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    "# 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"
   ]
  },
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   "execution_count": 1,
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    "deletable": true,
    "editable": true
   },
   "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",
      "2018-06-24 18:23:57.629529\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,
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   "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"
   ]
  },
  {
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   "execution_count": 3,
   "metadata": {
    "collapsed": true,
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   "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": {
    "collapsed": false,
    "deletable": true,
    "editable": true
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   "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": "code",
   "execution_count": 5,
   "metadata": {
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   "outputs": [],
   "source": [
    "# Remove sources whose signal to noise ratio is less than five as these will have been selected using forced \n",
    "# photometry and so the errors will not refelct the RMS of the map \n",
    "for n,col in enumerate(master_catalogue.colnames):\n",
    "    if col.startswith(\"f_\"):\n",
    "        err_col = \"ferr{}\".format(col[1:])\n",
    "        errs = master_catalogue[err_col]\n",
    "        fluxes = master_catalogue[col]\n",
    "        mask = fluxes/errs < 5.0\n",
    "        master_catalogue[col][mask] = np.nan\n",
    "        master_catalogue[err_col][mask] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "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": 6,
   "metadata": {
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    "editable": true
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   "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": 7,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
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   "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": 8,
   "metadata": {
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    "editable": true
   },
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   "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": {
    "deletable": true,
    "editable": true
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   "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."
   ]
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   "source": [
    "depths = Table()\n",
    "depths['hp_idx_O_13'] = list(field_moc.flattened(13))"
   ]
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       "<table id=\"table140459218505856-409164\" class=\"table-striped table-bordered table-condensed\">\n",
       "<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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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>2.8505101203918457</td><td>37.48317337036133</td><td>8.278599739074707</td><td>80.66513061523438</td><td>3.2582598527272544</td><td>48.91586685180664</td><td>7.860165119171143</td><td>94.22247314453125</td><td>5.232518196105957</td><td>63.661014556884766</td><td>21.813302993774414</td><td>146.0596466064453</td><td>7.147817373275757</td><td>54.77119750976563</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.48212004905557143</td><td>25.888394494136428</td><td>0.6527904442019116</td><td>34.062201989021034</td><td>0.5638927089991637</td><td>36.09468288693829</td><td>0.7475171382251685</td><td>41.5250191124787</td><td>1.1189651869221844</td><td>46.611243664998</td><td>1.214346981656823</td><td>51.45170592147461</td><td>1.411597082977303</td><td>40.390585450970306</td><td>1.998903369026414</td><td>52.632461948009976</td><td>2.9088533378750294</td><td>68.28103014129479</td><td>5.0590533532548445</td><td>78.0808791189587</td><td>0.029852682435563927</td><td>1.035833090543747</td><td>0.03439833802985959</td><td>1.2990733981132507</td><td>0.03440181640607695</td><td>1.7467877388000494</td><td>0.0458691752130034</td><td>2.580722808837891</td><td>0.03760844810118138</td><td>2.3739564657211303</td><td>0.04841819788599687</td><td>3.513943648338319</td><td>0.054781220271252096</td><td>3.528129148483276</td><td>0.07248468104572524</td><td>4.705669307708743</td><td>0.21782649035860852</td><td>12.866525650024414</td><td>0.33165973990127956</td><td>16.844839477539058</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><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(\"$('#table140459218505856-409164').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",
       "    $('#table140459218505856-409164').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": 13,
     "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": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## III - Save the depth map table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "depths.write(\"{}/depths_{}_{}.fits\".format(OUT_DIR, FIELD.lower(), SUFFIX), overwrite=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "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": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "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": 15,
     "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": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Passbands on COSMOS')"
      ]
     },
     "execution_count": 16,
     "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": {
    "deletable": true,
    "editable": true
   },
   "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": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vista_ks: mean flux error: 0.17190621320830457, 3sigma in AB mag (Aperture): 24.6189679289975\n",
      "vista_y: mean flux error: 0.07799079929099993, 3sigma in AB mag (Aperture): 25.47708843509117\n",
      "vista_h: mean flux error: 0.13332982460119622, 3sigma in AB mag (Aperture): 24.894878593737396\n",
      "vista_j: mean flux error: 0.0998046816621908, 3sigma in AB mag (Aperture): 25.209319578810884\n",
      "suprime_b: mean flux error: 0.017149616992134138, 3sigma in AB mag (Aperture): 27.121560800076033\n",
      "suprime_v: mean flux error: 0.03300917277761061, 3sigma in AB mag (Aperture): 26.41061026099522\n",
      "suprime_ip: mean flux error: 0.028356851554278903, 3sigma in AB mag (Aperture): 26.57555183892861\n",
      "suprime_rc: mean flux error: 0.024098184385935344, 3sigma in AB mag (Aperture): 26.75223605560941\n",
      "suprime_zp: mean flux error: 0.16614545267878372, 3sigma in AB mag (Aperture): 24.65597571483567\n",
      "suprime_zpp: mean flux error: 0.036040846065525545, 3sigma in AB mag (Aperture): 26.315209419275938\n",
      "suprime_ia484: mean flux error: 0.03557467030627632, 3sigma in AB mag (Aperture): 26.32934465349053\n",
      "suprime_ia527: mean flux error: 0.03091913068678343, 3sigma in AB mag (Aperture): 26.48162867589692\n",
      "suprime_ia624: mean flux error: 0.0368663214952275, 3sigma in AB mag (Aperture): 26.290622348045282\n",
      "suprime_ia679: mean flux error: 0.059513507037032946, 3sigma in AB mag (Aperture): 25.770658004932834\n",
      "suprime_ia738: mean flux error: 0.05003660112127948, 3sigma in AB mag (Aperture): 25.958977359868335\n",
      "suprime_ia767: mean flux error: 0.0630519179689605, 3sigma in AB mag (Aperture): 25.70795110854241\n",
      "suprime_ib427: mean flux error: 0.035556911723224435, 3sigma in AB mag (Aperture): 26.329886779404653\n",
      "suprime_ib464: mean flux error: 0.04055468094321051, 3sigma in AB mag (Aperture): 26.187094390662757\n",
      "suprime_ib505: mean flux error: 0.043623069615778304, 3sigma in AB mag (Aperture): 26.10790630762454\n",
      "suprime_ib574: mean flux error: 0.051523212348578463, 3sigma in AB mag (Aperture): 25.92718953216569\n",
      "suprime_ib709: mean flux error: 0.04571833525667448, 3sigma in AB mag (Aperture): 26.05697084312299\n",
      "suprime_ib827: mean flux error: 0.06977819395442561, 3sigma in AB mag (Aperture): 25.597897551802724\n",
      "suprime_nb711: mean flux error: 0.07493297415232889, 3sigma in AB mag (Aperture): 25.520514437073565\n",
      "suprime_nb816: mean flux error: 0.07132126461954053, 3sigma in AB mag (Aperture): 25.57414927524531\n",
      "wfc3_f140w: mean flux error: 1.6684453606769663e-06, 3sigma in AB mag (Aperture): 37.15141689152998\n",
      "wfc3_f160w: mean flux error: 1.7055896901160742e-08, 3sigma in AB mag (Aperture): 42.127510457831896\n",
      "megacam_u: mean flux error: 0.020731971384559452, 3sigma in AB mag (Aperture): 26.915595361375644\n",
      "megacam_g: mean flux error: 0.01119908265529338, 3sigma in AB mag (Aperture): 27.58424073823533\n",
      "megacam_r: mean flux error: 0.015416067691244404, 3sigma in AB mag (Aperture): 27.237262841654136\n",
      "megacam_i: mean flux error: 0.02032032169362331, 3sigma in AB mag (Aperture): 26.937370415605734\n",
      "megacam_z: mean flux error: 0.0445905023663741, 3sigma in AB mag (Aperture): 26.08409095011583\n",
      "decam_g: mean flux error: 2.0962131610654057e-07, 3sigma in AB mag (Aperture): 39.40360825476966\n",
      "decam_r: mean flux error: 3.287565142642303e-07, 3sigma in AB mag (Aperture): 38.91501094553251\n",
      "decam_z: mean flux error: 5.348061441462337e-07, 3sigma in AB mag (Aperture): 38.386705893121466\n",
      "omegacam_u: mean flux error: 0.23848789290554417, 3sigma in AB mag (Aperture): 24.26353102192798\n",
      "omegacam_g: mean flux error: 0.12430563911206223, 3sigma in AB mag (Aperture): 24.97096978617234\n",
      "omegacam_r: mean flux error: 0.09502401845368746, 3sigma in AB mag (Aperture): 25.262613382518218\n",
      "omegacam_i: mean flux error: 0.4131558150874123, 3sigma in AB mag (Aperture): 23.666912188837095\n",
      "ukidss_y: mean flux error: 3.89289726785413, 3sigma in AB mag (Aperture): 21.231514505711722\n",
      "ukidss_j: mean flux error: 4.7292975221376725, 3sigma in AB mag (Aperture): 21.02020527188285\n",
      "ukidss_h: mean flux error: 5.58645107948561, 3sigma in AB mag (Aperture): 20.839356863188733\n",
      "ukidss_k: mean flux error: 5.889288266756324, 3sigma in AB mag (Aperture): 20.782039831877135\n",
      "wircam_j: mean flux error: 0.1911105381419303, 3sigma in AB mag (Aperture): 24.503985274674967\n",
      "gpc1_g: mean flux error: 3.1514453618031353, 3sigma in AB mag (Aperture): 21.460922408339478\n",
      "gpc1_r: mean flux error: 11.428119689667183, 3sigma in AB mag (Aperture): 20.062259912667123\n",
      "gpc1_i: mean flux error: 60.81328117687361, 3sigma in AB mag (Aperture): 18.24720077225809\n",
      "gpc1_z: mean flux error: 5.760558974025736, 3sigma in AB mag (Aperture): 20.806035295460312\n",
      "gpc1_y: mean flux error: 37.66289346454684, 3sigma in AB mag (Aperture): 18.767412658743318\n",
      "suprime_g: mean flux error: 0.021310204874341716, 3sigma in AB mag (Aperture): 26.88572780069756\n",
      "suprime_r: mean flux error: 0.023184977750989197, 3sigma in AB mag (Aperture): 26.79418015452631\n",
      "suprime_i: mean flux error: 0.028522927526470253, 3sigma in AB mag (Aperture): 26.569211617111172\n",
      "suprime_z: mean flux error: 0.0435283662778279, 3sigma in AB mag (Aperture): 26.11026594478121\n",
      "suprime_y: mean flux error: 0.16992332588871076, 3sigma in AB mag (Aperture): 24.63156436350598\n",
      "suprime_n921: mean flux error: 0.06478621249612412, 3sigma in AB mag (Aperture): 25.678490385328338\n",
      "wircam_h: mean flux error: 0.3005198970656467, 3sigma in AB mag (Aperture): 24.012513784668847\n",
      "wircam_ks: mean flux error: 0.3366667788975311, 3sigma in AB mag (Aperture): 23.88919620360351\n",
      "vista_ks: mean flux error: 0.12522920699467788, 3sigma in AB mag (Total): 24.962932787074685\n",
      "vista_y: mean flux error: 0.04501658395149254, 3sigma in AB mag (Total): 26.073765523662267\n",
      "vista_h: mean flux error: 0.09009649827247447, 3sigma in AB mag (Total): 25.320427083602645\n",
      "vista_j: mean flux error: 0.0615425815359344, 3sigma in AB mag (Total): 25.734257588926944\n",
      "suprime_b: mean flux error: 0.014299929698219789, 3sigma in AB mag (Total): 27.31886210725677\n",
      "suprime_v: mean flux error: 0.02441773532175181, 3sigma in AB mag (Total): 26.737933408576232\n",
      "suprime_ip: mean flux error: 0.03192631939239493, 3sigma in AB mag (Total): 26.44682472811973\n",
      "suprime_rc: mean flux error: 0.022866757846910734, 3sigma in AB mag (Total): 26.80918538139661\n",
      "suprime_zp: mean flux error: 0.07290033165961556, 3sigma in AB mag (Total): 25.55037310284441\n",
      "suprime_zpp: mean flux error: 0.027893956933416723, 3sigma in AB mag (Total): 26.59342154809378\n",
      "suprime_ia484: mean flux error: 0.03544204564836627, 3sigma in AB mag (Total): 26.333399911698443\n",
      "suprime_ia527: mean flux error: 0.03391080923900085, 3sigma in AB mag (Total): 26.38135147871146\n",
      "suprime_ia624: mean flux error: 0.04369466620746141, 3sigma in AB mag (Total): 26.106125798122882\n",
      "suprime_ia679: mean flux error: 0.046967217213695976, 3sigma in AB mag (Total): 26.027709790214423\n",
      "suprime_ia738: mean flux error: 0.0567612698682852, 3sigma in AB mag (Total): 25.82206660577655\n",
      "suprime_ia767: mean flux error: 0.060293880451616995, 3sigma in AB mag (Total): 25.756513774432612\n",
      "suprime_ib427: mean flux error: 0.03679106628224876, 3sigma in AB mag (Total): 26.292840926255117\n",
      "suprime_ib464: mean flux error: 0.0400412624907833, 3sigma in AB mag (Total): 26.20092745765762\n",
      "suprime_ib505: mean flux error: 0.047093300400638104, 3sigma in AB mag (Total): 26.0247990436794\n",
      "suprime_ib574: mean flux error: 0.045006934360585685, 3sigma in AB mag (Total): 26.073998283066594\n",
      "suprime_ib709: mean flux error: 0.04309511002321081, 3sigma in AB mag (Total): 26.121126878658565\n",
      "suprime_ib827: mean flux error: 0.05147349254411933, 3sigma in AB mag (Total): 25.928237771447606\n",
      "suprime_nb711: mean flux error: 0.11713321284457906, 3sigma in AB mag (Total): 25.035496723940774\n",
      "suprime_nb816: mean flux error: 0.04686855784902619, 3sigma in AB mag (Total): 26.02999288711559\n",
      "wfc3_f140w: mean flux error: 6.069582621364748e-08, 3sigma in AB mag (Total): 40.74929979427316\n",
      "wfc3_f160w: mean flux error: 5.179488736289e-08, 3sigma in AB mag (Total): 40.92147963081015\n",
      "megacam_u: mean flux error: 0.016137758691248397, 3sigma in AB mag (Total): 27.18758882032352\n",
      "megacam_g: mean flux error: 0.015531959460627267, 3sigma in AB mag (Total): 27.22913124235061\n",
      "megacam_r: mean flux error: 0.02173924843780986, 3sigma in AB mag (Total): 26.864085548893463\n",
      "megacam_i: mean flux error: 0.02836395326663053, 3sigma in AB mag (Total): 26.57527996033732\n",
      "megacam_z: mean flux error: 0.06112053632186274, 3sigma in AB mag (Total): 25.741728972097384\n",
      "decam_g: mean flux error: 17.006158874405337, 3sigma in AB mag (Total): 19.630681283171334\n",
      "decam_r: mean flux error: 347.1749240643685, 3sigma in AB mag (Total): 16.35582599024155\n",
      "decam_z: mean flux error: 0.8683828932389874, 3sigma in AB mag (Total): 22.860418714559863\n",
      "omegacam_u: mean flux error: 0.44121383377446427, 3sigma in AB mag (Total): 23.595574061182283\n",
      "omegacam_g: mean flux error: 0.16007477171929427, 3sigma in AB mag (Total): 24.696389635314567\n",
      "omegacam_r: mean flux error: 0.12131827306813908, 3sigma in AB mag (Total): 24.99738131414704\n",
      "omegacam_i: mean flux error: 0.6081396985925116, 3sigma in AB mag (Total): 23.247188476865666\n",
      "ukidss_y: mean flux error: 6.721558948467711, 3sigma in AB mag (Total): 20.638521833766838\n",
      "ukidss_j: mean flux error: 6.516333131443951, 3sigma in AB mag (Total): 20.672188667107797\n",
      "ukidss_h: mean flux error: 10.980659018517393, 3sigma in AB mag (Total): 20.105625849091247\n",
      "ukidss_k: mean flux error: 11.51720893652854, 3sigma in AB mag (Total): 20.053828749321177\n",
      "wircam_j: mean flux error: 0.32583377302948174, 3sigma in AB mag (Total): 23.924706619683313\n",
      "gpc1_g: mean flux error: 3.0731213677631306, 3sigma in AB mag (Total): 21.48824758238664\n",
      "gpc1_r: mean flux error: 14.170129970979984, 3sigma in AB mag (Total): 19.82876227896883\n",
      "gpc1_i: mean flux error: 16.616340772304227, 3sigma in AB mag (Total): 19.655858387590122\n",
      "gpc1_z: mean flux error: 6.728920694453966, 3sigma in AB mag (Total): 20.63733333861159\n",
      "gpc1_y: mean flux error: 50.846684887797416, 3sigma in AB mag (Total): 18.441540255789896\n",
      "suprime_g: mean flux error: 0.03401043528648426, 3sigma in AB mag (Total): 26.37816638735989\n",
      "suprime_r: mean flux error: 0.04153689481588583, 3sigma in AB mag (Total): 26.161111796324484\n",
      "suprime_i: mean flux error: 0.04863142444662373, 3sigma in AB mag (Total): 25.989904386882266\n",
      "suprime_z: mean flux error: 0.07726670864505815, 3sigma in AB mag (Total): 25.48721583105901\n",
      "suprime_y: mean flux error: 0.27327304882474535, 3sigma in AB mag (Total): 24.115704857915922\n",
      "suprime_n921: mean flux error: 0.12192488239274828, 3sigma in AB mag (Total): 24.991965999829212\n",
      "wircam_h: mean flux error: 0.296329004518471, 3sigma in AB mag (Total): 24.027761458042455\n",
      "wircam_ks: mean flux error: 0.32251729800430123, 3sigma in AB mag (Total): 23.93581433145983\n",
      "wfc3_f125w: mean flux error: 3.42046483510957e-08, 3sigma in AB mag (Total): 41.37198403840757\n",
      "acs_f606w: mean flux error: 2.250884844050454e-08, 3sigma in AB mag (Total): 41.82631367087139\n",
      "acs_f814w: mean flux error: 2.6178399467349283e-08, 3sigma in AB mag (Total): 41.662339136937014\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: 168.01341501871744, 3sigma in AB mag (Total): 17.143836964897993\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": 18,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": 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": 19,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": 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": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "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": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Depths 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",
    "    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": {
    "deletable": true,
    "editable": true
   },
   "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": 22,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Depths (5 $\\\\sigma$) vs coverage on COSMOS')"
      ]
     },
     "execution_count": 22,
     "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}