{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use DESI Legacy Survey photo z\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:855: MatplotlibDeprecationWarning: \n",
      "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n",
      "  \"found relative to the 'datapath' directory.\".format(key))\n",
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:846: MatplotlibDeprecationWarning: \n",
      "The text.latex.unicode rcparam was deprecated in Matplotlib 2.2 and will be removed in 3.1.\n",
      "  \"2.2\", name=key, obj_type=\"rcparam\", addendum=addendum)\n",
      "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/seaborn/apionly.py:9: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from astropy.table import Table, Column, vstack\n",
    "from astropy.cosmology import Planck15\n",
    "import astropy.units as u\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.io import ascii\n",
    "\n",
    "import urllib.request, json \n",
    "\n",
    "import time\n",
    "import numpy as np\n",
    "import pyvo as vo\n",
    "%matplotlib inline\n",
    "#%config InlineBackend.figure_format = 'svg'\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#from selenium import webdriver\n",
    "\n",
    "from herschelhelp_internal.masterlist import merge_catalogues, nb_merge_dist_plot\n",
    "from herschelhelp.utils import clean_table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Cross match to desi-photoz objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "field = 'AKARI-SEP'"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "cross_query = \"\"\"\n",
    "SELECT\n",
    "    db.ID,\n",
    "    db.RA,\n",
    "    db.DEC,\n",
    "    db.field,\n",
    "    db.photo_z,\n",
    "    db.photo_zerr\n",
    "FROM desi_photoz.main AS db\n",
    "WHERE db.field = '{}'\n",
    "\"\"\".format(field)\n",
    "\n",
    "# construct a service; I’ve taken the URL from TOPCAT’s\n",
    "# TAP service browser # (\"Selected TAP Service\" near the\n",
    "# foot of the dialog)\n",
    "service = vo.dal.TAPService(\n",
    "    \"https://herschel-vos.phys.sussex.ac.uk/__system__/tap/run/tap\"\n",
    ")"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "job = service.submit_job(cross_query)\n",
    "job.run()\n",
    "job_url = job.url\n",
    "job_result = vo.dal.tap.AsyncTAPJob(job_url)\n",
    "start_time = time.time()\n",
    "wait = 5.\n",
    "while job.phase == 'EXECUTING':\n",
    "    \n",
    "    time.sleep(wait) #wait and try again\n",
    "    #wait *= 2\n",
    "\n",
    "print('Job {} running after {} seconds.'.format(job.phase, round(time.time() - start_time)))\n",
    "\n",
    "result = job_result.fetch_result()\n",
    "desi_photoz = result.table"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "desi_photoz = clean_table(desi_photoz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Open small file containing only id ra dec field photo_z photo_zerr\n",
    "desi_photoz = Table.read('../../dmu0/dmu0_DESI/data/dr8_red.fits')\n",
    "desi_photoz = desi_photoz[desi_photoz['field'] == field.ljust(18)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "desi_photoz.write('./data/{}_DESI-DR8_Zou_et_al_2019_photo_z.fits'.format(field), overwrite=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table masked=True length=140237</i>\n",
       "<table id=\"table140213300684224\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>ID</th><th>RA</th><th>DEC</th><th>field</th><th>photo_z</th><th>photo_zerr</th></tr></thead>\n",
       "<thead><tr><th>int64</th><th>float64</th><th>float64</th><th>bytes18</th><th>float32</th><th>float32</th></tr></thead>\n",
       "<tr><td>8000065028000002</td><td>68.68765749089056</td><td>-53.62084079272064</td><td>AKARI-SEP</td><td>0.672848</td><td>0.054838672</td></tr>\n",
       "<tr><td>8000065028000015</td><td>68.73411996076267</td><td>-53.624606602053944</td><td>AKARI-SEP</td><td>0.37463886</td><td>0.11564237</td></tr>\n",
       "<tr><td>8000065028000023</td><td>68.75523549347935</td><td>-53.622798698428014</td><td>AKARI-SEP</td><td>0.30666983</td><td>0.01959213</td></tr>\n",
       "<tr><td>8000065028000027</td><td>69.00214435502667</td><td>-53.62465973526172</td><td>AKARI-SEP</td><td>0.6022465</td><td>0.06487623</td></tr>\n",
       "<tr><td>8000065028000038</td><td>68.97311349143162</td><td>-53.62214907950856</td><td>AKARI-SEP</td><td>0.602056</td><td>0.086470105</td></tr>\n",
       "<tr><td>8000065028000044</td><td>68.70548781351525</td><td>-53.62376194103833</td><td>AKARI-SEP</td><td>0.66091305</td><td>0.043726444</td></tr>\n",
       "<tr><td>8000065028000046</td><td>69.06048596374681</td><td>-53.6238715577854</td><td>AKARI-SEP</td><td>0.41513547</td><td>0.11224443</td></tr>\n",
       "<tr><td>8000065028000053</td><td>68.99031660133129</td><td>-53.62108682119807</td><td>AKARI-SEP</td><td>0.6735051</td><td>0.050466564</td></tr>\n",
       "<tr><td>8000065028000057</td><td>68.71982349220329</td><td>-53.6231808499974</td><td>AKARI-SEP</td><td>0.5338285</td><td>0.11618458</td></tr>\n",
       "<tr><td>8000065028000059</td><td>68.8993881753666</td><td>-53.62331362288159</td><td>AKARI-SEP</td><td>0.52975076</td><td>0.17880638</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>8000059972001977</td><td>70.32237756726984</td><td>-55.00224944279697</td><td>AKARI-SEP</td><td>0.3828484</td><td>0.054102823</td></tr>\n",
       "<tr><td>8000059972001978</td><td>70.32276347273942</td><td>-55.001315948541524</td><td>AKARI-SEP</td><td>0.49135745</td><td>0.09025291</td></tr>\n",
       "<tr><td>8000059972001979</td><td>70.32082583859034</td><td>-55.003696705311775</td><td>AKARI-SEP</td><td>0.42656556</td><td>0.066125795</td></tr>\n",
       "<tr><td>8000059972002003</td><td>70.41851619625874</td><td>-55.00108300950215</td><td>AKARI-SEP</td><td>0.2911303</td><td>0.049052622</td></tr>\n",
       "<tr><td>8000059972002004</td><td>70.41771661503705</td><td>-55.00239862186869</td><td>AKARI-SEP</td><td>0.43993953</td><td>0.07609485</td></tr>\n",
       "<tr><td>8000059972002007</td><td>70.41507158017426</td><td>-55.00375871747347</td><td>AKARI-SEP</td><td>0.9467468</td><td>0.20602256</td></tr>\n",
       "<tr><td>8000059972002020</td><td>70.29996889342873</td><td>-55.00299380720052</td><td>AKARI-SEP</td><td>0.4176401</td><td>0.05204801</td></tr>\n",
       "<tr><td>8000059972002074</td><td>70.34778261425612</td><td>-55.001004270672404</td><td>AKARI-SEP</td><td>0.8867377</td><td>0.106292695</td></tr>\n",
       "<tr><td>8000059972002081</td><td>70.36651130878369</td><td>-55.00127345042191</td><td>AKARI-SEP</td><td>0.52843136</td><td>0.09351428</td></tr>\n",
       "<tr><td>8000059972002093</td><td>70.4240891551682</td><td>-55.00016341679436</td><td>AKARI-SEP</td><td>0.78167385</td><td>0.061089393</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=140237>\n",
       "       ID                RA        ...  photo_z    photo_zerr\n",
       "     int64            float64      ...  float32     float32  \n",
       "---------------- ----------------- ... ---------- -----------\n",
       "8000065028000002 68.68765749089056 ...   0.672848 0.054838672\n",
       "8000065028000015 68.73411996076267 ... 0.37463886  0.11564237\n",
       "8000065028000023 68.75523549347935 ... 0.30666983  0.01959213\n",
       "8000065028000027 69.00214435502667 ...  0.6022465  0.06487623\n",
       "8000065028000038 68.97311349143162 ...   0.602056 0.086470105\n",
       "8000065028000044 68.70548781351525 ... 0.66091305 0.043726444\n",
       "8000065028000046 69.06048596374681 ... 0.41513547  0.11224443\n",
       "8000065028000053 68.99031660133129 ...  0.6735051 0.050466564\n",
       "8000065028000057 68.71982349220329 ...  0.5338285  0.11618458\n",
       "8000065028000059  68.8993881753666 ... 0.52975076  0.17880638\n",
       "             ...               ... ...        ...         ...\n",
       "8000059972001977 70.32237756726984 ...  0.3828484 0.054102823\n",
       "8000059972001978 70.32276347273942 ... 0.49135745  0.09025291\n",
       "8000059972001979 70.32082583859034 ... 0.42656556 0.066125795\n",
       "8000059972002003 70.41851619625874 ...  0.2911303 0.049052622\n",
       "8000059972002004 70.41771661503705 ... 0.43993953  0.07609485\n",
       "8000059972002007 70.41507158017426 ...  0.9467468  0.20602256\n",
       "8000059972002020 70.29996889342873 ...  0.4176401  0.05204801\n",
       "8000059972002074 70.34778261425612 ...  0.8867377 0.106292695\n",
       "8000059972002081 70.36651130878369 ... 0.52843136  0.09351428\n",
       "8000059972002093  70.4240891551682 ... 0.78167385 0.061089393"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desi_photoz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ml = Table.read('../../dmu1/dmu1_ml_AKARI-SEP/data/master_catalogue_akari-sep_20180221.fits')['help_id', 'ra', 'dec']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=844172</i>\n",
       "<table id=\"table140213299403464\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>help_id</th><th>field</th><th>ra</th><th>dec</th><th>hp_idx</th><th>f_ap_vista_j</th><th>ferr_ap_vista_j</th><th>m_ap_vista_j</th><th>merr_ap_vista_j</th><th>f_vista_j</th><th>ferr_vista_j</th><th>m_vista_j</th><th>merr_vista_j</th><th>flag_vista_j</th><th>f_ap_vista_h</th><th>ferr_ap_vista_h</th><th>m_ap_vista_h</th><th>merr_ap_vista_h</th><th>f_vista_h</th><th>ferr_vista_h</th><th>m_vista_h</th><th>merr_vista_h</th><th>flag_vista_h</th><th>f_ap_vista_ks</th><th>ferr_ap_vista_ks</th><th>m_ap_vista_ks</th><th>merr_ap_vista_ks</th><th>f_vista_ks</th><th>ferr_vista_ks</th><th>m_vista_ks</th><th>merr_vista_ks</th><th>flag_vista_ks</th><th>f_ap_irac_i1</th><th>ferr_ap_irac_i1</th><th>m_ap_irac_i1</th><th>merr_ap_irac_i1</th><th>f_irac_i1</th><th>ferr_irac_i1</th><th>m_irac_i1</th><th>merr_irac_i1</th><th>flag_irac_i1</th><th>f_ap_irac_i2</th><th>ferr_ap_irac_i2</th><th>m_ap_irac_i2</th><th>merr_ap_irac_i2</th><th>f_irac_i2</th><th>ferr_irac_i2</th><th>m_irac_i2</th><th>merr_irac_i2</th><th>flag_irac_i2</th><th>f_ap_decam_g</th><th>ferr_ap_decam_g</th><th>m_ap_decam_g</th><th>merr_ap_decam_g</th><th>f_decam_g</th><th>ferr_decam_g</th><th>m_decam_g</th><th>merr_decam_g</th><th>flag_decam_g</th><th>f_ap_decam_r</th><th>ferr_ap_decam_r</th><th>m_ap_decam_r</th><th>merr_ap_decam_r</th><th>f_decam_r</th><th>ferr_decam_r</th><th>m_decam_r</th><th>merr_decam_r</th><th>flag_decam_r</th><th>f_ap_decam_i</th><th>ferr_ap_decam_i</th><th>m_ap_decam_i</th><th>merr_ap_decam_i</th><th>f_decam_i</th><th>ferr_decam_i</th><th>m_decam_i</th><th>merr_decam_i</th><th>flag_decam_i</th><th>f_ap_decam_z</th><th>ferr_ap_decam_z</th><th>m_ap_decam_z</th><th>merr_ap_decam_z</th><th>f_decam_z</th><th>ferr_decam_z</th><th>m_decam_z</th><th>merr_decam_z</th><th>flag_decam_z</th><th>f_ap_decam_y</th><th>ferr_ap_decam_y</th><th>m_ap_decam_y</th><th>merr_ap_decam_y</th><th>f_decam_y</th><th>ferr_decam_y</th><th>m_decam_y</th><th>merr_decam_y</th><th>flag_decam_y</th><th>stellarity</th><th>stellarity_origin</th><th>flag_cleaned</th><th>flag_merged</th><th>flag_gaia</th><th>flag_optnir_obs</th><th>flag_optnir_det</th><th>ebv</th><th>zspec_association_flag</th><th>zspec_qual</th><th>zspec</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>bytes27</th><th>bytes18</th><th>float64</th><th>float64</th><th>int64</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>bytes20</th><th>bool</th><th>bool</th><th>int64</th><th>int64</th><th>int64</th><th>float64</th><th>bool</th><th>int64</th><th>float64</th></tr></thead>\n",
       "<tr><td>HELP_J045604.934-523248.576</td><td>AKARI-SEP</td><td>74.02055866983201</td><td>-52.54682677370467</td><td>556822318</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>53230.438</td><td>26.593967</td><td>12.0845995</td><td>0.00054243463</td><td>224331.55</td><td>69.16964</td><td>10.522774</td><td>0.00033477228</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.8999999761581421</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.008190429988860453</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045007.657-541157.093</td><td>AKARI-SEP</td><td>72.53190414760664</td><td>-54.199192440097306</td><td>556113126</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>44477.03</td><td>22.38924</td><td>12.27966</td><td>0.00054654747</td><td>38960.164</td><td>28.035303</td><td>12.423448</td><td>0.00078128383</td><td>False</td><td>51937.1</td><td>27.813547</td><td>12.111305</td><td>0.0005814374</td><td>187818.88</td><td>49.037533</td><td>10.7156515</td><td>0.0002834743</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.9938650131225586</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>2</td><td>0.010203937154655476</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045605.388-523251.372</td><td>AKARI-SEP</td><td>74.02245151469</td><td>-52.547603220925865</td><td>556822318</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>50571.637</td><td>25.958805</td><td>12.140232</td><td>0.00055731664</td><td>114800.695</td><td>47.8169</td><td>11.250138</td><td>0.0004522319</td><td>False</td><td>58817.65</td><td>31.368359</td><td>11.976231</td><td>0.00057903986</td><td>54215.617</td><td>34.679256</td><td>12.064689</td><td>0.00069449586</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.9938650131225586</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>2</td><td>0.008238999420090752</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045605.332-523248.305</td><td>AKARI-SEP</td><td>74.02221473080624</td><td>-52.546751444889594</td><td>556822318</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>49671.05</td><td>25.74143</td><td>12.159741</td><td>0.0005626698</td><td>193452.1</td><td>55.41129</td><td>10.683566</td><td>0.00031099195</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.8999999761581421</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.008223137674991369</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045007.821-541158.795</td><td>AKARI-SEP</td><td>72.53258826437948</td><td>-54.19966538062141</td><td>556113126</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>40986.75</td><td>21.525919</td><td>12.368391</td><td>0.0005702201</td><td>6735.1934</td><td>20.116089</td><td>14.329124</td><td>0.0032427823</td><td>False</td><td>46193.914</td><td>26.282364</td><td>12.238538</td><td>0.00061773753</td><td>91112.016</td><td>35.33325</td><td>11.5010605</td><td>0.00042104858</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.9938650131225586</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>2</td><td>0.010198046338377249</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043913.804-541033.206</td><td>AKARI-SEP</td><td>69.80751793834733</td><td>-54.17589064081473</td><td>556166532</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>56263.777</td><td>29.782438</td><td>12.024427</td><td>0.00057471916</td><td>36300.207</td><td>43.73939</td><td>12.500227</td><td>0.0013082415</td><td>False</td><td>61033.863</td><td>32.566452</td><td>11.936072</td><td>0.00057932717</td><td>57480.42</td><td>30.979216</td><td>12.0012</td><td>0.0005851602</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.9938650131225586</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>2</td><td>0.0072217643783283915</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045618.982-522246.941</td><td>AKARI-SEP</td><td>74.07909316043009</td><td>-52.37970588284854</td><td>556825297</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>48753.418</td><td>26.247772</td><td>12.179987</td><td>0.0005845366</td><td>59542.1</td><td>30.57238</td><td>11.962939</td><td>0.0005574802</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.8999999761581421</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>2</td><td>7</td><td>0</td><td>0.006458121996500206</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045008.971-522448.585</td><td>AKARI-SEP</td><td>72.53737786489444</td><td>-52.41349583900731</td><td>556841324</td><td>61376.434</td><td>29.774149</td><td>11.929996</td><td>0.0005266984</td><td>116862.15</td><td>34.175724</td><td>11.230815</td><td>0.0003175179</td><td>False</td><td>48802.434</td><td>26.306873</td><td>12.178896</td><td>0.00058526435</td><td>205136.17</td><td>50.156357</td><td>10.619894</td><td>0.00026546547</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.9938650131225586</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>2</td><td>0.005201055473044125</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043913.941-541035.351</td><td>AKARI-SEP</td><td>69.80808728812167</td><td>-54.17648649776877</td><td>556166532</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>54098.062</td><td>29.285305</td><td>12.067045</td><td>0.00058774964</td><td>136980.42</td><td>40.230755</td><td>11.058353</td><td>0.00031887763</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.8999999761581421</td><td>vhs_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.007222140732763085</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>HELP_J045109.670-532655.394</td><td>AKARI-SEP</td><td>72.79029295809099</td><td>-53.44872041823</td><td>556129803</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>25.06381874675171</td><td>3.0566297980582213</td><td>20.402381896972656</td><td>0.1324097365140915</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.04034588858485222</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.005565131140182752</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043420.984-550201.473</td><td>AKARI-SEP</td><td>68.587434958091</td><td>-55.03374241823</td><td>555997068</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>1.640190365785672</td><td>1.7450176520507374</td><td>23.362764358520508</td><td>1.1551274061203003</td><td>False</td><td>0.3516120910644531</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>0</td><td>0.009103449327394222</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J044832.706-530521.190</td><td>AKARI-SEP</td><td>72.136275958091</td><td>-53.08921941823</td><td>556137637</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.004887297273345821</td><td>0.05512575233327832</td><td>29.67732810974121</td><td>12.24644660949707</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.438092976808548</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.00629681229467724</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J045229.808-520910.211</td><td>AKARI-SEP</td><td>73.124200958091</td><td>-52.15283641823</td><td>556852277</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.3864503800868988</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.0066549760104979245</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043418.807-550131.982</td><td>AKARI-SEP</td><td>68.57836295809099</td><td>-55.02555041823</td><td>555997070</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.43884575366973877</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>0</td><td>0.008988170764094382</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043326.548-545931.680</td><td>AKARI-SEP</td><td>68.36061595809099</td><td>-54.99213341823</td><td>555998410</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.03562325100865618</td><td>0.5163401224308296</td><td>27.520666122436523</td><td>15.737170219421387</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.019319714978337288</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>0</td><td>0.008359494590223311</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043424.261-550312.659</td><td>AKARI-SEP</td><td>68.601087958091</td><td>-55.05351641823</td><td>555997056</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>0.36761047531976704</td><td>1.5737850940517295</td><td>24.986530303955078</td><td>4.648168563842773</td><td>False</td><td>0.01927269995212555</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>0</td><td>0.009252101107204846</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043417.956-550158.323</td><td>AKARI-SEP</td><td>68.574815958091</td><td>-55.03286741823</td><td>555997067</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.4454854130744934</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>0</td><td>0.009103319889400352</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J044334.424-534038.919</td><td>AKARI-SEP</td><td>70.89343195809099</td><td>-53.67747741823</td><td>556207614</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.4011208713054657</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>0</td><td>0.004311457581204524</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "<tr><td>HELP_J043318.128-550250.825</td><td>AKARI-SEP</td><td>68.325532958091</td><td>-55.04745141823</td><td>555997662</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.3467036485671997</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>0</td><td>0.008889537145024634</td><td>False</td><td>-99</td><td>nan</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=844172>\n",
       "          help_id             field           ra        ... zspec_qual  zspec \n",
       "                                             deg        ...                   \n",
       "          bytes27            bytes18       float64      ...   int64    float64\n",
       "--------------------------- --------- ----------------- ... ---------- -------\n",
       "HELP_J045604.934-523248.576 AKARI-SEP 74.02055866983201 ...        -99     nan\n",
       "HELP_J045007.657-541157.093 AKARI-SEP 72.53190414760664 ...        -99     nan\n",
       "HELP_J045605.388-523251.372 AKARI-SEP    74.02245151469 ...        -99     nan\n",
       "HELP_J045605.332-523248.305 AKARI-SEP 74.02221473080624 ...        -99     nan\n",
       "HELP_J045007.821-541158.795 AKARI-SEP 72.53258826437948 ...        -99     nan\n",
       "HELP_J043913.804-541033.206 AKARI-SEP 69.80751793834733 ...        -99     nan\n",
       "HELP_J045618.982-522246.941 AKARI-SEP 74.07909316043009 ...        -99     nan\n",
       "HELP_J045008.971-522448.585 AKARI-SEP 72.53737786489444 ...        -99     nan\n",
       "HELP_J043913.941-541035.351 AKARI-SEP 69.80808728812167 ...        -99     nan\n",
       "                        ...       ...               ... ...        ...     ...\n",
       "HELP_J045109.670-532655.394 AKARI-SEP 72.79029295809099 ...        -99     nan\n",
       "HELP_J043420.984-550201.473 AKARI-SEP   68.587434958091 ...        -99     nan\n",
       "HELP_J044832.706-530521.190 AKARI-SEP   72.136275958091 ...        -99     nan\n",
       "HELP_J045229.808-520910.211 AKARI-SEP   73.124200958091 ...        -99     nan\n",
       "HELP_J043418.807-550131.982 AKARI-SEP 68.57836295809099 ...        -99     nan\n",
       "HELP_J043326.548-545931.680 AKARI-SEP 68.36061595809099 ...        -99     nan\n",
       "HELP_J043424.261-550312.659 AKARI-SEP   68.601087958091 ...        -99     nan\n",
       "HELP_J043417.956-550158.323 AKARI-SEP   68.574815958091 ...        -99     nan\n",
       "HELP_J044334.424-534038.919 AKARI-SEP 70.89343195809099 ...        -99     nan\n",
       "HELP_J043318.128-550250.825 AKARI-SEP   68.325532958091 ...        -99     nan"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_merge_dist_plot(\n",
    "    SkyCoord(ml['ra'], ml['dec']),\n",
    "    SkyCoord(desi_photoz['RA']*u.deg, desi_photoz['DEC']*u.deg)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Given the graph above, we use 0.8 arc-second radius\n",
    "desi_photoz['RA'].name = 'desi_ra'\n",
    "desi_photoz['DEC'].name = 'desi_dec'\n",
    "photoz = merge_catalogues(ml, desi_photoz, \"desi_ra\", \"desi_dec\", radius=0.8*u.arcsec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "photoz['help_id'].fill_value = ''\n",
    "photoz['photo_z'].fill_value = np.nan\n",
    "photoz = photoz.filled()\n",
    "has_help = photoz['help_id'] != ''\n",
    "has_z = ~np.isnan(photoz['photo_z'])\n",
    "photoz[has_help & has_z].write('./data/{}_DESI-DR8_Zou_et_al_2019_photo_z_withhelp_id.fits'.format(field), overwrite=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=139070</i>\n",
       "<table id=\"table140213299181104\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>help_id</th><th>field</th><th>ra</th><th>dec</th><th>hp_idx</th><th>f_ap_vista_j</th><th>ferr_ap_vista_j</th><th>m_ap_vista_j</th><th>merr_ap_vista_j</th><th>f_vista_j</th><th>ferr_vista_j</th><th>m_vista_j</th><th>merr_vista_j</th><th>flag_vista_j</th><th>f_ap_vista_h</th><th>ferr_ap_vista_h</th><th>m_ap_vista_h</th><th>merr_ap_vista_h</th><th>f_vista_h</th><th>ferr_vista_h</th><th>m_vista_h</th><th>merr_vista_h</th><th>flag_vista_h</th><th>f_ap_vista_ks</th><th>ferr_ap_vista_ks</th><th>m_ap_vista_ks</th><th>merr_ap_vista_ks</th><th>f_vista_ks</th><th>ferr_vista_ks</th><th>m_vista_ks</th><th>merr_vista_ks</th><th>flag_vista_ks</th><th>f_ap_irac_i1</th><th>ferr_ap_irac_i1</th><th>m_ap_irac_i1</th><th>merr_ap_irac_i1</th><th>f_irac_i1</th><th>ferr_irac_i1</th><th>m_irac_i1</th><th>merr_irac_i1</th><th>flag_irac_i1</th><th>f_ap_irac_i2</th><th>ferr_ap_irac_i2</th><th>m_ap_irac_i2</th><th>merr_ap_irac_i2</th><th>f_irac_i2</th><th>ferr_irac_i2</th><th>m_irac_i2</th><th>merr_irac_i2</th><th>flag_irac_i2</th><th>f_ap_decam_g</th><th>ferr_ap_decam_g</th><th>m_ap_decam_g</th><th>merr_ap_decam_g</th><th>f_decam_g</th><th>ferr_decam_g</th><th>m_decam_g</th><th>merr_decam_g</th><th>flag_decam_g</th><th>f_ap_decam_r</th><th>ferr_ap_decam_r</th><th>m_ap_decam_r</th><th>merr_ap_decam_r</th><th>f_decam_r</th><th>ferr_decam_r</th><th>m_decam_r</th><th>merr_decam_r</th><th>flag_decam_r</th><th>f_ap_decam_i</th><th>ferr_ap_decam_i</th><th>m_ap_decam_i</th><th>merr_ap_decam_i</th><th>f_decam_i</th><th>ferr_decam_i</th><th>m_decam_i</th><th>merr_decam_i</th><th>flag_decam_i</th><th>f_ap_decam_z</th><th>ferr_ap_decam_z</th><th>m_ap_decam_z</th><th>merr_ap_decam_z</th><th>f_decam_z</th><th>ferr_decam_z</th><th>m_decam_z</th><th>merr_decam_z</th><th>flag_decam_z</th><th>f_ap_decam_y</th><th>ferr_ap_decam_y</th><th>m_ap_decam_y</th><th>merr_ap_decam_y</th><th>f_decam_y</th><th>ferr_decam_y</th><th>m_decam_y</th><th>merr_decam_y</th><th>flag_decam_y</th><th>stellarity</th><th>stellarity_origin</th><th>flag_cleaned</th><th>flag_merged</th><th>flag_gaia</th><th>flag_optnir_obs</th><th>flag_optnir_det</th><th>ebv</th><th>zspec_association_flag</th><th>zspec_qual</th><th>zspec</th><th>field_1</th><th>ID</th><th>field_2</th><th>photo_z</th><th>photo_zerr</th></tr></thead>\n",
       "<thead><tr><th></th><th></th><th>deg</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>bytes27</th><th>bytes18</th><th>float64</th><th>float64</th><th>int64</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>bool</th><th>float64</th><th>bytes20</th><th>bool</th><th>bool</th><th>int64</th><th>int64</th><th>int64</th><th>float64</th><th>bool</th><th>int64</th><th>float64</th><th>bytes18</th><th>int64</th><th>bytes18</th><th>float32</th><th>float32</th></tr></thead>\n",
       "<tr><td>HELP_J045207.147-534137.340</td><td>N/A</td><td>73.02977995809098</td><td>-53.69370541823</td><td>556127112</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>1.6053544851433974</td><td>0.12686112431220734</td><td>23.386072635650635</td><td>0.08579894155263901</td><td>1.3794446674729741</td><td>0.12733547655608196</td><td>23.550739288330078</td><td>0.10022347420454025</td><td>False</td><td>2.36216298706442</td><td>0.16050327049069937</td><td>22.96672534942627</td><td>0.07377315312623978</td><td>2.1222963652433</td><td>0.1688913222397708</td><td>23.082984924316406</td><td>0.08640236407518387</td><td>False</td><td>2.06392806798989</td><td>0.2641193705245049</td><td>23.113263607025146</td><td>0.13894087076187134</td><td>1.840168683553941</td><td>0.28986984471252536</td><td>23.237855911254883</td><td>0.1710289865732193</td><td>False</td><td>3.0985890269664904</td><td>0.5526651614537764</td><td>22.67209005355835</td><td>0.1936521977186203</td><td>3.2438764180379533</td><td>0.6151053302972472</td><td>22.622339248657227</td><td>0.20587779581546783</td><td>False</td><td>2.6778227682206457</td><td>1.9265342175138678</td><td>22.83054542541504</td><td>0.781122624874115</td><td>1.8132612815319191</td><td>2.0969537467001973</td><td>23.253849029541016</td><td>1.2556042671203613</td><td>False</td><td>0.37076112627983093</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>1</td><td>0.006777592800887175</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000064181003226</td><td>AKARI-SEP</td><td>0.77624714</td><td>0.05639983</td></tr>\n",
       "<tr><td>HELP_J044424.701-531342.741</td><td>N/A</td><td>71.10292129853136</td><td>-53.22853903360171</td><td>556223040</td><td>33.051723</td><td>3.4430563</td><td>20.102015</td><td>0.11310305</td><td>42.689026</td><td>8.886106</td><td>19.82421</td><td>0.22600578</td><td>False</td><td>39.399864</td><td>4.819285</td><td>19.911263</td><td>0.13280432</td><td>49.115692</td><td>11.889633</td><td>19.67195</td><td>0.26282853</td><td>False</td><td>44.258194</td><td>5.755989</td><td>19.785015</td><td>0.14120516</td><td>56.44575</td><td>13.739197</td><td>19.520922</td><td>0.26427397</td><td>False</td><td>40.54345</td><td>1.017354</td><td>19.880196</td><td>0.027244305</td><td>44.155</td><td>1.3531326</td><td>19.787552</td><td>0.03327245</td><td>False</td><td>30.615738</td><td>0.8646675</td><td>20.185143</td><td>0.030663991</td><td>34.428223</td><td>1.1504483</td><td>20.057716</td><td>0.036280796</td><td>False</td><td>2.653760076300315</td><td>0.13863453091113992</td><td>22.840345859527588</td><td>0.05671972036361694</td><td>2.5473129643165975</td><td>0.2161608448493391</td><td>22.884794235229492</td><td>0.09213381260633469</td><td>False</td><td>10.362391020857396</td><td>0.1708340144036807</td><td>21.361350059509277</td><td>0.01789940893650055</td><td>11.946631927361024</td><td>0.2720292923996345</td><td>21.206886291503906</td><td>0.024722620844841003</td><td>False</td><td>18.13271634163315</td><td>0.28266621757921656</td><td>20.75384283065796</td><td>0.016925260424613953</td><td>20.112894652458955</td><td>0.47794336672043664</td><td>20.641313552856445</td><td>0.02580038458108902</td><td>False</td><td>25.816515306833402</td><td>0.5936541006388883</td><td>20.370255947113037</td><td>0.024966644123196602</td><td>28.36683101486026</td><td>1.0288601059838216</td><td>20.267972946166992</td><td>0.03937946632504463</td><td>False</td><td>27.487348139940618</td><td>2.0438625439385607</td><td>20.302167892456055</td><td>0.08073152601718903</td><td>30.29790912853788</td><td>3.4919808911962016</td><td>20.196468353271484</td><td>0.1251363605260849</td><td>False</td><td>0.5063633918762207</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>7</td><td>0.0021449229207836564</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000065895002716</td><td>AKARI-SEP</td><td>0.5356743</td><td>0.08396552</td></tr>\n",
       "<tr><td>HELP_J045312.074-534352.563</td><td>N/A</td><td>73.300308958091</td><td>-53.73126741823</td><td>556126588</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>1.8630967359167898</td><td>0.08432627551449405</td><td>23.224411487579346</td><td>0.049141887575387955</td><td>3.2112291329006246</td><td>0.21902823375909933</td><td>22.63332176208496</td><td>0.0740547850728035</td><td>False</td><td>9.391508735972266</td><td>0.10313521520029623</td><td>21.468161582946777</td><td>0.011923285201191902</td><td>15.25915830543813</td><td>0.2809970092710212</td><td>20.941173553466797</td><td>0.019993804395198822</td><td>False</td><td>16.524189062315145</td><td>0.17382049435345218</td><td>20.85469961166382</td><td>0.011421026661992073</td><td>25.426632663880802</td><td>0.4820259433899645</td><td>20.386777877807617</td><td>0.02058286778628826</td><td>False</td><td>21.312716183068883</td><td>0.3227781131375352</td><td>20.578402996063232</td><td>0.016443323343992233</td><td>33.75855035448732</td><td>0.9335868226662175</td><td>20.07904052734375</td><td>0.030025845393538475</td><td>False</td><td>24.34851467048103</td><td>1.1505945616106028</td><td>20.433818817138672</td><td>0.05130670964717865</td><td>32.851036159942915</td><td>3.2766425666942305</td><td>20.108627319335938</td><td>0.10829398036003113</td><td>False</td><td>0.0004255490784998983</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>1</td><td>0.00771530302926249</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000064182002490</td><td>AKARI-SEP</td><td>0.42855337</td><td>0.029088443</td></tr>\n",
       "<tr><td>HELP_J043116.943-543141.237</td><td>N/A</td><td>67.820594958091</td><td>-54.52812141823</td><td>556006748</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>1.785516541095686</td><td>0.11636213396496574</td><td>23.27059030532837</td><td>0.0707574412226677</td><td>2.0802456571526706</td><td>0.1846084278830277</td><td>23.104713439941406</td><td>0.09635210782289505</td><td>False</td><td>3.518870420033906</td><td>0.12395312170074939</td><td>22.533991813659668</td><td>0.03824533894658089</td><td>3.5539803876347817</td><td>0.20561974055483886</td><td>22.523212432861328</td><td>0.0628165528178215</td><td>False</td><td>5.598312490209685</td><td>0.2060721361103768</td><td>22.02985715866089</td><td>0.039965610951185226</td><td>5.620363494729704</td><td>0.35689595680473624</td><td>22.025588989257812</td><td>0.06894480437040329</td><td>False</td><td>5.740407942365411</td><td>0.4420029190712769</td><td>22.00264310836792</td><td>0.08360008150339127</td><td>6.044240065189293</td><td>0.7790617929019398</td><td>21.946645736694336</td><td>0.13994407653808594</td><td>False</td><td>5.345690924156842</td><td>1.5584011448828126</td><td>22.07999038696289</td><td>0.31651896238327026</td><td>7.6832999940971725</td><td>2.689983074533446</td><td>21.68613052368164</td><td>0.38012468814849854</td><td>False</td><td>0.6129228472709656</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>1</td><td>0.0068561459278643645</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000061632001403</td><td>AKARI-SEP</td><td>1.0775431</td><td>0.18644069</td></tr>\n",
       "<tr><td>HELP_J045243.635-534313.168</td><td>N/A</td><td>73.181811958091</td><td>-53.72032441823</td><td>556126655</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>1.3380972981533086</td><td>0.08439574610051291</td><td>23.583780765533447</td><td>0.06847896426916122</td><td>2.1026834443505407</td><td>0.18650648287524974</td><td>23.09306526184082</td><td>0.09630400687456131</td><td>False</td><td>8.361872535678607</td><td>0.1082320827479253</td><td>21.59424114227295</td><td>0.014053250662982464</td><td>13.389443985349475</td><td>0.23980229239273082</td><td>21.083093643188477</td><td>0.019445320591330528</td><td>False</td><td>21.043768341974662</td><td>0.1847116446182563</td><td>20.592191219329834</td><td>0.00953004788607359</td><td>34.20315449598199</td><td>0.42914371468556256</td><td>20.064834594726562</td><td>0.013622628524899483</td><td>False</td><td>31.60586252891054</td><td>0.3061433741019909</td><td>20.150580883026123</td><td>0.010516749694943428</td><td>53.159389726975114</td><td>0.7576383876732942</td><td>19.586050033569336</td><td>0.015474132262170315</td><td>False</td><td>37.04265334517419</td><td>1.1815357079557394</td><td>19.97824478149414</td><td>0.03463132306933403</td><td>59.79605268539638</td><td>2.727399571765431</td><td>19.45831871032715</td><td>0.0495222732424736</td><td>False</td><td>0.00026164849987253547</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>1</td><td>0.0074365797728168145</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000064182002769</td><td>AKARI-SEP</td><td>0.6488187</td><td>0.022849178</td></tr>\n",
       "<tr><td>HELP_J044118.880-550020.943</td><td>N/A</td><td>70.328664958091</td><td>-55.00581741823</td><td>556145772</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>4.593362274074294</td><td>0.10921868578950891</td><td>22.244673252105713</td><td>0.025816095992922783</td><td>7.142796145886408</td><td>0.20045478363745364</td><td>21.765329360961914</td><td>0.030470002442598343</td><td>False</td><td>17.77641299089043</td><td>0.14386845326201655</td><td>20.775389671325684</td><td>0.008787103928625584</td><td>24.298563360181394</td><td>0.2646086650046808</td><td>20.43604850769043</td><td>0.011823547072708607</td><td>False</td><td>27.704446416976154</td><td>0.24465347264517526</td><td>20.293626308441162</td><td>0.009587960317730904</td><td>37.34143551721265</td><td>0.49044125785692444</td><td>19.96952247619629</td><td>0.014260025694966316</td><td>False</td><td>35.443925636637346</td><td>0.47015504072852504</td><td>20.026145458221436</td><td>0.014402026310563087</td><td>48.91239688090553</td><td>0.9774778987478316</td><td>19.67645263671875</td><td>0.0216976311057806</td><td>False</td><td>39.069259020241894</td><td>1.6699880988983355</td><td>19.920412063598633</td><td>0.04640903323888779</td><td>47.94982741269312</td><td>3.4311154754650555</td><td>19.69803237915039</td><td>0.07769133895635605</td><td>False</td><td>0.01752490922808647</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>1</td><td>0.013532828241989587</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000059972001933</td><td>AKARI-SEP</td><td>0.33329314</td><td>0.048819136</td></tr>\n",
       "<tr><td>HELP_J043105.391-541516.349</td><td>N/A</td><td>67.77246395809101</td><td>-54.25454141823</td><td>556182353</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>1.8576258432153305</td><td>0.09464611160603922</td><td>23.227604389190674</td><td>0.055318303406238556</td><td>4.2111107906604195</td><td>0.24001790809214843</td><td>22.339008331298828</td><td>0.06188299134373665</td><td>False</td><td>3.327781245911018</td><td>0.09814707895744663</td><td>22.594613075256348</td><td>0.032021887600421906</td><td>7.714976272555306</td><td>0.2595431013290907</td><td>21.681663513183594</td><td>0.03652575612068176</td><td>False</td><td>3.4780607695294474</td><td>0.18057961629672323</td><td>22.5466570854187</td><td>0.056371018290519714</td><td>7.807909844759246</td><td>0.5029032803713007</td><td>21.668663024902344</td><td>0.06993168592453003</td><td>False</td><td>4.767627819736221</td><td>0.336003881813778</td><td>22.204244136810303</td><td>0.0765184685587883</td><td>12.704766125912546</td><td>0.9591413149026915</td><td>21.14008331298828</td><td>0.08196722716093063</td><td>False</td><td>6.640467246411128</td><td>1.220722866598291</td><td>21.84450340270996</td><td>0.19959183037281036</td><td>17.001349621734697</td><td>3.195910171337349</td><td>20.82379150390625</td><td>0.2040964663028717</td><td>False</td><td>0.0003070959937758744</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>1</td><td>0.00644093386879066</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000062472001963</td><td>AKARI-SEP</td><td>0.37612954</td><td>0.10691619</td></tr>\n",
       "<tr><td>HELP_J044743.299-522122.163</td><td>N/A</td><td>71.93041095809099</td><td>-52.35615641823</td><td>556926750</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.5052767556539012</td><td>0.07921770996570793</td><td>24.64117670059204</td><td>0.17022262513637543</td><td>1.0352374588102267</td><td>0.1859575016011647</td><td>23.86240005493164</td><td>0.19502848386764526</td><td>False</td><td>1.3785229038453959</td><td>0.10149226780833222</td><td>23.551465034484863</td><td>0.07993616163730621</td><td>2.9192182877254544</td><td>0.25414577075275374</td><td>22.736833572387695</td><td>0.09452368319034576</td><td>False</td><td>2.25567833476587</td><td>0.1883091990602253</td><td>23.016807079315186</td><td>0.09063974767923355</td><td>4.005682694519688</td><td>0.4689018089197182</td><td>22.393308639526367</td><td>0.12709535658359528</td><td>False</td><td>3.0466635801405157</td><td>0.35099786077599043</td><td>22.690438747406006</td><td>0.12508472800254822</td><td>6.215753811203148</td><td>0.9086917744106359</td><td>21.9162654876709</td><td>0.15872564911842346</td><td>False</td><td>5.656577099172806</td><td>1.2018695244871744</td><td>22.01861572265625</td><td>0.23068955540657043</td><td>8.957844551771968</td><td>3.0533802751406447</td><td>21.51949119567871</td><td>0.3700851798057556</td><td>False</td><td>0.008255819790065289</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>1</td><td>0.007059642461102182</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000069393000376</td><td>AKARI-SEP</td><td>0.7584503</td><td>0.07241345</td></tr>\n",
       "<tr><td>HELP_J044951.798-540207.758</td><td>N/A</td><td>72.46582595809099</td><td>-54.03548841823</td><td>556113773</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.5613749690517866</td><td>0.07956969604575338</td><td>24.526867389678955</td><td>0.15389303863048553</td><td>0.9184581816321244</td><td>0.1596496936397639</td><td>23.992351531982422</td><td>0.18872655928134918</td><td>False</td><td>1.9032630885407342</td><td>0.11693959437337424</td><td>23.201252937316895</td><td>0.06670940667390823</td><td>2.424028148598241</td><td>0.24381656615991057</td><td>22.938655853271484</td><td>0.10920684784650803</td><td>False</td><td>3.3315116364812054</td><td>0.17832411857687744</td><td>22.59339666366577</td><td>0.0581156462430954</td><td>5.286594068532724</td><td>0.38740508094111814</td><td>22.092060089111328</td><td>0.07956346124410629</td><td>False</td><td>4.363813872438344</td><td>0.3369967922626676</td><td>22.300334453582764</td><td>0.08384629338979721</td><td>5.0878550380720275</td><td>0.7467267793270767</td><td>22.133663177490234</td><td>0.159349724650383</td><td>False</td><td>4.8250220024173975</td><td>1.2889201896124436</td><td>22.191251754760742</td><td>0.2900354266166687</td><td>9.841187024952236</td><td>2.7881159510354423</td><td>21.417381286621094</td><td>0.3076009452342987</td><td>False</td><td>0.0010617126245051622</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>3</td><td>1</td><td>0.009834340022809149</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000063329001953</td><td>AKARI-SEP</td><td>0.58594227</td><td>0.09051222</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>HELP_J044757.031-532735.231</td><td>N/A</td><td>71.98763087857353</td><td>-53.45978632035824</td><td>556133535</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>7.4097347</td><td>0.9087522</td><td>21.725494</td><td>0.13315795</td><td>8.529685</td><td>1.3225989</td><td>21.57267</td><td>0.16835245</td><td>False</td><td>5.4046183</td><td>0.6588873</td><td>22.068092</td><td>0.13236417</td><td>7.1849966</td><td>0.9525825</td><td>21.758934</td><td>0.14394625</td><td>False</td><td>0.8516695313192066</td><td>0.07721949727544142</td><td>24.07432222366333</td><td>0.098441943526268</td><td>0.9676848632170991</td><td>0.14857962443331152</td><td>23.935665130615234</td><td>0.16670538485050201</td><td>False</td><td>1.8321384864421155</td><td>0.11102867572516563</td><td>23.24260425567627</td><td>0.06579625606536865</td><td>2.483830283012279</td><td>0.22316759254705237</td><td>22.912195205688477</td><td>0.09755140542984009</td><td>False</td><td>2.74207072037535</td><td>0.17297569299106957</td><td>22.804803371429443</td><td>0.06849056482315063</td><td>4.264803115902809</td><td>0.36207524482079023</td><td>22.325252532958984</td><td>0.09217733889818192</td><td>False</td><td>3.0160858746324117</td><td>0.3229348657104702</td><td>22.701390743255615</td><td>0.11625069379806519</td><td>4.83596879677548</td><td>0.6868594057832187</td><td>22.188791275024414</td><td>0.15420863032341003</td><td>False</td><td>5.13327392171586</td><td>1.1222705246665317</td><td>22.124013900756836</td><td>0.23737087845802307</td><td>0.35057495243966375</td><td>2.334795670428609</td><td>25.038047790527344</td><td>7.230899333953857</td><td>False</td><td>0.12457477301359177</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.00512178259507355</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000065035003158</td><td>AKARI-SEP</td><td>0.56166244</td><td>0.115981124</td></tr>\n",
       "<tr><td>HELP_J045056.935-532355.682</td><td>N/A</td><td>72.737230958091</td><td>-53.39880041823</td><td>556129936</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>0.6213305613550003</td><td>0.10483440619548409</td><td>24.416693210601807</td><td>0.18319155275821686</td><td>0.42732250718693704</td><td>0.07220290957553382</td><td>24.823110580444336</td><td>0.18345233798027039</td><td>False</td><td>0.78382751526014</td><td>0.13181889224687252</td><td>24.164448738098145</td><td>0.18259188532829285</td><td>0.600894273448517</td><td>0.0949415452346284</td><td>24.453004837036133</td><td>0.17154677212238312</td><td>False</td><td>0.7443913848123132</td><td>0.2058902188574528</td><td>24.220496654510498</td><td>0.30030232667922974</td><td>0.5424254492768334</td><td>0.1544738893594948</td><td>24.564149856567383</td><td>0.30919989943504333</td><td>False</td><td>0.8693595104306182</td><td>0.36536872020095573</td><td>24.052001476287842</td><td>0.4563060998916626</td><td>0.669859284978298</td><td>0.2766995976467461</td><td>24.335041046142578</td><td>0.4484863877296448</td><td>False</td><td>1.76159251592076</td><td>1.4740716170494805</td><td>23.285236358642578</td><td>0.9085261821746826</td><td>1.5064298531513565</td><td>1.0914980311105902</td><td>23.455127716064453</td><td>0.7866804599761963</td><td>False</td><td>0.4886879324913025</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>1</td><td>0.005157517667943547</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000065037003102</td><td>AKARI-SEP</td><td>0.95102066</td><td>0.28792295</td></tr>\n",
       "<tr><td>HELP_J043545.038-544411.937</td><td>N/A</td><td>68.93765664904416</td><td>-54.73664928193565</td><td>556172541</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>8.10132</td><td>0.8151785</td><td>21.628609</td><td>0.10924994</td><td>12.104354</td><td>1.4368663</td><td>21.19265</td><td>0.128884</td><td>False</td><td>5.9566026</td><td>0.895288</td><td>21.96251</td><td>0.16318808</td><td>7.830268</td><td>1.603729</td><td>21.665565</td><td>0.22237125</td><td>False</td><td>1.6008429094444308</td><td>0.09315050620330831</td><td>23.3891282081604</td><td>0.06317726522684097</td><td>1.8801123723789208</td><td>0.13592623008841306</td><td>23.214540481567383</td><td>0.0784953236579895</td><td>False</td><td>3.950964338450942</td><td>0.10363420880599707</td><td>22.408242225646973</td><td>0.028478974476456642</td><td>3.9097477885922</td><td>0.15714486047576035</td><td>22.419628143310547</td><td>0.04363909736275673</td><td>False</td><td>5.772393568629842</td><td>0.18047956592077244</td><td>21.996610164642334</td><td>0.03394661098718643</td><td>5.473541719230405</td><td>0.28838770285041065</td><td>22.05432891845703</td><td>0.05720482021570206</td><td>False</td><td>6.162751638509313</td><td>0.33257466242987305</td><td>21.9255633354187</td><td>0.058592066168785095</td><td>6.588422370044742</td><td>0.5383969780859631</td><td>21.853046417236328</td><td>0.08872489631175995</td><td>False</td><td>8.380394541955638</td><td>1.108161140871586</td><td>21.591838836669922</td><td>0.1435696929693222</td><td>6.777282720826618</td><td>1.7561625152164182</td><td>21.82236099243164</td><td>0.2813412547111511</td><td>False</td><td>0.4523108899593353</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.007102789493200012</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000060799001823</td><td>AKARI-SEP</td><td>0.50939834</td><td>0.09739342</td></tr>\n",
       "<tr><td>HELP_J044747.269-533109.244</td><td>N/A</td><td>71.94695397992075</td><td>-53.519234553340596</td><td>556132826</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>43.46409</td><td>1.0371974</td><td>19.80468</td><td>0.025909264</td><td>56.779984</td><td>1.9345207</td><td>19.514511</td><td>0.03699154</td><td>False</td><td>31.570084</td><td>0.8394665</td><td>20.151817</td><td>0.028870342</td><td>46.37529</td><td>1.5320362</td><td>19.734283</td><td>0.03586796</td><td>False</td><td>1.8749924988109976</td><td>0.09902620622826992</td><td>23.217501163482666</td><td>0.057342275977134705</td><td>2.302835301666809</td><td>0.1835450250406773</td><td>22.994342803955078</td><td>0.0865374431014061</td><td>False</td><td>3.479125604211463</td><td>0.15374195619153783</td><td>22.546324729919434</td><td>0.04797849431633949</td><td>5.147668426348188</td><td>0.29903554918510056</td><td>22.120973587036133</td><td>0.06307199597358704</td><td>False</td><td>6.285383697049731</td><td>0.2213706254231672</td><td>21.904170513153076</td><td>0.038239527493715286</td><td>10.071688014800362</td><td>0.44943033351241085</td><td>21.392244338989258</td><td>0.04844895750284195</td><td>False</td><td>10.034904696428342</td><td>0.42467892462283147</td><td>21.396216869354248</td><td>0.04594854637980461</td><td>14.206208354336724</td><td>0.877978295615498</td><td>21.0188045501709</td><td>0.0671011433005333</td><td>False</td><td>12.93203950719879</td><td>1.5049078558596418</td><td>21.120832443237305</td><td>0.12634766101837158</td><td>15.404871537652244</td><td>3.0492781459902996</td><td>20.93085479736328</td><td>0.2149132937192917</td><td>False</td><td>0.02551092766225338</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.005131521531952678</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000065035002080</td><td>AKARI-SEP</td><td>0.91644174</td><td>0.06357891</td></tr>\n",
       "<tr><td>HELP_J045026.579-521614.924</td><td>N/A</td><td>72.61074787912072</td><td>-52.27081236040323</td><td>556842278</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>15.246848</td><td>0.9904958</td><td>20.942055</td><td>0.07053373</td><td>22.568855</td><td>1.9114302</td><td>20.516228</td><td>0.09195455</td><td>False</td><td>10.0574875</td><td>0.78526545</td><td>21.393776</td><td>0.08477178</td><td>14.130752</td><td>1.4813029</td><td>21.02459</td><td>0.11381589</td><td>False</td><td>1.0458261469853942</td><td>0.09643864647554175</td><td>23.851351261138916</td><td>0.10011886805295944</td><td>1.2265449583877732</td><td>0.15043305445324467</td><td>23.67829132080078</td><td>0.13316316902637482</td><td>False</td><td>1.8561864468142488</td><td>0.11606282731548383</td><td>23.228446006774902</td><td>0.06788844615221024</td><td>1.9001711702517265</td><td>0.18944665953485665</td><td>23.203018188476562</td><td>0.10824766755104065</td><td>False</td><td>2.9205686215271207</td><td>0.19756395318415276</td><td>22.736331462860107</td><td>0.0734454020857811</td><td>2.9344839484807577</td><td>0.3354897716648543</td><td>22.731170654296875</td><td>0.12412860244512558</td><td>False</td><td>3.533506623497093</td><td>0.3408342654671255</td><td>22.52948522567749</td><td>0.10472772270441055</td><td>2.986653111976148</td><td>0.5881484921658742</td><td>22.712038040161133</td><td>0.21380926668643951</td><td>False</td><td>2.9332830548476085</td><td>1.2695781234380863</td><td>22.73161506652832</td><td>0.4699263274669647</td><td>5.356247372450122</td><td>2.1429884396667047</td><td>22.077848434448242</td><td>0.4343937039375305</td><td>False</td><td>0.23422366380691528</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.0048345038597284755</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000069394001856</td><td>AKARI-SEP</td><td>0.605941</td><td>0.12636761</td></tr>\n",
       "<tr><td>HELP_J043705.953-544313.673</td><td>N/A</td><td>69.27480454430048</td><td>-54.7204646739105</td><td>556153536</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>6.1280794</td><td>0.68522555</td><td>21.931686</td><td>0.12140413</td><td>6.5768075</td><td>0.71605647</td><td>21.854958</td><td>0.11821061</td><td>False</td><td>5.508507</td><td>1.0457772</td><td>22.047417</td><td>0.20612448</td><td>4.7102904</td><td>1.1069946</td><td>22.217384</td><td>0.2551656</td><td>False</td><td>2.1810160768078553</td><td>0.10289956474196689</td><td>23.05335283279419</td><td>0.05122464895248413</td><td>2.647056517849246</td><td>0.1930429174545844</td><td>22.84309196472168</td><td>0.07917990535497665</td><td>False</td><td>4.094850804304197</td><td>0.11252861374873817</td><td>22.369404792785645</td><td>0.029836591333150864</td><td>4.74018329559321</td><td>0.22024221459124652</td><td>22.210512161254883</td><td>0.05044635012745857</td><td>False</td><td>4.082752957816353</td><td>0.1933844174283982</td><td>22.37261724472046</td><td>0.05142717808485031</td><td>5.3755432855158105</td><td>0.3981882108765759</td><td>22.073944091796875</td><td>0.08042486757040024</td><td>False</td><td>5.0923371851430455</td><td>0.370994947636652</td><td>22.132707118988037</td><td>0.07909975945949554</td><td>6.697333830722461</td><td>0.7786299207878987</td><td>21.83524513244629</td><td>0.12622734904289246</td><td>False</td><td>5.277324357788214</td><td>1.24773761544008</td><td>22.093965530395508</td><td>0.2567046880722046</td><td>5.918541002206428</td><td>2.564158484024622</td><td>21.969463348388672</td><td>0.4703861474990845</td><td>False</td><td>0.5851316452026367</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.007967573332799802</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000060800001804</td><td>AKARI-SEP</td><td>0.54779774</td><td>0.14259274</td></tr>\n",
       "<tr><td>HELP_J043937.469-542418.842</td><td>N/A</td><td>69.9061194777895</td><td>-54.40523380038671</td><td>556164039</td><td>35.57771</td><td>4.3965287</td><td>20.022055</td><td>0.13417026</td><td>113.14879</td><td>13.45767</td><td>18.765875</td><td>0.1291351</td><td>False</td><td>39.004566</td><td>6.552815</td><td>19.92221</td><td>0.182405</td><td>64.73975</td><td>10.004309</td><td>19.372072</td><td>0.16778007</td><td>False</td><td>52.732613</td><td>6.337714</td><td>19.5948</td><td>0.13049014</td><td>199.41516</td><td>25.72387</td><td>18.150604</td><td>0.14005622</td><td>False</td><td>116.787</td><td>1.3139895</td><td>18.731514</td><td>0.012215794</td><td>230.15318</td><td>2.7902894</td><td>17.994957</td><td>0.013163052</td><td>False</td><td>78.291275</td><td>1.0703288</td><td>19.165718</td><td>0.014843221</td><td>161.15234</td><td>2.3398962</td><td>18.381905</td><td>0.015764646</td><td>False</td><td>3.343898173889194</td><td>0.1053069782523979</td><td>22.589367389678955</td><td>0.03419230878353119</td><td>5.91702319159263</td><td>0.19221877645430593</td><td>21.969741821289062</td><td>0.03527092561125755</td><td>False</td><td>7.942915359568465</td><td>0.11886690991262078</td><td>21.650050163269043</td><td>0.016248203814029694</td><td>15.110548979317747</td><td>0.233787596372043</td><td>20.951799392700195</td><td>0.01679830811917782</td><td>False</td><td>12.841761826961923</td><td>0.21862293900743282</td><td>21.128438472747803</td><td>0.018483977764844894</td><td>25.101448960930405</td><td>0.4352790531380073</td><td>20.400753021240234</td><td>0.01882752776145935</td><td>False</td><td>16.713163524572348</td><td>0.3713944450417165</td><td>20.842353343963623</td><td>0.024126874282956123</td><td>33.111820779522134</td><td>0.7571673489073666</td><td>20.10004234313965</td><td>0.024827508255839348</td><td>False</td><td>19.47538644331596</td><td>1.2447715491646716</td><td>20.676284790039062</td><td>0.06939495354890823</td><td>31.567671873712744</td><td>2.49603340836149</td><td>20.151893615722656</td><td>0.08584839105606079</td><td>False</td><td>0.028127795085310936</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>7</td><td>0.007266221621773751</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000061637004402</td><td>AKARI-SEP</td><td>0.6656554</td><td>0.028396312</td></tr>\n",
       "<tr><td>HELP_J043531.158-535347.352</td><td>N/A</td><td>68.87982600461996</td><td>-53.89648655104133</td><td>556190494</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>7.019062</td><td>0.649862</td><td>21.784302</td><td>0.10052321</td><td>9.763324</td><td>1.0718651</td><td>21.42601</td><td>0.11919739</td><td>False</td><td>5.9010496</td><td>1.0409391</td><td>21.97268</td><td>0.19152275</td><td>9.283754</td><td>1.7009037</td><td>21.48069</td><td>0.19892088</td><td>False</td><td>0.714547878148347</td><td>0.09830038757734043</td><td>24.26492166519165</td><td>0.14936478435993195</td><td>0.9811961350812323</td><td>0.2226774040127936</td><td>23.920610427856445</td><td>0.24640223383903503</td><td>False</td><td>1.3210880920337364</td><td>0.09905409731312317</td><td>23.597670555114746</td><td>0.08140760660171509</td><td>1.9622783854716455</td><td>0.23355135578935496</td><td>23.16809844970703</td><td>0.12922486662864685</td><td>False</td><td>1.8590639063984267</td><td>0.18638233303269855</td><td>23.22676420211792</td><td>0.10885158181190491</td><td>2.682611235869408</td><td>0.4583769219236212</td><td>22.82860565185547</td><td>0.18551939725875854</td><td>False</td><td>2.058756956490144</td><td>0.3702576957125547</td><td>23.115987300872803</td><td>0.1952645182609558</td><td>2.8342373586623046</td><td>0.9238108187823032</td><td>22.768909454345703</td><td>0.35389232635498047</td><td>False</td><td>1.790797872756237</td><td>1.197099496959077</td><td>23.267383575439453</td><td>0.7257850170135498</td><td>1.7335972590916964</td><td>2.919667074089878</td><td>23.302629470825195</td><td>1.8285609483718872</td><td>False</td><td>0.20299510657787323</td><td>des_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.004401597756592642</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000063320004405</td><td>AKARI-SEP</td><td>0.60704505</td><td>0.18103306</td></tr>\n",
       "<tr><td>HELP_J045221.078-534213.163</td><td>N/A</td><td>73.08782308593653</td><td>-53.70365628072541</td><td>556127021</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>107.50643</td><td>39.47516</td><td>18.821411</td><td>0.39867017</td><td>121.88412</td><td>39.66238</td><td>18.685135</td><td>0.35331</td><td>False</td><td>146.84203</td><td>1.5309933</td><td>18.482872</td><td>0.011320021</td><td>174.18558</td><td>2.016988</td><td>18.29747</td><td>0.012572319</td><td>False</td><td>9.106096267258376</td><td>0.11657228130533011</td><td>21.50166940689087</td><td>0.01389912236481905</td><td>15.0866506722295</td><td>0.25100078972624734</td><td>20.95351791381836</td><td>0.01806369423866272</td><td>False</td><td>25.116468325773134</td><td>0.15493065263355188</td><td>20.40010356903076</td><td>0.006697351578623056</td><td>37.87106296916082</td><td>0.33544515563814725</td><td>19.95423126220703</td><td>0.00961697194725275</td><td>False</td><td>32.301107628165866</td><td>0.2434774589973445</td><td>20.126956462860107</td><td>0.008184000849723816</td><td>53.3888681804393</td><td>0.5851524327476452</td><td>19.58137321472168</td><td>0.011899881064891815</td><td>False</td><td>54.58363021349584</td><td>0.45588605129601223</td><td>19.55734395980835</td><td>0.00906813982874155</td><td>77.3242533063264</td><td>1.139709251143829</td><td>19.179210662841797</td><td>0.016003046184778214</td><td>False</td><td>65.90390260722324</td><td>1.630991046434194</td><td>19.35272216796875</td><td>0.026869820430874825</td><td>105.33846247790753</td><td>4.052337368928952</td><td>18.84353256225586</td><td>0.04176792874932289</td><td>False</td><td>0.9886611700057983</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.00718731914110639</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000064181003030</td><td>AKARI-SEP</td><td>0.4535261</td><td>0.045937415</td></tr>\n",
       "<tr><td>HELP_J045424.464-530924.786</td><td>N/A</td><td>73.6019323317905</td><td>-53.15688491494851</td><td>556830731</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>nan</td><td>False</td><td>30.131323</td><td>6.44322</td><td>20.202454</td><td>0.2321716</td><td>36.67029</td><td>10.803091</td><td>19.989214</td><td>0.31985855</td><td>False</td><td>40.730213</td><td>0.9087795</td><td>19.875206</td><td>0.02422513</td><td>44.656006</td><td>1.278353</td><td>19.775307</td><td>0.031081017</td><td>False</td><td>38.29265</td><td>0.95129186</td><td>19.942215</td><td>0.026972592</td><td>42.113205</td><td>1.3709627</td><td>19.838959</td><td>0.035345297</td><td>False</td><td>0.6843139510041566</td><td>0.0928462314381338</td><td>24.311861515045166</td><td>0.14731033146381378</td><td>0.6276719147541873</td><td>0.15270298103000235</td><td>24.405668258666992</td><td>0.2641430199146271</td><td>False</td><td>1.5501528638456958</td><td>0.11768005769294128</td><td>23.424063682556152</td><td>0.08242380619049072</td><td>1.7950846383977699</td><td>0.20185538915455806</td><td>23.264787673950195</td><td>0.12208990007638931</td><td>False</td><td>2.9972716946796285</td><td>0.1873634918802754</td><td>22.708184719085693</td><td>0.06787083297967911</td><td>3.537007794301674</td><td>0.33414731191471975</td><td>22.528409957885742</td><td>0.10257139801979065</td><td>False</td><td>5.4676625653184905</td><td>0.37443314191660326</td><td>22.055495738983154</td><td>0.07435272634029388</td><td>7.784161773413423</td><td>0.6783089424309735</td><td>21.67197036743164</td><td>0.09461064636707306</td><td>False</td><td>5.629444549518956</td><td>1.2533045206170041</td><td>22.023836135864258</td><td>0.24172155559062958</td><td>6.99235900999829</td><td>2.223520607041039</td><td>21.788440704345703</td><td>0.34525641798973083</td><td>False</td><td>0.0856214165687561</td><td>simes_stellarity</td><td>False</td><td>False</td><td>0</td><td>7</td><td>5</td><td>0.00681365774752867</td><td>False</td><td>-99</td><td>nan</td><td>AKARI-SEP</td><td>8000065901003730</td><td>AKARI-SEP</td><td>0.5779531</td><td>0.055748783</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=139070>\n",
       "          help_id            field          ra        ...  photo_z    photo_zerr\n",
       "                                           deg        ...                       \n",
       "          bytes27           bytes18      float64      ...  float32     float32  \n",
       "--------------------------- ------- ----------------- ... ---------- -----------\n",
       "HELP_J045207.147-534137.340     N/A 73.02977995809098 ... 0.77624714  0.05639983\n",
       "HELP_J044424.701-531342.741     N/A 71.10292129853136 ...  0.5356743  0.08396552\n",
       "HELP_J045312.074-534352.563     N/A   73.300308958091 ... 0.42855337 0.029088443\n",
       "HELP_J043116.943-543141.237     N/A   67.820594958091 ...  1.0775431  0.18644069\n",
       "HELP_J045243.635-534313.168     N/A   73.181811958091 ...  0.6488187 0.022849178\n",
       "HELP_J044118.880-550020.943     N/A   70.328664958091 ... 0.33329314 0.048819136\n",
       "HELP_J043105.391-541516.349     N/A 67.77246395809101 ... 0.37612954  0.10691619\n",
       "HELP_J044743.299-522122.163     N/A 71.93041095809099 ...  0.7584503  0.07241345\n",
       "HELP_J044951.798-540207.758     N/A 72.46582595809099 ... 0.58594227  0.09051222\n",
       "                        ...     ...               ... ...        ...         ...\n",
       "HELP_J044757.031-532735.231     N/A 71.98763087857353 ... 0.56166244 0.115981124\n",
       "HELP_J045056.935-532355.682     N/A   72.737230958091 ... 0.95102066  0.28792295\n",
       "HELP_J043545.038-544411.937     N/A 68.93765664904416 ... 0.50939834  0.09739342\n",
       "HELP_J044747.269-533109.244     N/A 71.94695397992075 ... 0.91644174  0.06357891\n",
       "HELP_J045026.579-521614.924     N/A 72.61074787912072 ...   0.605941  0.12636761\n",
       "HELP_J043705.953-544313.673     N/A 69.27480454430048 ... 0.54779774  0.14259274\n",
       "HELP_J043937.469-542418.842     N/A  69.9061194777895 ...  0.6656554 0.028396312\n",
       "HELP_J043531.158-535347.352     N/A 68.87982600461996 ... 0.60704505  0.18103306\n",
       "HELP_J045221.078-534213.163     N/A 73.08782308593653 ...  0.4535261 0.045937415\n",
       "HELP_J045424.464-530924.786     N/A  73.6019323317905 ...  0.5779531 0.055748783"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "photoz[has_help & has_z]"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (herschelhelp_internal)",
   "language": "python",
   "name": "helpint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}