{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dac21471",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:33,472\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Downloading from [cloudflare] .... \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">                                     \n",
       " <span style=\"font-weight: bold\"> Download List                     </span> \n",
       " ─────────────────────────────────── \n",
       "  <span style=\"color: #800080; text-decoration-color: #800080\">uid___A002_Xced5df_Xf9d9.small.ms</span>  \n",
       "                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "                                     \n",
       " \u001b[1m \u001b[0m\u001b[1mDownload List                    \u001b[0m\u001b[1m \u001b[0m \n",
       " ─────────────────────────────────── \n",
       "  \u001b[35muid___A002_Xced5df_Xf9d9.small.ms\u001b[0m  \n",
       "                                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:33,475\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m File exists: uid___A002_Xced5df_Xf9d9.small.ms \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d5ae459948654092ae2d258235b26e21",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import toolviper\n",
    "ms_file = \"uid___A002_Xced5df_Xf9d9.small.ms\"\n",
    "toolviper.utils.data.download(file=ms_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1358e83a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:33,514\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Module path: \u001b[38;2;50;50;205m/Users/jsteeb/miniforge3/envs/timg/lib/python3.13/site-packages/toolviper\u001b[0m \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:33,519\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m It is recommended that the local cache directory be set using the \u001b[38;2;50;50;205mdask_local_dir\u001b[0m parameter. \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:33,520\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Running client in synchronous mode. \n"
     ]
    }
   ],
   "source": [
    "# Code to start a Dask cluster with two workers and 1 thread each.\n",
    "from toolviper.dask.client import local_client\n",
    "\n",
    "# viper_client = local_client(cores=2, memory_limit=\"4GB\",autorestrictor=True)\n",
    "viper_client = local_client(serial_execution=True)\n",
    "viper_client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a89a6310",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,878\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Updated partition scheme used: ['DATA_DESC_ID', 'OBS_MODE', 'OBSERVATION_ID', 'EPHEMERIS_ID'] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,883\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Number of partitions: 20 \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,883\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [0], STATE [10], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,884\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [1], STATE [10], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,884\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [2], STATE [10], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,885\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [3], STATE [10], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,885\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [0], STATE [11], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,885\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [1], STATE [11], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,886\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [2], STATE [11], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,886\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [3], STATE [11], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,886\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [0], STATE [12], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,887\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [1], STATE [12], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,887\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [2], STATE [12], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,888\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [3], STATE [12], FIELD [1], SCAN [2, 4, 6, 8, 10, 12, 14, 16, 18], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,888\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [0], STATE [13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43, 45, 47, 49, 51, 53], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,888\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [1], STATE [13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43, 45, 47, 49, 51, 53], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,888\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [2], STATE [13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43, 45, 47, 49, 51, 53], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,889\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [3], STATE [13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43, 45, 47, 49, 51, 53], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,889\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [0], STATE [14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,889\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [1], STATE [14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,890\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [2], STATE [14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n",
      "[\u001b[38;2;128;05;128m2026-01-22 09:00:34,890\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [0], DDI [3], STATE [14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48, 50, 52], FIELD [1], SCAN [3, 5, 7, 9, 11, 13, 15, 17], EPHEMERIS [-1] \n"
     ]
    }
   ],
   "source": [
    "from xradio.measurement_set import convert_msv2_to_processing_set\n",
    "ps_store = ms_file.replace(\".ms\", \".ps.zarr\")\n",
    "\n",
    "convert_msv2_to_processing_set(\n",
    "    in_file=ms_file,\n",
    "    out_file=ps_store,\n",
    "    parallel_mode=\"partition\",\n",
    "    persistence_mode=\"w\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0f327062",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\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>name</th>\n",
       "      <th>scan_intents</th>\n",
       "      <th>shape</th>\n",
       "      <th>execution_block_UID</th>\n",
       "      <th>polarization</th>\n",
       "      <th>scan_name</th>\n",
       "      <th>spw_name</th>\n",
       "      <th>spw_intents</th>\n",
       "      <th>field_name</th>\n",
       "      <th>source_name</th>\n",
       "      <th>line_name</th>\n",
       "      <th>field_coords</th>\n",
       "      <th>session_reference_UID</th>\n",
       "      <th>scheduling_block_UID</th>\n",
       "      <th>project_UID</th>\n",
       "      <th>start_frequency</th>\n",
       "      <th>end_frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_00</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[CO_v_0_2_1(ID=3768101)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.295643e+11</td>\n",
       "      <td>2.295648e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_01</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.320078e+11</td>\n",
       "      <td>2.320390e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_02</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[H2CO_Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.161367e+11</td>\n",
       "      <td>2.161406e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_03</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[C18O_2_1(ID=3768339)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.179697e+11</td>\n",
       "      <td>2.179736e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_04</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[CO_v_0_2_1(ID=3768101)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.295643e+11</td>\n",
       "      <td>2.295648e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_05</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.320078e+11</td>\n",
       "      <td>2.320390e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_06</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[H2CO_Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.161367e+11</td>\n",
       "      <td>2.161406e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_07</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[C18O_2_1(ID=3768339)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.179697e+11</td>\n",
       "      <td>2.179736e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_08</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[CO_v_0_2_1(ID=3768101)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.295643e+11</td>\n",
       "      <td>2.295648e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_09</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.320078e+11</td>\n",
       "      <td>2.320390e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_10</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[H2CO_Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.161367e+11</td>\n",
       "      <td>2.161406e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_11</td>\n",
       "      <td>[CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]</td>\n",
       "      <td>(135, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[10, 12, 14, 16, 18, 2, 4, 6, 8]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[C18O_2_1(ID=3768339)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.179697e+11</td>\n",
       "      <td>2.179736e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_12</td>\n",
       "      <td>[OBSERVE_TARGET#OFF_SOURCE]</td>\n",
       "      <td>(2844, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[CO_v_0_2_1(ID=3768101)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.295643e+11</td>\n",
       "      <td>2.295648e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_13</td>\n",
       "      <td>[OBSERVE_TARGET#OFF_SOURCE]</td>\n",
       "      <td>(2844, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.320078e+11</td>\n",
       "      <td>2.320390e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_14</td>\n",
       "      <td>[OBSERVE_TARGET#OFF_SOURCE]</td>\n",
       "      <td>(2844, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[H2CO_Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.161367e+11</td>\n",
       "      <td>2.161406e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_15</td>\n",
       "      <td>[OBSERVE_TARGET#OFF_SOURCE]</td>\n",
       "      <td>(2844, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[C18O_2_1(ID=3768339)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.179697e+11</td>\n",
       "      <td>2.179736e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_16</td>\n",
       "      <td>[OBSERVE_TARGET#ON_SOURCE]</td>\n",
       "      <td>(5850, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[CO_v_0_2_1(ID=3768101)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.295643e+11</td>\n",
       "      <td>2.295648e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_17</td>\n",
       "      <td>[OBSERVE_TARGET#ON_SOURCE]</td>\n",
       "      <td>(5850, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.320078e+11</td>\n",
       "      <td>2.320390e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_18</td>\n",
       "      <td>[OBSERVE_TARGET#ON_SOURCE]</td>\n",
       "      <td>(5850, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[H2CO_Continuum(ID=0)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.161367e+11</td>\n",
       "      <td>2.161406e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>uid___A002_Xced5df_Xf9d9.small_19</td>\n",
       "      <td>[OBSERVE_TARGET#ON_SOURCE]</td>\n",
       "      <td>(5850, 2, 3, 2)</td>\n",
       "      <td>uid://A002/Xced5df/Xf9d9</td>\n",
       "      <td>[XX, YY]</td>\n",
       "      <td>[11, 13, 15, 17, 3, 5, 7, 9]</td>\n",
       "      <td>X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3</td>\n",
       "      <td>[UNSPECIFIED]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[NGC1097_1]</td>\n",
       "      <td>[C18O_2_1(ID=3768339)]</td>\n",
       "      <td>[icrs, 2h46m19.09s, -30d16m30.18s]</td>\n",
       "      <td>---</td>\n",
       "      <td>uid://A001/X1284/X2621</td>\n",
       "      <td>uid://A001/X1221/Xa61</td>\n",
       "      <td>2.179697e+11</td>\n",
       "      <td>2.179736e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 name  \\\n",
       "0   uid___A002_Xced5df_Xf9d9.small_00   \n",
       "1   uid___A002_Xced5df_Xf9d9.small_01   \n",
       "2   uid___A002_Xced5df_Xf9d9.small_02   \n",
       "3   uid___A002_Xced5df_Xf9d9.small_03   \n",
       "4   uid___A002_Xced5df_Xf9d9.small_04   \n",
       "5   uid___A002_Xced5df_Xf9d9.small_05   \n",
       "6   uid___A002_Xced5df_Xf9d9.small_06   \n",
       "7   uid___A002_Xced5df_Xf9d9.small_07   \n",
       "8   uid___A002_Xced5df_Xf9d9.small_08   \n",
       "9   uid___A002_Xced5df_Xf9d9.small_09   \n",
       "10  uid___A002_Xced5df_Xf9d9.small_10   \n",
       "11  uid___A002_Xced5df_Xf9d9.small_11   \n",
       "12  uid___A002_Xced5df_Xf9d9.small_12   \n",
       "13  uid___A002_Xced5df_Xf9d9.small_13   \n",
       "14  uid___A002_Xced5df_Xf9d9.small_14   \n",
       "15  uid___A002_Xced5df_Xf9d9.small_15   \n",
       "16  uid___A002_Xced5df_Xf9d9.small_16   \n",
       "17  uid___A002_Xced5df_Xf9d9.small_17   \n",
       "18  uid___A002_Xced5df_Xf9d9.small_18   \n",
       "19  uid___A002_Xced5df_Xf9d9.small_19   \n",
       "\n",
       "                                                   scan_intents  \\\n",
       "0   [CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]   \n",
       "1   [CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]   \n",
       "2   [CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]   \n",
       "3   [CALIBRATE_ATMOSPHERE#OFF_SOURCE, CALIBRATE_WVR#OFF_SOURCE]   \n",
       "4         [CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]   \n",
       "5         [CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]   \n",
       "6         [CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]   \n",
       "7         [CALIBRATE_ATMOSPHERE#AMBIENT, CALIBRATE_WVR#AMBIENT]   \n",
       "8                 [CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]   \n",
       "9                 [CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]   \n",
       "10                [CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]   \n",
       "11                [CALIBRATE_ATMOSPHERE#HOT, CALIBRATE_WVR#HOT]   \n",
       "12                                  [OBSERVE_TARGET#OFF_SOURCE]   \n",
       "13                                  [OBSERVE_TARGET#OFF_SOURCE]   \n",
       "14                                  [OBSERVE_TARGET#OFF_SOURCE]   \n",
       "15                                  [OBSERVE_TARGET#OFF_SOURCE]   \n",
       "16                                   [OBSERVE_TARGET#ON_SOURCE]   \n",
       "17                                   [OBSERVE_TARGET#ON_SOURCE]   \n",
       "18                                   [OBSERVE_TARGET#ON_SOURCE]   \n",
       "19                                   [OBSERVE_TARGET#ON_SOURCE]   \n",
       "\n",
       "              shape       execution_block_UID polarization  \\\n",
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       "9   [10, 12, 14, 16, 18, 2, 4, 6, 8]   \n",
       "10  [10, 12, 14, 16, 18, 2, 4, 6, 8]   \n",
       "11  [10, 12, 14, 16, 18, 2, 4, 6, 8]   \n",
       "12      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "13      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "14      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "15      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "16      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "17      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "18      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "19      [11, 13, 15, 17, 3, 5, 7, 9]   \n",
       "\n",
       "                                        spw_name    spw_intents   field_name  \\\n",
       "0   X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0  [UNSPECIFIED]  [NGC1097_1]   \n",
       "1   X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1  [UNSPECIFIED]  [NGC1097_1]   \n",
       "2   X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2  [UNSPECIFIED]  [NGC1097_1]   \n",
       "3   X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3  [UNSPECIFIED]  [NGC1097_1]   \n",
       "4   X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0  [UNSPECIFIED]  [NGC1097_1]   \n",
       "5   X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1  [UNSPECIFIED]  [NGC1097_1]   \n",
       "6   X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2  [UNSPECIFIED]  [NGC1097_1]   \n",
       "7   X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3  [UNSPECIFIED]  [NGC1097_1]   \n",
       "8   X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0  [UNSPECIFIED]  [NGC1097_1]   \n",
       "9   X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1  [UNSPECIFIED]  [NGC1097_1]   \n",
       "10  X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2  [UNSPECIFIED]  [NGC1097_1]   \n",
       "11  X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3  [UNSPECIFIED]  [NGC1097_1]   \n",
       "12  X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0  [UNSPECIFIED]  [NGC1097_1]   \n",
       "13  X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1  [UNSPECIFIED]  [NGC1097_1]   \n",
       "14  X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2  [UNSPECIFIED]  [NGC1097_1]   \n",
       "15  X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3  [UNSPECIFIED]  [NGC1097_1]   \n",
       "16  X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0  [UNSPECIFIED]  [NGC1097_1]   \n",
       "17  X1204293883#ALMA_RB_06#BB_2#SW-01#FULL_RES_1  [UNSPECIFIED]  [NGC1097_1]   \n",
       "18  X1204293883#ALMA_RB_06#BB_3#SW-01#FULL_RES_2  [UNSPECIFIED]  [NGC1097_1]   \n",
       "19  X1204293883#ALMA_RB_06#BB_4#SW-01#FULL_RES_3  [UNSPECIFIED]  [NGC1097_1]   \n",
       "\n",
       "    source_name                 line_name                        field_coords  \\\n",
       "0   [NGC1097_1]  [CO_v_0_2_1(ID=3768101)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "1   [NGC1097_1]         [Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "2   [NGC1097_1]    [H2CO_Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "3   [NGC1097_1]    [C18O_2_1(ID=3768339)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "4   [NGC1097_1]  [CO_v_0_2_1(ID=3768101)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "5   [NGC1097_1]         [Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "6   [NGC1097_1]    [H2CO_Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "7   [NGC1097_1]    [C18O_2_1(ID=3768339)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "8   [NGC1097_1]  [CO_v_0_2_1(ID=3768101)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "9   [NGC1097_1]         [Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "10  [NGC1097_1]    [H2CO_Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "11  [NGC1097_1]    [C18O_2_1(ID=3768339)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "12  [NGC1097_1]  [CO_v_0_2_1(ID=3768101)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "13  [NGC1097_1]         [Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "14  [NGC1097_1]    [H2CO_Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "15  [NGC1097_1]    [C18O_2_1(ID=3768339)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "16  [NGC1097_1]  [CO_v_0_2_1(ID=3768101)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "17  [NGC1097_1]         [Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "18  [NGC1097_1]    [H2CO_Continuum(ID=0)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "19  [NGC1097_1]    [C18O_2_1(ID=3768339)]  [icrs, 2h46m19.09s, -30d16m30.18s]   \n",
       "\n",
       "   session_reference_UID    scheduling_block_UID            project_UID  \\\n",
       "0                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "1                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "2                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "3                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "4                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "5                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "6                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "7                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "8                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "9                    ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "10                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "11                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "12                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "13                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "14                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "15                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "16                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "17                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "18                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "19                   ---  uid://A001/X1284/X2621  uid://A001/X1221/Xa61   \n",
       "\n",
       "    start_frequency  end_frequency  \n",
       "0      2.295643e+11   2.295648e+11  \n",
       "1      2.320078e+11   2.320390e+11  \n",
       "2      2.161367e+11   2.161406e+11  \n",
       "3      2.179697e+11   2.179736e+11  \n",
       "4      2.295643e+11   2.295648e+11  \n",
       "5      2.320078e+11   2.320390e+11  \n",
       "6      2.161367e+11   2.161406e+11  \n",
       "7      2.179697e+11   2.179736e+11  \n",
       "8      2.295643e+11   2.295648e+11  \n",
       "9      2.320078e+11   2.320390e+11  \n",
       "10     2.161367e+11   2.161406e+11  \n",
       "11     2.179697e+11   2.179736e+11  \n",
       "12     2.295643e+11   2.295648e+11  \n",
       "13     2.320078e+11   2.320390e+11  \n",
       "14     2.161367e+11   2.161406e+11  \n",
       "15     2.179697e+11   2.179736e+11  \n",
       "16     2.295643e+11   2.295648e+11  \n",
       "17     2.320078e+11   2.320390e+11  \n",
       "18     2.161367e+11   2.161406e+11  \n",
       "19     2.179697e+11   2.179736e+11  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xradio.measurement_set import open_processing_set\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_colwidth', 1000)\n",
    "\n",
    "ps_xdt = open_processing_set(ps_store)\n",
    "ps_xdt.xr_ps.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "82d19901",
   "metadata": {},
   "outputs": [
    {
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       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-top: 4px;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-group-box {\n",
       "  display: inline-grid;\n",
       "  grid-template-columns: 0px 20px auto;\n",
       "  width: 100%;\n",
       "}\n",
       "\n",
       ".xr-group-box-vline {\n",
       "  grid-column-start: 1;\n",
       "  border-right: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "  width: 0px;\n",
       "}\n",
       "\n",
       ".xr-group-box-hline {\n",
       "  grid-column-start: 2;\n",
       "  grid-row-start: 1;\n",
       "  height: 1em;\n",
       "  width: 20px;\n",
       "  border-bottom: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-group-box-contents {\n",
       "  grid-column-start: 3;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 73kB\n",
       "Dimensions:                 (antenna_name: 2, cartesian_pos_label: 3,\n",
       "                             receptor_label: 2, frequency: 12, polarization: 2,\n",
       "                             time: 9099)\n",
       "Coordinates:\n",
       "  * antenna_name            (antenna_name) &lt;U9 72B &#x27;PM01_T703&#x27; &#x27;PM02_T701&#x27;\n",
       "  * cartesian_pos_label     (cartesian_pos_label) &lt;U1 12B &#x27;x&#x27; &#x27;y&#x27; &#x27;z&#x27;\n",
       "  * receptor_label          (receptor_label) &lt;U5 40B &#x27;pol_0&#x27; &#x27;pol_1&#x27;\n",
       "  * frequency               (frequency) float64 96B 2.161e+11 ... 2.32e+11\n",
       "  * polarization            (polarization) &lt;U2 16B &#x27;XX&#x27; &#x27;YY&#x27;\n",
       "  * time                    (time) float64 73kB 1.53e+09 1.53e+09 ... 1.53e+09\n",
       "    mount                   (antenna_name) &lt;U6 48B dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;\n",
       "    polarization_type       (antenna_name, receptor_label) &lt;U1 16B dask.array&lt;chunksize=(2, 2), meta=np.ndarray&gt;\n",
       "    station_name            (antenna_name) &lt;U4 32B dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;\n",
       "    telescope_name          (antenna_name) &lt;U4 32B dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;\n",
       "Data variables:\n",
       "    ANTENNA_DISH_DIAMETER   (antenna_name) float64 16B dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;\n",
       "    ANTENNA_POSITION        (antenna_name, cartesian_pos_label) float64 48B dask.array&lt;chunksize=(2, 3), meta=np.ndarray&gt;\n",
       "    ANTENNA_RECEPTOR_ANGLE  (antenna_name, receptor_label) float64 32B dask.array&lt;chunksize=(2, 2), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    overall_telescope_name:  ALMA\n",
       "    relocatable_antennas:    True\n",
       "    type:                    antenna</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6d1e7d62-9f96-46b2-a9c6-fd937f018e55' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6d1e7d62-9f96-46b2-a9c6-fd937f018e55' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>antenna_name</span>: 2</li><li><span class='xr-has-index'>cartesian_pos_label</span>: 3</li><li><span class='xr-has-index'>receptor_label</span>: 2</li><li><span class='xr-has-index'>frequency</span>: 12</li><li><span class='xr-has-index'>polarization</span>: 2</li><li><span class='xr-has-index'>time</span>: 9099</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1b64a4d0-05ec-48a0-bdc4-1ec6f575f21a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1b64a4d0-05ec-48a0-bdc4-1ec6f575f21a' class='xr-section-summary' >Coordinates: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>antenna_name</span></div><div class='xr-var-dims'>(antenna_name)</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;PM01_T703&#x27; &#x27;PM02_T701&#x27;</div><input id='attrs-76285c35-e3ed-488e-91da-b1dd10e693df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76285c35-e3ed-488e-91da-b1dd10e693df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe2a3b26-3c34-42cc-8ca6-038bfc9c2e2a' class='xr-var-data-in' type='checkbox'><label for='data-fe2a3b26-3c34-42cc-8ca6-038bfc9c2e2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;PM01_T703&#x27;, &#x27;PM02_T701&#x27;], dtype=&#x27;&lt;U9&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>cartesian_pos_label</span></div><div class='xr-var-dims'>(cartesian_pos_label)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;x&#x27; &#x27;y&#x27; &#x27;z&#x27;</div><input id='attrs-423cb485-4d97-40d6-90c4-72a24a12f7e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-423cb485-4d97-40d6-90c4-72a24a12f7e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-267ac32a-8980-49e5-aa34-a77245b4309a' class='xr-var-data-in' type='checkbox'><label for='data-267ac32a-8980-49e5-aa34-a77245b4309a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;x&#x27;, &#x27;y&#x27;, &#x27;z&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>receptor_label</span></div><div class='xr-var-dims'>(receptor_label)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;pol_0&#x27; &#x27;pol_1&#x27;</div><input id='attrs-ed38b5f1-8bce-4f97-826c-edcda0fc3e79' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ed38b5f1-8bce-4f97-826c-edcda0fc3e79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f39dec5-14a7-4ee3-bdce-b130aa5d92aa' class='xr-var-data-in' type='checkbox'><label for='data-8f39dec5-14a7-4ee3-bdce-b130aa5d92aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;pol_0&#x27;, &#x27;pol_1&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>frequency</span></div><div class='xr-var-dims'>(frequency)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.161e+11 2.161e+11 ... 2.32e+11</div><input id='attrs-d8a77e06-0e06-4c9f-aa49-c6c571f91cbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8a77e06-0e06-4c9f-aa49-c6c571f91cbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fcd81ed-9cad-4e98-b0df-857ba51d4a60' class='xr-var-data-in' type='checkbox'><label for='data-7fcd81ed-9cad-4e98-b0df-857ba51d4a60' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>channel_width :</span></dt><dd>{&#x27;attrs&#x27;: {&#x27;type&#x27;: &#x27;quantity&#x27;, &#x27;units&#x27;: &#x27;Hz&#x27;}, &#x27;data&#x27;: 244140.625, &#x27;dims&#x27;: []}</dd><dt><span>observer :</span></dt><dd>TOPO</dd><dt><span>reference_frequency :</span></dt><dd>{&#x27;attrs&#x27;: {&#x27;observer&#x27;: &#x27;TOPO&#x27;, &#x27;type&#x27;: &#x27;spectral_coord&#x27;, &#x27;units&#x27;: &#x27;Hz&#x27;}, &#x27;data&#x27;: 229564314008.2237, &#x27;dims&#x27;: []}</dd><dt><span>spectral_window_intents :</span></dt><dd>[&#x27;UNSPECIFIED&#x27;]</dd><dt><span>spectral_window_name :</span></dt><dd>X1204293883#ALMA_RB_06#BB_1#SW-01#FULL_RES_0</dd><dt><span>type :</span></dt><dd>spectral_coord</dd><dt><span>units :</span></dt><dd>Hz</dd></dl></div><div class='xr-var-data'><pre>array([2.161367e+11, 2.161387e+11, 2.161406e+11, 2.179697e+11, 2.179717e+11,\n",
       "       2.179736e+11, 2.295643e+11, 2.295646e+11, 2.295648e+11, 2.320078e+11,\n",
       "       2.320234e+11, 2.320390e+11])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>polarization</span></div><div class='xr-var-dims'>(polarization)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;XX&#x27; &#x27;YY&#x27;</div><input id='attrs-b9b075b5-f834-42a6-91de-0c92da685a4d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9b075b5-f834-42a6-91de-0c92da685a4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9b8c7e0-a71f-432e-8a74-3406419b46d2' class='xr-var-data-in' type='checkbox'><label for='data-f9b8c7e0-a71f-432e-8a74-3406419b46d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;XX&#x27;, &#x27;YY&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.53e+09 1.53e+09 ... 1.53e+09</div><input id='attrs-279f9356-6310-4ff0-986d-7352b3a3225b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-279f9356-6310-4ff0-986d-7352b3a3225b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa58f368-6c50-4a23-ab01-51938fc7fbb7' class='xr-var-data-in' type='checkbox'><label for='data-fa58f368-6c50-4a23-ab01-51938fc7fbb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>format :</span></dt><dd>unix</dd><dt><span>integration_time :</span></dt><dd>{&#x27;attrs&#x27;: {&#x27;type&#x27;: &#x27;quantity&#x27;, &#x27;units&#x27;: &#x27;s&#x27;}, &#x27;data&#x27;: 0.4, &#x27;dims&#x27;: []}</dd><dt><span>scale :</span></dt><dd>utc</dd><dt><span>type :</span></dt><dd>time</dd><dt><span>units :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>array([1.529668e+09, 1.529668e+09, 1.529668e+09, ..., 1.529672e+09,\n",
       "       1.529672e+09, 1.529672e+09], shape=(9099,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mount</span></div><div class='xr-var-dims'>(antenna_name)</div><div class='xr-var-dtype'>&lt;U6</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-9b46d2b2-4073-4c11-9640-b6b9d78dc199' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b46d2b2-4073-4c11-9640-b6b9d78dc199' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b722e49-ac6a-4598-8a9a-45e646805f9e' class='xr-var-data-in' type='checkbox'><label for='data-7b722e49-ac6a-4598-8a9a-45e646805f9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 48 B </td>\n",
       "                        <td> 48 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2,) </td>\n",
       "                        <td> (2,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 99 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> <U6 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"110\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
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       "\n",
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       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"60\" style=\"stroke-width:2\" />\n",
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       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>polarization_type</span></div><div class='xr-var-dims'>(antenna_name, receptor_label)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2, 2), meta=np.ndarray&gt;</div><input id='attrs-252ab920-f608-4f7a-8a89-9c027efe3b4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-252ab920-f608-4f7a-8a89-9c027efe3b4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7645100-b3ab-41c5-8c71-37c79a14e82f' class='xr-var-data-in' type='checkbox'><label for='data-a7645100-b3ab-41c5-8c71-37c79a14e82f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 16 B </td>\n",
       "                        <td> 16 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2, 2) </td>\n",
       "                        <td> (2, 2) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 99 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> <U1 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
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       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
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       "  <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
       "  <text x=\"140.000000\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,60.000000)\">2</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>station_name</span></div><div class='xr-var-dims'>(antenna_name)</div><div class='xr-var-dtype'>&lt;U4</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-af278a30-e5bc-46ab-8847-9879d14ae311' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af278a30-e5bc-46ab-8847-9879d14ae311' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a683f38-4156-425b-b821-92affcccff3f' class='xr-var-data-in' type='checkbox'><label for='data-0a683f38-4156-425b-b821-92affcccff3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 32 B </td>\n",
       "                        <td> 32 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2,) </td>\n",
       "                        <td> (2,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 99 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> <U4 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"110\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
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       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,60.0 0.0,60.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"80.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
       "  <text x=\"140.000000\" y=\"30.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,30.000000)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>telescope_name</span></div><div class='xr-var-dims'>(antenna_name)</div><div class='xr-var-dtype'>&lt;U4</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-c89f6719-bc39-44e6-85ad-f0e65d504187' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c89f6719-bc39-44e6-85ad-f0e65d504187' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fd04092-3744-4fdf-a8a6-5bbb5b77b275' class='xr-var-data-in' type='checkbox'><label for='data-2fd04092-3744-4fdf-a8a6-5bbb5b77b275' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 32 B </td>\n",
       "                        <td> 32 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2,) </td>\n",
       "                        <td> (2,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 99 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> <U4 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"110\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"60\" x2=\"120\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "\n",
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       "\n",
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       "  <text x=\"60.000000\" y=\"80.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
       "  <text x=\"140.000000\" y=\"30.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,30.000000)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-49b9d0de-09d0-4c6e-b8c9-f0760d9d2815' class='xr-section-summary-in' type='checkbox'  checked><label for='section-49b9d0de-09d0-4c6e-b8c9-f0760d9d2815' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ANTENNA_DISH_DIAMETER</span></div><div class='xr-var-dims'>(antenna_name)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2,), meta=np.ndarray&gt;</div><input id='attrs-acd409bb-6708-45a5-985c-8aca876d4708' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-acd409bb-6708-45a5-985c-8aca876d4708' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94d5f74b-fa3c-4ce8-8b2b-ca3cc7b7494e' class='xr-var-data-in' type='checkbox'><label for='data-94d5f74b-fa3c-4ce8-8b2b-ca3cc7b7494e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>type :</span></dt><dd>quantity</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 16 B </td>\n",
       "                        <td> 16 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2,) </td>\n",
       "                        <td> (2,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 61 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"110\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"60\" x2=\"120\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"60\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,60.0 0.0,60.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
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       "  <text x=\"60.000000\" y=\"80.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
       "  <text x=\"140.000000\" y=\"30.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,30.000000)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ANTENNA_POSITION</span></div><div class='xr-var-dims'>(antenna_name, cartesian_pos_label)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2, 3), meta=np.ndarray&gt;</div><input id='attrs-9269679f-22e3-4b6b-b192-ac18b1735d74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9269679f-22e3-4b6b-b192-ac18b1735d74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fac52c6-fe63-4a35-bfb9-ecf87010cdb5' class='xr-var-data-in' type='checkbox'><label for='data-4fac52c6-fe63-4a35-bfb9-ecf87010cdb5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinate_system :</span></dt><dd>geocentric</dd><dt><span>frame :</span></dt><dd>ITRS</dd><dt><span>origin_object_name :</span></dt><dd>earth</dd><dt><span>type :</span></dt><dd>location</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 48 B </td>\n",
       "                        <td> 48 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2, 3) </td>\n",
       "                        <td> (2, 3) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 61 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"130\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"80\" x2=\"120\" y2=\"80\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"80\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"80\" style=\"stroke-width:2\" />\n",
       "\n",
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       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,80.0 0.0,80.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
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       "  <text x=\"60.000000\" y=\"100.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >3</text>\n",
       "  <text x=\"140.000000\" y=\"40.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,40.000000)\">2</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ANTENNA_RECEPTOR_ANGLE</span></div><div class='xr-var-dims'>(antenna_name, receptor_label)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2, 2), meta=np.ndarray&gt;</div><input id='attrs-e650fe30-98dd-4124-9801-a9c97f7cb0d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e650fe30-98dd-4124-9801-a9c97f7cb0d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91e3d098-51a9-4eea-b9c9-622339e137e0' class='xr-var-data-in' type='checkbox'><label for='data-91e3d098-51a9-4eea-b9c9-622339e137e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>type :</span></dt><dd>quantity</dd><dt><span>units :</span></dt><dd>rad</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 32 B </td>\n",
       "                        <td> 32 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2, 2) </td>\n",
       "                        <td> (2, 2) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 61 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"120\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "\n",
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       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
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       "  <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2</text>\n",
       "  <text x=\"140.000000\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,60.000000)\">2</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-e477da02-e3af-4040-97f6-693b6d555d1d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e477da02-e3af-4040-97f6-693b6d555d1d' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>overall_telescope_name :</span></dt><dd>ALMA</dd><dt><span>relocatable_antennas :</span></dt><dd>True</dd><dt><span>type :</span></dt><dd>antenna</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 73kB\n",
       "Dimensions:                 (antenna_name: 2, cartesian_pos_label: 3,\n",
       "                             receptor_label: 2, frequency: 12, polarization: 2,\n",
       "                             time: 9099)\n",
       "Coordinates:\n",
       "  * antenna_name            (antenna_name) <U9 72B 'PM01_T703' 'PM02_T701'\n",
       "  * cartesian_pos_label     (cartesian_pos_label) <U1 12B 'x' 'y' 'z'\n",
       "  * receptor_label          (receptor_label) <U5 40B 'pol_0' 'pol_1'\n",
       "  * frequency               (frequency) float64 96B 2.161e+11 ... 2.32e+11\n",
       "  * polarization            (polarization) <U2 16B 'XX' 'YY'\n",
       "  * time                    (time) float64 73kB 1.53e+09 1.53e+09 ... 1.53e+09\n",
       "    mount                   (antenna_name) <U6 48B dask.array<chunksize=(2,), meta=np.ndarray>\n",
       "    polarization_type       (antenna_name, receptor_label) <U1 16B dask.array<chunksize=(2, 2), meta=np.ndarray>\n",
       "    station_name            (antenna_name) <U4 32B dask.array<chunksize=(2,), meta=np.ndarray>\n",
       "    telescope_name          (antenna_name) <U4 32B dask.array<chunksize=(2,), meta=np.ndarray>\n",
       "Data variables:\n",
       "    ANTENNA_DISH_DIAMETER   (antenna_name) float64 16B dask.array<chunksize=(2,), meta=np.ndarray>\n",
       "    ANTENNA_POSITION        (antenna_name, cartesian_pos_label) float64 48B dask.array<chunksize=(2, 3), meta=np.ndarray>\n",
       "    ANTENNA_RECEPTOR_ANGLE  (antenna_name, receptor_label) float64 32B dask.array<chunksize=(2, 2), meta=np.ndarray>\n",
       "Attributes:\n",
       "    overall_telescope_name:  ALMA\n",
       "    relocatable_antennas:    True\n",
       "    type:                    antenna"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ps_xdt.xr_ps.get_combined_antenna_xds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1d98327f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parallel Coordinates - Antenna Name:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style='margin-left: 0em;'><strong>data:</strong> ['PM01_T703' 'PM02_T701']</div><div style='margin-left: 0em;'><details><summary>data_chunks</summary><div style='margin-left: 1em;'><strong>0:</strong> ['PM01_T703']</div><div style='margin-left: 1em;'><strong>1:</strong> ['PM02_T701']</div></details></div><div style='margin-left: 0em;'><strong>data_chunks_edges:</strong> [np.str_('PM01_T703'), np.str_('PM01_T703'), np.str_('PM02_T701'), np.str_('PM02_T701')]</div><div style='margin-left: 0em;'><strong>dims:</strong> ('antenna_name',)</div><div style='margin-left: 0em;'><details><summary>attrs</summary></details></div>"
      ],
      "text/plain": [
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Node Task Data Mapping:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style='margin-left: 0em;'><details><summary>0</summary><div style='margin-left: 1em;'><strong>chunk_indices:</strong> (np.int64(0),)</div><div style='margin-left: 1em;'><strong>parallel_dims:</strong> ['antenna_name']</div><div style='margin-left: 1em;'><details><summary>data_selection</summary><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_00</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_01</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_02</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_03</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_04</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_05</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_06</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_07</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_08</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_09</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_10</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_11</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_12</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_13</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_14</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_15</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_16</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_17</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_18</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_19</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div></details></div><div style='margin-left: 1em;'><details><summary>task_coords</summary><div style='margin-left: 2em;'><details><summary>antenna_name</summary><div style='margin-left: 3em;'><strong>data:</strong> ['PM01_T703']</div><div style='margin-left: 3em;'><strong>dims:</strong> ('antenna_name',)</div><div style='margin-left: 3em;'><details><summary>attrs</summary></details></div></details></div></details></div></details></div><div style='margin-left: 0em;'><details><summary>1</summary><div style='margin-left: 1em;'><strong>chunk_indices:</strong> (np.int64(1),)</div><div style='margin-left: 1em;'><strong>parallel_dims:</strong> ['antenna_name']</div><div style='margin-left: 1em;'><details><summary>data_selection</summary><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_00</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_01</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_02</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_03</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_04</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_05</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_06</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_07</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_08</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_09</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_10</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_11</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_12</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_13</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_14</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_15</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_16</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_17</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_18</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 2em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_19</summary><div style='margin-left: 3em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div></details></div><div style='margin-left: 1em;'><details><summary>task_coords</summary><div style='margin-left: 2em;'><details><summary>antenna_name</summary><div style='margin-left: 3em;'><strong>data:</strong> ['PM02_T701']</div><div style='margin-left: 3em;'><strong>dims:</strong> ('antenna_name',)</div><div style='margin-left: 3em;'><details><summary>attrs</summary></details></div></details></div></details></div></details></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from graphviper.graph_tools.coordinate_utils import (\n",
    "    interpolate_data_coords_onto_parallel_coords, make_parallel_coord\n",
    ")\n",
    "\n",
    "from graphviper.graph_tools.coordinate_utils import make_frequency_coord\n",
    "\n",
    "from toolviper.utils.display import dict_to_html\n",
    "from IPython.display import HTML, display\n",
    "\n",
    "\n",
    "parallel_coords ={}\n",
    "coord = ps_xdt.xr_ps.get_combined_antenna_xds().antenna_name\n",
    "n_chunks = len(coord)\n",
    "parallel_coords[\"antenna_name\"] = make_parallel_coord(coord=coord, n_chunks=n_chunks)\n",
    "print(\"Parallel Coordinates - Antenna Name:\")\n",
    "display(HTML(dict_to_html(parallel_coords[\"antenna_name\"])))\n",
    "\n",
    "node_task_data_mapping = interpolate_data_coords_onto_parallel_coords(\n",
    "    parallel_coords, ps_xdt\n",
    ")\n",
    "\n",
    "print(\"Node Task Data Mapping:\")\n",
    "display(HTML(dict_to_html(node_task_data_mapping)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "923e5b97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask\n",
    "from graphviper.graph_tools.map import map\n",
    "from graphviper.graph_tools.generate_dask_workflow import generate_dask_workflow\n",
    "\n",
    "from toolviper.utils.display import dict_to_html\n",
    "\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "\n",
    "def my_func(input_params):\n",
    "    display(HTML(dict_to_html(input_params)))\n",
    "\n",
    "    print(\"*\" * 30)\n",
    "    return input_params[\"test_input\"]\n",
    "\n",
    "\n",
    "input_params = {}\n",
    "input_params[\"test_input\"] = 42\n",
    "\n",
    "viper_graph = map(\n",
    "    input_data=ps_xdt,\n",
    "    node_task_data_mapping=node_task_data_mapping,\n",
    "    node_task=my_func,\n",
    "    input_params=input_params,\n",
    ")\n",
    "\n",
    "dask_graph = generate_dask_workflow(viper_graph)\n",
    "dask.visualize(dask_graph, filename=\"map_graph\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "338ebb73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style='margin-left: 0em;'><strong>test_input:</strong> 42</div><div style='margin-left: 0em;'><strong>chunk_indices:</strong> (np.int64(0),)</div><div style='margin-left: 0em;'><strong>parallel_dims:</strong> ['antenna_name']</div><div style='margin-left: 0em;'><details><summary>data_selection</summary><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_00</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_01</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_02</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_03</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_04</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_05</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_06</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_07</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_08</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_09</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_10</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_11</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_12</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_13</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_14</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_15</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_16</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_17</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_18</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_19</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(0), np.int64(1), None)</div></details></div></details></div><div style='margin-left: 0em;'><details><summary>task_coords</summary><div style='margin-left: 1em;'><details><summary>antenna_name</summary><div style='margin-left: 2em;'><strong>data:</strong> ['PM01_T703']</div><div style='margin-left: 2em;'><strong>dims:</strong> ('antenna_name',)</div><div style='margin-left: 2em;'><details><summary>attrs</summary></details></div></details></div></details></div><div style='margin-left: 0em;'><strong>task_id:</strong> 0</div><div style='margin-left: 0em;'><strong>input_data:</strong> None</div><div style='margin-left: 0em;'><strong>date_time:</strong> None</div>"
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     "output_type": "stream",
     "text": [
      "******************************\n"
     ]
    },
    {
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       "<div style='margin-left: 0em;'><strong>test_input:</strong> 42</div><div style='margin-left: 0em;'><strong>chunk_indices:</strong> (np.int64(1),)</div><div style='margin-left: 0em;'><strong>parallel_dims:</strong> ['antenna_name']</div><div style='margin-left: 0em;'><details><summary>data_selection</summary><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_00</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_01</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_02</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_03</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_04</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_05</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_06</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_07</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_08</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_09</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_10</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_11</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_12</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_13</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_14</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_15</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_16</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_17</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_18</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div><div style='margin-left: 1em;'><details><summary>uid___A002_Xced5df_Xf9d9.small_19</summary><div style='margin-left: 2em;'><strong>antenna_name:</strong> slice(np.int64(1), np.int64(2), None)</div></details></div></details></div><div style='margin-left: 0em;'><details><summary>task_coords</summary><div style='margin-left: 1em;'><details><summary>antenna_name</summary><div style='margin-left: 2em;'><strong>data:</strong> ['PM02_T701']</div><div style='margin-left: 2em;'><strong>dims:</strong> ('antenna_name',)</div><div style='margin-left: 2em;'><details><summary>attrs</summary></details></div></details></div></details></div><div style='margin-left: 0em;'><strong>task_id:</strong> 1</div><div style='margin-left: 0em;'><strong>input_data:</strong> None</div><div style='margin-left: 0em;'><strong>date_time:</strong> None</div>"
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     "output_type": "stream",
     "text": [
      "******************************\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([42, 42],)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dask.compute(dask_graph)"
   ]
  }
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