{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing of ELAIS-N2 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_ELAIS-N2_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 |
11 | 248.1300087910033 | 39.28381521299216 | 135.1172 | 138.37357 | 132.04105 | 241.43953 | 247.0385 | 235.96411 | 14.776271 | 16.201551 | 13.324307 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.9983577 | 0.9984549 | 0.9990002 | 2000.0 | 2000.0 | 2000.0 | 1.0 | 0.504 | 1.0 |
1177 | 248.25304998851303 | 39.38506074310171 | 45.13168 | 48.055695 | 41.99426 | 31.747225 | 34.681698 | 28.925915 | 20.46945 | 23.802206 | 17.398764 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 1.001136 | 1.0016457 | 0.9991617 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1240 | 248.14556244175256 | 39.3444551402551 | 39.752747 | 43.417805 | 36.136375 | 24.193138 | 27.651049 | 20.686766 | 2.6165555 | 5.5804467 | 0.76012623 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.9989017 | 0.9982267 | 0.9982176 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1428 | 248.18724366047473 | 39.31790314186429 | 38.220043 | 42.306248 | 33.794426 | 18.966982 | 23.775515 | 13.934008 | 18.363619 | 23.925161 | 12.839725 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.9985851 | 0.99838936 | 0.99888426 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1882 | 248.09562960136293 | 39.32456833363475 | 36.744347 | 40.080452 | 33.232845 | 19.4309 | 22.839464 | 15.89841 | 7.3751225 | 11.266989 | 3.6602077 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 1.0008835 | 0.99922174 | 1.0007613 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3278 | 248.32503255145218 | 39.29098365863322 | 27.09598 | 32.027275 | 21.819494 | 5.776911 | 8.001454 | 3.681089 | 1.7110959 | 3.3006494 | 0.5321178 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.9983905 | 1.00102 | 1.0020155 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.945 | 0.0 |
3404 | 248.21881107876348 | 39.343426426010986 | 38.65989 | 42.778275 | 34.42715 | 25.771143 | 30.0455 | 21.102774 | 0.5093786 | 1.2109596 | 0.14446291 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 1.0003226 | 0.99964046 | 1.0003933 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3442 | 248.23167223339607 | 39.39793039979966 | 25.090284 | 28.167233 | 21.906925 | 17.909903 | 21.15415 | 14.619595 | 21.020464 | 24.996624 | 16.620249 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.9988038 | 0.9986902 | 0.9989067 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3860 | 248.33543078136202 | 39.291338316436686 | 24.810179 | 29.798965 | 19.862997 | 8.262665 | 10.347732 | 6.173093 | 33.527313 | 38.256157 | 28.788406 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.99941206 | 0.99866503 | 1.0003128 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.855 | 0.0 |
3920 | 248.1335512620238 | 39.33213529914737 | 20.635244 | 24.43498 | 16.76355 | 21.83517 | 25.240269 | 18.54453 | 1.32843 | 3.1729927 | 0.34527078 | -0.042273175 | -0.07063735 | -0.063878626 | 0.0041801627 | 0.005600419 | 0.008272672 | 0.99979544 | 0.9986509 | 0.9988719 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |