{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# EGS master catalogue\n", "## Preparation of Pan-STARRS1 - 3pi Steradian Survey (3SS) data\n", "\n", "This catalogue comes from `dmu0_PanSTARRS1-3SS`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The `uniquePspsSTid` as unique object identifier;\n", "- The r-band position which is given for all the sources;\n", "- The grizy `FApMag` aperture magnitude (see below);\n", "- The grizy `FKronMag` as total magnitude.\n", "\n", "The Pan-STARRS1-3SS catalogue provides for each band an aperture magnitude defined as “In PS1, an 'optimal' aperture radius is determined based on the local PSF. The wings of the same analytic PSF are then used to extrapolate the flux measured inside this aperture to a 'total' flux.”\n", "\n", "The observations used for the catalogue where done between 2010 and 2015 ([ref](https://confluence.stsci.edu/display/PANSTARRS/PS1+Image+data+products)).\n", "\n", "**TODO**: Check if the detection flag can be used to know in which bands an object was detected to construct the coverage maps.\n", "\n", "**TODO**: Check for stellarity." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n", "This notebook was executed on: \n", "2018-02-07 19:32:35.006844\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, remove_duplicates\n", "from herschelhelp_internal.utils import 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 = \"ps1_ra\"\n", "DEC_COL = \"ps1_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Column selection" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objID\": \"ps1_id\",\n", " \"raMean\": \"ps1_ra\",\n", " \"decMean\": \"ps1_dec\",\n", " \"gFApMag\": \"m_ap_gpc1_g\",\n", " \"gFApMagErr\": \"merr_ap_gpc1_g\",\n", " \"gFKronMag\": \"m_gpc1_g\",\n", " \"gFKronMagErr\": \"merr_gpc1_g\",\n", " \"rFApMag\": \"m_ap_gpc1_r\",\n", " \"rFApMagErr\": \"merr_ap_gpc1_r\",\n", " \"rFKronMag\": \"m_gpc1_r\",\n", " \"rFKronMagErr\": \"merr_gpc1_r\",\n", " \"iFApMag\": \"m_ap_gpc1_i\",\n", " \"iFApMagErr\": \"merr_ap_gpc1_i\",\n", " \"iFKronMag\": \"m_gpc1_i\",\n", " \"iFKronMagErr\": \"merr_gpc1_i\",\n", " \"zFApMag\": \"m_ap_gpc1_z\",\n", " \"zFApMagErr\": \"merr_ap_gpc1_z\",\n", " \"zFKronMag\": \"m_gpc1_z\",\n", " \"zFKronMagErr\": \"merr_gpc1_z\",\n", " \"yFApMag\": \"m_ap_gpc1_y\",\n", " \"yFApMagErr\": \"merr_ap_gpc1_y\",\n", " \"yFKronMag\": \"m_gpc1_y\",\n", " \"yFKronMagErr\": \"merr_gpc1_y\"\n", " })\n", "\n", "\n", "catalogue = Table.read(\"../../dmu0/dmu0_PanSTARRS1-3SS/data/PanSTARRS1-3SS_EGS_v2.fits\")[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2012\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 5, "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" ] } ], "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", " # -999 is used for missing values\n", " catalogue[col][catalogue[col] < -900] = np.nan\n", " catalogue[errcol][catalogue[errcol] < -900] = 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": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
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\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "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": 7, "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 59217 sources.\n", "The cleaned catalogue has 59207 sources (10 removed).\n", "The cleaned catalogue has 10 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_gpc1_r', 'merr_ap_gpc1_g', 'merr_ap_gpc1_i', 'merr_ap_gpc1_z', 'merr_ap_gpc1_y']\n", "FLAG_NAME = 'ps1_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": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_EGS.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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yjUmLdU2jRUSmI6plZmVlBeHfC3NOnTqFVq1aoXnz5gBKLppWlZ+NlcjC6RqA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\nSivIe/bsifDwcFy7dg2enp7466+/MGT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ls2VpMYsUPU/7+as4ECjVAmr0QEBMSE0Dr+dtvDgPOklQj+EdkFzpBNgPQNeC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\nmy0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "catalogue[RA_COL].unit = u.deg\n", "catalogue[DEC_COL].unit = u.deg\n", "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: 0.0004886441843154898 arcsec\n", "Dec correction: -0.000554433862021142 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": 11, "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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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yjUmLdU2jRUSmI6plZmVlBeHfC3NOnTqFVq1aoXnz5gBKLppWlZ+NlcjC6RqA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\nSivIe/bsifDwcFy7dg2enp7466+/MGT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FxVEc5xDkSDSFIBKAxEAKSEyiltfPAUCMYtQAcSCYi+MwAxHBuRYcA5zvJBiOhirvtsUY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\n9NCjVY3sD+l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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": 13, "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": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9109 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"ps1_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/PS1.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 }