{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing of GAMA-15 Blind source catalogue\n", "\n", "![HELP LOGO](https://avatars1.githubusercontent.com/u/7880370?s=100&v=4>)\n", "\n", "\n", "The final processing stage requires:\n", "1. Quick validation of blind catalogues and Bayesian Pvalue maps\n", "2. Skewness level\n", "3. Adding flag to catalogue\n", "4. Merging MF catalogue with XID+ flux densities" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "from astropy.table import Table,hstack\n", "%matplotlib inline\n", "import numpy as np\n", "import pylab as plt\n", "\n", "from astropy import units as u\n", "from astropy.table import Column\n", "\n", "import herschelhelp_internal\n", "from herschelhelp_internal.utils import gen_help_id\n", "import numpy.core.defchararray as np_f\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read tables" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "cat=Table.read('./data/dmu22_XID+SPIRE_GAMA-15_BLIND.fits')\n", "cat['RA'].unit=u.deg\n", "cat['Dec'].unit=u.deg" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "
HELP_ID | RA | Dec | F_SPIRE_250 | FErr_SPIRE_250_u | FErr_SPIRE_250_l | F_SPIRE_350 | FErr_SPIRE_350_u | FErr_SPIRE_350_l | F_SPIRE_500 | FErr_SPIRE_500_u | FErr_SPIRE_500_l | Bkg_SPIRE_250 | Bkg_SPIRE_350 | Bkg_SPIRE_500 | Sig_conf_SPIRE_250 | Sig_conf_SPIRE_350 | Sig_conf_SPIRE_500 | Rhat_SPIRE_250 | Rhat_SPIRE_350 | Rhat_SPIRE_500 | n_eff_SPIRE_250 | n_eff_SPIRE_500 | n_eff_SPIRE_350 | Pval_res_250 | Pval_res_350 | Pval_res_500 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
deg | deg | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | ||||||||||
bytes27 | float64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 |
11369 | 215.786882269 | -1.85700483338 | 40.7796 | 45.267 | 36.4862 | 18.5809 | 22.7936 | 14.7728 | 6.91201 | 11.6472 | 2.93799 | -0.00521353 | -0.0073088 | -0.00549904 | 0.00170607 | 0.0024041 | 0.00340054 | 1.0 | 0.998391 | 1.00066 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
933 | 215.083694988 | -1.98640608268 | 92.8056 | 94.0883 | 90.2895 | 53.6436 | 57.08 | 49.723 | 23.6917 | 28.6811 | 18.3563 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.999429 | 1.00086 | 0.999419 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
2451 | 215.378151138 | -2.00802188288 | 69.0956 | 72.3874 | 65.4161 | 56.6288 | 60.3859 | 52.6174 | 28.5699 | 33.2069 | 23.9816 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.999793 | 0.99936 | 0.999799 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3363 | 215.262710346 | -2.09120853808 | 65.8632 | 70.2713 | 61.3451 | 47.744 | 51.9021 | 43.7428 | 24.7111 | 29.6462 | 19.7473 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.999231 | 1.00048 | 0.99849 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3369 | 215.314349816 | -1.99481607322 | 54.6203 | 58.9302 | 50.1897 | 26.2653 | 30.4857 | 22.1539 | 4.71526 | 8.66761 | 1.61304 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.999159 | 0.998536 | 0.99845 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3376 | 215.225922741 | -1.96664420907 | 62.8947 | 67.1365 | 58.5005 | 15.3957 | 19.6849 | 11.1401 | 11.6182 | 16.6958 | 6.28812 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 1.00013 | 0.998833 | 0.998752 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
4762 | 215.14007811 | -2.03012672193 | 61.0752 | 62.8368 | 58.445 | 55.4213 | 59.1139 | 51.3223 | 37.9302 | 42.5041 | 33.1661 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.999716 | 0.9992 | 0.999442 | 2000.0 | 2000.0 | 2000.0 | 0.001 | 0.0 | 0.0 |
5204 | 215.232344654 | -2.10180690157 | 50.59 | 55.0235 | 45.821 | 27.6658 | 31.7817 | 23.8302 | 5.95923 | 10.6724 | 2.07065 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.998302 | 1.00006 | 0.999608 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
7342 | 215.340369905 | -2.00951568751 | 45.3826 | 49.8266 | 40.9956 | 13.3627 | 17.12 | 9.31206 | 2.52604 | 5.81531 | 0.695829 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.998608 | 0.998843 | 0.999101 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
8373 | 215.143974156 | -1.81464706029 | 51.8925 | 54.4134 | 48.2186 | 37.576 | 41.5608 | 33.4788 | 19.0456 | 23.9243 | 13.8975 | -0.004432 | -0.00913993 | -0.00936414 | 0.00194111 | 0.00267443 | 0.00400367 | 0.998649 | 0.998486 | 0.99891 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |