{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# AKARI-SEP master catalogue\n",
    "## Checks and diagnostics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This notebook was run with herschelhelp_internal version: \n",
      "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n"
     ]
    }
   ],
   "source": [
    "from herschelhelp_internal import git_version\n",
    "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc('figure', figsize=(10, 6))\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "import locale\n",
    "locale.setlocale(locale.LC_ALL, 'en_GB')\n",
    "\n",
    "import os\n",
    "import time\n",
    "import itertools\n",
    "\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Table\n",
    "from astropy import units as u\n",
    "from astropy import visualization as vis\n",
    "import numpy as np\n",
    "from matplotlib_venn import venn3, venn2\n",
    "\n",
    "from herschelhelp_internal.masterlist import nb_compare_mags, nb_ccplots, nb_histograms, find_last_ml_suffix, quick_checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Diagnostics done using: master_catalogue_akari-sep_20180221.fits\n"
     ]
    }
   ],
   "source": [
    "OUT_DIR = os.environ.get('OUT_DIR', \"./data\")\n",
    "SUFFIX = find_last_ml_suffix()\n",
    "#SUFFIX = \"20171016\"\n",
    "\n",
    "master_catalogue_filename = \"master_catalogue_akari-sep_{}.fits\".format(SUFFIX)\n",
    "master_catalogue = Table.read(\"{}/{}\".format(OUT_DIR, master_catalogue_filename))\n",
    "\n",
    "print(\"Diagnostics done using: {}\".format(master_catalogue_filename))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 0 - Quick checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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(80, False) will return an array of dtype('bool')\n",
      "  format(shape, fill_value, array(fill_value).dtype), FutureWarning)\n",
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/numpy/core/numeric.py:301: FutureWarning: in the future, full(80, 0) will return an array of dtype('int64')\n",
      "  format(shape, fill_value, array(fill_value).dtype), FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table shows only problematic columns.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "&lt;Table length=0&gt;\n",
       "<table id=\"table139791973495864-119933\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>Column</th><th>All nan</th><th>#Measurements</th><th>#Zeros</th><th>#Negative</th><th>Minimum value</th></tr></thead>\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",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table139791973495864-119933').dataTable()\");\n",
       "    $('#table139791973495864-119933').dataTable({\n",
       "        \"order\": [],\n",
       "        \"iDisplayLength\": 50,\n",
       "        \"aLengthMenu\": [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        \"pagingType\": \"full_numbers\"\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quick_checks(master_catalogue).show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - Summary of wavelength domains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "flag_obs = master_catalogue['flag_optnir_obs']\n",
    "flag_det = master_catalogue['flag_optnir_det']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib_venn/_venn3.py:117: UserWarning: Bad circle positioning\n",
      "  warnings.warn(\"Bad circle positioning\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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TqofxhtsgIYuVGE6zEPP6qbP56VDmbx8tz3cxZWSh7BJsAAnbNIvFdRavbWFz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23dae60f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "venn3(\n",
    "    [\n",
    "        np.sum(flag_obs == 4),\n",
    "        np.sum(flag_obs == 2),\n",
    "        np.sum(flag_obs == 6),\n",
    "        np.sum(flag_obs == 1),\n",
    "        np.sum(flag_obs == 5),\n",
    "        np.sum(flag_obs == 3),\n",
    "        np.sum(flag_obs == 7)\n",
    "    ],\n",
    "    set_labels=('Optical', 'near-IR', 'mid-IR'),\n",
    "    subset_label_formatter=lambda x: \"{}%\".format(int(100*x/len(flag_obs)))\n",
    ")\n",
    "plt.title(\"Wavelength domain observations\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZT58+RWhoKDp37szHg1AqlZg/fz78/Pxgb28PS0tLHD582MDWCRMm4NixY7xd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\n+/+/EWe93EE5GwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23dad974e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "venn3(\n",
    "    [\n",
    "        np.sum(flag_det[flag_obs == 7] == 4),\n",
    "        np.sum(flag_det[flag_obs == 7] == 2),\n",
    "        np.sum(flag_det[flag_obs == 7] == 6),\n",
    "        np.sum(flag_det[flag_obs == 7] == 1),\n",
    "        np.sum(flag_det[flag_obs == 7] == 5),\n",
    "        np.sum(flag_det[flag_obs == 7] == 3),\n",
    "        np.sum(flag_det[flag_obs == 7] == 7)\n",
    "    ],\n",
    "    set_labels=('Optical', 'near-IR', 'mid-IR'),\n",
    "    subset_label_formatter=lambda x: \"{}%\".format(int(100*x/np.sum(flag_det != 0)))\n",
    ")\n",
    "plt.title(\"Detection of the {} sources detected\\n in any wavelength domains \"\n",
    "          \"(among {} sources)\".format(\n",
    "              locale.format('%d', np.sum(flag_det != 0), grouping=True),\n",
    "              locale.format('%d', len(flag_det), grouping=True)));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II - Comparing magnitudes in similar filters\n",
    "\n",
    "Om AKARI-SEP there are no bands with multiple observations. It is still instructive to plot magnitude histograms to give a measure of depth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "u_bands = []\n",
    "g_bands = [\"DECam g\"]\n",
    "r_bands = [\"DECam r\"]\n",
    "i_bands = [\"DECam i\"]\n",
    "z_bands = [\"DECam z\"]\n",
    "y_bands = [\"DECam y\"]\n",
    "j_bands = [           \"VISTA j\"]\n",
    "h_bands = [           \"VISTA h\"]\n",
    "k_bands = [           \"VISTA ks\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### II.a - Comparing depths\n",
    "\n",
    "We compare the histograms of the total aperture magnitudes of similar bands. This revealed that there were no VISTA y band measurements in VHS so we removed that column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IZgAAAIYgmAEAABiCYAYAAGAIghkAAIAhCGYAYAhucgBAMAMAADAEwQwAAMAQ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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23daeb4a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mskMDAABIW0mFtJ/+9KdyuVy65557JEkej0eBQED5+fnq6OhQXV1d/Dy2VAgGgwoGg5Kk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\nAMBAhDQAAAAD/R9mC4Gp/onyRwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23dacf5198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Vu9jRL+dYLL0azslJ6+fnpuh7vFj6tRDQq/RIOpidPn1ar7/+up588klZliXp2ghZOBxO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\ngmAGAABgiP8Fik6pcjtdUIoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d9e4dc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HNDQ0pLVr12r//v2qrKxcwS4DAACYackZsx07dujxxx+/5FhfX5/q6urU2dmpuro69fX1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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23dad97e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2dXZ2qrKyUi0tLaqsrFRnZ6ckaWBgQH6/X0ePHtWRI0fU3t6uaDQqSTp16pT27dunlpYW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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d9003c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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S3FIs10Jj+uKLL6qgoEDbtm1Lc+twrcLhsMLhsDZs2KCZmRnt27dPjz/+uF59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\ngGEEMAAAAMMIYAAAAIb9D5psc1tMCOmVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d96c6f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NDw+rtLRUkUhETqdTkUhEJSUlkpZGvEKhUOKYcDgsl8t1x/ZQKCSXy3XX6/h8Pvl8vsTr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d8fbab70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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D+fn5KigoUG9vrwKBgMbGxrRy5Uo5HA6tXbs2vA0AAECqWdA1YMPDw3K5XJKk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d8088ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for bands in [g_bands, r_bands, i_bands, z_bands, y_bands, j_bands, h_bands, k_bands]:\n",
    "    colnames = [\"m_{}\".format(band.replace(\" \", \"_\").lower()) for band in bands]\n",
    "    nb_histograms(master_catalogue, colnames, bands)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III - Comparing magnitudes to reference bands\n",
    "\n",
    "Cross-match the master list to 2MASS to compare its magnitudes to 2MASS ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "master_catalogue_coords = SkyCoord(master_catalogue['ra'], master_catalogue['dec'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### III.b - Comparing J and K bands to 2MASS\n",
    "\n",
    "The catalogue is cross-matched to 2MASS-PSC withing 0.2 arcsecond. We compare the UKIDSS total J and K magnitudes to those from 2MASS.\n",
    "\n",
    "The 2MASS magnitudes are “*Vega-like*” and we have to convert them to AB magnitudes using the zero points provided on [this page](http://www.ipac.caltech.edu/2mass/releases/allsky/doc/sec6_4a.html):\n",
    "\n",
    "| Band | Fν - 0 mag (Jy) |\n",
    "|------|-----------------|\n",
    "| J    | 1594            |\n",
    "| H    | 1024            |\n",
    "| Ks   | 666.7           |\n",
    "\n",
    "In addition, UKIDSS uses a K band whereas 2MASS uses a Ks (“short”) band, [this page](http://www.ipac.caltech.edu/2mass/releases/allsky/doc/sec6_4b.html) give a correction to convert the K band in a Ks band with the formula:\n",
    "\n",
    "$$K_{s(2MASS)} = K_{UKIRT} + 0.003 + 0.004 * (J−K)_{UKIRT}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The AB zero point is 3631 Jy\n",
    "j_2mass_to_ab = 2.5 * np.log10(3631/1595)\n",
    "k_2mass_to_ab = 2.5 * np.log10(3631/666.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "twomass = Table.read(\"../../dmu0/dmu0_2MASS-point-sources/data/2MASS-PSC_AKARI-SEP.fits\")\n",
    "twomass_coords = SkyCoord(twomass['raj2000'], twomass['dej2000'])\n",
    "\n",
    "idx, d2d, _ = twomass_coords.match_to_catalog_sky(master_catalogue_coords)\n",
    "mask = (d2d < 0.2 * u.arcsec)\n",
    "\n",
    "twomass = twomass[mask]\n",
    "ml_twomass_idx = idx[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA J (total) - 2MASS J:\n",
      "- Median: 0.03\n",
      "- Median Absolute Deviation: 0.05\n",
      "- 1% percentile: -1.0367844232084094\n",
      "- 99% percentile: 0.6363114506624397\n"
     ]
    },
    {
     "data": {
      "image/png": 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NoYLlj9+UDVq3bdvG7t27aWtr45577gHg3nvv5fDhwwAkEgni8Th33303vb29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\nteJuM6P96OQwSjtgWGgn55Znkuh0wl0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9gCq+NPwWREaQGAinF2mF1A8spgtsazwgjA4h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6AAAg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\n/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uFDWB72G36Oq7Qr1eG07mrrNrTuMn6njQYKWAEaaamyTT74wQ9y7733snXrVoaHh+np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\nN877rOBq0Orz+fjwh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FXYQmUB3UONrUKhaBZiSZ2gTxC0PHU4vhTQLKjuWs0PoQ7zhxr7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\nYI/VYgoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d8026828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_compare_mags(twomass['jmag'] + j_2mass_to_ab, master_catalogue['m_vista_j'][ml_twomass_idx],\n",
    "                labels=(\"2MASS J\", \"VISTA J (total)\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VISTA Ks (total) - 2MASS Ks:\n",
      "- Median: 0.04\n",
      "- Median Absolute Deviation: 0.08\n",
      "- 1% percentile: -1.0019945516069917\n",
      "- 99% percentile: 0.9395000327435948\n"
     ]
    },
    {
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/L1RXZsdl7d0NdWlpZly2bdYQz4p9t0q8wBBVz/rYB+31xC3v2w1g5ARaO4Aq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\nl/xj7OFQQatCoVAoFCXAwoULee2119iwYUNi3YGzzjqL+fPnOy1tXEJ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WIMAdQPZ32p+j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\nhIgWNVoJIYQQQgghhIjW/wfFykrJ2NIy5QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23ee27ab70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_compare_mags(twomass['kmag'] + k_2mass_to_ab, master_catalogue['m_vista_ks'][ml_twomass_idx],\n",
    "                labels=(\"2MASS Ks\", \"VISTA Ks (total)\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Keeping only sources with good signal to noise ratio\n",
    "\n",
    "From here, we are only comparing sources with a signal to noise ratio above 3, i.e. roughly we a magnitude error below 0.3.\n",
    "\n",
    "*To make it easier, we are setting to NaN in the catalogue the magnitudes associated with an error above 0.3 so we can't use these magnitudes after the next cell.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for error_column in [_ for _ in master_catalogue.colnames if _.startswith('merr_')]:\n",
    "    column = error_column.replace(\"merr\", \"m\")\n",
    "    keep_mask = np.isfinite(master_catalogue[error_column])\n",
    "    keep_mask[keep_mask] &= master_catalogue[keep_mask][error_column] <= 0.3\n",
    "    master_catalogue[column][~keep_mask] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## IV - Comparing aperture magnitudes to total ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of source used: 60282 / 844172 (7.14%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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SITpXWrd7RRIiAtlpOnKEoloIUSoi4s7JoBERrVD155o5F03wii7yGcQtz994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\nRCKRSCTdDCngJBKJRCKRSLoZ/x8SdKz09XXaMgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d5f83e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_ccplots(\n",
    "    master_catalogue['m_vista_ks'],\n",
    "    master_catalogue['m_ap_vista_ks'] - master_catalogue['m_vista_ks'],\n",
    "    \"Ks total magnitude (VISTA)\", \"Ks aperture mag - total mag (VISTA)\",\n",
    "    master_catalogue[\"stellarity\"],\n",
    "    invert_x=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## V - Color-color and magnitude-color plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of source used: 33113 / 844172 (3.92%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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ecuFeY2Tg2k2rTC5kSM5a4ClEGFwwoSDwNMkA0V+wBqGnIBpiNFYLHoVTDGum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YGy9inkPMRKhZBT7XBcCHfxmUt+MM3HPxfECdd1MTcBj52B+3f/7t/xx3/8x2d6Ekop/uk//af8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f23d5fc6fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_ccplots(\n",
    "    master_catalogue['m_irac_i1'] - master_catalogue['m_irac_i2'],\n",
    "    master_catalogue['m_vista_j'] - master_catalogue['m_vista_ks'],\n",
    "    \"irac 1 - irac 2 (SIMES)\", \"J - K (VISTA)\",\n",
    "    master_catalogue[\"stellarity\"]\n",
    ")"
   ]
  }
 ],
 "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": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
