{ "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": 2, "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": 9, "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": [ "cat=Table.read('../data/CDFS-SWIRE/SPIRE/dmu26_XID+SPIRE_CDFS-SWIRE_cat_20170919.fits')\n", "from astropy import units as u\n", "cat['RA'].unit=u.deg\n", "cat['Dec'].unit=u.deg" ] }, { "cell_type": "code", "execution_count": 10, "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
degdegmJymJymJymJymJymJymJymJymJymJy/BeammJy/BeammJy/BeammJy/BeammJy/BeammJy/Beam
str27float64float64float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32float32
HELP_J033650.824-295620.78354.21176639-29.9391064860.9959932.333630.2638110.6164541.59710.1427731.182722.70050.340537-2.0402-3.32497-4.08184.011014.467483.381190.9992260.9992130.9985112000.02000.02000.00.6230.9140.126
HELP_J033655.442-295449.59654.2310102146-29.913776591424.3426.899221.983520.901823.406718.40957.7268110.39975.03711-1.83075-2.9838-3.429633.918134.379773.18390.999270.9988961.000792000.02000.02000.01.01.00.323
HELP_J033616.314-295548.18154.0679762-29.93005030618.811621.948915.393918.006321.012914.699312.148815.03629.186452.205861.951441.37156.634586.823325.292110.9988640.9988380.9985922000.02000.02000.01.01.00.994
HELP_J033601.094-295546.42554.0045569-29.92956243612.182814.83469.597229.7045812.76666.7645511.782814.57729.07688-0.240061-1.04598-2.17685.380595.724224.758180.9984130.9990650.9988042000.02000.02000.01.01.01.0
HELP_J033606.888-295518.49654.0287013-29.9218044961.43583.142160.4257350.5934451.620890.130630.6692671.646730.174253-0.240061-1.04598-2.17685.380595.724224.758180.9999210.9989460.9993642000.02000.02000.00.9971.00.978
HELP_J033607.350-295516.79054.03062359-29.9213304361.387983.120510.3801320.5751541.392210.1434150.5965371.521880.139833-0.240061-1.04598-2.17685.380595.724224.758181.000670.9989720.9988222000.02000.02000.00.9961.00.978
HELP_J033610.856-295506.94054.04523478-29.91859440623.581326.315620.916224.696327.533921.957913.755616.246611.118-0.240061-1.04598-2.17685.380595.724224.758180.9990430.9984070.9988242000.02000.02000.01.01.01.0
HELP_J033555.160-295410.64753.97983175-29.90295740640.714643.262438.17113.426816.362510.51723.005685.252671.02663-0.240061-1.04598-2.17685.380595.724224.758180.9993750.9985071.001082000.02000.02000.00.9961.00.99
HELP_J033559.324-295522.30753.99718296-29.92286303610.800613.26748.068499.2034912.0646.479854.942497.588692.60463-0.240061-1.04598-2.17685.380595.724224.758181.002061.00120.9993222000.02000.02000.01.01.00.998
HELP_J033600.747-295242.90854.00311348-29.8785856364.669547.1552.262265.767048.524963.231455.373117.894672.9212-0.240061-1.04598-2.17685.380595.724224.758180.9993190.9990660.9988082000.02000.02000.01.01.01.0
" ], "text/plain": [ "\n", " HELP_ID RA ... Pval_res_350 Pval_res_500\n", " deg ... \n", " str27 float64 ... float32 float32 \n", "--------------------------- ------------- ... ------------ ------------\n", "HELP_J033650.824-295620.783 54.21176639 ... 0.914 0.126\n", "HELP_J033655.442-295449.596 54.2310102146 ... 1.0 0.323\n", "HELP_J033616.314-295548.181 54.0679762 ... 1.0 0.994\n", "HELP_J033601.094-295546.425 54.0045569 ... 1.0 1.0\n", "HELP_J033606.888-295518.496 54.0287013 ... 1.0 0.978\n", "HELP_J033607.350-295516.790 54.03062359 ... 1.0 0.978\n", "HELP_J033610.856-295506.940 54.04523478 ... 1.0 1.0\n", "HELP_J033555.160-295410.647 53.97983175 ... 1.0 0.99\n", "HELP_J033559.324-295522.307 53.99718296 ... 1.0 0.998\n", "HELP_J033600.747-295242.908 54.00311348 ... 1.0 1.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cat[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at Symmetry of PDFs to determine depth level of catalogue" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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S3ku87ZdSuXzGWhxWln/CmcAjUMYSrqqglAz1q3Ft8W03I3SOm616iW5Uqmum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\ngHYlgKvAmjY/iTV9etwLfGreZwcEXASEN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(cat['FErr_SPIRE_250_u']-cat['F_SPIRE_250'])/(cat['F_SPIRE_250']-cat['FErr_SPIRE_250_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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oznMSYvi9owO+X2sqXRTZZ1UJZhRS+nOlSjonla98n3W9NAQxzEB8qqH0Ez/g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\nY/q1wTQ2kkGdE/838N1JkrQRI+pbgd9ZES3vBb7M0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(cat['FErr_SPIRE_350_u']-cat['F_SPIRE_350'])/(cat['F_SPIRE_350']-cat['FErr_SPIRE_350_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(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": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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VN4XyxRxYRRdyY+qMkhMuB5cbJ5zqok75w5Y5Chp1sEo0loWPo6Bx2LnjscIC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\nHn49svtzGx670FP33nN0MgoqvpDxzXlXmb7fXe1sW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew=(cat['FErr_SPIRE_500_u']-cat['F_SPIRE_500'])/(cat['F_SPIRE_500']-cat['FErr_SPIRE_500_l'])\n", "skew.name='(84th-50th)/(50th-16th) percentile'\n", "g=sns.jointplot(x=np.log10(cat['F_SPIRE_500']),y=skew, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For 500 $\\mathrm{\\mu m}$ depth is ~ 6mJy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Add flag to catalogue" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Duplicate column names", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mastropy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtable\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mColumn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mcat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mColumn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'flag_spire_250'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_columns\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrename_duplicate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrename_duplicate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1528\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1529\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0madd_columns\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_table_from_cols\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewcols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 738\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 739\u001b[0m \u001b[0;31m# Deduplicate indices. It may happen that after pickling or when\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/Users/pdh21/anaconda3/envs/new/lib/python3.6/site-packages/astropy/table/table.py\u001b[0m in \u001b[0;36m_make_table_from_cols\u001b[0;34m(table, cols)\u001b[0m\n\u001b[1;32m 780\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Cannot have None for column name'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 781\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolnames\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 782\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Duplicate column names'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 783\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 784\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTableColumns\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcol\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Duplicate column names" ] } ], "source": [ "from astropy.table import Column\n", "cat.add_column(Column(np.zeros(len(cat), dtype=bool),name='flag_spire_250'))\n", "cat.add_column(Column(np.zeros(len(cat), dtype=bool),name='flag_spire_350'))\n", "cat.add_column(Column(np.zeros(len(cat), dtype=bool),name='flag_spire_500'))\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ind_SERVS_250=(cat['Pval_res_250']>0.5) | (cat['F_SPIRE_250'] < 4)\n", "ind_SERVS_350=(cat['Pval_res_350']>0.5) | (cat['F_SPIRE_350'] < 4)\n", "ind_SERVS_500=(cat['Pval_res_500']>0.5) | (cat['F_SPIRE_500'] < 6)\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "171877 180533 205273 239255\n" ] } ], "source": [ "print(ind_SERVS_250.sum(),ind_SERVS_350.sum(),ind_SERVS_500.sum(),len(cat))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cat['flag_spire_250'][ind_SERVS_250]=True\n", "cat['flag_spire_350'][ind_SERVS_350]=True\n", "cat['flag_spire_500'][ind_SERVS_500]=True\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cat.write('../data/CDFS-SWIRE/SPIRE/dmu26_XID+SPIRE_CDFS-SWIRE_cat_20170919.fits', format='fits',overwrite=True)\n" ] }, { "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 }