{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# HDF-N 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", "33f5ec7 (Wed Dec 6 16:56:17 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", "\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_HDF-N_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": {}, "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 10100 sources.\n", "The cleaned catalogue has 10097 sources (3 removed).\n", "The cleaned catalogue has 3 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_HDF-N.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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Lf/zjH3jggQds/TueQpIkjBkzBuvXr8fJkydhMpnw+eef48CBA7ba8JUrV/Dggw/i2LFj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\nYII=\n", 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11LNQJxPwKIG+86c8Z2F2n0opaGNKrtbamjhFERCZSohGGu70KQ/dRCVHQ+Oq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LqS70TDxT6XsYriMNsfhRznZBRhcwN8+gwoZrBHM6cnxhGwc15fPgwAXgM6RVyIxKVOUQxmlTHv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\n7vcmusemCbT67WEKWMfJz4PQ8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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": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: 0.0009251711844626698 arcsec\n", "Dec correction: -0.000312677103408987 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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8d+XKFXh5ebm0UERqYlasvxh66TVON/WVvY5NhES149RozPvuuw9z5szBjBkz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\nA4ABJDTqI4piAAAAAElFTkSuQmCC\n", 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266nIaXRElg/htkTeBOfDhxA6UjLsB2cgoBFbdQiee+45AMBjjz2GT3ziE/jHf/xH/MZv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\nVdfTBXSlQkJWfbAJ7H41J/VYMhlaV1/n/dugeBIOYy9W30vbt9u7Js/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w/Npsb5FEt4nQ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\ny+kIZU4iMhrC7Qken3B7IKN1g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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": [ "1548 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 }