{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Herschel Stripe 82 master catalogue\n",
    "## Preparation of VISTA/CFHT Telescope / VIRCAM/WIRCAM Camera data\n",
    "\n",
    "VISTA/CFHT Telescope / VIRCAM/WIRCAM Camera VICS82 catalogue: the catalogue comes from `dmu0_VICS82`.\n",
    "\n",
    "The catalogue is described here: https://arxiv.org/pdf/1705.05451.pdf\n",
    "\n",
    "In the catalogue, we keep:\n",
    "\n",
    "- The identifier (it's unique in the catalogue);\n",
    "- The position;\n",
    "- The stellarity;\n",
    "- The magnitude for each band.\n",
    "- The auto magnitude to be used as total magnitude .\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This notebook was run with herschelhelp_internal version: \n",
      "017bb1e (Mon Jun 18 14:58:59 2018 +0100) [with local modifications]\n",
      "This notebook was executed on: \n",
      "2021-05-13 17:27:17.864583\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/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:855: MatplotlibDeprecationWarning: \n",
      "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n",
      "  \"found relative to the 'datapath' directory.\".format(key))\n",
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:846: MatplotlibDeprecationWarning: \n",
      "The text.latex.unicode rcparam was deprecated in Matplotlib 2.2 and will be removed in 3.1.\n",
      "  \"2.2\", name=key, obj_type=\"rcparam\", addendum=addendum)\n",
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/seaborn/apionly.py:9: 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\n",
    "import os\n",
    "\n",
    "from astropy import units as u\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.table import Column, Table\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\n",
    "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, ebv\n",
    "\n",
    "from herschelhelp.database import get_filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "OUT_DIR =  os.environ.get('TMP_DIR', \"./data_tmp\")\n",
    "try:\n",
    "    os.makedirs(OUT_DIR)\n",
    "except FileExistsError:\n",
    "    pass\n",
    "\n",
    "RA_COL = \"vics82_ra\"\n",
    "DEC_COL = \"vics82_dec\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - Column selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "imported_columns = OrderedDict({\n",
    "        'VICS82ID': \"vics82_id\",\n",
    "        'ALPHA_J2000': \"vics82_ra\",\n",
    "        'DELTA_J2000': \"vics82_dec\",\n",
    "        'CLASS_STAR':  \"vics82_stellarity\",\n",
    "        'MAG_AUTO': \"m_vics82_ks\", \n",
    "        'MAG_APER': \"m_ap_vics82_ks\", \n",
    "        'SNR_WIN':'snr_ks',\n",
    "        'JMAG_AUTO': \"m_vics82_j\", \n",
    "        'JMAG_APER': \"m_ap_vics82_j\", \n",
    "        'JSNR_WIN':'snr_j',\n",
    "        'IMAGE': 'image_name',\n",
    "        \n",
    "})\n",
    "\n",
    "#No error column?\n",
    "\n",
    "catalogue = Table.read(\"../../dmu0/dmu0_VICS82/data/VICS82_FULL_SDSS_FEB2017_K22_HELP-coverage_intIDs.fits\")[list(imported_columns)]\n",
    "for column in imported_columns:\n",
    "    catalogue[column].name = imported_columns[column]\n",
    "\n",
    "epoch = 2011\n",
    "\n",
    "# Clean table metadata\n",
    "catalogue.meta = None\n",
    "\n",
    "#replace list of aperture magnitudes with appropriate choice from list\n",
    "# Apertures (1\", 1.5\", 2\", 2.5\" and 3\"\n",
    "catalogue[\"m_ap_vics82_j\"] = catalogue[\"m_ap_vics82_j\"][:, 2]\n",
    "catalogue[\"m_ap_vics82_ks\"] = catalogue[\"m_ap_vics82_ks\"][:, 2]\n",
    "#catalogue[\"m_ap_vics82_j\"]  = [el[0] for el in catalogue[\"m_ap_vics82_j\"] ]\n",
    "#catalogue[\"m_ap_vics82_j\"]  = [el[0] for el in catalogue[\"m_ap_vics82_j\"] ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue['snr_ks'][(catalogue['snr_ks']<-98)|(catalogue['snr_ks']>1.e28)]=np.nan\n",
    "catalogue['snr_j'][(catalogue['snr_j']<-98)|(catalogue['snr_j']>1.e28)]=np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Adding flux and band-flag columns\n",
    "for col in catalogue.colnames:\n",
    "    if col.startswith('m_'):\n",
    "        \n",
    "        # Add err col with all nan values because errors absent\n",
    "        errcol = \"merr{}\".format(col[1:])\n",
    "        #nan_values = np.empty(len(catalogue))\n",
    "        #nan_values[:] = np.NAN\n",
    "        #catalogue.add_column(Column(nan_values, name=errcol))\n",
    "        catalogue[errcol]= (2.5 / np.log(10) * (1/(\n",
    "            catalogue['snr_{}'.format(col.split('_')[-1])]\n",
    "        )))\n",
    "        # Some object have a magnitude to 0 or 99., we suppose this means missing value\n",
    "        mask = ((catalogue[col] <= 0) |\n",
    "                (catalogue[col] > 50.) |\n",
    "                (catalogue[errcol] <= 0) |\n",
    "                (catalogue[errcol] > 100)) \n",
    "        catalogue[col][mask] = np.nan\n",
    "        catalogue[errcol][mask] = np.nan  \n",
    "        \n",
    "\n",
    "        flux, error = mag_to_flux(np.array(catalogue[col]), np.array(catalogue[errcol]))\n",
    "        \n",
    "        # Fluxes are added in µJy\n",
    "        #catalogue.add_column(Column(flux * 1.e6, name=\"f{}\".format(col[1:])))\n",
    "        #catalogue.add_column(Column(error * 1.e6, name=\"f{}\".format(errcol[1:])))\n",
    "        catalogue[\"f{}\".format(col[1:])]=flux* 1.e6\n",
    "        catalogue[\"f{}\".format(errcol[1:])]=error* 1.e6\n",
    "        \n",
    "        # Band-flag column\n",
    "        if \"ap\" not in col:\n",
    "            #catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n",
    "            catalogue[\"flag{}\".format(col[1:])]=np.zeros(len(catalogue), dtype=bool)\n",
    "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have assumed that the SNR columns are equal to log10(s/n) so here we plot the values to check they behave as expected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27, 10)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(catalogue['m_vics82_ks'],np.log10(catalogue['merr_vics82_ks']),s=0.1,alpha=0.2, rasterized=True)\n",
    "plt.xlim([27,10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=10</i>\n",
       "<table id=\"table140709665886728\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>vics82_id</th><th>vics82_ra</th><th>vics82_dec</th><th>vics82_stellarity</th><th>m_vics82_ks</th><th>m_ap_vics82_ks</th><th>snr_ks</th><th>m_vics82_j</th><th>m_ap_vics82_j</th><th>snr_j</th><th>image_name</th><th>merr_vics82_ks</th><th>f_vics82_ks</th><th>ferr_vics82_ks</th><th>flag_vics82_ks</th><th>merr_ap_vics82_ks</th><th>f_ap_vics82_ks</th><th>ferr_ap_vics82_ks</th><th>merr_vics82_j</th><th>f_vics82_j</th><th>ferr_vics82_j</th><th>flag_vics82_j</th><th>merr_ap_vics82_j</th><th>f_ap_vics82_j</th><th>ferr_ap_vics82_j</th></tr></thead>\n",
       "<thead><tr><th>bytes30</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float32</th><th>float64</th><th>bytes30</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float32</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float32</th><th>float64</th></tr></thead>\n",
       "<tr><td>VICS82J000000.00-002426.2</td><td>4.385032055242988e-07</td><td>-0.40727797225957657</td><td>0.43904849886894226</td><td>23.114229202270508</td><td>24.52703</td><td>2.070167064666748</td><td>nan</td><td>nan</td><td>nan</td><td>C.10.Ks.fits</td><td>0.5244679153143176</td><td>2.062093337614567</td><td>0.9960999635295227</td><td>False</td><td>0.5244679153143176</td><td>0.5612902</td><td>0.2711328241124814</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00+001719.7</td><td>1.1118993593628446e-06</td><td>0.2887964581499206</td><td>0.3938422203063965</td><td>nan</td><td>nan</td><td>-1.6813032627105713</td><td>nan</td><td>nan</td><td>nan</td><td>C.05.Ks.fits</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00-000635.7</td><td>3.2315005539240715e-06</td><td>-0.10991359331608616</td><td>0.034445151686668396</td><td>23.537975311279297</td><td>25.524261</td><td>2.542707681655884</td><td>nan</td><td>nan</td><td>nan</td><td>C.10.Ks.fits</td><td>0.4270000097105409</td><td>1.3957571956810897</td><td>0.5489255433295159</td><td>False</td><td>0.4270000097105409</td><td>0.22402427</td><td>0.08810460506924513</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00-000912.8</td><td>3.3816919030593695e-06</td><td>-0.15354172727559326</td><td>0.037895578891038895</td><td>22.976335525512695</td><td>23.439507</td><td>2.482875347137451</td><td>nan</td><td>nan</td><td>nan</td><td>C.10.Ks.fits</td><td>0.43728985670178444</td><td>2.341347035531225</td><td>0.9429982210869358</td><td>False</td><td>0.43728985670178444</td><td>1.5282607</td><td>0.6155204755765927</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00-001700.9</td><td>3.499298202314094e-06</td><td>-0.28359163112639757</td><td>0.35829970240592957</td><td>21.376319885253906</td><td>21.210651</td><td>4.705813884735107</td><td>nan</td><td>nan</td><td>nan</td><td>C.09.Ks.fits</td><td>0.23072230040377936</td><td>10.220497725142302</td><td>2.1718873664544893</td><td>False</td><td>0.23072230040377936</td><td>11.905273</td><td>2.5299075857158595</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00-003721.0</td><td>4.284605414239806e-06</td><td>-0.6224911028485363</td><td>0.36098235845565796</td><td>nan</td><td>nan</td><td>-0.1949475109577179</td><td>nan</td><td>nan</td><td>nan</td><td>C.10.Ks.fits</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00-001634.9</td><td>5.293227616220975e-06</td><td>-0.27636138378447145</td><td>0.8169975876808167</td><td>18.51028060913086</td><td>18.829252</td><td>18.819053649902344</td><td>19.576915740966797</td><td>19.9758</td><td>11.597026824951172</td><td>C.09.Ks.fits</td><td>0.057693453930068556</td><td>143.18177973365786</td><td>7.608341120511171</td><td>False</td><td>0.057693453930068556</td><td>106.73303</td><td>5.671541001241167</td><td>0.09362194475761254</td><td>53.60850593174477</td><td>4.622607737390525</td><td>False</td><td>0.09362194475761254</td><td>37.126175</td><td>3.2013526646478807</td></tr>\n",
       "<tr><td>VICS82J000000.00-001758.2</td><td>5.900975452277635e-06</td><td>-0.2995030461876056</td><td>0.498833566904068</td><td>21.377437591552734</td><td>21.216852</td><td>4.944769859313965</td><td>nan</td><td>nan</td><td>nan</td><td>C.09.Ks.fits</td><td>0.21957264658395326</td><td>10.2099816930633</td><td>2.064804224170673</td><td>False</td><td>0.21957264658395326</td><td>11.837469</td><td>2.393937405009589</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "<tr><td>VICS82J000000.00-010228.5</td><td>6.697762784724226e-06</td><td>-1.0412517871798377</td><td>0.9763750433921814</td><td>17.708951950073242</td><td>17.803595</td><td>22.321577072143555</td><td>17.699819564819336</td><td>17.873209</td><td>29.067089080810547</td><td>C.10.Ks.fits</td><td>0.04864065837503414</td><td>299.51544332286113</td><td>13.418202591816174</td><td>False</td><td>0.04864065837503414</td><td>274.51236</td><td>12.298071547867426</td><td>0.03735276696402697</td><td>302.0453638651109</td><td>10.391317927480896</td><td>False</td><td>0.03735276696402697</td><td>257.46387</td><td>8.857572777028166</td></tr>\n",
       "<tr><td>VICS82J000000.00-003838.1</td><td>8.21837221565147e-06</td><td>-0.6439219123275616</td><td>0.4488146901130676</td><td>22.38665008544922</td><td>22.206049</td><td>3.2990009784698486</td><td>nan</td><td>nan</td><td>nan</td><td>C.09.Ks.fits</td><td>0.3291106040416267</td><td>4.030324047324548</td><td>1.2216801612450274</td><td>False</td><td>0.3291106040416267</td><td>4.759709</td><td>1.442772704030937</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=10>\n",
       "        vics82_id               vics82_ra        ...  ferr_ap_vics82_j \n",
       "         bytes30                 float64         ...      float64      \n",
       "------------------------- ---------------------- ... ------------------\n",
       "VICS82J000000.00-002426.2  4.385032055242988e-07 ...                nan\n",
       "VICS82J000000.00+001719.7 1.1118993593628446e-06 ...                nan\n",
       "VICS82J000000.00-000635.7 3.2315005539240715e-06 ...                nan\n",
       "VICS82J000000.00-000912.8 3.3816919030593695e-06 ...                nan\n",
       "VICS82J000000.00-001700.9  3.499298202314094e-06 ...                nan\n",
       "VICS82J000000.00-003721.0  4.284605414239806e-06 ...                nan\n",
       "VICS82J000000.00-001634.9  5.293227616220975e-06 ... 3.2013526646478807\n",
       "VICS82J000000.00-001758.2  5.900975452277635e-06 ...                nan\n",
       "VICS82J000000.00-010228.5  6.697762784724226e-06 ...  8.857572777028166\n",
       "VICS82J000000.00-003838.1   8.21837221565147e-06 ...                nan"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalogue[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue.remove_column('snr_j')\n",
    "catalogue.remove_column('snr_ks')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vics82_id b'N/A'\n",
      "vics82_ra 1e+20\n",
      "vics82_ra nan\n",
      "vics82_dec 1e+20\n",
      "vics82_dec nan\n",
      "vics82_stellarity 1e+20\n",
      "vics82_stellarity nan\n",
      "m_vics82_ks 1e+20\n",
      "m_vics82_ks nan\n",
      "m_ap_vics82_ks 1e+20\n",
      "m_ap_vics82_ks nan\n",
      "m_vics82_j 1e+20\n",
      "m_vics82_j nan\n",
      "m_ap_vics82_j 1e+20\n",
      "m_ap_vics82_j nan\n",
      "image_name b'N/A'\n",
      "merr_vics82_ks 1e+20\n",
      "merr_vics82_ks nan\n",
      "f_vics82_ks 1e+20\n",
      "f_vics82_ks nan\n",
      "ferr_vics82_ks 1e+20\n",
      "ferr_vics82_ks nan\n",
      "flag_vics82_ks True\n",
      "flag_vics82_ks True\n",
      "merr_ap_vics82_ks 1e+20\n",
      "merr_ap_vics82_ks nan\n",
      "f_ap_vics82_ks 1e+20\n",
      "f_ap_vics82_ks nan\n",
      "ferr_ap_vics82_ks 1e+20\n",
      "ferr_ap_vics82_ks nan\n",
      "merr_vics82_j 1e+20\n",
      "merr_vics82_j nan\n",
      "f_vics82_j 1e+20\n",
      "f_vics82_j nan\n",
      "ferr_vics82_j 1e+20\n",
      "ferr_vics82_j nan\n",
      "flag_vics82_j True\n",
      "flag_vics82_j True\n",
      "merr_ap_vics82_j 1e+20\n",
      "merr_ap_vics82_j nan\n",
      "f_ap_vics82_j 1e+20\n",
      "f_ap_vics82_j nan\n",
      "ferr_ap_vics82_j 1e+20\n",
      "ferr_ap_vics82_j nan\n"
     ]
    }
   ],
   "source": [
    "for c in catalogue.colnames:\n",
    "    try:\n",
    "        print(c,catalogue[c].fill_value)\n",
    "        if catalogue[c].fill_value > 1.e10:\n",
    "            catalogue[c].fill_value=np.nan\n",
    "        print(c,catalogue[c].fill_value)\n",
    "    except:\n",
    "        pass\n",
    "catalogue=catalogue.filled()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II - Removal of duplicated sources"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We remove duplicated objects from the input catalogues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The initial catalogue had 15318703 sources.\n",
      "The cleaned catalogue has 13914747 sources (1403956 removed).\n",
      "The cleaned catalogue has 1239720 sources flagged as having been cleaned\n"
     ]
    }
   ],
   "source": [
    "SORT_COLS = ['m_ap_vics82_j', 'm_ap_vics82_ks']\n",
    "FLAG_NAME = 'vics82_flag_cleaned'\n",
    "\n",
    "nb_orig_sources = len(catalogue)\n",
    "\n",
    "catalogue = remove_duplicates(catalogue, RA_COL, DEC_COL, sort_col=SORT_COLS,flag_name=FLAG_NAME)\n",
    "\n",
    "nb_sources = len(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(catalogue[FLAG_NAME])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Determination of camera used\n",
    "Using the service at https://apps.automeris.io/wpd/ I extracted positions from Figure 2 in the VICS82 paper.\n",
    "\n",
    "![VICS82](../../dmu0/dmu0_VICS82/regions.png)\n",
    "\n",
    "The positions from right to left are below in decimal hours in x and decimal degrees in y:\n",
    "\n",
    "<pre>\n",
    "positions= [\n",
    "    [-0.3135593220338988, -0.0710346572223628],\n",
    "    [0.8983050847457625, 0.06283835061978316],\n",
    "    [0.9915254237288131, 0.004249936756892225],\n",
    "    [1.3855932203389827, 0.008955223880596108],\n",
    "    [1.4533898305084745, 0.2485707057930675],\n",
    "    [1.4872881355932202, 0.24897546167467688],\n",
    "    [2.3644067796610164, 0.02064254996205328],\n",
    "]\n",
    "</pre>\n",
    "\n",
    "which can be roughly cut using\n",
    "\n",
    "<pre>\n",
    "#Is the objects in the grey region between ih and 23h?\n",
    "in_region1 = ((catalogue[RA_COL] > (360. + positions[0][0]*15.) )\n",
    "              | (catalogue[RA_COL] < positions[1][0]*15. )\n",
    "              | ( (catalogue[RA_COL] < positions[2][0]*15. ) & (catalogue[DEC_COL] < positions[2][1]*15. ))\n",
    "             )\n",
    "          \n",
    "#Small aquare at 1.4 hrs\n",
    "in_region2 = (((catalogue[RA_COL] > positions[3][0]*15.) & (catalogue[RA_COL] < positions[4][0]*15.))\n",
    "              | ((catalogue[DEC_COL] > positions[4][1]*15.) & (catalogue[RA_COL] > positions[4][0]*15.) & (catalogue[RA_COL] < positions[5][0]*15.))\n",
    ")\n",
    "\n",
    "#REgion at far left beyond 2.4 hr\n",
    "in_region3 = ((catalogue[RA_COL] > positions[6][0]*15.) & (catalogue[RA_COL] < 50.))\n",
    "\n",
    "cfht = in_region1 | in_region2 | in_region3\n",
    "</pre>\n",
    "\n",
    "However, Jim Geach informed us that the camera can be found by taking teh image name which contains a flag for the camera used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfht = np.char.array(catalogue['image_name'].astype(str)).startswith('C')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There were 8491978 CFHT fluxes and 5422769 VISTA fluxes out of 13914747 total.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "column_bases = ['f', 'ferr', 'm', 'merr', 'flag', 'f_ap', 'ferr_ap', 'm_ap', 'merr_ap']\n",
    "bands = ['j', 'ks']\n",
    "\n",
    "for band in bands:\n",
    "    for col_base in column_bases:\n",
    "        catalogue.add_column(Column(data=catalogue[col_base + '_vics82_' + band], \n",
    "                                    name = col_base + '_wircam_' + band))   \n",
    "        if col_base == 'flag':\n",
    "            catalogue[col_base + '_wircam_' + band][~cfht] = False\n",
    "        else:\n",
    "            catalogue[col_base + '_wircam_' + band][~cfht] = np.nan\n",
    "        catalogue.add_column(Column(data=catalogue[col_base + '_vics82_' + band], \n",
    "                                    name = col_base + '_vista_' + band))\n",
    "        if col_base == 'flag':\n",
    "            catalogue[col_base + '_vista_' + band][cfht] = False\n",
    "        else:\n",
    "            catalogue[col_base + '_vista_' + band][cfht] = np.nan\n",
    "        catalogue.remove_column(col_base + '_vics82_' + band)\n",
    "\n",
    "print(\"There were {} CFHT fluxes and {} VISTA fluxes out of {} total.\".format(np.sum(cfht), \n",
    "                                                                              np.sum(~cfht), \n",
    "                                                                              len(catalogue)))\n",
    "\n",
    "\n",
    "catalogue.remove_column('image_name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=10</i>\n",
       "<table id=\"table140709819446328-820125\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>vics82_id</th><th>vics82_ra</th><th>vics82_dec</th><th>vics82_stellarity</th><th>vics82_flag_cleaned</th><th>f_wircam_j</th><th>f_vista_j</th><th>ferr_wircam_j</th><th>ferr_vista_j</th><th>m_wircam_j</th><th>m_vista_j</th><th>merr_wircam_j</th><th>merr_vista_j</th><th>flag_wircam_j</th><th>flag_vista_j</th><th>f_ap_wircam_j</th><th>f_ap_vista_j</th><th>ferr_ap_wircam_j</th><th>ferr_ap_vista_j</th><th>m_ap_wircam_j</th><th>m_ap_vista_j</th><th>merr_ap_wircam_j</th><th>merr_ap_vista_j</th><th>f_wircam_ks</th><th>f_vista_ks</th><th>ferr_wircam_ks</th><th>ferr_vista_ks</th><th>m_wircam_ks</th><th>m_vista_ks</th><th>merr_wircam_ks</th><th>merr_vista_ks</th><th>flag_wircam_ks</th><th>flag_vista_ks</th><th>f_ap_wircam_ks</th><th>f_ap_vista_ks</th><th>ferr_ap_wircam_ks</th><th>ferr_ap_vista_ks</th><th>m_ap_wircam_ks</th><th>m_ap_vista_ks</th><th>merr_ap_wircam_ks</th><th>merr_ap_vista_ks</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></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><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></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<tr><td>0</td><td>VICS82J233057.34+010114.3</td><td>352.73891528440475</td><td>1.0206473953934707</td><td>0.9987611770629883</td><td>False</td><td>nan</td><td>121909.72752467009</td><td>nan</td><td>46.67570039792493</td><td>nan</td><td>11.184904098510742</td><td>nan</td><td>0.0004156969163450492</td><td>False</td><td>False</td><td>nan</td><td>40653.656</td><td>nan</td><td>15.565107228836526</td><td>nan</td><td>12.377251</td><td>nan</td><td>0.0004156969163450492</td><td>nan</td><td>53915.83165222316</td><td>nan</td><td>45.15115105722547</td><td>nan</td><td>12.070709228515625</td><td>nan</td><td>0.0009092364503536616</td><td>False</td><td>False</td><td>nan</td><td>27316.111</td><td>nan</td><td>22.875542051338346</td><td>nan</td><td>12.808952</td><td>nan</td><td>0.0009092364503536616</td></tr>\n",
       "<tr><td>1</td><td>VICS82J233057.32+010112.9</td><td>352.73884656617696</td><td>1.0202512101155818</td><td>0.9991357922554016</td><td>False</td><td>nan</td><td>121909.72752467009</td><td>nan</td><td>46.67570039792493</td><td>nan</td><td>11.184904098510742</td><td>nan</td><td>0.0004156969163450492</td><td>False</td><td>False</td><td>nan</td><td>40653.656</td><td>nan</td><td>15.565107228836526</td><td>nan</td><td>12.377251</td><td>nan</td><td>0.0004156969163450492</td><td>nan</td><td>29444.06219602311</td><td>nan</td><td>37.319415551956965</td><td>nan</td><td>12.727505683898926</td><td>nan</td><td>0.0013761362252062493</td><td>False</td><td>False</td><td>nan</td><td>17334.703</td><td>nan</td><td>21.971185960088132</td><td>nan</td><td>13.302709</td><td>nan</td><td>0.0013761362252062493</td></tr>\n",
       "<tr><td>2</td><td>VICS82J233715.62-000637.3</td><td>354.3150656968799</td><td>-0.11035629261409946</td><td>0.9964547753334045</td><td>False</td><td>nan</td><td>80768.13718217291</td><td>nan</td><td>22.61977510689047</td><td>nan</td><td>11.6318998336792</td><td>nan</td><td>0.00030406927327845246</td><td>False</td><td>False</td><td>nan</td><td>38773.633</td><td>nan</td><td>10.858872041190097</td><td>nan</td><td>12.4286585</td><td>nan</td><td>0.00030406927327845246</td><td>nan</td><td>66859.1933880566</td><td>nan</td><td>24.349520284755428</td><td>nan</td><td>11.83709716796875</td><td>nan</td><td>0.00039541541562142213</td><td>False</td><td>False</td><td>nan</td><td>42931.742</td><td>nan</td><td>15.635357569393916</td><td>nan</td><td>12.318053</td><td>nan</td><td>0.00039541541562142213</td></tr>\n",
       "<tr><td>3</td><td>VICS82J233307.98-001458.9</td><td>353.2832586856752</td><td>-0.24969649218526357</td><td>0.9983925819396973</td><td>False</td><td>nan</td><td>88082.10710664431</td><td>nan</td><td>23.888697579562823</td><td>nan</td><td>11.53778076171875</td><td>nan</td><td>0.00029446189128112674</td><td>False</td><td>False</td><td>nan</td><td>37884.652</td><td>nan</td><td>10.274674825098685</td><td>nan</td><td>12.453841</td><td>nan</td><td>0.00029446189128112674</td><td>nan</td><td>55126.865145195785</td><td>nan</td><td>25.61489918680187</td><td>nan</td><td>12.046591758728027</td><td>nan</td><td>0.0005044912921329801</td><td>False</td><td>False</td><td>nan</td><td>37467.227</td><td>nan</td><td>17.409282984818912</td><td>nan</td><td>12.465871</td><td>nan</td><td>0.0005044912921329801</td></tr>\n",
       "<tr><td>4</td><td>VICS82J233254.96-001945.2</td><td>353.2290194597092</td><td>-0.3292328682800574</td><td>0.9984269142150879</td><td>False</td><td>nan</td><td>76446.52925728656</td><td>nan</td><td>20.506603263324948</td><td>nan</td><td>11.691605567932129</td><td>nan</td><td>0.0002912462058894704</td><td>False</td><td>False</td><td>nan</td><td>37570.17</td><td>nan</td><td>10.078110633746538</td><td>nan</td><td>12.462892</td><td>nan</td><td>0.0002912462058894704</td><td>nan</td><td>54019.45538822441</td><td>nan</td><td>20.379675823413884</td><td>nan</td><td>12.068624496459961</td><td>nan</td><td>0.00040961079158783616</td><td>False</td><td>False</td><td>nan</td><td>38426.04</td><td>nan</td><td>14.496817479388465</td><td>nan</td><td>12.438436</td><td>nan</td><td>0.00040961079158783616</td></tr>\n",
       "<tr><td>5</td><td>VICS82J233307.81-002229.8</td><td>353.2825216900833</td><td>-0.3749551535796989</td><td>0.998830258846283</td><td>False</td><td>nan</td><td>73369.26102728304</td><td>nan</td><td>21.675437696255813</td><td>nan</td><td>11.736214637756348</td><td>nan</td><td>0.0003207584093296621</td><td>False</td><td>False</td><td>nan</td><td>37388.688</td><td>nan</td><td>11.045717404577756</td><td>nan</td><td>12.468149</td><td>nan</td><td>0.0003207584093296621</td><td>nan</td><td>44475.363556201584</td><td>nan</td><td>19.711488073328162</td><td>nan</td><td>12.279701232910156</td><td>nan</td><td>0.0004811984554960712</td><td>False</td><td>False</td><td>nan</td><td>33256.438</td><td>nan</td><td>14.73925834329728</td><td>nan</td><td>12.59531</td><td>nan</td><td>0.0004811984554960712</td></tr>\n",
       "<tr><td>6</td><td>VICS82J234241.88+004513.6</td><td>355.6744833687594</td><td>0.7537741842407323</td><td>0.7578786611557007</td><td>False</td><td>nan</td><td>173180.44064206257</td><td>nan</td><td>38.16760135318858</td><td>nan</td><td>10.803752899169922</td><td>nan</td><td>0.00023928768447692214</td><td>False</td><td>False</td><td>nan</td><td>37336.758</td><td>nan</td><td>8.228726995764058</td><td>nan</td><td>12.469658</td><td>nan</td><td>0.00023928768447692214</td><td>nan</td><td>88840.39040629171</td><td>nan</td><td>49.96431953529201</td><td>nan</td><td>11.528473854064941</td><td>nan</td><td>0.0006106239562599732</td><td>False</td><td>False</td><td>nan</td><td>20938.158</td><td>nan</td><td>11.775734525808904</td><td>nan</td><td>13.097653</td><td>nan</td><td>0.0006106239562599732</td></tr>\n",
       "<tr><td>7</td><td>VICS82J233206.81-001934.0</td><td>353.0283773093446</td><td>-0.3261219648353666</td><td>0.999757707118988</td><td>False</td><td>nan</td><td>60876.053133928355</td><td>nan</td><td>21.382570573385248</td><td>nan</td><td>11.938883781433105</td><td>nan</td><td>0.0003813622898850708</td><td>False</td><td>False</td><td>nan</td><td>37327.13</td><td>nan</td><td>13.111066496983296</td><td>nan</td><td>12.469938</td><td>nan</td><td>0.0003813622898850708</td><td>nan</td><td>39666.29440042032</td><td>nan</td><td>20.311309695868378</td><td>nan</td><td>12.403945922851562</td><td>nan</td><td>0.0005559562504186288</td><td>False</td><td>False</td><td>nan</td><td>32083.836</td><td>nan</td><td>16.42867656435849</td><td>nan</td><td>12.634284</td><td>nan</td><td>0.0005559562504186288</td></tr>\n",
       "<tr><td>8</td><td>VICS82J015708.81-002059.8</td><td>29.28670135747321</td><td>-0.3499580268863972</td><td>0.9137750864028931</td><td>False</td><td>nan</td><td>111492.96550609029</td><td>nan</td><td>30.909229929377727</td><td>nan</td><td>11.281881332397461</td><td>nan</td><td>0.00030099898987515756</td><td>False</td><td>False</td><td>nan</td><td>37234.977</td><td>nan</td><td>10.322663966132819</td><td>nan</td><td>12.472622</td><td>nan</td><td>0.00030099898987515756</td><td>nan</td><td>85864.49680463225</td><td>nan</td><td>42.16104406035902</td><td>nan</td><td>11.565465927124023</td><td>nan</td><td>0.0005331164063173657</td><td>False</td><td>False</td><td>nan</td><td>37784.168</td><td>nan</td><td>18.5527193122151</td><td>nan</td><td>12.456725</td><td>nan</td><td>0.0005331164063173657</td></tr>\n",
       "<tr><td>9</td><td>VICS82J015619.56-001155.9</td><td>29.081487257012736</td><td>-0.19884951606393245</td><td>0.9971988797187805</td><td>False</td><td>nan</td><td>74536.39653546097</td><td>nan</td><td>25.77442068832302</td><td>nan</td><td>11.71907901763916</td><td>nan</td><td>0.0003754437160732026</td><td>False</td><td>False</td><td>nan</td><td>37212.184</td><td>nan</td><td>12.867840692430557</td><td>nan</td><td>12.473287</td><td>nan</td><td>0.0003754437160732026</td><td>nan</td><td>67091.3906391484</td><td>nan</td><td>25.16266408764022</td><td>nan</td><td>11.833333015441895</td><td>nan</td><td>0.0004072059790064436</td><td>False</td><td>False</td><td>nan</td><td>42014.55</td><td>nan</td><td>15.757580230881695</td><td>nan</td><td>12.3415</td><td>nan</td><td>0.0004072059790064436</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(\"$('#table140709819446328-820125').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",
       "    $('#table140709819446328-820125').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, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 34, 35, 36, 37, 38, 39, 40, 41], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalogue[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III - 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": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_Herschel-Stripe-82.fits\")\n",
    "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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(catalogue[RA_COL], catalogue[DEC_COL], \n",
    "                    gaia_coords.ra, gaia_coords.dec, near_ra0=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n",
      "WARNING:astropy:AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead.\n",
      "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n",
      "WARNING:astropy:AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RA correction: 0.09985838245256673 arcsec\n",
      "Dec correction: -0.13517424260163224 arcsec\n"
     ]
    }
   ],
   "source": [
    "delta_ra, delta_dec =  astrometric_correction(\n",
    "    SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n",
    "    gaia_coords, near_ra0=True\n",
    ")\n",
    "\n",
    "print(\"RA correction: {}\".format(delta_ra))\n",
    "print(\"Dec correction: {}\".format(delta_dec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue[RA_COL] = catalogue[RA_COL]+ delta_ra.to(u.deg)\n",
    "catalogue[DEC_COL] = catalogue[DEC_COL]+delta_dec.to(u.deg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "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(catalogue[RA_COL], catalogue[DEC_COL], \n",
    "                    gaia_coords.ra, gaia_coords.dec, near_ra0=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IV - Flagging Gaia objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue.add_column(\n",
    "    gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "194610 sources flagged.\n"
     ]
    }
   ],
   "source": [
    "GAIA_FLAG_NAME = \"vics82_flag_gaia\"\n",
    "\n",
    "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n",
    "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## V - Flagging objects near bright stars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VI - Saving to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "catalogue.write(\"{}/VICS82.fits\".format(OUT_DIR), overwrite=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
