{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<table width=\"100%\" style=\"padding:0; margin-left:-6px;\">\n",
    "    <tr style=\"padding=0;\" width=\"100%\">\n",
    "        <td width=\"auto\">\n",
    "           <hr style=\"border:2px solid darkblue\">\n",
    "            <h1> nb2. Query a catalogue</h1>\n",
    "           <hr style=\"border:2px solid darkblue\">\n",
    "        </td>\n",
    "        <td width=\"60px\">\n",
    "           <img src=\"ALMAsmall.png\" align=\"right\"/> \n",
    "        </td>\n",
    "    </tr>\n",
    "</table>    \n",
    "        \n",
    "In this notebook three functions are presented which query a (moderately long) list of sources from a catalogue: \n",
    "\n",
    "* By coordinate\n",
    "* By resolved name using Sesame\n",
    "* By ALMA source name\n",
    "\n",
    "For lists with a very large number of sources, run one query per block of 100 sources. See Example 2b and Example 2d.\n",
    "\n",
    "-------------\n",
    "\n",
    "The relevant columns in the ALMA Archive datasets are \n",
    "* *s_ra*, *s_dec* (RA and Dec in degress)\n",
    "* *s_region* (STC-S footprint of the observation) \n",
    "* *target_name* (source name)\n",
    " \n",
    "--------- ----- -----\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:53.904638Z",
     "iopub.status.busy": "2021-11-16T10:25:53.903993Z",
     "iopub.status.idle": "2021-11-16T10:25:55.129616Z",
     "shell.execute_reply": "2021-11-16T10:25:55.128283Z"
    }
   },
   "outputs": [],
   "source": [
    "import astropy\n",
    "import astropy.coordinates\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', None)\n",
    "import numpy as np\n",
    "import pyvo\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "service = pyvo.dal.TAPService(\"https://almascience.eso.org/tap\")      # for the EU ALMA TAP service\n",
    "\n",
    "# service = pyvo.dal.TAPService(\"https://almascience.nao.ac.jp/tap\")  # for the EA ALMA TAP service\n",
    "# service = pyvo.dal.TAPService(\"https://almascience.nrao.edu/tap\")   # for the NA ALMA TAP service"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"border:2px solid darkblue\"> </hr>\n",
    "\n",
    "## Query list of coordinates\n",
    "\n",
    "<hr style=\"border:2px solid darkblue\"> </hr>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:55.138109Z",
     "iopub.status.busy": "2021-11-16T10:25:55.137298Z",
     "iopub.status.idle": "2021-11-16T10:25:55.140484Z",
     "shell.execute_reply": "2021-11-16T10:25:55.139603Z"
    }
   },
   "outputs": [],
   "source": [
    "def query_coordinate_list(service, ra_list, dec_list, radius):\n",
    "    \"\"\"Runs a single query for an entire list of coordinates. Query only 100 or less coordinates in one go.\n",
    "    \n",
    "       service        pyvo TAPService instance           \n",
    "       ra_list        List of Right Ascension values in decimal degrees\n",
    "       dec            List of Declination values in decimal degrees\n",
    "       radius         Search radius in decimal degrees\n",
    "           \n",
    "       returns        pandas table\n",
    "    \"\"\"\n",
    "    \n",
    "    conditionlist = [f\"INTERSECTS(CIRCLE('ICRS',{c[0]},{c[1]},{radius}),s_region)=1\" for c in zip(ra_list, dec_list)]\n",
    "    \n",
    "    query = f\"\"\"\n",
    "            SELECT *\n",
    "            FROM ivoa.obscore\n",
    "            WHERE {\" OR \".join(conditionlist)}\"\"\"\n",
    "    \n",
    "    return service.search(query).to_table().to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"border:2px solid darkblue\"> </hr>\n",
    "\n",
    "## Query list of resolved names\n",
    "\n",
    "<hr style=\"border:2px solid darkblue\"> </hr>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:55.148285Z",
     "iopub.status.busy": "2021-11-16T10:25:55.147571Z",
     "iopub.status.idle": "2021-11-16T10:25:55.150154Z",
     "shell.execute_reply": "2021-11-16T10:25:55.150837Z"
    }
   },
   "outputs": [],
   "source": [
    "def query_resolved_source_name_list(service, source_name_list, radius):\n",
    "    \"\"\"Resolves the list of source names with Sesame and runs a coordinate search on them\n",
    "    \n",
    "       service           pyvo TAPService instance           \n",
    "       source_name_list  list with source names\n",
    "           \n",
    "       returns           pandas table\n",
    "    \"\"\"\n",
    "    \n",
    "    coordinates = []\n",
    "    for source in source_name_list:\n",
    "        try:\n",
    "            coordinates.append(astropy.coordinates.SkyCoord.from_name(source))\n",
    "        except astropy.coordinates.name_resolve.NameResolveError:\n",
    "            print(f\"Warning: source '{source}' could not be resolved by Sesame.\")\n",
    "            \n",
    "    return query_coordinate_list(service, [c.ra.degree for c in coordinates], [c.dec.degree for c in coordinates], radius)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"border:2px solid darkblue\"> </hr>\n",
    "\n",
    "\n",
    "## Query list of ALMA source names\n",
    "<hr style=\"border:2px solid darkblue\"> </hr>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:55.157738Z",
     "iopub.status.busy": "2021-11-16T10:25:55.157024Z",
     "iopub.status.idle": "2021-11-16T10:25:55.160960Z",
     "shell.execute_reply": "2021-11-16T10:25:55.160368Z"
    }
   },
   "outputs": [],
   "source": [
    "def query_alma_source_name_list(service, source_name_list):\n",
    "    \"\"\"queries for list of source names as given by the PI in the ALMA proposals\n",
    "    \n",
    "       service            pyvo TAPService instance           \n",
    "       source_name_lis    complete source name \n",
    "           \n",
    "       returns            pandas table\n",
    "    \"\"\"\n",
    "    \n",
    "    query = f\"\"\"  \n",
    "            SELECT *  \n",
    "            FROM ivoa.obscore  \n",
    "            WHERE target_name in ('{\"','\".join(source_name_list)}') \"\"\"\n",
    "    \n",
    "    return service.search(query).to_table().to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------\n",
    "\n",
    "## Example 2a: Query a catalogue of high-z quasars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we import a catalogue of high redshift quasars from [VizieR](https://vizier.u-strasbg.fr/viz-bin/VizieR), using astroquery:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:55.165870Z",
     "iopub.status.busy": "2021-11-16T10:25:55.165200Z",
     "iopub.status.idle": "2021-11-16T10:25:55.383588Z",
     "shell.execute_reply": "2021-11-16T10:25:55.383064Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of (limited) rows in the catalog: 50\n"
     ]
    }
   ],
   "source": [
    "from astroquery.vizier import Vizier\n",
    "catalog_list = Vizier.get_catalogs('J/ApJS/227/11')\n",
    "highzqso_catalog = catalog_list['J/ApJS/227/11/highzqso']\n",
    "print(f\"Number of (limited) rows in the catalog: {len(highzqso_catalog)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: VizieR limits the number of catalogue entries to 50 per default. We will now use the RA and Dec coordinates in the catalogue to do the search in the ALMA archive. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:55.388036Z",
     "iopub.status.busy": "2021-11-16T10:25:55.387239Z",
     "iopub.status.idle": "2021-11-16T10:25:55.390030Z",
     "shell.execute_reply": "2021-11-16T10:25:55.390837Z"
    }
   },
   "outputs": [],
   "source": [
    "ra_list = highzqso_catalog['RAJ2000']\n",
    "dec_list = highzqso_catalog['DEJ2000']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now query the ALMA archive:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:55.402079Z",
     "iopub.status.busy": "2021-11-16T10:25:55.401367Z",
     "iopub.status.idle": "2021-11-16T10:25:58.075677Z",
     "shell.execute_reply": "2021-11-16T10:25:58.076388Z"
    }
   },
   "outputs": [
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       "      <td>2661.12</td>\n",
       "      <td>2661.12</td>\n",
       "      <td>0.001058</td>\n",
       "      <td>0.001066</td>\n",
       "      <td>9064.45608</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>7</td>\n",
       "      <td>9.593760</td>\n",
       "      <td>Champagne, Jaclyn B.; Decarli, Roberto; Casey,...</td>\n",
       "      <td>Bright high-redshift quasars (z &amp;gt; 6) hostin...</td>\n",
       "      <td>2013</td>\n",
       "      <td>Huge amounts of far-infrared (FIR)-emitting wa...</td>\n",
       "      <td>J0129-0035</td>\n",
       "      <td>Narayanan, Desika; Riechers, Dominik; Fan, Xia...</td>\n",
       "      <td>1.049808</td>\n",
       "      <td>0.037899</td>\n",
       "      <td>0.90717</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X391d0b/X22</td>\n",
       "      <td>uid://A002/X411025/X6d7</td>\n",
       "      <td>Dust continum and [C II] line emission from qu...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>4.264570</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-06-25T16:06:00.000</td>\n",
       "      <td>0.473461</td>\n",
       "      <td>[279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...</td>\n",
       "      <td>287.322530</td>\n",
       "      <td>31722.538623</td>\n",
       "      <td>Wang, Ran</td>\n",
       "      <td>Dynamical Characterization of Galaxies at z ∼ ...</td>\n",
       "      <td>Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00206.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>143.742975</td>\n",
       "      <td>-61.898944</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00206.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X391d0b/X22</td>\n",
       "      <td>image</td>\n",
       "      <td>2</td>\n",
       "      <td>J0129-0035</td>\n",
       "      <td>22.493792</td>\n",
       "      <td>-0.594361</td>\n",
       "      <td>0.005630</td>\n",
       "      <td>Circle ICRS 22.493792 -0.594361 0.002815</td>\n",
       "      <td>0.473461</td>\n",
       "      <td>56069.496754</td>\n",
       "      <td>56069.574857</td>\n",
       "      <td>2661.12</td>\n",
       "      <td>2661.12</td>\n",
       "      <td>0.001015</td>\n",
       "      <td>0.001022</td>\n",
       "      <td>9450.45608</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>7</td>\n",
       "      <td>9.593760</td>\n",
       "      <td>Champagne, Jaclyn B.; Decarli, Roberto; Casey,...</td>\n",
       "      <td>Bright high-redshift quasars (z &amp;gt; 6) hostin...</td>\n",
       "      <td>2013</td>\n",
       "      <td>Huge amounts of far-infrared (FIR)-emitting wa...</td>\n",
       "      <td>J0129-0035</td>\n",
       "      <td>Narayanan, Desika; Riechers, Dominik; Fan, Xia...</td>\n",
       "      <td>1.160251</td>\n",
       "      <td>0.037899</td>\n",
       "      <td>0.90717</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X391d0b/X22</td>\n",
       "      <td>uid://A002/X411025/X6d7</td>\n",
       "      <td>Dust continum and [C II] line emission from qu...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>4.264570</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-06-25T16:06:00.000</td>\n",
       "      <td>0.473461</td>\n",
       "      <td>[279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...</td>\n",
       "      <td>287.322530</td>\n",
       "      <td>31722.538623</td>\n",
       "      <td>Wang, Ran</td>\n",
       "      <td>Dynamical Characterization of Galaxies at z ∼ ...</td>\n",
       "      <td>Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00243.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>166.654305</td>\n",
       "      <td>-60.934934</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00243.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X3ff4ae/X36</td>\n",
       "      <td>image</td>\n",
       "      <td>2</td>\n",
       "      <td>CFHQSJ0210-0456</td>\n",
       "      <td>32.554958</td>\n",
       "      <td>-4.939142</td>\n",
       "      <td>0.006483</td>\n",
       "      <td>Circle ICRS 32.554958 -4.939142 0.003242</td>\n",
       "      <td>0.542146</td>\n",
       "      <td>56112.416643</td>\n",
       "      <td>56149.305258</td>\n",
       "      <td>6168.96</td>\n",
       "      <td>6168.96</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.001167</td>\n",
       "      <td>8284.55000</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>9.593943</td>\n",
       "      <td>Ando, Ryo; Kohno, Kotaro; Tamura, Yoichi; Izum...</td>\n",
       "      <td>Bright high-redshift quasars (z &amp;gt; 6) hostin...</td>\n",
       "      <td>2013</td>\n",
       "      <td>We propose to observe two z=6.4 quasars to det...</td>\n",
       "      <td>CFHQSJ0210-0456 Band 6</td>\n",
       "      <td>Omont, Alain; Bergeron, Jacqueline;</td>\n",
       "      <td>1.378055</td>\n",
       "      <td>0.041881</td>\n",
       "      <td>1.61117</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X3ff4ae/X36</td>\n",
       "      <td>uid://A002/X44f2b6/X201</td>\n",
       "      <td>The black hole - galaxy mass relationship at r...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>5.137521</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-09-13T20:05:00.000</td>\n",
       "      <td>0.542146</td>\n",
       "      <td>[240.09..242.08GHz,31250.00kHz,1.2mJy/beam@10k...</td>\n",
       "      <td>249.485053</td>\n",
       "      <td>36186.933267</td>\n",
       "      <td>Willott, Chris</td>\n",
       "      <td>ALMA Census of Faint 1.2 mm Sources Down to ~ ...</td>\n",
       "      <td>Ando, Ryo Bischetti, M. Carniani, S. Champagne...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...770...13W 2014ApJ...795....5O 2015A&amp;...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          access_url access_format  \\\n",
       "0  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "1  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "2  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "3  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "4  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "\n",
       "      proposal_id data_rights  gal_longitude  gal_latitude  \\\n",
       "0  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "1  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "2  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "3  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "4  2011.0.00243.S      Public     166.654305    -60.934934   \n",
       "\n",
       "             obs_publisher_did obs_collection facility_name instrument_name  \\\n",
       "0  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "1  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "2  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "3  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "4  ADS/JAO.ALMA#2011.0.00243.S           ALMA           JAO            ALMA   \n",
       "\n",
       "                   obs_id dataproduct_type  calib_level      target_name  \\\n",
       "0  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "1  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "2  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "3  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "4  uid://A002/X3ff4ae/X36            image            2  CFHQSJ0210-0456   \n",
       "\n",
       "        s_ra     s_dec     s_fov                                  s_region  \\\n",
       "0  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "1  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "2  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "3  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "4  32.554958 -4.939142  0.006483  Circle ICRS 32.554958 -4.939142 0.003242   \n",
       "\n",
       "   s_resolution         t_min         t_max  t_exptime  t_resolution  \\\n",
       "0      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "1      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "2      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "3      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "4      0.542146  56112.416643  56149.305258    6168.96       6168.96   \n",
       "\n",
       "     em_min    em_max  em_res_power pol_states  \\\n",
       "0  0.001066  0.001073    9002.45608    /XX/YY/   \n",
       "1  0.001022  0.001029    9386.45608    /XX/YY/   \n",
       "2  0.001058  0.001066    9064.45608    /XX/YY/   \n",
       "3  0.001015  0.001022    9450.45608    /XX/YY/   \n",
       "4  0.001158  0.001167    8284.55000    /XX/YY/   \n",
       "\n",
       "                                 o_ucd band_list  em_resolution  \\\n",
       "0  phot.flux.density;phys.polarization         7       9.593760   \n",
       "1  phot.flux.density;phys.polarization         7       9.593760   \n",
       "2  phot.flux.density;phys.polarization         7       9.593760   \n",
       "3  phot.flux.density;phys.polarization         7       9.593760   \n",
       "4  phot.flux.density;phys.polarization         6       9.593943   \n",
       "\n",
       "                                             authors  \\\n",
       "0  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "1  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "2  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "3  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "4  Ando, Ryo; Kohno, Kotaro; Tamura, Yoichi; Izum...   \n",
       "\n",
       "                                        pub_abstract  publication_year  \\\n",
       "0  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "1  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "2  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "3  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "4  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "\n",
       "                                   proposal_abstract         schedblock_name  \\\n",
       "0  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "1  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "2  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "3  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "4  We propose to observe two z=6.4 quasars to det...  CFHQSJ0210-0456 Band 6   \n",
       "\n",
       "                                    proposal_authors  sensitivity_10kms  \\\n",
       "0  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.040025   \n",
       "1  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.152586   \n",
       "2  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.049808   \n",
       "3  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.160251   \n",
       "4                Omont, Alain; Bergeron, Jacqueline;           1.378055   \n",
       "\n",
       "   cont_sensitivity_bandwidth      pwv group_ous_uid          member_ous_uid  \\\n",
       "0                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "1                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "2                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "3                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "4                    0.041881  1.61117                uid://A002/X3ff4ae/X36   \n",
       "\n",
       "                  asdm_uid                                          obs_title  \\\n",
       "0  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "1  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "2  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "3  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "4  uid://A002/X44f2b6/X201  The black hole - galaxy mass relationship at r...   \n",
       "\n",
       "  type scan_intent science_observation  spatial_scale_max     bandwidth  \\\n",
       "0    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "1    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "2    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "3    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "4    S      TARGET                   T           5.137521  2.000000e+09   \n",
       "\n",
       "                                      antenna_arrays is_mosaic  \\\n",
       "0  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "1  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "2  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "3  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "4  A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...         F   \n",
       "\n",
       "          obs_release_date  spatial_resolution  \\\n",
       "0  2013-06-25T16:06:00.000            0.473461   \n",
       "1  2013-06-25T16:06:00.000            0.473461   \n",
       "2  2013-06-25T16:06:00.000            0.473461   \n",
       "3  2013-06-25T16:06:00.000            0.473461   \n",
       "4  2013-09-13T20:05:00.000            0.542146   \n",
       "\n",
       "                                   frequency_support   frequency  \\\n",
       "0  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "1  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "2  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "3  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "4  [240.09..242.08GHz,31250.00kHz,1.2mJy/beam@10k...  249.485053   \n",
       "\n",
       "   velocity_resolution obs_creator_name  \\\n",
       "0         31722.538623        Wang, Ran   \n",
       "1         31722.538623        Wang, Ran   \n",
       "2         31722.538623        Wang, Ran   \n",
       "3         31722.538623        Wang, Ran   \n",
       "4         36186.933267   Willott, Chris   \n",
       "\n",
       "                                           pub_title  \\\n",
       "0  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "1  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "2  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "3  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "4  ALMA Census of Faint 1.2 mm Sources Down to ~ ...   \n",
       "\n",
       "                                        first_author qa2_passed  \\\n",
       "0  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "1  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "2  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "3  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "4  Ando, Ryo Bischetti, M. Carniani, S. Champagne...          T   \n",
       "\n",
       "                                       bib_reference  \\\n",
       "0  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "1  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "2  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "3  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "4  2013ApJ...770...13W 2014ApJ...795....5O 2015A&...   \n",
       "\n",
       "                                     science_keyword scientific_category  \\\n",
       "0  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "1  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "2  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "3  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "4  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "\n",
       "              lastModified  \n",
       "0  2021-09-30T16:34:41.133  \n",
       "1  2021-09-30T16:34:41.133  \n",
       "2  2021-09-30T16:34:41.133  \n",
       "3  2021-09-30T16:34:41.133  \n",
       "4  2021-09-30T16:34:41.133  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = query_coordinate_list(service, ra_list, dec_list, 0.01)\n",
    "results.head(5) ### show only 5, for visualization purposes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now plot the distribution of ALMA observed quasars from the chosen catalogue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:58.094460Z",
     "iopub.status.busy": "2021-11-16T10:25:58.093833Z",
     "iopub.status.idle": "2021-11-16T10:25:58.345146Z",
     "shell.execute_reply": "2021-11-16T10:25:58.344121Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f8c14ae5940>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (15,10)\n",
    "\n",
    "plt.plot(ra_list, dec_list, ls='', marker='.', ms=9, label='all')\n",
    "plt.plot(results['s_ra'],results['s_dec'], ls='', marker='o', ms=12, fillstyle='none', label='observed by ALMA')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please run several queries in case the number of sources in your list is very large."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------\n",
    "\n",
    "## Example 2b: Query a large catalogue with many sources\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not more than 100 sources should be submitted in a single query. For large catalogues, several queries should be submitted consecutively. Explicitly telling VizieR that no limit shall be placed on the results to return, we obtain:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:58.352663Z",
     "iopub.status.busy": "2021-11-16T10:25:58.351950Z",
     "iopub.status.idle": "2021-11-16T10:25:58.491131Z",
     "shell.execute_reply": "2021-11-16T10:25:58.491683Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of (unlimited) rows in the catalog: 173\n"
     ]
    }
   ],
   "source": [
    "Vizier.ROW_LIMIT=999999999\n",
    "\n",
    "catalog_list = Vizier.get_catalogs('J/ApJS/227/11')\n",
    "highzqso_catalog = catalog_list['J/ApJS/227/11/highzqso']\n",
    "print(f\"Number of (unlimited) rows in the catalog: {len(highzqso_catalog)}\")\n",
    "ra_list = highzqso_catalog['RAJ2000']\n",
    "dec_list = highzqso_catalog['DEJ2000']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now use the RA and Dec coordinates in the catalogue to do the search in the ALMA archive in chunks of 100 results. These results are then combined back into a single pandas table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:25:58.508434Z",
     "iopub.status.busy": "2021-11-16T10:25:58.507735Z",
     "iopub.status.idle": "2021-11-16T10:26:07.312887Z",
     "shell.execute_reply": "2021-11-16T10:26:07.311765Z"
    }
   },
   "outputs": [],
   "source": [
    "result = pd.concat([query_coordinate_list(service, ra_list[i:i+100], dec_list[i:i+100], 0.01) for i in range(0, len(ra_list), 100)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:07.377872Z",
     "iopub.status.busy": "2021-11-16T10:26:07.376719Z",
     "iopub.status.idle": "2021-11-16T10:26:07.382546Z",
     "shell.execute_reply": "2021-11-16T10:26:07.383194Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of ALMA rows returned for the 173 catalog entries: 704\n"
     ]
    },
    {
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       "      <td>9.593760</td>\n",
       "      <td>Champagne, Jaclyn B.; Decarli, Roberto; Casey,...</td>\n",
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       "      <td>2013</td>\n",
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       "      <td>J0129-0035</td>\n",
       "      <td>Narayanan, Desika; Riechers, Dominik; Fan, Xia...</td>\n",
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       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>4.264570</td>\n",
       "      <td>2.000000e+09</td>\n",
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       "      <td>Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...</td>\n",
       "      <td>T</td>\n",
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       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00206.S</td>\n",
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       "      <td>Dust continum and [C II] line emission from qu...</td>\n",
       "      <td>S</td>\n",
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       "      <td>T</td>\n",
       "      <td>4.264570</td>\n",
       "      <td>2.000000e+09</td>\n",
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       "      <td>[279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...</td>\n",
       "      <td>287.322530</td>\n",
       "      <td>31722.538623</td>\n",
       "      <td>Wang, Ran</td>\n",
       "      <td>Dynamical Characterization of Galaxies at z ∼ ...</td>\n",
       "      <td>Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00243.S</td>\n",
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       "      <td>166.654305</td>\n",
       "      <td>-60.934934</td>\n",
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       "      <td>Circle ICRS 32.554958 -4.939142 0.003242</td>\n",
       "      <td>0.542146</td>\n",
       "      <td>56112.416643</td>\n",
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       "      <td>0.001158</td>\n",
       "      <td>0.001167</td>\n",
       "      <td>8284.55000</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>9.593943</td>\n",
       "      <td>Ando, Ryo; Kohno, Kotaro; Tamura, Yoichi; Izum...</td>\n",
       "      <td>Bright high-redshift quasars (z &amp;gt; 6) hostin...</td>\n",
       "      <td>2013</td>\n",
       "      <td>We propose to observe two z=6.4 quasars to det...</td>\n",
       "      <td>CFHQSJ0210-0456 Band 6</td>\n",
       "      <td>Omont, Alain; Bergeron, Jacqueline;</td>\n",
       "      <td>1.378055</td>\n",
       "      <td>0.041881</td>\n",
       "      <td>1.61117</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X3ff4ae/X36</td>\n",
       "      <td>uid://A002/X44f2b6/X201</td>\n",
       "      <td>The black hole - galaxy mass relationship at r...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>5.137521</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-09-13T20:05:00.000</td>\n",
       "      <td>0.542146</td>\n",
       "      <td>[240.09..242.08GHz,31250.00kHz,1.2mJy/beam@10k...</td>\n",
       "      <td>249.485053</td>\n",
       "      <td>36186.933267</td>\n",
       "      <td>Willott, Chris</td>\n",
       "      <td>ALMA Census of Faint 1.2 mm Sources Down to ~ ...</td>\n",
       "      <td>Ando, Ryo Bischetti, M. Carniani, S. Champagne...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...770...13W 2014ApJ...795....5O 2015A&amp;...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          access_url access_format  \\\n",
       "0  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "1  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "2  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "3  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "4  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "\n",
       "      proposal_id data_rights  gal_longitude  gal_latitude  \\\n",
       "0  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "1  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "2  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "3  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "4  2011.0.00243.S      Public     166.654305    -60.934934   \n",
       "\n",
       "             obs_publisher_did obs_collection facility_name instrument_name  \\\n",
       "0  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "1  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "2  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "3  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "4  ADS/JAO.ALMA#2011.0.00243.S           ALMA           JAO            ALMA   \n",
       "\n",
       "                   obs_id dataproduct_type  calib_level      target_name  \\\n",
       "0  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "1  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "2  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "3  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "4  uid://A002/X3ff4ae/X36            image            2  CFHQSJ0210-0456   \n",
       "\n",
       "        s_ra     s_dec     s_fov                                  s_region  \\\n",
       "0  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "1  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "2  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "3  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "4  32.554958 -4.939142  0.006483  Circle ICRS 32.554958 -4.939142 0.003242   \n",
       "\n",
       "   s_resolution         t_min         t_max  t_exptime  t_resolution  \\\n",
       "0      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "1      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "2      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "3      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "4      0.542146  56112.416643  56149.305258    6168.96       6168.96   \n",
       "\n",
       "     em_min    em_max  em_res_power pol_states  \\\n",
       "0  0.001066  0.001073    9002.45608    /XX/YY/   \n",
       "1  0.001022  0.001029    9386.45608    /XX/YY/   \n",
       "2  0.001058  0.001066    9064.45608    /XX/YY/   \n",
       "3  0.001015  0.001022    9450.45608    /XX/YY/   \n",
       "4  0.001158  0.001167    8284.55000    /XX/YY/   \n",
       "\n",
       "                                 o_ucd band_list  em_resolution  \\\n",
       "0  phot.flux.density;phys.polarization         7       9.593760   \n",
       "1  phot.flux.density;phys.polarization         7       9.593760   \n",
       "2  phot.flux.density;phys.polarization         7       9.593760   \n",
       "3  phot.flux.density;phys.polarization         7       9.593760   \n",
       "4  phot.flux.density;phys.polarization         6       9.593943   \n",
       "\n",
       "                                             authors  \\\n",
       "0  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "1  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "2  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "3  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "4  Ando, Ryo; Kohno, Kotaro; Tamura, Yoichi; Izum...   \n",
       "\n",
       "                                        pub_abstract  publication_year  \\\n",
       "0  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "1  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "2  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "3  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "4  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "\n",
       "                                   proposal_abstract         schedblock_name  \\\n",
       "0  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "1  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "2  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "3  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "4  We propose to observe two z=6.4 quasars to det...  CFHQSJ0210-0456 Band 6   \n",
       "\n",
       "                                    proposal_authors  sensitivity_10kms  \\\n",
       "0  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.040025   \n",
       "1  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.152586   \n",
       "2  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.049808   \n",
       "3  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.160251   \n",
       "4                Omont, Alain; Bergeron, Jacqueline;           1.378055   \n",
       "\n",
       "   cont_sensitivity_bandwidth      pwv group_ous_uid          member_ous_uid  \\\n",
       "0                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "1                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "2                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "3                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "4                    0.041881  1.61117                uid://A002/X3ff4ae/X36   \n",
       "\n",
       "                  asdm_uid                                          obs_title  \\\n",
       "0  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "1  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "2  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "3  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "4  uid://A002/X44f2b6/X201  The black hole - galaxy mass relationship at r...   \n",
       "\n",
       "  type scan_intent science_observation  spatial_scale_max     bandwidth  \\\n",
       "0    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "1    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "2    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "3    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "4    S      TARGET                   T           5.137521  2.000000e+09   \n",
       "\n",
       "                                      antenna_arrays is_mosaic  \\\n",
       "0  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "1  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "2  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "3  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "4  A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...         F   \n",
       "\n",
       "          obs_release_date  spatial_resolution  \\\n",
       "0  2013-06-25T16:06:00.000            0.473461   \n",
       "1  2013-06-25T16:06:00.000            0.473461   \n",
       "2  2013-06-25T16:06:00.000            0.473461   \n",
       "3  2013-06-25T16:06:00.000            0.473461   \n",
       "4  2013-09-13T20:05:00.000            0.542146   \n",
       "\n",
       "                                   frequency_support   frequency  \\\n",
       "0  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "1  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "2  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "3  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "4  [240.09..242.08GHz,31250.00kHz,1.2mJy/beam@10k...  249.485053   \n",
       "\n",
       "   velocity_resolution obs_creator_name  \\\n",
       "0         31722.538623        Wang, Ran   \n",
       "1         31722.538623        Wang, Ran   \n",
       "2         31722.538623        Wang, Ran   \n",
       "3         31722.538623        Wang, Ran   \n",
       "4         36186.933267   Willott, Chris   \n",
       "\n",
       "                                           pub_title  \\\n",
       "0  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "1  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "2  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "3  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "4  ALMA Census of Faint 1.2 mm Sources Down to ~ ...   \n",
       "\n",
       "                                        first_author qa2_passed  \\\n",
       "0  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "1  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "2  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "3  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "4  Ando, Ryo Bischetti, M. Carniani, S. Champagne...          T   \n",
       "\n",
       "                                       bib_reference  \\\n",
       "0  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "1  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "2  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "3  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "4  2013ApJ...770...13W 2014ApJ...795....5O 2015A&...   \n",
       "\n",
       "                                     science_keyword scientific_category  \\\n",
       "0  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "1  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "2  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "3  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "4  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "\n",
       "              lastModified  \n",
       "0  2021-09-30T16:34:41.133  \n",
       "1  2021-09-30T16:34:41.133  \n",
       "2  2021-09-30T16:34:41.133  \n",
       "3  2021-09-30T16:34:41.133  \n",
       "4  2021-09-30T16:34:41.133  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(f\"Number of ALMA rows returned for the {len(highzqso_catalog)} catalog entries: {len(result)}\")\n",
    "results.head(5) ### show only 5, for visualization purposes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now plot the distribution of ALMA observed quasars from the chosen catalogue."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------\n",
    "\n",
    "## Example 2c: Query a list of sources using a name resolver"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function query_resolved_source_name_list will query Sesame for each source name and then query the ALMA TAP service with the returned coordinates. If a source is not known by Sesame (like the 'unknownsourcename' we have put in explicitly), then the function writes out a warning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:07.388804Z",
     "iopub.status.busy": "2021-11-16T10:26:07.388199Z",
     "iopub.status.idle": "2021-11-16T10:26:08.129329Z",
     "shell.execute_reply": "2021-11-16T10:26:08.128820Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: source 'unknownsourcename' could not be resolved by Sesame.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>access_url</th>\n",
       "      <th>access_format</th>\n",
       "      <th>proposal_id</th>\n",
       "      <th>data_rights</th>\n",
       "      <th>gal_longitude</th>\n",
       "      <th>gal_latitude</th>\n",
       "      <th>obs_publisher_did</th>\n",
       "      <th>obs_collection</th>\n",
       "      <th>facility_name</th>\n",
       "      <th>instrument_name</th>\n",
       "      <th>obs_id</th>\n",
       "      <th>dataproduct_type</th>\n",
       "      <th>calib_level</th>\n",
       "      <th>target_name</th>\n",
       "      <th>s_ra</th>\n",
       "      <th>s_dec</th>\n",
       "      <th>s_fov</th>\n",
       "      <th>s_region</th>\n",
       "      <th>s_resolution</th>\n",
       "      <th>t_min</th>\n",
       "      <th>t_max</th>\n",
       "      <th>t_exptime</th>\n",
       "      <th>t_resolution</th>\n",
       "      <th>em_min</th>\n",
       "      <th>em_max</th>\n",
       "      <th>em_res_power</th>\n",
       "      <th>pol_states</th>\n",
       "      <th>o_ucd</th>\n",
       "      <th>band_list</th>\n",
       "      <th>em_resolution</th>\n",
       "      <th>authors</th>\n",
       "      <th>pub_abstract</th>\n",
       "      <th>publication_year</th>\n",
       "      <th>proposal_abstract</th>\n",
       "      <th>schedblock_name</th>\n",
       "      <th>proposal_authors</th>\n",
       "      <th>sensitivity_10kms</th>\n",
       "      <th>cont_sensitivity_bandwidth</th>\n",
       "      <th>pwv</th>\n",
       "      <th>group_ous_uid</th>\n",
       "      <th>member_ous_uid</th>\n",
       "      <th>asdm_uid</th>\n",
       "      <th>obs_title</th>\n",
       "      <th>type</th>\n",
       "      <th>scan_intent</th>\n",
       "      <th>science_observation</th>\n",
       "      <th>spatial_scale_max</th>\n",
       "      <th>bandwidth</th>\n",
       "      <th>antenna_arrays</th>\n",
       "      <th>is_mosaic</th>\n",
       "      <th>obs_release_date</th>\n",
       "      <th>spatial_resolution</th>\n",
       "      <th>frequency_support</th>\n",
       "      <th>frequency</th>\n",
       "      <th>velocity_resolution</th>\n",
       "      <th>obs_creator_name</th>\n",
       "      <th>pub_title</th>\n",
       "      <th>first_author</th>\n",
       "      <th>qa2_passed</th>\n",
       "      <th>bib_reference</th>\n",
       "      <th>science_keyword</th>\n",
       "      <th>scientific_category</th>\n",
       "      <th>lastModified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00008.SV</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.512363</td>\n",
       "      <td>19.416239</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00008.SV</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>Centaurus A</td>\n",
       "      <td>201.360719</td>\n",
       "      <td>-43.020553</td>\n",
       "      <td>0.058089</td>\n",
       "      <td>Polygon ICRS 201.401254 -43.032096 201.401354 ...</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>55784.795689</td>\n",
       "      <td>55785.043473</td>\n",
       "      <td>344.261</td>\n",
       "      <td>344.261</td>\n",
       "      <td>0.001221</td>\n",
       "      <td>0.001231</td>\n",
       "      <td>251315.70776</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>306.959997</td>\n",
       "      <td>Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Science Verification (SV) is the process by wh...</td>\n",
       "      <td>CenA mosaic</td>\n",
       "      <td></td>\n",
       "      <td>13.319542</td>\n",
       "      <td>0.432702</td>\n",
       "      <td>1.663192</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>uid://A002/X2762c7/X132</td>\n",
       "      <td>Science verification observation of Centaurus A</td>\n",
       "      <td>SV</td>\n",
       "      <td>TARGET WVR</td>\n",
       "      <td>T</td>\n",
       "      <td>9.714115</td>\n",
       "      <td>1.875000e+09</td>\n",
       "      <td>A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...</td>\n",
       "      <td>T</td>\n",
       "      <td>2016-06-24T14:02:07.000</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>[229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...</td>\n",
       "      <td>238.261613</td>\n",
       "      <td>1183.847494</td>\n",
       "      <td>observatory, ALMA</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>Azeez, Jazeel H. Israel, F. P. McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2014A&amp;A...562A..96I 2017AdAst2017E...6A 2017Ap...</td>\n",
       "      <td>Galactic centres/nuclei, Active Galactic Nucle...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00008.SV</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.512363</td>\n",
       "      <td>19.416239</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00008.SV</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>Centaurus A</td>\n",
       "      <td>201.360719</td>\n",
       "      <td>-43.020553</td>\n",
       "      <td>0.058089</td>\n",
       "      <td>Polygon ICRS 201.401254 -43.032096 201.401354 ...</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>55784.795689</td>\n",
       "      <td>55785.043473</td>\n",
       "      <td>344.261</td>\n",
       "      <td>344.261</td>\n",
       "      <td>0.001212</td>\n",
       "      <td>0.001221</td>\n",
       "      <td>253235.70776</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>306.959997</td>\n",
       "      <td>Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Science Verification (SV) is the process by wh...</td>\n",
       "      <td>CenA mosaic</td>\n",
       "      <td></td>\n",
       "      <td>13.283133</td>\n",
       "      <td>0.432702</td>\n",
       "      <td>1.663192</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>uid://A002/X2762c7/X132</td>\n",
       "      <td>Science verification observation of Centaurus A</td>\n",
       "      <td>SV</td>\n",
       "      <td>TARGET WVR</td>\n",
       "      <td>T</td>\n",
       "      <td>9.714115</td>\n",
       "      <td>1.875000e+09</td>\n",
       "      <td>A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...</td>\n",
       "      <td>T</td>\n",
       "      <td>2016-06-24T14:02:07.000</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>[229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...</td>\n",
       "      <td>238.261613</td>\n",
       "      <td>1183.847494</td>\n",
       "      <td>observatory, ALMA</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>Azeez, Jazeel H. Israel, F. P. McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2014A&amp;A...562A..96I 2017AdAst2017E...6A 2017Ap...</td>\n",
       "      <td>Galactic centres/nuclei, Active Galactic Nucle...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00008.SV</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.512363</td>\n",
       "      <td>19.416239</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00008.SV</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>Centaurus A</td>\n",
       "      <td>201.360719</td>\n",
       "      <td>-43.020553</td>\n",
       "      <td>0.058089</td>\n",
       "      <td>Polygon ICRS 201.401254 -43.032096 201.401354 ...</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>55784.795689</td>\n",
       "      <td>55785.043473</td>\n",
       "      <td>344.261</td>\n",
       "      <td>344.261</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>0.001308</td>\n",
       "      <td>236599.53752</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>306.959997</td>\n",
       "      <td>Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Science Verification (SV) is the process by wh...</td>\n",
       "      <td>CenA mosaic</td>\n",
       "      <td></td>\n",
       "      <td>13.238502</td>\n",
       "      <td>0.432702</td>\n",
       "      <td>1.663192</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>uid://A002/X2762c7/X132</td>\n",
       "      <td>Science verification observation of Centaurus A</td>\n",
       "      <td>SV</td>\n",
       "      <td>TARGET WVR</td>\n",
       "      <td>T</td>\n",
       "      <td>9.714115</td>\n",
       "      <td>1.875000e+09</td>\n",
       "      <td>A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...</td>\n",
       "      <td>T</td>\n",
       "      <td>2016-06-24T14:02:07.000</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>[229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...</td>\n",
       "      <td>238.261613</td>\n",
       "      <td>1183.847494</td>\n",
       "      <td>observatory, ALMA</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>Azeez, Jazeel H. Israel, F. P. McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2014A&amp;A...562A..96I 2017AdAst2017E...6A 2017Ap...</td>\n",
       "      <td>Galactic centres/nuclei, Active Galactic Nucle...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00008.SV</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.512363</td>\n",
       "      <td>19.416239</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00008.SV</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>Centaurus A</td>\n",
       "      <td>201.360719</td>\n",
       "      <td>-43.020553</td>\n",
       "      <td>0.058089</td>\n",
       "      <td>Polygon ICRS 201.401254 -43.032096 201.401354 ...</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>55784.795689</td>\n",
       "      <td>55785.043473</td>\n",
       "      <td>344.261</td>\n",
       "      <td>344.261</td>\n",
       "      <td>0.001287</td>\n",
       "      <td>0.001297</td>\n",
       "      <td>238519.53752</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>306.959997</td>\n",
       "      <td>Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2014</td>\n",
       "      <td>Science Verification (SV) is the process by wh...</td>\n",
       "      <td>CenA mosaic</td>\n",
       "      <td></td>\n",
       "      <td>13.354480</td>\n",
       "      <td>0.432702</td>\n",
       "      <td>1.663192</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X259150/X157</td>\n",
       "      <td>uid://A002/X2762c7/X132</td>\n",
       "      <td>Science verification observation of Centaurus A</td>\n",
       "      <td>SV</td>\n",
       "      <td>TARGET WVR</td>\n",
       "      <td>T</td>\n",
       "      <td>9.714115</td>\n",
       "      <td>1.875000e+09</td>\n",
       "      <td>A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...</td>\n",
       "      <td>T</td>\n",
       "      <td>2016-06-24T14:02:07.000</td>\n",
       "      <td>1.023315</td>\n",
       "      <td>[229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...</td>\n",
       "      <td>238.261613</td>\n",
       "      <td>1183.847494</td>\n",
       "      <td>observatory, ALMA</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>Azeez, Jazeel H. Israel, F. P. McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2014A&amp;A...562A..96I 2017AdAst2017E...6A 2017Ap...</td>\n",
       "      <td>Galactic centres/nuclei, Active Galactic Nucle...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00294.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>223.796099</td>\n",
       "      <td>-54.451777</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00294.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A001/X6f/X2c</td>\n",
       "      <td>image</td>\n",
       "      <td>2</td>\n",
       "      <td>LESSJ033229.3-275619</td>\n",
       "      <td>53.122208</td>\n",
       "      <td>-27.938694</td>\n",
       "      <td>0.004702</td>\n",
       "      <td>Circle ICRS 53.122208 -27.938694 0.002351</td>\n",
       "      <td>1.035258</td>\n",
       "      <td>55852.408470</td>\n",
       "      <td>55852.482915</td>\n",
       "      <td>104.832</td>\n",
       "      <td>104.832</td>\n",
       "      <td>0.000857</td>\n",
       "      <td>0.000861</td>\n",
       "      <td>11199.57640</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>7</td>\n",
       "      <td>9.592993</td>\n",
       "      <td>Chen, Chian-Chou; Smail, Ian; Swinbank, A. M.;...</td>\n",
       "      <td>For high-redshift submillimetre or millimetre ...</td>\n",
       "      <td>2012</td>\n",
       "      <td>Ultraluminous infrared galaxies, specifically ...</td>\n",
       "      <td>Targets17-32</td>\n",
       "      <td>Rix, Hans-Walter; Chapman, Scott; Dannerbauer,...</td>\n",
       "      <td>9.798230</td>\n",
       "      <td>0.364525</td>\n",
       "      <td>0.403179</td>\n",
       "      <td></td>\n",
       "      <td>uid://A001/X6f/X2c</td>\n",
       "      <td>uid://A002/X2e7826/Xbc4</td>\n",
       "      <td>More than LESS: The first fully-identified sub...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET WVR</td>\n",
       "      <td>T</td>\n",
       "      <td>8.351593</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A002:PM02 A003:DA41 A004:DV04 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-02-15T13:06:05.000</td>\n",
       "      <td>1.035258</td>\n",
       "      <td>[336.02..338.00GHz,31250.00kHz,9.5mJy/beam@10k...</td>\n",
       "      <td>344.007696</td>\n",
       "      <td>26616.098418</td>\n",
       "      <td>Smail, Ian</td>\n",
       "      <td>A Submillimeter Perspective on the GOODS Field...</td>\n",
       "      <td>Chen, Chian-Chou Cowie, L. L. Danielson, A. L....</td>\n",
       "      <td>T</td>\n",
       "      <td>2012MNRAS.427.1066S 2013ApJ...768...91H 2013Ap...</td>\n",
       "      <td>Sub-mm Galaxies (SMG), Luminous and Ultra-Lumi...</td>\n",
       "      <td>Galaxy evolution</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          access_url access_format  \\\n",
       "0  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "1  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "2  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "3  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "4  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "\n",
       "       proposal_id data_rights  gal_longitude  gal_latitude  \\\n",
       "0  2011.0.00008.SV      Public     309.512363     19.416239   \n",
       "1  2011.0.00008.SV      Public     309.512363     19.416239   \n",
       "2  2011.0.00008.SV      Public     309.512363     19.416239   \n",
       "3  2011.0.00008.SV      Public     309.512363     19.416239   \n",
       "4   2011.0.00294.S      Public     223.796099    -54.451777   \n",
       "\n",
       "              obs_publisher_did obs_collection facility_name instrument_name  \\\n",
       "0  ADS/JAO.ALMA#2011.0.00008.SV           ALMA           JAO            ALMA   \n",
       "1  ADS/JAO.ALMA#2011.0.00008.SV           ALMA           JAO            ALMA   \n",
       "2  ADS/JAO.ALMA#2011.0.00008.SV           ALMA           JAO            ALMA   \n",
       "3  ADS/JAO.ALMA#2011.0.00008.SV           ALMA           JAO            ALMA   \n",
       "4   ADS/JAO.ALMA#2011.0.00294.S           ALMA           JAO            ALMA   \n",
       "\n",
       "                    obs_id dataproduct_type  calib_level  \\\n",
       "0  uid://A002/X259150/X157             cube            2   \n",
       "1  uid://A002/X259150/X157             cube            2   \n",
       "2  uid://A002/X259150/X157             cube            2   \n",
       "3  uid://A002/X259150/X157             cube            2   \n",
       "4       uid://A001/X6f/X2c            image            2   \n",
       "\n",
       "            target_name        s_ra      s_dec     s_fov  \\\n",
       "0           Centaurus A  201.360719 -43.020553  0.058089   \n",
       "1           Centaurus A  201.360719 -43.020553  0.058089   \n",
       "2           Centaurus A  201.360719 -43.020553  0.058089   \n",
       "3           Centaurus A  201.360719 -43.020553  0.058089   \n",
       "4  LESSJ033229.3-275619   53.122208 -27.938694  0.004702   \n",
       "\n",
       "                                            s_region  s_resolution  \\\n",
       "0  Polygon ICRS 201.401254 -43.032096 201.401354 ...      1.023315   \n",
       "1  Polygon ICRS 201.401254 -43.032096 201.401354 ...      1.023315   \n",
       "2  Polygon ICRS 201.401254 -43.032096 201.401354 ...      1.023315   \n",
       "3  Polygon ICRS 201.401254 -43.032096 201.401354 ...      1.023315   \n",
       "4          Circle ICRS 53.122208 -27.938694 0.002351      1.035258   \n",
       "\n",
       "          t_min         t_max  t_exptime  t_resolution    em_min    em_max  \\\n",
       "0  55784.795689  55785.043473    344.261       344.261  0.001221  0.001231   \n",
       "1  55784.795689  55785.043473    344.261       344.261  0.001212  0.001221   \n",
       "2  55784.795689  55785.043473    344.261       344.261  0.001297  0.001308   \n",
       "3  55784.795689  55785.043473    344.261       344.261  0.001287  0.001297   \n",
       "4  55852.408470  55852.482915    104.832       104.832  0.000857  0.000861   \n",
       "\n",
       "   em_res_power pol_states                                o_ucd band_list  \\\n",
       "0  251315.70776    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "1  253235.70776    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "2  236599.53752    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "3  238519.53752    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "4   11199.57640    /XX/YY/  phot.flux.density;phys.polarization         7   \n",
       "\n",
       "   em_resolution                                            authors  \\\n",
       "0     306.959997  Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...   \n",
       "1     306.959997  Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...   \n",
       "2     306.959997  Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...   \n",
       "3     306.959997  Azeez, Jazeel H.; Abidin, Zamri Z.; Hwang, C. ...   \n",
       "4       9.592993  Chen, Chian-Chou; Smail, Ian; Swinbank, A. M.;...   \n",
       "\n",
       "                                        pub_abstract  publication_year  \\\n",
       "0  Centaurus A, with its gas-rich elliptical host...              2014   \n",
       "1  Centaurus A, with its gas-rich elliptical host...              2014   \n",
       "2  Centaurus A, with its gas-rich elliptical host...              2014   \n",
       "3  Centaurus A, with its gas-rich elliptical host...              2014   \n",
       "4  For high-redshift submillimetre or millimetre ...              2012   \n",
       "\n",
       "                                   proposal_abstract schedblock_name  \\\n",
       "0  Science Verification (SV) is the process by wh...     CenA mosaic   \n",
       "1  Science Verification (SV) is the process by wh...     CenA mosaic   \n",
       "2  Science Verification (SV) is the process by wh...     CenA mosaic   \n",
       "3  Science Verification (SV) is the process by wh...     CenA mosaic   \n",
       "4  Ultraluminous infrared galaxies, specifically ...    Targets17-32   \n",
       "\n",
       "                                    proposal_authors  sensitivity_10kms  \\\n",
       "0                                                             13.319542   \n",
       "1                                                             13.283133   \n",
       "2                                                             13.238502   \n",
       "3                                                             13.354480   \n",
       "4  Rix, Hans-Walter; Chapman, Scott; Dannerbauer,...           9.798230   \n",
       "\n",
       "   cont_sensitivity_bandwidth       pwv group_ous_uid  \\\n",
       "0                    0.432702  1.663192                 \n",
       "1                    0.432702  1.663192                 \n",
       "2                    0.432702  1.663192                 \n",
       "3                    0.432702  1.663192                 \n",
       "4                    0.364525  0.403179                 \n",
       "\n",
       "            member_ous_uid                 asdm_uid  \\\n",
       "0  uid://A002/X259150/X157  uid://A002/X2762c7/X132   \n",
       "1  uid://A002/X259150/X157  uid://A002/X2762c7/X132   \n",
       "2  uid://A002/X259150/X157  uid://A002/X2762c7/X132   \n",
       "3  uid://A002/X259150/X157  uid://A002/X2762c7/X132   \n",
       "4       uid://A001/X6f/X2c  uid://A002/X2e7826/Xbc4   \n",
       "\n",
       "                                           obs_title type scan_intent  \\\n",
       "0    Science verification observation of Centaurus A   SV  TARGET WVR   \n",
       "1    Science verification observation of Centaurus A   SV  TARGET WVR   \n",
       "2    Science verification observation of Centaurus A   SV  TARGET WVR   \n",
       "3    Science verification observation of Centaurus A   SV  TARGET WVR   \n",
       "4  More than LESS: The first fully-identified sub...    S  TARGET WVR   \n",
       "\n",
       "  science_observation  spatial_scale_max     bandwidth  \\\n",
       "0                   T           9.714115  1.875000e+09   \n",
       "1                   T           9.714115  1.875000e+09   \n",
       "2                   T           9.714115  1.875000e+09   \n",
       "3                   T           9.714115  1.875000e+09   \n",
       "4                   T           8.351593  2.000000e+09   \n",
       "\n",
       "                                      antenna_arrays is_mosaic  \\\n",
       "0  A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...         T   \n",
       "1  A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...         T   \n",
       "2  A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...         T   \n",
       "3  A004:DV07 A008:DV09 A009:DA41 A011:DV12 A015:D...         T   \n",
       "4  A002:PM02 A003:DA41 A004:DV04 A011:DV12 A013:D...         F   \n",
       "\n",
       "          obs_release_date  spatial_resolution  \\\n",
       "0  2016-06-24T14:02:07.000            1.023315   \n",
       "1  2016-06-24T14:02:07.000            1.023315   \n",
       "2  2016-06-24T14:02:07.000            1.023315   \n",
       "3  2016-06-24T14:02:07.000            1.023315   \n",
       "4  2013-02-15T13:06:05.000            1.035258   \n",
       "\n",
       "                                   frequency_support   frequency  \\\n",
       "0  [229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...  238.261613   \n",
       "1  [229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...  238.261613   \n",
       "2  [229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...  238.261613   \n",
       "3  [229.20..231.08GHz,976.56kHz,13.2mJy/beam@10km...  238.261613   \n",
       "4  [336.02..338.00GHz,31250.00kHz,9.5mJy/beam@10k...  344.007696   \n",
       "\n",
       "   velocity_resolution   obs_creator_name  \\\n",
       "0          1183.847494  observatory, ALMA   \n",
       "1          1183.847494  observatory, ALMA   \n",
       "2          1183.847494  observatory, ALMA   \n",
       "3          1183.847494  observatory, ALMA   \n",
       "4         26616.098418         Smail, Ian   \n",
       "\n",
       "                                           pub_title  \\\n",
       "0  ALMA Observations of the Physical and Chemical...   \n",
       "1  ALMA Observations of the Physical and Chemical...   \n",
       "2  ALMA Observations of the Physical and Chemical...   \n",
       "3  ALMA Observations of the Physical and Chemical...   \n",
       "4  A Submillimeter Perspective on the GOODS Field...   \n",
       "\n",
       "                                        first_author qa2_passed  \\\n",
       "0         Azeez, Jazeel H. Israel, F. P. McCoy, Mark          T   \n",
       "1         Azeez, Jazeel H. Israel, F. P. McCoy, Mark          T   \n",
       "2         Azeez, Jazeel H. Israel, F. P. McCoy, Mark          T   \n",
       "3         Azeez, Jazeel H. Israel, F. P. McCoy, Mark          T   \n",
       "4  Chen, Chian-Chou Cowie, L. L. Danielson, A. L....          T   \n",
       "\n",
       "                                       bib_reference  \\\n",
       "0  2014A&A...562A..96I 2017AdAst2017E...6A 2017Ap...   \n",
       "1  2014A&A...562A..96I 2017AdAst2017E...6A 2017Ap...   \n",
       "2  2014A&A...562A..96I 2017AdAst2017E...6A 2017Ap...   \n",
       "3  2014A&A...562A..96I 2017AdAst2017E...6A 2017Ap...   \n",
       "4  2012MNRAS.427.1066S 2013ApJ...768...91H 2013Ap...   \n",
       "\n",
       "                                     science_keyword scientific_category  \\\n",
       "0  Galactic centres/nuclei, Active Galactic Nucle...     Active galaxies   \n",
       "1  Galactic centres/nuclei, Active Galactic Nucle...     Active galaxies   \n",
       "2  Galactic centres/nuclei, Active Galactic Nucle...     Active galaxies   \n",
       "3  Galactic centres/nuclei, Active Galactic Nucle...     Active galaxies   \n",
       "4  Sub-mm Galaxies (SMG), Luminous and Ultra-Lumi...    Galaxy evolution   \n",
       "\n",
       "              lastModified  \n",
       "0  2021-09-30T16:34:41.133  \n",
       "1  2021-09-30T16:34:41.133  \n",
       "2  2021-09-30T16:34:41.133  \n",
       "3  2021-09-30T16:34:41.133  \n",
       "4  2021-09-30T16:34:41.133  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "source_name_list = ['CenA', 'M83', 'ALESS73.1', 'unknownsourcename'] \n",
    "query_resolved_source_name_list(service, source_name_list, 0.01).head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------\n",
    "\n",
    "## Example 2d: Query a long list of sources using a name resolver"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We query a lisf of many sources in groups of 100 sources at a time and combine the result into a single pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:08.137430Z",
     "iopub.status.busy": "2021-11-16T10:26:08.136679Z",
     "iopub.status.idle": "2021-11-16T10:26:08.381514Z",
     "shell.execute_reply": "2021-11-16T10:26:08.382208Z"
    }
   },
   "outputs": [],
   "source": [
    "query = \"\"\"SELECT DISTINCT(target_name) from ivoa.obscore where target_name like 'NGC____'\"\"\"\n",
    "source_name_list = list(service.search(query).to_table().to_pandas()['(target_name)'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:08.390627Z",
     "iopub.status.busy": "2021-11-16T10:26:08.389837Z",
     "iopub.status.idle": "2021-11-16T10:26:33.088204Z",
     "shell.execute_reply": "2021-11-16T10:26:33.088709Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: source 'NGCglob' could not be resolved by Sesame.\n",
      "Number of ALMA rows returned for the 320 sources in the list: 6252\n"
     ]
    },
    {
     "data": {
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       "      <td>ADS/JAO.ALMA#2011.0.00206.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X391d0b/X22</td>\n",
       "      <td>image</td>\n",
       "      <td>2</td>\n",
       "      <td>J0129-0035</td>\n",
       "      <td>22.493792</td>\n",
       "      <td>-0.594361</td>\n",
       "      <td>0.005630</td>\n",
       "      <td>Circle ICRS 22.493792 -0.594361 0.002815</td>\n",
       "      <td>0.473461</td>\n",
       "      <td>56069.496754</td>\n",
       "      <td>56069.574857</td>\n",
       "      <td>2661.12</td>\n",
       "      <td>2661.12</td>\n",
       "      <td>0.001015</td>\n",
       "      <td>0.001022</td>\n",
       "      <td>9450.45608</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>7</td>\n",
       "      <td>9.593760</td>\n",
       "      <td>Champagne, Jaclyn B.; Decarli, Roberto; Casey,...</td>\n",
       "      <td>Bright high-redshift quasars (z &amp;gt; 6) hostin...</td>\n",
       "      <td>2013</td>\n",
       "      <td>Huge amounts of far-infrared (FIR)-emitting wa...</td>\n",
       "      <td>J0129-0035</td>\n",
       "      <td>Narayanan, Desika; Riechers, Dominik; Fan, Xia...</td>\n",
       "      <td>1.160251</td>\n",
       "      <td>0.037899</td>\n",
       "      <td>0.90717</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X391d0b/X22</td>\n",
       "      <td>uid://A002/X411025/X6d7</td>\n",
       "      <td>Dust continum and [C II] line emission from qu...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>4.264570</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-06-25T16:06:00.000</td>\n",
       "      <td>0.473461</td>\n",
       "      <td>[279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...</td>\n",
       "      <td>287.322530</td>\n",
       "      <td>31722.538623</td>\n",
       "      <td>Wang, Ran</td>\n",
       "      <td>Dynamical Characterization of Galaxies at z ∼ ...</td>\n",
       "      <td>Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00243.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>166.654305</td>\n",
       "      <td>-60.934934</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00243.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X3ff4ae/X36</td>\n",
       "      <td>image</td>\n",
       "      <td>2</td>\n",
       "      <td>CFHQSJ0210-0456</td>\n",
       "      <td>32.554958</td>\n",
       "      <td>-4.939142</td>\n",
       "      <td>0.006483</td>\n",
       "      <td>Circle ICRS 32.554958 -4.939142 0.003242</td>\n",
       "      <td>0.542146</td>\n",
       "      <td>56112.416643</td>\n",
       "      <td>56149.305258</td>\n",
       "      <td>6168.96</td>\n",
       "      <td>6168.96</td>\n",
       "      <td>0.001158</td>\n",
       "      <td>0.001167</td>\n",
       "      <td>8284.55000</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>9.593943</td>\n",
       "      <td>Ando, Ryo; Kohno, Kotaro; Tamura, Yoichi; Izum...</td>\n",
       "      <td>Bright high-redshift quasars (z &amp;gt; 6) hostin...</td>\n",
       "      <td>2013</td>\n",
       "      <td>We propose to observe two z=6.4 quasars to det...</td>\n",
       "      <td>CFHQSJ0210-0456 Band 6</td>\n",
       "      <td>Omont, Alain; Bergeron, Jacqueline;</td>\n",
       "      <td>1.378055</td>\n",
       "      <td>0.041881</td>\n",
       "      <td>1.61117</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X3ff4ae/X36</td>\n",
       "      <td>uid://A002/X44f2b6/X201</td>\n",
       "      <td>The black hole - galaxy mass relationship at r...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>5.137521</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2013-09-13T20:05:00.000</td>\n",
       "      <td>0.542146</td>\n",
       "      <td>[240.09..242.08GHz,31250.00kHz,1.2mJy/beam@10k...</td>\n",
       "      <td>249.485053</td>\n",
       "      <td>36186.933267</td>\n",
       "      <td>Willott, Chris</td>\n",
       "      <td>ALMA Census of Faint 1.2 mm Sources Down to ~ ...</td>\n",
       "      <td>Ando, Ryo Bischetti, M. Carniani, S. Champagne...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013ApJ...770...13W 2014ApJ...795....5O 2015A&amp;...</td>\n",
       "      <td>High-z Active Galactic Nuclei (AGN), Active Ga...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          access_url access_format  \\\n",
       "0  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "1  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "2  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "3  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "4  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "\n",
       "      proposal_id data_rights  gal_longitude  gal_latitude  \\\n",
       "0  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "1  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "2  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "3  2011.0.00206.S      Public     143.742975    -61.898944   \n",
       "4  2011.0.00243.S      Public     166.654305    -60.934934   \n",
       "\n",
       "             obs_publisher_did obs_collection facility_name instrument_name  \\\n",
       "0  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "1  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "2  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "3  ADS/JAO.ALMA#2011.0.00206.S           ALMA           JAO            ALMA   \n",
       "4  ADS/JAO.ALMA#2011.0.00243.S           ALMA           JAO            ALMA   \n",
       "\n",
       "                   obs_id dataproduct_type  calib_level      target_name  \\\n",
       "0  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "1  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "2  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "3  uid://A002/X391d0b/X22            image            2       J0129-0035   \n",
       "4  uid://A002/X3ff4ae/X36            image            2  CFHQSJ0210-0456   \n",
       "\n",
       "        s_ra     s_dec     s_fov                                  s_region  \\\n",
       "0  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "1  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "2  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "3  22.493792 -0.594361  0.005630  Circle ICRS 22.493792 -0.594361 0.002815   \n",
       "4  32.554958 -4.939142  0.006483  Circle ICRS 32.554958 -4.939142 0.003242   \n",
       "\n",
       "   s_resolution         t_min         t_max  t_exptime  t_resolution  \\\n",
       "0      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "1      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "2      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "3      0.473461  56069.496754  56069.574857    2661.12       2661.12   \n",
       "4      0.542146  56112.416643  56149.305258    6168.96       6168.96   \n",
       "\n",
       "     em_min    em_max  em_res_power pol_states  \\\n",
       "0  0.001066  0.001073    9002.45608    /XX/YY/   \n",
       "1  0.001022  0.001029    9386.45608    /XX/YY/   \n",
       "2  0.001058  0.001066    9064.45608    /XX/YY/   \n",
       "3  0.001015  0.001022    9450.45608    /XX/YY/   \n",
       "4  0.001158  0.001167    8284.55000    /XX/YY/   \n",
       "\n",
       "                                 o_ucd band_list  em_resolution  \\\n",
       "0  phot.flux.density;phys.polarization         7       9.593760   \n",
       "1  phot.flux.density;phys.polarization         7       9.593760   \n",
       "2  phot.flux.density;phys.polarization         7       9.593760   \n",
       "3  phot.flux.density;phys.polarization         7       9.593760   \n",
       "4  phot.flux.density;phys.polarization         6       9.593943   \n",
       "\n",
       "                                             authors  \\\n",
       "0  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "1  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "2  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "3  Champagne, Jaclyn B.; Decarli, Roberto; Casey,...   \n",
       "4  Ando, Ryo; Kohno, Kotaro; Tamura, Yoichi; Izum...   \n",
       "\n",
       "                                        pub_abstract  publication_year  \\\n",
       "0  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "1  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "2  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "3  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "4  Bright high-redshift quasars (z &gt; 6) hostin...              2013   \n",
       "\n",
       "                                   proposal_abstract         schedblock_name  \\\n",
       "0  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "1  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "2  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "3  Huge amounts of far-infrared (FIR)-emitting wa...              J0129-0035   \n",
       "4  We propose to observe two z=6.4 quasars to det...  CFHQSJ0210-0456 Band 6   \n",
       "\n",
       "                                    proposal_authors  sensitivity_10kms  \\\n",
       "0  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.040025   \n",
       "1  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.152586   \n",
       "2  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.049808   \n",
       "3  Narayanan, Desika; Riechers, Dominik; Fan, Xia...           1.160251   \n",
       "4                Omont, Alain; Bergeron, Jacqueline;           1.378055   \n",
       "\n",
       "   cont_sensitivity_bandwidth      pwv group_ous_uid          member_ous_uid  \\\n",
       "0                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "1                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "2                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "3                    0.037899  0.90717                uid://A002/X391d0b/X22   \n",
       "4                    0.041881  1.61117                uid://A002/X3ff4ae/X36   \n",
       "\n",
       "                  asdm_uid                                          obs_title  \\\n",
       "0  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "1  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "2  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "3  uid://A002/X411025/X6d7  Dust continum and [C II] line emission from qu...   \n",
       "4  uid://A002/X44f2b6/X201  The black hole - galaxy mass relationship at r...   \n",
       "\n",
       "  type scan_intent science_observation  spatial_scale_max     bandwidth  \\\n",
       "0    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "1    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "2    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "3    S      TARGET                   T           4.264570  2.000000e+09   \n",
       "4    S      TARGET                   T           5.137521  2.000000e+09   \n",
       "\n",
       "                                      antenna_arrays is_mosaic  \\\n",
       "0  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "1  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "2  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "3  A003:DA41 A004:DV04 A011:DV12 A021:DV08 A025:D...         F   \n",
       "4  A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...         F   \n",
       "\n",
       "          obs_release_date  spatial_resolution  \\\n",
       "0  2013-06-25T16:06:00.000            0.473461   \n",
       "1  2013-06-25T16:06:00.000            0.473461   \n",
       "2  2013-06-25T16:06:00.000            0.473461   \n",
       "3  2013-06-25T16:06:00.000            0.473461   \n",
       "4  2013-09-13T20:05:00.000            0.542146   \n",
       "\n",
       "                                   frequency_support   frequency  \\\n",
       "0  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "1  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "2  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "3  [279.33..281.31GHz,31250.00kHz,1mJy/beam@10km/...  287.322530   \n",
       "4  [240.09..242.08GHz,31250.00kHz,1.2mJy/beam@10k...  249.485053   \n",
       "\n",
       "   velocity_resolution obs_creator_name  \\\n",
       "0         31722.538623        Wang, Ran   \n",
       "1         31722.538623        Wang, Ran   \n",
       "2         31722.538623        Wang, Ran   \n",
       "3         31722.538623        Wang, Ran   \n",
       "4         36186.933267   Willott, Chris   \n",
       "\n",
       "                                           pub_title  \\\n",
       "0  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "1  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "2  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "3  Dynamical Characterization of Galaxies at z ∼ ...   \n",
       "4  ALMA Census of Faint 1.2 mm Sources Down to ~ ...   \n",
       "\n",
       "                                        first_author qa2_passed  \\\n",
       "0  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "1  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "2  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "3  Champagne, Jaclyn B. Jones, G. C. Miller, Tim ...          T   \n",
       "4  Ando, Ryo Bischetti, M. Carniani, S. Champagne...          T   \n",
       "\n",
       "                                       bib_reference  \\\n",
       "0  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "1  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "2  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "3  2013ApJ...773...44W 2014ApJ...795....5O 2017Ap...   \n",
       "4  2013ApJ...770...13W 2014ApJ...795....5O 2015A&...   \n",
       "\n",
       "                                     science_keyword scientific_category  \\\n",
       "0  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "1  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "2  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "3  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "4  High-z Active Galactic Nuclei (AGN), Active Ga...     Active galaxies   \n",
       "\n",
       "              lastModified  \n",
       "0  2021-09-30T16:34:41.133  \n",
       "1  2021-09-30T16:34:41.133  \n",
       "2  2021-09-30T16:34:41.133  \n",
       "3  2021-09-30T16:34:41.133  \n",
       "4  2021-09-30T16:34:41.133  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.concat([query_resolved_source_name_list(service, source_name_list[i:i+100], 0.006) for i in range(0, len(source_name_list), 100)])\n",
    "print(f\"Number of ALMA rows returned for the {len(source_name_list)} sources in the list: {len(result)}\")\n",
    "results.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------\n",
    "\n",
    "## Example 2e: Query a list of sources using the ALMA source name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although in most cases the coordinate query or the source name resolving queries should be preferred, there may be occasions where it is useful to query directly for the source name as given by the PI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:33.094495Z",
     "iopub.status.busy": "2021-11-16T10:26:33.092442Z",
     "iopub.status.idle": "2021-11-16T10:26:33.662430Z",
     "shell.execute_reply": "2021-11-16T10:26:33.661836Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>access_url</th>\n",
       "      <th>access_format</th>\n",
       "      <th>proposal_id</th>\n",
       "      <th>data_rights</th>\n",
       "      <th>gal_longitude</th>\n",
       "      <th>gal_latitude</th>\n",
       "      <th>obs_publisher_did</th>\n",
       "      <th>obs_collection</th>\n",
       "      <th>facility_name</th>\n",
       "      <th>instrument_name</th>\n",
       "      <th>obs_id</th>\n",
       "      <th>dataproduct_type</th>\n",
       "      <th>calib_level</th>\n",
       "      <th>target_name</th>\n",
       "      <th>s_ra</th>\n",
       "      <th>s_dec</th>\n",
       "      <th>s_fov</th>\n",
       "      <th>s_region</th>\n",
       "      <th>s_resolution</th>\n",
       "      <th>t_min</th>\n",
       "      <th>t_max</th>\n",
       "      <th>t_exptime</th>\n",
       "      <th>t_resolution</th>\n",
       "      <th>em_min</th>\n",
       "      <th>em_max</th>\n",
       "      <th>em_res_power</th>\n",
       "      <th>pol_states</th>\n",
       "      <th>o_ucd</th>\n",
       "      <th>band_list</th>\n",
       "      <th>em_resolution</th>\n",
       "      <th>authors</th>\n",
       "      <th>pub_abstract</th>\n",
       "      <th>publication_year</th>\n",
       "      <th>proposal_abstract</th>\n",
       "      <th>schedblock_name</th>\n",
       "      <th>proposal_authors</th>\n",
       "      <th>sensitivity_10kms</th>\n",
       "      <th>cont_sensitivity_bandwidth</th>\n",
       "      <th>pwv</th>\n",
       "      <th>group_ous_uid</th>\n",
       "      <th>member_ous_uid</th>\n",
       "      <th>asdm_uid</th>\n",
       "      <th>obs_title</th>\n",
       "      <th>type</th>\n",
       "      <th>scan_intent</th>\n",
       "      <th>science_observation</th>\n",
       "      <th>spatial_scale_max</th>\n",
       "      <th>bandwidth</th>\n",
       "      <th>antenna_arrays</th>\n",
       "      <th>is_mosaic</th>\n",
       "      <th>obs_release_date</th>\n",
       "      <th>spatial_resolution</th>\n",
       "      <th>frequency_support</th>\n",
       "      <th>frequency</th>\n",
       "      <th>velocity_resolution</th>\n",
       "      <th>obs_creator_name</th>\n",
       "      <th>pub_title</th>\n",
       "      <th>first_author</th>\n",
       "      <th>qa2_passed</th>\n",
       "      <th>bib_reference</th>\n",
       "      <th>science_keyword</th>\n",
       "      <th>scientific_category</th>\n",
       "      <th>lastModified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00010.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.515914</td>\n",
       "      <td>19.417224</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00010.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>CenA</td>\n",
       "      <td>201.365063</td>\n",
       "      <td>-43.019112</td>\n",
       "      <td>0.007385</td>\n",
       "      <td>Circle ICRS 201.365063 -43.019112 0.003692</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>55950.253573</td>\n",
       "      <td>55950.305961</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>0.001360</td>\n",
       "      <td>0.001366</td>\n",
       "      <td>451534.98200</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>614.023326</td>\n",
       "      <td>McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Centaurus A with its host NGC5128 is the most ...</td>\n",
       "      <td>CenA 13CO, C18O, HNCO, H2CO COMP</td>\n",
       "      <td>Impellizzeri, Violette; Peck, Alison; Walter, ...</td>\n",
       "      <td>1.398342</td>\n",
       "      <td>0.061695</td>\n",
       "      <td>0.852892</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>uid://A002/X383b50/Xc45</td>\n",
       "      <td>The Physics and Chemisty of Gas in Centaurus A...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>12.599759</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2015-02-12T13:48:59.000</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>[217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...</td>\n",
       "      <td>219.025328</td>\n",
       "      <td>663.940713</td>\n",
       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00010.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.515914</td>\n",
       "      <td>19.417224</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00010.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>CenA</td>\n",
       "      <td>201.365063</td>\n",
       "      <td>-43.019112</td>\n",
       "      <td>0.007385</td>\n",
       "      <td>Circle ICRS 201.365063 -43.019112 0.003692</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>55950.253573</td>\n",
       "      <td>55950.305961</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>0.001364</td>\n",
       "      <td>0.001369</td>\n",
       "      <td>450286.77208</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>614.023326</td>\n",
       "      <td>McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Centaurus A with its host NGC5128 is the most ...</td>\n",
       "      <td>CenA 13CO, C18O, HNCO, H2CO COMP</td>\n",
       "      <td>Impellizzeri, Violette; Peck, Alison; Walter, ...</td>\n",
       "      <td>1.399871</td>\n",
       "      <td>0.061695</td>\n",
       "      <td>0.852892</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>uid://A002/X383b50/Xc45</td>\n",
       "      <td>The Physics and Chemisty of Gas in Centaurus A...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>12.599759</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2015-02-12T13:48:59.000</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>[217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...</td>\n",
       "      <td>219.025328</td>\n",
       "      <td>663.940713</td>\n",
       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00010.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.515914</td>\n",
       "      <td>19.417224</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00010.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>CenA</td>\n",
       "      <td>201.365063</td>\n",
       "      <td>-43.019112</td>\n",
       "      <td>0.007385</td>\n",
       "      <td>Circle ICRS 201.365063 -43.019112 0.003692</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>55950.253573</td>\n",
       "      <td>55950.305961</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>0.001372</td>\n",
       "      <td>0.001378</td>\n",
       "      <td>447582.94104</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>614.023326</td>\n",
       "      <td>McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Centaurus A with its host NGC5128 is the most ...</td>\n",
       "      <td>CenA 13CO, C18O, HNCO, H2CO COMP</td>\n",
       "      <td>Impellizzeri, Violette; Peck, Alison; Walter, ...</td>\n",
       "      <td>1.390897</td>\n",
       "      <td>0.061695</td>\n",
       "      <td>0.852892</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>uid://A002/X383b50/Xc45</td>\n",
       "      <td>The Physics and Chemisty of Gas in Centaurus A...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>12.599759</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2015-02-12T13:48:59.000</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>[217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...</td>\n",
       "      <td>219.025328</td>\n",
       "      <td>663.940713</td>\n",
       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00010.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.515914</td>\n",
       "      <td>19.417224</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00010.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>CenA</td>\n",
       "      <td>201.365063</td>\n",
       "      <td>-43.019112</td>\n",
       "      <td>0.007385</td>\n",
       "      <td>Circle ICRS 201.365063 -43.019112 0.003692</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>55950.253573</td>\n",
       "      <td>55950.305961</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>0.001365</td>\n",
       "      <td>0.001371</td>\n",
       "      <td>449784.96600</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>614.023326</td>\n",
       "      <td>McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Centaurus A with its host NGC5128 is the most ...</td>\n",
       "      <td>CenA 13CO, C18O, HNCO, H2CO COMP</td>\n",
       "      <td>Impellizzeri, Violette; Peck, Alison; Walter, ...</td>\n",
       "      <td>1.400488</td>\n",
       "      <td>0.061695</td>\n",
       "      <td>0.852892</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>uid://A002/X383b50/Xc45</td>\n",
       "      <td>The Physics and Chemisty of Gas in Centaurus A...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>12.599759</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2015-02-12T13:48:59.000</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>[217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...</td>\n",
       "      <td>219.025328</td>\n",
       "      <td>663.940713</td>\n",
       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00772.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>314.600374</td>\n",
       "      <td>31.972870</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00772.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X3216af/X31</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>M83</td>\n",
       "      <td>204.269845</td>\n",
       "      <td>-29.862594</td>\n",
       "      <td>0.054640</td>\n",
       "      <td>Polygon ICRS 204.258830 -29.886906 204.254315 ...</td>\n",
       "      <td>1.140462</td>\n",
       "      <td>56013.300683</td>\n",
       "      <td>56166.036243</td>\n",
       "      <td>757.304</td>\n",
       "      <td>757.304</td>\n",
       "      <td>0.002951</td>\n",
       "      <td>0.002979</td>\n",
       "      <td>208012.55000</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>3</td>\n",
       "      <td>614.003552</td>\n",
       "      <td>Egusa, Fumi; Hirota, Akihiko; Baba, Junichi; M...</td>\n",
       "      <td>We describe an archival project using Cycle 0 ...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Molecular-rich galaxies with prominent galacti...</td>\n",
       "      <td>m83-CO(1-0)-com m83-CO(1-0)-ext</td>\n",
       "      <td>Muraoka, Kazuyuki; Nakanishi, Kouichiro; Ishiz...</td>\n",
       "      <td>11.590735</td>\n",
       "      <td>0.278101</td>\n",
       "      <td>1.821328</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X3216af/X31</td>\n",
       "      <td>uid://A002/X3b3400/X90f</td>\n",
       "      <td>Giant Molecular Cloud Survey Toward bar and ar...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>11.275626</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013-09-28T08:06:00.000</td>\n",
       "      <td>1.140462</td>\n",
       "      <td>[100.63..101.58GHz,488.28kHz,11.6mJy/beam@10km...</td>\n",
       "      <td>108.009449</td>\n",
       "      <td>1268.661088</td>\n",
       "      <td>Hirota, Akihiko</td>\n",
       "      <td>ALMA &lt;SUP&gt;12&lt;/SUP&gt;CO (J = 1-0) imaging of the ...</td>\n",
       "      <td>Egusa, Fumi Hirota, Akihiko Serigano, Joseph W...</td>\n",
       "      <td>T</td>\n",
       "      <td>2016ApJ...821L...8S 2018ApJ...854...90E 2018MN...</td>\n",
       "      <td>Giant Molecular Clouds (GMC) properties, Inter...</td>\n",
       "      <td>ISM and star formation</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          access_url access_format  \\\n",
       "0  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "1  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
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       "3  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "4  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "\n",
       "      proposal_id data_rights  gal_longitude  gal_latitude  \\\n",
       "0  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "1  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "2  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "3  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "4  2011.0.00772.S      Public     314.600374     31.972870   \n",
       "\n",
       "             obs_publisher_did obs_collection facility_name instrument_name  \\\n",
       "0  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "1  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "2  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "3  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "4  ADS/JAO.ALMA#2011.0.00772.S           ALMA           JAO            ALMA   \n",
       "\n",
       "                    obs_id dataproduct_type  calib_level target_name  \\\n",
       "0  uid://A002/X327408/X217             cube            2        CenA   \n",
       "1  uid://A002/X327408/X217             cube            2        CenA   \n",
       "2  uid://A002/X327408/X217             cube            2        CenA   \n",
       "3  uid://A002/X327408/X217             cube            2        CenA   \n",
       "4   uid://A002/X3216af/X31             cube            2         M83   \n",
       "\n",
       "         s_ra      s_dec     s_fov  \\\n",
       "0  201.365063 -43.019112  0.007385   \n",
       "1  201.365063 -43.019112  0.007385   \n",
       "2  201.365063 -43.019112  0.007385   \n",
       "3  201.365063 -43.019112  0.007385   \n",
       "4  204.269845 -29.862594  0.054640   \n",
       "\n",
       "                                            s_region  s_resolution  \\\n",
       "0         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "1         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "2         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "3         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "4  Polygon ICRS 204.258830 -29.886906 204.254315 ...      1.140462   \n",
       "\n",
       "          t_min         t_max  t_exptime  t_resolution    em_min    em_max  \\\n",
       "0  55950.253573  55950.305961   1512.000      1512.000  0.001360  0.001366   \n",
       "1  55950.253573  55950.305961   1512.000      1512.000  0.001364  0.001369   \n",
       "2  55950.253573  55950.305961   1512.000      1512.000  0.001372  0.001378   \n",
       "3  55950.253573  55950.305961   1512.000      1512.000  0.001365  0.001371   \n",
       "4  56013.300683  56166.036243    757.304       757.304  0.002951  0.002979   \n",
       "\n",
       "   em_res_power pol_states                                o_ucd band_list  \\\n",
       "0  451534.98200    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "1  450286.77208    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "2  447582.94104    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "3  449784.96600    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "4  208012.55000    /XX/YY/  phot.flux.density;phys.polarization         3   \n",
       "\n",
       "   em_resolution                                            authors  \\\n",
       "0     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "1     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "2     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "3     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "4     614.003552  Egusa, Fumi; Hirota, Akihiko; Baba, Junichi; M...   \n",
       "\n",
       "                                        pub_abstract  publication_year  \\\n",
       "0  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "1  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "2  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "3  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "4  We describe an archival project using Cycle 0 ...              2016   \n",
       "\n",
       "                                   proposal_abstract  \\\n",
       "0  Centaurus A with its host NGC5128 is the most ...   \n",
       "1  Centaurus A with its host NGC5128 is the most ...   \n",
       "2  Centaurus A with its host NGC5128 is the most ...   \n",
       "3  Centaurus A with its host NGC5128 is the most ...   \n",
       "4  Molecular-rich galaxies with prominent galacti...   \n",
       "\n",
       "                    schedblock_name  \\\n",
       "0  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "1  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "2  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "3  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "4   m83-CO(1-0)-com m83-CO(1-0)-ext   \n",
       "\n",
       "                                    proposal_authors  sensitivity_10kms  \\\n",
       "0  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.398342   \n",
       "1  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.399871   \n",
       "2  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.390897   \n",
       "3  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.400488   \n",
       "4  Muraoka, Kazuyuki; Nakanishi, Kouichiro; Ishiz...          11.590735   \n",
       "\n",
       "   cont_sensitivity_bandwidth       pwv group_ous_uid  \\\n",
       "0                    0.061695  0.852892                 \n",
       "1                    0.061695  0.852892                 \n",
       "2                    0.061695  0.852892                 \n",
       "3                    0.061695  0.852892                 \n",
       "4                    0.278101  1.821328                 \n",
       "\n",
       "            member_ous_uid                 asdm_uid  \\\n",
       "0  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "1  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "2  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "3  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "4   uid://A002/X3216af/X31  uid://A002/X3b3400/X90f   \n",
       "\n",
       "                                           obs_title type scan_intent  \\\n",
       "0  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "1  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "2  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "3  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "4  Giant Molecular Cloud Survey Toward bar and ar...    S      TARGET   \n",
       "\n",
       "  science_observation  spatial_scale_max    bandwidth  \\\n",
       "0                   T          12.599759  937500000.0   \n",
       "1                   T          12.599759  937500000.0   \n",
       "2                   T          12.599759  937500000.0   \n",
       "3                   T          12.599759  937500000.0   \n",
       "4                   T          11.275626  937500000.0   \n",
       "\n",
       "                                      antenna_arrays is_mosaic  \\\n",
       "0  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "1  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "2  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "3  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "4  A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...         T   \n",
       "\n",
       "          obs_release_date  spatial_resolution  \\\n",
       "0  2015-02-12T13:48:59.000            1.330912   \n",
       "1  2015-02-12T13:48:59.000            1.330912   \n",
       "2  2015-02-12T13:48:59.000            1.330912   \n",
       "3  2015-02-12T13:48:59.000            1.330912   \n",
       "4  2013-09-28T08:06:00.000            1.140462   \n",
       "\n",
       "                                   frequency_support   frequency  \\\n",
       "0  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "1  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "2  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "3  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "4  [100.63..101.58GHz,488.28kHz,11.6mJy/beam@10km...  108.009449   \n",
       "\n",
       "   velocity_resolution obs_creator_name  \\\n",
       "0           663.940713     Ott, Juergen   \n",
       "1           663.940713     Ott, Juergen   \n",
       "2           663.940713     Ott, Juergen   \n",
       "3           663.940713     Ott, Juergen   \n",
       "4          1268.661088  Hirota, Akihiko   \n",
       "\n",
       "                                           pub_title  \\\n",
       "0  ALMA Observations of the Physical and Chemical...   \n",
       "1  ALMA Observations of the Physical and Chemical...   \n",
       "2  ALMA Observations of the Physical and Chemical...   \n",
       "3  ALMA Observations of the Physical and Chemical...   \n",
       "4  ALMA <SUP>12</SUP>CO (J = 1-0) imaging of the ...   \n",
       "\n",
       "                                        first_author qa2_passed  \\\n",
       "0                                        McCoy, Mark          T   \n",
       "1                                        McCoy, Mark          T   \n",
       "2                                        McCoy, Mark          T   \n",
       "3                                        McCoy, Mark          T   \n",
       "4  Egusa, Fumi Hirota, Akihiko Serigano, Joseph W...          T   \n",
       "\n",
       "                                       bib_reference  \\\n",
       "0                                2017ApJ...851...76M   \n",
       "1                                2017ApJ...851...76M   \n",
       "2                                2017ApJ...851...76M   \n",
       "3                                2017ApJ...851...76M   \n",
       "4  2016ApJ...821L...8S 2018ApJ...854...90E 2018MN...   \n",
       "\n",
       "                                     science_keyword     scientific_category  \\\n",
       "0  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "1  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "2  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "3  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "4  Giant Molecular Clouds (GMC) properties, Inter...  ISM and star formation   \n",
       "\n",
       "              lastModified  \n",
       "0  2021-09-30T16:34:41.133  \n",
       "1  2021-09-30T16:34:41.133  \n",
       "2  2021-09-30T16:34:41.133  \n",
       "3  2021-09-30T16:34:41.133  \n",
       "4  2021-09-30T16:34:41.133  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "source_name_list = ['CenA', 'M83', 'ALESS73.1'] \n",
    "results = query_alma_source_name_list(service, source_name_list)\n",
    "\n",
    "results.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------\n",
    "\n",
    "## Example 2f: Query a long list of sources using the ALMA source "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We query a lisf of many sources in groups of 100 sources at a time and combine the result into a single pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:33.668789Z",
     "iopub.status.busy": "2021-11-16T10:26:33.668177Z",
     "iopub.status.idle": "2021-11-16T10:26:33.898832Z",
     "shell.execute_reply": "2021-11-16T10:26:33.899347Z"
    }
   },
   "outputs": [],
   "source": [
    "query = \"\"\"SELECT DISTINCT(target_name) from ivoa.obscore where target_name like 'NGC____'\"\"\"\n",
    "source_name_list = list(service.search(query).to_table().to_pandas()['(target_name)'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-11-16T10:26:33.906733Z",
     "iopub.status.busy": "2021-11-16T10:26:33.906148Z",
     "iopub.status.idle": "2021-11-16T10:26:37.956175Z",
     "shell.execute_reply": "2021-11-16T10:26:37.955296Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of ALMA rows returned for the 320 sources in the list: 4611\n"
     ]
    },
    {
     "data": {
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       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00010.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.515914</td>\n",
       "      <td>19.417224</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00010.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>CenA</td>\n",
       "      <td>201.365063</td>\n",
       "      <td>-43.019112</td>\n",
       "      <td>0.007385</td>\n",
       "      <td>Circle ICRS 201.365063 -43.019112 0.003692</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>55950.253573</td>\n",
       "      <td>55950.305961</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>0.001372</td>\n",
       "      <td>0.001378</td>\n",
       "      <td>447582.94104</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>614.023326</td>\n",
       "      <td>McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Centaurus A with its host NGC5128 is the most ...</td>\n",
       "      <td>CenA 13CO, C18O, HNCO, H2CO COMP</td>\n",
       "      <td>Impellizzeri, Violette; Peck, Alison; Walter, ...</td>\n",
       "      <td>1.390897</td>\n",
       "      <td>0.061695</td>\n",
       "      <td>0.852892</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>uid://A002/X383b50/Xc45</td>\n",
       "      <td>The Physics and Chemisty of Gas in Centaurus A...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>12.599759</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2015-02-12T13:48:59.000</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>[217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...</td>\n",
       "      <td>219.025328</td>\n",
       "      <td>663.940713</td>\n",
       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00010.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>309.515914</td>\n",
       "      <td>19.417224</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00010.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>CenA</td>\n",
       "      <td>201.365063</td>\n",
       "      <td>-43.019112</td>\n",
       "      <td>0.007385</td>\n",
       "      <td>Circle ICRS 201.365063 -43.019112 0.003692</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>55950.253573</td>\n",
       "      <td>55950.305961</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>1512.000</td>\n",
       "      <td>0.001365</td>\n",
       "      <td>0.001371</td>\n",
       "      <td>449784.96600</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>6</td>\n",
       "      <td>614.023326</td>\n",
       "      <td>McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...</td>\n",
       "      <td>Centaurus A, with its gas-rich elliptical host...</td>\n",
       "      <td>2017</td>\n",
       "      <td>Centaurus A with its host NGC5128 is the most ...</td>\n",
       "      <td>CenA 13CO, C18O, HNCO, H2CO COMP</td>\n",
       "      <td>Impellizzeri, Violette; Peck, Alison; Walter, ...</td>\n",
       "      <td>1.400488</td>\n",
       "      <td>0.061695</td>\n",
       "      <td>0.852892</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X327408/X217</td>\n",
       "      <td>uid://A002/X383b50/Xc45</td>\n",
       "      <td>The Physics and Chemisty of Gas in Centaurus A...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>12.599759</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...</td>\n",
       "      <td>F</td>\n",
       "      <td>2015-02-12T13:48:59.000</td>\n",
       "      <td>1.330912</td>\n",
       "      <td>[217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...</td>\n",
       "      <td>219.025328</td>\n",
       "      <td>663.940713</td>\n",
       "      <td>Ott, Juergen</td>\n",
       "      <td>ALMA Observations of the Physical and Chemical...</td>\n",
       "      <td>McCoy, Mark</td>\n",
       "      <td>T</td>\n",
       "      <td>2017ApJ...851...76M</td>\n",
       "      <td>Active Galactic Nuclei (AGN)/Quasars (QSO), Me...</td>\n",
       "      <td>Active galaxies</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://almascience.org/aq?member_ous_id=uid://...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>2011.0.00772.S</td>\n",
       "      <td>Public</td>\n",
       "      <td>314.600374</td>\n",
       "      <td>31.972870</td>\n",
       "      <td>ADS/JAO.ALMA#2011.0.00772.S</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>JAO</td>\n",
       "      <td>ALMA</td>\n",
       "      <td>uid://A002/X3216af/X31</td>\n",
       "      <td>cube</td>\n",
       "      <td>2</td>\n",
       "      <td>M83</td>\n",
       "      <td>204.269845</td>\n",
       "      <td>-29.862594</td>\n",
       "      <td>0.054640</td>\n",
       "      <td>Polygon ICRS 204.258830 -29.886906 204.254315 ...</td>\n",
       "      <td>1.140462</td>\n",
       "      <td>56013.300683</td>\n",
       "      <td>56166.036243</td>\n",
       "      <td>757.304</td>\n",
       "      <td>757.304</td>\n",
       "      <td>0.002951</td>\n",
       "      <td>0.002979</td>\n",
       "      <td>208012.55000</td>\n",
       "      <td>/XX/YY/</td>\n",
       "      <td>phot.flux.density;phys.polarization</td>\n",
       "      <td>3</td>\n",
       "      <td>614.003552</td>\n",
       "      <td>Egusa, Fumi; Hirota, Akihiko; Baba, Junichi; M...</td>\n",
       "      <td>We describe an archival project using Cycle 0 ...</td>\n",
       "      <td>2016</td>\n",
       "      <td>Molecular-rich galaxies with prominent galacti...</td>\n",
       "      <td>m83-CO(1-0)-com m83-CO(1-0)-ext</td>\n",
       "      <td>Muraoka, Kazuyuki; Nakanishi, Kouichiro; Ishiz...</td>\n",
       "      <td>11.590735</td>\n",
       "      <td>0.278101</td>\n",
       "      <td>1.821328</td>\n",
       "      <td></td>\n",
       "      <td>uid://A002/X3216af/X31</td>\n",
       "      <td>uid://A002/X3b3400/X90f</td>\n",
       "      <td>Giant Molecular Cloud Survey Toward bar and ar...</td>\n",
       "      <td>S</td>\n",
       "      <td>TARGET</td>\n",
       "      <td>T</td>\n",
       "      <td>11.275626</td>\n",
       "      <td>937500000.0</td>\n",
       "      <td>A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...</td>\n",
       "      <td>T</td>\n",
       "      <td>2013-09-28T08:06:00.000</td>\n",
       "      <td>1.140462</td>\n",
       "      <td>[100.63..101.58GHz,488.28kHz,11.6mJy/beam@10km...</td>\n",
       "      <td>108.009449</td>\n",
       "      <td>1268.661088</td>\n",
       "      <td>Hirota, Akihiko</td>\n",
       "      <td>ALMA &lt;SUP&gt;12&lt;/SUP&gt;CO (J = 1-0) imaging of the ...</td>\n",
       "      <td>Egusa, Fumi Hirota, Akihiko Serigano, Joseph W...</td>\n",
       "      <td>T</td>\n",
       "      <td>2016ApJ...821L...8S 2018ApJ...854...90E 2018MN...</td>\n",
       "      <td>Giant Molecular Clouds (GMC) properties, Inter...</td>\n",
       "      <td>ISM and star formation</td>\n",
       "      <td>2021-09-30T16:34:41.133</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          access_url access_format  \\\n",
       "0  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "1  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "2  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "3  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "4  http://almascience.org/aq?member_ous_id=uid://...     text/html   \n",
       "\n",
       "      proposal_id data_rights  gal_longitude  gal_latitude  \\\n",
       "0  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "1  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "2  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "3  2011.0.00010.S      Public     309.515914     19.417224   \n",
       "4  2011.0.00772.S      Public     314.600374     31.972870   \n",
       "\n",
       "             obs_publisher_did obs_collection facility_name instrument_name  \\\n",
       "0  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "1  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "2  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "3  ADS/JAO.ALMA#2011.0.00010.S           ALMA           JAO            ALMA   \n",
       "4  ADS/JAO.ALMA#2011.0.00772.S           ALMA           JAO            ALMA   \n",
       "\n",
       "                    obs_id dataproduct_type  calib_level target_name  \\\n",
       "0  uid://A002/X327408/X217             cube            2        CenA   \n",
       "1  uid://A002/X327408/X217             cube            2        CenA   \n",
       "2  uid://A002/X327408/X217             cube            2        CenA   \n",
       "3  uid://A002/X327408/X217             cube            2        CenA   \n",
       "4   uid://A002/X3216af/X31             cube            2         M83   \n",
       "\n",
       "         s_ra      s_dec     s_fov  \\\n",
       "0  201.365063 -43.019112  0.007385   \n",
       "1  201.365063 -43.019112  0.007385   \n",
       "2  201.365063 -43.019112  0.007385   \n",
       "3  201.365063 -43.019112  0.007385   \n",
       "4  204.269845 -29.862594  0.054640   \n",
       "\n",
       "                                            s_region  s_resolution  \\\n",
       "0         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "1         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "2         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "3         Circle ICRS 201.365063 -43.019112 0.003692      1.330912   \n",
       "4  Polygon ICRS 204.258830 -29.886906 204.254315 ...      1.140462   \n",
       "\n",
       "          t_min         t_max  t_exptime  t_resolution    em_min    em_max  \\\n",
       "0  55950.253573  55950.305961   1512.000      1512.000  0.001360  0.001366   \n",
       "1  55950.253573  55950.305961   1512.000      1512.000  0.001364  0.001369   \n",
       "2  55950.253573  55950.305961   1512.000      1512.000  0.001372  0.001378   \n",
       "3  55950.253573  55950.305961   1512.000      1512.000  0.001365  0.001371   \n",
       "4  56013.300683  56166.036243    757.304       757.304  0.002951  0.002979   \n",
       "\n",
       "   em_res_power pol_states                                o_ucd band_list  \\\n",
       "0  451534.98200    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "1  450286.77208    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "2  447582.94104    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "3  449784.96600    /XX/YY/  phot.flux.density;phys.polarization         6   \n",
       "4  208012.55000    /XX/YY/  phot.flux.density;phys.polarization         3   \n",
       "\n",
       "   em_resolution                                            authors  \\\n",
       "0     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "1     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "2     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "3     614.023326  McCoy, Mark; Ott, Jürgen; Meier, David S.; Mul...   \n",
       "4     614.003552  Egusa, Fumi; Hirota, Akihiko; Baba, Junichi; M...   \n",
       "\n",
       "                                        pub_abstract  publication_year  \\\n",
       "0  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "1  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "2  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "3  Centaurus A, with its gas-rich elliptical host...              2017   \n",
       "4  We describe an archival project using Cycle 0 ...              2016   \n",
       "\n",
       "                                   proposal_abstract  \\\n",
       "0  Centaurus A with its host NGC5128 is the most ...   \n",
       "1  Centaurus A with its host NGC5128 is the most ...   \n",
       "2  Centaurus A with its host NGC5128 is the most ...   \n",
       "3  Centaurus A with its host NGC5128 is the most ...   \n",
       "4  Molecular-rich galaxies with prominent galacti...   \n",
       "\n",
       "                    schedblock_name  \\\n",
       "0  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "1  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "2  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "3  CenA 13CO, C18O, HNCO, H2CO COMP   \n",
       "4   m83-CO(1-0)-com m83-CO(1-0)-ext   \n",
       "\n",
       "                                    proposal_authors  sensitivity_10kms  \\\n",
       "0  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.398342   \n",
       "1  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.399871   \n",
       "2  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.390897   \n",
       "3  Impellizzeri, Violette; Peck, Alison; Walter, ...           1.400488   \n",
       "4  Muraoka, Kazuyuki; Nakanishi, Kouichiro; Ishiz...          11.590735   \n",
       "\n",
       "   cont_sensitivity_bandwidth       pwv group_ous_uid  \\\n",
       "0                    0.061695  0.852892                 \n",
       "1                    0.061695  0.852892                 \n",
       "2                    0.061695  0.852892                 \n",
       "3                    0.061695  0.852892                 \n",
       "4                    0.278101  1.821328                 \n",
       "\n",
       "            member_ous_uid                 asdm_uid  \\\n",
       "0  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "1  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "2  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "3  uid://A002/X327408/X217  uid://A002/X383b50/Xc45   \n",
       "4   uid://A002/X3216af/X31  uid://A002/X3b3400/X90f   \n",
       "\n",
       "                                           obs_title type scan_intent  \\\n",
       "0  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "1  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "2  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "3  The Physics and Chemisty of Gas in Centaurus A...    S      TARGET   \n",
       "4  Giant Molecular Cloud Survey Toward bar and ar...    S      TARGET   \n",
       "\n",
       "  science_observation  spatial_scale_max    bandwidth  \\\n",
       "0                   T          12.599759  937500000.0   \n",
       "1                   T          12.599759  937500000.0   \n",
       "2                   T          12.599759  937500000.0   \n",
       "3                   T          12.599759  937500000.0   \n",
       "4                   T          11.275626  937500000.0   \n",
       "\n",
       "                                      antenna_arrays is_mosaic  \\\n",
       "0  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "1  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "2  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "3  A002:PM02 A004:DV04 A009:DA43 A011:DV12 A013:D...         F   \n",
       "4  A003:DA41 A004:DV04 A008:DV19 A011:DV12 A015:D...         T   \n",
       "\n",
       "          obs_release_date  spatial_resolution  \\\n",
       "0  2015-02-12T13:48:59.000            1.330912   \n",
       "1  2015-02-12T13:48:59.000            1.330912   \n",
       "2  2015-02-12T13:48:59.000            1.330912   \n",
       "3  2015-02-12T13:48:59.000            1.330912   \n",
       "4  2013-09-28T08:06:00.000            1.140462   \n",
       "\n",
       "                                   frequency_support   frequency  \\\n",
       "0  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "1  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "2  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "3  [217.59..218.53GHz,488.28kHz,1.4mJy/beam@10km/...  219.025328   \n",
       "4  [100.63..101.58GHz,488.28kHz,11.6mJy/beam@10km...  108.009449   \n",
       "\n",
       "   velocity_resolution obs_creator_name  \\\n",
       "0           663.940713     Ott, Juergen   \n",
       "1           663.940713     Ott, Juergen   \n",
       "2           663.940713     Ott, Juergen   \n",
       "3           663.940713     Ott, Juergen   \n",
       "4          1268.661088  Hirota, Akihiko   \n",
       "\n",
       "                                           pub_title  \\\n",
       "0  ALMA Observations of the Physical and Chemical...   \n",
       "1  ALMA Observations of the Physical and Chemical...   \n",
       "2  ALMA Observations of the Physical and Chemical...   \n",
       "3  ALMA Observations of the Physical and Chemical...   \n",
       "4  ALMA <SUP>12</SUP>CO (J = 1-0) imaging of the ...   \n",
       "\n",
       "                                        first_author qa2_passed  \\\n",
       "0                                        McCoy, Mark          T   \n",
       "1                                        McCoy, Mark          T   \n",
       "2                                        McCoy, Mark          T   \n",
       "3                                        McCoy, Mark          T   \n",
       "4  Egusa, Fumi Hirota, Akihiko Serigano, Joseph W...          T   \n",
       "\n",
       "                                       bib_reference  \\\n",
       "0                                2017ApJ...851...76M   \n",
       "1                                2017ApJ...851...76M   \n",
       "2                                2017ApJ...851...76M   \n",
       "3                                2017ApJ...851...76M   \n",
       "4  2016ApJ...821L...8S 2018ApJ...854...90E 2018MN...   \n",
       "\n",
       "                                     science_keyword     scientific_category  \\\n",
       "0  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "1  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "2  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "3  Active Galactic Nuclei (AGN)/Quasars (QSO), Me...         Active galaxies   \n",
       "4  Giant Molecular Clouds (GMC) properties, Inter...  ISM and star formation   \n",
       "\n",
       "              lastModified  \n",
       "0  2021-09-30T16:34:41.133  \n",
       "1  2021-09-30T16:34:41.133  \n",
       "2  2021-09-30T16:34:41.133  \n",
       "3  2021-09-30T16:34:41.133  \n",
       "4  2021-09-30T16:34:41.133  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.concat([query_alma_source_name_list(service, source_name_list[i:i+100]) for i in range(0, len(source_name_list), 100)])\n",
    "print(f\"Number of ALMA rows returned for the {len(source_name_list)} sources in the list: {len(result)}\")\n",
    "results.head(5)"
   ]
  }
 ],
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