{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing\n", "The final processing stage requires:\n", "1. Quick validation of catalogues and Bayesian Pvalue maps\n", "2. Skewness level\n", "3. Adding flag to catalogue" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "from astropy.table import Table\n", "%matplotlib inline\n", "import numpy as np\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read tables" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: 'degrees' did not parse as fits unit: At col 0, Unit 'degrees' not supported by the FITS standard. [astropy.units.core]\n", "WARNING: UnitsWarning: 'mJy/Beam' did not parse as fits unit: At col 4, Unit 'Beam' not supported by the FITS standard. Did you mean beam? [astropy.units.core]\n" ] } ], "source": [ "SERVS_cat=Table.read('../data/ELAIS_N1/SPIRE/dmu_XID+SPIRE_ELAIS-N1_SERVS_cat_20170717.fits')\n", "SWIRE_cat=Table.read('../data/ELAIS_N1/SPIRE/dmu26_XID+SPIRE_ELAIS-N1_SWIRE_cat_20170808.fits')\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
HELP_IDRADecF_SPIRE_250FErr_SPIRE_250_uFErr_SPIRE_250_lF_SPIRE_350FErr_SPIRE_350_uFErr_SPIRE_350_lF_SPIRE_500FErr_SPIRE_500_uFErr_SPIRE_500_lBkg_SPIRE_250Bkg_SPIRE_350Bkg_SPIRE_500Sig_conf_SPIRE_250Sig_conf_SPIRE_350Sig_conf_SPIRE_500Rhat_SPIRE_250Rhat_SPIRE_350Rhat_SPIRE_500n_eff_SPIRE_250n_eff_SPIRE_500n_eff_SPIRE_350Pval_res_250Pval_res_350Pval_res_500
degreesdegreesmJymJymJymJymJymJymJymJymJymJy/BeammJy/BeammJy/BeammJy/BeammJy/BeammJy/Beam
str27float64float64float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32
HELP_J160000.316+542000.690240.00131867554.333524981558.435561.795554.731926.774330.389123.40515.426719.12422.25480.954074-0.650163-0.1086044.424684.780094.343640.9991560.9991151.000322000.01728.02000.00.0010.0720.012
HELP_J161145.788+525236.929242.9407825352.876924663512.173215.53968.995398.5955511.84035.324959.6483913.65525.4965-1.39551-2.93559-3.638964.782255.171613.700720.9982680.9990851.00082000.02000.02000.00.1850.1820.003
HELP_J161138.168+525244.570242.90903228252.87904729058.0619411.39344.675163.313536.554011.096233.566086.915221.25193-1.39551-2.93559-3.638964.782255.171613.700720.9989961.000070.9991062000.02000.02000.00.0640.0030.004
HELP_J161143.750+525251.314242.9322932352.88092063256.033849.139622.899774.787198.191782.090874.191837.847811.46235-1.39551-2.93559-3.638964.782255.171613.700720.999610.9982271.002292000.02000.02000.00.4770.2880.023
HELP_J161131.547+525241.333242.88144711652.87814794655.153668.659692.192228.1905311.91244.702583.331886.427941.03795-2.70248-4.24655-4.582845.521486.149844.869221.000981.002070.9998682000.02000.02000.00.0760.1560.001
HELP_J161128.756+525312.827242.86981589652.88689646356.433849.97282.987682.705895.376030.9253913.301956.559241.05021-2.70248-4.24655-4.582845.521486.149844.869220.9992850.9996760.9995112000.02000.02000.00.050.3660.026
HELP_J161132.773+525325.277242.88655320552.890354793517.10120.719713.549610.547514.36396.8183414.90218.853211.0523-2.70248-4.24655-4.582845.521486.149844.869220.9999591.001741.001732000.02000.02000.00.1330.5780.035
HELP_J161138.691+525423.576242.91121115652.90654878655.141988.337052.367262.113364.480710.6132241.478813.71950.396107-2.70248-4.24655-4.582845.521486.149844.869221.000071.000270.9989922000.02000.02000.00.5070.7160.003
HELP_J161138.467+525405.234242.91028001852.901453906536.621640.183833.126231.859933.833929.174421.572325.221417.6594-2.70248-4.24655-4.582845.521486.149844.869220.99840.9992840.9986662000.02000.02000.00.8880.960.043
HELP_J161137.367+525312.879242.90569627552.886910855528.312632.290424.174724.799428.670519.960117.203822.114512.1741-2.70248-4.24655-4.582845.521486.149844.869220.9987041.000591.004542000.02000.02000.00.4990.6080.08
" ], "text/plain": [ "\n", " HELP_ID RA ... Pval_res_350 Pval_res_500\n", " degrees ... \n", " str27 float64 ... float32 float32 \n", "--------------------------- ------------- ... ------------ ------------\n", "HELP_J160000.316+542000.690 240.001318675 ... 0.072 0.012\n", "HELP_J161145.788+525236.929 242.94078253 ... 0.182 0.003\n", "HELP_J161138.168+525244.570 242.909032282 ... 0.003 0.004\n", "HELP_J161143.750+525251.314 242.93229323 ... 0.288 0.023\n", "HELP_J161131.547+525241.333 242.881447116 ... 0.156 0.001\n", "HELP_J161128.756+525312.827 242.869815896 ... 0.366 0.026\n", "HELP_J161132.773+525325.277 242.886553205 ... 0.578 0.035\n", "HELP_J161138.691+525423.576 242.911211156 ... 0.716 0.003\n", "HELP_J161138.467+525405.234 242.910280018 ... 0.96 0.043\n", "HELP_J161137.367+525312.879 242.905696275 ... 0.608 0.08" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SWIRE_cat[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at Symmetry of PDFs to determine depth level of catalogue" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGoCAYAAAAerAGHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(SERVS_cat['FErr_SPIRE_250_u']-SERVS_cat['F_SPIRE_250'])/(SERVS_cat['F_SPIRE_250']-SERVS_cat['FErr_SPIRE_250_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(SERVS_cat['F_SPIRE_250']),y=skew, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For 250 $\\mathrm{\\mu m}$ depth is ~ 4mJy" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGoCAYAAAAerAGHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSEhImBX+HMSlOtFZYvs4AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(SERVS_cat['FErr_SPIRE_350_u']-SERVS_cat['F_SPIRE_350'])/(SERVS_cat['F_SPIRE_350']-SERVS_cat['FErr_SPIRE_350_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(SERVS_cat['F_SPIRE_350']),y=skew, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For 350 $\\mathrm{\\mu m}$ depth is ~ 4mJy" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGoCAYAAAAerAGHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(SERVS_cat['FErr_SPIRE_500_u']-SERVS_cat['F_SPIRE_500'])/(SERVS_cat['F_SPIRE_500']-SERVS_cat['FErr_SPIRE_500_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(SERVS_cat['F_SPIRE_500']),y=skew, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For 500 $\\mathrm{\\mu m}$ depth is ~ 6mJy" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGoCAYAAAAerAGHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(SWIRE_cat['FErr_SPIRE_250_u']-SWIRE_cat['F_SPIRE_250'])/(SWIRE_cat['F_SPIRE_250']-SWIRE_cat['FErr_SPIRE_250_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(SWIRE_cat['F_SPIRE_250']),y=skew, kind='hex')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAGoCAYAAAAerAGHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYNulFFrKLAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(SWIRE_cat['FErr_SPIRE_350_u']-SWIRE_cat['F_SPIRE_350'])/(SWIRE_cat['F_SPIRE_350']-SWIRE_cat['FErr_SPIRE_350_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(SWIRE_cat['F_SPIRE_350']),y=skew, kind='hex')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAGoCAYAAAATsnHAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6LCR6ARUhw4dOnTYSPz/ishAqJiOQikAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(SWIRE_cat['FErr_SPIRE_500_u']-SWIRE_cat['F_SPIRE_500'])/(SWIRE_cat['F_SPIRE_500']-SWIRE_cat['FErr_SPIRE_500_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(SWIRE_cat['F_SPIRE_500']),y=skew, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Add flag to catalogue" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from astropy.table import Column\n", "SERVS_cat.add_column(Column(np.zeros(len(SERVS_cat), dtype=bool),name='flag_spire_250'))\n", "SERVS_cat.add_column(Column(np.zeros(len(SERVS_cat), dtype=bool),name='flag_spire_350'))\n", "SERVS_cat.add_column(Column(np.zeros(len(SERVS_cat), dtype=bool),name='flag_spire_500'))\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from astropy.table import Column\n", "SWIRE_cat.add_column(Column(np.zeros(len(SWIRE_cat), dtype=bool),name='flag_spire_250'))\n", "SWIRE_cat.add_column(Column(np.zeros(len(SWIRE_cat), dtype=bool),name='flag_spire_350'))\n", "SWIRE_cat.add_column(Column(np.zeros(len(SWIRE_cat), dtype=bool),name='flag_spire_500'))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ind_SERVS_250=(SERVS_cat['Pval_res_250']>0.5) | (SERVS_cat['F_SPIRE_250'] < 4)\n", "ind_SERVS_350=(SERVS_cat['Pval_res_350']>0.5) | (SERVS_cat['F_SPIRE_350'] < 4)\n", "ind_SERVS_500=(SERVS_cat['Pval_res_500']>0.5) | (SERVS_cat['F_SPIRE_500'] < 4)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ind_SWIRE_250=(SWIRE_cat['Pval_res_250']>0.5) | (SWIRE_cat['F_SPIRE_250'] < 4)\n", "ind_SWIRE_350=(SWIRE_cat['Pval_res_350']>0.5) | (SWIRE_cat['F_SPIRE_350'] < 4)\n", "ind_SWIRE_500=(SWIRE_cat['Pval_res_500']>0.5) | (SWIRE_cat['F_SPIRE_500'] < 4)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "79871 83965 81900 120282\n" ] } ], "source": [ "print(ind_SERVS_250.sum(),ind_SERVS_350.sum(),ind_SERVS_500.sum(),len(SERVS_cat))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "73621 83956 87286 149329\n" ] } ], "source": [ "print(ind_SWIRE_250.sum(),ind_SWIRE_350.sum(),ind_SWIRE_500.sum(),len(SWIRE_cat))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "SERVS_cat['flag_spire_250'][ind_SERVS_250]=True\n", "SERVS_cat['flag_spire_350'][ind_SERVS_350]=True\n", "SERVS_cat['flag_spire_500'][ind_SERVS_500]=True\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "SWIRE_cat['flag_spire_250'][ind_SWIRE_250]=True\n", "SWIRE_cat['flag_spire_350'][ind_SWIRE_350]=True\n", "SWIRE_cat['flag_spire_500'][ind_SWIRE_500]=True" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "SERVS_cat.write('../data/ELAIS_N1/SPIRE/dmu26_XID+SPIRE_ELAIS-N1_SERVS_cat_20170725.fits', format='fits',overwrite=True)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "SWIRE_cat.write('../data/ELAIS_N1/SPIRE/dmu26_XID+SPIRE_ELAIS-N1_SWIRE_cat_20170808.fits', format='fits',overwrite=True)\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ind_good=SERVS_cat['flag_spire_250'] | SERVS_cat['flag_spire_350'] | SERVS_cat['flag_spire_500']" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "17666" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.invert(ind_good).sum()" ] }, { "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", "\n", "
HELP_IDRADecF_SPIRE_250FErr_SPIRE_250_uFErr_SPIRE_250_lF_SPIRE_350FErr_SPIRE_350_uFErr_SPIRE_350_lF_SPIRE_500FErr_SPIRE_500_uFErr_SPIRE_500_lBkg_SPIRE_250Bkg_SPIRE_350Bkg_SPIRE_500Sig_conf_SPIRE_250Sig_conf_SPIRE_350Sig_conf_SPIRE_500Rhat_SPIRE_250Rhat_SPIRE_350Rhat_SPIRE_500n_eff_SPIRE_250n_eff_SPIRE_500n_eff_SPIRE_350Pval_res_250Pval_res_350Pval_res_500flag_spire_250flag_spire_350flag_spire_500
degreesdegreesmJymJymJymJymJymJymJymJymJymJy/BeammJy/BeammJy/BeammJy/BeammJy/BeammJy/Beam
str100float64float64float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32boolboolbool
HELP_J161001.294+533558.395242.50539280653.59955420158.4654210.34936.635646.687098.848464.471194.572568.289331.63805-4.50992-7.95498-16.01761.964791.929532.038790.9987671.00240.9991212000.01768.01209.00.00.0010.008FalseFalseFalse
HELP_J161002.899+533555.635242.51208031753.59878740354.602986.403472.900318.9776311.0146.8623410.603913.63237.357-4.50992-7.95498-16.01761.964791.929532.038790.998991.002191.000412000.02000.02000.00.0010.0010.014FalseFalseFalse
HELP_J161005.671+533637.422242.52362795653.61039489434.042548.34251.174257.4850414.0872.24164.5843610.0211.23226-4.50992-7.95498-16.01761.964791.929532.038791.001351.000431.000771448.02000.01406.00.0010.00.003FalseFalseFalse
HELP_J161006.552+533535.714242.52729792953.593253946612.204413.797610.720714.551316.229912.72219.433412.58896.35387-4.50992-7.95498-16.01761.964791.929532.038790.9983880.9990210.9982292000.01321.02000.00.00.0030.091FalseFalseFalse
HELP_J161006.211+533637.170242.5258779453.610324988510.099313.04046.881316.7525311.46962.527617.2236612.49762.46265-4.50992-7.95498-16.01761.964791.929532.038791.002381.000611.002661562.02000.01691.00.0030.00.003FalseFalseFalse
HELP_J161029.273+533744.069242.6219695153.628908055514.915516.82113.05719.849722.52717.325119.786424.714114.5632-4.50992-7.95498-16.01761.964791.929532.038790.9985261.003741.002162000.01130.0745.00.0010.00.0FalseFalseFalse
HELP_J161030.215+533653.034242.62589450753.614731742379.82781.565277.826341.496844.261438.369122.754226.467719.0159-4.50992-7.95498-16.01761.964791.929532.038790.9991870.9993541.000372000.02000.02000.00.4480.090.022FalseFalseFalse
HELP_J161023.677+533617.740242.59865495753.60492773357.5909310.50673.663496.6543210.9272.354725.3912310.89071.57956-4.50992-7.95498-16.01761.964791.929532.038791.000690.9989050.9994951736.02000.02000.00.0130.0990.116FalseFalseFalse
HELP_J161027.662+533640.597242.61525874453.61127705859.3694811.1987.668888.5517410.75696.255.302239.12692.06397-4.50992-7.95498-16.01761.964791.929532.038790.9988641.000440.9990712000.02000.02000.00.0210.0210.049FalseFalseFalse
HELP_J161032.164+533752.797242.63401857853.63133244756.391558.115424.690858.3942910.38026.207534.053967.683351.40365-4.50992-7.95498-16.01761.964791.929532.038791.000961.000751.000452000.01506.02000.00.0020.0140.0FalseFalseFalse
" ], "text/plain": [ "\n", " HELP_ID ...\n", " ...\n", " str100 ...\n", "---------------------------------------------------------------------------------------------------- ...\n", "HELP_J161001.294+533558.395 ...\n", "HELP_J161002.899+533555.635 ...\n", "HELP_J161005.671+533637.422 ...\n", "HELP_J161006.552+533535.714 ...\n", "HELP_J161006.211+533637.170 ...\n", "HELP_J161029.273+533744.069 ...\n", "HELP_J161030.215+533653.034 ...\n", "HELP_J161023.677+533617.740 ...\n", "HELP_J161027.662+533640.597 ...\n", "HELP_J161032.164+533752.797 ..." ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "SERVS_cat[np.invert(ind_good)][0:10]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:new]", "language": "python", "name": "conda-env-new-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }