From 4c93610727b52a91e8cbc7fd4532bb2453a32939 Mon Sep 17 00:00:00 2001 From: jrhosk Date: Tue, 10 Mar 2026 15:53:02 +0900 Subject: [PATCH 1/3] Removed deprecated notebooks. Update some of the remaining notebooks. --- docs/airflow_tutorial.ipynb | 296 +----- docs/client_tutorial.ipynb | 902 ------------------ docs/download_example.ipynb | 557 ----------- docs/graph_building_tutorial.ipynb | 793 +++------------ docs/graph_building_tutorial_image.ipynb | 345 ++++--- .../toolviper-logger-formatting-example.ipynb | 422 -------- 6 files changed, 358 insertions(+), 2957 deletions(-) delete mode 100644 docs/client_tutorial.ipynb delete mode 100644 docs/download_example.ipynb delete mode 100644 docs/toolviper-logger-formatting-example.ipynb diff --git a/docs/airflow_tutorial.ipynb b/docs/airflow_tutorial.ipynb index 0071f90..c4089f1 100644 --- a/docs/airflow_tutorial.ipynb +++ b/docs/airflow_tutorial.ipynb @@ -33,103 +33,20 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/jsteeb\n" - ] - } - ], "source": [ "import os\n", "#dags_folder = \"/Users/jsteeb/Dropbox/graphviper/docs/airflow_dags\"\n", "dags_folder = \"~\"\n", "dags_folder = os.path.expanduser(dags_folder)\n", "print(dags_folder)" - ] + ], + "outputs": [], + "execution_count": null }, { "cell_type": "code", - "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[\u001b[38;2;128;05;128m2025-10-07 10:42:23,368\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/Dropbox/toolviper/src/toolviper\u001b[0m \n", - "[\u001b[38;2;128;05;128m2025-10-07 10:42:23,370\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": [ - "
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-       "  Antennae_North.cal.lsrk.split.ms  \n",
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-      ],
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-     },
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-    },
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-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2025-10-07 10:42:24,419\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'] \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:42:24,421\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Number of partitions: 4 \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:42:24,421\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 [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [9, 17, 21, 25], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:42:24,613\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [1], DDI [0], STATE [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [26, 34, 38, 42], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:42:24,761\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [2], DDI [0], STATE [32, 33, 34], FIELD [0, 1, 2], SCAN [43], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:42:24,909\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [3], DDI [0], STATE [39, 40, 41, 46, 47, 48, 49, 50, 53], FIELD [0, 1, 2], SCAN [48, 56, 60, 64], EPHEMERIS [None] \n"
-     ]
-    }
-   ],
    "source": [
     "from toolviper.utils.data import download\n",
     "\n",
@@ -149,192 +66,13 @@
     "    persistence_mode=\"w\",\n",
     "    main_chunksize=chunks_on_disk,\n",
     ")"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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namescan_intentsshapeexecution_block_UIDpolarizationscan_namespw_namespw_intentsfield_namesource_nameline_namefield_coordssession_reference_UIDscheduling_block_UIDproject_UIDstart_frequencyend_frequency
0Antennae_North.cal.lsrk.split_0[OBSERVE_TARGET#ON_SOURCE](50, 45, 8, 2)uid://A002/X1ff7b0/Xb[XX, YY][17, 21, 25, 9]spw_0UNSPECIFIED[NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2][NGC4038 - Antennae North_0][]Multi-Phase-Center---uid://A002/X1fd4e7/X64dT.B.D.3.439281e+113.440067e+11
1Antennae_North.cal.lsrk.split_1[OBSERVE_TARGET#ON_SOURCE](50, 55, 8, 2)uid://A002/X207fe4/X3a[XX, YY][26, 34, 38, 42]spw_0UNSPECIFIED[NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2][NGC4038 - Antennae North_0][]Multi-Phase-Center---uid://A002/X1fd4e7/X64dT.B.D.3.439281e+113.440067e+11
2Antennae_North.cal.lsrk.split_2[OBSERVE_TARGET#ON_SOURCE](15, 55, 8, 2)uid://A002/X207fe4/X3b9[XX, YY][43]spw_0UNSPECIFIED[NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2][NGC4038 - Antennae North_0][]Multi-Phase-Center---uid://A002/X1fd4e7/X64dT.B.D.3.439281e+113.440067e+11
3Antennae_North.cal.lsrk.split_3[OBSERVE_TARGET#ON_SOURCE, CALIBRATE_WVR#ON_SOURCE](50, 77, 8, 2)uid://A002/X2181fb/X49[XX, YY][48, 56, 60, 64]spw_0UNSPECIFIED[NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2][NGC4038 - Antennae North_0][]Multi-Phase-Center---uid://A002/X1fd4e7/X64dT.B.D.3.439281e+113.440067e+11
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-      ],
-      "text/plain": [
-       "                              name  \\\n",
-       "0  Antennae_North.cal.lsrk.split_0   \n",
-       "1  Antennae_North.cal.lsrk.split_1   \n",
-       "2  Antennae_North.cal.lsrk.split_2   \n",
-       "3  Antennae_North.cal.lsrk.split_3   \n",
-       "\n",
-       "                                          scan_intents           shape  \\\n",
-       "0                           [OBSERVE_TARGET#ON_SOURCE]  (50, 45, 8, 2)   \n",
-       "1                           [OBSERVE_TARGET#ON_SOURCE]  (50, 55, 8, 2)   \n",
-       "2                           [OBSERVE_TARGET#ON_SOURCE]  (15, 55, 8, 2)   \n",
-       "3  [OBSERVE_TARGET#ON_SOURCE, CALIBRATE_WVR#ON_SOURCE]  (50, 77, 8, 2)   \n",
-       "\n",
-       "       execution_block_UID polarization         scan_name spw_name  \\\n",
-       "0    uid://A002/X1ff7b0/Xb     [XX, YY]   [17, 21, 25, 9]    spw_0   \n",
-       "1   uid://A002/X207fe4/X3a     [XX, YY]  [26, 34, 38, 42]    spw_0   \n",
-       "2  uid://A002/X207fe4/X3b9     [XX, YY]              [43]    spw_0   \n",
-       "3   uid://A002/X2181fb/X49     [XX, YY]  [48, 56, 60, 64]    spw_0   \n",
-       "\n",
-       "   spw_intents  \\\n",
-       "0  UNSPECIFIED   \n",
-       "1  UNSPECIFIED   \n",
-       "2  UNSPECIFIED   \n",
-       "3  UNSPECIFIED   \n",
-       "\n",
-       "                                                                             field_name  \\\n",
-       "0  [NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2]   \n",
-       "1  [NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2]   \n",
-       "2  [NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2]   \n",
-       "3  [NGC4038 - Antennae North_0, NGC4038 - Antennae North_1, NGC4038 - Antennae North_2]   \n",
-       "\n",
-       "                    source_name line_name        field_coords  \\\n",
-       "0  [NGC4038 - Antennae North_0]        []  Multi-Phase-Center   \n",
-       "1  [NGC4038 - Antennae North_0]        []  Multi-Phase-Center   \n",
-       "2  [NGC4038 - Antennae North_0]        []  Multi-Phase-Center   \n",
-       "3  [NGC4038 - Antennae North_0]        []  Multi-Phase-Center   \n",
-       "\n",
-       "  session_reference_UID     scheduling_block_UID project_UID  start_frequency  \\\n",
-       "0                   ---  uid://A002/X1fd4e7/X64d      T.B.D.     3.439281e+11   \n",
-       "1                   ---  uid://A002/X1fd4e7/X64d      T.B.D.     3.439281e+11   \n",
-       "2                   ---  uid://A002/X1fd4e7/X64d      T.B.D.     3.439281e+11   \n",
-       "3                   ---  uid://A002/X1fd4e7/X64d      T.B.D.     3.439281e+11   \n",
-       "\n",
-       "   end_frequency  \n",
-       "0   3.440067e+11  \n",
-       "1   3.440067e+11  \n",
-       "2   3.440067e+11  \n",
-       "3   3.440067e+11  "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
    "source": [
     "from toolviper.utils.data import download\n",
     "\n",
@@ -352,21 +90,13 @@
     "    scan_intents=intents,\n",
     ")\n",
     "display(ps.xr_ps.summary())"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'map': {'node_task': , 'input_params': [{'test_input': 42, 'chunk_indices': (np.int64(0),), 'parallel_dims': ['frequency'], 'data_selection': {'Antennae_North.cal.lsrk.split_0': {'frequency': slice(np.int64(0), np.int64(3), None)}, 'Antennae_North.cal.lsrk.split_1': {'frequency': slice(np.int64(0), np.int64(3), None)}, 'Antennae_North.cal.lsrk.split_2': {'frequency': slice(np.int64(0), np.int64(3), None)}, 'Antennae_North.cal.lsrk.split_3': {'frequency': slice(np.int64(0), np.int64(3), None)}}, 'task_coords': {'frequency': {'data': array([3.43928097e+11, 3.43939328e+11, 3.43950560e+11]), 'dims': 'frequency', 'attrs': {'units': 'Hz', 'type': 'spectral_coord', 'velocity_frame': 'lsrk'}}}, 'task_id': 0, 'input_data': None, 'date_time': None}, {'test_input': 42, 'chunk_indices': (np.int64(1),), 'parallel_dims': ['frequency'], 'data_selection': {'Antennae_North.cal.lsrk.split_0': {'frequency': slice(np.int64(3), np.int64(6), None)}, 'Antennae_North.cal.lsrk.split_1': {'frequency': slice(np.int64(3), np.int64(6), None)}, 'Antennae_North.cal.lsrk.split_2': {'frequency': slice(np.int64(3), np.int64(6), None)}, 'Antennae_North.cal.lsrk.split_3': {'frequency': slice(np.int64(3), np.int64(6), None)}}, 'task_coords': {'frequency': {'data': array([3.43961791e+11, 3.43973023e+11, 3.43984254e+11]), 'dims': 'frequency', 'attrs': {'units': 'Hz', 'type': 'spectral_coord', 'velocity_frame': 'lsrk'}}}, 'task_id': 1, 'input_data': None, 'date_time': None}, {'test_input': 42, 'chunk_indices': (np.int64(2),), 'parallel_dims': ['frequency'], 'data_selection': {'Antennae_North.cal.lsrk.split_0': {'frequency': slice(np.int64(6), np.int64(8), None)}, 'Antennae_North.cal.lsrk.split_1': {'frequency': slice(np.int64(6), np.int64(8), None)}, 'Antennae_North.cal.lsrk.split_2': {'frequency': slice(np.int64(6), np.int64(8), None)}, 'Antennae_North.cal.lsrk.split_3': {'frequency': slice(np.int64(6), np.int64(8), None)}}, 'task_coords': {'frequency': {'data': array([3.43995486e+11, 3.44006717e+11]), 'dims': 'frequency', 'attrs': {'units': 'Hz', 'type': 'spectral_coord', 'velocity_frame': 'lsrk'}}}, 'task_id': 2, 'input_data': None, 'date_time': None}]}, 'reduce': {'mode': 'single_node', 'node_task': , 'input_params': {'test_input': 5}}}\n"
-     ]
-    }
-   ],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 2\n",
@@ -453,14 +183,16 @@
     "\n",
     "generate_airflow_workflow(viper_graph,filename=os.path.join(dags_folder,'map_reduce_4.py'),dag_name='map_reduce_4')\n",
     "\n"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "metadata": {},
+   "source": [],
    "outputs": [],
-   "source": []
+   "execution_count": null
   }
  ],
  "metadata": {
diff --git a/docs/client_tutorial.ipynb b/docs/client_tutorial.ipynb
deleted file mode 100644
index 7d6b091..0000000
--- a/docs/client_tutorial.ipynb
+++ /dev/null
@@ -1,902 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "ee62edf6-8a86-486a-aa81-61a8289146b1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import toolviper\n",
-    "from toolviper.dask import menrva\n",
-    "from toolviper.dask.client import local_client\n",
-    "\n",
-    "from xradio.measurement_set import convert_msv2_to_processing_set"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "ad746bbe-5e1b-442b-bba7-e706b845d95f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!rm -rf Antennae_North.cal.lsrk.split.vis.zarr"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "070929df-e262-4d47-a3b1-c915bc0d58ad",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:12,677\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": [
-       "
                                    \n",
-       "  Download List                     \n",
-       " ────────────────────────────────── \n",
-       "  Antennae_North.cal.lsrk.split.ms  \n",
-       "                                    \n",
-       "
\n"
-      ],
-      "text/plain": [
-       "                                    \n",
-       " \u001b[1m \u001b[0m\u001b[1mDownload List                   \u001b[0m\u001b[1m \u001b[0m \n",
-       " ────────────────────────────────── \n",
-       "  \u001b[35mAntennae_North.cal.lsrk.split.ms\u001b[0m  \n",
-       "                                    \n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:12,685\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m File exists: Antennae_North.cal.lsrk.split.ms \n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "503ba3deb9974298b50649e12d929d39",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "toolviper.utils.data.download(file=\"Antennae_North.cal.lsrk.split.ms\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "5a1ed235-79df-4a7e-9798-7614efcd41de",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def main():\n",
-    "    chunks_on_disk = {\n",
-    "        \"frequency\": 3\n",
-    "    }\n",
-    "\n",
-    "    input_file = \"Antennae_North.cal.lsrk.split.ms\"\n",
-    "    output_file = \"Antennae_North.cal.lsrk.split.ps.zarr\"\n",
-    "\n",
-    "    convert_msv2_to_processing_set(\n",
-    "        in_file=input_file,\n",
-    "        out_file=output_file,\n",
-    "        \n",
-    "        parallel_mode=\"None\",\n",
-    "        persistence_mode=\"w\",\n",
-    "        main_chunksize=chunks_on_disk,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "0ee2e155-b0d8-41c6-a81e-bf59fe581991",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "log_params = {\n",
-    "    \"logger_name\": \"main-logger\",\n",
-    "    \"log_level\": \"INFO\",\n",
-    "    \"log_to_term\": True,\n",
-    "    \"log_to_file\": False,\n",
-    "}\n",
-    "\n",
-    "worker_log_params = {\n",
-    "    \"logger_name\": \"worker-logger\",\n",
-    "    \"log_level\": \"INFO\",\n",
-    "    \"log_to_term\": True,\n",
-    "    \"log_to_file\": False,\n",
-    "    \"log_file\": None,\n",
-    "}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "1e9b47f9-9d8e-4022-b763-74eb6a590071",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
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-     "text": [
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:12,804\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 10:14:12,826\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 10:14:13,727\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Client  \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:13,805\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m `parallel_mode` None not recognosed. Defauling to 'none'. \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:13,834\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'] \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:13,836\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Number of partitions: 4 \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:13,837\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 [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [9, 17, 21, 25], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:14,033\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [1], DDI [0], STATE [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [26, 34, 38, 42], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:14,196\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [2], DDI [0], STATE [32, 33, 34], FIELD [0, 1, 2], SCAN [43], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2026-01-22 10:14:14,429\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m OBSERVATION_ID [3], DDI [0], STATE [39, 40, 41, 46, 47, 48, 49, 50, 53], FIELD [0, 1, 2], SCAN [48, 56, 60, 64], EPHEMERIS [None] \n"
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-   "source": [
-    "client = local_client(\n",
-    "    cores=2,\n",
-    "    memory_limit=\"8GB\",\n",
-    "    log_params=log_params,\n",
-    "    worker_log_params=worker_log_params,\n",
-    "    serial_execution=False,\n",
-    ")\n",
-    "\n",
-    "main()"
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-    "### Client | Cluster | Thread Information\n",
-    "An instance of the Client or Cluster, if they exist, can be retrieved using the client module. These helper functions \n",
-    "are useful in determining the current Dask client status. It can be useful to check the cluster status becuase sometimes \n",
-    "even if the client is closed out the cluster instance will persist and multiple ports can be opened if a new client is \n",
-    "not opened correctly."
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-       "                    \n",
-       "                    \n",
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-       "                        \n",
-       "                    \n",
-       "                    \n",
-       "                        \n",
-       "                        \n",
-       "                    \n",
-       "                    \n",
-       "                        \n",
-       "                        \n",
-       "                    \n",
-       "                    \n",
-       "\n",
-       "                
\n",
-       "                            Comm:  tcp://127.0.0.1:53473\n",
-       "                        \n",
-       "                            Total threads:  1\n",
-       "                        
\n",
-       "                            Dashboard:  http://127.0.0.1:53474/status\n",
-       "                        \n",
-       "                            Memory:  7.45 GiB\n",
-       "                        
\n",
-       "                            Nanny:  tcp://127.0.0.1:53470\n",
-       "                        
\n",
-       "                            Local directory:  /var/folders/b7/dx896v1x4yjb9v6rvs_n2hs00000gp/T/dask-scratch-space/worker-7cbgdxxl\n",
-       "                        
\n",
-       "                            Tasks executing:  \n",
-       "                        \n",
-       "                            Tasks in memory:  \n",
-       "                        
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-       "                            Tasks ready:  \n",
-       "                        \n",
-       "                            Tasks in flight: \n",
-       "                        
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-       "                            CPU usage: 0.0%\n",
-       "                        \n",
-       "                            Last seen:  Just now\n",
-       "                        
\n",
-       "                            Memory usage:  67.72 MiB\n",
-       "                        \n",
-       "                            Spilled bytes:  0 B\n",
-       "                        
\n",
-       "                            Read bytes:  0.0 B\n",
-       "                        \n",
-       "                            Write bytes:  0.0 B\n",
-       "                        
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-       "            
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-       "            
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-       "        
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-       "        \n",
-       "\n",
-       "    
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-       "
\n",
-       "\n",
-       "        
\n",
-       "    
\n",
-       "
"
-      ],
-      "text/plain": [
-       "LocalCluster(7c8bc62d, 'tcp://127.0.0.1:53465', workers=2, threads=2, memory=14.90 GiB)"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "toolviper.dask.client.get_cluster()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c3bb1a28-1fcd-4626-905a-2ee4adc8a6d6",
-   "metadata": {},
-   "source": [
-    "There are two ways to get information about the client thread info. If a client instance exists, within the code block the user can simply run the `.thread_info()` method available from the client class. If the user is not usre if a client already exists or was instantiated in another code block, a helper method is available to get the thread info for the client. If a client instance does not exist, an estimation of the available local system resource is returned."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "9d9199ca-a46c-46b4-ac0f-891e1aef55e0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'n_threads': 2, 'memory_per_thread': 7.450580596923828}"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "client.thread_info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "e3f0404c-6055-4c7a-a90b-2f5daa073b00",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'n_threads': 2, 'memory_per_thread': 7.450580596923828}"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "toolviper.dask.client.get_thread_info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f86ffa02-bf56-4d19-a192-9a51e8368d56",
-   "metadata": {},
-   "source": [
-    "The client instance should shutdown once the python kernel is reset or the code runtime is finished, however if the user would like or needs to shutdown the client instance, they can call the `.shutdown()` method. Calling the client instance again the user should no longer see the html output showing the client information."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "7ae09dc1-1c3e-43d2-945c-ccd645b12953",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "client.shutdown()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "20f62ef9-84ee-4617-aedb-cdb486f366fe",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "client"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "timg",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.13.7"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/docs/download_example.ipynb b/docs/download_example.ipynb
deleted file mode 100644
index 7812692..0000000
--- a/docs/download_example.ipynb
+++ /dev/null
@@ -1,557 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "5d86886d-fa1d-4c53-8c07-cf0ee1378211",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import toolviper"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "01bc8397-af47-48df-8391-733bba286588",
-   "metadata": {},
-   "source": [
-    "## Getting download metadata version\n",
-    "#### This will retireve the current file download metadata version; if the file is not found it will attempt to update to the most recent version."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "16a174c2-5d8a-4cfc-a423-a1541adcaf21",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2025-10-07 10:34:30,387\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m None \n"
-     ]
-    }
-   ],
-   "source": [
-    "toolviper.utils.data.version()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fe18a0d9-bd21-4ce5-91fd-6348e5f1369e",
-   "metadata": {},
-   "source": [
-    "### Manually update metdata info."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "deeee662-94d9-44a0-95e7-f062f55223ca",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2025-10-07 10:34:30,391\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m Updating file metadata information ...  \n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "256faab66daa4b4f9fa84c20f910b0b5",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "toolviper.utils.data.update()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0351dda7-7559-449d-9ebb-c853beb0861e",
-   "metadata": {},
-   "source": [
-    "## Getting available downloadable file in a python list.\n",
-    "#### This will return an unordered list of the available file on the remote dropbox in a python list. This can be used as an input to thie download function as well."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "2912a5ae-7a4b-42f3-a633-cbe5ecaffc74",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['ea25_cal_small_before_fixed.split.ms',\n",
-       " 'ea25_cal_small_after_fixed.split.ms',\n",
-       " 'J1924-2914.ms.calibrated.split.SPW3',\n",
-       " 'extract_holog_verification.json',\n",
-       " 'holog_numerical_verification.json',\n",
-       " 'locit-input-pha.cal',\n",
-       " 'panel_cutoff_mask',\n",
-       " 'heuristic_model',\n",
-       " 'panel-input-data',\n",
-       " 'AA2-Mid-sim_00000.ms',\n",
-       " 'Antennae_M8.img.zarr',\n",
-       " 'Antennae_North.cal.lsrk.ms',\n",
-       " 'Antennae_North.cal.lsrk.split.ms',\n",
-       " 'complex_valued_uv.im',\n",
-       " 'demo_simulated.im',\n",
-       " 'no_mask.im',\n",
-       " 'small_lofar.ms',\n",
-       " 'small_meerkat.ms',\n",
-       " 'global_vlbi_gg084b_reduced.ms',\n",
-       " 'VLBA_TL016B_split_lsrk.ms',\n",
-       " 'ngEHT_E17A10.0.bin0000.source0000_split_lsrk.ms',\n",
-       " 'venus_ephem_test.ms',\n",
-       " 'sdimaging.ms',\n",
-       " 'ALMA_uid___A002_X1003af4_X75a3.split.avg.ms',\n",
-       " 'VLASS3.2.sb45755730.eb46170641.60480.16266136574.split.v6.ms',\n",
-       " 'feather_sim_vla_c1_pI.im',\n",
-       " 'feather_sim_sd_c1_pI.im',\n",
-       " 'Antennae_fld1_casa_lsrk.ps.zarr',\n",
-       " 'Antennae_fld1_topo.ps.zarr',\n",
-       " 'Antennae_North.cal.lsrk.split.ps.zarr',\n",
-       " 'Antennae_North.cal.lsrk.ps.zarr',\n",
-       " 'feather_model_convolved',\n",
-       " 'feather.im',\n",
-       " 'int.zarr',\n",
-       " 'sd.zarr',\n",
-       " 'ska_low_sim_18s.ms',\n",
-       " 'VLBA_TL016B_split.ms',\n",
-       " 'ngEHT_E17A10.0.bin0000.source0000_split.ms',\n",
-       " 'uid___A002_X1015532_X1926f.small.ms',\n",
-       " 'uid___A002_Xae00c5_X2e6b.small.ms',\n",
-       " 'uid___A002_Xced5df_Xf9d9.small.ms',\n",
-       " 'uid___A002_Xe3a5fd_Xe38e.small.ms',\n",
-       " 'SNR_G55_10s.split.ms',\n",
-       " '59749_bp_8beams_pattern.ms',\n",
-       " '59750_altaz_2settings.ms',\n",
-       " '59754_altaz_2weights_0.ms',\n",
-       " '59754_altaz_2weights_15.ms',\n",
-       " '59755_eq_interleave_0.ms',\n",
-       " '59755_eq_interleave_15.ms',\n",
-       " 'gmrt.ms',\n",
-       " 'checksum.hash',\n",
-       " 'refim_point_im_casa_hogbom_cleaned.residual',\n",
-       " '3c286_Band6_5chans_lsrk_compare_weights.ps.zarr',\n",
-       " 'twhya_selfcal_5chans_lsrk_compare_weights.ps.zarr',\n",
-       " 'twhya_selfcal_5chans_lsrk_xx_compare_weights.ps.zarr',\n",
-       " 'twhya_selfcal_11chans_lsrk_robust_0.5_niter_0.psf',\n",
-       " 'casa_hogbom_deconv.residual',\n",
-       " 'test_hogbom_multisrc.psf',\n",
-       " 'test_hogbom_multisrc.residual',\n",
-       " 'refim_point_im.psf',\n",
-       " 'refim_point_im.residual']"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "files = toolviper.utils.data.get_files()\n",
-    "files"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "28c8b343-3a05-4217-a581-e51c7db95d02",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2025-10-07 10:34:30,714\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/Dropbox/toolviper/src/toolviper\u001b[0m \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:34:30,716\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": [
-       "
                                        \n",
-       "  Download List                         \n",
-       " ────────────────────────────────────── \n",
-       "  ea25_cal_small_before_fixed.split.ms  \n",
-       "  ea25_cal_small_after_fixed.split.ms   \n",
-       "                                        \n",
-       "
\n"
-      ],
-      "text/plain": [
-       "                                        \n",
-       " \u001b[1m \u001b[0m\u001b[1mDownload List                       \u001b[0m\u001b[1m \u001b[0m \n",
-       " ────────────────────────────────────── \n",
-       "  \u001b[35mea25_cal_small_before_fixed.split.ms\u001b[0m  \n",
-       "  \u001b[35mea25_cal_small_after_fixed.split.ms\u001b[0m   \n",
-       "                                        \n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2025-10-07 10:34:30,718\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m File exists: data/ea25_cal_small_before_fixed.split.ms \n",
-      "[\u001b[38;2;128;05;128m2025-10-07 10:34:30,719\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m    viperlog: \u001b[0m File exists: data/ea25_cal_small_after_fixed.split.ms \n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ae877fb0ac174abe95f3c8003c668269",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "toolviper.utils.data.download(file=files[:2], folder=\"data\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fdf5ec65-a98b-412b-b5c6-3b4bb23e8312",
-   "metadata": {},
-   "source": [
-    "## Getting available files and metadata in table form."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "2439445a-d7fe-4bea-bc43-6edb131447cc",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃ file                                    ┃ dtype          ┃ telescope   ┃ size      ┃ mode                       ┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│ ea25_cal_small_before_fixed.split.ms    │ CASA MS v2     │ VLA         │ 150170225 │ Holography                 │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ ea25_cal_small_after_fixed.split.ms     │ CASA MS v2     │ VLA         │ 150031008 │ Holography                 │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ J1924-2914.ms.calibrated.split.SPW3     │ CASA MS v2     │ ALMA        │ 35000000  │ Holography                 │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ extract_holog_verification.json         │ json           │ na          │ 967       │ na                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ holog_numerical_verification.json       │ json           │ na          │ 1033      │ na                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ locit-input-pha.cal                     │ CASA Cal Table │ VLA         │ 92293     │ antenna location cal table │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ panel_cutoff_mask                       │ npy            │ na          │ 27150     │ na                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ heuristic_model                         │ bin            │ na          │ 556       │ na                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ panel-input-data                        │ na             │ na          │ 402916    │ na                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ AA2-Mid-sim_00000.ms                    │ CASA MS v2     │ SKA Mid     │ 14710912  │ Simulated Interferometer   │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_M8.img.zarr                    │ zarr           │ ALMA        │ 12626417  │ Interferometer Mosaic      │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_North.cal.lsrk.ms              │ CASA MS v2     │ ALMA        │ 189716793 │ Interferometer Mosaic      │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_North.cal.lsrk.split.ms        │ CASA MS v2     │ ALMA        │ 1560578   │ Interferometer Mosaic      │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ complex_valued_uv.im                    │ image          │ Simulated   │ 562110    │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ demo_simulated.im                       │ image          │ Simulated   │ 15321745  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ no_mask.im                              │ image          │ Simulated   │ 4252      │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ small_lofar.ms                          │ CASA MS v2     │ LOFAR       │ 10091260  │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ small_meerkat.ms                        │ CASA MS v2     │ MeerKAT     │ 2392258   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ global_vlbi_gg084b_reduced.ms           │ CASA MS v2     │ GLOBAL VLBI │ 15701018  │ VLBI                       │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ VLBA_TL016B_split_lsrk.ms               │ CASA MS v2     │ VLBA        │ 9399847   │ VLBI                       │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ ngEHT_E17A10.0.bin0000.source0000_spli… │ CASA MS v2     │ ngEHT       │ 11082603  │ Simulated Interferometer   │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ venus_ephem_test.ms                     │ CASA MS v2     │ ALMA        │ 16758430  │ Interferometer Ephemeris   │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ sdimaging.ms                            │ CASA MS v2     │ ALMA        │ 29718841  │ Single Dish                │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ ALMA_uid___A002_X1003af4_X75a3.split.a… │ CASA MS v2     │ ALMA        │ 29593547  │ Interferometer Ephemeris   │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ VLASS3.2.sb45755730.eb46170641.60480.1… │ CASA MS v2     │ VLA         │ 69019704  │ Interferometer Ephemeris   │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ feather_sim_vla_c1_pI.im                │ image          │ Simulated   │ 62246951  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ feather_sim_sd_c1_pI.im                 │ image          │ Simulated   │ 67218042  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_fld1_casa_lsrk.ps.zarr         │ Msv4           │ ALMA        │ 9314803   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_fld1_topo.ps.zarr              │ Msv4           │ ALMA        │ 9867649   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_North.cal.lsrk.split.ps.zarr   │ Msv4           │ ALMA        │ 3430000   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ Antennae_North.cal.lsrk.ps.zarr         │ Msv4           │ ALMA        │ 2040000   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ feather_model_convolved                 │ Model          │             │ 61364929  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ feather.im                              │ CASA Image     │             │ 67150892  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ int.zarr                                │ Zarr Image     │             │ 65512355  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ sd.zarr                                 │ Zarr Image     │             │ 67150892  │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ ska_low_sim_18s.ms                      │ CASA MS v2     │ SKA Low     │ 8866100   │ Simulated                  │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ VLBA_TL016B_split.ms                    │ CASA MS v2     │ VLBA        │ 9402465   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ ngEHT_E17A10.0.bin0000.source0000_spli… │ CASA MS v2     │ ngEHT       │ 11099488  │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ uid___A002_X1015532_X1926f.small.ms     │ CASA MS v2     │ ALMA        │ 6299859   │ Single Dish                │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ uid___A002_Xae00c5_X2e6b.small.ms       │ CASA MS v2     │ ALMA        │ 7351298   │ Single Dish                │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ uid___A002_Xced5df_Xf9d9.small.ms       │ CASA MS v2     │ ALMA        │ 7351298   │ Single Dish                │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ uid___A002_Xe3a5fd_Xe38e.small.ms       │ CASA MS v2     │ ALMA        │ 16122776  │ Single Dish                │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ SNR_G55_10s.split.ms                    │ CASA MS v2     │ VLA         │ 8648349   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 59749_bp_8beams_pattern.ms              │ CASA MS v2     │ ASKAP       │ 8137335   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 59750_altaz_2settings.ms                │ CASA MS v2     │ ASKAP       │ 3669608   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 59754_altaz_2weights_0.ms               │ CASA MS v2     │ ASKAP       │ 3521937   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 59754_altaz_2weights_15.ms              │ CASA MS v2     │ ASKAP       │ 3538081   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 59755_eq_interleave_0.ms                │ CASA MS v2     │ ASKAP       │ 7525050   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 59755_eq_interleave_15.ms               │ CASA MS v2     │ ASKAP       │ 7493404   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ gmrt.ms                                 │ CASA MS v2     │ GMRT        │ 2125130   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ checksum.hash                           │ hash           │ NA          │ 20        │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ refim_point_im_casa_hogbom_cleaned.res… │ NA             │ NA          │ 257051    │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ 3c286_Band6_5chans_lsrk_compare_weight… │ NA             │ NA          │ 22762594  │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ twhya_selfcal_5chans_lsrk_compare_weig… │ NA             │ NA          │ 7027733   │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ twhya_selfcal_5chans_lsrk_xx_compare_w… │ NA             │ NA          │ 5271957   │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ twhya_selfcal_11chans_lsrk_robust_0.5_… │ CASA MS v2     │ ALMA        │ 2555984   │ Interferometer             │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ casa_hogbom_deconv.residual             │ CASA MS v2     │ NA          │ 968492    │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ test_hogbom_multisrc.psf                │ CASA MS v2     │ NA          │ 972188    │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ test_hogbom_multisrc.residual           │ CASA MS v2     │ NA          │ 959913    │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ refim_point_im.psf                      │ CASA MS v2     │ NA          │ 238662    │ NA                         │\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│ refim_point_im.residual                 │ CASA MS v2     │ NA          │ 242965    │ NA                         │\n",
-       "└─────────────────────────────────────────┴────────────────┴─────────────┴───────────┴────────────────────────────┘\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
-       "┃\u001b[1m \u001b[0m\u001b[1mfile                                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mdtype         \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mtelescope  \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1msize     \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mmode                      \u001b[0m\u001b[1m \u001b[0m┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
-       "│\u001b[34m \u001b[0m\u001b[34mea25_cal_small_before_fixed.split.ms   \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLA        \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m150170225\u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mHolography                \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mea25_cal_small_after_fixed.split.ms    \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLA        \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m150031008\u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mHolography                \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mJ1924-2914.ms.calibrated.split.SPW3    \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m35000000 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mHolography                \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mextract_holog_verification.json        \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mjson          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m967      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mholog_numerical_verification.json      \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mjson          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m1033     \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mlocit-input-pha.cal                    \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA Cal Table\u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLA        \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m92293    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mantenna location cal table\u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mpanel_cutoff_mask                      \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mnpy           \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m27150    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mheuristic_model                        \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mbin           \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m556      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mpanel-input-data                       \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna            \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m402916   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mna                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAA2-Mid-sim_00000.ms                   \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSKA Mid    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m14710912 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated Interferometer  \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_M8.img.zarr                   \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mzarr          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m12626417 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer Mosaic     \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_North.cal.lsrk.ms             \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m189716793\u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer Mosaic     \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_North.cal.lsrk.split.ms       \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m1560578  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer Mosaic     \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mcomplex_valued_uv.im                   \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mimage         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m562110   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mdemo_simulated.im                      \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mimage         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m15321745 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mno_mask.im                             \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mimage         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m4252     \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34msmall_lofar.ms                         \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mLOFAR      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m10091260 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34msmall_meerkat.ms                       \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mMeerKAT    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m2392258  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mglobal_vlbi_gg084b_reduced.ms          \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mGLOBAL VLBI\u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m15701018 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLBI                      \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mVLBA_TL016B_split_lsrk.ms              \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLBA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m9399847  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLBI                      \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mngEHT_E17A10.0.bin0000.source0000_spli…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mngEHT      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m11082603 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated Interferometer  \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mvenus_ephem_test.ms                    \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m16758430 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer Ephemeris  \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34msdimaging.ms                           \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m29718841 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSingle Dish               \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mALMA_uid___A002_X1003af4_X75a3.split.a…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m29593547 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer Ephemeris  \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mVLASS3.2.sb45755730.eb46170641.60480.1…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLA        \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m69019704 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer Ephemeris  \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mfeather_sim_vla_c1_pI.im               \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mimage         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m62246951 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mfeather_sim_sd_c1_pI.im                \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mimage         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m67218042 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_fld1_casa_lsrk.ps.zarr        \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mMsv4          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m9314803  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_fld1_topo.ps.zarr             \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mMsv4          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m9867649  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_North.cal.lsrk.split.ps.zarr  \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mMsv4          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m3430000  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mAntennae_North.cal.lsrk.ps.zarr        \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mMsv4          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m2040000  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mfeather_model_convolved                \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mModel         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m           \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m61364929 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mfeather.im                             \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA Image    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m           \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m67150892 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mint.zarr                               \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mZarr Image    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m           \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m65512355 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34msd.zarr                                \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mZarr Image    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m           \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m67150892 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mska_low_sim_18s.ms                     \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSKA Low    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m8866100  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSimulated                 \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mVLBA_TL016B_split.ms                   \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLBA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m9402465  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mngEHT_E17A10.0.bin0000.source0000_spli…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mngEHT      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m11099488 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34muid___A002_X1015532_X1926f.small.ms    \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m6299859  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSingle Dish               \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34muid___A002_Xae00c5_X2e6b.small.ms      \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m7351298  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSingle Dish               \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34muid___A002_Xced5df_Xf9d9.small.ms      \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m7351298  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSingle Dish               \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34muid___A002_Xe3a5fd_Xe38e.small.ms      \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m16122776 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mSingle Dish               \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mSNR_G55_10s.split.ms                   \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mVLA        \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m8648349  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m59749_bp_8beams_pattern.ms             \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mASKAP      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m8137335  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m59750_altaz_2settings.ms               \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mASKAP      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m3669608  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m59754_altaz_2weights_0.ms              \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mASKAP      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m3521937  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m59754_altaz_2weights_15.ms             \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mASKAP      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m3538081  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m59755_eq_interleave_0.ms               \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mASKAP      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m7525050  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m59755_eq_interleave_15.ms              \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mASKAP      \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m7493404  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mgmrt.ms                                \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mGMRT       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m2125130  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mchecksum.hash                          \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mhash          \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m20       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mrefim_point_im_casa_hogbom_cleaned.res…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA            \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m257051   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34m3c286_Band6_5chans_lsrk_compare_weight…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA            \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m22762594 \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mtwhya_selfcal_5chans_lsrk_compare_weig…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA            \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m7027733  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mtwhya_selfcal_5chans_lsrk_xx_compare_w…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA            \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m5271957  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mtwhya_selfcal_11chans_lsrk_robust_0.5_…\u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mALMA       \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m2555984  \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mInterferometer            \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mcasa_hogbom_deconv.residual            \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m968492   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mtest_hogbom_multisrc.psf               \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m972188   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mtest_hogbom_multisrc.residual          \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m959913   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mrefim_point_im.psf                     \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m238662   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "├─────────────────────────────────────────┼────────────────┼─────────────┼───────────┼────────────────────────────┤\n",
-       "│\u001b[34m \u001b[0m\u001b[34mrefim_point_im.residual                \u001b[0m\u001b[34m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mCASA MS v2    \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA         \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32m242965   \u001b[0m\u001b[32m \u001b[0m│\u001b[32m \u001b[0m\u001b[32mNA                        \u001b[0m\u001b[32m \u001b[0m│\n",
-       "└─────────────────────────────────────────┴────────────────┴─────────────┴───────────┴────────────────────────────┘\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "toolviper.utils.data.list_files()"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "zinc",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.13.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/docs/graph_building_tutorial.ipynb b/docs/graph_building_tutorial.ipynb
index 3b96cb5..8d26ece 100644
--- a/docs/graph_building_tutorial.ipynb
+++ b/docs/graph_building_tutorial.ipynb
@@ -57,13 +57,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "GraphVIPER version 0.0.38 already installed.\n"
+      "GraphVIPER version 0.0.39 already installed.\n"
      ]
     }
    ],
    "source": [
     "import os\n",
     "import dask\n",
+    "import toolviper\n",
     "\n",
     "import numpy as np\n",
     "\n",
@@ -103,8 +104,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[\u001b[38;2;128;05;128m2026-03-05 12:05:48,111\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m  graphviper: \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;128m2026-03-05 12:05:48,111\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m  graphviper: \u001b[0m Running client in synchronous mode. \n"
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:25,378\u001b[0m] \u001b[38;2;255;160;0m WARNING\u001b[0m\u001b[38;2;112;128;144m      client: \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;128m2026-03-10 15:46:25,378\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m Running client in synchronous mode. \n"
      ]
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    ],
@@ -135,81 +136,19 @@
      "name": "stdout",
      "output_type": "stream",
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-     ]
-    },
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-     "data": {
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-       "  \u001b[35mAntennae_North.cal.lsrk.split.ms\u001b[0m  \n",
-       "                                    \n"
-      ]
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-    {
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-       "for Jupyter support\n",
-       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
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-      ],
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-       "/Users/jsteeb/miniforge3/envs/zinc/lib/python3.13/site-packages/rich/live.py:260: UserWarning: install \"ipywidgets\"\n",
-       "for Jupyter support\n",
-       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
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-     "metadata": {},
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-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[\u001b[38;2;128;05;128m2026-03-05 12:05:48,707\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m  graphviper: \u001b[0m Updated partition scheme used: ['DATA_DESC_ID', 'OBS_MODE', 'OBSERVATION_ID'] \n",
-      "[\u001b[38;2;128;05;128m2026-03-05 12:05:48,715\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m  graphviper: \u001b[0m Number of partitions: 4 \n",
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-      "[\u001b[38;2;128;05;128m2026-03-05 12:05:48,900\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m  graphviper: \u001b[0m OBSERVATION_ID [1], DDI [0], STATE [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [26, 34, 38, 42], EPHEMERIS [None] \n",
-      "[\u001b[38;2;128;05;128m2026-03-05 12:05:49,063\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m  graphviper: \u001b[0m OBSERVATION_ID [2], DDI [0], STATE [32, 33, 34], FIELD [0, 1, 2], SCAN [43], EPHEMERIS [None] \n",
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+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:25,381\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m Initializing download... \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:25,382\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m File already exists: /Users/joshua/Development/graphviper/docs/Antennae_North.cal.lsrk.split.ms \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:27,886\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m Updated partition scheme used: ['DATA_DESC_ID', 'OBS_MODE', 'OBSERVATION_ID'] \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:27,888\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m Number of partitions: 4 \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:27,888\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m OBSERVATION_ID [0], DDI [0], STATE [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [9, 17, 21, 25], EPHEMERIS [None] \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:28,070\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m OBSERVATION_ID [1], DDI [0], STATE [23, 24, 25, 30, 31, 32, 33, 34, 37], FIELD [0, 1, 2], SCAN [26, 34, 38, 42], EPHEMERIS [None] \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:28,209\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m OBSERVATION_ID [2], DDI [0], STATE [32, 33, 34], FIELD [0, 1, 2], SCAN [43], EPHEMERIS [None] \n",
+      "[\u001b[38;2;128;05;128m2026-03-10 15:46:28,321\u001b[0m] \u001b[38;2;50;50;205m    INFO\u001b[0m\u001b[38;2;112;128;144m      client: \u001b[0m OBSERVATION_ID [3], DDI [0], STATE [39, 40, 41, 46, 47, 48, 49, 50, 53], FIELD [0, 1, 2], SCAN [48, 56, 60, 64], EPHEMERIS [None] \n"
      ]
     }
    ],
    "source": [
-    "from toolviper.utils.data import download\n",
-    "\n",
-    "download(file=\"Antennae_North.cal.lsrk.split.ms\")\n",
+    "toolviper.utils.data.download(file=\"Antennae_North.cal.lsrk.split.ms\")\n",
     "\n",
     "from xradio.measurement_set.convert_msv2_to_processing_set import convert_msv2_to_processing_set\n",
     "\n",
@@ -1018,11 +957,11 @@
        "│       FLAG                        (time, baseline_id, frequency, polarization) bool 36kB dask.array<chunksize=(50, 45, 3, 2), meta=np.ndarray>\n",
        "│       TIME_CENTROID               (time, baseline_id) float64 18kB dask.array<chunksize=(50, 45), meta=np.ndarray>\n",
        "│       UVW                         (time, baseline_id, uvw_label) float64 54kB dask.array<chunksize=(50, 45, 3), meta=np.ndarray>\n",
-       "│       VISIBILITY                  (time, baseline_id, frequency, polarization) complex64 288kB dask.array<chunksize=(50, 45, 3, 2), meta=np.ndarray>\n",
-       "│       WEIGHT                      (time, baseline_id, frequency, polarization) float32 144kB dask.array<chunksize=(50, 45, 3, 2), meta=np.ndarray>\n",
+       "│       VISIBILITY                  (time, baseline_id, frequency, polarization) complex128 576kB dask.array<chunksize=(50, 45, 3, 2), meta=np.ndarray>\n",
+       "│       WEIGHT                      (time, baseline_id, frequency, polarization) float64 288kB dask.array<chunksize=(50, 45, 3, 2), meta=np.ndarray>\n",
        "│   Attributes:\n",
-       "│       creation_date:     2026-03-05T17:05:48.735585+00:00\n",
-       "│       creator:           {'software_name': 'xradio', 'version': '1.1.1'}\n",
+       "│       creation_date:     2026-03-10T06:46:27.899663+00:00\n",
+       "│       creator:           {'software_name': 'xradio', 'version': '1.1.2'}\n",
        "│       data_groups:       {'base': {'correlated_data': 'VISIBILITY', 'date': '20...\n",
        "│       observation_info:  {'execution_block_UID': 'uid://A002/X1ff7b0/Xb', 'obse...\n",
        "│       processor_info:    {'sub_type': 'ALMA_CORRELATOR_MODE', 'type': 'CORRELAT...\n",
@@ -1074,7 +1013,7 @@
        "            WIND_DIRECTION       (station_name, time_weather) float64 4kB dask.array<chunksize=(2, 259), meta=np.ndarray>\n",
        "            WIND_SPEED           (station_name, time_weather) float64 4kB dask.array<chunksize=(2, 259), meta=np.ndarray>\n",
        "        Attributes:\n",
-       "            type:     weather