{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HELP - Bootes Master List Creation\n",
    "\n",
    "This notebook presents the creation of the HELP master list on the Bootes field. This field was originally ingested into HeDAM based on a masterlist produced by Eduardo Gonzales-Solares. Ken Duncan subsequently retrieved Michael Brown's precompiled masterlist for the Bootes field and therefore this notebook only contains some simple naming changes and astrometry correction. The original catalogue is described in DMU_0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This notebook was run with herschelhelp_internal version: \n",
      "708e28f (Tue May 8 18:05:21 2018 +0100)\n",
      "This notebook was executed on: \n",
      "2018-05-08 19:15:44.289527\n"
     ]
    }
   ],
   "source": [
    "from herschelhelp_internal import git_version\n",
    "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n",
    "import datetime\n",
    "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc('figure', figsize=(10, 6))\n",
    "\n",
    "from collections import OrderedDict, Counter\n",
    "import os\n",
    "import time\n",
    "\n",
    "from astropy import units as u\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Column, hstack, Table, vstack\n",
    "import numpy as np\n",
    "\n",
    "from herschelhelp_internal.flagging import  gaia_flag_column\n",
    "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, remove_duplicates, merge_catalogues, nb_merge_dist_plot, specz_merge\n",
    "from herschelhelp_internal.utils import coords_to_hpidx, astrometric_correction, ebv,  mag_to_flux, gen_help_id\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "TMP_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n",
    "OUT_DIR = os.environ.get('OUT_DIR', \"./data\")\n",
    "SUFFIX = os.environ.get('SUFFIX', time.strftime(\"_%Y%m%d\"))\n",
    "try:\n",
    "    os.makedirs(OUT_DIR)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "RA_COL = \"bootes_ra\"\n",
    "DEC_COL = \"botes_dec\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - Column selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#imported_columns = OrderedDict({\n",
    "#        \"objID\": \"ps1_id\",\n",
    "#        \"raMean\": \"ps1_ra\",\n",
    "#        \"decMean\": \"ps1_dec\",\n",
    "#\n",
    "#    })\n",
    "\n",
    "\n",
    "i_catalogue = Table.read(\"../../dmu0/dmu0_Bootes_Brown/data/Bootes_merged_Icorr_2014a_all_ap2_07112017.fits\") #[list(imported_columns)]\n",
    "irac_i2_catalogue = Table.read(\"../../dmu0/dmu0_Bootes_Brown/data/bootes_merged_ch2corr_2014a_all_ap2_07112017.fits\")\n",
    "#for column in imported_columns:\n",
    "#    catalogue[column].name = imported_columns[column]\n",
    "\n",
    "#epoch = 2012\n",
    "\n",
    "# Clean table metadata\n",
    "#catalogue.meta = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "i_catalogue['id'].name = 'brown_i_id'\n",
    "i_catalogue['ALPHA_J2000'].name = \"ra\"\n",
    "i_catalogue['DELTA_J2000'].name = \"dec\"\n",
    "i_catalogue['ra'].unit = u.deg\n",
    "i_catalogue['dec'].unit = u.deg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=10</i>\n",
       "<table id=\"table139977133183216-479611\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>brown_i_id</th><th>ra</th><th>dec</th><th>FLAG_DEEP</th><th>CLASS_STAR</th><th>IMAFLAGS</th><th>SEGFLAGS</th><th>m_ap_lbc_u</th><th>merr_ap_lbc_u</th><th>f_ap_lbc_u</th><th>ferr_ap_lbc_u</th><th>m_ap_mosaic_bw</th><th>merr_ap_mosaic_bw</th><th>f_ap_mosaic_bw</th><th>ferr_ap_mosaic_bw</th><th>m_ap_mosaic_r</th><th>merr_ap_mosaic_r</th><th>f_ap_mosaic_r</th><th>ferr_ap_mosaic_r</th><th>m_ap_mosaic_i</th><th>merr_ap_mosaic_i</th><th>f_ap_mosaic_i</th><th>ferr_ap_mosaic_i</th><th>m_ap_prime90_z</th><th>merr_ap_prime90_z</th><th>f_ap_prime90_z</th><th>ferr_ap_prime90_z</th><th>m_ap_suprime_z</th><th>merr_ap_suprime_z</th><th>f_ap_suprime_z</th><th>ferr_ap_suprime_z</th><th>m_ap_lbc_y</th><th>merr_ap_lbc_y</th><th>f_ap_lbc_y</th><th>ferr_ap_lbc_y</th><th>m_ap_newfirm_j</th><th>merr_ap_newfirm_j</th><th>f_ap_newfirm_j</th><th>ferr_ap_newfirm_j</th><th>m_ap_newfirm_h</th><th>merr_ap_newfirm_h</th><th>f_ap_newfirm_h</th><th>ferr_ap_newfirm_h</th><th>m_ap_onis_k</th><th>merr_ap_onis_k</th><th>f_ap_onis_k</th><th>ferr_ap_onis_k</th><th>m_ap_newfirm_k</th><th>merr_ap_newfirm_k</th><th>f_ap_newfirm_k</th><th>ferr_ap_newfirm_k</th><th>m_ap_irac_ch1</th><th>merr_ap_irac_ch1</th><th>f_ap_irac_ch1</th><th>ferr_ap_irac_ch1</th><th>m_ap_irac_ch2</th><th>merr_ap_irac_ch2</th><th>f_ap_irac_ch2</th><th>ferr_ap_irac_ch2</th><th>m_ap_irac_ch3</th><th>merr_ap_irac_ch3</th><th>f_ap_irac_ch3</th><th>ferr_ap_irac_ch3</th><th>m_ap_irac_ch4</th><th>merr_ap_irac_ch4</th><th>f_ap_irac_ch4</th><th>ferr_ap_irac_ch4</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th><th></th><th></th><th>uJy</th><th>uJy</th></tr></thead>\n",
       "<tr><td>0</td><td>1</td><td>216.473863</td><td>32.2825963</td><td>0</td><td>0.64</td><td>1</td><td>0</td><td>25.3294</td><td>-99.0</td><td>0.0765911</td><td>0.0957339</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.6871</td><td>0.1773</td><td>1.21658</td><td>0.198666</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.544</td><td>-99.0</td><td>0.114963</td><td>0.636561</td><td>23.1026</td><td>-99.0</td><td>0.120575</td><td>0.981891</td><td>21.0877</td><td>-99.0</td><td>3.42072</td><td>4.95589</td><td>20.3206</td><td>-99.0</td><td>8.53047</td><td>9.24751</td></tr>\n",
       "<tr><td>1</td><td>2</td><td>216.6176098</td><td>32.2827433</td><td>0</td><td>0.66</td><td>1</td><td>21</td><td>25.2766</td><td>-99.0</td><td>0.0674122</td><td>0.107004</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.563</td><td>0.1801</td><td>1.36389</td><td>0.22624</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.428</td><td>-99.0</td><td>1.85771</td><td>1.01104</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.7807</td><td>-99.0</td><td>0.560893</td><td>1.12133</td><td>23.5937</td><td>-99.0</td><td>-0.841274</td><td>1.08362</td><td>21.172</td><td>-99.0</td><td>-1.24887</td><td>6.79294</td><td>21.0885</td><td>-99.0</td><td>-4.71642</td><td>9.01942</td></tr>\n",
       "<tr><td>2</td><td>3</td><td>216.6229261</td><td>32.2827587</td><td>0</td><td>0.95</td><td>1</td><td>0</td><td>27.024</td><td>-99.0</td><td>-0.172496</td><td>0.11439</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.6079</td><td>0.2358</td><td>1.30864</td><td>0.284211</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.4042</td><td>0.3129</td><td>3.96587</td><td>1.14293</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.0248</td><td>-99.0</td><td>0.0582638</td><td>1.09041</td><td>23.3361</td><td>-99.0</td><td>-0.450296</td><td>1.06563</td><td>21.9414</td><td>-99.0</td><td>-6.4583</td><td>6.26595</td><td>20.8749</td><td>-99.0</td><td>-1.74025</td><td>8.9797</td></tr>\n",
       "<tr><td>3</td><td>4</td><td>216.6170473</td><td>32.2827598</td><td>0</td><td>0.81</td><td>1</td><td>0</td><td>26.4913</td><td>-99.0</td><td>-0.124479</td><td>0.108206</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.3939</td><td>0.1541</td><td>1.59375</td><td>0.226203</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.9429</td><td>0.4547</td><td>2.41446</td><td>1.01116</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.6654</td><td>-99.0</td><td>0.97427</td><td>1.07169</td><td>23.2841</td><td>-99.0</td><td>-0.29979</td><td>1.0316</td><td>21.5816</td><td>-99.0</td><td>-5.15037</td><td>6.80526</td><td>21.1196</td><td>-99.0</td><td>-4.89432</td><td>8.92056</td></tr>\n",
       "<tr><td>4</td><td>5</td><td>216.6101975</td><td>32.2827674</td><td>0</td><td>0.94</td><td>1</td><td>2</td><td>25.7669</td><td>-99.0</td><td>-0.0370969</td><td>0.108127</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.5912</td><td>0.1569</td><td>1.32893</td><td>0.192043</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.9563</td><td>0.3442</td><td>2.38506</td><td>0.756112</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.7029</td><td>-99.0</td><td>0.855066</td><td>1.07846</td><td>22.7077</td><td>-99.0</td><td>0.705761</td><td>1.14639</td><td>21.3186</td><td>-99.0</td><td>-5.7884</td><td>8.28326</td><td>20.5633</td><td>-99.0</td><td>2.94478</td><td>9.33336</td></tr>\n",
       "<tr><td>5</td><td>6</td><td>216.5465545</td><td>32.2827939</td><td>0</td><td>0.71</td><td>1</td><td>10</td><td>24.7405</td><td>0.2036</td><td>0.461125</td><td>0.0864713</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.0635</td><td>0.0782635</td><td>2.16063</td><td>0.155745</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.7609</td><td>-99.0</td><td>-0.359235</td><td>0.74796</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>21.911</td><td>0.1264</td><td>6.24596</td><td>0.727147</td><td>22.2414</td><td>0.2474</td><td>4.60742</td><td>1.04986</td><td>21.1104</td><td>-99.0</td><td>-0.332322</td><td>6.69488</td><td>20.5462</td><td>-99.0</td><td>8.46004</td><td>6.74708</td></tr>\n",
       "<tr><td>6</td><td>7</td><td>216.6220666</td><td>32.2827948</td><td>0</td><td>0.96</td><td>1</td><td>0</td><td>25.4731</td><td>-99.0</td><td>0.00950819</td><td>0.112663</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.5671</td><td>0.2271</td><td>1.35875</td><td>0.284206</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.4394</td><td>-99.0</td><td>1.61116</td><td>1.11399</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.4441</td><td>-99.0</td><td>-0.658991</td><td>1.09039</td><td>24.4186</td><td>-99.0</td><td>-1.51098</td><td>1.06559</td><td>21.2629</td><td>-99.0</td><td>-1.64846</td><td>6.4972</td><td>22.4853</td><td>-99.0</td><td>-14.2775</td><td>8.97886</td></tr>\n",
       "<tr><td>7</td><td>8</td><td>216.6373394</td><td>32.2827983</td><td>0</td><td>0.95</td><td>1</td><td>0</td><td>25.7453</td><td>-99.0</td><td>-0.0608496</td><td>0.121802</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.7705</td><td>0.4908</td><td>1.12663</td><td>0.509285</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.6213</td><td>0.3624</td><td>3.24713</td><td>1.08383</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.7164</td><td>-99.0</td><td>-0.883404</td><td>1.03382</td><td>22.8762</td><td>-99.0</td><td>0.452373</td><td>1.05758</td><td>22.0309</td><td>-99.0</td><td>-8.23679</td><td>6.91497</td><td>20.0444</td><td>-99.0</td><td>16.104</td><td>9.37401</td></tr>\n",
       "<tr><td>8</td><td>9</td><td>216.6312664</td><td>32.2828096</td><td>0</td><td>0.59</td><td>1</td><td>0</td><td>24.9184</td><td>-99.0</td><td>0.158715</td><td>0.116346</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.2669</td><td>0.2548</td><td>1.79151</td><td>0.420432</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.0963</td><td>0.2308</td><td>5.26622</td><td>1.11947</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.9343</td><td>-99.0</td><td>-1.05061</td><td>1.00974</td><td>23.5596</td><td>-99.0</td><td>-0.808307</td><td>1.08828</td><td>22.0855</td><td>-99.0</td><td>-8.51134</td><td>6.91499</td><td>21.1481</td><td>-99.0</td><td>-5.34777</td><td>8.97964</td></tr>\n",
       "<tr><td>9</td><td>10</td><td>216.628433</td><td>32.2828119</td><td>0</td><td>0.97</td><td>1</td><td>9</td><td>25.3115</td><td>-99.0</td><td>0.0398087</td><td>0.116357</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>23.4703</td><td>0.2563</td><td>1.48546</td><td>0.350659</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.4405</td><td>0.3068</td><td>3.83548</td><td>1.0838</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>25.6997</td><td>-99.0</td><td>-1.83349</td><td>1.01204</td><td>23.5431</td><td>-99.0</td><td>-0.76902</td><td>1.07909</td><td>22.4252</td><td>-99.0</td><td>-8.64248</td><td>6.26612</td><td>20.3689</td><td>-99.0</td><td>6.95621</td><td>9.44634</td></tr>\n",
       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "\n",
       "var astropy_sort_num = function(a, b) {\n",
       "    var a_num = parseFloat(a);\n",
       "    var b_num = parseFloat(b);\n",
       "\n",
       "    if (isNaN(a_num) && isNaN(b_num))\n",
       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
       "    else\n",
       "        return isNaN(a_num) ? -1 : 1;\n",
       "}\n",
       "\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table139977133183216-479611').dataTable()\");\n",
       "    \n",
       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
       "    \"optionalnum-asc\": astropy_sort_num,\n",
       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
       "});\n",
       "\n",
       "    $('#table139977133183216-479611').dataTable({\n",
       "        order: [],\n",
       "        pageLength: 50,\n",
       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        pagingType: \"full_numbers\",\n",
       "        columnDefs: [{targets: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i_catalogue[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "irac_i2_catalogue['id'].name = 'brown_irac_id'\n",
    "irac_i2_catalogue['ALPHA_J2000'].unit = u.deg\n",
    "irac_i2_catalogue['DELTA_J2000'].unit = u.deg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=10</i>\n",
       "<table id=\"table139977708193384-142936\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>brown_irac_id</th><th>ALPHA_J2000</th><th>DELTA_J2000</th><th>IMAFLAGS</th><th>SEGFLAGS</th><th>m_ap_lbc_u</th><th>merr_ap_lbc_u</th><th>f_ap_lbc_u</th><th>ferr_ap_lbc_u</th><th>m_ap_mosaic_bw</th><th>merr_ap_mosaic_bw</th><th>f_ap_mosaic_bw</th><th>ferr_ap_mosaic_bw</th><th>m_ap_mosaic_r</th><th>merr_ap_mosaic_r</th><th>f_ap_mosaic_r</th><th>ferr_ap_mosaic_r</th><th>m_ap_mosaic_i</th><th>merr_ap_mosaic_i</th><th>f_ap_mosaic_i</th><th>ferr_ap_mosaic_i</th><th>m_ap_prime90_z</th><th>merr_ap_prime90_z</th><th>f_ap_prime90_z</th><th>ferr_ap_prime90_z</th><th>m_ap_suprime_z</th><th>merr_ap_suprime_z</th><th>f_ap_suprime_z</th><th>ferr_ap_suprime_z</th><th>m_ap_lbc_y</th><th>merr_ap_lbc_y</th><th>f_ap_lbc_y</th><th>ferr_ap_lbc_y</th><th>m_ap_newfirm_j</th><th>merr_ap_newfirm_j</th><th>f_ap_newfirm_j</th><th>ferr_ap_newfirm_j</th><th>m_ap_newfirm_h</th><th>merr_ap_newfirm_h</th><th>f_ap_newfirm_h</th><th>ferr_ap_newfirm_h</th><th>m_ap_onis_k</th><th>merr_ap_onis_k</th><th>f_ap_onis_k</th><th>ferr_ap_onis_k</th><th>m_ap_newfirm_k</th><th>merr_ap_newfirm_k</th><th>f_ap_newfirm_k</th><th>ferr_ap_newfirm_k</th><th>m_ap_irac_ch1</th><th>merr_ap_irac_ch1</th><th>f_ap_irac_ch1</th><th>ferr_ap_irac_ch1</th><th>m_ap_irac_ch2</th><th>merr_ap_irac_ch2</th><th>f_ap_irac_ch2</th><th>ferr_ap_irac_ch2</th><th>m_ap_irac_ch3</th><th>merr_ap_irac_ch3</th><th>f_ap_irac_ch3</th><th>ferr_ap_irac_ch3</th><th>m_ap_irac_ch4</th><th>merr_ap_irac_ch4</th><th>f_ap_irac_ch4</th><th>ferr_ap_irac_ch4</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th></tr></thead>\n",
       "<tr><td>0</td><td>1</td><td>217.5665371</td><td>32.117202</td><td>5</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>21.8227566382</td><td>0.3133</td><td>6.77481350724</td><td>1.95493994077</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>19.3435866264</td><td>-99.0</td><td>31.6411819493</td><td>17.4097925571</td></tr>\n",
       "<tr><td>1</td><td>2</td><td>216.1924704</td><td>32.1071896</td><td>6</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.7889566382</td><td>0.0947</td><td>17.5556674154</td><td>1.53123907719</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.1495976355</td><td>-99.0</td><td>5.51636123756</td><td>13.0590683324</td></tr>\n",
       "<tr><td>2</td><td>3</td><td>216.2097384</td><td>32.1080726</td><td>4</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>21.9249566382</td><td>0.2392</td><td>6.16619627748</td><td>1.35848297506</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.1281753971</td><td>-99.0</td><td>11.5327452293</td><td>10.3660594718</td></tr>\n",
       "<tr><td>3</td><td>4</td><td>216.2048572</td><td>32.1082895</td><td>6</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.4816566382</td><td>0.4211</td><td>3.69264318776</td><td>1.4321821816</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.7232067928</td><td>-99.0</td><td>-6.76725743805</td><td>12.7094542684</td></tr>\n",
       "<tr><td>4</td><td>5</td><td>216.592738</td><td>32.1131399</td><td>5</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.0409566382</td><td>0.3882</td><td>5.54137249505</td><td>1.98129231866</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.1004531708</td><td>-99.0</td><td>-1.69688612318</td><td>17.3980901074</td></tr>\n",
       "<tr><td>5</td><td>6</td><td>216.5893936</td><td>32.1132923</td><td>5</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.9708566382</td><td>0.1276</td><td>14.8476371197</td><td>1.74495286071</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>19.5326385559</td><td>-99.0</td><td>15.9430973557</td><td>19.9483978362</td></tr>\n",
       "<tr><td>6</td><td>7</td><td>216.6887551</td><td>32.1133444</td><td>5</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>19.3117016338</td><td>0.0307</td><td>68.4414727837</td><td>1.93523362788</td><td>19.7576566382</td><td>0.0441</td><td>45.3876131628</td><td>1.84353596363</td><td>19.5387044426</td><td>0.4078</td><td>55.5287916472</td><td>20.8564853364</td><td>19.7560252021</td><td>-99.0</td><td>16.8940081011</td><td>14.2809280627</td></tr>\n",
       "<tr><td>7</td><td>8</td><td>217.0746873</td><td>32.1172153</td><td>6</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>21.7533566382</td><td>0.2607</td><td>7.22199768251</td><td>1.73409967134</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.3092585617</td><td>-99.0</td><td>-1.85991329179</td><td>14.5841666987</td></tr>\n",
       "<tr><td>8</td><td>9</td><td>216.2086351</td><td>32.1099486</td><td>5</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>21.8763566382</td><td>0.2534</td><td>6.44847981471</td><td>1.50501086533</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.0678162101</td><td>-99.0</td><td>13.2816703873</td><td>10.4138426546</td></tr>\n",
       "<tr><td>9</td><td>10</td><td>216.1942049</td><td>32.1103693</td><td>6</td><td>0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>22.0034566382</td><td>0.3172</td><td>5.7361083309</td><td>1.67581550158</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>-99.0</td><td>20.0951555976</td><td>-99.0</td><td>7.45096799802</td><td>12.9051101537</td></tr>\n",
       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "\n",
       "var astropy_sort_num = function(a, b) {\n",
       "    var a_num = parseFloat(a);\n",
       "    var b_num = parseFloat(b);\n",
       "\n",
       "    if (isNaN(a_num) && isNaN(b_num))\n",
       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
       "    else\n",
       "        return isNaN(a_num) ? -1 : 1;\n",
       "}\n",
       "\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table139977708193384-142936').dataTable()\");\n",
       "    \n",
       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
       "    \"optionalnum-asc\": astropy_sort_num,\n",
       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
       "});\n",
       "\n",
       "    $('#table139977708193384-142936').dataTable({\n",
       "        order: [],\n",
       "        pageLength: 50,\n",
       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        pagingType: \"full_numbers\",\n",
       "        columnDefs: [{targets: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irac_i2_catalogue[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II - Astrometry correction\n",
    "\n",
    "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_Bootes.fits\")\n",
    "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_astcor_diag_plot(i_catalogue[\"ra\"], i_catalogue[\"dec\"], \n",
    "                    gaia_coords.ra, gaia_coords.dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RA correction: -0.0735978168904694 arcsec\n",
      "Dec correction: -0.12698051759514328 arcsec\n"
     ]
    }
   ],
   "source": [
    "delta_ra, delta_dec =  astrometric_correction(\n",
    "    SkyCoord(i_catalogue[\"ra\"], i_catalogue[\"dec\"]),\n",
    "    gaia_coords\n",
    ")\n",
    "\n",
    "print(\"RA correction: {}\".format(delta_ra))\n",
    "print(\"Dec correction: {}\".format(delta_dec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "i_catalogue[\"ra\"] = i_catalogue[\"ra\"] + delta_ra.to(u.deg)\n",
    "i_catalogue[\"dec\"] = i_catalogue[\"dec\"] + delta_dec.to(u.deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_astcor_diag_plot(i_catalogue[\"ra\"], i_catalogue[\"dec\"], \n",
    "                    gaia_coords.ra, gaia_coords.dec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then correct the other catalogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_astcor_diag_plot(irac_i2_catalogue[\"ALPHA_J2000\"], irac_i2_catalogue[\"DELTA_J2000\"], \n",
    "                    gaia_coords.ra, gaia_coords.dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RA correction: -0.07916888162640134 arcsec\n",
      "Dec correction: -0.08063874360573209 arcsec\n"
     ]
    }
   ],
   "source": [
    "delta_ra, delta_dec =  astrometric_correction(\n",
    "    SkyCoord(irac_i2_catalogue[\"ALPHA_J2000\"], irac_i2_catalogue[\"DELTA_J2000\"]),\n",
    "    gaia_coords\n",
    ")\n",
    "\n",
    "print(\"RA correction: {}\".format(delta_ra))\n",
    "print(\"Dec correction: {}\".format(delta_dec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "irac_i2_catalogue[\"ALPHA_J2000\"] = irac_i2_catalogue[\"ALPHA_J2000\"] + delta_ra.to(u.deg)\n",
    "irac_i2_catalogue[\"DELTA_J2000\"] = irac_i2_catalogue[\"DELTA_J2000\"] + delta_dec.to(u.deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_astcor_diag_plot(irac_i2_catalogue[\"ALPHA_J2000\"], irac_i2_catalogue[\"DELTA_J2000\"], \n",
    "                    gaia_coords.ra, gaia_coords.dec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III Merging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_merge_dist_plot(\n",
    "    SkyCoord(i_catalogue['ra'], i_catalogue['dec']),\n",
    "    SkyCoord(irac_i2_catalogue[\"ALPHA_J2000\"], irac_i2_catalogue[\"DELTA_J2000\"] )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 1580405 sources only in the first catalogue\n",
      "There are 185203 sources only in the second catalogue\n",
      "There are 486485 sources in both catalogues\n"
     ]
    }
   ],
   "source": [
    "radius = 1.0*u.arcsec\n",
    "coords_1 = SkyCoord(i_catalogue['ra'], i_catalogue['dec'])\n",
    "\n",
    "coords_2 = SkyCoord(irac_i2_catalogue[\"ALPHA_J2000\"], irac_i2_catalogue[\"DELTA_J2000\"])\n",
    "\n",
    "# Search for sources in second catalogue matching the sources in the first\n",
    "# one.\n",
    "idx_2, idx_1, d2d, _ = coords_1.search_around_sky(coords_2, radius)\n",
    "\n",
    "# We want to flag the possible mis-associations, i.e. the sources in each\n",
    "# catalogue that are associated to several sources in the other one, but\n",
    "# also all the sources that are associated to a problematic source in the\n",
    "# other catalogue (e.g. if two sources in the first catalogue are\n",
    "# associated to the same source in the second catalogue, they must be\n",
    "# flagged as potentially problematic).\n",
    "#\n",
    "# Search for duplicate associations\n",
    "toflag_idx_1 = np.unique([item for item, count in Counter(idx_1).items()\n",
    "                              if count > 1])\n",
    "toflag_idx_2 = np.unique([item for item, count in Counter(idx_2).items()\n",
    "                              if count > 1])\n",
    "# Flagging the sources associated to duplicates\n",
    "dup_associated_in_idx1 = np.in1d(idx_2, toflag_idx_2)\n",
    "dup_associated_in_idx2 = np.in1d(idx_1, toflag_idx_1)\n",
    "toflag_idx_1 = np.unique(np.concatenate(\n",
    "    (toflag_idx_1, idx_1[dup_associated_in_idx1])\n",
    "))\n",
    "toflag_idx_2 = np.unique(np.concatenate(\n",
    "    (toflag_idx_2, idx_2[dup_associated_in_idx2])\n",
    "))\n",
    "\n",
    "# Adding the flags to the catalogue.  In the second catalogue, the column\n",
    "# is named \"flag_merged_2\" and will be combined to the flag_merged column\n",
    "# one the merge is done.\n",
    "try:\n",
    "    i_catalogue[\"flag_merged\"] |= np.in1d(np.arange(len(i_catalogue), dtype=int),\n",
    "                                        toflag_idx_1)\n",
    "except KeyError:\n",
    "    i_catalogue.add_column(Column(\n",
    "        data=np.in1d(np.arange(len(i_catalogue), dtype=int), toflag_idx_1),\n",
    "        name=\"flag_merged\"\n",
    "    ))\n",
    "irac_i2_catalogue.add_column(Column(\n",
    "    data=np.in1d(np.arange(len(irac_i2_catalogue), dtype=int), toflag_idx_2),\n",
    "       name=\"flag_merged_2\"\n",
    "))\n",
    "\n",
    "# Now that we have flagged the maybe spurious associations, we want to\n",
    "# associate each source of each catalogue to at most one source in the\n",
    "# other one.\n",
    "\n",
    "# We sort the indices by the distance to take the nearest counterparts in\n",
    "# the following steps.\n",
    "sort_idx = np.argsort(d2d)\n",
    "idx_1 = idx_1[sort_idx]\n",
    "idx_2 = idx_2[sort_idx]\n",
    "\n",
    "# These array will contain the indexes of the matching sources in both\n",
    "# catalogues.\n",
    "match_idx_1 = np.array([], dtype=int)\n",
    "match_idx_2 = np.array([], dtype=int)\n",
    "\n",
    "while len(idx_1) > 0:\n",
    "\n",
    "    both_first_idx = np.sort(np.intersect1d(\n",
    "         np.unique(idx_1, return_index=True)[1],\n",
    "         np.unique(idx_2, return_index=True)[1],\n",
    "    ))\n",
    "\n",
    "    new_match_idx_1 = idx_1[both_first_idx]\n",
    "    new_match_idx_2 = idx_2[both_first_idx]\n",
    "\n",
    "    match_idx_1 = np.concatenate((match_idx_1, new_match_idx_1))\n",
    "    match_idx_2 = np.concatenate((match_idx_2, new_match_idx_2))\n",
    "\n",
    "    # We remove the matching sources in both catalogues.\n",
    "    to_remove = (np.in1d(idx_1, new_match_idx_1) |\n",
    "                     np.in1d(idx_2, new_match_idx_2))\n",
    "    idx_1 = idx_1[~to_remove]\n",
    "    idx_2 = idx_2[~to_remove]\n",
    "\n",
    "# Indices of un-associated object in both catalogues.\n",
    "unmatched_idx_1 = np.delete(np.arange(len(i_catalogue), dtype=int),match_idx_1)\n",
    "unmatched_idx_2 = np.delete(np.arange(len(irac_i2_catalogue), dtype=int),match_idx_2)\n",
    "\n",
    "# Sources only in cat_1\n",
    "only_in_cat_1 = i_catalogue[unmatched_idx_1]\n",
    "\n",
    "# Sources only in cat_2\n",
    "only_in_cat_2 = irac_i2_catalogue[unmatched_idx_2]\n",
    "# We are using the ra and dec columns from cat_2 for the position.\n",
    "only_in_cat_2[\"ALPHA_J2000\"].name = \"ra\"\n",
    "only_in_cat_2[\"DELTA_J2000\"].name = \"dec\"\n",
    "\n",
    "# Where we have an association we take the values from the i selected catalogue.\n",
    "both_in_cat_1_and_cat_2 = i_catalogue[match_idx_1] #hstack([cat_1[match_idx_1], cat_2[match_idx_2]])\n",
    "# We don't need the positions from the second catalogue anymore.\n",
    "#both_in_cat_1_and_cat_2.remove_columns([racol_2, decol_2])\n",
    "\n",
    "# Logging the number of rows\n",
    "print(\"There are {} sources only in the first catalogue\".format(len(only_in_cat_1)))\n",
    "print(\"There are {} sources only in the second catalogue\".format(len(only_in_cat_2)))\n",
    "print(\"There are {} sources in both catalogues\".format(len(both_in_cat_1_and_cat_2)))\n",
    "\n",
    "merged_catalogue = vstack([only_in_cat_1,  both_in_cat_1_and_cat_2,\n",
    "                               only_in_cat_2])\n",
    "\n",
    "# When vertically stacking the catalogues, some values in the flag columns\n",
    "# are masked because they did not exist in the catalogue some row originate\n",
    "# from. We must set them to the appropriate value.\n",
    "for colname in merged_catalogue.colnames:\n",
    "    if 'flag' in colname:\n",
    "        merged_catalogue[colname][merged_catalogue[colname].mask] = False\n",
    "\n",
    "# We combined the flag_merged flags\n",
    "merged_catalogue['flag_merged'] |= merged_catalogue['flag_merged_2']\n",
    "merged_catalogue.remove_column('flag_merged_2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:965: RuntimeWarning: invalid value encountered in less\n",
      "  return getattr(self.data, op)(other)\n"
     ]
    }
   ],
   "source": [
    "# Replace -99 values\n",
    "for col in merged_catalogue.colnames:\n",
    "    if col.startswith('m_'):\n",
    "        errcol = \"merr{}\".format(col[1:])\n",
    "        merged_catalogue[col][merged_catalogue[col] < -90.] = np.nan\n",
    "        merged_catalogue[errcol][merged_catalogue[errcol] < -90.] = np.nan\n",
    "    if col.startswith('f_'):\n",
    "        errcol = \"ferr{}\".format(col[1:])\n",
    "        merged_catalogue[col][merged_catalogue[col] < -90.] = np.nan\n",
    "        merged_catalogue[errcol][merged_catalogue[errcol] < -90.] = np.nan\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged_catalogue['CLASS_STAR'].name = 'stellarity'\n",
    "merged_catalogue.remove_columns(['FLAG_DEEP', 'IMAFLAGS', 'SEGFLAGS'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IV - Removal of duplicated sources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The initial catalogue had 2252093 sources.\n",
      "The cleaned catalogue has 2119557 sources (132536 removed).\n",
      "The cleaned catalogue has 129179 sources flagged as having been cleaned\n"
     ]
    }
   ],
   "source": [
    "SORT_COLS = ['merr_ap_lbc_u',\n",
    "             'merr_ap_mosaic_bw',\n",
    "             'merr_ap_mosaic_r',\n",
    "             'merr_ap_mosaic_i',\n",
    "             'merr_ap_prime90_z',\n",
    "             'merr_ap_suprime_z',\n",
    "             'merr_ap_lbc_y',\n",
    "             'merr_ap_newfirm_j',\n",
    "             'merr_ap_newfirm_h',\n",
    "             'merr_ap_onis_k',\n",
    "             'merr_ap_newfirm_k',\n",
    "             'merr_ap_irac_ch1',\n",
    "             'merr_ap_irac_ch2',\n",
    "             'merr_ap_irac_ch3',\n",
    "             'merr_ap_irac_ch4']\n",
    "FLAG_NAME = 'flag_cleaned'\n",
    "\n",
    "nb_orig_sources = len(merged_catalogue)\n",
    "\n",
    "merged_catalogue = remove_duplicates(merged_catalogue, 'ra', 'dec',  sort_col=SORT_COLS, flag_name=FLAG_NAME)\n",
    "\n",
    "nb_sources = len(merged_catalogue)\n",
    "\n",
    "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n",
    "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n",
    "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(merged_catalogue[FLAG_NAME])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rename Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "replacements = [\n",
    "    ['_lbc_', '_lbcb_'],\n",
    "    ['_onis_k', '_tifkam_ks'],\n",
    "    ['_irac_ch', '_irac_i'],\n",
    "    ['_prime90_', '_90prime_'],\n",
    "    ['_mosaic_bw', '_mosaic_b'],\n",
    "]\n",
    "for col in merged_catalogue.colnames:\n",
    "    for rep in replacements:\n",
    "        if rep[0] in col:\n",
    "            merged_catalogue.rename_column(col, col.replace(rep[0], rep[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=10</i>\n",
       "<table id=\"table139976669074656-537171\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>brown_i_id</th><th>ra</th><th>dec</th><th>stellarity</th><th>m_ap_lbcb_u</th><th>merr_ap_lbcb_u</th><th>f_ap_lbcb_u</th><th>ferr_ap_lbcb_u</th><th>m_ap_mosaic_b</th><th>merr_ap_mosaic_b</th><th>f_ap_mosaic_b</th><th>ferr_ap_mosaic_b</th><th>m_ap_mosaic_r</th><th>merr_ap_mosaic_r</th><th>f_ap_mosaic_r</th><th>ferr_ap_mosaic_r</th><th>m_ap_mosaic_i</th><th>merr_ap_mosaic_i</th><th>f_ap_mosaic_i</th><th>ferr_ap_mosaic_i</th><th>m_ap_90prime_z</th><th>merr_ap_90prime_z</th><th>f_ap_90prime_z</th><th>ferr_ap_90prime_z</th><th>m_ap_suprime_z</th><th>merr_ap_suprime_z</th><th>f_ap_suprime_z</th><th>ferr_ap_suprime_z</th><th>m_ap_lbcb_y</th><th>merr_ap_lbcb_y</th><th>f_ap_lbcb_y</th><th>ferr_ap_lbcb_y</th><th>m_ap_newfirm_j</th><th>merr_ap_newfirm_j</th><th>f_ap_newfirm_j</th><th>ferr_ap_newfirm_j</th><th>m_ap_newfirm_h</th><th>merr_ap_newfirm_h</th><th>f_ap_newfirm_h</th><th>ferr_ap_newfirm_h</th><th>m_ap_tifkam_ks</th><th>merr_ap_tifkam_ks</th><th>f_ap_tifkam_ks</th><th>ferr_ap_tifkam_ks</th><th>m_ap_newfirm_k</th><th>merr_ap_newfirm_k</th><th>f_ap_newfirm_k</th><th>ferr_ap_newfirm_k</th><th>m_ap_irac_i1</th><th>merr_ap_irac_i1</th><th>f_ap_irac_i1</th><th>ferr_ap_irac_i1</th><th>m_ap_irac_i2</th><th>merr_ap_irac_i2</th><th>f_ap_irac_i2</th><th>ferr_ap_irac_i2</th><th>m_ap_irac_i3</th><th>merr_ap_irac_i3</th><th>f_ap_irac_i3</th><th>ferr_ap_irac_i3</th><th>m_ap_irac_i4</th><th>merr_ap_irac_i4</th><th>f_ap_irac_i4</th><th>ferr_ap_irac_i4</th><th>flag_merged</th><th>brown_irac_id</th><th>flag_cleaned</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th></th><th></th></tr></thead>\n",
       "<tr><td>0</td><td>1276215</td><td>218.995577756</td><td>34.5896415276</td><td>0.82</td><td>15.5193538666</td><td>2.1687890694e-05</td><td>2250.39208984</td><td>0.0449522286654</td><td>18.5225963593</td><td>0.000415778107708</td><td>141.566696167</td><td>0.05421237275</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>17.5543479919</td><td>0.00108328799251</td><td>345.350646973</td><td>0.344571948051</td><td>14.5501556396</td><td>0.000117031901027</td><td>5494.62109375</td><td>0.592267274857</td><td>18.387512207</td><td>0.000804600596894</td><td>160.322601318</td><td>0.118809394538</td><td>14.075551033</td><td>5.82057182328e-05</td><td>8507.05761719</td><td>0.456058651209</td><td>13.4862003326</td><td>6.28561610938e-05</td><td>14639.2734375</td><td>0.847506523132</td><td>13.8507671356</td><td>0.000137060400448</td><td>10463.8847656</td><td>1.32093250751</td><td>13.6460313797</td><td>0.000926379521843</td><td>12635.3476562</td><td>10.7808208466</td><td>13.9658908844</td><td>0.000338573387126</td><td>9411.16210938</td><td>2.93475461006</td><td>15.0270013809</td><td>0.000161098898388</td><td>3541.59838867</td><td>0.52549380064</td><td>15.5461568832</td><td>0.000427073595347</td><td>2195.51831055</td><td>0.863605678082</td><td>15.8879041672</td><td>0.00383370998316</td><td>1602.64770508</td><td>5.65891265869</td><td>16.2077674866</td><td>0.00680741202086</td><td>1193.69250488</td><td>7.48428344727</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>1</td><td>961698</td><td>216.816872656</td><td>34.0848527276</td><td>0.77</td><td>15.9468536377</td><td>3.42258899764e-05</td><td>1517.95239258</td><td>0.0478507317603</td><td>18.9686965942</td><td>0.00055440311553</td><td>93.8687362671</td><td>0.0479316450655</td><td>18.5700340271</td><td>0.00221734703518</td><td>135.514572144</td><td>0.276754915714</td><td>17.3362464905</td><td>0.000371064292267</td><td>422.183227539</td><td>0.144286543131</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.2079124451</td><td>0.00104678503703</td><td>189.16229248</td><td>0.182376042008</td><td>16.5430526733</td><td>0.000540364184417</td><td>876.554382324</td><td>0.436255723238</td><td>14.0643997192</td><td>0.000144738602103</td><td>8594.88574219</td><td>1.14577710629</td><td>14.217467308</td><td>0.000184844902833</td><td>7464.71240234</td><td>1.27085578442</td><td>13.9987325668</td><td>0.00127930997405</td><td>9130.7578125</td><td>10.7586631775</td><td>14.4834899902</td><td>0.000554016907699</td><td>5842.56982422</td><td>2.98127889633</td><td>15.4659013748</td><td>0.000314520788379</td><td>2363.95556641</td><td>0.68480104208</td><td>15.872756958</td><td>0.000664226012304</td><td>1625.16320801</td><td>0.994233846664</td><td>16.1110038757</td><td>0.00563817517832</td><td>1304.96228027</td><td>6.77660560608</td><td>16.4875679016</td><td>0.0102981198579</td><td>922.513244629</td><td>8.74996376038</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>2</td><td>147596</td><td>217.795867456</td><td>32.6614980276</td><td>0.04</td><td>16.1275558472</td><td>4.00396093028e-05</td><td>1285.2208252</td><td>0.0473961755633</td><td>19.5995998383</td><td>0.000778453191742</td><td>52.5001029968</td><td>0.0376416295767</td><td>18.3233337402</td><td>0.000593007600401</td><td>170.084976196</td><td>0.0928970500827</td><td>18.1486492157</td><td>0.00094075727975</td><td>199.774597168</td><td>0.17309859395</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.7925109863</td><td>0.00268825795501</td><td>110.406608582</td><td>0.273364245892</td><td>17.2209510803</td><td>0.00135028595105</td><td>469.482849121</td><td>0.583876729012</td><td>14.7102994919</td><td>0.000146867794683</td><td>4741.11230469</td><td>0.641331374645</td><td>14.9507675171</td><td>0.000295410602121</td><td>3799.20654297</td><td>1.03370046616</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>15.4731903076</td><td>0.0014382529771</td><td>2348.13842773</td><td>3.11053204536</td><td>16.4973011017</td><td>0.000758269627113</td><td>914.280273438</td><td>0.638526141644</td><td>16.9398574829</td><td>0.00189923599828</td><td>608.215087891</td><td>1.06392705441</td><td>17.1720046997</td><td>0.0097067784518</td><td>491.131835938</td><td>4.390853405</td><td>17.6272697449</td><td>0.0287622399628</td><td>322.918121338</td><td>8.55442523956</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>3</td><td>795031</td><td>217.319137356</td><td>33.8609329276</td><td>0.03</td><td>16.17735672</td><td>4.02676305384e-05</td><td>1227.60144043</td><td>0.0455291122198</td><td>16.9921970367</td><td>0.000124901300296</td><td>579.589904785</td><td>0.0666750669479</td><td>16.447435379</td><td>0.000128211293486</td><td>957.251342773</td><td>0.113038919866</td><td>18.1976490021</td><td>0.00196359097026</td><td>190.959106445</td><td>0.345356076956</td><td>14.9200553894</td><td>0.000166381301824</td><td>3908.20678711</td><td>0.598904728889</td><td>18.8935127258</td><td>0.00218583690003</td><td>100.599205017</td><td>0.202529355884</td><td>15.6972522736</td><td>0.000252429599641</td><td>1910.28930664</td><td>0.444135159254</td><td>14.4419002533</td><td>0.000231083802646</td><td>6070.71240234</td><td>1.29206645489</td><td>14.7184667587</td><td>0.000308850489091</td><td>4705.58007812</td><td>1.33855783939</td><td>14.8798322678</td><td>0.0029568169266</td><td>4055.71069336</td><td>11.0450353622</td><td>15.0117912292</td><td>0.000924056221265</td><td>3591.56347656</td><td>3.05673384666</td><td>16.0587005615</td><td>0.000708231702447</td><td>1369.36474609</td><td>0.893244206905</td><td>16.5712566376</td><td>0.00120381801389</td><td>854.077270508</td><td>0.946964502335</td><td>16.7936038971</td><td>0.00914209056646</td><td>695.918151855</td><td>5.85975408554</td><td>17.2411689758</td><td>0.0212795995176</td><td>460.821075439</td><td>9.03174114227</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>4</td><td>653600</td><td>216.230856156</td><td>33.6445755276</td><td>0.21</td><td>16.280954361</td><td>4.30317995779e-05</td><td>1115.88098145</td><td>0.0442265532911</td><td>17.8414974213</td><td>0.000248267286224</td><td>265.094421387</td><td>0.0606171824038</td><td>17.6382331848</td><td>0.000406437990023</td><td>319.673187256</td><td>0.119667492807</td><td>17.171749115</td><td>0.000474881089758</td><td>491.247894287</td><td>0.214862823486</td><td>14.8005552292</td><td>0.00017624310567</td><td>4362.92382812</td><td>0.708215534687</td><td>18.7244129181</td><td>0.00158753397409</td><td>117.55330658</td><td>0.171883270144</td><td>15.1740522385</td><td>0.000168447193573</td><td>3092.99462891</td><td>0.479864567518</td><td>14.8459997177</td><td>0.00020566409512</td><td>4184.07958984</td><td>0.792563557625</td><td>15.014667511</td><td>0.000497227592859</td><td>3582.06079102</td><td>1.64045333862</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>15.4040908813</td><td>0.00116952403914</td><td>2502.43945312</td><td>2.69555640221</td><td>16.6079006195</td><td>0.00144929497037</td><td>825.732421875</td><td>1.10222899914</td><td>16.9761581421</td><td>0.00199359189719</td><td>588.216247559</td><td>1.080062747</td><td>17.224105835</td><td>0.0106007996947</td><td>468.120819092</td><td>4.57059049606</td><td>17.6466674805</td><td>0.028540039435</td><td>317.199737549</td><td>8.33802318573</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>5</td><td>1058896</td><td>216.831527456</td><td>34.2203607276</td><td>1.0</td><td>16.1230545044</td><td>4.32292799815e-05</td><td>1290.55895996</td><td>0.051384434104</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>16.7199497223</td><td>0.000428915402154</td><td>744.766418457</td><td>0.294216781855</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.2921142578</td><td>0.000787094701082</td><td>175.046981812</td><td>0.126898735762</td><td>17.4431495667</td><td>0.00121613894589</td><td>382.595336914</td><td>0.428547084332</td><td>14.1550998688</td><td>0.000173381005879</td><td>7906.05712891</td><td>1.26251673698</td><td>14.1304664612</td><td>0.000198200694285</td><td>8087.47802734</td><td>1.47636580467</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>14.0192909241</td><td>0.000334874086548</td><td>8959.4921875</td><td>2.76338005066</td><td>15.227101326</td><td>0.000265594106168</td><td>2945.50219727</td><td>0.720532298088</td><td>15.7372570038</td><td>0.000457446702057</td><td>1841.18395996</td><td>0.775735020638</td><td>15.9526042938</td><td>0.00404241587967</td><td>1509.93469238</td><td>5.62179327011</td><td>16.3482685089</td><td>0.00790466926992</td><td>1048.79943848</td><td>7.63575267792</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>6</td><td>1498752</td><td>217.221483556</td><td>34.9211298276</td><td>0.97</td><td>16.1894569397</td><td>4.38260394731e-05</td><td>1213.9967041</td><td>0.0490033142269</td><td>16.9044971466</td><td>0.000109585300379</td><td>628.348754883</td><td>0.0634203702211</td><td>16.6240348816</td><td>0.000199975300347</td><td>813.553955078</td><td>0.14984369278</td><td>14.9575490952</td><td>7.6479933341e-05</td><td>3775.55175781</td><td>0.265952199697</td><td>14.7488555908</td><td>0.000163899298059</td><td>4575.70068359</td><td>0.69073331356</td><td>18.6927146912</td><td>0.00273226993158</td><td>121.035964966</td><td>0.304588675499</td><td>15.0698509216</td><td>0.000187150406418</td><td>3404.54858398</td><td>0.586848497391</td><td>14.4013996124</td><td>8.68616771186e-05</td><td>6301.4453125</td><td>0.504131793976</td><td>14.639966011</td><td>0.000246516807238</td><td>5058.40234375</td><td>1.14851212502</td><td>15.1977310181</td><td>0.00464507006109</td><td>3026.26806641</td><td>12.9471845627</td><td>14.9658908844</td><td>0.000776177272201</td><td>3746.65454102</td><td>2.678429842</td><td>16.1205005646</td><td>0.000507725810166</td><td>1293.59838867</td><td>0.604929029942</td><td>16.6171569824</td><td>0.00116549199447</td><td>818.722961426</td><td>0.878864645958</td><td>16.8756046295</td><td>0.00941244140267</td><td>645.294494629</td><td>5.5941734314</td><td>17.2500686646</td><td>0.0212717205286</td><td>457.059539795</td><td>8.95470142365</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>7</td><td>1009292</td><td>216.832475956</td><td>34.1461170276</td><td>0.65</td><td>16.1028556824</td><td>4.3845280743e-05</td><td>1314.79443359</td><td>0.0530953407288</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>16.4146499634</td><td>0.000555227976292</td><td>986.597412109</td><td>0.504530012608</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.2402133942</td><td>0.000965671322774</td><td>183.617767334</td><td>0.163312613964</td><td>16.7912521362</td><td>0.000654654228128</td><td>697.428161621</td><td>0.420520484447</td><td>14.0348997116</td><td>0.000156294903718</td><td>8831.61132812</td><td>1.27133631706</td><td>14.0992660522</td><td>0.000172169602592</td><td>8323.25878906</td><td>1.31985294819</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>14.3102903366</td><td>0.000487509300001</td><td>6853.04492188</td><td>3.07710409164</td><td>15.4371013641</td><td>0.000340912287356</td><td>2427.5</td><td>0.762215137482</td><td>16.0065574646</td><td>0.000629742571618</td><td>1436.73718262</td><td>0.833328187466</td><td>16.2614040375</td><td>0.00440729781985</td><td>1136.15673828</td><td>4.61196899414</td><td>16.6215667725</td><td>0.00898854807019</td><td>815.403869629</td><td>6.75053215027</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>8</td><td>972889</td><td>219.394742356</td><td>34.0946077276</td><td>0.03</td><td>16.300655365</td><td>4.48439095635e-05</td><td>1095.81726074</td><td>0.0452602878213</td><td>18.3468971252</td><td>0.000454029708635</td><td>166.43347168</td><td>0.0695986226201</td><td>18.1485347748</td><td>0.000734861008823</td><td>199.795654297</td><td>0.135228097439</td><td>17.685749054</td><td>0.00127037498169</td><td>305.985198975</td><td>0.358020633459</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>17.670211792</td><td>0.00061540689785</td><td>310.395111084</td><td>0.175935298204</td><td>17.6477508545</td><td>0.00191224704031</td><td>316.883178711</td><td>0.55810880661</td><td>14.5193996429</td><td>0.000146882099216</td><td>5652.4921875</td><td>0.764688432217</td><td>15.2777671814</td><td>0.000449721410405</td><td>2811.20898438</td><td>1.16442728043</td><td>16.8454322815</td><td>0.0202358104289</td><td>663.478515625</td><td>12.3658275604</td><td>14.7679901123</td><td>0.000832960009575</td><td>4495.76806641</td><td>3.44908356667</td><td>15.3636016846</td><td>0.000256142491708</td><td>2597.52124023</td><td>0.612796723843</td><td>15.6807565689</td><td>0.000566497328691</td><td>1939.53369141</td><td>1.01197755337</td><td>15.8529043198</td><td>0.00337014091201</td><td>1655.15234375</td><td>5.13761663437</td><td>16.2185688019</td><td>0.00538427801803</td><td>1181.8770752</td><td>5.86105108261</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "<tr><td>9</td><td>1065578</td><td>216.956460756</td><td>34.2307680276</td><td>0.12</td><td>16.091255188</td><td>4.51448504464e-05</td><td>1328.91577148</td><td>0.0552562437952</td><td>18.1530990601</td><td>0.000216405693209</td><td>198.957611084</td><td>0.039655636996</td><td>16.6601352692</td><td>0.000261659210082</td><td>786.947631836</td><td>0.189652055502</td><td>17.0981483459</td><td>0.000721034884918</td><td>525.70324707</td><td>0.349118351936</td><td>14.5746555328</td><td>0.000163056101883</td><td>5372.02197266</td><td>0.8067715168</td><td>18.0695114136</td><td>0.000943476217799</td><td>214.879455566</td><td>0.186724603176</td><td>16.8303527832</td><td>0.00072245427873</td><td>672.758605957</td><td>0.447656959295</td><td>13.9476995468</td><td>0.00016445320216</td><td>9570.1796875</td><td>1.44956636429</td><td>13.9910669327</td><td>0.000190277904039</td><td>9195.45117188</td><td>1.61152517796</td><td>13.8001317978</td><td>0.00151236495003</td><td>10963.4433594</td><td>15.2714147568</td><td>14.0881900787</td><td>0.000428650702816</td><td>8408.59863281</td><td>3.31973052025</td><td>15.2799015045</td><td>0.000285463611363</td><td>2805.68725586</td><td>0.737676143646</td><td>15.6904563904</td><td>0.000432730099419</td><td>1922.28320312</td><td>0.76614356041</td><td>16.0533046722</td><td>0.00379121210426</td><td>1376.18823242</td><td>4.8054227829</td><td>16.3862686157</td><td>0.00776497879997</td><td>1012.72790527</td><td>7.24283742905</td><td>False</td><td>--</td><td>False</td></tr>\n",
       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "\n",
       "var astropy_sort_num = function(a, b) {\n",
       "    var a_num = parseFloat(a);\n",
       "    var b_num = parseFloat(b);\n",
       "\n",
       "    if (isNaN(a_num) && isNaN(b_num))\n",
       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
       "    else\n",
       "        return isNaN(a_num) ? -1 : 1;\n",
       "}\n",
       "\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table139976669074656-537171').dataTable()\");\n",
       "    \n",
       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
       "    \"optionalnum-asc\": astropy_sort_num,\n",
       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
       "});\n",
       "\n",
       "    $('#table139976669074656-537171').dataTable({\n",
       "        order: [],\n",
       "        pageLength: 50,\n",
       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        pagingType: \"full_numbers\",\n",
       "        columnDefs: [{targets: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_catalogue[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## V - Flagging Gaia objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged_catalogue.add_column(\n",
    "    gaia_flag_column(SkyCoord(merged_catalogue[\"ra\"], merged_catalogue[\"dec\"]), 2012, gaia)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "34138 sources flagged.\n"
     ]
    }
   ],
   "source": [
    "print(\"{} sources flagged.\".format(np.sum(merged_catalogue[\"flag_gaia\"] > 0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VI - Adding E(B-V) column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "merged_catalogue.add_column(\n",
    "    ebv(merged_catalogue['ra'], merged_catalogue['dec'])\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# VII - Adding HELP unique identifiers and field columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged_catalogue.add_column(Column(gen_help_id(merged_catalogue['ra'], merged_catalogue['dec']),\n",
    "                                   name=\"help_id\"))\n",
    "merged_catalogue.add_column(Column(np.full(len(merged_catalogue), \"Bootes\", dtype='<U18'),\n",
    "                                   name=\"field\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OK!\n"
     ]
    }
   ],
   "source": [
    "# Check that the HELP Ids are unique\n",
    "if len(merged_catalogue) != len(np.unique(merged_catalogue['help_id'])):\n",
    "    print(\"The HELP IDs are not unique!!!\")\n",
    "else:\n",
    "    print(\"OK!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VIII - Cross-matching with spec-z catalogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "specz =  Table.read(\"../../dmu23/dmu23_Bootes/data/Bootes-specz-v2.4.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "specz.rename_column('RA', 'ra')\n",
    "specz.rename_column('DEC', 'dec')\n",
    "specz.rename_column('OBJID', 'specz_id')\n",
    "specz.rename_column('Z_SPEC', 'z_spec')\n",
    "specz.rename_column('Z_SOURCE', 'z_source')\n",
    "specz.rename_column('Z_QUAL', 'z_qual')\n",
    "specz.rename_column('REL', 'rel')\n",
    "specz.rename_column('AGN', 'agn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_merge_dist_plot(\n",
    "    SkyCoord(merged_catalogue['ra'], merged_catalogue['dec']),\n",
    "    SkyCoord(specz['ra'] * u.deg, specz['dec'] * u.deg)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged_catalogue = specz_merge(merged_catalogue, specz, radius=1. * u.arcsec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## IX - Cross-identification table\n",
    "We are producing a table associating to each HELP identifier, the identifiers of the sources in the pristine catalogues. This can be used to easily get additional information from them.\n",
    "\n",
    "For convenience, we also cross-match the master list with the SDSS catalogue and add the objID associated with each source, if any."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "320 master list rows had multiple associations.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "##\n",
    " # Addind SDSS ids# Addind \n",
    "#\n",
    "sdss = Table.read(\"../../dmu0/dmu0_SDSS-DR13/data/SDSS-DR13_Bootes.fits\")['objID', 'ra', 'dec']\n",
    "sdss_coords = SkyCoord(sdss['ra'] * u.deg, sdss['dec'] * u.deg)\n",
    "idx_ml, d2d, _ = sdss_coords.match_to_catalog_sky(SkyCoord(merged_catalogue['ra'], merged_catalogue['dec']))\n",
    "idx_sdss = np.arange(len(sdss))\n",
    "\n",
    "# Limit the cross-match to 1 arcsec\n",
    "mask = d2d <= 1. * u.arcsec\n",
    "idx_ml = idx_ml[mask]\n",
    "idx_sdss = idx_sdss[mask]\n",
    "d2d = d2d[mask]\n",
    "nb_orig_matches = len(idx_ml)\n",
    "\n",
    "# In case of multiple associations of one master list object to an SDSS object, we keep only the\n",
    "# association to the nearest one.\n",
    "sort_idx = np.argsort(d2d)\n",
    "idx_ml = idx_ml[sort_idx]\n",
    "idx_sdss = idx_sdss[sort_idx]\n",
    "_, unique_idx = np.unique(idx_ml, return_index=True)\n",
    "idx_ml = idx_ml[unique_idx]\n",
    "idx_sdss = idx_sdss[unique_idx]\n",
    "print(\"{} master list rows had multiple associations.\".format(nb_orig_matches - len(idx_ml)))\n",
    "\n",
    "# Adding the ObjID to the master list\n",
    "merged_catalogue.add_column(Column(data=np.full(len(merged_catalogue), -1, dtype='>i8'), name=\"sdss_id\"))\n",
    "merged_catalogue['sdss_id'][idx_ml] = sdss['objID'][idx_sdss]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['brown_i_id', 'brown_irac_id', 'help_id', 'specz_id', 'sdss_id']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "id_names = []\n",
    "for col in merged_catalogue.colnames:\n",
    "    if 'id' in col:\n",
    "        id_names += [col]\n",
    "\n",
    "        \n",
    "        \n",
    "print(id_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged_catalogue[id_names].write(\n",
    "    \"{}/master_list_cross_ident_bootes_brown{}.fits\".format(OUT_DIR, SUFFIX), overwrite=True)\n",
    "id_names.remove('help_id')\n",
    "merged_catalogue.remove_columns(id_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VIII.a Wavelength domain coverage\n",
    "We add a binary flag_optnir_obs indicating that a source was observed in a given wavelength domain:\n",
    "\n",
    "1 for observation in optical;\n",
    "2 for observation in near-infrared;\n",
    "4 for observation in mid-infrared (IRAC).\n",
    "It's an integer binary flag, so a source observed both in optical and near-infrared by not in mid-infrared would have this flag at 1 + 2 = 3.\n",
    "\n",
    "Note 1: The observation flag is based on the creation of multi-order coverage maps from the catalogues, this may not be accurate, especially on the edges of the coverage.\n",
    "\n",
    "Note 2: Being on the observation coverage does not mean having fluxes in that wavelength domain. For sources observed in one domain but having no flux in it, one must take into consideration de different depths in the catalogue we are using."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/numpy/core/numeric.py:301: FutureWarning: in the future, full(2119557, 7) will return an array of dtype('int64')\n",
      "  format(shape, fill_value, array(fill_value).dtype), FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "merged_catalogue.add_column(\n",
    "    Column(\n",
    "        data=np.full(len(merged_catalogue), 7),\n",
    "        name=\"flag_optnir_obs\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VIII.b Wavelength domain detection\n",
    "We add a binary flag_optnir_det indicating that a source was detected in a given wavelength domain:\n",
    "\n",
    "1 for detection in optical;\n",
    "2 for detection in near-infrared;\n",
    "4 for detection in mid-infrared (IRAC).\n",
    "It's an integer binary flag, so a source detected both in optical and near-infrared by not in mid-infrared would have this flag at 1 + 2 = 3.\n",
    "\n",
    "Note 1: We use the total flux columns to know if the source has flux, in some catalogues, we may have aperture flux and no total flux.\n",
    "\n",
    "To get rid of artefacts (chip edges, star flares, etc.) we consider that a source is detected in one wavelength domain when it has a flux value in at least two bands. That means that good sources will be excluded from this flag when they are on the coverage of only one band."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "merr_ap_lbcb_u\n",
      "merr_ap_mosaic_b\n",
      "merr_ap_mosaic_r\n",
      "merr_ap_mosaic_i\n",
      "merr_ap_90prime_z\n",
      "merr_ap_suprime_z\n",
      "merr_ap_lbcb_y\n",
      "merr_ap_newfirm_j\n",
      "merr_ap_newfirm_h\n",
      "merr_ap_tifkam_ks\n",
      "merr_ap_newfirm_k\n",
      "merr_ap_irac_i1\n",
      "merr_ap_irac_i2\n",
      "merr_ap_irac_i3\n",
      "merr_ap_irac_i4\n"
     ]
    }
   ],
   "source": [
    "for col in merged_catalogue.colnames:\n",
    "    if col.startswith('merr_'):\n",
    "        print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nb_optical_flux = (\n",
    "  \n",
    "    \n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_90prime_z']) +\n",
    "    \n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_mosaic_r']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_mosaic_i']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_mosaic_b']) +\n",
    "    \n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_lbcb_u']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_lbcb_y']) \n",
    "  \n",
    "    \n",
    "\n",
    ")\n",
    "\n",
    "nb_nir_flux = (\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_newfirm_j']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_newfirm_h']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_newfirm_k']) +\n",
    "    \n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_tifkam_ks']) \n",
    "\n",
    ")\n",
    "\n",
    "nb_mir_flux = (\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_irac_i1']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_irac_i2']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_irac_i3']) +\n",
    "    1 * ~np.isnan(merged_catalogue['f_ap_irac_i4'])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "has_optical_flux = nb_optical_flux >= 2\n",
    "has_nir_flux = nb_nir_flux >= 2\n",
    "has_mir_flux = nb_mir_flux >= 2\n",
    "\n",
    "merged_catalogue.add_column(\n",
    "    Column(\n",
    "        1 * has_optical_flux + 2 * has_nir_flux + 4 * has_mir_flux,\n",
    "        name=\"flag_optnir_det\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### X - Adding HEALPix index¶\n",
    "We are adding a column with a HEALPix index at order 13 associated with each source.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "merged_catalogue.add_column(Column(\n",
    "    data=coords_to_hpidx(merged_catalogue['ra'], merged_catalogue['dec'], order=13),\n",
    "    name=\"hp_idx\"\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=10</i>\n",
       "<table id=\"table139976674118400-835099\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>ra</th><th>dec</th><th>stellarity</th><th>m_ap_lbcb_u</th><th>merr_ap_lbcb_u</th><th>f_ap_lbcb_u</th><th>ferr_ap_lbcb_u</th><th>m_ap_mosaic_b</th><th>merr_ap_mosaic_b</th><th>f_ap_mosaic_b</th><th>ferr_ap_mosaic_b</th><th>m_ap_mosaic_r</th><th>merr_ap_mosaic_r</th><th>f_ap_mosaic_r</th><th>ferr_ap_mosaic_r</th><th>m_ap_mosaic_i</th><th>merr_ap_mosaic_i</th><th>f_ap_mosaic_i</th><th>ferr_ap_mosaic_i</th><th>m_ap_90prime_z</th><th>merr_ap_90prime_z</th><th>f_ap_90prime_z</th><th>ferr_ap_90prime_z</th><th>m_ap_suprime_z</th><th>merr_ap_suprime_z</th><th>f_ap_suprime_z</th><th>ferr_ap_suprime_z</th><th>m_ap_lbcb_y</th><th>merr_ap_lbcb_y</th><th>f_ap_lbcb_y</th><th>ferr_ap_lbcb_y</th><th>m_ap_newfirm_j</th><th>merr_ap_newfirm_j</th><th>f_ap_newfirm_j</th><th>ferr_ap_newfirm_j</th><th>m_ap_newfirm_h</th><th>merr_ap_newfirm_h</th><th>f_ap_newfirm_h</th><th>ferr_ap_newfirm_h</th><th>m_ap_tifkam_ks</th><th>merr_ap_tifkam_ks</th><th>f_ap_tifkam_ks</th><th>ferr_ap_tifkam_ks</th><th>m_ap_newfirm_k</th><th>merr_ap_newfirm_k</th><th>f_ap_newfirm_k</th><th>ferr_ap_newfirm_k</th><th>m_ap_irac_i1</th><th>merr_ap_irac_i1</th><th>f_ap_irac_i1</th><th>ferr_ap_irac_i1</th><th>m_ap_irac_i2</th><th>merr_ap_irac_i2</th><th>f_ap_irac_i2</th><th>ferr_ap_irac_i2</th><th>m_ap_irac_i3</th><th>merr_ap_irac_i3</th><th>f_ap_irac_i3</th><th>ferr_ap_irac_i3</th><th>m_ap_irac_i4</th><th>merr_ap_irac_i4</th><th>f_ap_irac_i4</th><th>ferr_ap_irac_i4</th><th>flag_merged</th><th>flag_cleaned</th><th>flag_gaia</th><th>ebv</th><th>help_id</th><th>field</th><th>zspec</th><th>zspec_qual</th><th>zspec_association_flag</th><th>flag_optnir_obs</th><th>flag_optnir_det</th><th>hp_idx</th></tr></thead>\n",
       "<thead><tr><th></th><th>deg</th><th>deg</th><th></th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th>mag</th><th>uJy</th><th>uJy</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<tr><td>0</td><td>218.995577756</td><td>34.5896415276</td><td>0.82</td><td>15.5193538666</td><td>2.1687890694e-05</td><td>2250.39208984</td><td>0.0449522286654</td><td>18.5225963593</td><td>0.000415778107708</td><td>141.566696167</td><td>0.05421237275</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>17.5543479919</td><td>0.00108328799251</td><td>345.350646973</td><td>0.344571948051</td><td>14.5501556396</td><td>0.000117031901027</td><td>5494.62109375</td><td>0.592267274857</td><td>18.387512207</td><td>0.000804600596894</td><td>160.322601318</td><td>0.118809394538</td><td>14.075551033</td><td>5.82057182328e-05</td><td>8507.05761719</td><td>0.456058651209</td><td>13.4862003326</td><td>6.28561610938e-05</td><td>14639.2734375</td><td>0.847506523132</td><td>13.8507671356</td><td>0.000137060400448</td><td>10463.8847656</td><td>1.32093250751</td><td>13.6460313797</td><td>0.000926379521843</td><td>12635.3476562</td><td>10.7808208466</td><td>13.9658908844</td><td>0.000338573387126</td><td>9411.16210938</td><td>2.93475461006</td><td>15.0270013809</td><td>0.000161098898388</td><td>3541.59838867</td><td>0.52549380064</td><td>15.5461568832</td><td>0.000427073595347</td><td>2195.51831055</td><td>0.863605678082</td><td>15.8879041672</td><td>0.00383370998316</td><td>1602.64770508</td><td>5.65891265869</td><td>16.2077674866</td><td>0.00680741202086</td><td>1193.69250488</td><td>7.48428344727</td><td>False</td><td>False</td><td>3</td><td>0.0117327667118</td><td>HELP_J143558.939+343522.709</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>149927257</td></tr>\n",
       "<tr><td>1</td><td>216.816872656</td><td>34.0848527276</td><td>0.77</td><td>15.9468536377</td><td>3.42258899764e-05</td><td>1517.95239258</td><td>0.0478507317603</td><td>18.9686965942</td><td>0.00055440311553</td><td>93.8687362671</td><td>0.0479316450655</td><td>18.5700340271</td><td>0.00221734703518</td><td>135.514572144</td><td>0.276754915714</td><td>17.3362464905</td><td>0.000371064292267</td><td>422.183227539</td><td>0.144286543131</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.2079124451</td><td>0.00104678503703</td><td>189.16229248</td><td>0.182376042008</td><td>16.5430526733</td><td>0.000540364184417</td><td>876.554382324</td><td>0.436255723238</td><td>14.0643997192</td><td>0.000144738602103</td><td>8594.88574219</td><td>1.14577710629</td><td>14.217467308</td><td>0.000184844902833</td><td>7464.71240234</td><td>1.27085578442</td><td>13.9987325668</td><td>0.00127930997405</td><td>9130.7578125</td><td>10.7586631775</td><td>14.4834899902</td><td>0.000554016907699</td><td>5842.56982422</td><td>2.98127889633</td><td>15.4659013748</td><td>0.000314520788379</td><td>2363.95556641</td><td>0.68480104208</td><td>15.872756958</td><td>0.000664226012304</td><td>1625.16320801</td><td>0.994233846664</td><td>16.1110038757</td><td>0.00563817517832</td><td>1304.96228027</td><td>6.77660560608</td><td>16.4875679016</td><td>0.0102981198579</td><td>922.513244629</td><td>8.74996376038</td><td>False</td><td>False</td><td>3</td><td>0.0132577514492</td><td>HELP_J142716.049+340505.470</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>172253924</td></tr>\n",
       "<tr><td>2</td><td>217.795867456</td><td>32.6614980276</td><td>0.04</td><td>16.1275558472</td><td>4.00396093028e-05</td><td>1285.2208252</td><td>0.0473961755633</td><td>19.5995998383</td><td>0.000778453191742</td><td>52.5001029968</td><td>0.0376416295767</td><td>18.3233337402</td><td>0.000593007600401</td><td>170.084976196</td><td>0.0928970500827</td><td>18.1486492157</td><td>0.00094075727975</td><td>199.774597168</td><td>0.17309859395</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.7925109863</td><td>0.00268825795501</td><td>110.406608582</td><td>0.273364245892</td><td>17.2209510803</td><td>0.00135028595105</td><td>469.482849121</td><td>0.583876729012</td><td>14.7102994919</td><td>0.000146867794683</td><td>4741.11230469</td><td>0.641331374645</td><td>14.9507675171</td><td>0.000295410602121</td><td>3799.20654297</td><td>1.03370046616</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>15.4731903076</td><td>0.0014382529771</td><td>2348.13842773</td><td>3.11053204536</td><td>16.4973011017</td><td>0.000758269627113</td><td>914.280273438</td><td>0.638526141644</td><td>16.9398574829</td><td>0.00189923599828</td><td>608.215087891</td><td>1.06392705441</td><td>17.1720046997</td><td>0.0097067784518</td><td>491.131835938</td><td>4.390853405</td><td>17.6272697449</td><td>0.0287622399628</td><td>322.918121338</td><td>8.55442523956</td><td>False</td><td>False</td><td>3</td><td>0.00659564001233</td><td>HELP_J143111.008+323941.393</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>149853210</td></tr>\n",
       "<tr><td>3</td><td>217.319137356</td><td>33.8609329276</td><td>0.03</td><td>16.17735672</td><td>4.02676305384e-05</td><td>1227.60144043</td><td>0.0455291122198</td><td>16.9921970367</td><td>0.000124901300296</td><td>579.589904785</td><td>0.0666750669479</td><td>16.447435379</td><td>0.000128211293486</td><td>957.251342773</td><td>0.113038919866</td><td>18.1976490021</td><td>0.00196359097026</td><td>190.959106445</td><td>0.345356076956</td><td>14.9200553894</td><td>0.000166381301824</td><td>3908.20678711</td><td>0.598904728889</td><td>18.8935127258</td><td>0.00218583690003</td><td>100.599205017</td><td>0.202529355884</td><td>15.6972522736</td><td>0.000252429599641</td><td>1910.28930664</td><td>0.444135159254</td><td>14.4419002533</td><td>0.000231083802646</td><td>6070.71240234</td><td>1.29206645489</td><td>14.7184667587</td><td>0.000308850489091</td><td>4705.58007812</td><td>1.33855783939</td><td>14.8798322678</td><td>0.0029568169266</td><td>4055.71069336</td><td>11.0450353622</td><td>15.0117912292</td><td>0.000924056221265</td><td>3591.56347656</td><td>3.05673384666</td><td>16.0587005615</td><td>0.000708231702447</td><td>1369.36474609</td><td>0.893244206905</td><td>16.5712566376</td><td>0.00120381801389</td><td>854.077270508</td><td>0.946964502335</td><td>16.7936038971</td><td>0.00914209056646</td><td>695.918151855</td><td>5.85975408554</td><td>17.2411689758</td><td>0.0212795995176</td><td>460.821075439</td><td>9.03174114227</td><td>False</td><td>False</td><td>3</td><td>0.0095055860528</td><td>HELP_J142916.593+335139.359</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>172246680</td></tr>\n",
       "<tr><td>4</td><td>216.230856156</td><td>33.6445755276</td><td>0.21</td><td>16.280954361</td><td>4.30317995779e-05</td><td>1115.88098145</td><td>0.0442265532911</td><td>17.8414974213</td><td>0.000248267286224</td><td>265.094421387</td><td>0.0606171824038</td><td>17.6382331848</td><td>0.000406437990023</td><td>319.673187256</td><td>0.119667492807</td><td>17.171749115</td><td>0.000474881089758</td><td>491.247894287</td><td>0.214862823486</td><td>14.8005552292</td><td>0.00017624310567</td><td>4362.92382812</td><td>0.708215534687</td><td>18.7244129181</td><td>0.00158753397409</td><td>117.55330658</td><td>0.171883270144</td><td>15.1740522385</td><td>0.000168447193573</td><td>3092.99462891</td><td>0.479864567518</td><td>14.8459997177</td><td>0.00020566409512</td><td>4184.07958984</td><td>0.792563557625</td><td>15.014667511</td><td>0.000497227592859</td><td>3582.06079102</td><td>1.64045333862</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>15.4040908813</td><td>0.00116952403914</td><td>2502.43945312</td><td>2.69555640221</td><td>16.6079006195</td><td>0.00144929497037</td><td>825.732421875</td><td>1.10222899914</td><td>16.9761581421</td><td>0.00199359189719</td><td>588.216247559</td><td>1.080062747</td><td>17.224105835</td><td>0.0106007996947</td><td>468.120819092</td><td>4.57059049606</td><td>17.6466674805</td><td>0.028540039435</td><td>317.199737549</td><td>8.33802318573</td><td>False</td><td>False</td><td>3</td><td>0.0135710538628</td><td>HELP_J142455.405+333840.472</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>172240089</td></tr>\n",
       "<tr><td>5</td><td>216.831527456</td><td>34.2203607276</td><td>1.0</td><td>16.1230545044</td><td>4.32292799815e-05</td><td>1290.55895996</td><td>0.051384434104</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>16.7199497223</td><td>0.000428915402154</td><td>744.766418457</td><td>0.294216781855</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.2921142578</td><td>0.000787094701082</td><td>175.046981812</td><td>0.126898735762</td><td>17.4431495667</td><td>0.00121613894589</td><td>382.595336914</td><td>0.428547084332</td><td>14.1550998688</td><td>0.000173381005879</td><td>7906.05712891</td><td>1.26251673698</td><td>14.1304664612</td><td>0.000198200694285</td><td>8087.47802734</td><td>1.47636580467</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>14.0192909241</td><td>0.000334874086548</td><td>8959.4921875</td><td>2.76338005066</td><td>15.227101326</td><td>0.000265594106168</td><td>2945.50219727</td><td>0.720532298088</td><td>15.7372570038</td><td>0.000457446702057</td><td>1841.18395996</td><td>0.775735020638</td><td>15.9526042938</td><td>0.00404241587967</td><td>1509.93469238</td><td>5.62179327011</td><td>16.3482685089</td><td>0.00790466926992</td><td>1048.79943848</td><td>7.63575267792</td><td>False</td><td>False</td><td>2</td><td>0.0126929246466</td><td>HELP_J142719.567+341313.299</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>172255549</td></tr>\n",
       "<tr><td>6</td><td>217.221483556</td><td>34.9211298276</td><td>0.97</td><td>16.1894569397</td><td>4.38260394731e-05</td><td>1213.9967041</td><td>0.0490033142269</td><td>16.9044971466</td><td>0.000109585300379</td><td>628.348754883</td><td>0.0634203702211</td><td>16.6240348816</td><td>0.000199975300347</td><td>813.553955078</td><td>0.14984369278</td><td>14.9575490952</td><td>7.6479933341e-05</td><td>3775.55175781</td><td>0.265952199697</td><td>14.7488555908</td><td>0.000163899298059</td><td>4575.70068359</td><td>0.69073331356</td><td>18.6927146912</td><td>0.00273226993158</td><td>121.035964966</td><td>0.304588675499</td><td>15.0698509216</td><td>0.000187150406418</td><td>3404.54858398</td><td>0.586848497391</td><td>14.4013996124</td><td>8.68616771186e-05</td><td>6301.4453125</td><td>0.504131793976</td><td>14.639966011</td><td>0.000246516807238</td><td>5058.40234375</td><td>1.14851212502</td><td>15.1977310181</td><td>0.00464507006109</td><td>3026.26806641</td><td>12.9471845627</td><td>14.9658908844</td><td>0.000776177272201</td><td>3746.65454102</td><td>2.678429842</td><td>16.1205005646</td><td>0.000507725810166</td><td>1293.59838867</td><td>0.604929029942</td><td>16.6171569824</td><td>0.00116549199447</td><td>818.722961426</td><td>0.878864645958</td><td>16.8756046295</td><td>0.00941244140267</td><td>645.294494629</td><td>5.5941734314</td><td>17.2500686646</td><td>0.0212717205286</td><td>457.059539795</td><td>8.95470142365</td><td>False</td><td>False</td><td>3</td><td>0.0131097143263</td><td>HELP_J142853.156+345516.067</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>172283203</td></tr>\n",
       "<tr><td>7</td><td>216.832475956</td><td>34.1461170276</td><td>0.65</td><td>16.1028556824</td><td>4.3845280743e-05</td><td>1314.79443359</td><td>0.0530953407288</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>16.4146499634</td><td>0.000555227976292</td><td>986.597412109</td><td>0.504530012608</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>18.2402133942</td><td>0.000965671322774</td><td>183.617767334</td><td>0.163312613964</td><td>16.7912521362</td><td>0.000654654228128</td><td>697.428161621</td><td>0.420520484447</td><td>14.0348997116</td><td>0.000156294903718</td><td>8831.61132812</td><td>1.27133631706</td><td>14.0992660522</td><td>0.000172169602592</td><td>8323.25878906</td><td>1.31985294819</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>14.3102903366</td><td>0.000487509300001</td><td>6853.04492188</td><td>3.07710409164</td><td>15.4371013641</td><td>0.000340912287356</td><td>2427.5</td><td>0.762215137482</td><td>16.0065574646</td><td>0.000629742571618</td><td>1436.73718262</td><td>0.833328187466</td><td>16.2614040375</td><td>0.00440729781985</td><td>1136.15673828</td><td>4.61196899414</td><td>16.6215667725</td><td>0.00898854807019</td><td>815.403869629</td><td>6.75053215027</td><td>False</td><td>False</td><td>0</td><td>0.0129476265352</td><td>HELP_J142719.794+340846.021</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>172255489</td></tr>\n",
       "<tr><td>8</td><td>219.394742356</td><td>34.0946077276</td><td>0.03</td><td>16.300655365</td><td>4.48439095635e-05</td><td>1095.81726074</td><td>0.0452602878213</td><td>18.3468971252</td><td>0.000454029708635</td><td>166.43347168</td><td>0.0695986226201</td><td>18.1485347748</td><td>0.000734861008823</td><td>199.795654297</td><td>0.135228097439</td><td>17.685749054</td><td>0.00127037498169</td><td>305.985198975</td><td>0.358020633459</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>17.670211792</td><td>0.00061540689785</td><td>310.395111084</td><td>0.175935298204</td><td>17.6477508545</td><td>0.00191224704031</td><td>316.883178711</td><td>0.55810880661</td><td>14.5193996429</td><td>0.000146882099216</td><td>5652.4921875</td><td>0.764688432217</td><td>15.2777671814</td><td>0.000449721410405</td><td>2811.20898438</td><td>1.16442728043</td><td>16.8454322815</td><td>0.0202358104289</td><td>663.478515625</td><td>12.3658275604</td><td>14.7679901123</td><td>0.000832960009575</td><td>4495.76806641</td><td>3.44908356667</td><td>15.3636016846</td><td>0.000256142491708</td><td>2597.52124023</td><td>0.612796723843</td><td>15.6807565689</td><td>0.000566497328691</td><td>1939.53369141</td><td>1.01197755337</td><td>15.8529043198</td><td>0.00337014091201</td><td>1655.15234375</td><td>5.13761663437</td><td>16.2185688019</td><td>0.00538427801803</td><td>1181.8770752</td><td>5.86105108261</td><td>False</td><td>False</td><td>1</td><td>0.0108059389492</td><td>HELP_J143734.738+340540.588</td><td>Bootes</td><td>nan</td><td>-99</td><td>False</td><td>7.0</td><td>7</td><td>149896985</td></tr>\n",
       "<tr><td>9</td><td>216.956460756</td><td>34.2307680276</td><td>0.12</td><td>16.091255188</td><td>4.51448504464e-05</td><td>1328.91577148</td><td>0.0552562437952</td><td>18.1530990601</td><td>0.000216405693209</td><td>198.957611084</td><td>0.039655636996</td><td>16.6601352692</td><td>0.000261659210082</td><td>786.947631836</td><td>0.189652055502</td><td>17.0981483459</td><td>0.000721034884918</td><td>525.70324707</td><td>0.349118351936</td><td>14.5746555328</td><td>0.000163056101883</td><td>5372.02197266</td><td>0.8067715168</td><td>18.0695114136</td><td>0.000943476217799</td><td>214.879455566</td><td>0.186724603176</td><td>16.8303527832</td><td>0.00072245427873</td><td>672.758605957</td><td>0.447656959295</td><td>13.9476995468</td><td>0.00016445320216</td><td>9570.1796875</td><td>1.44956636429</td><td>13.9910669327</td><td>0.000190277904039</td><td>9195.45117188</td><td>1.61152517796</td><td>13.8001317978</td><td>0.00151236495003</td><td>10963.4433594</td><td>15.2714147568</td><td>14.0881900787</td><td>0.000428650702816</td><td>8408.59863281</td><td>3.31973052025</td><td>15.2799015045</td><td>0.000285463611363</td><td>2805.68725586</td><td>0.737676143646</td><td>15.6904563904</td><td>0.000432730099419</td><td>1922.28320312</td><td>0.76614356041</td><td>16.0533046722</td><td>0.00379121210426</td><td>1376.18823242</td><td>4.8054227829</td><td>16.3862686157</td><td>0.00776497879997</td><td>1012.72790527</td><td>7.24283742905</td><td>False</td><td>False</td><td>2</td><td>0.0134117777672</td><td>HELP_J142749.551+341350.765</td><td>Bootes</td><td>0.0</td><td>3</td><td>False</td><td>7.0</td><td>7</td><td>172254896</td></tr>\n",
       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "\n",
       "var astropy_sort_num = function(a, b) {\n",
       "    var a_num = parseFloat(a);\n",
       "    var b_num = parseFloat(b);\n",
       "\n",
       "    if (isNaN(a_num) && isNaN(b_num))\n",
       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
       "    else\n",
       "        return isNaN(a_num) ? -1 : 1;\n",
       "}\n",
       "\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table139976674118400-835099').dataTable()\");\n",
       "    \n",
       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
       "    \"optionalnum-asc\": astropy_sort_num,\n",
       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
       "});\n",
       "\n",
       "    $('#table139976674118400-835099').dataTable({\n",
       "        order: [],\n",
       "        pageLength: 50,\n",
       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        pagingType: \"full_numbers\",\n",
       "        columnDefs: [{targets: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 66, 67, 70, 71, 73, 74, 75], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_catalogue[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# XI - Saving to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "columns = [\"help_id\", \"field\", \"ra\", \"dec\", \"hp_idx\"]\n",
    "\n",
    "bands = [column[5:] for column in merged_catalogue.colnames if 'f_ap' in column]\n",
    "for band in bands:\n",
    "    columns += [\"f_ap_{}\".format(band), \"ferr_ap_{}\".format(band),\n",
    "                \"m_ap_{}\".format(band), \"merr_ap_{}\".format(band),\n",
    "                \"f_{}\".format(band), \"ferr_{}\".format(band),\n",
    "                \"m_{}\".format(band), \"merr_{}\".format(band),\n",
    "                #\"flag_{}\".format(band)\n",
    "               ]    \n",
    "    \n",
    "columns += [\"stellarity\",  \"flag_cleaned\", \"flag_merged\", \"flag_gaia\", \"flag_optnir_obs\", \n",
    "            \"flag_optnir_det\", \"ebv\", 'zspec_association_flag', 'zspec_qual', 'zspec', \"stellarity_origin\"] \n",
    "#\"zspec\", \"zspec_qual\", \"zspec_association_flag\", \"stellarity_origin\","
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing columns: set()\n"
     ]
    }
   ],
   "source": [
    "# We check for columns in the master catalogue that we will not save to disk.\n",
    "print(\"Missing columns: {}\".format(set(merged_catalogue.colnames) - set(columns)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merged_catalogue.write(\"{}/master_catalogue_bootes_brown{}.fits\".format(OUT_DIR, SUFFIX), overwrite=True)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (herschelhelp_internal)",
   "language": "python",
   "name": "helpint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}