{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# XMM-LSS master catalogue\n", "## Preparation of the Subaru/XMM-Newton Deep Survey (SXDS) data\n", "\n", "The catalogue is in `dmu0_SXDS`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The position;\n", "- The stellarity;\n", "- The aperture magnitude B, V, R, i, z (2 arcsec).\n", "- The total magnitude B, V, R, i, z (Kron like aperture magnitude).\n", "\n" ] }, { "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", "2018-02-19 15:51:17.589099\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": {}, "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, join, vstack\n", "import numpy as np\n", "#from numpy.core.defchararray import add\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\n", "from herschelhelp_internal.masterlist import merge_catalogues, nb_merge_dist_plot" ] }, { "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 = \"sxds_ra\"\n", "DEC_COL = \"sxds_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Column selection\n", "\n", "For each band we have 5 independent and overlapping catalogues. We must first stack the catalogues and remove duplicates then merge the bands together." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#We have to import and combine the H, J and Ks catalogues separately. \n", "#Fluxes are given in counts sowe compute them fresh from the magnitudes\n", "\n", "epoch = 2007 # TODO: check this\n", "\n", "bands = [\"B\", \"V\", \"R\", \"i\", \"z\"]\n", "cat_numbers = [ 1, 2, 3, 4, 5 ]\n", "\n", "def imported_columns(band): \n", " return OrderedDict({\n", " 'NUMBER': \"sxds_{}_id\".format(band.lower()),\n", " 'ra': \"sxds_{}_ra\".format(band.lower()),\n", " 'dec': \"sxds_{}_dec\".format(band.lower()),\n", " 'CLASS_STAR_{}'.format(band): \"sxds_{}_stellarity\".format(band.lower()),\n", " 'twoApertureMag_{}'.format(band): \"m_ap_sxds_{}\".format(band.lower()),\n", " 'Err_twoApertureMag_{}'.format(band): \"merr_ap_sxds_{}\".format(band.lower()),\n", " 'MAG_AUTO_{}'.format(band): \"m_sxds_{}\".format(band.lower()),\n", " 'Err_MAG_AUTO_{}'.format(band): \"merr_sxds_{}\".format(band.lower()) \n", " })\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue_B = vstack([ Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsB{}_dr1.fits\".format(1))[\n", " list(imported_columns(\"B\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsB{}_dr1.fits\".format(2))[\n", " list(imported_columns(\"B\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsB{}_dr1.fits\".format(3))[\n", " list(imported_columns(\"B\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsB{}_dr1.fits\".format(4))[\n", " list(imported_columns(\"B\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsB{}_dr1.fits\".format(5))[\n", " list(imported_columns(\"B\"))]\n", " ])\n", " \n", "\n", "for column in imported_columns(\"B\"):\n", " catalogue_B[column].name = imported_columns(\"B\")[column]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 940853 sources.\n", "The cleaned catalogue has 908480 sources (32373 removed).\n", "The cleaned catalogue has 32244 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_sxds_b']\n", "FLAG_NAME = 'sxds_flag_cleaned_b'\n", "\n", "nb_orig_sources = len(catalogue_B)\n", "\n", "catalogue_B = remove_duplicates(catalogue_B, 'sxds_b_ra', 'sxds_b_dec', sort_col=SORT_COLS, flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue_B)\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_B[FLAG_NAME])))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue_V = vstack([ Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsV{}_dr1.fits\".format(1))[\n", " list(imported_columns(\"V\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsV{}_dr1.fits\".format(2))[\n", " list(imported_columns(\"V\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsV{}_dr1.fits\".format(3))[\n", " list(imported_columns(\"V\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsV{}_dr1.fits\".format(4))[\n", " list(imported_columns(\"V\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsV{}_dr1.fits\".format(5))[\n", " list(imported_columns(\"V\"))]\n", " ])\n", " \n", "\n", "for column in imported_columns(\"V\"):\n", " catalogue_V[column].name = imported_columns(\"V\")[column]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 1002561 sources.\n", "The cleaned catalogue has 970203 sources (32358 removed).\n", "The cleaned catalogue has 32252 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_sxds_v']\n", "FLAG_NAME = 'sxds_flag_cleaned_v'\n", "\n", "nb_orig_sources = len(catalogue_V)\n", "\n", "catalogue_V = remove_duplicates(catalogue_V, 'sxds_v_ra', 'sxds_v_dec', sort_col=SORT_COLS, flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue_V)\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_V[FLAG_NAME])))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue_R = vstack([ Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsR{}_dr1.fits\".format(1))[\n", " list(imported_columns(\"R\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsR{}_dr1.fits\".format(2))[\n", " list(imported_columns(\"R\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsR{}_dr1.fits\".format(3))[\n", " list(imported_columns(\"R\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsR{}_dr1.fits\".format(4))[\n", " list(imported_columns(\"R\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsR{}_dr1.fits\".format(5))[\n", " list(imported_columns(\"R\"))]\n", " ])\n", " \n", "\n", "for column in imported_columns(\"R\"):\n", " catalogue_R[column].name = imported_columns(\"R\")[column]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 901094 sources.\n", "The cleaned catalogue has 873890 sources (27204 removed).\n", "The cleaned catalogue has 27129 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_sxds_r']\n", "FLAG_NAME = 'sxds_flag_cleaned_r'\n", "\n", "nb_orig_sources = len(catalogue_R)\n", "\n", "catalogue_R = remove_duplicates(catalogue_R, 'sxds_r_ra', 'sxds_r_dec', sort_col=SORT_COLS, flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue_R)\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_R[FLAG_NAME])))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue_i = vstack([ Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsi{}_dr1.fits\".format(1))[\n", " list(imported_columns(\"i\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsi{}_dr1.fits\".format(2))[\n", " list(imported_columns(\"i\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsi{}_dr1.fits\".format(3))[\n", " list(imported_columns(\"i\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsi{}_dr1.fits\".format(4))[\n", " list(imported_columns(\"i\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsi{}_dr1.fits\".format(5))[\n", " list(imported_columns(\"i\"))]\n", " ])\n", " \n", "\n", "for column in imported_columns(\"i\"):\n", " catalogue_i[column].name = imported_columns(\"i\")[column]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 899484 sources.\n", "The cleaned catalogue has 870730 sources (28754 removed).\n", "The cleaned catalogue has 28686 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_sxds_i']\n", "FLAG_NAME = 'sxds_flag_cleaned_i'\n", "\n", "nb_orig_sources = len(catalogue_i)\n", "\n", "catalogue_i = remove_duplicates(catalogue_i, 'sxds_i_ra', 'sxds_i_dec', sort_col=SORT_COLS, flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue_i)\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_i[FLAG_NAME])))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue_z = vstack([ Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsz{}_dr1.fits\".format(1))[\n", " list(imported_columns(\"z\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsz{}_dr1.fits\".format(2))[\n", " list(imported_columns(\"z\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsz{}_dr1.fits\".format(3))[\n", " list(imported_columns(\"z\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsz{}_dr1.fits\".format(4))[\n", " list(imported_columns(\"z\"))],\n", " Table.read(\"../../dmu0/dmu0_SXDS/data/sxdsz{}_dr1.fits\".format(5))[\n", " list(imported_columns(\"z\"))]\n", " ])\n", " \n", "\n", "for column in imported_columns(\"z\"):\n", " catalogue_z[column].name = imported_columns(\"z\")[column]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 842590 sources.\n", "The cleaned catalogue has 818902 sources (23688 removed).\n", "The cleaned catalogue has 23589 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_sxds_z']\n", "FLAG_NAME = 'sxds_flag_cleaned_z'\n", "\n", "nb_orig_sources = len(catalogue_z)\n", "\n", "catalogue_z = remove_duplicates(catalogue_z, 'sxds_z_ra', 'sxds_z_dec', sort_col=SORT_COLS, flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue_z)\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_z[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Merging different bands\n", "SXDS has indivdual extractions from each band. We must therefore merge them as if they were individual catalogues (they have different" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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2n6B7IMKm5Q15eY1ioGA1D7FEmor5rrHKjlKpSaiIiOTL+HSCH+86zvd39PJazym8HsON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\nwOzGiBVk1lm92T/mymtLaUu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_merge_dist_plot(\n", " SkyCoord(catalogue_B['sxds_b_ra'], catalogue_B['sxds_b_dec']),\n", " SkyCoord(catalogue_V['sxds_v_ra'], catalogue_V['sxds_v_dec'])\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue = catalogue_B\n", "catalogue_B['sxds_b_ra'].name = 'ra'\n", "catalogue_B['sxds_b_dec'].name = 'dec'\n", "# Given the graph above, we use 0.8 arc-second radius\n", "catalogue = merge_catalogues(catalogue, catalogue_V, \"sxds_v_ra\", \"sxds_v_dec\", radius=0.8*u.arcsec)\n", "del catalogue_B\n", "del catalogue_V" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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aSPH0zqO8sLcPY+CtS1p5y/nNBVkRFyklQW0FVq6RAp0TmFMb8HJ4MFaQ5xKR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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_merge_dist_plot(\n", " SkyCoord(catalogue['ra'], catalogue['dec']),\n", " SkyCoord(catalogue_R['sxds_r_ra'], catalogue_R['sxds_r_dec'])\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue = merge_catalogues(catalogue, catalogue_R, \"sxds_r_ra\", \"sxds_r_dec\", radius=0.8*u.arcsec)\n", "del catalogue_R" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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513BQsDqH4fQFzBlo25ekNsD3BSLMqPBP+PlEJHv8eNMxdrb08+TrHfQGoiye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\nkqSOGFhJkiR1xMBKkiSpIwZWkiRJHTkBXwnD5zilQ2EAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_merge_dist_plot(\n", " SkyCoord(catalogue['ra'], catalogue['dec']),\n", " SkyCoord(catalogue_i['sxds_i_ra'], catalogue_i['sxds_i_dec'])\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue = merge_catalogues(catalogue, catalogue_i, \"sxds_i_ra\", \"sxds_i_dec\", radius=0.8*u.arcsec)\n", "del catalogue_i" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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GmFbmcDATKHfTSRERkbitzd185eEtbDvYw1VnVPHP7z2HWeVFw4304qzEgNSeHB8boaRL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\nETEoIvqTzZY+GvghQESsioibmihbAxSSdCV/SWs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_merge_dist_plot(\n", " SkyCoord(catalogue['ra'], catalogue['dec']),\n", " SkyCoord(catalogue_z['sxds_z_ra'], catalogue_z['sxds_z_dec'])\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue = merge_catalogues(catalogue, catalogue_z, \"sxds_z_ra\", \"sxds_z_dec\", radius=0.8*u.arcsec)\n", "del catalogue_z" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#rename radec colums\n", "catalogue['ra'].name = 'sxds_ra'\n", "catalogue['dec'].name = 'sxds_dec'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fill masked values and add fluxes and nans" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for col in catalogue.colnames:\n", " if \"m_\" in col or \"merr_\" in col or \"f_\" in col or \"ferr_\" in col or \"stellarity\" in col:\n", " catalogue[col].fill_value = np.nan\n", " elif \"flag\" in col:\n", " catalogue[col].fill_value = 0\n", " elif \"id\" in col:\n", " catalogue[col].fill_value = \"\"\n", " \n", "catalogue = catalogue.filled()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/ipykernel/__main__.py:9: RuntimeWarning: invalid value encountered in greater\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/ipykernel/__main__.py:10: RuntimeWarning: invalid value encountered in greater\n" ] } ], "source": [ "\n", "for col in catalogue.colnames:\n", " if col.startswith('m_'):\n", " \n", " errcol = \"merr{}\".format(col[1:])\n", " # catalogue_h[col].name = imported_columns_h[col]\n", " \n", " # Turn 99.0 and 99.03 to nans\n", " catalogue[col][catalogue[col] > 90.] = np.nan\n", " catalogue[errcol][catalogue[errcol] > 90.] = 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", "# Clean table metadata\n", "catalogue.meta = None\n", " \n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxsxds_b_idsxds_rasxds_decsxds_b_stellaritym_ap_sxds_bmerr_ap_sxds_bm_sxds_bmerr_sxds_bsxds_flag_cleaned_bflag_mergedsxds_v_idsxds_v_stellaritym_ap_sxds_vmerr_ap_sxds_vm_sxds_vmerr_sxds_vsxds_flag_cleaned_vsxds_r_idsxds_r_stellaritym_ap_sxds_rmerr_ap_sxds_rm_sxds_rmerr_sxds_rsxds_flag_cleaned_rsxds_i_idsxds_i_stellaritym_ap_sxds_imerr_ap_sxds_im_sxds_imerr_sxds_isxds_flag_cleaned_isxds_z_idsxds_z_stellaritym_ap_sxds_zmerr_ap_sxds_zm_sxds_zmerr_sxds_zsxds_flag_cleaned_zf_ap_sxds_bferr_ap_sxds_bf_sxds_bferr_sxds_bflag_sxds_bf_ap_sxds_vferr_ap_sxds_vf_sxds_vferr_sxds_vflag_sxds_vf_ap_sxds_rferr_ap_sxds_rf_sxds_rferr_sxds_rflag_sxds_rf_ap_sxds_iferr_ap_sxds_if_sxds_iferr_sxds_iflag_sxds_if_ap_sxds_zferr_ap_sxds_zf_sxds_zferr_sxds_zflag_sxds_z
degdeg
0SXDS-BS-08026634.2020416667-5.423702777780.8518.72850.000414.27690.0001FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse117.1116230750.04314551640167067.079876390.650902110975FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
1SXDS-BE-07314034.9161291667-4.782650.8518.71150.000414.86260.0001FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse118.959738270.04382638720124120.595652610.379520884958FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
2SXDS-BE-09411934.9513791667-4.734483333330.8518.7310.000413.96330.0FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse116.8422738170.04304628446759433.655227350.0FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
3SXDS-BS-05552334.2651083333-5.483836111110.8518.77040.000414.7670.0001FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse112.6782257770.04151219247684499.870338720.414453374494FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
4SXDS-BW-15571133.8873791667-4.795105555560.9618.44660.000417.30570.0002FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse151.8308418330.0559365492897434.2301753640.0799881542977FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
5SXDS-BE-09575134.9587208333-5.208416666670.8518.7450.000413.60140.0FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse115.3453257820.042494788430813165.58010950.0FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
6SXDS-BC-05358034.2495416667-5.074566666670.8818.81770.000416.10090.0001FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse107.874799120.03974254469831317.164447940.121315328914FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
7SXDS-BW-15106233.8860208333-4.795508333330.7118.51160.000416.94470.0002FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse143.0078903540.0526860538414605.5081597290.111538724982FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
8SXDS-BN-14812634.6976416667-4.393130555560.8518.72450.000413.72380.0FalseFalsenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse117.5438739860.043304763522111761.96817570.0FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
9SXDS-BN-01627034.2665791667-4.730994444440.8518.66840.000415.47620.0001FalseTruenannannannannanFalsenannannannannanFalsenannannannannanFalsenannannannannanFalse123.7770135580.04560113700382341.639309160.215672950658FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combine stellarities" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sxds_b_stellarity, sxds_v_stellarity, sxds_r_stellarity, sxds_i_stellarity, sxds_z_stellarity\n" ] } ], "source": [ "stellarity_columns = [column for column in catalogue.colnames\n", " if 'stellarity' in column]\n", "\n", "print(\", \".join(stellarity_columns))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We create an masked array with all the stellarities and get the maximum value, as well as its\n", "# origin. Some sources may not have an associated stellarity.\n", "stellarity_array = np.array([catalogue[column] for column in stellarity_columns])\n", "stellarity_array = np.ma.masked_array(stellarity_array, np.isnan(stellarity_array))\n", "\n", "max_stellarity = np.max(stellarity_array, axis=0)\n", "max_stellarity.fill_value = np.nan\n", "\n", "catalogue.add_column(Column(data=max_stellarity.filled(), name=\"sxds_stellarity\"))\n", "\n", "catalogue.remove_columns(stellarity_columns)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxsxds_b_idsxds_rasxds_decm_ap_sxds_bmerr_ap_sxds_bm_sxds_bmerr_sxds_bsxds_flag_cleaned_bflag_mergedsxds_v_idm_ap_sxds_vmerr_ap_sxds_vm_sxds_vmerr_sxds_vsxds_flag_cleaned_vsxds_r_idm_ap_sxds_rmerr_ap_sxds_rm_sxds_rmerr_sxds_rsxds_flag_cleaned_rsxds_i_idm_ap_sxds_imerr_ap_sxds_im_sxds_imerr_sxds_isxds_flag_cleaned_isxds_z_idm_ap_sxds_zmerr_ap_sxds_zm_sxds_zmerr_sxds_zsxds_flag_cleaned_zf_ap_sxds_bferr_ap_sxds_bf_sxds_bferr_sxds_bflag_sxds_bf_ap_sxds_vferr_ap_sxds_vf_sxds_vferr_sxds_vflag_sxds_vf_ap_sxds_rferr_ap_sxds_rf_sxds_rferr_sxds_rflag_sxds_rf_ap_sxds_iferr_ap_sxds_if_sxds_iferr_sxds_iflag_sxds_if_ap_sxds_zferr_ap_sxds_zf_sxds_zferr_sxds_zflag_sxds_zsxds_stellarity
degdeg
0SXDS-BS-08026634.2020416667-5.4237027777818.72850.000414.27690.0001FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse117.1116230750.04314551640167067.079876390.650902110975FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
1SXDS-BE-07314034.9161291667-4.7826518.71150.000414.86260.0001FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse118.959738270.04382638720124120.595652610.379520884958FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
2SXDS-BE-09411934.9513791667-4.7344833333318.7310.000413.96330.0FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse116.8422738170.04304628446759433.655227350.0FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
3SXDS-BS-05552334.2651083333-5.4838361111118.77040.000414.7670.0001FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse112.6782257770.04151219247684499.870338720.414453374494FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
4SXDS-BW-15571133.8873791667-4.7951055555618.44660.000417.30570.0002FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse151.8308418330.0559365492897434.2301753640.0799881542977FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.96
5SXDS-BE-09575134.9587208333-5.2084166666718.7450.000413.60140.0FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse115.3453257820.042494788430813165.58010950.0FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
6SXDS-BC-05358034.2495416667-5.0745666666718.81770.000416.10090.0001FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse107.874799120.03974254469831317.164447940.121315328914FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.88
7SXDS-BW-15106233.8860208333-4.7955083333318.51160.000416.94470.0002FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse143.0078903540.0526860538414605.5081597290.111538724982FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.71
8SXDS-BN-14812634.6976416667-4.3931305555618.72450.000413.72380.0FalseFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse117.5438739860.043304763522111761.96817570.0FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
9SXDS-BN-01627034.2665791667-4.7309944444418.66840.000415.47620.0001FalseTruenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse123.7770135580.04560113700382341.639309160.215672950658FalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalse0.85
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 29, "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": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 1522678 sources.\n", "The cleaned catalogue has 1512687 sources (9991 removed).\n", "The cleaned catalogue has 10007 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_sxds_b',\n", " 'merr_ap_sxds_v',\n", " 'merr_ap_sxds_r',\n", " 'merr_ap_sxds_i',\n", " 'merr_ap_sxds_z',]\n", "FLAG_NAME = 'sxds_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": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue['sxds_flag_cleaned'] = (catalogue['sxds_flag_cleaned'] | \n", " catalogue['sxds_flag_cleaned_b'] | \n", " catalogue['sxds_flag_cleaned_v'] | \n", " catalogue['sxds_flag_cleaned_r'] | \n", " catalogue['sxds_flag_cleaned_i'] | \n", " catalogue['sxds_flag_cleaned_z'])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.remove_columns(['sxds_flag_cleaned_b',\n", " 'sxds_flag_cleaned_v',\n", " 'sxds_flag_cleaned_r',\n", " 'sxds_flag_cleaned_i',\n", " 'sxds_flag_cleaned_z'])\n", "catalogue['flag_merged'].name = 'sxds_flag_merged'" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxsxds_b_idsxds_rasxds_decm_ap_sxds_bmerr_ap_sxds_bm_sxds_bmerr_sxds_bsxds_flag_mergedsxds_v_idm_ap_sxds_vmerr_ap_sxds_vm_sxds_vmerr_sxds_vsxds_r_idm_ap_sxds_rmerr_ap_sxds_rm_sxds_rmerr_sxds_rsxds_i_idm_ap_sxds_imerr_ap_sxds_im_sxds_imerr_sxds_isxds_z_idm_ap_sxds_zmerr_ap_sxds_zm_sxds_zmerr_sxds_zf_ap_sxds_bferr_ap_sxds_bf_sxds_bferr_sxds_bflag_sxds_bf_ap_sxds_vferr_ap_sxds_vf_sxds_vferr_sxds_vflag_sxds_vf_ap_sxds_rferr_ap_sxds_rf_sxds_rferr_sxds_rflag_sxds_rf_ap_sxds_iferr_ap_sxds_if_sxds_iferr_sxds_iflag_sxds_if_ap_sxds_zferr_ap_sxds_zf_sxds_zferr_sxds_zflag_sxds_zsxds_stellaritysxds_flag_cleaned
degdeg
0SXDS-BC-19555034.79535-4.7877305555618.1430.000317.7060.0003FalseSXDS-VC-21008317.81430.000516.86430.0003SXDS-RC-16206317.70570.000316.22580.0002SXDS-iC-15386517.33120.000315.47830.0001SXDS-zC-15181115.7840.000214.6910.0001200.8167804180.0554877270017300.3308878680.0829844910444False271.8191186650.125177330126652.0486498720.180167700132False300.4138838240.08300742367471174.032177280.216264719209False424.1505163140.1171971187262337.114554430.215256205346False1763.59963390.3248670581624826.140932690.444504006732False0.99False
1SXDS-BN-17334734.7773583333-4.3701222222217.94510.000317.24330.0002FalseSXDS-VN-17277817.86150.000516.45210.0002SXDS-RN-15278617.76130.000315.87410.0001SXDS-iN-15333617.40380.000315.45610.0001SXDS-zN-14194415.64270.000314.69320.0002240.9683478420.0665820150748459.9175689150.0847199470551False260.2555501830.119852110044953.1472517710.175576212269False285.4171071320.07886366114021623.155022780.149498102363False396.7162590520.1096167533092385.393326970.219702844624False2008.722758120.5550306094574816.371745410.887208462664False0.96False
2SXDS-BN-15175734.7995416667-4.3933972222217.96310.000316.86110.0002FalseSXDS-VN-15850717.86670.000516.20480.0002SXDS-RN-13900917.74890.000315.72090.0001SXDS-iN-14145317.40340.000315.47850.0001SXDS-zN-13527715.69140.000314.82980.0002237.0063598150.0654872773266653.9732735110.120466328864False259.0120683670.1192794655051196.960999370.220488364323False288.6954904080.07976951191531869.132117150.172153429992False396.8624416490.1096571450532336.684081670.21521655734False1920.613600850.5306851496054246.977889650.782322238319False0.97False
3SXDS-BE-17717535.1538291667-5.2977527777818.03040.000317.56330.0003FalseSXDS-VE-18957517.89770.000517.26410.0004SXDS-RE-15290617.79980.000317.09240.0002SXDS-iE-17303417.48250.000317.00550.0003SXDS-zE-13928316.84820.000416.65070.0004222.7614314630.0615512581658342.5153189320.0946404800993False251.7213197240.115921951677451.1905552450.166224743457False275.4736097750.0761161712856528.4939256230.0973521787902False368.977598570.101952278174572.5323093940.158196523304False661.7896945460.243812333657793.8162774390.292452724321False1.0False
4SXDS-BE-17737535.13665-5.3004861111118.01210.000317.38660.0002FalseSXDS-VE-18558017.9330.000517.03920.0003SXDS-RE-16715717.81120.000316.82320.0002SXDS-iE-16309417.39330.000316.71140.0002SXDS-zE-14011916.50350.000416.27670.0003226.547878710.0625974922039403.0509972090.0742447374311False243.6688423460.112213648803555.034526880.153361707323False272.5963271290.0753211487101677.2047567920.124745726232False400.5714569060.110681983842750.6543402260.138275639504False909.075597360.3349158270221120.263019740.309540111537False1.0False
5SXDS-BW-15993333.8836083333-4.7299611111118.06410.000316.36710.0001FalseSXDS-VW-16303218.02440.000516.14260.0002SXDS-RW-14544017.94710.000415.94210.0001SXDS-iW-13820517.54950.000315.85560.0002SXDS-zW-13597816.02270.000315.37520.0002215.9533771120.05967012323031030.765798650.0949370384938False223.9958643490.1031539076291267.535116180.23348859707False240.5248763190.08861263915291524.614339020.140422169984False346.8965654460.09585106324881651.04914260.304134491484False1415.533005120.3911262235492569.922341970.473397189983False0.99False
6SXDS-BE-17669035.1495791667-5.2465805555618.1260.000317.46910.0002FalseSXDS-VE-19272918.08150.000516.9740.0003SXDS-RE-17260817.99580.000416.63980.0002SXDS-iE-17443817.51060.000316.44630.0002SXDS-zE-16006516.20470.000315.87140.0003203.9858300270.0563633677682373.5596845560.0688122368801False212.5200943270.097869120232589.3862502410.162853439258False229.97466770.0847257986579801.8257515460.147701761815False359.5505852480.0993474981323958.2525861280.176516649611False1197.071248620.330763009481627.196494610.449611007023False1.0False
7SXDS-BW-14634733.8919416667-4.7286777777818.11570.000315.4460.0001FalseSXDS-VW-14887518.060.000515.23880.0001SXDS-RW-13282218.00550.000415.0640.0001SXDS-iW-12637417.59440.000315.04530.0001SXDS-zW-12105015.9120.000314.56450.0002205.9301804250.05690061163722407.686845610.221756153572False216.7704104820.09982646315562913.935939970.268383418293False227.9292177430.08397222704543422.945623160.315264942641False332.8434385620.09196804079193482.410791750.320741887071False1567.47275180.4331087270365422.505485170.998862423747False0.95False
8SXDS-BS-14697934.79925-5.2772194444418.27820.000317.68420.0003TrueSXDS-VS-14298018.10590.000517.1050.0003SXDS-RS-13665018.02710.000416.78880.0002SXDS-iS-14374217.52790.000316.59870.0002SXDS-zS-12232816.29430.000416.05610.0004177.3045987320.0489910711151306.4220403120.0846675386625False207.7973477120.0956942150411522.3961889990.144343401291False223.4395252850.0823181632169699.0045456720.128761395744False353.8669476640.0977770510314832.760275130.153400111644False1102.249727170.4060838064851372.65058660.505703164573False1.0False
9SXDS-BN-13349634.7969-4.4364777777818.10010.000316.91720.0002FalseSXDS-VN-14424818.08050.000516.5570.0003SXDS-RN-13138917.95640.000416.33910.0002SXDS-iN-12883917.59980.000316.27150.0002SXDS-zN-12149516.23420.000415.80350.0003208.9103708430.057724068681621.0406103870.11439990813False212.7159227360.097959302547865.3663429560.239109556952False238.4734309490.08785685874841057.69390080.194834416716False331.1921237080.0915117656361125.641250580.207350781091False1164.984105260.4291960054941732.207840430.478626714161False1.0False
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "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": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_XMM-LSS.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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AC6mrLxW7sh5TeRnoVzaxFQRtGpvxcUPqqpTCkYqdky4FT5Z1MRvZzee1OBfb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MXR+SJPTC7hhSxGBPDVeyex5RTv2DnGf9o+2jEoaLHs8/ixKhVfYwk4eSwWSmXIxiVrM3bPvtU6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\n3BoaA8Va0GUEdDDT0NDQ0HgJQAczDQ0NDY1VDx3MN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NhI7R44ch80savTIGde1dRKNui/U6HfSobVV8vOQTJgYpwOuFGZQUnOkZPZ3LQDaNiGJM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4AAAg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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": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.050656639996304875 arcsec\n", "Dec correction: -0.1055842856297673 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": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] = catalogue[RA_COL] + delta_ra.to(u.deg)\n", "catalogue[DEC_COL] = catalogue[DEC_COL] + delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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MkhU02oOReyltAD1t2wMg05y/4ut4rCRbqRShVGwvBkxUQ2SPdEOpGHItMgl7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\nBfz8/Jg3bx6rV6+moqJiSH+OHDnCSy+9hFarpaGhARjY8PPFF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m0jLToRPiMmmiyxdOXPi5HaVgoAjVMjglKYhDI/CpVK/ugoTB7jdZMpFAdJu3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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": 39, "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": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2954 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"sxds_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": "code", "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(Column(data=np.arange(len(catalogue)), name=\"sxds_intid\"))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for col in catalogue.colnames:\n", " if col.endswith('_sxds_b'):\n", " catalogue.rename_column(col, col.replace('_sxds_b', '_sxds-suprime_b'))\n", " elif col.endswith('_sxds_v'):\n", " catalogue.rename_column(col, col.replace('_sxds_v', '_sxds-suprime_v'))\n", " elif col.endswith('_sxds_r'):\n", " catalogue.rename_column(col, col.replace('_sxds_r', '_sxds-suprime_rc'))\n", " elif col.endswith('_sxds_i'):\n", " catalogue.rename_column(col, col.replace('_sxds_i', '_sxds-suprime_ip'))\n", " elif col.endswith('_sxds_z'):\n", " catalogue.rename_column(col, col.replace('_sxds_z', '_sxds-suprime_zp'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/SXDS.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 }