{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pylab as plt\n", "import pymoc\n", "import xidplus\n", "import numpy as np\n", "%matplotlib inline\n", "from astropy.table import Table, join" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses all the raw data from the CIGALE predictions and photoz catalogue, maps, PSF and relevant MOCs to create XID+ prior object and relevant tiling scheme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in MOCs\n", "The selection functions required are the main MOC associated with the masterlist. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Sel_func=pymoc.MOC()\n", "Sel_func.read('../../dmu4/dmu4_sm_SGP/data/holes_SGP_vista_ks_20180509_O16_MOC.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in CIGALE predictions catalogue" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cigale=Table.read('../../dmu28/dmu28_SGP/data/hatlas_sgp_Ldust_prediction_results.fits')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cigale['id'].name = 'help_id'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in photoz" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "photoz=Table.read('../../dmu24/dmu24_SGP/data/master_catalogue_sgp_20180221_photoz_20180502_r_optimised.fits')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table length=17057212>\n", "
help_id | RA | DEC | id | z1_median | z1_min | z1_max | z1_area | z2_median | z2_min | z2_max | z2_area | za_hb | chi_r_eazy | chi_r_atlas | chi_r_cosmos | chi_r_stellar | stellar_type |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
str27 | float64 | float64 | int64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | str6 |
HELP_J000034.399-292559.520 | 0.143327990467 | -29.4332000185 | 749 | 0.1817 | 0.066 | 0.3068 | 0.795 | -99.0 | -99.0 | -99.0 | -99.0 | 0.159257182798 | 0.23267745 | 0.10496575 | 0.72783425 | 8.409065 | k4i |
HELP_J000023.158-295010.568 | 0.0964932450257 | -29.8362688223 | 1027 | 0.4319 | 0.1697 | 0.7112 | 0.795 | -99.0 | -99.0 | -99.0 | -99.0 | 0.404234079574 | -99.0 | -99.0 | -99.0 | -99.0 | |
HELP_J000005.462-295122.335 | 0.0227600836353 | -29.8562042667 | 1085 | 0.5612 | 0.2162 | 0.929 | 0.797 | -99.0 | -99.0 | -99.0 | -99.0 | 0.522525938906 | -99.0 | -99.0 | -99.0 | -99.0 | |
HELP_J000051.301-291551.140 | 0.213755113372 | -29.2642055793 | 1395 | 0.6162 | 0.2345 | 1.0237 | 0.799 | -99.0 | -99.0 | -99.0 | -99.0 | 0.568823299054 | -99.0 | -99.0 | -99.0 | -99.0 | |
HELP_J000007.372-304303.633 | 0.0307178887805 | -30.7176758651 | 1426 | 0.7514 | 0.5877 | 0.9061 | 0.79 | -99.0 | -99.0 | -99.0 | -99.0 | 0.789843601218 | 12.7088585714 | 10.3248642857 | 9.94852428571 | 4.85362714286 | m4v |
HELP_J000007.404-304200.072 | 0.030848028776 | -30.7000199487 | 1429 | 0.4737 | 0.2198 | 0.7112 | 0.795 | -99.0 | -99.0 | -99.0 | -99.0 | 0.438291695655 | 0.260860428571 | 0.434253142857 | 0.400822857143 | 0.740359 | k7v |
HELP_J000007.125-305610.210 | 0.029689012927 | -30.9361693546 | 1430 | 0.8164 | 0.3068 | 1.3648 | 0.797 | -99.0 | -99.0 | -99.0 | -99.0 | 0.721483855642 | 0.70108575 | 1.13647675 | 0.69995475 | 2.820445 | m0iii |
HELP_J000007.269-304335.704 | 0.0302890794322 | -30.7265845696 | 1437 | 0.9796 | 0.3587 | 1.642 | 0.797 | -99.0 | -99.0 | -99.0 | -99.0 | 0.94644083855 | 0.518284 | 0.47864975 | 0.2708165 | 3.6958875 | m6iii |
HELP_J000007.195-304537.048 | 0.0299783907374 | -30.7602909921 | 1438 | 0.3343 | 0.1662 | 0.4999 | 0.796 | -99.0 | -99.0 | -99.0 | -99.0 | 0.42116086894 | 0.65577025 | 1.40075625 | 2.11645 | 5.7564925 | wk0iii |
HELP_J000007.684-304103.974 | 0.0320155135818 | -30.6844371626 | 1446 | 0.9636 | 0.3917 | 1.5564 | 0.796 | -99.0 | -99.0 | -99.0 | -99.0 | 0.987685818393 | 0.295056166667 | 0.502484 | 0.267478666667 | 2.26358 | m5iii |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
HELP_J000616.858-360123.179 | 1.5702412738 | -36.0231052777 | 29790681 | 0.9254 | 0.3345 | 1.5641 | 0.797 | -99.0 | -99.0 | -99.0 | -99.0 | 0.838753365465 | -99.0 | -99.0 | -99.0 | -99.0 | |
HELP_J000621.150-360124.979 | 1.5881262738 | -36.0236052777 | 29790682 | 0.7032 | 0.3147 | 1.0978 | 0.775 | 0.2812 | 0.2607 | 0.3029 | 0.02 | 0.670681347736 | 0.00567856 | 0.129375825 | 0.14911135 | 2.4331595 | m1iii |
HELP_J000623.672-360128.784 | 1.5986332738 | -36.0246622777 | 29790683 | 0.9332 | 0.3792 | 1.5564 | 0.8 | -99.0 | -99.0 | -99.0 | -99.0 | 0.849802434438 | 0.22141875 | 0.7487455 | 0.818444 | 1.8933915 | m3iii |
HELP_J000616.778-360129.648 | 1.5699072738 | -36.0249022777 | 29790684 | 0.7169 | 0.2683 | 1.2074 | 0.796 | -99.0 | -99.0 | -99.0 | -99.0 | 0.665684294852 | 0.02840745 | 0.040519625 | 0.095502475 | 0.1588414 | k3v |
HELP_J000624.928-360147.048 | 1.60386566449 | -36.0297356518 | 29790685 | 0.1432 | 0.0756 | 0.2089 | 0.791 | -99.0 | -99.0 | -99.0 | -99.0 | 0.142023735815 | 0.0464150428571 | 0.144186428571 | 0.150534428571 | 1.51117285714 | g8iv |
HELP_J000622.662-360153.451 | 1.5944232738 | -36.0315142777 | 29790686 | 0.8761 | 0.3305 | 1.4368 | 0.798 | -99.0 | -99.0 | -99.0 | -99.0 | 0.911769857503 | 4.4382975e-05 | 0.015983705 | 0.01998447 | 4.7078 | wk3iii |
HELP_J000624.022-360154.474 | 1.6000900605 | -36.031798257 | 29790687 | 0.5449 | 0.2125 | 0.9004 | 0.796 | -99.0 | -99.0 | -99.0 | -99.0 | 0.412672122158 | 2.233412 | 2.353322 | 2.374944 | 2.970864 | g0i |
HELP_J000624.354-360155.903 | 1.6014732738 | -36.0321952777 | 29790688 | 1.0876 | 0.3917 | 1.8475 | 0.797 | -99.0 | -99.0 | -99.0 | -99.0 | 0.969903446791 | 0.003519005 | 0.001988316 | 0.0004089315 | 0.082182625 | m5iii |
HELP_J000624.019-360158.218 | 1.6000792738 | -36.0328382777 | 29790689 | 1.0524 | 0.4 | 1.7717 | 0.796 | -99.0 | -99.0 | -99.0 | -99.0 | 0.923257682576 | 0.08627845 | 0.0742238 | 0.002291499 | 0.418724 | m5iii |
HELP_J000623.530-360201.217 | 1.5980432738 | -36.0336712777 | 29790690 | 0.7365 | 0.2797 | 1.2273 | 0.797 | -99.0 | -99.0 | -99.0 | -99.0 | 0.721483855642 | 0.025713325 | 0.14317925 | 0.35513275 | 1.31836775 | wk4iii |