{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GAMA-15 master catalogue\n", "## Preparation of Hyper Suprime-Cam Subaru Strategic Program Catalogues (HSC-SSP) data\n", "\n", "This catalogue comes from `dmu0_HSC`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The `object_id` as unique object identifier;\n", "- The position;\n", "- The g, r, i, z, y (no N921) aperture magnitude in 2” that we aperture correct;\n", "- The g, r, i, z, y (no N921) kron fluxes and magnitudes.\n", "- The extended flag that we convert to a stellariy.\n", "\n", "**Note**: On ELAIS-N1 the HSC-SSP catalogue does not contain any N816 magnitudes.\n", "\n", "We use 2016 as the epoch." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "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": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction" ] }, { "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 = \"hsc_ra\"\n", "DEC_COL = \"hsc_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine HSC catalogue\n", "orig_hsc = Table.read(\"../../dmu0/dmu0_HSC/data/HSC-PDR1_wide_GAMA-15_v2.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No error column for a y band aperture magnitude.\n" ] } ], "source": [ "bands = [\"g\", \"r\", \"i\", \"z\", \"y\"] #, \"n921\"]\n", "apertures = [\"10\", \"15\", \"20\", \"30\", \"40\", \"57\", \"84\", \"118\", \"168\", \"235\"]\n", "\n", "magnitudes = {}\n", "magnitude_errors ={}\n", "stellarities = {}\n", "\n", "for band in bands:\n", " magnitudes[band] = np.array(\n", " [orig_hsc[\"{}mag_aperture{}\".format(band, aperture)] for aperture in apertures]\n", " )\n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " try:\n", " magnitude_errors[band] = np.array(\n", " [orig_hsc[\"{}mag_aperture{}_err\".format(band, aperture)] for aperture in apertures]\n", " )\n", " magnitude_errors[band][mask] = np.nan\n", " except KeyError:\n", " print(\"No error column for a \" + band + \" band aperture magnitude.\")\n", " \n", " stellarities[band] = 1 - np.array(orig_hsc[\"{}classification_extendedness\".format(band)])\n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAALACAYAAACetAiCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['g'], stellarities['g'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\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:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi4AAAD8CAYAAABQIy/SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['gmag_aperture20'], orig_hsc['gmag_aperture40'], stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 18.5 and 20.8" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.10141181945800781\n", "Number of source used: 15286\n", "RMS: 0.027612784472519653\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] } ], "source": [ "# Aperture correction\n", "mag_corr['g'], num, std = aperture_correction(\n", " orig_hsc['gmag_aperture20'], orig_hsc['gmag_aperture40'], \n", " stellarities['g'],\n", " mag_min=18.5, mag_max=20.8)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAALACAYAAACetAiCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['r'], stellarities['r'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\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:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAD8CAYAAABpRJ6JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['rmag_aperture20'], orig_hsc['rmag_aperture40'], stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.6 and 19.7." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.10055923461914062\n", "Number of source used: 9943\n", "RMS: 0.03515977580827814\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " orig_hsc['rmag_aperture20'], orig_hsc['rmag_aperture40'], \n", " stellarities['r'],\n", " mag_min=17.6, mag_max=19.7)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c - i band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAALACAYAAACetAiCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['i'], stellarities['i'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\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:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAD8CAYAAABgrz7zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmKdAIyIiIjFPgUZERERi3v8P0JKNaF0s3D4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['imag_aperture20'], orig_hsc['imag_aperture40'], stellarities['i'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 18.5 and 19.8." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for i band:\n", "Correction: -0.0619354248046875\n", "Number of source used: 24834\n", "RMS: 0.00930339810580967\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] } ], "source": [ "# Aperture correction\n", "mag_corr['i'], num, std = aperture_correction(\n", " orig_hsc['imag_aperture20'], orig_hsc['imag_aperture40'], \n", " stellarities['i'],\n", " mag_min=18.5, mag_max=19.8)\n", "print(\"Aperture correction for i band:\")\n", "print(\"Correction: {}\".format(mag_corr['i']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d - z band" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAALACAYAAACetAiCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\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:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAD8CAYAAABgrz7zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nImJ7CjQiIiJiewo0IiIiYnv/H8+Emkl3A5oTAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['zmag_aperture20'], orig_hsc['zmag_aperture40'], stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.5 and 19.8." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -0.08566570281982422\n", "Number of source used: 34829\n", "RMS: 0.01121795488087638\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " orig_hsc['zmag_aperture20'], orig_hsc['zmag_aperture40'], \n", " stellarities['z'],\n", " mag_min=17.5, mag_max=19.8)\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": [ "### I.e - y band" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAALACAYAAACetAiCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['y'], stellarities['y'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\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:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAD8CAYAAAC7FJTRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['ymag_aperture20'], orig_hsc['ymag_aperture40'], stellarities['y'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 18.7." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for y band:\n", "Correction: -0.11461448669433594\n", "Number of source used: 9295\n", "RMS: 0.015907751991162174\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\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" ] } ], "source": [ "# Aperture correction\n", "mag_corr['y'], num, std = aperture_correction(\n", " orig_hsc['ymag_aperture20'], orig_hsc['ymag_aperture40'], \n", " stellarities['y'],\n", " mag_min=17, mag_max=18.7)\n", "print(\"Aperture correction for y band:\")\n", "print(\"Correction: {}\".format(mag_corr['y']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "HSC does not provide a 0 to 1 stellarity value but a 0/1 extended flag in each band. We are using the same method as UKIDSS ([cf this page](http://wsa.roe.ac.uk/www/gloss_p.html#dxssource_pstar)) to compute a stellarity based on the class in each band:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We are creating an array containing the extended flag in all band.\n", "# Some sources have no flag in some band, there will be NaN in the array.\n", "hsc_ext_flag = np.array([\n", " orig_hsc[colname] for colname in \n", " ['gclassification_extendedness',\n", " 'rclassification_extendedness',\n", " 'iclassification_extendedness',\n", " 'zclassification_extendedness',\n", " 'yclassification_extendedness']\n", "])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hsc_pstar = 0.9 * (hsc_ext_flag == 0) + 0.05 * (hsc_ext_flag == 1)\n", "hsc_pgal = 0.05 * (hsc_ext_flag == 0) + 0.9 * (hsc_ext_flag == 1)\n", "\n", "# We put back the NaN values\n", "hsc_pstar[np.isnan(hsc_ext_flag)] = np.nan\n", "hsc_pgal[np.isnan(hsc_ext_flag)] = np.nan" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarity = np.nanprod(hsc_pstar, axis=0) / np.nansum(\n", " [np.nanprod(hsc_pgal, axis=0), np.nanprod(hsc_pstar, axis=0)], axis=0)\n", "\n", "stellarity = np.round(stellarity, 3)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAD8CAYAAACRpGV+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSPt/ynPOUV/fXMwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vis.hist(stellarity, bins='scott');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_hsc.add_column(Column(data=stellarity, name=\"stellarity\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"object_id\": \"hsc_id\",\n", " \"ra\": \"hsc_ra\",\n", " \"dec\": \"hsc_dec\",\n", " \"gmag_aperture20\": \"m_ap_suprime_g\",\n", " \"gmag_aperture20_err\": \"merr_ap_suprime_g\",\n", " \"gmag_kron\": \"m_suprime_g\",\n", " \"gmag_kron_err\": \"merr_suprime_g\",\n", " \"rmag_aperture20\": \"m_ap_suprime_r\",\n", " \"rmag_aperture20_err\": \"merr_ap_suprime_r\",\n", " \"rmag_kron\": \"m_suprime_r\",\n", " \"rmag_kron_err\": \"merr_suprime_r\",\n", " \"imag_aperture20\": \"m_ap_suprime_i\",\n", " \"imag_aperture20_err\": \"merr_ap_suprime_i\",\n", " \"imag_kron\": \"m_suprime_i\",\n", " \"imag_kron_err\": \"merr_suprime_i\",\n", " \"zmag_aperture20\": \"m_ap_suprime_z\",\n", " \"zmag_aperture20_err\": \"merr_ap_suprime_z\",\n", " \"zmag_kron\": \"m_suprime_z\",\n", " \"zmag_kron_err\": \"merr_suprime_z\",\n", " \"ymag_aperture20\": \"m_ap_suprime_y\",\n", " \"ymag_aperture20_err\": \"merr_ap_suprime_y\",\n", " \"ymag_kron\": \"m_suprime_y\",\n", " \"ymag_kron_err\": \"merr_suprime_y\",\n", " \"stellarity\": \"hsc_stellarity\"\n", " })\n", "\n", "\n", "catalogue = orig_hsc[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2017\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "for band in bands:\n", " catalogue[\"m_ap_suprime_{}\".format(band)] += mag_corr[band]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": 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 inf and 99. mags\n", " mask = (catalogue[col] > 90.) | (catalogue[errcol] > 90.)\n", " catalogue[col][mask] = np.nan\n", " catalogue[errcol][mask] = np.nan\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": 29, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxhsc_idhsc_rahsc_decm_ap_suprime_gmerr_ap_suprime_gm_suprime_gmerr_suprime_gm_ap_suprime_rmerr_ap_suprime_rm_suprime_rmerr_suprime_rm_ap_suprime_imerr_ap_suprime_im_suprime_imerr_suprime_im_ap_suprime_zmerr_ap_suprime_zm_suprime_zmerr_suprime_zm_ap_suprime_ymerr_ap_suprime_ym_suprime_ymerr_suprime_yhsc_stellarityf_ap_suprime_gferr_ap_suprime_gf_suprime_gferr_suprime_gflag_suprime_gf_ap_suprime_rferr_ap_suprime_rf_suprime_rferr_suprime_rflag_suprime_rf_ap_suprime_iferr_ap_suprime_if_suprime_iferr_suprime_iflag_suprime_if_ap_suprime_zferr_ap_suprime_zf_suprime_zferr_suprime_zflag_suprime_zf_ap_suprime_yferr_ap_suprime_yf_suprime_yferr_suprime_yflag_suprime_y
041209704398979309214.038904962-1.2103412564727.53170.662073nannan26.38360.365409nannan26.24850.431549nannan25.10250.264895nannan24.21240.311641nannan0.00.03526240.0215028nannanFalse0.1015190.0341667nannanFalse0.1149760.0456995nannanFalse0.3303590.0805999nannanFalse0.7499520.21526nannanFalse
141209704398979312214.034272374-1.2102378475326.36330.224626.20110.25328525.31890.13444825.18750.15822425.12120.15461425.09560.21100325.6440.44920825.74160.66366424.4980.38091224.09740.3577010.00.1034340.02139670.1201080.0280194False0.2706660.03351690.3054830.0445178False0.3247330.04624370.3324720.0646128False0.2006370.08301060.1833830.112094False0.5765190.2022620.8337320.274677False
241209704398979314214.053083715-1.2101460683326.41990.24708526.33520.29577225.30170.13628125.29520.17686125.28240.17075725.47670.28114225.04680.25686624.80750.27332224.84410.55817424.37170.4873290.00.0981850.02234430.1061460.0289158False0.2749920.03451690.2766490.0450648False0.2799220.04402420.2340630.0606086False0.3477730.0822770.4335030.109129False0.419140.2154790.647610.290678False
341209704398979320214.035263153-1.2100466169625.70780.12554625.4510.15340525.63150.17941925.25860.19922525.28480.17269924.83170.18579424.68390.18389424.550.25681324.7540.50132524.19940.4680891.00.1891770.02187490.2396720.0338637False0.2029570.03353890.2861320.0525033False0.2793020.04442620.4239660.0725503False0.4857830.08227810.5495590.129989False0.4553940.2102720.7590010.327225False
441209704398979323214.017759272-1.2099227545426.50380.29948926.71660.30027325.75480.23561525.71730.18965424.68520.091436824.75450.08538824.51420.14959424.65590.14440323.85960.18687223.97820.1752940.00.0908810.02506860.07470340.0206601False0.1811620.03931390.1875340.0327581False0.485210.04086260.4552020.0357995False0.5679490.07825280.4984780.0662976False1.037940.1786460.9304960.15023False
541209704398979327214.045703206-1.2097534449825.5330.10357825.14160.13872725.11610.10993824.5890.13348224.80720.097154224.41960.14133824.86720.20826724.3460.255501nannan25.33181.606180.00.2222370.02120120.3186790.0407182False0.326270.03303690.5301750.0651807False0.4336250.03880170.6196530.0806645False0.4103050.07870520.6631540.156057Falsenannan0.2674750.395688False
641209704398979334213.989195362-1.2096818717526.29140.219505nannan26.3780.380161nannan25.41510.170057nannan25.45240.331199nannannannannannan0.00.1105250.022345nannanFalse0.1020460.0357304nannanFalse0.2477220.0388002nannanFalse0.2393630.0730168nannanFalsenannannannanFalse
741209704398979347214.027982555-1.2094331321525.20220.0780124.88410.11106625.65160.18574824.92590.18829425.85670.2584525.65910.4410725.35350.32690925.02710.47989426.38421.8874823.99010.4104490.00.3013750.02165380.4039790.0413252False0.1992380.03408560.3887140.0674129False0.1649330.03926090.1978550.0803766False0.262170.07893790.3541290.156524False0.1014630.1763870.920370.347935False
841209704398979361214.050204194-1.2092124337625.92910.15407725.7570.15391725.60430.1839725.30520.16487525.24050.17017625.14760.19313525.22480.30310525.3740.41862225.64161.1837726.3722.783690.00.1542940.02189590.1807960.0256302False0.2081020.03526140.2741160.0416261False0.2909350.04560060.3169140.0563739False0.2951820.08240610.2572790.0991978False0.2010770.2192320.1026140.263088False
941209704398979362214.026991288-1.209322076627.56660.67368628.2170.86386626.57780.43849726.6350.32804426.75190.55434926.4060.30085226.58220.97590726.65170.75524225.74821.0576926.23111.185530.00.03414780.02118830.0187580.0149248False0.08489120.0342850.08053940.0243342False0.07231380.03692160.09944520.0275558False0.08455180.07599890.0793120.0551697False0.1822670.1775590.116830.127569False
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "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 6952860 sources.\n", "The cleaned catalogue has 6952601 sources (259 removed).\n", "The cleaned catalogue has 258 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [\n", " 'merr_ap_suprime_i', 'merr_ap_suprime_r', 'merr_ap_suprime_z',\n", " 'merr_ap_suprime_y', 'merr_ap_suprime_g']\n", "FLAG_NAME = 'hsc_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(\n", " catalogue, RA_COL, DEC_COL, \n", " sort_col= SORT_COLS,\n", " flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_GAMA-15.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAGqCAYAAACBNKrUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQginJ2EmhBDC6f0FLOtL2CvelsYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFhCAYAAAAP07LiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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": 33, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.10107775475489689 arcsec\n", "Dec correction: -0.06822208740950853 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": 34, "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": 35, "metadata": { "collapsed": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAGqCAYAAACBNKrUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ns6I16NjIRQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFhCAYAAAAP07LiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACS/gEfpvmXsODfTAAAAABJRU5ErkJggg==\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": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 36, "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": 37, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "43661 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"hsc_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": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/HSC-SSP.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 }