{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing\n", "The final processing stage requires:\n", "1. Quick validation of catalogues and Bayesian Pvalue maps\n", "2. Skewness level\n", "3. Adding flag to catalogue" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "from astropy.table import Table\n", "%matplotlib inline\n", "import numpy as np\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read tables" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cat=Table.read('./data/dmu26_XID+SPIRE_SGP_cat.fits')\n", "from astropy import units as u\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 | ||||||||||
str27 | 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 |
HELP_J001940.989-345722.272 | 4.92078753686 | -34.9561865698 | 1.63255 | 3.99665 | 0.46531 | 1.9204 | 5.06505 | 0.459693 | 2.45386 | 6.20871 | 0.573348 | 0.349812 | 0.306827 | -1.77416 | 4.21854 | 5.29316 | 3.7742 | 0.99909 | 0.999431 | 0.9983 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
HELP_J001652.816-345723.191 | 4.22006708911 | -34.956441814 | 3.23338 | 6.4456 | 1.02295 | 2.23723 | 5.09528 | 0.613182 | 2.01371 | 4.90124 | 0.531254 | -3.97507 | -5.38986 | -4.3829 | 2.94425 | 4.13227 | 4.43288 | 0.999506 | 1.0 | 0.99905 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.001 | 0.0 |
HELP_J001910.576-345557.326 | 4.79406719405 | -34.9325904725 | 2.37321 | 5.39327 | 0.725757 | 4.75051 | 8.71094 | 1.58064 | 2.43464 | 5.54121 | 0.659595 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.998301 | 0.998751 | 0.999071 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.003 |
HELP_J001911.933-345537.381 | 4.79972115721 | -34.9270503111 | 4.27961 | 8.8788 | 1.31558 | 2.12981 | 4.78147 | 0.578806 | 5.01855 | 9.55156 | 1.68188 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 1.00178 | 0.99983 | 0.999587 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.004 |
HELP_J001912.079-345642.101 | 4.80033113478 | -34.9450280731 | 11.6953 | 17.0683 | 6.91563 | 16.5923 | 21.7577 | 11.3884 | 13.0752 | 19.3293 | 7.16844 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.999095 | 0.999199 | 0.998398 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.001 |
HELP_J001912.533-345432.342 | 4.80222195471 | -34.9089838178 | 2.37091 | 5.47601 | 0.744225 | 2.80501 | 6.02419 | 0.723292 | 3.83578 | 8.29671 | 1.07944 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.998927 | 0.99909 | 0.999363 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.007 |
HELP_J001913.090-345442.161 | 4.80454014574 | -34.9117112986 | 2.14508 | 5.15553 | 0.562102 | 4.5055 | 8.65665 | 1.38541 | 2.67112 | 6.12287 | 0.794174 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.999958 | 0.998579 | 0.999126 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.008 |
HELP_J001914.856-345711.159 | 4.81190167077 | -34.9530996734 | 8.29986 | 13.3264 | 3.62512 | 5.27053 | 9.37973 | 1.83592 | 2.90186 | 6.44294 | 0.737726 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.999895 | 0.99964 | 0.998821 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
HELP_J001916.793-345425.816 | 4.81997272716 | -34.9071711125 | 3.74283 | 7.80615 | 1.14976 | 3.77117 | 7.70355 | 1.1336 | 3.8785 | 8.64578 | 1.08016 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.998524 | 0.998845 | 0.999613 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.001 |
HELP_J001917.806-345436.461 | 4.82419242789 | -34.9101281253 | 1.81481 | 4.1069 | 0.480521 | 3.606 | 7.41854 | 1.09127 | 3.73419 | 8.1801 | 1.13672 | 0.0198151 | -1.34212 | -4.06261 | 4.97191 | 5.4966 | 5.80633 | 0.99843 | 0.998602 | 0.999088 | 2000.0 | 2000.0 | 2000.0 | 0.001 | 0.0 | 0.001 |