{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing of ELAIS-N1 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": 6, "metadata": {}, "outputs": [], "source": [ "cat=Table.read('./data/dmu22_XID+SPIRE_ELAIS-N1_BLIND.fits')\n", "cat['RA'].unit=u.deg\n", "cat['Dec'].unit=u.deg" ] }, { "cell_type": "code", "execution_count": 7, "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 |
1738 | 240.323502369 | 53.8664488769 | 46.8985 | 51.0866 | 42.4965 | 12.8994 | 17.0401 | 8.71578 | 5.94041 | 10.7813 | 2.34564 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.999219 | 0.999439 | 1.00074 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
6532 | 240.338570856 | 53.9192688002 | 25.5266 | 28.2226 | 23.0541 | 5.21056 | 7.90706 | 2.49597 | 5.89167 | 9.41766 | 2.91544 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.998157 | 1.00253 | 0.9997 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
9683 | 240.356862126 | 53.8449426118 | 20.163 | 24.3476 | 16.0921 | 28.5381 | 33.4124 | 24.0506 | 1.53166 | 2.59421 | 0.603846 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.998768 | 0.998783 | 0.998934 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.004 |
13211 | 240.290282679 | 53.9296144181 | 20.0389 | 22.8874 | 17.2335 | 1.8171 | 4.04798 | 0.478106 | 1.95313 | 4.39303 | 0.540583 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.999948 | 0.999067 | 0.999734 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
14584 | 240.316947032 | 53.8957498639 | 2.84408 | 5.79504 | 0.893829 | 0.582096 | 1.50438 | 0.162976 | 0.590756 | 1.52598 | 0.154182 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.999288 | 0.998752 | 0.999 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.006 |
15889 | 240.373606377 | 53.8405757631 | 6.10968 | 9.96827 | 2.55668 | 2.40612 | 5.23493 | 0.648898 | 0.741465 | 1.63638 | 0.232297 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.999656 | 0.999318 | 0.999897 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
16604 | 240.297638115 | 53.9400519864 | 25.6065 | 28.3717 | 23.0378 | 18.8214 | 21.5068 | 16.0733 | 12.5192 | 15.5671 | 9.56722 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.999479 | 0.998762 | 0.998926 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
16633 | 240.387685886 | 53.8489269554 | 24.2334 | 27.6052 | 20.6351 | 13.8875 | 17.5224 | 10.3702 | 5.49907 | 9.28407 | 2.10961 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 1.00083 | 1.00112 | 0.999313 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
17652 | 240.334170797 | 53.8991757019 | 8.65886 | 11.4416 | 5.71122 | 3.22884 | 5.96436 | 1.16218 | 0.651599 | 1.60491 | 0.172512 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 1.00005 | 0.998502 | 0.998611 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.016 |
21117 | 240.310179819 | 53.9058808283 | 10.2594 | 13.394 | 7.23452 | 0.812068 | 2.1808 | 0.196642 | 0.663182 | 1.71021 | 0.182146 | -0.0085769 | -0.012961 | -0.00895119 | 0.00171384 | 0.00252763 | 0.00360931 | 0.998818 | 0.998719 | 0.999392 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.001 |