{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COSMOS Selection Functions\n",
    "## Depth maps and selection functions\n",
    "\n",
    "The simplest selection function available is the field MOC which specifies the area for which there is Herschel data. Each pristine catalogue also has a MOC defining the area for which that data is available.\n",
    "\n",
    "The next stage is to provide mean flux standard deviations which act as a proxy for the catalogue's 5$\\sigma$ depth"
   ]
  },
  {
   "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)\n",
      "This notebook was executed on: \n",
      "2018-06-19 18:26:59.110057\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": {
    "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",
    "\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, Table, join\n",
    "import numpy as np\n",
    "from pymoc import MOC\n",
    "import healpy as hp\n",
    "#import pandas as pd #Astropy has group_by function so apandas isn't required.\n",
    "import seaborn as sns\n",
    "\n",
    "import warnings\n",
    "#We ignore warnings - this is a little dangerous but a huge number of warnings are generated by empty cells later\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from herschelhelp_internal.utils import inMoc, coords_to_hpidx, flux_to_mag\n",
    "from herschelhelp_internal.masterlist import find_last_ml_suffix, nb_ccplots\n",
    "\n",
    "from astropy.io.votable import parse_single_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "FIELD = 'COSMOS'\n",
    "#FILTERS_DIR = \"/Users/rs548/GitHub/herschelhelp_python/database_builder/filters/\"\n",
    "FILTERS_DIR = \"/opt/herschelhelp_python/database_builder/filters/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Depth maps produced using: master_catalogue_cosmos_20180619.fits\n"
     ]
    }
   ],
   "source": [
    "TMP_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n",
    "OUT_DIR = os.environ.get('OUT_DIR', \"./data\")\n",
    "SUFFIX = find_last_ml_suffix()\n",
    "#SUFFIX = \"20171016\"\n",
    "\n",
    "master_catalogue_filename = \"master_catalogue_{}_{}.fits\".format(FIELD.lower(), SUFFIX)\n",
    "master_catalogue = Table.read(\"{}/{}\".format(OUT_DIR, master_catalogue_filename))\n",
    "\n",
    "print(\"Depth maps produced using: {}\".format(master_catalogue_filename))\n",
    "\n",
    "ORDER = 10\n",
    "#TODO write code to decide on appropriate order\n",
    "\n",
    "field_moc = MOC(filename=\"../../dmu2/dmu2_field_coverages/{}_MOC.fits\".format(FIELD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I - Group masterlist objects by healpix cell and calculate depths\n",
    "We add a column to the masterlist catalogue for the target order healpix cell <i>per object</i>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Add a column to the catalogue with the order=ORDER hp_idx\n",
    "master_catalogue.add_column(Column(data=coords_to_hpidx(master_catalogue['ra'],\n",
    "                                                       master_catalogue['dec'],\n",
    "                                                       ORDER), \n",
    "                                   name=\"hp_idx_O_{}\".format(str(ORDER))\n",
    "                                  )\n",
    "                           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Convert catalogue to pandas and group by the order=ORDER pixel\n",
    "\n",
    "group = master_catalogue.group_by([\"hp_idx_O_{}\".format(str(ORDER))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Downgrade the groups from order=ORDER to order=13 and then fill out the appropriate cells\n",
    "#hp.pixelfunc.ud_grade([2599293, 2599294], nside_out=hp.order2nside(13))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II Create a table of all Order=13 healpix cells in the field and populate it\n",
    "We create a table with every order=13 healpix cell in the field MOC. We then calculate the healpix cell at lower order that the order=13 cell is in. We then fill in the depth at every order=13 cell as calculated for the lower order cell that that the order=13 cell is inside."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "depths = Table()\n",
    "depths['hp_idx_O_13'] = list(field_moc.flattened(13))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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     "metadata": {},
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   "source": [
    "depths[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "depths.add_column(Column(data=hp.pixelfunc.ang2pix(2**ORDER,\n",
    "                     hp.pixelfunc.pix2ang(2**13, depths['hp_idx_O_13'], nest=True)[0],\n",
    "                     hp.pixelfunc.pix2ang(2**13, depths['hp_idx_O_13'], nest=True)[1],\n",
    "                     nest = True),\n",
    "                     name=\"hp_idx_O_{}\".format(str(ORDER))\n",
    "                        )\n",
    "                 )"
   ]
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  {
   "cell_type": "code",
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   "metadata": {
    "scrolled": true
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    "depths[:10].show_in_notebook()"
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  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "<thead><tr><th>idx</th><th>hp_idx_O_13</th><th>hp_idx_O_10</th><th>ferr_ap_vista_ks_mean</th><th>f_ap_vista_ks_p90</th><th>ferr_vista_ks_mean</th><th>f_vista_ks_p90</th><th>ferr_ap_vista_y_mean</th><th>f_ap_vista_y_p90</th><th>ferr_vista_y_mean</th><th>f_vista_y_p90</th><th>ferr_ap_vista_h_mean</th><th>f_ap_vista_h_p90</th><th>ferr_vista_h_mean</th><th>f_vista_h_p90</th><th>ferr_ap_vista_j_mean</th><th>f_ap_vista_j_p90</th><th>ferr_vista_j_mean</th><th>f_vista_j_p90</th><th>ferr_ap_suprime_b_mean</th><th>f_ap_suprime_b_p90</th><th>ferr_suprime_b_mean</th><th>f_suprime_b_p90</th><th>ferr_ap_suprime_v_mean</th><th>f_ap_suprime_v_p90</th><th>ferr_suprime_v_mean</th><th>f_suprime_v_p90</th><th>ferr_ap_suprime_ip_mean</th><th>f_ap_suprime_ip_p90</th><th>ferr_suprime_ip_mean</th><th>f_suprime_ip_p90</th><th>ferr_ap_suprime_rc_mean</th><th>f_ap_suprime_rc_p90</th><th>ferr_suprime_rc_mean</th><th>f_suprime_rc_p90</th><th>ferr_ap_suprime_zp_mean</th><th>f_ap_suprime_zp_p90</th><th>ferr_suprime_zp_mean</th><th>f_suprime_zp_p90</th><th>ferr_ap_suprime_zpp_mean</th><th>f_ap_suprime_zpp_p90</th><th>ferr_suprime_zpp_mean</th><th>f_suprime_zpp_p90</th><th>ferr_ap_suprime_ia484_mean</th><th>f_ap_suprime_ia484_p90</th><th>ferr_suprime_ia484_mean</th><th>f_suprime_ia484_p90</th><th>ferr_ap_suprime_ia527_mean</th><th>f_ap_suprime_ia527_p90</th><th>ferr_suprime_ia527_mean</th><th>f_suprime_ia527_p90</th><th>ferr_ap_suprime_ia624_mean</th><th>f_ap_suprime_ia624_p90</th><th>ferr_suprime_ia624_mean</th><th>f_suprime_ia624_p90</th><th>ferr_ap_suprime_ia679_mean</th><th>f_ap_suprime_ia679_p90</th><th>ferr_suprime_ia679_mean</th><th>f_suprime_ia679_p90</th><th>ferr_ap_suprime_ia738_mean</th><th>f_ap_suprime_ia738_p90</th><th>ferr_suprime_ia738_mean</th><th>f_suprime_ia738_p90</th><th>ferr_ap_suprime_ia767_mean</th><th>f_ap_suprime_ia767_p90</th><th>ferr_suprime_ia767_mean</th><th>f_suprime_ia767_p90</th><th>ferr_ap_suprime_ib427_mean</th><th>f_ap_suprime_ib427_p90</th><th>ferr_suprime_ib427_mean</th><th>f_suprime_ib427_p90</th><th>ferr_ap_suprime_ib464_mean</th><th>f_ap_suprime_ib464_p90</th><th>ferr_suprime_ib464_mean</th><th>f_suprime_ib464_p90</th><th>ferr_ap_suprime_ib505_mean</th><th>f_ap_suprime_ib505_p90</th><th>ferr_suprime_ib505_mean</th><th>f_suprime_ib505_p90</th><th>ferr_ap_suprime_ib574_mean</th><th>f_ap_suprime_ib574_p90</th><th>ferr_suprime_ib574_mean</th><th>f_suprime_ib574_p90</th><th>ferr_ap_suprime_ib709_mean</th><th>f_ap_suprime_ib709_p90</th><th>ferr_suprime_ib709_mean</th><th>f_suprime_ib709_p90</th><th>ferr_ap_suprime_ib827_mean</th><th>f_ap_suprime_ib827_p90</th><th>ferr_suprime_ib827_mean</th><th>f_suprime_ib827_p90</th><th>ferr_ap_suprime_nb711_mean</th><th>f_ap_suprime_nb711_p90</th><th>ferr_suprime_nb711_mean</th><th>f_suprime_nb711_p90</th><th>ferr_ap_suprime_nb816_mean</th><th>f_ap_suprime_nb816_p90</th><th>ferr_suprime_nb816_mean</th><th>f_suprime_nb816_p90</th><th>ferr_ap_wfc3_f140w_mean</th><th>f_ap_wfc3_f140w_p90</th><th>ferr_wfc3_f140w_mean</th><th>f_wfc3_f140w_p90</th><th>ferr_ap_wfc3_f160w_mean</th><th>f_ap_wfc3_f160w_p90</th><th>ferr_wfc3_f160w_mean</th><th>f_wfc3_f160w_p90</th><th>ferr_ap_megacam_u_mean</th><th>f_ap_megacam_u_p90</th><th>ferr_megacam_u_mean</th><th>f_megacam_u_p90</th><th>ferr_ap_megacam_g_mean</th><th>f_ap_megacam_g_p90</th><th>ferr_megacam_g_mean</th><th>f_megacam_g_p90</th><th>ferr_ap_megacam_r_mean</th><th>f_ap_megacam_r_p90</th><th>ferr_megacam_r_mean</th><th>f_megacam_r_p90</th><th>ferr_ap_megacam_i_mean</th><th>f_ap_megacam_i_p90</th><th>ferr_megacam_i_mean</th><th>f_megacam_i_p90</th><th>ferr_ap_megacam_z_mean</th><th>f_ap_megacam_z_p90</th><th>ferr_megacam_z_mean</th><th>f_megacam_z_p90</th><th>ferr_ap_decam_g_mean</th><th>f_ap_decam_g_p90</th><th>ferr_decam_g_mean</th><th>f_decam_g_p90</th><th>ferr_ap_decam_r_mean</th><th>f_ap_decam_r_p90</th><th>ferr_decam_r_mean</th><th>f_decam_r_p90</th><th>ferr_ap_decam_z_mean</th><th>f_ap_decam_z_p90</th><th>ferr_decam_z_mean</th><th>f_decam_z_p90</th><th>ferr_ap_omegacam_u_mean</th><th>f_ap_omegacam_u_p90</th><th>ferr_omegacam_u_mean</th><th>f_omegacam_u_p90</th><th>ferr_ap_omegacam_g_mean</th><th>f_ap_omegacam_g_p90</th><th>ferr_omegacam_g_mean</th><th>f_omegacam_g_p90</th><th>ferr_ap_omegacam_r_mean</th><th>f_ap_omegacam_r_p90</th><th>ferr_omegacam_r_mean</th><th>f_omegacam_r_p90</th><th>ferr_ap_omegacam_i_mean</th><th>f_ap_omegacam_i_p90</th><th>ferr_omegacam_i_mean</th><th>f_omegacam_i_p90</th><th>ferr_ap_ukidss_y_mean</th><th>f_ap_ukidss_y_p90</th><th>ferr_ukidss_y_mean</th><th>f_ukidss_y_p90</th><th>ferr_ap_ukidss_j_mean</th><th>f_ap_ukidss_j_p90</th><th>ferr_ukidss_j_mean</th><th>f_ukidss_j_p90</th><th>ferr_ap_ukidss_h_mean</th><th>f_ap_ukidss_h_p90</th><th>ferr_ukidss_h_mean</th><th>f_ukidss_h_p90</th><th>ferr_ap_ukidss_k_mean</th><th>f_ap_ukidss_k_p90</th><th>ferr_ukidss_k_mean</th><th>f_ukidss_k_p90</th><th>ferr_ap_wircam_j_mean</th><th>f_ap_wircam_j_p90</th><th>ferr_wircam_j_mean</th><th>f_wircam_j_p90</th><th>ferr_ap_gpc1_g_mean</th><th>f_ap_gpc1_g_p90</th><th>ferr_gpc1_g_mean</th><th>f_gpc1_g_p90</th><th>ferr_ap_gpc1_r_mean</th><th>f_ap_gpc1_r_p90</th><th>ferr_gpc1_r_mean</th><th>f_gpc1_r_p90</th><th>ferr_ap_gpc1_i_mean</th><th>f_ap_gpc1_i_p90</th><th>ferr_gpc1_i_mean</th><th>f_gpc1_i_p90</th><th>ferr_ap_gpc1_z_mean</th><th>f_ap_gpc1_z_p90</th><th>ferr_gpc1_z_mean</th><th>f_gpc1_z_p90</th><th>ferr_ap_gpc1_y_mean</th><th>f_ap_gpc1_y_p90</th><th>ferr_gpc1_y_mean</th><th>f_gpc1_y_p90</th><th>ferr_ap_suprime_g_mean</th><th>f_ap_suprime_g_p90</th><th>ferr_suprime_g_mean</th><th>f_suprime_g_p90</th><th>ferr_ap_suprime_r_mean</th><th>f_ap_suprime_r_p90</th><th>ferr_suprime_r_mean</th><th>f_suprime_r_p90</th><th>ferr_ap_suprime_i_mean</th><th>f_ap_suprime_i_p90</th><th>ferr_suprime_i_mean</th><th>f_suprime_i_p90</th><th>ferr_ap_suprime_z_mean</th><th>f_ap_suprime_z_p90</th><th>ferr_suprime_z_mean</th><th>f_suprime_z_p90</th><th>ferr_ap_suprime_y_mean</th><th>f_ap_suprime_y_p90</th><th>ferr_suprime_y_mean</th><th>f_suprime_y_p90</th><th>ferr_ap_suprime_n921_mean</th><th>f_ap_suprime_n921_p90</th><th>ferr_suprime_n921_mean</th><th>f_suprime_n921_p90</th><th>ferr_ap_wircam_h_mean</th><th>f_ap_wircam_h_p90</th><th>ferr_wircam_h_mean</th><th>f_wircam_h_p90</th><th>ferr_ap_wircam_ks_mean</th><th>f_ap_wircam_ks_p90</th><th>ferr_wircam_ks_mean</th><th>f_wircam_ks_p90</th><th>ferr_wfc3_f125w_mean</th><th>f_wfc3_f125w_p90</th><th>ferr_acs_f606w_mean</th><th>f_acs_f606w_p90</th><th>ferr_acs_f814w_mean</th><th>f_acs_f814w_p90</th><th>ferr_irac_i1_mean</th><th>f_irac_i1_p90</th><th>ferr_irac_i2_mean</th><th>f_irac_i2_p90</th><th>ferr_irac_i3_mean</th><th>f_irac_i3_p90</th><th>ferr_irac_i4_mean</th><th>f_irac_i4_p90</th></tr></thead>\n",
       "<thead><tr><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><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>uJy</th><th>uJy</th><th>uJy</th><th>uJy</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><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>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></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><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>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th><th>uJy</th></tr></thead>\n",
       "<tr><td>0</td><td>446299838</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>1</td><td>446299835</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>2</td><td>446299834</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>3</td><td>446299833</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>4</td><td>446299839</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>5</td><td>446299837</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>6</td><td>446299819</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>7</td><td>446299832</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>8</td><td>446299823</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></tr>\n",
       "<tr><td>9</td><td>446299822</td><td>6973434</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>nan</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>2.789097468058268</td><td>32.74035243988037</td><td>5.948591709136963</td><td>67.00811443328857</td><td>3.2508020401000977</td><td>45.95114135742188</td><td>5.283885657787323</td><td>70.12433147430421</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.142240524291992</td><td>53.10358657836914</td><td>15.782955805460611</td><td>76.88269577026368</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.4520688872643805</td><td>20.354744551234937</td><td>0.5818093395094645</td><td>22.845309931951945</td><td>0.5888035572219746</td><td>27.36377842245865</td><td>0.728064919459468</td><td>35.85983460382837</td><td>1.1725698258727637</td><td>35.509278850242026</td><td>1.31737040071757</td><td>37.68802464392597</td><td>1.36645505216131</td><td>34.76493458354081</td><td>2.4076772164849936</td><td>37.142787034663854</td><td>4.259304973400326</td><td>39.80772654793951</td><td>6.677302342858043</td><td>36.86303233531686</td><td>0.02976248599588871</td><td>0.6845596253871916</td><td>0.03988498936257796</td><td>0.8166052460670474</td><td>0.034491013017638274</td><td>0.9878830909729006</td><td>0.05172230355027649</td><td>1.461080420017243</td><td>0.0375103556603042</td><td>1.5469680786132824</td><td>0.05496312077043623</td><td>2.3814628601074235</td><td>0.05460787031512994</td><td>1.9135484457015985</td><td>0.07892657987251403</td><td>3.6671808242797876</td><td>0.2174834469719046</td><td>3.0315767765045196</td><td>0.3021579884367881</td><td>4.411142539978028</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>nan</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>nan</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></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(\"$('#table139810765614384-672765').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",
       "    $('#table139810765614384-672765').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, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for col in master_catalogue.colnames:\n",
    "    if col.startswith(\"f_\"):\n",
    "        errcol = \"ferr{}\".format(col[1:])\n",
    "        depths = join(depths, \n",
    "                      group[\"hp_idx_O_{}\".format(str(ORDER)), errcol].groups.aggregate(np.nanmean),\n",
    "                     join_type='left')\n",
    "        depths[errcol].name = errcol + \"_mean\"\n",
    "        depths = join(depths, \n",
    "                      group[\"hp_idx_O_{}\".format(str(ORDER)), col].groups.aggregate(lambda x: np.nanpercentile(x, 90.)),\n",
    "                     join_type='left')\n",
    "        depths[col].name = col + \"_p90\"\n",
    "\n",
    "depths[:10].show_in_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III - Save the depth map table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "depths.write(\"{}/depths_{}_{}.fits\".format(OUT_DIR, FIELD.lower(), SUFFIX))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IV - Overview plots\n",
    "\n",
    "### IV.a - Filters\n",
    "First we simply plot all the filters available on this field to give an overview of coverage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'acs_f606w',\n",
       " 'acs_f814w',\n",
       " 'decam_g',\n",
       " 'decam_r',\n",
       " 'decam_z',\n",
       " 'gpc1_g',\n",
       " 'gpc1_i',\n",
       " 'gpc1_r',\n",
       " 'gpc1_y',\n",
       " 'gpc1_z',\n",
       " 'irac_i1',\n",
       " 'irac_i2',\n",
       " 'irac_i3',\n",
       " 'irac_i4',\n",
       " 'megacam_g',\n",
       " 'megacam_i',\n",
       " 'megacam_r',\n",
       " 'megacam_u',\n",
       " 'megacam_z',\n",
       " 'omegacam_g',\n",
       " 'omegacam_i',\n",
       " 'omegacam_r',\n",
       " 'omegacam_u',\n",
       " 'suprime_b',\n",
       " 'suprime_g',\n",
       " 'suprime_i',\n",
       " 'suprime_ia484',\n",
       " 'suprime_ia527',\n",
       " 'suprime_ia624',\n",
       " 'suprime_ia679',\n",
       " 'suprime_ia738',\n",
       " 'suprime_ia767',\n",
       " 'suprime_ib427',\n",
       " 'suprime_ib464',\n",
       " 'suprime_ib505',\n",
       " 'suprime_ib574',\n",
       " 'suprime_ib709',\n",
       " 'suprime_ib827',\n",
       " 'suprime_ip',\n",
       " 'suprime_n921',\n",
       " 'suprime_nb711',\n",
       " 'suprime_nb816',\n",
       " 'suprime_r',\n",
       " 'suprime_rc',\n",
       " 'suprime_v',\n",
       " 'suprime_y',\n",
       " 'suprime_z',\n",
       " 'suprime_zp',\n",
       " 'suprime_zpp',\n",
       " 'ukidss_h',\n",
       " 'ukidss_j',\n",
       " 'ukidss_k',\n",
       " 'ukidss_y',\n",
       " 'vista_h',\n",
       " 'vista_j',\n",
       " 'vista_ks',\n",
       " 'vista_y',\n",
       " 'wfc3_f125w',\n",
       " 'wfc3_f140w',\n",
       " 'wfc3_f160w',\n",
       " 'wircam_h',\n",
       " 'wircam_j',\n",
       " 'wircam_ks'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot_bands = [column[2:] for column in master_catalogue.colnames \n",
    "             if (column.startswith('f_') & ~column.startswith('f_ap_'))]\n",
    "ap_bands = [column[5:] for column in master_catalogue.colnames \n",
    "            if column.startswith('f_ap_') ]\n",
    "bands = set(tot_bands) | set(ap_bands)\n",
    "bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Passbands on COSMOS')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for b in bands:\n",
    "    plt.plot(Table(data = parse_single_table(FILTERS_DIR + b + '.xml').array.data)['Wavelength']\n",
    "            ,Table(data = parse_single_table(FILTERS_DIR + b + '.xml').array.data)['Transmission']\n",
    "            , label=b)\n",
    "plt.xlabel('Wavelength ($\\AA$)')\n",
    "plt.ylabel('Transmission')\n",
    "plt.xscale('log')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.title('Passbands on {}'.format(FIELD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IV.a - Depth overview\n",
    "Then we plot the mean depths available across the area a given band is available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vista_ks: mean flux error: 0.17101176758904982, 3sigma in AB mag (Aperture): 24.62463187343169\n",
      "vista_y: mean flux error: 0.07808369030752492, 3sigma in AB mag (Aperture): 25.475796037443025\n",
      "vista_h: mean flux error: 0.1320023466072916, 3sigma in AB mag (Aperture): 24.905742733869182\n",
      "vista_j: mean flux error: 0.09948736105467994, 3sigma in AB mag (Aperture): 25.21277708527773\n",
      "suprime_b: mean flux error: 0.01500132614336406, 3sigma in AB mag (Aperture): 27.26687273034704\n",
      "suprime_v: mean flux error: 0.02853652523131588, 3sigma in AB mag (Aperture): 26.568694138585933\n",
      "suprime_ip: mean flux error: 0.02723502077989971, 3sigma in AB mag (Aperture): 26.61937758577772\n",
      "suprime_rc: mean flux error: 0.022558077661538816, 3sigma in AB mag (Aperture): 26.82394164448788\n",
      "suprime_zp: mean flux error: 0.15773326988522435, 3sigma in AB mag (Aperture): 24.712388596846885\n",
      "suprime_zpp: mean flux error: 0.03602394135205551, 3sigma in AB mag (Aperture): 26.315718795919928\n",
      "suprime_ia484: mean flux error: 0.034835223085850686, 3sigma in AB mag (Aperture): 26.352150372913734\n",
      "suprime_ia527: mean flux error: 0.03029676594218656, 3sigma in AB mag (Aperture): 26.503706183729243\n",
      "suprime_ia624: mean flux error: 0.03607412435988554, 3sigma in AB mag (Aperture): 26.314207367930145\n",
      "suprime_ia679: mean flux error: 0.05714617453483972, 3sigma in AB mag (Aperture): 25.814728955025977\n",
      "suprime_ia738: mean flux error: 0.04913981306871107, 3sigma in AB mag (Aperture): 25.97861311304937\n",
      "suprime_ia767: mean flux error: 0.0619369604841699, 3sigma in AB mag (Aperture): 25.72732214113578\n",
      "suprime_ib427: mean flux error: 0.03500936553271765, 3sigma in AB mag (Aperture): 26.34673626267618\n",
      "suprime_ib464: mean flux error: 0.03989008582262292, 3sigma in AB mag (Aperture): 26.20503443648669\n",
      "suprime_ib505: mean flux error: 0.04309929024789271, 3sigma in AB mag (Aperture): 26.121021567379167\n",
      "suprime_ib574: mean flux error: 0.04993093217474389, 3sigma in AB mag (Aperture): 25.961272677956494\n",
      "suprime_ib709: mean flux error: 0.04393368435726336, 3sigma in AB mag (Aperture): 26.10020279944151\n",
      "suprime_ib827: mean flux error: 0.06855022601728626, 3sigma in AB mag (Aperture): 25.617174635594942\n",
      "suprime_nb711: mean flux error: 0.07510778920646957, 3sigma in AB mag (Aperture): 25.51798441636381\n",
      "suprime_nb816: mean flux error: 0.06988536197585536, 3sigma in AB mag (Aperture): 25.59623131578403\n",
      "wfc3_f140w: mean flux error: 1.7319075056637885e-06, 3sigma in AB mag (Aperture): 37.11088512732959\n",
      "wfc3_f160w: mean flux error: 1.8086795555592633e-08, 3sigma in AB mag (Aperture): 42.063792789306966\n",
      "megacam_u: mean flux error: 0.01967026572271527, 3sigma in AB mag (Aperture): 26.97267129625336\n",
      "megacam_g: mean flux error: 0.011095803246441601, 3sigma in AB mag (Aperture): 27.594299995413017\n",
      "megacam_r: mean flux error: 0.015224260260325707, 3sigma in AB mag (Aperture): 27.250856364070493\n",
      "megacam_i: mean flux error: 0.020030299674356183, 3sigma in AB mag (Aperture): 26.952978246089508\n",
      "megacam_z: mean flux error: 0.042954704787316486, 3sigma in AB mag (Aperture): 26.124670016632074\n",
      "decam_g: mean flux error: 2.1072497219157348e-07, 3sigma in AB mag (Aperture): 39.39790685020859\n",
      "decam_r: mean flux error: 3.298256867451308e-07, 3sigma in AB mag (Aperture): 38.91148567476238\n",
      "decam_z: mean flux error: 5.382935082040033e-07, 3sigma in AB mag (Aperture): 38.37964900751347\n",
      "omegacam_u: mean flux error: 0.20381800145480622, 3sigma in AB mag (Aperture): 24.43409051624227\n",
      "omegacam_g: mean flux error: 0.11826448644397333, 3sigma in AB mag (Aperture): 25.02506098761824\n",
      "omegacam_r: mean flux error: 0.09408719406638162, 3sigma in AB mag (Aperture): 25.273370570965646\n",
      "omegacam_i: mean flux error: 0.40783637430720815, 3sigma in AB mag (Aperture): 23.680981970112832\n",
      "ukidss_y: mean flux error: 3.7431206271605397, 3sigma in AB mag (Aperture): 21.274112305522955\n",
      "ukidss_j: mean flux error: 4.697561139564251, 3sigma in AB mag (Aperture): 21.02751576013447\n",
      "ukidss_h: mean flux error: 5.560793087879484, 3sigma in AB mag (Aperture): 20.844355024026832\n",
      "ukidss_k: mean flux error: 5.865862372280343, 3sigma in AB mag (Aperture): 20.786367190362263\n",
      "wircam_j: mean flux error: 0.19179426644911765, 3sigma in AB mag (Aperture): 24.500107812927688\n",
      "gpc1_g: mean flux error: 5.66336990784276, 3sigma in AB mag (Aperture): 20.824509541030885\n",
      "gpc1_r: mean flux error: 18.092788142716127, 3sigma in AB mag (Aperture): 19.563433118564824\n",
      "gpc1_i: mean flux error: 59.142485191948076, 3sigma in AB mag (Aperture): 18.277447938677874\n",
      "gpc1_z: mean flux error: 8.114928441402622, 3sigma in AB mag (Aperture): 20.433985126929848\n",
      "gpc1_y: mean flux error: 919.7073782050579, 3sigma in AB mag (Aperture): 15.298072686809078\n",
      "suprime_g: mean flux error: 0.021549871017772875, 3sigma in AB mag (Aperture): 26.87358517538555\n",
      "suprime_r: mean flux error: inf, 3sigma in AB mag (Aperture): -inf\n",
      "suprime_i: mean flux error: inf, 3sigma in AB mag (Aperture): -inf\n",
      "suprime_z: mean flux error: inf, 3sigma in AB mag (Aperture): -inf\n",
      "suprime_y: mean flux error: 0.16338771075144373, 3sigma in AB mag (Aperture): 24.674148393565837\n",
      "suprime_n921: mean flux error: inf, 3sigma in AB mag (Aperture): -inf\n",
      "wircam_h: mean flux error: 0.31255821382505966, 3sigma in AB mag (Aperture): 23.96986957229283\n",
      "wircam_ks: mean flux error: 0.34980081095462584, 3sigma in AB mag (Aperture): 23.847644833243628\n",
      "vista_ks: mean flux error: 0.11661010418496341, 3sigma in AB mag (Total): 25.04035640477519\n",
      "vista_y: mean flux error: 0.04323829248840053, 3sigma in AB mag (Total): 26.11752552566299\n",
      "vista_h: mean flux error: 0.08474241709888765, 3sigma in AB mag (Total): 25.386944745259264\n",
      "vista_j: mean flux error: 0.058645748715486806, 3sigma in AB mag (Total): 25.786605525240084\n",
      "suprime_b: mean flux error: 0.013323195225226786, 3sigma in AB mag (Total): 27.39567588402189\n",
      "suprime_v: mean flux error: 0.02291448471870723, 3sigma in AB mag (Total): 26.80692162407953\n",
      "suprime_ip: mean flux error: 0.030694173801384537, 3sigma in AB mag (Total): 26.489556993403347\n",
      "suprime_rc: mean flux error: 0.022014015164786828, 3sigma in AB mag (Total): 26.85044870992089\n",
      "suprime_zp: mean flux error: 0.06624944050452578, 3sigma in AB mag (Total): 25.654241325992807\n",
      "suprime_zpp: mean flux error: 0.02782468683768608, 3sigma in AB mag (Total): 26.596121150399178\n",
      "suprime_ia484: mean flux error: 0.03245683515634566, 3sigma in AB mag (Total): 26.428931438703977\n",
      "suprime_ia527: mean flux error: 0.03137458280440119, 3sigma in AB mag (Total): 26.465751964185365\n",
      "suprime_ia624: mean flux error: 0.04005966034987593, 3sigma in AB mag (Total): 26.200428706298716\n",
      "suprime_ia679: mean flux error: 0.04369234698603036, 3sigma in AB mag (Total): 26.106183428257687\n",
      "suprime_ia738: mean flux error: 0.05140446294237357, 3sigma in AB mag (Total): 25.929694797857373\n",
      "suprime_ia767: mean flux error: 0.05450015585536648, 3sigma in AB mag (Total): 25.866202502599656\n",
      "suprime_ib427: mean flux error: 0.03307630443206007, 3sigma in AB mag (Total): 26.408404411968483\n",
      "suprime_ib464: mean flux error: 0.03619378644181617, 3sigma in AB mag (Total): 26.310611814330095\n",
      "suprime_ib505: mean flux error: 0.04209555511166076, 3sigma in AB mag (Total): 26.14660626092701\n",
      "suprime_ib574: mean flux error: 0.04032961421892777, 3sigma in AB mag (Total): 26.19313669396113\n",
      "suprime_ib709: mean flux error: 0.03976082698865647, 3sigma in AB mag (Total): 26.208558341337657\n",
      "suprime_ib827: mean flux error: 0.04771393306971261, 3sigma in AB mag (Total): 26.010583820646993\n",
      "suprime_nb711: mean flux error: 0.09647062793073591, 3sigma in AB mag (Total): 25.24620909977174\n",
      "suprime_nb816: mean flux error: 0.04355110119295295, 3sigma in AB mag (Total): 26.109699011570875\n",
      "wfc3_f140w: mean flux error: 3.1689321742286077e-06, 3sigma in AB mag (Total): 36.45491450337078\n",
      "wfc3_f160w: mean flux error: 5.207351085446414e-08, 3sigma in AB mag (Total): 40.91565471499205\n",
      "megacam_u: mean flux error: 0.014918228608865634, 3sigma in AB mag (Total): 27.272903718071483\n",
      "megacam_g: mean flux error: 0.014550831163781742, 3sigma in AB mag (Total): 27.299977359357506\n",
      "megacam_r: mean flux error: 0.020316801170752793, 3sigma in AB mag (Total): 26.937558537149805\n",
      "megacam_i: mean flux error: 0.02638752398130078, 3sigma in AB mag (Total): 26.653700260680914\n",
      "megacam_z: mean flux error: 0.054047066985992424, 3sigma in AB mag (Total): 25.875266536365636\n",
      "decam_g: mean flux error: 31.890471478623372, 3sigma in AB mag (Total): 18.94804451311392\n",
      "decam_r: mean flux error: 1844.2174838476733, 3sigma in AB mag (Total): 14.542666525764886\n",
      "decam_z: mean flux error: 2.1499435750001807, 3sigma in AB mag (Total): 21.876129208048603\n",
      "omegacam_u: mean flux error: 0.24647155093771997, 3sigma in AB mag (Total): 24.22777986840496\n",
      "omegacam_g: mean flux error: 0.11927874326265726, 3sigma in AB mag (Total): 25.01578922649511\n",
      "omegacam_r: mean flux error: 0.1082410207176928, 3sigma in AB mag (Total): 25.12121716563741\n",
      "omegacam_i: mean flux error: 0.4447387226913513, 3sigma in AB mag (Total): 23.58693450214293\n",
      "ukidss_y: mean flux error: 6.502840073858663, 3sigma in AB mag (Total): 20.674439179663004\n",
      "ukidss_j: mean flux error: 6.331611269367058, 3sigma in AB mag (Total): 20.703411254686195\n",
      "ukidss_h: mean flux error: 10.697908105461462, 3sigma in AB mag (Total): 20.13394970568735\n",
      "ukidss_k: mean flux error: 11.464824146555895, 3sigma in AB mag (Total): 20.058778368995625\n",
      "wircam_j: mean flux error: 0.3064025462723651, 3sigma in AB mag (Total): 23.99146593805593\n",
      "gpc1_g: mean flux error: 4.962439440088945, 3sigma in AB mag (Total): 20.967958813644792\n",
      "gpc1_r: mean flux error: 17.12301596203029, 3sigma in AB mag (Total): 19.62324620938241\n",
      "gpc1_i: mean flux error: 69.01351685010913, 3sigma in AB mag (Total): 18.10986146539735\n",
      "gpc1_z: mean flux error: 8.050054613631112, 3sigma in AB mag (Total): 20.442699796343852\n",
      "gpc1_y: mean flux error: 841.729915815741, 3sigma in AB mag (Total): 15.394264956563177\n",
      "suprime_g: mean flux error: inf, 3sigma in AB mag (Total): -inf\n",
      "suprime_r: mean flux error: inf, 3sigma in AB mag (Total): -inf\n",
      "suprime_i: mean flux error: inf, 3sigma in AB mag (Total): -inf\n",
      "suprime_z: mean flux error: inf, 3sigma in AB mag (Total): -inf\n",
      "suprime_y: mean flux error: 0.24242295430503263, 3sigma in AB mag (Total): 24.245762514481378\n",
      "suprime_n921: mean flux error: inf, 3sigma in AB mag (Total): -inf\n",
      "wircam_h: mean flux error: 0.24691009885431447, 3sigma in AB mag (Total): 24.225849729835083\n",
      "wircam_ks: mean flux error: 0.27661743745603784, 3sigma in AB mag (Total): 24.102497978790772\n",
      "wfc3_f125w: mean flux error: 8.067896134787598e-08, 3sigma in AB mag (Total): 40.44029611690819\n",
      "acs_f606w: mean flux error: 57777203494.18263, 3sigma in AB mag (Total): -4.197194430533401\n",
      "acs_f814w: mean flux error: 982955979054.0237, 3sigma in AB mag (Total): -7.274138308586991\n",
      "irac_i1: mean flux error: nan, 3sigma in AB mag (Total): nan\n",
      "irac_i2: mean flux error: nan, 3sigma in AB mag (Total): nan\n",
      "irac_i3: mean flux error: 103.26119995117188, 3sigma in AB mag (Total): 17.67235394450571\n",
      "irac_i4: mean flux error: 162.89576779879056, 3sigma in AB mag (Total): 17.177422360617236\n"
     ]
    }
   ],
   "source": [
    "average_depths = []\n",
    "for b in ap_bands:\n",
    "    \n",
    "    mean_err = np.nanmean(depths['ferr_ap_{}_mean'.format(b)])\n",
    "    print(\"{}: mean flux error: {}, 3sigma in AB mag (Aperture): {}\".format(b, mean_err, flux_to_mag(3.0*mean_err*1.e-6)[0]))\n",
    "    average_depths += [('ap_' + b, flux_to_mag(1.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(3.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(5.0*mean_err*1.e-6)[0])]\n",
    "    \n",
    "for b in tot_bands:\n",
    "    \n",
    "    mean_err = np.nanmean(depths['ferr_{}_mean'.format(b)])\n",
    "    print(\"{}: mean flux error: {}, 3sigma in AB mag (Total): {}\".format(b, mean_err, flux_to_mag(3.0*mean_err*1.e-6)[0]))\n",
    "    average_depths += [(b, flux_to_mag(1.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(3.0*mean_err*1.e-6)[0], \n",
    "                        flux_to_mag(5.0*mean_err*1.e-6)[0])]\n",
    "    \n",
    "average_depths = np.array(average_depths,  dtype=[('band', \"<U16\"), ('1s', float), ('3s', float), ('5s', float)])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def FWHM(X,Y):\n",
    "    \n",
    "    half_max = max(Y) / 2.\n",
    "    #find when function crosses line half_max (when sign of diff flips)\n",
    "    #take the 'derivative' of signum(half_max - Y[])\n",
    "    d = half_max - Y\n",
    "    #plot(X,d) #if you are interested\n",
    "    #find the left and right most indexes\n",
    "    low_end = X[np.where(d < 0)[0][0]]\n",
    "    high_end = X[np.where(d < 0)[0][-1]]\n",
    "    return low_end, high_end, (high_end - low_end)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = []\n",
    "\n",
    "for b in ap_bands:\n",
    "    data += [['ap_' + b, Table(data = parse_single_table(FILTERS_DIR + b +'.xml').array.data)]]\n",
    "    \n",
    "for b in tot_bands:\n",
    "    data += [[b, Table(data = parse_single_table(FILTERS_DIR + b +'.xml').array.data)]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ap_vista_ks (19930.0, 23010.0, 3080.0)\n",
      "ap_vista_y (9740.0, 10660.0, 920.0)\n",
      "ap_vista_h (15000.0, 17900.0, 2900.0)\n",
      "ap_vista_j (11670.0, 13380.0, 1710.0)\n",
      "ap_suprime_b (3827.0, 4906.0, 1079.0)\n",
      "ap_suprime_v (4941.6, 5925.8, 984.1997)\n",
      "ap_suprime_ip (6895.0, 8437.5, 1542.5)\n",
      "ap_suprime_rc (5919.9, 7079.5, 1159.6001)\n",
      "ap_suprime_zp (8073.5, 8416.0, 342.5)\n",
      "ap_suprime_zpp (8499.9, 9883.9, 1384.0)\n",
      "ap_suprime_ia484 (4733.0, 4961.5, 228.5)\n",
      "ap_suprime_ia527 (5139.0, 5381.0, 242.0)\n",
      "ap_suprime_ia624 (6082.5, 6382.0, 299.5)\n",
      "ap_suprime_ia679 (6613.0, 6948.5, 335.5)\n",
      "ap_suprime_ia738 (7200.5, 7524.0, 323.5)\n",
      "ap_suprime_ia767 (7498.0, 7861.0, 363.0)\n",
      "ap_suprime_ib427 (4158.0, 4365.0, 207.0)\n",
      "ap_suprime_ib464 (4525.0, 4742.5, 217.5)\n",
      "ap_suprime_ib505 (4945.0, 5176.0, 231.0)\n",
      "ap_suprime_ib574 (5626.0, 5898.5, 272.5)\n",
      "ap_suprime_ib709 (6913.5, 7229.5, 316.0)\n",
      "ap_suprime_ib827 (8073.5, 8416.0, 342.5)\n",
      "ap_suprime_nb711 (7085.5, 7158.0, 72.5)\n",
      "ap_suprime_nb816 (8094.0, 8211.5, 117.5)\n",
      "ap_wfc3_f140w (12005.91, 15946.44, 3940.5303)\n",
      "ap_wfc3_f160w (13996.34, 16869.92, 2873.58)\n",
      "ap_megacam_u (3500.0, 4100.0, 600.0)\n",
      "ap_megacam_g (4180.0, 5580.0, 1400.0)\n",
      "ap_megacam_r (5680.0, 6880.0, 1200.0)\n",
      "ap_megacam_i (6831.7305, 8388.556, 1556.8252)\n",
      "ap_megacam_z (8280.0, 9160.0, 880.0)\n",
      "ap_decam_g (4180.0, 5470.0, 1290.0)\n",
      "ap_decam_r (5680.0, 7150.0, 1470.0)\n",
      "ap_decam_z (8490.0, 9960.0, 1470.0)\n",
      "ap_omegacam_u (3296.7, 3807.9, 511.19995)\n",
      "ap_omegacam_g (4077.9, 5369.7, 1291.8003)\n",
      "ap_omegacam_r (5640.7, 6962.8, 1322.0996)\n",
      "ap_omegacam_i (6841.5, 8373.8, 1532.2998)\n",
      "ap_ukidss_y (9790.0, 10820.0, 1030.0)\n",
      "ap_ukidss_j (11695.0, 13280.0, 1585.0)\n",
      "ap_ukidss_h (14925.0, 17840.0, 2915.0)\n",
      "ap_ukidss_k (20290.0, 23820.0, 3530.0)\n",
      "ap_wircam_j (11748.0, 13334.0, 1586.0)\n",
      "ap_gpc1_g (4260.0, 5500.0, 1240.0)\n",
      "ap_gpc1_r (5500.0, 6900.0, 1400.0)\n",
      "ap_gpc1_i (6910.0, 8190.0, 1280.0)\n",
      "ap_gpc1_z (8190.0, 9210.0, 1020.0)\n",
      "ap_gpc1_y (9200.0, 9820.0, 620.0)\n",
      "ap_suprime_g (4090.0, 5460.0, 1370.0)\n",
      "ap_suprime_r (5440.0, 6960.0, 1520.0)\n",
      "ap_suprime_i (6980.0, 8420.0, 1440.0)\n",
      "ap_suprime_z (8540.0, 9280.0, 740.0)\n",
      "ap_suprime_y (9360.0, 10120.0, 760.0)\n",
      "ap_suprime_n921 (9146.5, 9279.0, 132.5)\n",
      "ap_wircam_h (14855.0, 17760.0, 2905.0)\n",
      "ap_wircam_ks (19870.0, 23135.0, 3265.0)\n",
      "vista_ks (19930.0, 23010.0, 3080.0)\n",
      "vista_y (9740.0, 10660.0, 920.0)\n",
      "vista_h (15000.0, 17900.0, 2900.0)\n",
      "vista_j (11670.0, 13380.0, 1710.0)\n",
      "suprime_b (3827.0, 4906.0, 1079.0)\n",
      "suprime_v (4941.6, 5925.8, 984.1997)\n",
      "suprime_ip (6895.0, 8437.5, 1542.5)\n",
      "suprime_rc (5919.9, 7079.5, 1159.6001)\n",
      "suprime_zp (8073.5, 8416.0, 342.5)\n",
      "suprime_zpp (8499.9, 9883.9, 1384.0)\n",
      "suprime_ia484 (4733.0, 4961.5, 228.5)\n",
      "suprime_ia527 (5139.0, 5381.0, 242.0)\n",
      "suprime_ia624 (6082.5, 6382.0, 299.5)\n",
      "suprime_ia679 (6613.0, 6948.5, 335.5)\n",
      "suprime_ia738 (7200.5, 7524.0, 323.5)\n",
      "suprime_ia767 (7498.0, 7861.0, 363.0)\n",
      "suprime_ib427 (4158.0, 4365.0, 207.0)\n",
      "suprime_ib464 (4525.0, 4742.5, 217.5)\n",
      "suprime_ib505 (4945.0, 5176.0, 231.0)\n",
      "suprime_ib574 (5626.0, 5898.5, 272.5)\n",
      "suprime_ib709 (6913.5, 7229.5, 316.0)\n",
      "suprime_ib827 (8073.5, 8416.0, 342.5)\n",
      "suprime_nb711 (7085.5, 7158.0, 72.5)\n",
      "suprime_nb816 (8094.0, 8211.5, 117.5)\n",
      "wfc3_f140w (12005.91, 15946.44, 3940.5303)\n",
      "wfc3_f160w (13996.34, 16869.92, 2873.58)\n",
      "megacam_u (3500.0, 4100.0, 600.0)\n",
      "megacam_g (4180.0, 5580.0, 1400.0)\n",
      "megacam_r (5680.0, 6880.0, 1200.0)\n",
      "megacam_i (6831.7305, 8388.556, 1556.8252)\n",
      "megacam_z (8280.0, 9160.0, 880.0)\n",
      "decam_g (4180.0, 5470.0, 1290.0)\n",
      "decam_r (5680.0, 7150.0, 1470.0)\n",
      "decam_z (8490.0, 9960.0, 1470.0)\n",
      "omegacam_u (3296.7, 3807.9, 511.19995)\n",
      "omegacam_g (4077.9, 5369.7, 1291.8003)\n",
      "omegacam_r (5640.7, 6962.8, 1322.0996)\n",
      "omegacam_i (6841.5, 8373.8, 1532.2998)\n",
      "ukidss_y (9790.0, 10820.0, 1030.0)\n",
      "ukidss_j (11695.0, 13280.0, 1585.0)\n",
      "ukidss_h (14925.0, 17840.0, 2915.0)\n",
      "ukidss_k (20290.0, 23820.0, 3530.0)\n",
      "wircam_j (11748.0, 13334.0, 1586.0)\n",
      "gpc1_g (4260.0, 5500.0, 1240.0)\n",
      "gpc1_r (5500.0, 6900.0, 1400.0)\n",
      "gpc1_i (6910.0, 8190.0, 1280.0)\n",
      "gpc1_z (8190.0, 9210.0, 1020.0)\n",
      "gpc1_y (9200.0, 9820.0, 620.0)\n",
      "suprime_g (4090.0, 5460.0, 1370.0)\n",
      "suprime_r (5440.0, 6960.0, 1520.0)\n",
      "suprime_i (6980.0, 8420.0, 1440.0)\n",
      "suprime_z (8540.0, 9280.0, 740.0)\n",
      "suprime_y (9360.0, 10120.0, 760.0)\n",
      "suprime_n921 (9146.5, 9279.0, 132.5)\n",
      "wircam_h (14855.0, 17760.0, 2905.0)\n",
      "wircam_ks (19870.0, 23135.0, 3265.0)\n",
      "wfc3_f125w (10993.5, 13997.47, 3003.9697)\n",
      "acs_f606w (4835.4, 7088.47, 2253.0703)\n",
      "acs_f814w (7069.67, 9138.11, 2068.4404)\n",
      "irac_i1 (31754.0, 39164.8, 7410.801)\n",
      "irac_i2 (39980.1, 50052.3, 10072.199)\n",
      "irac_i3 (50246.3, 64096.7, 13850.398)\n",
      "irac_i4 (64415.2, 92596.8, 28181.598)\n"
     ]
    }
   ],
   "source": [
    "wav_range = []\n",
    "for dat in data:\n",
    "    print(dat[0], FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission'])))\n",
    "    wav_range += [[dat[0], FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission']))]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Depths on COSMOS')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dat in data:\n",
    "    wav_deets = FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission']))\n",
    "    depth = average_depths['5s'][average_depths['band'] == dat[0]]\n",
    "    #print(depth)\n",
    "    plt.plot([wav_deets[0],wav_deets[1]], [depth,depth], label=dat[0])\n",
    "    \n",
    "plt.xlabel('Wavelength ($\\AA$)')\n",
    "plt.ylabel('Depth')\n",
    "plt.xscale('log')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.title('Depths on {}'.format(FIELD))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IV.c - Depth vs coverage comparison\n",
    "\n",
    "How best to do this? Colour/intensity plot over area? Percentage coverage vs mean depth?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Depths (5 $\\\\sigma$) vs coverage on COSMOS')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dat in data:\n",
    "    wav_deets = FWHM(np.array(dat[1]['Wavelength']), np.array(dat[1]['Transmission']))\n",
    "    depth = average_depths['5s'][average_depths['band'] == dat[0]]\n",
    "    #print(depth)\n",
    "    coverage = np.sum(~np.isnan(depths['ferr_{}_mean'.format(dat[0])]))/len(depths)\n",
    "    plt.plot(coverage, depth, 'x', label=dat[0])\n",
    "    \n",
    "plt.xlabel('Coverage')\n",
    "plt.ylabel('Depth')\n",
    "#plt.xscale('log')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.title('Depths (5 $\\sigma$) vs coverage on {}'.format(FIELD))"
   ]
  }
 ],
 "metadata": {
  "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
}