{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing of ELAIS-S1 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-S1_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 |
10834 | 8.31524933233 | -45.3944075415 | 2.44616 | 5.2948 | 0.749097 | 0.993975 | 2.5867 | 0.247235 | 0.796273 | 1.9595 | 0.191153 | -0.0397634 | -0.0628572 | -0.0498686 | 0.00582783 | 0.00746165 | 0.0114526 | 0.999749 | 0.998863 | 0.999364 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.001 |
22488 | 8.30638719748 | -45.4132382031 | 63.3939 | 69.4562 | 57.0287 | 29.2564 | 34.3384 | 24.0158 | 4.78164 | 8.30647 | 1.93403 | -0.0397634 | -0.0628572 | -0.0498686 | 0.00582783 | 0.00746165 | 0.0114526 | 0.998726 | 0.999792 | 0.998998 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
22640 | 8.30653235224 | -45.3965891764 | 4.88802 | 8.71083 | 1.97286 | 3.12796 | 5.90987 | 1.04928 | 2.22855 | 5.20663 | 0.611185 | -0.0397634 | -0.0628572 | -0.0498686 | 0.00582783 | 0.00746165 | 0.0114526 | 1.00048 | 0.99823 | 0.99861 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.002 |
5 | 8.32873743012 | -45.3889155944 | 334.402 | 335.328 | 332.565 | 112.782 | 116.191 | 109.598 | 39.1512 | 43.1136 | 35.0738 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 0.99899 | 0.998649 | 0.998912 | 2000.0 | 2000.0 | 2000.0 | 0.149 | 0.001 | 0.0 |
14 | 8.86979153677 | -45.2253624801 | 220.86 | 223.23 | 218.43 | 85.4756 | 87.8663 | 82.879 | 20.8541 | 23.8967 | 17.9475 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 1.0009 | 0.999179 | 1.00075 | 2000.0 | 2000.0 | 2000.0 | 0.999 | 0.032 | 0.0 |
235 | 8.91567183592 | -45.3124773971 | 68.1535 | 72.0184 | 64.0776 | 33.2584 | 37.1306 | 29.4426 | 5.31488 | 9.02993 | 2.11909 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 0.998331 | 0.998339 | 0.999441 | 2000.0 | 2000.0 | 2000.0 | 0.002 | 0.0 | 0.0 |
622 | 8.838216743 | -45.1332232593 | 54.5375 | 56.9196 | 52.281 | 36.1004 | 37.9134 | 33.9279 | 20.9322 | 23.8784 | 18.1312 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 0.999469 | 1.00041 | 0.999562 | 2000.0 | 2000.0 | 2000.0 | 0.001 | 0.002 | 0.0 |
706 | 8.74840219932 | -45.1964908737 | 39.1141 | 41.6797 | 36.662 | 28.4248 | 30.8673 | 26.1993 | 13.7423 | 16.7524 | 10.7939 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 0.998998 | 0.998894 | 1.00194 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
762 | 8.86022837921 | -45.0938006543 | 43.0025 | 44.9396 | 41.0756 | 11.364 | 13.2432 | 9.56864 | 0.873099 | 1.93698 | 0.269426 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 0.999142 | 1.00138 | 1.00062 | 2000.0 | 2000.0 | 2000.0 | 0.241 | 0.138 | 0.0 |
899 | 8.96303687314 | -45.3074305775 | 36.3136 | 40.0936 | 32.3277 | 13.6129 | 17.2695 | 9.93895 | 3.59274 | 7.25781 | 1.20799 | -0.111291 | -0.177387 | -0.139599 | 0.00344183 | 0.00504164 | 0.00684999 | 0.998947 | 0.999701 | 0.999142 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |