/v97753z8PqAFudM7N7fSgIiIdaGtVPQuLy1lQXMGKssrWAlNRy7bqhq/t2zM+\nkoykGPqlxTE+vydZyTFkJEeTkRRDVnIMaQlR+DThnQjgYakxMx/wMHAmUAzMNrM3nXNL99rtXGCA\n/3E88Ij/p4hIl1BR28jikgoWFJezcGMFC4vLKa2oAyDMoG/POLJTYhmWlUhmUgwZyTFkJkeTmRRD\n76RooiO6/srJIp3FyzM1Y4HVzrm1AGb2InAxsHepuRj4h3POATPNLNnMMpxzmzo/rojIodU2NLOk\ntIIFxa3lZWFxBeu27drzfl5qLAV5PRiRncTInGSGZiYSG6m7AEQ6ipf/NGUBG/d6XczXz8IcaJ8s\nQKVGRDzV0NTCirKq1jMw/gKzaks1zS2tN+n2ToxmRHYSVxyXzYjsJEZkJeumXJEAC5l/RTCzycBk\ngNTUVO666y5vA4lISNl71FFZZR3bquv3FJjoCB/pidHkJ0aRnhhNemI0cQ3hsBa2roWPaH2ISGBZ\n65UdD77YbBxwl3PubP/rXwA453631z5/Bz51zv3T/3oFcOrhLj8VFBS4wsLCgGUXkdDW3OJYubmK\nwqIdzC7aSWHRjj33wcRF+hiW1Xr5aER2EiOzk8lOiaF1XIOIBIKZzXHOFRxuPy/P1MwGBphZX6AE\nuBq4dr993gRu9d9vczxQoftpRKSj1TY0s6C4fE+Jmbt+J1X+odPpiVEU5PVgcp8UCvJ6MLh3goZI\niwQpz0qNc67JzG4F3qd1SPeTzrklZnaz//2/AVNoHc69mtYh3ZO8yisioWN7dT2F63fuKTFLSiv2\nTFg3MD2eC0dlMiYvhYI+PXQWRqQL8ezyUyDp8pOI7Oaco2h7DbOLdjCnaCez1+9g7dbWEUmRvjBG\n5iRRkNeDgj4pHNcnheTYSI8Ti8j+usLlJxGRgHDOMX9jOW/ML2XKok1sqaoHWtc5KuiTwpXH5TAm\nL4VhWUmaB0YkhKjUiEjIWLO1mjfmlfDGglLWb68hMjyM0wb14uSBaYzJS6F/Wjxhmn1XJGSp1IhI\nl7a5so63FpTyxvxSFpVUYAYn9k/llon5nDOsN4nRmhtGpLtQqRGRLqeyrpH3FpfxxvwSZqzZjnMw\nPCuJX59/DBeOzCQ9MdrriCLiAZUaEekS6pua+WT5Vt6YX8JHy7fQ0NRCn9RYfnjaAC4amUl+r3iv\nI4qIx1RqRCRotbQ4Zq7bzpv+G34r65roGR/JtWNzuXhUJqNykjXcWkT2UKkRkaDinGNJaSVvLijl\nzfmllFXWERfp4+yhvbl4dBbj+6dq8jsROSCVGhEJClV1jbw+r4TnZq5n5eZqwsOMUwel8avzj+GM\nY9KJidTQaxE5NJUaEfHUirIqnp1ZxOtzS9jV0MzI7CTuvnQY5w3LICVOE+GJSNup1IhIp2toauH9\nJWU8O3M9X67bQWR4GBeNzOSGE/owMifZ63gi0kX9/+3deXhV5bn+8e9DmOd5EgKIDCIiICAKtaJo\nLc7aqtgqapW2xypqh2Nrz6n+als7VzsdaQXBOlet1KlEKlURRUDGAIIQZsIMYUjI8Pz+2BtNaYZF\nkrXXHu7PdXFlr7X3zrrpbszNWut9X5UaEUmYbfsKeXLeBp6at4EdBUV0b9uE736+P1cP666zMiJS\nayo1IhIqd2fu2l08Pnc9M3PzKXNnTL+OXD+yB5/t20Ez/IpInVGpEZFQFBQW88LCzTz+3nrWbD9A\n66YNuGV0L750Rg+y2zWNOp6IpCGVGhGpU6u2FTB9bh4vfriZQ/Ebf3/xxdO4eFAXLR4pIqFSqRGR\nWvvkxt+565mXpxt/RSQaKjUiUmP7Dhfz2Jw8/vL+enYUFJHdtinfG9efL56uG39FJPFUakTkuO07\nXMzUOet49J11FBSWMKZfB244s6du/BWRSKnUiEhg+wuLmfpOHo++s5b9hSVcMKATk8b24ZSuraKO\nJiKiUiMi1dtfGLvM9Oe3Py0zd5zXh4EnqMyISPJQqRGRShUcLTPvrGPf4WLOH9CJSSozIpKkVGpE\n5D8UFBYz7d08/vR2rMyMPbkTd45VmRGR5KZSIyKfOFBUEi8za9l7qJixJ3dk0nl9ObWbyoyIJD+V\nGhH5jzJzXv+OTBrbh0HdNMeMiKQOlRqRDHagqITpc/P401tr2XOomHP7d2TSeX00YZ6IpCSVGpEM\ndLCohOlz1zP5rY/Zc6iYMf06MGlsXwarzIhIClOpEckgpWXO9Ll5/Pafa9h98Ajn9OvAnSozIpIm\nVGpEMsRH+QV8569LWLRxL6NPas/dF/RlaHabqGOJiNQZlRqRNHekpIw/zv6Y3725muaN6vPQtYO5\n9LSumGk5AxFJLyo1Imls8ca9fOevS1iVX8Clp3XlB5cMoF3zRlHHEhEJhUqNSBo6fKSUX+Ws4tF3\n1kvwsSMAACAASURBVNGxRWP+fMMwxg7oFHUsEZFQqdSIpJm5H+/inheWsH7XIcaPyOa74/rTsnGD\nqGOJiIROpUYkTewvLOYnr67kqXkb6NGuKU/eegZn9W4fdSwRkYRRqRFJA2/k5nPv35ayo6CIiWef\nyF1j+9KkYVbUsUREEkqlRiSF7TpQxP1/z2XG4i3079yCydcP02zAIpKxVGpEUpC7M2PxFu6bsZwD\nRSXcNbYvXz+nNw3r14s6mohIZFRqRFLMlr2H+f7flvHPldsZ3L01P/vCIPp2ahF1LBGRyKnUiKSI\nsjLnyXkbePC1lZSWOf9z8QBuPKsnWfU0iZ6ICNSw1JjZQncfWtdhRKRi63Ye5J7nl/D+ut2MOqkd\nP7liENntmkYdS0QkqdSo1KjQiCSGu/OX99bzwCsraFi/Hj+7ahBfHNZNSxyIiFQgUKkxs87ACMCB\nD9x9W6ipRISiklL+92/LeWb+Rs7p14GfXjWITi0bRx1LRCRpVTtUwsxuAeYBVwJfAN4zs5vDDiaS\nybYXFDJ+8ns8M38j3xhzElMmDFehERGpRpAzNd8Ghrj7LgAzawe8C0wJM5hIplq8cS9ffXwB+w4X\n8/vrhnLRoC5RRxIRSQlBSs0uoKDcdkF8n4jUsRcWbuKeF5bSoXkjnv/6WQzo2jLqSCIiKSNIqVkD\nvG9mLxG7p+YyYImZ3Q3g7r8KMZ9IRigpLePB11by53fWMfLEtvz+uqG0a94o6lgiIiklSKn5OP7n\nqJfiXzXbl0gd2HvoCLc/9SFvr97JjWf15N6LTqZBlmYGFhE5XtWWGne/PxFBRDLRR/kF3Dp9Plv2\nHuanV53KNcOzo44kIpKyqi01ZtYB+A5wCvDJ8At3PzfEXCJp7x/Lt3H3M4to2qg+T088k9N7tIk6\nkohISgtyjvsJYCXQC7gfyAM+CDGTSForK3MeemM1X318ASd1bM7fvzFahUZEpA4Euaemnbs/amaT\n3P1fwL/MTKVGpAYOFpXwzWcX8/rybVw59AR+fMWpNG6QFXUsEZG0EKTUFMe/bjWzi4AtQNvwIomk\npw27DnHr9Pms3l7A/1w8gJtH9dRyByIidShIqXnAzFoB3wR+C7QE7go1lUiambNmJ7c9uRB3mH7z\nGYzu0z7qSCIiaSfI6KeX4w/3AWPCjSOSXtydKXPy+PGrK+jdoRl/umEYPdo1izqWiEhaqtEq3SJS\nvcLiUu59cRnPL9zE507pxC+vHkzzRvqRExEJi/4LKxKC/P2FTHx8AYs37uXOsX2449w+1Kun+2dE\nRMKkUiNSx5Zs2sst0+ZzsKiER64/nc+d0jnqSCIiGaFGc7Gb2dDaHNTM2ppZjpmtjn+tcJIOM5ti\nZtvNbFltjieSKG+v3sG1k9+jYf16vPBfo1RoREQSqKYLzHy9lse9B5jl7n2AWfHtijwGXFjLY4kk\nxIzFW7j5sQ/IbtuUF75+Fv06a3k0EZFEqlGpcfdba3ncy4Bp8cfTgMsrOc5bwO5aHkskdI/NWcek\npz9kSHYbnvnqmXRs2bj6N4mISJ2qttSY2d/N7Dozq8txqJ3cfWv88TagUx1+b5GEcXd+OXMV9/09\nl/NP7sT0m0fQqkmDqGOJiGSkIDcK/wK4BvhJfHmEp4GX3b2wqjeZ2RtARTcU3Ft+w93dzDxg3qqO\nNxGYCJCdrZWOJXwlpWX8z0vLeGreRq4d3p0HLh9I/ayaXtEVEZHaCjL53tH1nrKAc4FbgSnEZhau\n6n1jK3vOzPLNrIu7bzWzLsD244td4fEmA5MBhg0bVuuSJFKVwuJS7njqQ2bm5vONMSfxzQv6askD\nEZGIBfpnpZk1Aa4CvgYM59P7YWpqBjAh/ngC8FItv59Iwuw7XMwNU+YxMzef+y4ZwLc+10+FRkQk\nCQS5p+ZZYAWxszS/A3q7++21PO6DwPlmthoYG9/GzLqa2avljv0UMBfoZ2abzOwrtTyuSK1s31/I\nNY/M5cMNe3jo2sHcOKpX1JFERCQuyD01jwLj3b20rg7q7ruA8yrYvwUYV257fF0dU6S21u08yA1T\n3mfXgSM8OmE4Z/ftEHUkEREpJ8jlp7eB75rZZAAz62NmF4cbSyS5LNu8jy/88V0OFpXy1K0jVWhE\nRJJQkFIzFTgCnBXf3gw8EFoikSQzZ81OrnlkLo0bZPHc187ktO6to44kIiIVCFJqerv7z4BiAHc/\nBOiuSMkIryzZyk1TP6Bbm6Y8//Wz6N2hedSRRESkEkHuqTkSH/3kAGbWGygKNZVIEnh8bh7/O2M5\np2e34dEJw2nVVJPqiYgksyCl5gfA60B3M3sCGAXcGGYokSi5O795YzUPzVrNef078rvrhtKkYVbU\nsUREpBpVlhqLTb6xErgSGEnsstMkd9+ZgGwiCVda5vzvS8t44v0NfPH0bvzkylM1S7CISIqostTE\nlzB41d1PBV5JUCaRSBQWl3LXM4t4bdk2vvbZ3vz3hZpUT0QklQS5/LTQzIa7+wehpxGJSEFhMbdO\nn897a3fz/YtO5pbPnBh1JBEROU5BSs0ZwJfMbD1wkNglKHf3QaEmE0mQPQeP8OVH32fVtgJ+fc1p\nXDGkW9SRRESkBoKUms+FnkIkIoeOlHDTYx+wevsB/jRhGGP6dYw6koiI1FCQVbrXm9lQYDSxYd1z\n3H1h6MlEQlZcWsY3nvyQJZv28scvn65CIyKS4oIsaPm/xFblbge0B6aa2ffDDiYSJnfney8s5Z8r\nt/PDywfyuVM6Rx1JRERqKcjlpy8Bp7l7IYCZPQgsQkslSAr7xcxVPLdgE5PO68OXzugRdRwREakD\nQSbg2AI0LrfdiNj6TyIpadq7efz+zY8ZPyKbO8f2iTqOiIjUkSBnavYBy80sh9g9NecD88zsYQB3\nvyPEfCJ16pUlW7nv78s5f0AnfnjZKZqHRkQkjQQpNS/G/xw1O5woIuF69+Od3PXMIk7PbsNvxw/R\nTMEiImkmyOinaYkIIhKm3C37+er0BfRo15Q/TxhG4wZay0lEJN3on6qS9jbuPsSEqfNo3rg+024e\nQeumDaOOJCIiIVCpkbS2++ARJkyZR1FxKdNuHkHX1k2ijiQiIiE5rlJjZvXMrGVYYUTq0tHZgjfv\nPcyjNw6nb6cWUUcSEZEQBZl870kza2lmzYBlQK6ZfTv8aCI1V1xaxm1PLGTppr08PH4Iw3u2jTqS\niIiELMiZmgHuvh+4HHgN6AVcH2oqkVpwd+55filvrtrBA5efqtmCRUQyRJBS08DMGhArNTPcvZjY\nfDUiSenn/1jF8ws3cefYPlx3RnbUcUREJEGClJpHgDygGfCWmfUA9ocZSqSmHpuzjj/Mjs0WPOk8\nzRYsIpJJgpSa37v7Ce4+zt0d2ACMCTmXyHF7eckW7n85lwsGdOKBywdqtmARkQwTpNSsM7PJZnae\nmZnHlISeTOQ4vLtmJ3c/s5hhPdrw8PghZNVToRERyTRBSk1/4A3gNmIF53dmNjrcWCLBLd+yj4mP\nL6Bn+6b8+Ybhmi1YRCRDVVtq3P2Quz/r7lcCQ4CWwL9CTyYSwMbdh7hx6ge0iM8W3Kppg6gjiYhI\nRAJNvmdmnzWzPwALgMbA1aGmEglg14EibpgyjyMlZUy/eQRdWmm2YBGRTFbtgpZmlgd8CDwLfNvd\nD4YdSqQ6B4tKuPmxD9iy9zBP3HIGfTRbsIhIxqu21ACD4pPviSSFktIybntyIUs37+OR64cxTLMF\ni4gIAUqNCo0kmz/M/pjZq3bwoysGcv6ATlHHERGRJKFVuiWlLNywh4dmrebS07py3QjNFiwiIp9S\nqZGUUVBYzJ1PL6Jzy8Y8cIUm1xMRkX8X5EbhRsBVQM/yr3f3/xdeLJH/9IMZy9m05xDPfPVMWjbW\n0G0REfl3QW4UfgnYR2w4d1G4cUQqNmPxFl5YuJk7zj2J4boxWEREKhCk1HRz9wtDTyJSiU17DnHv\ni0sZkt2aO7RIpYiIVCLIPTXvmtmpoScRqUBpmXP3M4spK3MeumYI9bN0G5iIiFQsyJma0cCNZraO\n2OUnA9zdB4WaTAT44+w1zMvbzS+/eBrZ7ZpGHUdERJJYkFLz+dBTiFRg0ca9/PqN1VxyWleuHHpC\n1HFERCTJVVpqzKxlfOK9ggTmEQHgQFEJk57+MDZ8+3IN3xYRkepVdabmSeBiYqOenNhlp6McODHE\nXJLh7p+xnI27D/H0xDNp1UTDt0VEpHqVlhp3vzj+tVfi4ojAK0u28tyCTdx+7kmM6KXh2yIiEkyQ\ne2owszZAH6Dx0X3u/lZYoSRzbd57mO++sITB3TV8W0REjk+QGYVvASYB3YBFwEhgLnBuuNEk08SG\nby+itMx56NrBNNDwbREROQ5BfmtMAoYD6919DDAE2BtqKslI//evj3l/3W7uv2wgPdo1izqOiIik\nmCClptDdCyG2DpS7rwT6hRtLMs3ijXv5dc5HXDSoC1dp+LaIiNRAkHtqNplZa+BvQI6Z7QHWhxtL\nMsnBohLufGYRHVs04seXn6rh2yIiUiPVlhp3vyL+8D4zexNoBbweairJKP/v77nk7TrIU7eOpFVT\nDd8WEZGaCXKjcPkxtUvjXz2cOJJpXlu6lWfmb+S2Mb0ZeWK7qOOIiEgKC3JPzUJgB/ARsDr+OM/M\nFprZ6WGGk/S2dd9h7nlhKad1a8WdY/tGHUdERFJckFKTA4xz9/bu3o7YWlAvA/8F/CHMcJK+jq6+\nXVxaxkPXDtHwbRERqbUgv0lGuvs/jm64+0zgTHd/D2gUWjJJa5PfWsvctbu479JT6Nlew7dFRKT2\ngox+2mpm/w08Hd++Bsg3syygLLRkkraWbtrHL2eu4qJTu/DF07tFHUdERNJEkDM11xGbTfhvwItA\n9/i+LODq8KJJOjp0JLb6docWjfjxFRq+LSIidSfIkO6dwO2VPL2mJgeNj6h6BugJ5AFXu/ueY17T\nHZgOdCI22mqyuz9Uk+NJ8vjhy7ms23WQJ2/R8G0REalbUd2deQ8wy937ALPi28cqAb7p7gOIrTd1\nm5kNSGBGqWOvL9vGU/M28rXP9ubM3hq+LSIidSuqUnMZMC3+eBpw+bEvcPet7r4w/rgAWAFo/vwU\ntW1fIfe8sIRB3Vpxl4Zvi4hICKIqNZ3cfWv88TZil5gqZWY9iS2k+X64sSQM7s63nltMUXFs+HbD\n+hq+LSIidS/IjMJ9gT8SKyIDzWwQcKm7P1DN+94AOlfw1L3lN9zdzazSGYrNrDnwPHCnu++v4nUT\ngYkA2dnZVUWTBHt92TbeWbOTH14+kF4avi0iIiEJ8k/mPwHfBYoB3H0JcG11b3L3se4+sII/LxEb\nEt4FIP51e0Xfw8waECs0T7j7C9Ucb7K7D3P3YR06dAjw15JEKCop5SevraR/5xZcN0JlU0REwhOk\n1DR193nH7Cup5XFnABPijycALx37AouN9X0UWOHuv6rl8SQi097NY8PuQ3z/ogFk1dPwbRERCU+Q\nUrPTzHoTX8TSzL4AbK36LdV6EDjfzFYDY+PbmFlXM3s1/ppRwPXAuWa2KP5nXC2PKwm060ARv521\nhnP7d2R0n/ZRxxERkTQXZEbh24DJQH8z2wysA75cm4O6+y7gvAr2bwHGxR+/A+if9insN2+s5lBx\nKd8b1z/qKCIikgGCTL63FhhrZs2AevHh1SJVWp1fwJPzNvDlM7I5qWOLqOOIiEgGqLTUmNndlewH\nQPe5SFV+9OoKmjbMYpLmpBERkQSp6kzN0X9e9wOGE7u5F+AS4Ngbh0U+8a+PdjB71Q6+f9HJtG3W\nMOo4IiKSISotNe5+P4CZvQUMPXrZyczuA15JSDpJOSWlZfzolVx6tGvK9Wf2iDqOiIhkkCCjnzoB\nR8ptH6GaGYAlcz0zfyMf5R/gu58/mUb1s6KOIyIiGSTI6KfpwDwzezG+fTmfrtsk8on9hcX8auZH\njOjVls+dot4rIiKJFWT004/M7DXgM/FdN7n7h+HGklT0hzc/ZvehIzx20YBPbigXERFJlCBrP2UD\nO4EXy+9z9w1hBpPUsnH3Iaa8s44rh3Tj1G6too4jIiIZKMjlp1eIzyYMNAF6AauAU8IKJannwddX\nklXP+Pbn+kUdRUREMlSQy0+nlt82s6HAf4WWSFLO/LzdvLJkK3eO7UPnVo2jjiMiIhkqyOinf+Pu\nC4EzQsgiKaiszPnhKyvo1LIRE88+Meo4IiKSwYLcU1N+ZuF6wFBgS2iJJKXMWLyFxRv38osvnkbT\nhkGuZoqIiIQjyG+h8gv3lBC7x+b5cOJIKjl8pJSfvr6SgSe05MohJ0QdR0REMlyQUpPr7s+V32Fm\nXwSeq+T1kiEefWctW/cV8ptrBlOvnoZwi4hItILcU/PdgPskg2zfX8gfZn/Mhad05owT20UdR0RE\npMpVuj8PjANOMLOHyz3VkthlKMlgv5z5EcWlZdzz+f5RRxEREQGqvvy0BZgPXAosKLe/ALgrzFCS\n3JZv2cezCzbylVG96Nm+WdRxREREgKpX6V4MLDazJ9xdZ2YEAHfnR6+soHWTBtx+Xp+o44iIiHyi\nqstPz7r71cCHZubHPu/ug0JNJknpjRXbeffjXdx/6Sm0atIg6jgiIiKfqOry06T414sTEUSS35GS\nMn786gp6d2jGdWdkRx1HRETk31R1+Wlr/Ov6xMWRZPaX99azbudBptw4jAZZxz0ZtYiISKiq/c1k\nZlea2Woz22dm+82swMz2JyKcJI+9h47w0KzVjD6pPWP6dYw6joiIyH8IMvnez4BL3H1F2GEkeT08\naw0FhcV8/+KTMdNEeyIiknyCXEPIV6HJbGt3HGD63DyuGd6d/p1bRh1HRESkQkHO1Mw3s2eAvwFF\nR3e6+wuhpZKk8pPXVtKofj3uPr9f1FFEREQqFaTUtAQOAReU2+eASk0GePfjneTk5vPtz/WjQ4tG\nUccRERGpVLWlxt1vSkQQST6lZc4DL6/ghNZN+MroXlHHERERqVK1peaYdZ+O2gfMd/eX6j6SJIvn\nF2wid+t+Hh4/hMYNsqKOIyIiUqUgNwo3BgYDq+N/BgHdgK+Y2W9CzCYROlhUws9nrmJIdmsuGdQl\n6jgiIiLVCnJPzSBglLuXApjZH4G3gdHA0hCzSYQe+dfH7Cgo4pHrT9cQbhERSQlBztS0AZqX224G\ntI2XnKKK3yKprKCwmClz8hh3ameGZreJOo6IiEggQSffW2RmswEDzgZ+bGbNgDdCzCYR+euCTRwo\nKmHi2b2jjiIiIhJYkNFPj5rZq8CI+K7vufuW+ONvh5ZMIlFW5jz2bh5Ds1szuHvrqOOIiIgEFnRV\nwkJgK7AHOMnMzg4vkkTpnyu3s37XIW4apSHcIiKSWoIM6b4FmERsxNMiYCQwFzg33GgShanvrqNL\nq8ZcOLBz1FFERESOS5AzNZOA4cB6dx8DDAH2hppKIrFqWwFz1uzi+jN70CAr6Ek8ERGR5BDkN1eh\nuxcCmFkjd18JaBGgNDR1zjoaN6jH+OHZUUcRERE5bkFGP20ys9bEFrTMMbM9wPpwY0mi7T54hBc/\n3MyVQ7vRplnDqOOIiIgctyCjn66IP7zPzN4EWgGvh5pKEu6peRsoKinj5lE9o44iIiJSI4FunDCz\nNmY2CCgANgEDQ00lCVVcWsb0uXl8pk97+nRqEXUcERGRGgky+umHwI3AWqAsvtvR6Ke08erSreTv\nL+LBKwdFHUVERKTGgtxTczXQ292PhB1GojF1Th4ntm/GZ/t2iDqKiIhIjQW5/LQM0NSyaWrhhj0s\n2riXG0f1pF49LVwpIiKpK8iZmp8AH5rZMsotYOnul4aWShJm6pw8WjSuz1VDu0UdRUREpFaClJpp\nwE+BpXx6T42kga37DvPq0q3cPKonzRoF+b+CiIhI8grym+yQuz8cehJJuMfnrsfdueHMnlFHERER\nqbUgpeZtM/sJMIN/v/y0MLRUErrDR0p5ct4GLhjQme5tm0YdR0REpNaClJoh8a8jy+3TkO4U97dF\nm9l7qJibNNmeiIikiSAzCo9JRBBJHHdn6px1nNK1JSN6tY06joiISJ3QUswZaM6aXXyUf4CbRvXC\nTMO4RUQkPajUZKApc9bRvnlDLjmtS9RRRERE6oxKTYZZt/Mg/1y5nS+d0YNG9bOijiMiIlJnAk1O\nYmZnAT3Lv97dp4eUSUL02Jx1NMyqx5dGZkcdRUREpE4FWdDycaA3sAgoje92QKUmxew7XMxzCzZx\n8Wld6NiicdRxRERE6lSQMzXDgAHu7mGHkXA9N38jh46UcvOoXlFHERERqXNBF7TsXJcHNbO2ZpZj\nZqvjX9tU8JrGZjbPzBab2XIzu78uM2Sa0jLnsXfzGNGzLQNPaBV1HBERkToXpNS0B3LN7B9mNuPo\nn1oe9x5glrv3AWbFt49VBJzr7qcBg4ELzWxkBa+TAHJy89m05zA3j+4ZdRQREZFQBLn8dF8Ix70M\nOCf+eBowG/jv8i+IX+46EN9sEP+jS2A1NHXOOk5o3YTzB9TpSTcREZGkEWRG4X+FcNxO7r41/ngb\n0KmiF5lZFrAAOAn4vbu/H0KWtLd8yz7eX7ebe8edTFY9TbYnIiLpKcjop5HAb4GTgYZAFnDQ3VtW\n8743qPhenHvLb7i7m1mFZ2DcvRQYbGatgRfNbKC7L6vkeBOBiQDZ2RquXN7UOXk0bZjF1cO7Rx1F\nREQkNEEuP/0OuBZ4jthIqBuAvtW9yd3HVvacmeWbWRd332pmXYDt1XyvvWb2JnAhsRuXK3rNZGAy\nwLBhw3SZKm5HQREzFm3h2hHdadWkQdRxREREQhNoRmF3XwNkuXupu08lVi5qYwYwIf54AvDSsS8w\nsw7xMzSYWRPgfGBlLY+bcZ58fwNHSsuYcFbPqKOIiIiEKsiZmkNm1hBYZGY/A7ZS++UVHgSeNbOv\nAOuBqwHMrCvwZ3cfB3QBpsXvq6kHPOvuL9fyuBmlqKSUv7y/njH9OtC7Q/Oo44iIiIQqSKm5nlip\n+AZwF9AduKo2B3X3XcB5FezfAoyLP14CDKnNcTLdK0u2sqOgiJs02Z6IiGSAIKOf1scv/3Rxd02A\nlyLcnSlz1nFSx+Z8pk/7qOOIiIiErtrLSGZ2CbF1n16Pbw+ug8n3JGTz1+9h2eb93DSqJ2Yaxi0i\nIukvyL0x9wEjgL0A7r4I0PWMJDd1zjpaNWnAlUO6RR1FREQkIYKUmmJ333fMPg2ZTmKb9hzi9WXb\nGD8imyYNs6KOIyIikhBBbhRebmbXAVlm1ge4A3g33FhSG4/PXY+ZccOZPaKOIiIikjBBztTcDpxC\nbIHJp4D9wJ1hhpKaO3SkhKfmbeDCgZ3p2rpJ1HFEREQSJsjop0PElja4t7rXSvSeX7iZ/YUl3Dyq\nZ9RRREREEqrSUlPdCCd3v7Tu40htlJU5U+es47RurRia3SbqOCIiIglV1ZmaM4GNxC45vQ9oXHCS\ne2v1DtbuOMhvrhmsYdwiIpJxqio1nYmttzQeuA54BXjK3ZcnIpgcvylz8ujYohHjTu0SdRQREZGE\nq/RG4fjila+7+wRgJLAGmG1m30hYOglszfYC3vpoB9eP7EHD+rVdmktERCT1VHmjsJk1Ai4idram\nJ/Aw8GL4seR4PT53PQ3r1+O6M7KjjiIiIhKJqm4Ung4MBF4F7nf3ZQlLJcelrMx5bdk2xp7ckXbN\nG0UdR0REJBJVnan5MnAQmATcUe7GUwPc3VuGnE0CWrJ5H9sLijh/QKeoo4iIiESm0lLj7roxI0Xk\n5G4jq54xpl/HqKOIiIhERsUlDeTk5nNGr7a0btow6igiIiKRUalJcXk7D/JR/gFdehIRkYynUpPi\ncnLzAVRqREQk46nUpLic3HxO7tKSbm2aRh1FREQkUio1KWz3wSPMX79bZ2lERERQqUlps1bkU+Zw\ngUqNiIiISk0qm5mbT9dWjTmlq6YMEhERUalJUYePlPL26h2cP6CTVuQWERFBpSZlvbNmJ4XFZZw/\noHPUUURERJKCSk2KysndRovG9TnjxLZRRxEREUkKKjUpqLTMmbViO2P6daRBlj5CERERUKlJSQs3\n7GHXwSNccIpGPYmIiBylUpOCcnLzaZBlfLZvh6ijiIiIJA2VmhTj7uTk5nNm7/a0aNwg6jgiIiJJ\nQ6UmxXy84wDrdh7ULMIiIiLHUKlJMTOPLmB5skqNiIhIeSo1KWbm8nwGdWtF51aNo44iIiKSVFRq\nUsj2/YUs2rhXaz2JiIhUQKUmhbyxYjuAZhEWERGpgEpNCsnJ3UZ226b07dQ86igiIiJJR6UmRRwo\nKmHOx7u0gKWIiEglVGpSxFsf7eBISZmGcouIiFRCpSZF5OTm07ppA4b1aBN1FBERkaSkUpMCikvL\n+OfK7ZzXvxP1tYCliIhIhfQbMgV8kLebfYeLdelJRESkCio1KSAnN59G9etxdt/2UUcRERFJWio1\nSc7dmbk8n9Entadpw/pRxxEREUlaKjVJbsXWAjbvPaxLTyIiItVQqUlyObn5mMF5WsBSRESkSio1\nSS5nxTaGZrehQ4tGUUcRERFJaio1SWzL3sMs27xfl55EREQCUKlJYjm5+QAqNSIiIgGo1CSxnNx8\nTuzQjN4dtICliIhIdVRqktS+w8W8t3aXztKIiIgEpFKTpGav2k5JmXPBgM5RRxEREUkJKjVJKic3\nn/bNGzGke+uoo4iIiKQElZokVFRSyuxVOxh7ckfq1bOo44iIiKQElZok9N7a3RwoKtH9NCIiIsdB\npSYJ5eRuo0mDLEadpAUsRUREglKpSTLuzhu52zm7b3saN8iKOo6IiEjKiKTUmFlbM8sxs9Xxr22q\neG2WmX1oZi8nMmNUlm7ex7b9hRr1JCIicpyiOlNzDzDL3fsAs+LblZkErEhIqiSQk5tPVj3j3P4d\no44iIiKSUqIqNZcB0+KPpwGXV/QiM+sGXAT8OUG5IjdzeT7DerShTbOGUUcRERFJKVGVmk7uiWrK\n4gAACNVJREFUvjX+eBtQ2TCf3wDfAcoSkipiG3YdYlV+gUY9iYiI1ED9sL6xmb0BVHRjyL3lN9zd\nzcwreP/FwHZ3X2Bm5wQ43kRgIkB2dnaNMkdtZu42AN1PIyIiUgOhlRp3H1vZc2aWb2Zd3H2rmXUB\ntlfwslHApWY2DmgMtDSzv7j7lys53mRgMsCwYcP+oySlgpzcfPp1akF2u6ZRRxEREUk5UV1+mgFM\niD+eALx07Avc/bvu3s3dewLXAv+srNCkgz0Hj/BB3m4uOEWXnkRERGoiqlLzIHC+ma0Gxsa3MbOu\nZvZqRJkiNWvldsoc3U8jIiJSQ6FdfqqKu+8Czqtg/xZgXAX7ZwOzQw8WoZzcbXRu2ZhTT2gVdRQR\nEZGUpBmFk0BhcSlvfbSTsQM6YqYFLEVERGpCpSYJzFmzk8PFpZyvUU8iIiI1plKTBHJy82nRqD5n\nntgu6igiIiIpS6UmYqVlzhsr8vlsvw40rK+PQ0REpKb0WzRiizbuYeeBIxr1JCIiUksqNRGbmZtP\n/XrGOf20gKWIiEhtqNRELCc3n5EntqNVkwZRRxEREUlpKjURWrP9AGt3HNSlJxERkTqgUhOhnNx8\nQLMIi4iI1AWVmgjl5G5j4Akt6dq6SdRRREREUp5KTUR2FBTx4ca9nH+yJtwTERGpCyo1EZm1Ih/X\nApYiIiJ1RqUmIg3r1+MzfdpzcpcWUUcRERFJC5Gs0i1w5dBuXDm0W9QxRERE0obO1IiIiEhaUKkR\nERGRtKBSIyIiImlBpUZERETSgkqNiIiIpAWVGhEREUkLKjUiIiKSFlRqREREJC2o1IiIiEhaUKkR\nERGRtKBSIyIiImlBpUZERETSgkqNiIiIpAVz96gz1Dkz2wGsD+Fbtwd2hvB9pWb0eSQPfRbJQ59F\n8tBnUXd6uHuH6l6UlqUmLGY2392HRZ1DYvR5JA99FslDn0Xy0GeReLr8JCIiImlBpUZERETSgkrN\n8ZkcdQD5N/o8koc+i+ShzyJ56LNIMN1TIyIiImlBZ2pEREQkLajUBGRmF5rZKjNbY2b3RJ0nk5lZ\nnpktNbNFZjY/6jyZxsymmNl2M1tWbl9bM8sxs9Xxr22izJgpKvks7jOzzfGfj0VmNi7KjJnCzLqb\n2Ztmlmtmy81sUny/fjYSSKUmADPLAn4PfB4YAIw3swHRpsp4Y9x9sIZLRuIx4MJj9t0DzHL3PsCs\n+LaE7zH+87MA+HX852Owu7+a4EyZqgT4prsPAEYCt8V/T+hnI4FUaoIZAaxx97XufgR4Grgs4kwi\nkXD3t4Ddx+y+DJgWfzwNuDyhoTJUJZ+FRMDdt7r7wvjjAmAFcAL62UgolZpgTgA2ltveFN8n0XDg\nDTNbYGYTow4jAHRy963xx9uATlGGEW43syXxy1O63JFgZtYTGAK8j342EkqlRlLRaHcfTOxy4G1m\ndnbUgeRTHhtSqWGV0fkjcCIwGNgK/DLaOJnFzJoDzwN3uvv+8s/pZyN8KjXBbAa6l9vuFt8nEXD3\nzfGv24EXiV0elGjlm1kXgPjX7RHnyVjunu/upe5eBvwJ/XwkjJk1IFZonnD3F+K79bORQCo1wXwA\n9DGzXmbWELgWmBFxpoxkZs3MrMXRx8AFwLKq3yUJMAOYEH88AXgpwiwZ7egv0Lgr0M9HQpiZAY8C\nK9z9V+We0s9GAmnyvYDiwyJ/A2QBU9z9RxFHykhmdiKxszMA9YEn9Vkklpk9BZxDbAXifOAHwN+A\nZ4FsYD1wtbvrBtaQVfJZnEPs0pMDecBXy93TISExs9HA28BSoCy++3vE7qvRz0aCqNSIiIhIWtDl\nJxEREUkLKjUiIiKSFlRqREREJC2o1IiIiEhaUKkRERGRtKBSIyKBmdnlZuZm1r+Ov++NZta1Lr/n\nMd//3eN8/Tlm9nJYeUQkHCo1InI8xgPvxL/WCTPLAm4EjqvUmFn9oK9197OOM5aIpCCVGhEJJL6m\nzWjgK8Rm1T66/xwze8vMXjGzVWb2f2ZWL/7cBWY218wWmtlz8e+BmeWZ2U/NbCGxgjQMeMLMFplZ\nk/jz7eOvHWZms+OP7zOzx81sDvC4mWWZ2c/N7IP4Ao5frST7gXJZZ5vZX81spZk9EZ8JFjO7ML5v\nIXBlufc2iy8MOc/MPjSzy+L77zKzKfHHp5rZMjNrWof/k4vIcVKpEZGgLgNed/ePgF1mdnq550YA\ntwMDgN7AlfFS8n1grLsPBeYDd5d7zy53H+ruf4k/9yV3H+zuh6vJMSD+PccTK1j73H04MBy41cx6\nVfP+IcCd8e9zIjDKzBoTWyfpEuB0oHO5198L/NPdRwBjgJ/Hl+h4CDjJzK4AphKbufdQNccWkRAF\nPn0rIhlvPLFf5ABPx7cXxLfnufta+GTq/tFAIbHiMCd+MqQhMLfc93umhjlmlCs+FwCDzOwL8e1W\nQB9gXRXvn+fum+JZFwE9gQPAOndfHd//F2BiuWNcambfim83BrLdfYWZ3QgsAR5x9zk1/PuISB1R\nqRGRaplZW+Bc4FQzc2JroLmZfTv+kmPXW3HAgJz4GZWKHKzikCV8eia5cRXvM+B2d/9HNX+F8orK\nPS6l+v8OGnCVu6+q4Lk+xApRaDc5i0hwuvwkIkF8AXjc3Xu4e093707sbMhn4s+PiK9iXw+4htjN\nxO8Ru7RzEnxyb0rfSr5/AdCi3HYesctAAFdVkesfwNfNrEH8GH3jl4aO10qgp5n1jm+XL2L/AG4v\nd+/NkPjXVsDDwNlAu3Jni0QkIio1IhLEeD5dHf2o5/n0l/8HwO+AFcTKzovuvoPYqKanzGwJsUtP\nlQ0Ffwz4v6M3CgP3Aw+Z2XxiZ1Mq82cgF1hoZsuAR6jBGWh3LyR2uemV+I3C28s9/UOgAbDEzJbH\ntwF+Dfw+fo/RV4AHzazj8R5bROqOVukWkVoxs3OAb7n7xVFnEZHMpjM1IiIikhZ0pkZERETSgs7U\niIiISFpQqREREZG0oFIjIiIiaUGlRkRERNKCSo2IiIikBZUaERERSQv/H62EEixxry0GAAAAAElF\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_u, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target. Should we use the 12nd because of the increasing magnitude?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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1NTM5nC4mTz2MydOmM/nQGUyeNp3yMTUSZkTG2BN0Xvn300w5ZAbHzjmVmvGT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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_u[AP_INDEX], mags_u[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 17.9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c g-band" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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EBxhjvnmc/QBYa+/t50ziB+FuFz+8tIAbHlnNo6v2cvtZ+U5HEhER6Ve9uVIT79sK6b7d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\nY60wswzgauCASo2Z1Q+7rbsfd4CxRCQJqdSISCjBnDYnANcSu6v2vvU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_g, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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PYilJaTNLScpIurxvDd1H2/SBpPrzpj4s6UtNNt8r6cfu/hN3L0r6sqSH962h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\ntQwsAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_g[AP_INDEX], mags_g[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.2 and 18." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d z-band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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udSwREfmEo5YaM/s7MB+YCvzYOTfdOfcT51xpJ3+jHfi2c24sHSM9t5rZWGA1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\nYH7Jr5JKMBkYGWyPBN6IMEuVdugLNHAR+v2oFGZmwFPAInd/sNBT+t2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_z, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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PDwe7I5+O4IN33kBzYwMuvmZxSOsvuOE7cDkdWPvs4xHvUy0621vxysrHcfrc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\nUIt/r38Dcy+7GmZLZN/Ai20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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_z[AP_INDEX], mags_z[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16 and 17." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '\"\"' did not parse as fits unit: Invalid character at col 0 [astropy.units.core]\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for SpARCS band u:\n", "Correction: -0.27798938751220703\n", "Number of source used: 1660\n", "RMS: 0.08023226255400404\n", "\n", "Aperture correction for SpARCS band g:\n", "Correction: -0.2888603210449219\n", "Number of source used: 1841\n", "RMS: 0.06882894024296196\n", "\n", "Aperture correction for SpARCS band r:\n", "Correction: -0.2717933654785156\n", "Number of source used: 2856\n", "RMS: 0.0943208091734509\n", "\n", "Aperture correction for SpARCS band z:\n", "Correction: -0.2810707092285156\n", "Number of source used: 2507\n", "RMS: 0.0844786978275072\n", "\n" ] } ], "source": [ "# Index of the target aperture when doing aperture correction\n", "# (see 'sparcs_aperture_correction' notebook).\n", "AP_TARG_INDEX = {\n", " 'u': 15,\n", " 'g': 15,\n", " 'r': 15,\n", " 'z': 15\n", "}\n", "\n", "# Magnitude range for aperture correction (see 'sparcs_aperture_correction' notebook).\n", "APCOR_MAG_LIMITS = {\n", " 'u': (17., 17.9),\n", " 'g': (17., 17.9),\n", " 'r': (17.2, 18.),\n", " 'z': (16., 17.)\n", "}\n", "\n", "epoch = 2012\n", "\n", "sparcs_tmp = Table.read(\"../../dmu0/dmu0_SpARCS/data/SpARCS_HELP_Lockman-SWIRE.fits\")[\n", " 'internal_id', 'ALPHA_J2000', 'DELTA_J2000', 'CLASS_STAR', \n", " 'MAG_APER_r', 'MAGERR_APER_r', 'MAG_AUTO_r', 'MAGERR_AUTO_r',\n", " 'MAG_APER_u', 'MAGERR_APER_u', 'MAG_AUTO_u', 'MAGERR_AUTO_u',\n", " 'MAG_APER_g', 'MAGERR_APER_g', 'MAG_AUTO_g', 'MAGERR_AUTO_g',\n", " 'MAG_APER_z', 'MAGERR_APER_z', 'MAG_AUTO_z', 'MAGERR_AUTO_z']\n", "\n", "\n", "# Clean table metadata\n", "sparcs_tmp.meta = None\n", "\n", "catalogue = Table(\n", " data = sparcs_tmp['internal_id', 'ALPHA_J2000', 'DELTA_J2000', 'CLASS_STAR'],\n", " names = ['sparcs_intid', 'sparcs_ra', 'sparcs_dec', 'sparcs_stellarity'])\n", "\n", "for band in ['u', 'g', 'r', 'z']:\n", " \n", " # Aperture magnitudes\n", " mag_aper = sparcs_tmp[\"MAG_APER_{}\".format(band)][:, AP_INDEX]\n", " mag_aper_target = sparcs_tmp[\"MAG_APER_{}\".format(band)][:, AP_TARG_INDEX[band]]\n", " magerr_aper = sparcs_tmp[\"MAGERR_APER_{}\".format(band)][:, AP_INDEX]\n", " \n", " # Set bad values (99.0) to NaN\n", " mask = (mag_aper > 90) | (mag_aper_target > 90) | (magerr_aper > 90)\n", " mag_aper[mask] = np.nan\n", " mag_aper_target[mask] = np.nan\n", " magerr_aper[mask] = np.nan\n", " \n", " # Aperture correction\n", " mag_diff, num, std = aperture_correction(\n", " mag_aper, mag_aper_target, catalogue['sparcs_stellarity'],\n", " mag_min=APCOR_MAG_LIMITS[band][0], mag_max=APCOR_MAG_LIMITS[band][1]\n", " )\n", " print(\"Aperture correction for SpARCS band {}:\".format(band))\n", " print(\"Correction: {}\".format(mag_diff))\n", " print(\"Number of source used: {}\".format(num))\n", " print(\"RMS: {}\".format(std))\n", " print(\"\")\n", " mag_aper += mag_diff\n", " \n", " catalogue.add_column(Column(\n", " data = mag_aper.data,\n", " name = \"m_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = magerr_aper.data,\n", " name = \"merr_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Computing the aperture flux columns\n", " flux_aper, fluxerr_aper = mag_to_flux(mag_aper.data, magerr_aper.data)\n", " \n", " catalogue.add_column(Column(\n", " data = flux_aper * 1.e6,\n", " name = \"f_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = fluxerr_aper * 1.e6,\n", " name = \"ferr_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Auto magnitudes\n", " mag_auto = sparcs_tmp[\"MAG_AUTO_{}\".format(band)]\n", " magerr_auto = sparcs_tmp[\"MAGERR_AUTO_{}\".format(band)]\n", " \n", " # Set bad values (99.0) to NaN\n", " mask = (mag_auto > 90) | (magerr_auto > 90)\n", " mag_auto[mask] = np.nan\n", " magerr_auto[mask] = np.nan \n", " \n", " catalogue.add_column(Column(\n", " data = mag_auto,\n", " name = \"m_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = magerr_auto,\n", " name = \"merr_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Computing the flux columns\n", " flux, fluxerr = mag_to_flux(mag_auto, magerr_auto)\n", " \n", " catalogue.add_column(Column(\n", " data = flux * 1.e6,\n", " name = \"f_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = fluxerr * 1.e6,\n", " name = \"ferr_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Band-flag column\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), \n", " name=\"flag_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting.\n", "\n", "del sparcs_tmp" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxsparcs_intidsparcs_rasparcs_decsparcs_stellaritym_ap_cfht_megacam_umerr_ap_cfht_megacam_uf_ap_cfht_megacam_uferr_ap_cfht_megacam_um_cfht_megacam_umerr_cfht_megacam_uf_cfht_megacam_uferr_cfht_megacam_uflag_cfht_megacam_um_ap_cfht_megacam_gmerr_ap_cfht_megacam_gf_ap_cfht_megacam_gferr_ap_cfht_megacam_gm_cfht_megacam_gmerr_cfht_megacam_gf_cfht_megacam_gferr_cfht_megacam_gflag_cfht_megacam_gm_ap_cfht_megacam_rmerr_ap_cfht_megacam_rf_ap_cfht_megacam_rferr_ap_cfht_megacam_rm_cfht_megacam_rmerr_cfht_megacam_rf_cfht_megacam_rferr_cfht_megacam_rflag_cfht_megacam_rm_ap_cfht_megacam_zmerr_ap_cfht_megacam_zf_ap_cfht_megacam_zferr_ap_cfht_megacam_zm_cfht_megacam_zmerr_cfht_megacam_zf_cfht_megacam_zferr_cfht_megacam_zflag_cfht_megacam_z
degdegmagmagmagmagmagmagmagmag
0447769157.34235727759.1660017650.0192727nannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalse
1447770157.34244872759.16984990420.0192727nannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalse
2447771157.34245451859.1533446420.759602nannannannannannannannanFalsenannannannan26.45990.160270.09463520.0139695Falsenannannannan25.04550.05531240.3481850.0177382FalsenannannannannannannannanFalse
3447772157.34250985759.14639372540.0192727nannannannan32.967411.40670.000236060.00248002FalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalse
4447773157.34274311659.14967242990.59188nannannannannannannannanFalse23.58240.01076891.339820.01328922.26930.008090624.490470.0334618Falsenannannannan22.54510.0142063.482970.045572FalsenannannannannannannannanFalse
5447774157.34280110559.10141775060.53862nannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalse
6447775157.34293708359.07793782970.0192727nannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalse
7447776157.34316144759.05370729780.665517nannannannannannannannanFalse27.39930.4237410.03983710.015547627.28890.3416880.04409810.0138779FalsenannannannannannannannanFalsenannannannannannannannanFalse
8447777157.34316529459.05918412860.0192727nannannannannannannannanFalse27.09260.3159860.05283780.0153776nannannannanFalsenannannannan27.37290.3991060.04081780.0150042FalsenannannannannannannannanFalse
9447778157.34368962659.07964666730.0315374nannannannannannannannanFalse22.07250.004524135.382480.022428121.04920.0033109413.81420.0421263False21.87880.006960476.433940.041246919.80390.0023172843.49490.0928309FalsenannannannannannannannanFalse
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 2518326 sources.\n", "The cleaned catalogue has 2518326 sources (0 removed).\n", "The cleaned catalogue has 0 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_cfht_megacam_r', 'merr_ap_cfht_megacam_u',\n", " 'merr_ap_cfht_megacam_g', 'merr_ap_cfht_megacam_z']\n", "FLAG_NAME = 'sparcs_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(catalogue, RA_COL, DEC_COL, sort_col=SORT_COLS,flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_Lockman-SWIRE.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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5Z/XGqS7CpGGNWYtCFEeYjeWaWoKrRqC21cOVjceTFglWVe4vea4D7dklhgGT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5/zUbxopWV1hwK5soOko+om1wgjdEJfX91Pf/rT+Ld/+ze8613vwle/+lWUy2UAwNjY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\n4jGYERGR4v0fBhCB4wZqEyQAAAAASUVORK5CYII=\n", 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Cle1gZYoTksobcmE41Yd4scMwmWLShAOVcG6Oic6ThAukUPh0xjZsKOP7aMdTuluBLoFN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WnmicJskE3ADUeE+MBTsaCeG5ajINYVdpI08SOeqgKTZ4oRtFmhywIpZqKRtOuW5+UV1XxE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\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WKKh7zf84pLqG0bO8f4oUAREcOnqm5DAmR6QACITzJGOIAsLdgl1eQPBMC8s2GcrZEqEh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.03440895461039872 arcsec\n", "Dec correction: -0.0818096918720812 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] += delta_ra.to(u.deg)\n", "catalogue[DEC_COL] += delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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9SCWsk1QargB4zBuXA3BF6ddPugNjgGVkt6ANVnig5lznGqqeUqADG5fK6u/O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\nkZ2d7bS8yWTCxx9/jFOnTtk9X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icv5+30GDwbvqPQ3uFxcXvPnmm4xGI37iJ36Cb3zjG9y9e5ef+7mf48d//Mf5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uE9uR+RfuFIZN2S2pFi/wBekYualBPpdMRsnpJSj/o/2HuTXt2ybD3rmeWqv2JX58Qposib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VZFqRmNCk2KiknMl5QalYxZNaxc8zeVoxTKU2UxM5ZFhn5BiR3QZjLIQVEUNumhLRMob1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\np1BGEVpPpUiphApihcr6o+J9aCjXrcWPjfSDPYr619yFOENIuAuxHCi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "37513 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"sparcs_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V - Flagging objects near bright stars" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## VI - Saving to disk" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/SpARCS.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }