{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing of COSMOS 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_COSMOS_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 |
5 | 149.658970659 | 1.05802312047 | 259.166 | 259.189 | 259.119 | 151.13 | 151.188 | 151.01 | 73.615 | 74.0035 | 72.7432 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | nan | nan | 1.00093 | 2000.0 | 2000.0 | 2000.0 | 1.0 | 1.0 | 0.032 |
25 | 149.812275168 | 1.13801045033 | 143.443 | 143.756 | 142.819 | 62.7002 | 64.0466 | 61.3446 | 22.0542 | 23.5786 | 20.4324 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.998921 | 0.999773 | 1.00097 | 2000.0 | 2000.0 | 2000.0 | 1.0 | 0.701 | 0.0 |
26 | 149.765329292 | 1.14661297938 | 123.013 | 124.321 | 121.757 | 44.7309 | 45.8261 | 43.5345 | 10.9704 | 12.3793 | 9.43496 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.999289 | 0.998595 | 0.998897 | 2000.0 | 2000.0 | 2000.0 | 0.75 | 0.23 | 0.039 |
562 | 149.709792168 | 1.08385259686 | 43.1135 | 44.684 | 41.4908 | 38.9773 | 40.8604 | 37.1154 | 26.8404 | 29.0301 | 24.7407 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.999405 | 1.001 | 1.00057 | 2000.0 | 2000.0 | 2000.0 | 0.017 | 0.191 | 0.0 |
922 | 149.704237773 | 1.08107522335 | 24.3697 | 26.0254 | 22.7322 | 11.9316 | 13.5645 | 10.2902 | 3.56167 | 5.80706 | 1.62889 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.999105 | 0.999709 | 1.0 | 2000.0 | 2000.0 | 2000.0 | 0.001 | 0.038 | 0.0 |
938 | 149.688671059 | 1.12327810237 | 35.8519 | 37.292 | 34.4345 | 17.9123 | 19.2489 | 16.5195 | 8.59254 | 10.1694 | 7.01141 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 1.00123 | 1.00047 | 0.999038 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1248 | 149.833113039 | 1.11385499237 | 25.0491 | 26.534 | 23.5729 | 20.2647 | 21.723 | 18.8516 | 11.5884 | 13.5266 | 9.70492 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.998811 | 0.999032 | 0.999033 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1260 | 149.784224911 | 1.1160711909 | 34.7668 | 36.2485 | 33.2672 | 26.4369 | 28.0608 | 24.8438 | 16.188 | 18.0324 | 14.3158 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.998908 | 0.999263 | 0.998835 | 2000.0 | 2000.0 | 2000.0 | 0.004 | 0.002 | 0.04 |
1492 | 149.80699421 | 1.15328209363 | 32.1274 | 33.3191 | 31.0016 | 15.7765 | 16.8629 | 14.6318 | 5.03799 | 6.57929 | 3.51363 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.999063 | 0.998313 | 1.00197 | 2000.0 | 2000.0 | 2000.0 | 0.077 | 0.16 | 0.0 |
2160 | 149.739501708 | 1.12578419822 | 21.5863 | 23.0476 | 20.1153 | 10.3827 | 11.6989 | 8.98211 | 1.12543 | 2.35239 | 0.292657 | -0.122337 | -0.17928 | -0.129139 | 0.00390573 | 0.00594661 | 0.00752737 | 0.998913 | 0.99899 | 0.999897 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.005 |