earthdata.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "46d2665f-045e-4709-b155-b4ebe4c193cb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'pygeoweaver'...\n",
      "remote: Enumerating objects: 632, done.\u001b[K\n",
      "remote: Counting objects: 100% (200/200), done.\u001b[K\n",
      "remote: Compressing objects: 100% (108/108), done.\u001b[K\n",
      "remote: Total 632 (delta 113), reused 141 (delta 90), pack-reused 432\u001b[K\n",
      "Receiving objects: 100% (632/632), 96.32 KiB | 699.00 KiB/s, done.\n",
      "Resolving deltas: 100% (373/373), done.\n",
      "Branch 'v1/changes' set up to track remote branch 'v1/changes' from 'origin'.\n",
      "Switched to a new branch 'v1/changes'\n",
      "Already up to date.\n",
      "Processing /home/jovyan/pygeoweaver\n",
      "  Installing build dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25ldone\n",
      "\u001b[?25h  Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25hBuilding wheels for collected packages: pygeoweaver\n",
      "  Building wheel for pygeoweaver (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for pygeoweaver: filename=pygeoweaver-0.6.14-py3-none-any.whl size=18130 sha256=90c4a8bc5da55e0b837daf3949b9f1d157f93fec86d510ca9a79ebd9fee2f4be\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-285fjrue/wheels/93/a1/6e/a050f64e631c394967270cd06192bd4e9a47ecdf3c3487ff99\n",
      "Successfully built pygeoweaver\n",
      "Installing collected packages: pygeoweaver\n",
      "  Attempting uninstall: pygeoweaver\n",
      "    Found existing installation: pygeoweaver 0.6.14\n",
      "    Uninstalling pygeoweaver-0.6.14:\n",
      "      Successfully uninstalled pygeoweaver-0.6.14\n",
      "Successfully installed pygeoweaver-0.6.14\n",
      "Requirement already satisfied: dask in /srv/conda/envs/notebook/lib/python3.9/site-packages (2023.4.1)\n",
      "Requirement already satisfied: click>=8.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (8.1.3)\n",
      "Requirement already satisfied: cloudpickle>=1.5.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (2.2.1)\n",
      "Requirement already satisfied: fsspec>=2021.09.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (2023.5.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (23.1)\n",
      "Requirement already satisfied: partd>=1.2.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (1.4.0)\n",
      "Requirement already satisfied: pyyaml>=5.3.1 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (6.0)\n",
      "Requirement already satisfied: toolz>=0.10.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (0.12.0)\n",
      "Requirement already satisfied: importlib-metadata>=4.13.0 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from dask) (6.6.0)\n",
      "Requirement already satisfied: zipp>=0.5 in /srv/conda/envs/notebook/lib/python3.9/site-packages (from importlib-metadata>=4.13.0->dask) (3.15.0)\n",
      "Requirement already satisfied: locket in /srv/conda/envs/notebook/lib/python3.9/site-packages (from partd>=1.2.0->dask) (1.0.0)\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/gokulprathin8/pygeoweaver \n",
    "!cd pygeoweaver && git checkout v1/changes\n",
    "!cd pygeoweaver && git pull && pip3 install . --force-reinstall\n",
    "!rm -rf pygeoweaver\n",
    "!pip3 install dask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2b005ae8-3b02-484d-a454-aab1ccb71db9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pygeoweaver as gw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3b6afee5-7498-43a4-956a-cdf73fabee5a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stop running Geoweaver if any..\n",
      "Check Java..\n",
      "Start Geoweaver..\n",
      "Success: Geoweaver is up\n"
     ]
    }
   ],
   "source": [
    "gw.start()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d475647-3ae2-4d23-823f-fb2bd1c2e40e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+-----------+-----------+------+------------+\n",
      "| Host Id | Hostname  | IP        | Port | Username   |\n",
      "+---------+-----------+-----------+------+------------+\n",
      "| 100001  | Localhost | 127.0.0.1 | 22   | publicuser |\n",
      "+---------+-----------+-----------+------+------------+\n"
     ]
    }
   ],
   "source": [
    "gw.list_hosts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "42e04998-7e6c-4699-94f5-615631dff18b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unzipping /home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj.zip to /home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj/\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - /\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - workflow.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/s3_file_storage.py\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/search_data.py\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/earth_access_authenticate.py\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/earth_data_utils.py\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/connect_harmony_client.py\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - code/process.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/vC36VuDH7D6OOMF68w.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/KeJgbxTIefDdZTHTLf.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/process_cgvhiy.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/VeCiz4t1MvIQX4i2yN.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/process_v2ow93.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/tFbeUeqkws6xyNbueE.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/wDqF0CmSx2MfoE037z.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/kX9THeiXUlECn7qnLK.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/PNFURuqn5MBZk110Fh.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/lbTt2RL9gtcLVP6xKj.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/process_1b4ko0.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/lxABhFBxbAvzawPiKs.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/process_yvo1ds.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/c3lYCsxly0BDlEg6da.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/wxJMPLZFgS9gqClzF6.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/iMtwJlVtkG2jGPEJCm.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/nfuxH8eVz896NHRm1m.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/vx911STRa1BDoIfOd7.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/kr2novmm4i9i27z5adyj.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/mr9YcFRUnuNyThJb4Q.json\n",
      "/home/jovyan/gw-workspace/temp/kr2novmm4i9i27z5adyj - history/process_wttkvt.json\n",
      "Precheck: Done\n",
      "Workflow ID: kr2novmm4i9i27z5adyj\n",
      "Successfully saved to database. Complete.\n"
     ]
    }
   ],
   "source": [
    "gw.import_workflow('/home/jovyan/kr2novmm4i9i27z5adyj.zip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8ab5b68b-932e-42f1-bbbc-3981c74a9038",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------------------+-------------------------+\n",
      "| Workflow Id           | Name                    |\n",
      "+-----------------------+-------------------------+\n",
      "| gr3ykr8dynu12vrwq11oy | snowcast_wormhole500    |\n",
      "| kr2novmm4i9i27z5adyj  | earth_data_cloud_clinic |\n",
      "+-----------------------+-------------------------+\n"
     ]
    }
   ],
   "source": [
    "gw.list_workflows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "845336b5-eb70-478f-922e-1e74560f5d1d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------+-----------------------------------+----------+-------------+\n",
      "| Process Id | Name                              | Language | Description |\n",
      "+------------+-----------------------------------+----------+-------------+\n",
      "| 78vedq     | data_sentinel2                    | python   | -           |\n",
      "| mxpyqt     | model_creation_lstm               | python   | python      |\n",
      "| c2xkhz     | model_creation_rf                 | python   | -           |\n",
      "| rauqsh     | model_creation_ghostnet           | python   | python      |\n",
      "| mi3e5n     | model_comparison                  | python   | -           |\n",
      "| u7xh2p     | data_integration                  | python   | -           |\n",
      "| 2wkl6e     | service_deployment                | python   | python      |\n",
      "| i2fynz     | service_prediction                | python   | -           |\n",
      "| e8k4wq     | model_train_validate              | python   | -           |\n",
      "| h1qp9v     | model_predict                     | python   | -           |\n",
      "| urd0nk     | data_terrainFeatures              | python   | -           |\n",
      "| 525l8q     | data_gee_modis_station_only       | python   | -           |\n",
      "| 7temiv     | data_gee_sentinel1_station_only   | python   | -           |\n",
      "| rmxece     | data_associate_station_grid_cell  | python   | -           |\n",
      "| illwc1     | data_gee_modis_real_time          | python   | -           |\n",
      "| sjs5by     | data_gee_sentinel1_real_time      | python   | -           |\n",
      "| y7nb46     | base_hole                         | python   | -           |\n",
      "| a8p3n7     | data_gee_gridmet_station_only     | python   | -           |\n",
      "| smsdr0     | data_gee_gridmet_real_time        | python   | -           |\n",
      "| 4i0sop     | model_creation_xgboost            | python   | -           |\n",
      "| b63prf     | testing_data_integration          | python   | -           |\n",
      "| zh38b6     | snowcast_utils                    | python   | -           |\n",
      "| wdh394     | model_create_kehan                | python   | -           |\n",
      "| ilbqzg     | all_dependencies                  | python   | -           |\n",
      "| do86ae     | data_WUS_UCLA_SR                  | python   | python      |\n",
      "| gkhtc0     | data_nsidc_4km_swe                | python   | -           |\n",
      "| lbd6cp     | model_creation_et                 | python   | python      |\n",
      "| 8ovvln     | data_nsidc_4km_swe_testing        | python   | -           |\n",
      "| 8sv3o6     | gridmet_region_selection_download | python   | python      |\n",
      "| 11iolq     | gridmet_modis                     | python   | -           |\n",
      "| p87wh1     | data_snotel_real_time             | python   | -           |\n",
      "| oof81y     | ml_post_processing                | python   | python      |\n",
      "| drd3i0     | data_terrain_imagery              | python   | -           |\n",
      "| wttkvt     | earth_data_utils                  | python   | -           |\n",
      "| yvo1ds     | search_data                       | python   | -           |\n",
      "| cgvhiy     | earth_access_authenticate         | python   | -           |\n",
      "| v2ow93     | connect_harmony_client            | python   | -           |\n",
      "| 1b4ko0     | s3_file_storage                   | python   | -           |\n",
      "+------------+-----------------------------------+----------+-------------+\n"
     ]
    }
   ],
   "source": [
    "gw.list_processes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b8b9c829-2168-414f-b50c-febc63067841",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+-----------+-----------+------+------------+\n",
      "| Host Id | Hostname  | IP        | Port | Username   |\n",
      "+---------+-----------+-----------+------+------------+\n",
      "| 100001  | Localhost | 127.0.0.1 | 22   | publicuser |\n",
      "+---------+-----------+-----------+------+------------+\n"
     ]
    }
   ],
   "source": [
    "gw.list_hosts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0df2bf9b-5b23-4380-b253-619e1b3220b9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      " ········\n"
     ]
    }
   ],
   "source": [
    "import getpass\n",
    "password = getpass.getpass()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d49224af-6aae-42c6-a2cb-01924107fe9f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running workflow kr2novmm4i9i27z5adyj\n",
      "The workflow has been kicked off.\n",
      "History Id: mx1w8k46bha4zi0q8r\n",
      "Waiting for it to finish\n",
      "> Start to run process: wttkvt\n",
      "> Fnished process: wttkvt - history: up3kzptbd6u - Status: Done\n",
      "> Start to run process: yvo1ds\n",
      "> Fnished process: yvo1ds - history: 33tkamqsogz - Status: Done\n",
      "> Start to run process: cgvhiy\n",
      "> Fnished process: cgvhiy - history: 1d8qw3nj2gh - Status: Done\n",
      "> Start to run process: v2ow93\n",
      "> Fnished process: v2ow93 - history: o9rugig6e7k - Status: Done\n",
      "> Start to run process: 1b4ko0\n",
      "> Fnished process: 1b4ko0 - history: mvmf00065id - Status: Done\n",
      "Total time cost: 2006 seconds\n",
      "Execution is over. Final status: Done.\n"
     ]
    }
   ],
   "source": [
    "gw.run_workflow(workflow_id='kr2novmm4i9i27z5adyj', host_list='100001', password_list=password)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "10e9bccd-85ca-4f73-858b-63085fa7799f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <th>5</th>\n",
       "      <td>b8oEcCvvIU6KaKiYoT</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>5dihhe0htym;vsed2t9rwoh;p9fe0kwes52;f8kxyefon3...</td>\n",
       "      <td>1686242727855</td>\n",
       "      <td>1.686243e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>QBaTZsjXUzZrYyaSGY</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>30ixl9b31l4;0i4kigpgw4j;txmr6rul8jv;oom92m3c94...</td>\n",
       "      <td>1686242527012</td>\n",
       "      <td>1.686243e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>lwpewb4927s4e4m49r</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>cfstxspovzt;b2ki4bv0fq7;ichmjcjo5uz;j32supczpg...</td>\n",
       "      <td>1686242155989</td>\n",
       "      <td>1.686242e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>KeJgbxTIefDdZTHTLf</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>d0dkfae7zzm;hpq8q3ru5v7;hd5mcgxupq0;j4a0rbe1qf...</td>\n",
       "      <td>1686241616108</td>\n",
       "      <td>1.686242e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vC36VuDH7D6OOMF68w</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>lr5j6k1e2h8;wdh8dwomdab;php2ka87p54;h768ikjba0...</td>\n",
       "      <td>1686241482120</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>lxABhFBxbAvzawPiKs</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>853avta8clr;u2tgz07y8i3;r0rlby163b8;o8wismvbzr...</td>\n",
       "      <td>1686241461744</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>wDqF0CmSx2MfoE037z</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>8fz04ifl4ku;xm777q6z976;0z9r2d8v90t;tu468flbo2...</td>\n",
       "      <td>1686241405546</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Done</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>c3lYCsxly0BDlEg6da</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>ym76gkqkdek;mq3568p55sa;5p7p9hcc8lh;jtkt9f13ky...</td>\n",
       "      <td>1686241370329</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Done</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>mr9YcFRUnuNyThJb4Q</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>bz3qybdxbkp;58cpg09gx0l;kd9bx6e2b9t;h9ljzavq3u...</td>\n",
       "      <td>1686241351418</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>kX9THeiXUlECn7qnLK</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>zfquotoa868;l8x829oqpda;xm98fi0682y;0yykrv6tpj...</td>\n",
       "      <td>1686241328201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>a4t3g4kcmx2j5iggfu</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>c86lv1b633a;w2a2l6kiyev;u3qn7gi4ot4;21dbj48ukb...</td>\n",
       "      <td>1686241126878</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>iMtwJlVtkG2jGPEJCm</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>924aglh3wdb;mp0zxhlzpkp;ore06ski8xt;ijpn8nvwxe...</td>\n",
       "      <td>1686240680057</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>lbTt2RL9gtcLVP6xKj</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>dzmcvimwbpi;xfwmdamno4d;tzhtah0nu72;afg1ktbx90...</td>\n",
       "      <td>1686240631799</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>vx911STRa1BDoIfOd7</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>yezptu3xppf;oehnvkll7q9;tcvsphmrvnq;d1bzxdkt7t...</td>\n",
       "      <td>1686240564085</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>100001;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>nfuxH8eVz896NHRm1m</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>rm0v06cmvuc;8nq18ogdwdi;jhzwkhohmz7;6o2p0699ri...</td>\n",
       "      <td>1686240517776</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>VeCiz4t1MvIQX4i2yN</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>15jtnmmliz8;sj2llldbybq;alm4h4h5irw;fs47znp6yg...</td>\n",
       "      <td>1686240486441</td>\n",
       "      <td>1.686240e+12</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>tFbeUeqkws6xyNbueE</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>5gi96g5psgp;7ikdfl3nkyj;zftnvonktj6;aipjqmvzj5...</td>\n",
       "      <td>1686240367658</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PNFURuqn5MBZk110Fh</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>ro72gckii7a;dnqed48moze;xb7v9iap72l;8heewks755...</td>\n",
       "      <td>1686240350800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>wxJMPLZFgS9gqClzF6</td>\n",
       "      <td>wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...</td>\n",
       "      <td>9a06gtkzws7;4z8l2w2pq5n;2z9k699i4su;w8f5ftv7f9...</td>\n",
       "      <td>1686240315441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>kr2novmm4i9i27z5adyj</td>\n",
       "      <td>jf7wuu;</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            history_id                                      history_input   \n",
       "0   mx1w8k46bha4zi0q8r  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...  \\\n",
       "1   6hxs1emptzyrmsi0f3  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "2   5uzqmkhig32ub23cax  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "3   ywrvvwo20iif52rga6  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "4   fbSMCmb9pAMK1bogT0  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "5   b8oEcCvvIU6KaKiYoT  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "6   QBaTZsjXUzZrYyaSGY  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "7   lwpewb4927s4e4m49r  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "8   KeJgbxTIefDdZTHTLf  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "9   vC36VuDH7D6OOMF68w  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "10  lxABhFBxbAvzawPiKs  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "11  wDqF0CmSx2MfoE037z  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "12  c3lYCsxly0BDlEg6da  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "13  mr9YcFRUnuNyThJb4Q  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "14  kX9THeiXUlECn7qnLK  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "15  a4t3g4kcmx2j5iggfu  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "16  iMtwJlVtkG2jGPEJCm  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "17  lbTt2RL9gtcLVP6xKj  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "18  vx911STRa1BDoIfOd7  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "19  nfuxH8eVz896NHRm1m  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "20  VeCiz4t1MvIQX4i2yN  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "21  tFbeUeqkws6xyNbueE  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "22  PNFURuqn5MBZk110Fh  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "23  wxJMPLZFgS9gqClzF6  wttkvt-GJjq8;yvo1ds-96vns;cgvhiy-BgnXM;v2ow93-...   \n",
       "\n",
       "                                       history_output  history_begin_time   \n",
       "0   up3kzptbd6u;33tkamqsogz;1d8qw3nj2gh;o9rugig6e7...       1686247260166  \\\n",
       "1   uvo0yrqqk9g;00z9oxnb2zd;2pa3md4k73i;bfv5e19sm7...       1686246438551   \n",
       "2   pw27re37yjl;vb5uvkvdlgm;qedfp05e1cd;enm6os9uv8...       1686245951453   \n",
       "3   1no6k4c04fb;h4tv9h0v0no;dx4lh9bmkmx;p97z8s9fkg...       1686245891827   \n",
       "4   8twcw142yu6;7s0euy77fc6;tkqrgl8dh6i;100qc7otne...       1686245525953   \n",
       "5   5dihhe0htym;vsed2t9rwoh;p9fe0kwes52;f8kxyefon3...       1686242727855   \n",
       "6   30ixl9b31l4;0i4kigpgw4j;txmr6rul8jv;oom92m3c94...       1686242527012   \n",
       "7   cfstxspovzt;b2ki4bv0fq7;ichmjcjo5uz;j32supczpg...       1686242155989   \n",
       "8   d0dkfae7zzm;hpq8q3ru5v7;hd5mcgxupq0;j4a0rbe1qf...       1686241616108   \n",
       "9   lr5j6k1e2h8;wdh8dwomdab;php2ka87p54;h768ikjba0...       1686241482120   \n",
       "10  853avta8clr;u2tgz07y8i3;r0rlby163b8;o8wismvbzr...       1686241461744   \n",
       "11  8fz04ifl4ku;xm777q6z976;0z9r2d8v90t;tu468flbo2...       1686241405546   \n",
       "12  ym76gkqkdek;mq3568p55sa;5p7p9hcc8lh;jtkt9f13ky...       1686241370329   \n",
       "13  bz3qybdxbkp;58cpg09gx0l;kd9bx6e2b9t;h9ljzavq3u...       1686241351418   \n",
       "14  zfquotoa868;l8x829oqpda;xm98fi0682y;0yykrv6tpj...       1686241328201   \n",
       "15  c86lv1b633a;w2a2l6kiyev;u3qn7gi4ot4;21dbj48ukb...       1686241126878   \n",
       "16  924aglh3wdb;mp0zxhlzpkp;ore06ski8xt;ijpn8nvwxe...       1686240680057   \n",
       "17  dzmcvimwbpi;xfwmdamno4d;tzhtah0nu72;afg1ktbx90...       1686240631799   \n",
       "18  yezptu3xppf;oehnvkll7q9;tcvsphmrvnq;d1bzxdkt7t...       1686240564085   \n",
       "19  rm0v06cmvuc;8nq18ogdwdi;jhzwkhohmz7;6o2p0699ri...       1686240517776   \n",
       "20  15jtnmmliz8;sj2llldbybq;alm4h4h5irw;fs47znp6yg...       1686240486441   \n",
       "21  5gi96g5psgp;7ikdfl3nkyj;zftnvonktj6;aipjqmvzj5...       1686240367658   \n",
       "22  ro72gckii7a;dnqed48moze;xb7v9iap72l;8heewks755...       1686240350800   \n",
       "23  9a06gtkzws7;4z8l2w2pq5n;2z9k699i4su;w8f5ftv7f9...       1686240315441   \n",
       "\n",
       "    history_end_time history_notes       history_process  host_id indicator  \n",
       "0       1.686248e+12          None  kr2novmm4i9i27z5adyj  100001;      Done  \n",
       "1       1.686246e+12          None  kr2novmm4i9i27z5adyj  100001;   Running  \n",
       "2       1.686246e+12          None  kr2novmm4i9i27z5adyj  100001;   Running  \n",
       "3       1.686246e+12          None  kr2novmm4i9i27z5adyj  100001;   Running  \n",
       "4       1.686246e+12          None  kr2novmm4i9i27z5adyj  100001;      Done  \n",
       "5       1.686243e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "6       1.686243e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "7       1.686242e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "8       1.686242e+12          None  kr2novmm4i9i27z5adyj  jf7wuu;   Stopped  \n",
       "9       1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "10      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "11      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;      Done  \n",
       "12      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;      Done  \n",
       "13               NaN          None  kr2novmm4i9i27z5adyj  jf7wuu;   Stopped  \n",
       "14               NaN          None  kr2novmm4i9i27z5adyj  jf7wuu;   Stopped  \n",
       "15      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "16      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "17      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "18      1.686241e+12          None  kr2novmm4i9i27z5adyj  100001;    Failed  \n",
       "19      1.686241e+12          None  kr2novmm4i9i27z5adyj  jf7wuu;    Failed  \n",
       "20      1.686240e+12          None  kr2novmm4i9i27z5adyj  jf7wuu;    Failed  \n",
       "21               NaN          None  kr2novmm4i9i27z5adyj  jf7wuu;   Stopped  \n",
       "22               NaN          None  kr2novmm4i9i27z5adyj  jf7wuu;   Stopped  \n",
       "23               NaN          None  kr2novmm4i9i27z5adyj  jf7wuu;   Stopped  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gw.get_workflow_history('kr2novmm4i9i27z5adyj')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ba1c482d-2f75-42da-8af0-29ea605060cb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>history_id</th>\n",
       "      <th>history_input</th>\n",
       "      <th>history_output</th>\n",
       "      <th>history_begin_time</th>\n",
       "      <th>history_end_time</th>\n",
       "      <th>history_notes</th>\n",
       "      <th>history_process</th>\n",
       "      <th>host_id</th>\n",
       "      <th>indicator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>mvmf00065id</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ntry:\\n...</td>\n",
       "      <td>/srv/conda/envs/notebook/lib/python3.9/site-pa...</td>\n",
       "      <td>1.686248e+12</td>\n",
       "      <td>1686248388682</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Done</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ko8yqm9aivh</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Running</td>\n",
       "      <td>1.686246e+12</td>\n",
       "      <td>1686245774193</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Done</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>v4ntpteua2l</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>/srv/conda/envs/notebook/lib/python3.9/site-pa...</td>\n",
       "      <td>1.686243e+12</td>\n",
       "      <td>1686242839291</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>27lzj9wau2o</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>/srv/conda/envs/notebook/lib/python3.9/site-pa...</td>\n",
       "      <td>1.686243e+12</td>\n",
       "      <td>1686242627886</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d3nhdcgfyv5</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>/srv/conda/envs/notebook/lib/python3.9/site-pa...</td>\n",
       "      <td>1.686242e+12</td>\n",
       "      <td>1686242262431</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>f790nxhc4qr</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/h...</td>\n",
       "      <td>1.686242e+12</td>\n",
       "      <td>1686244617718</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4khylyjgoe4</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/U...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686241489095</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0bkcl1klyxx</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/U...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686241468599</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>la04lix4c0q</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/U...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686241412628</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>58l7pi2q4u8</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>/srv/conda/envs/notebook/lib/python3.9/site-pa...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686241229124</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>xppy6yerx8m</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/U...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686240687124</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ke2j3drtb6q</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/U...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686240638505</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>27jwzml5k5j</td>\n",
       "      <td>from connect_harmony_client import *\\n\\ncreds ...</td>\n",
       "      <td>Traceback (most recent call last):\\n  File \"/U...</td>\n",
       "      <td>1.686241e+12</td>\n",
       "      <td>1686240571828</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>y60lziviqpo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686240359463</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>jzfcnc2x9ld</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686240523326</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8hsxxxpewlc</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686240331457</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>gdth48an9nl</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686240496418</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ngiu5l6fplt</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686240477217</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>79d54cll9uy</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686241361745</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>25ge8xlhrh8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686241339097</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>jf7wuu</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20ieoc7wueo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1686241372961</td>\n",
       "      <td>None</td>\n",
       "      <td>1b4ko0</td>\n",
       "      <td>100001</td>\n",
       "      <td>Stopped</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     history_id                                      history_input   \n",
       "0   mvmf00065id  from connect_harmony_client import *\\n\\ntry:\\n...  \\\n",
       "1   ko8yqm9aivh  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "2   v4ntpteua2l  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "3   27lzj9wau2o  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "4   d3nhdcgfyv5  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "5   f790nxhc4qr  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "6   4khylyjgoe4  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "7   0bkcl1klyxx  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "8   la04lix4c0q  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "9   58l7pi2q4u8  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "10  xppy6yerx8m  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "11  ke2j3drtb6q  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "12  27jwzml5k5j  from connect_harmony_client import *\\n\\ncreds ...   \n",
       "13  y60lziviqpo                                               None   \n",
       "14  jzfcnc2x9ld                                               None   \n",
       "15  8hsxxxpewlc                                               None   \n",
       "16  gdth48an9nl                                               None   \n",
       "17  ngiu5l6fplt                                               None   \n",
       "18  79d54cll9uy                                               None   \n",
       "19  25ge8xlhrh8                                               None   \n",
       "20  20ieoc7wueo                                               None   \n",
       "\n",
       "                                       history_output  history_begin_time   \n",
       "0   /srv/conda/envs/notebook/lib/python3.9/site-pa...        1.686248e+12  \\\n",
       "1                                             Running        1.686246e+12   \n",
       "2   /srv/conda/envs/notebook/lib/python3.9/site-pa...        1.686243e+12   \n",
       "3   /srv/conda/envs/notebook/lib/python3.9/site-pa...        1.686243e+12   \n",
       "4   /srv/conda/envs/notebook/lib/python3.9/site-pa...        1.686242e+12   \n",
       "5   Traceback (most recent call last):\\n  File \"/h...        1.686242e+12   \n",
       "6   Traceback (most recent call last):\\n  File \"/U...        1.686241e+12   \n",
       "7   Traceback (most recent call last):\\n  File \"/U...        1.686241e+12   \n",
       "8   Traceback (most recent call last):\\n  File \"/U...        1.686241e+12   \n",
       "9   /srv/conda/envs/notebook/lib/python3.9/site-pa...        1.686241e+12   \n",
       "10  Traceback (most recent call last):\\n  File \"/U...        1.686241e+12   \n",
       "11  Traceback (most recent call last):\\n  File \"/U...        1.686241e+12   \n",
       "12  Traceback (most recent call last):\\n  File \"/U...        1.686241e+12   \n",
       "13                                               None                 NaN   \n",
       "14                                               None                 NaN   \n",
       "15                                               None                 NaN   \n",
       "16                                               None                 NaN   \n",
       "17                                               None                 NaN   \n",
       "18                                               None                 NaN   \n",
       "19                                               None                 NaN   \n",
       "20                                               None                 NaN   \n",
       "\n",
       "    history_end_time history_notes history_process host_id indicator  \n",
       "0      1686248388682          None          1b4ko0  100001      Done  \n",
       "1      1686245774193          None          1b4ko0  100001      Done  \n",
       "2      1686242839291          None          1b4ko0  100001    Failed  \n",
       "3      1686242627886          None          1b4ko0  100001    Failed  \n",
       "4      1686242262431          None          1b4ko0  100001    Failed  \n",
       "5      1686244617718          None          1b4ko0  jf7wuu   Stopped  \n",
       "6      1686241489095          None          1b4ko0  100001    Failed  \n",
       "7      1686241468599          None          1b4ko0  100001    Failed  \n",
       "8      1686241412628          None          1b4ko0  100001   Stopped  \n",
       "9      1686241229124          None          1b4ko0  100001    Failed  \n",
       "10     1686240687124          None          1b4ko0  100001    Failed  \n",
       "11     1686240638505          None          1b4ko0  100001    Failed  \n",
       "12     1686240571828          None          1b4ko0  100001    Failed  \n",
       "13     1686240359463          None          1b4ko0  jf7wuu   Stopped  \n",
       "14     1686240523326          None          1b4ko0  jf7wuu   Stopped  \n",
       "15     1686240331457          None          1b4ko0  jf7wuu   Stopped  \n",
       "16     1686240496418          None          1b4ko0  jf7wuu   Stopped  \n",
       "17     1686240477217          None          1b4ko0  jf7wuu   Stopped  \n",
       "18     1686241361745          None          1b4ko0  jf7wuu   Stopped  \n",
       "19     1686241339097          None          1b4ko0  jf7wuu   Stopped  \n",
       "20     1686241372961          None          1b4ko0  100001   Stopped  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gw.get_process_history('1b4ko0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b2a6b154-1856-4127-9fcd-aa8a5f8f738d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}