{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Processing of AKARI-NEP 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_AKARI-NEP_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 |
6116 | 269.9352764161237 | 65.30344107513443 | 19.365185 | 24.262014 | 14.551109 | 10.213417 | 15.59878 | 5.1017795 | 4.498611 | 8.77975 | 1.3436549 | -3.4561088 | -3.4228199 | -2.6352546 | 7.3613796 | 6.662783 | 4.8949933 | 0.9992947 | 0.9992975 | 0.99874425 | 2000.0 | 2000.0 | 2000.0 | 0.004 | 0.093 | 0.001 |
1450 | 268.5384225583178 | 65.21978166389113 | 25.239248 | 29.775616 | 20.606003 | 18.664059 | 22.543772 | 14.677635 | 7.381647 | 12.276728 | 3.163921 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.9985717 | 0.9986359 | 0.99874973 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1460 | 268.61297686057435 | 65.12898192924604 | 33.923973 | 38.17171 | 29.653618 | 18.833506 | 23.097734 | 14.177865 | 20.46039 | 25.440794 | 15.100911 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.99838173 | 0.99917674 | 0.99919295 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
1590 | 268.4951607121733 | 65.23888681865698 | 27.699142 | 31.356236 | 23.884893 | 30.224438 | 34.41281 | 25.816626 | 14.8894005 | 19.532925 | 10.481851 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.99913436 | 0.99886173 | 0.9984704 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.005 | 0.0 |
1631 | 268.5560216533588 | 65.21102792418007 | 23.328575 | 28.438553 | 18.325937 | 23.276283 | 27.31639 | 19.076084 | 15.7844305 | 20.65358 | 10.683285 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.99924904 | 0.9989662 | 1.0009508 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.002 | 0.0 |
1986 | 268.5653045736632 | 65.25801825108488 | 21.88394 | 25.907604 | 17.768368 | 19.996824 | 24.14037 | 16.170895 | 4.3121157 | 8.288043 | 1.380259 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.9988979 | 0.99858385 | 0.99951136 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
2024 | 268.6374922227674 | 65.2615823173701 | 18.231367 | 21.715109 | 14.760711 | 17.576052 | 21.810854 | 13.239466 | 4.2947783 | 8.077456 | 1.3922281 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.9988087 | 0.9989191 | 0.9992715 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.01 | 0.001 |
2037 | 268.5612243894294 | 65.27603588752082 | 27.501774 | 32.087074 | 22.934856 | 29.058744 | 32.912148 | 25.129822 | 5.633396 | 9.993704 | 1.8741359 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.99899477 | 0.99873984 | 0.99830097 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.001 | 0.0 |
2360 | 268.63537135078457 | 65.29849557952751 | 22.68537 | 26.983055 | 18.04876 | 30.277493 | 34.75042 | 25.879398 | 13.26035 | 17.985916 | 8.62507 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.9996385 | 0.9988642 | 0.998948 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 |
3111 | 268.64524985693214 | 65.16501775888689 | 9.657656 | 13.732609 | 5.48737 | 1.0299151 | 2.625244 | 0.27589554 | 1.4923036 | 3.8808331 | 0.35977823 | -0.14303307 | -0.13455679 | -0.07149754 | 0.57633674 | 0.0050773527 | 0.0061848643 | 0.9990747 | 0.9986552 | 0.9991522 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.113 | 0.0 |