{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ELAIS-N2 master catalogue\n", "## Preparation of Spitzer Adaptation of the Red-sequence Cluster Survey (SpARCS) data\n", "\n", "This catalogue comes from `dmu0_SpARCS`. Alexandru Tudorica confirmed that the magnitudes are AB ones and are not aperture corrected.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The internal identifier (this one is only in HeDaM data);\n", "- The position;\n", "- The ugrz magnitudes in the 8th aperture (11×0.186=2.046 arcsec).\n", "- The \"auto\" magnitudes.\n", "\n", "Is there y band data?\n", "\n", "The maps on the web page indicate they were observed in 2012 (or late 2011). Let's use 2012 as epoch." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "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": false }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, remove_duplicates, nb_plot_mag_ap_evol, nb_plot_mag_vs_apcor\n", "from herschelhelp_internal.utils import aperture_correction, astrometric_correction, mag_to_flux" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"sparcs_ra\"\n", "DEC_COL = \"sparcs_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Parametres for aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We are using the aperture index 7 (0 base) that correspond to 11 pix * 0.186 arcsec/pix = 2.046 arcsec\n", "AP_INDEX = 7" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '\"\"' did not parse as fits unit: Invalid character at col 0 [astropy.units.core]\n" ] } ], "source": [ "t = Table.read(\"../../dmu0/dmu0_SpARCS/data/SpARCS_HELP_ELAIS-N2.fits\")\n", "\n", "stellarity = t['CLASS_STAR']\n", "\n", "mags_r = np.array(t['MAG_APER_r']).T\n", "mags_r[mags_r == 99] = np.nan\n", "\n", "mags_u = np.array(t['MAG_APER_u']).T\n", "mags_u[mags_u == 99] = np.nan\n", "\n", "mags_g = np.array(t['MAG_APER_g']).T\n", "mags_g[mags_g == 99] = np.nan\n", "\n", "mags_z = np.array(t['MAG_APER_z']).T\n", "mags_z[mags_z == 99] = np.nan\n", "\n", "del t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a r-band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Kc3lMt6xEREQ+RCEnxZkZn6goY876XSzfuifockRERJLGEUOOmQ0zs1fNbGH8/Rgz+7+J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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_r, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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EKw7DSQZerxeHDx8u6mRs165dw8jwEDoZToiIaIVhOMnCMAxcvHgRX375ZVGO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\nuAIJFNlKLwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_r[AP_INDEX], mags_r[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 17.9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b u-band" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1HR0TYjh9YGfOHpzJqB6p+H26g0pEwlsotkmodc6VfeUW08hbuU8kjMRE+ZjQ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\nYUY//RD4MrASqAkOOxr9lJamzCqiQ5tWfG54z7ijiIiINKs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_u, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target. Should we use the 12nd because of the increasing magnitude?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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JWbLLUkqlCA00Kiad3iC7WzzJLkNluLbmJu784jVsWbeaT93wVf7z+pt1YTyl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\nAY/rgenGmFYROQ14RkQWGGO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_u[AP_INDEX], mags_u[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 17.9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c g-band" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DLkdERJJQLGtX1QDfjryOxUTCj58vNLN5kbZvAb8AMoBXwzmI9939JjMrBe53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\nIpLSVOQkmYVF5ZwwvID8ztlxRxEREUlpKnKSyOaK/awpq2K2uqpERER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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_g, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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ml7/PbliigZBSYvO6tXj/rUX46F9vw+VsR2FJGS656gaces6FKK0crnSJGY2hJYlc/hA2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\nDla4myF7+evmFGeioS3eNtZ/AJgXuz4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_g[AP_INDEX], mags_g[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.2 and 18." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d z-band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Mvgu8FOe6ZAQqzE7npx87g4KsNG76yets3dMVdEkiIjKMxRJyPg3UEH445y+B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\nPO0U4HwzOwfIBZqZ2VPu/s2DfNZDwEMAw4YN+0JhEhERkfSWTKerJgJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(mags_z, stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the 16th (aperture number above begin to 0) aperture as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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l5fjydTdhy8a38ed1z2a1LVPZunkjNr75b3zigi9NmLlSZI3/AVwWSozNZ0aD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\n4LMA/iql/FySx82IzsGxSfk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(mags_z[AP_INDEX], mags_z[15], stellarity)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16 and 17." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: '\"\"' did not parse as fits unit: Invalid character at col 0 [astropy.units.core]\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for SpARCS band u:\n", "Correction: -0.12485599517822266\n", "Number of source used: 1001\n", "RMS: 0.06557130828443923\n", "\n", "Aperture correction for SpARCS band g:\n", "Correction: -0.13389968872070312\n", "Number of source used: 1252\n", "RMS: 0.052055042021584536\n", "\n", "Aperture correction for SpARCS band r:\n", "Correction: -0.1177825927734375\n", "Number of source used: 2187\n", "RMS: 0.05621025637278401\n", "\n", "Aperture correction for SpARCS band z:\n", "Correction: -0.11841869354248047\n", "Number of source used: 1581\n", "RMS: 0.06271163119030113\n", "\n" ] } ], "source": [ "# Index of the target aperture when doing aperture correction\n", "# (see 'sparcs_aperture_correction' notebook).\n", "AP_TARG_INDEX = {\n", " 'u': 15,\n", " 'g': 15,\n", " 'r': 15,\n", " 'z': 15\n", "}\n", "\n", "# Magnitude range for aperture correction (see 'sparcs_aperture_correction' notebook).\n", "APCOR_MAG_LIMITS = {\n", " 'u': (17., 17.9),\n", " 'g': (17., 17.9),\n", " 'r': (17.2, 18.),\n", " 'z': (16., 17.)\n", "}\n", "\n", "epoch = 2012\n", "\n", "sparcs_tmp = Table.read(\"../../dmu0/dmu0_SpARCS/data/SpARCS_HELP_ELAIS-N2.fits\")[\n", " 'internal_id', 'ALPHA_J2000', 'DELTA_J2000', 'CLASS_STAR', \n", " 'MAG_APER_r', 'MAGERR_APER_r', 'MAG_AUTO_r', 'MAGERR_AUTO_r',\n", " 'MAG_APER_u', 'MAGERR_APER_u', 'MAG_AUTO_u', 'MAGERR_AUTO_u',\n", " 'MAG_APER_g', 'MAGERR_APER_g', 'MAG_AUTO_g', 'MAGERR_AUTO_g',\n", " 'MAG_APER_z', 'MAGERR_APER_z', 'MAG_AUTO_z', 'MAGERR_AUTO_z']\n", "\n", "\n", "# Clean table metadata\n", "sparcs_tmp.meta = None\n", "\n", "catalogue = Table(\n", " data = sparcs_tmp['internal_id', 'ALPHA_J2000', 'DELTA_J2000', 'CLASS_STAR'],\n", " names = ['sparcs_intid', 'sparcs_ra', 'sparcs_dec', 'sparcs_stellarity'])\n", "\n", "for band in ['u', 'g', 'r', 'z']:\n", " \n", " # Aperture magnitudes\n", " mag_aper = sparcs_tmp[\"MAG_APER_{}\".format(band)][:, AP_INDEX]\n", " mag_aper_target = sparcs_tmp[\"MAG_APER_{}\".format(band)][:, AP_TARG_INDEX[band]]\n", " magerr_aper = sparcs_tmp[\"MAGERR_APER_{}\".format(band)][:, AP_INDEX]\n", " \n", " # Set bad values (99.0) to NaN\n", " mask = (mag_aper > 90) | (mag_aper_target > 90) | (magerr_aper > 90)\n", " mag_aper[mask] = np.nan\n", " mag_aper_target[mask] = np.nan\n", " magerr_aper[mask] = np.nan\n", " \n", " # Aperture correction\n", " mag_diff, num, std = aperture_correction(\n", " mag_aper, mag_aper_target, catalogue['sparcs_stellarity'],\n", " mag_min=APCOR_MAG_LIMITS[band][0], mag_max=APCOR_MAG_LIMITS[band][1]\n", " )\n", " print(\"Aperture correction for SpARCS band {}:\".format(band))\n", " print(\"Correction: {}\".format(mag_diff))\n", " print(\"Number of source used: {}\".format(num))\n", " print(\"RMS: {}\".format(std))\n", " print(\"\")\n", " mag_aper += mag_diff\n", " \n", " catalogue.add_column(Column(\n", " data = mag_aper.data,\n", " name = \"m_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = magerr_aper.data,\n", " name = \"merr_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Computing the aperture flux columns\n", " flux_aper, fluxerr_aper = mag_to_flux(mag_aper.data, magerr_aper.data)\n", " \n", " catalogue.add_column(Column(\n", " data = flux_aper * 1.e6,\n", " name = \"f_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = fluxerr_aper * 1.e6,\n", " name = \"ferr_ap_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Auto magnitudes\n", " mag_auto = sparcs_tmp[\"MAG_AUTO_{}\".format(band)]\n", " magerr_auto = sparcs_tmp[\"MAGERR_AUTO_{}\".format(band)]\n", " \n", " # Set bad values (99.0) to NaN\n", " mask = (mag_auto > 90) | (magerr_auto > 90)\n", " mag_auto[mask] = np.nan\n", " magerr_auto[mask] = np.nan \n", " \n", " catalogue.add_column(Column(\n", " data = mag_auto,\n", " name = \"m_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = magerr_auto,\n", " name = \"merr_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Computing the flux columns\n", " flux, fluxerr = mag_to_flux(mag_auto, magerr_auto)\n", " \n", " catalogue.add_column(Column(\n", " data = flux * 1.e6,\n", " name = \"f_cfht_megacam_{}\".format(band)\n", " ))\n", " catalogue.add_column(Column(\n", " data = fluxerr * 1.e6,\n", " name = \"ferr_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", " # Band-flag column\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), \n", " name=\"flag_cfht_megacam_{}\".format(band)\n", " ))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting.\n", "\n", "del sparcs_tmp" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxsparcs_intidsparcs_rasparcs_decsparcs_stellaritym_ap_cfht_megacam_umerr_ap_cfht_megacam_uf_ap_cfht_megacam_uferr_ap_cfht_megacam_um_cfht_megacam_umerr_cfht_megacam_uf_cfht_megacam_uferr_cfht_megacam_uflag_cfht_megacam_um_ap_cfht_megacam_gmerr_ap_cfht_megacam_gf_ap_cfht_megacam_gferr_ap_cfht_megacam_gm_cfht_megacam_gmerr_cfht_megacam_gf_cfht_megacam_gferr_cfht_megacam_gflag_cfht_megacam_gm_ap_cfht_megacam_rmerr_ap_cfht_megacam_rf_ap_cfht_megacam_rferr_ap_cfht_megacam_rm_cfht_megacam_rmerr_cfht_megacam_rf_cfht_megacam_rferr_cfht_megacam_rflag_cfht_megacam_rm_ap_cfht_megacam_zmerr_ap_cfht_megacam_zf_ap_cfht_megacam_zferr_ap_cfht_megacam_zm_cfht_megacam_zmerr_cfht_megacam_zf_cfht_megacam_zferr_cfht_megacam_zflag_cfht_megacam_z
degdegmagmagmagmagmagmagmagmag
04488817247.58478797941.66674821740.0192727nannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannan27.13761.87740.05069220.0876542False
14488818247.58478907241.72089119480.0192727nannannannannannannannanFalsenannannannan29.90682.196770.003956160.00800448Falsenannannannan26.40960.3614090.09911820.0329935Falsenannannannan25.38010.390160.2558280.091932False
24488819247.58480755541.61735771880.0192727nannannannannannannannanFalsenannannannannannannannanFalsenannannannan28.55551.212240.01373440.0153346FalsenannannannannannannannanFalse
34488820247.58480883141.70539244740.019272725.41480.07008850.2477790.015995125.23090.06614160.2935160.0178806False25.06480.02863210.3420390.0090199624.55850.01869050.5452530.00938629Falsenannannannan25.14990.1318960.3162440.0384175FalsenannannannannannannannanFalse
44488821247.58481751441.67741523810.019272726.18510.1375690.1218920.015444428.68841.180470.01215190.0132122False24.90250.02494120.3971830.0091239725.32820.02959510.268350.00731472Falsenannannannan27.71270.7199340.02984940.0197927FalsenannannannannannannannanFalse
54488822247.58482409641.70497711660.4821125.74980.1018770.1820120.017078523.66380.02995091.243050.0342905False24.92970.02548470.3873760.009092622.96790.008109862.359650.0176253Falsenannannannan22.9140.02973692.479740.0679168Falsenannannannan23.57060.1563651.354490.19507False
64488823247.58482478541.71061049630.019272728.03640.7438530.02215260.015177126.15250.1534180.1256010.0177479False25.8980.0594170.1587860.0086895825.33020.03750530.2678560.00925272FalsenannannannannannannannanFalsenannannannan26.13680.8032630.1274290.0942763False
74488824247.584840541.72941583430.0192727nannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalsenannannannannannannannanFalse
84488825247.58488703141.62611711060.583028nannannannannannannannanFalse25.35070.03830810.2628510.0092741724.66280.029870.4953310.0136272Falsenannannannan23.63460.04869221.276850.0572633FalsenannannannannannannannanFalse
94488826247.58491410941.70703346630.65482524.25810.02737240.7190520.01812822.44350.0108593.824630.038252False22.23140.003510984.650010.015036920.28260.0011320227.98670.0291797False29.52080.7568330.005645130.0039350422.12010.01571875.151780.0745846Falsenannannannan22.01120.03880655.695120.203556False
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "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 785579 sources.\n", "The cleaned catalogue has 785579 sources (0 removed).\n", "The cleaned catalogue has 0 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_cfht_megacam_r', 'merr_ap_cfht_megacam_u',\n", " 'merr_ap_cfht_megacam_g', 'merr_ap_cfht_megacam_z']\n", "FLAG_NAME = 'sparcs_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(catalogue, RA_COL, DEC_COL, sort_col=SORT_COLS,flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_ELAIS-N2.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EAOEZSiGkX4vmCPXvbPVi+dBjyZWhGExOybYuZKS3rXG9bMu+ZBJSeJEoFWVp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dXnjhX19q7L8MC7PZO2k1BfKvPUJighR57f4lV+99L9kUcVWB2R0HoYk2jF2J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\nCk4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GgEx5cxckmGNkJ39MtRxnSAGRJWVeN9xyKRtTwejNLpgjYtqClIrRyMtM3nWUYYC2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NUk3hQeLxKlgc1xpsmGvN4x9w+E88i71vCGUgwxsDWJ+1eecP/NrxLHN6hiwcFlJvERmm4i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\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1GMUkL3vuqt1QKcMSM3ulcCkR54kP5z9y2yjKdeLdP3zgCs9/GUee50L4q1+wLRpvLKpv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\nNxqJRJObiJYNOGWKWmZqNjVeUkdzmqimANFGM2U0NAvTdCavj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.061004910895690045 arcsec\n", "Dec correction: -0.06102552299012132 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] += delta_ra.to(u.deg)\n", "catalogue[DEC_COL] += delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PX67C5bN028nUAA7Dq3xvCxUZamdxnCC5Aq/He78bGVyjjDF/XdDx7D66hvsL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NxVEOThBJEBN6cvRoyyMx4ZrOvB2aFrY79OyI4b0/AJk3TUbXgwRYLKyNspiE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2fY0mjUrSlIMSoJLEGqF8iyIhceUxXYs8ZK056RQ4/NgoRAcgYzAsZjAshaD9JkhFiW2H2L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aQ3t1oeFP7QkQFDIpJP26eIMYwzd2gpkO5GlkvzrjZ64yDks32bfpedFbFmF+m6eeKovf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\nq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "26154 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"sparcs_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V - Flagging objects near bright stars" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## VI - Saving to disk" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/SpARCS.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }