{ "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": {}, "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": {}, "outputs": [], "source": [ "cat=Table.read('./data/dmu26_XID+SPIRE_EGS_cat.fits')\n" ] }, { "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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
degrees | degrees | 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 |
HELP_J141453.668+511306.073 | 213.72361659573448 | 51.218353525990594 | 4.7803884 | 8.291953 | 1.5855047 | -9.660023 | -2.7625663 | -16.04559 | 6.2793226 | 10.948691 | 1.7679659 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.999465 | 0.99924135 | 0.99999505 | 2334.3494 | 2586.4397 | 3244.818 | 0.041 | 0.285 | 0.042 |
HELP_J141454.441+511332.229 | 213.72683862574598 | 51.2256192135701 | 5.0861464 | 8.346615 | 1.7082578 | 4.9843397 | 8.356362 | 1.5841892 | 4.997069 | 8.457114 | 1.5323603 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.99939495 | 0.99855995 | 1.0008386 | 2794.6575 | 2542.403 | 3155.7454 | 0.049 | 0.051 | 0.055 |
HELP_J141454.953+511249.580 | 213.728969625746 | 51.2137722135701 | 5.044551 | 8.436904 | 1.45414 | 492.5282 | 844.5281 | 154.33974 | 4.9619164 | 8.372946 | 1.6554714 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.99906635 | 0.99902993 | 0.9985866 | 2969.941 | 3159.0027 | 2929.3616 | 0.036 | 0.0 | 0.05 |
HELP_J141455.061+511348.926 | 213.729421625746 | 51.2302572135701 | 4.975995 | 8.274596 | 1.7853456 | 13.595784 | 22.328407 | 4.3704643 | 4.966047 | 8.414661 | 1.5256387 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.99826694 | 0.9991264 | 0.9998315 | 3531.306 | 2919.6982 | 2895.082 | 0.049 | 0.183 | 0.044 |
HELP_J141455.137+511345.913 | 213.729738625746 | 51.2294202135701 | 4.917512 | 8.225846 | 1.8137441 | 13.757754 | 22.4778 | 4.230474 | 5.120607 | 8.50268 | 1.6562948 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.9990354 | 1.0001667 | 0.998321 | 3518.9038 | 3853.61 | 2311.6316 | 0.047 | 0.183 | 0.044 |
HELP_J141455.171+511353.232 | 213.72988062574598 | 51.2314532135701 | 504.3279 | 836.49225 | 144.42146 | 5.029436 | 8.392202 | 1.5257226 | 500.18246 | 838.5611 | 159.332 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 1.0017918 | 0.99952793 | 0.99994135 | 2568.7466 | 3169.1724 | 3136.6968 | 0.0 | 0.043 | 0.0 |
HELP_J141455.305+511255.678 | 213.730438625746 | 51.2154662135701 | 4.899315 | 8.272308 | 1.6744055 | 5.1178155 | 8.444843 | 1.7892746 | 5.069274 | 8.382251 | 1.5336076 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.99887383 | 0.9986121 | 0.9987758 | 2833.872 | 3320.4868 | 2949.7017 | 0.04 | 0.056 | 0.05 |
HELP_J141455.587+511315.111 | 213.73161162574598 | 51.2208642135701 | -6.79484 | -2.3011417 | -11.543856 | -13.565776 | -4.550081 | -22.603544 | -7.4835496 | -2.3631244 | -12.561888 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.99862975 | 0.9985304 | 0.99976546 | 2921.0452 | 4107.507 | 3694.057 | 0.14 | 0.149 | 0.308 |
HELP_J141456.075+511334.585 | 213.73364376573448 | 51.2262735759906 | -11.105561 | -3.6745574 | -18.097616 | 7.2176127 | 12.564345 | 2.208452 | 2.8529325 | 4.811589 | 0.8537327 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 0.9990961 | 0.9988274 | 0.99873084 | 2844.7803 | 2634.5735 | 2459.1238 | 0.194 | 0.049 | 0.058 |
HELP_J141456.175+511343.234 | 213.734061625746 | 51.228676213570104 | 12.083511 | 20.671894 | 3.818531 | -0.67401165 | -0.2358086 | -1.1182109 | -4.1936016 | -1.3672596 | -6.876665 | 0.0053882496 | 0.00014050482 | 0.008817047 | 0.03234634 | 0.049470276 | 0.06350016 | 1.0006852 | 0.99988115 | 0.9986444 | 2697.9602 | 3334.1277 | 3006.0317 | 0.095 | 0.08 | 0.103 |