check_zarr.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a3c7829f-9399-4bfb-adf4-63851ba5fba2",
   "metadata": {},
   "source": [
    "# DEMO \n",
    "\n",
    "Program to read in the zarr collection and identify undefined points in the files used.  The tool is an example of how to find nan values and their associated time points.\n",
    "\n",
    "The plots show if a variable has at least 1 point in the timeseries as a Nanl\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f41a28d-7966-420a-a2ba-5bb53ada1d9c",
   "metadata": {},
   "source": [
    "#### required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dbfd2435-2231-4a62-aa70-d5fd531a259d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:52:03.553133Z",
     "iopub.status.busy": "2024-06-18T10:52:03.551624Z",
     "iopub.status.idle": "2024-06-18T10:52:49.292527Z",
     "shell.execute_reply": "2024-06-18T10:52:49.291006Z",
     "shell.execute_reply.started": "2024-06-18T10:52:03.553058Z"
    }
   },
   "outputs": [],
   "source": [
    "import intake\n",
    "import xarray as xr\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import glob\n",
    "import pathlib\n",
    "import traceback\n",
    "from datetime import datetime\n",
    "\n",
    "from xclim.indices import (\n",
    "    keetch_byram_drought_index,\n",
    "    griffiths_drought_factor,\n",
    "    mcarthur_forest_fire_danger_index\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e25d9c26-ad00-4e0a-b8dc-6fcfb15cfc71",
   "metadata": {},
   "source": [
    "#### start a local Dask client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "97accd08-fd64-47e2-b870-ed24ff71ad9e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:51:08.512401Z",
     "iopub.status.busy": "2024-06-18T10:51:08.511930Z",
     "iopub.status.idle": "2024-06-18T10:51:27.729291Z",
     "shell.execute_reply": "2024-06-18T10:51:27.727806Z",
     "shell.execute_reply.started": "2024-06-18T10:51:08.512348Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-06-18 20:51:10,371 - distributed.preloading - INFO - Creating preload: /g/data/hh5/public/apps/dask-optimiser/schedplugin.py\n",
      "2024-06-18 20:51:10,374 - distributed.utils - INFO - Reload module schedplugin from .py file\n",
      "2024-06-18 20:51:10,380 - distributed.preloading - INFO - Import preload module: /g/data/hh5/public/apps/dask-optimiser/schedplugin.py\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Modifying workers\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-ac5db354-2d60-11ef-85ed-000007a5fe80</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "\n",
       "        <tr>\n",
       "        \n",
       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
       "        \n",
       "        </tr>\n",
       "\n",
       "        \n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\"></td>\n",
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       "        \n",
       "\n",
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       "\n",
       "        \n",
       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status\" }'>\n",
       "                Launch dashboard in JupyterLab\n",
       "            </button>\n",
       "        \n",
       "\n",
       "        \n",
       "            <details>\n",
       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">753e349a</p>\n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Dashboard:</strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Workers:</strong> 28\n",
       "                </td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total threads:</strong> 28\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Total memory:</strong> 0 B\n",
       "                </td>\n",
       "            </tr>\n",
       "            \n",
       "            <tr>\n",
       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
       "</tr>\n",
       "\n",
       "            \n",
       "        </table>\n",
       "\n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
       "            </summary>\n",
       "\n",
       "            <div style=\"\">\n",
       "    <div>\n",
       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
       "        <div style=\"margin-left: 48px;\">\n",
       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-dd54e909-f109-4b60-9410-62647cda377a</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:43593\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 28\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Dashboard:</strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 28\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> Just now\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total memory:</strong> 0 B\n",
       "                    </td>\n",
       "                </tr>\n",
       "            </table>\n",
       "        </div>\n",
       "    </div>\n",
       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:45201\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33025/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33025/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38767\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-yn4mwuhd\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36433\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33691/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33691/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43601\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-97p09vyg\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46653\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/40525/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/40525/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33883\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-qsv9duqk\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:43031\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33827/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33827/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42921\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-8y_r4c8x\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 4</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:39467\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33699/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33699/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33591\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-di1bi7ye\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 5</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34983\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39151/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39151/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33103\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-fkttyijj\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 6</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:32787\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/37291/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/37291/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40991\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-g_blpoal\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 7</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:35531\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46293/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46293/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38559\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-hngyvfn1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 8</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:42589\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/45725/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/45725/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37939\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-1kvfib7c\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 9</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36951\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46489/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46489/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33271\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-vre5ym_t\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 10</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36687\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/34433/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/34433/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44767\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-vwlvl_t7\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 11</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41305\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39631/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39631/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45835\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-a5mrg7as\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 12</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41361\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46505/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46505/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36617\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-888ia3nz\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 13</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:40187\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/35161/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/35161/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42695\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-w7k88qj3\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 14</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46865\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/45471/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/45471/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34165\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-gs7vvypc\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 15</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:35431\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33961/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/33961/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40029\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-vmxbs067\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 16</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36239\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/38687/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/38687/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42013\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-pih1fufg\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 17</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46059\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/40841/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/40841/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35367\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-gpl9ds81\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 18</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:35507\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39533/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39533/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45265\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-stue86y_\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 19</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34831\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/34941/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/34941/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37467\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-krq69rn9\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 20</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34783\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46689/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/46689/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40445\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-lyj4qh4q\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 21</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:45637\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/34491/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/34491/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37831\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-z0s51mq6\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 22</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:38855\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39149/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39149/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37801\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-r4sfi2cx\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 23</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36645\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/38199/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/38199/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46857\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-hdd6mqdh\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 24</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36037\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/38335/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/38335/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37035\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-cxvreo6x\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 25</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34379\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/37599/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/37599/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38183\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-9lho8yk0\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 26</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:45983\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/35949/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/35949/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39523\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-xgzymh0m\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 27</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36679\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39317/status\" target=\"_blank\">/node/gadi-cpu-bdw-0086.gadi.nci.org.au/39087/proxy/39317/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 0 B\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45579\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/118619189.gadi-pbs/dask-scratch-space/worker-xadqhodb\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client: 'tcp://127.0.0.1:43593' processes=0 threads=0, memory=0 B>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dask.distributed import Client\n",
    "import dask\n",
    "\n",
    "# Set configuration options\n",
    "dask.config.set({\n",
    "    'distributed.comm.timeouts.connect': '90s',  # Timeout for connecting to a worker\n",
    "    'distributed.comm.timeouts.tcp': '90s',  # Timeout for TCP communications\n",
    "})\n",
    "\n",
    "#cluster = LocalCluster(\n",
    "#    n_workers=28,          # Number of workers\n",
    "#    threads_per_worker=1 #Threads per worker\n",
    "#    #memory_limit='8GB' # Memory limit per each worker commented out\n",
    "#)\n",
    "#client = Client(cluster)\n",
    "\n",
    "client = Client()\n",
    "client"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b53f40d-bdbf-48b6-9ea0-fda1bc32e811",
   "metadata": {},
   "source": [
    "# Example code to read from command line if not interactive (just make the cell code)\n",
    "def is_interactive():\n",
    "    import __main__ as main\n",
    "    return not hasattr(main, '__file__')\n",
    "\n",
    "from sys import argv\n",
    "\n",
    "if is_interactive():\n",
    "    params = [0, 0.001, 0.0042, 400, 8,16,16 ]\n",
    "    params = [1, 0.000, 0.007, 400, 4,32,64 ]\n",
    "    params = [1, 0.005, 0.001, 400, 4,32,64 ]\n",
    "    params = [1, 0.00, 0.004, 161, 64,64,64 ]\n",
    "else:\n",
    "    print(argv)\n",
    "    ss=argv[1:]\n",
    "    print(ss)\n",
    "    params = [float(i) for i in ss]\n",
    " \n",
    "if params[0] == 0:\n",
    "    loss='mean_squared_error'\n",
    "else:\n",
    "    loss='mean_absolute_error'#### ignore warnings"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbc68201-323d-4e96-abb1-54495e5c3d66",
   "metadata": {},
   "source": [
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "701040b6-201d-4bd9-be1d-2881778a7605",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:51:37.956423Z",
     "iopub.status.busy": "2024-06-18T10:51:37.954698Z",
     "iopub.status.idle": "2024-06-18T10:51:37.966465Z",
     "shell.execute_reply": "2024-06-18T10:51:37.965017Z",
     "shell.execute_reply.started": "2024-06-18T10:51:37.956346Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cba541bb-f13a-4906-8f16-2898124289b5",
   "metadata": {},
   "source": [
    "## Obtain the desired catalogues of the simulations to processe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "235c1492-f47f-4082-b22c-ae3b1bc5a8f2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:52:49.295669Z",
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     "shell.execute_reply": "2024-06-18T10:52:49.307671Z",
     "shell.execute_reply.started": "2024-06-18T10:52:49.295641Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13\n"
     ]
    }
   ],
   "source": [
    "catalogue_path='/g/data/ia39/catalogues'\n",
    "mRuns = sorted(glob.glob(catalogue_path+'/*ssp370*.json'))\n",
    "print(len(mRuns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e45c048-784c-4f98-a117-dd0aa67ff068",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:52:49.311070Z",
     "iopub.status.busy": "2024-06-18T10:52:49.310842Z",
     "iopub.status.idle": "2024-06-18T10:52:59.105042Z",
     "shell.execute_reply": "2024-06-18T10:52:59.102691Z",
     "shell.execute_reply.started": "2024-06-18T10:52:49.311045Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 /g/data/ia39/catalogues/AGCD-05i_BOM_ACCESS-CM2_ssp370_r4i1p1f1_BARPA-R_v1-r1_day.json\n",
      "1 /g/data/ia39/catalogues/AGCD-05i_BOM_ACCESS-ESM1-5_ssp370_r6i1p1f1_BARPA-R_v1-r1_day.json\n",
      "2 /g/data/ia39/catalogues/AGCD-05i_BOM_CESM2_ssp370_r11i1p1f1_BARPA-R_v1-r1_day.json\n",
      "3 /g/data/ia39/catalogues/AGCD-05i_BOM_CMCC-ESM2_ssp370_r1i1p1f1_BARPA-R_v1-r1_day.json\n",
      "4 /g/data/ia39/catalogues/AGCD-05i_BOM_EC-Earth3_ssp370_r1i1p1f1_BARPA-R_v1-r1_day.json\n",
      "5 /g/data/ia39/catalogues/AGCD-05i_BOM_MPI-ESM1-2-HR_ssp370_r1i1p1f1_BARPA-R_v1-r1_day.json\n",
      "6 /g/data/ia39/catalogues/AGCD-05i_BOM_NorESM2-MM_ssp370_r1i1p1f1_BARPA-R_v1-r1_day.json\n",
      "7 /g/data/ia39/catalogues/AGCD-05i_CSIRO_ACCESS-CM2_ssp370_r4i1p1f1_CCAM-v2203-SN_v1-r1_day.json\n",
      "8 /g/data/ia39/catalogues/AGCD-05i_CSIRO_ACCESS-ESM1-5_ssp370_r6i1p1f1_CCAM-v2203-SN_v1-r1_day.json\n",
      "9 /g/data/ia39/catalogues/AGCD-05i_CSIRO_CESM2_ssp370_r11i1p1f1_CCAM-v2203-SN_v1-r1_day.json\n",
      "10 /g/data/ia39/catalogues/AGCD-05i_CSIRO_CMCC-ESM2_ssp370_r1i1p1f1_CCAM-v2203-SN_v1-r1_day.json\n",
      "11 /g/data/ia39/catalogues/AGCD-05i_CSIRO_CNRM-ESM2-1_ssp370_r1i1p1f2_CCAM-v2203-SN_v1-r1_day.json\n",
      "12 /g/data/ia39/catalogues/AGCD-05i_CSIRO_EC-Earth3_ssp370_r1i1p1f1_CCAM-v2203-SN_v1-r1_day.json\n"
     ]
    }
   ],
   "source": [
    "# test loading all the catalogues of the data\n",
    "ifile=-1\n",
    "for file in mRuns: \n",
    "    ifile=ifile+1\n",
    "    print(ifile, file)\n",
    "    cat1=intake.open_esm_datastore(file)\n",
    "#    tmp = cat1.search(variable={'pr'}).to_dask(cdf_kwargs={'chunks': {'time': 365, 'lat': 691, 'lon': 886}})\n",
    "#    print(ifile,len(tmp.time))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f7dc83b-7674-4a09-aa4b-3ffd0ec32602",
   "metadata": {},
   "source": [
    "# Process one ensemble "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7cef7866-d897-45f2-b6ca-61a1d12e386d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:55:07.491556Z",
     "iopub.status.busy": "2024-06-18T10:55:07.490435Z",
     "iopub.status.idle": "2024-06-18T10:55:07.568277Z",
     "shell.execute_reply": "2024-06-18T10:55:07.566867Z",
     "shell.execute_reply.started": "2024-06-18T10:55:07.491483Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['AGCD-05i_BOM_ACCESS-ESM1-5_ssp370_r6i1p1f1_BARPA-R_v1-r1_day', 'json']\n",
      "['hursmax', 'hursmin', 'pr', 'rsds', 'sfcWindmax', 'tasmax', 'tasmin']\n"
     ]
    }
   ],
   "source": [
    "# From one catalogue list save variables\n",
    "mindex=12  # run to process\n",
    "mindex=1\n",
    "cat=intake.open_esm_datastore(mRuns[mindex])\n",
    "mtmp=mRuns[mindex].split('/')\n",
    "model_name=mtmp[5].split('.')\n",
    "print(model_name)\n",
    "print(cat.unique()['variable']) #unique()['variable']\n",
    "tmp=model_name[0].split('_'); ACS_model=tmp[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e084f871-c72d-4131-9107-3a2f30de3f78",
   "metadata": {},
   "source": [
    "# Extra plotting of written file\n",
    "\n",
    "If any of these variables have nan than the FFDI calculation will fail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "18e695ea-c9b2-4024-814a-b541798d5ce7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:55:07.570205Z",
     "iopub.status.busy": "2024-06-18T10:55:07.569951Z",
     "iopub.status.idle": "2024-06-18T10:55:08.905852Z",
     "shell.execute_reply": "2024-06-18T10:55:08.904359Z",
     "shell.execute_reply.started": "2024-06-18T10:55:07.570178Z"
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       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
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       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (time: 31411, lat: 691, lon: 886, bnds: 2)\n",
       "Coordinates:\n",
       "  * lat         (lat) float64 -44.5 -44.45 -44.4 -44.35 ... -10.1 -10.05 -10.0\n",
       "    lat_bnds    (lat, bnds) float64 dask.array&lt;chunksize=(33, 2), meta=np.ndarray&gt;\n",
       "  * lon         (lon) float64 112.0 112.0 112.1 112.2 ... 156.2 156.2 156.2\n",
       "    lon_bnds    (lon, bnds) float64 dask.array&lt;chunksize=(43, 2), meta=np.ndarray&gt;\n",
       "  * time        (time) datetime64[ns] 2015-01-01T12:00:00 ... 2100-12-31T12:0...\n",
       "    time_bnds   (time, bnds) datetime64[ns] dask.array&lt;chunksize=(31411, 2), meta=np.ndarray&gt;\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    hursmin     (time, lat, lon) float64 dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;\n",
       "    pr          (time, lat, lon) float64 dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;\n",
       "    sfcWindmax  (time, lat, lon) float64 dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;\n",
       "    tasmax      (time, lat, lon) float64 dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;\n",
       "Attributes: (12/54)\n",
       "    Conventions:                         CF-1.10, ACDD-1.3\n",
       "    NCO:                                 netCDF Operators version 5.0.5 (Home...\n",
       "    acknowledgement:                     The production of BARPA was supporte...\n",
       "    activity_id:                         DD\n",
       "    contact:                             Bureau of Meteorology (data_governan...\n",
       "    creator_institution:                 Bureau of Meteorology\n",
       "    ...                                  ...\n",
       "    standard_name_vocabulary:            CF Standard Name Table v79\n",
       "    summary:                             The Bureau of Meteorology Atmospheri...\n",
       "    time_coverage_resolution:            PT1440M0S\n",
       "    title:                               Pre-processed model output in prepar...\n",
       "    variable_id:                         pr\n",
       "    version_realisation:                 v1-r1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-460a76e0-78a4-418d-a778-b7ddc5f20343' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-460a76e0-78a4-418d-a778-b7ddc5f20343' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 31411</li><li><span class='xr-has-index'>lat</span>: 691</li><li><span class='xr-has-index'>lon</span>: 886</li><li><span>bnds</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19104575-8a9c-44e6-bdcc-84975e695a0f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19104575-8a9c-44e6-bdcc-84975e695a0f' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-44.5 -44.45 -44.4 ... -10.05 -10.0</div><input id='attrs-6c40f3d0-e196-412e-9912-25d28a9a03c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c40f3d0-e196-412e-9912-25d28a9a03c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1655d100-21c0-40e3-a4f0-4755c4a0b32d' class='xr-var-data-in' type='checkbox'><label for='data-1655d100-21c0-40e3-a4f0-4755c4a0b32d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-44.5 , -44.45, -44.4 , ..., -10.1 , -10.05, -10.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(33, 2), meta=np.ndarray&gt;</div><input id='attrs-0a13795c-57d3-4ad0-b07a-c213e4052a20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a13795c-57d3-4ad0-b07a-c213e4052a20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b65b58f2-3de8-4861-b459-cc1ad8dc418f' class='xr-var-data-in' type='checkbox'><label for='data-b65b58f2-3de8-4861-b459-cc1ad8dc418f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 10.80 kiB </td>\n",
       "                        <td> 528 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (691, 2) </td>\n",
       "                        <td> (33, 2) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 21 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>112.0 112.0 112.1 ... 156.2 156.2</div><input id='attrs-c12c563c-fb74-43a5-bbc8-99d8a2e0fa22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c12c563c-fb74-43a5-bbc8-99d8a2e0fa22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5f9d765-0caf-4599-94f9-b0a20936a121' class='xr-var-data-in' type='checkbox'><label for='data-c5f9d765-0caf-4599-94f9-b0a20936a121' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([112.  , 112.05, 112.1 , ..., 156.15, 156.2 , 156.25])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(43, 2), meta=np.ndarray&gt;</div><input id='attrs-d11b458c-2059-4c1c-818f-c1c0ea499e27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d11b458c-2059-4c1c-818f-c1c0ea499e27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-242a6f98-5c4a-422f-963e-c06d55024dfb' class='xr-var-data-in' type='checkbox'><label for='data-242a6f98-5c4a-422f-963e-c06d55024dfb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
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       "            <table style=\"border-collapse: collapse;\">\n",
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       "                <tbody>\n",
       "                    \n",
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       "                        <td> 13.84 kiB </td>\n",
       "                        <td> 688 B </td>\n",
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       "                    <tr>\n",
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       "                        <td> (886, 2) </td>\n",
       "                        <td> (43, 2) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 21 chunks in 2 graph layers </td>\n",
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       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-01T12:00:00 ... 2100-12-...</div><input id='attrs-757307ef-316d-4a42-b62d-756600b22d95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-757307ef-316d-4a42-b62d-756600b22d95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-284fd138-a547-43b2-a5b5-64702537735d' class='xr-var-data-in' type='checkbox'><label for='data-284fd138-a547-43b2-a5b5-64702537735d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-01T12:00:00.000000000&#x27;, &#x27;2015-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2015-01-03T12:00:00.000000000&#x27;, ..., &#x27;2100-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2100-12-30T12:00:00.000000000&#x27;, &#x27;2100-12-31T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31411, 2), meta=np.ndarray&gt;</div><input id='attrs-ee1b1296-aa44-42e2-ad14-dd1682b7e3ae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee1b1296-aa44-42e2-ad14-dd1682b7e3ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9397c4c2-5099-4085-81b1-bfa38200785e' class='xr-var-data-in' type='checkbox'><label for='data-9397c4c2-5099-4085-81b1-bfa38200785e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 490.80 kiB </td>\n",
       "                        <td> 490.80 kiB </td>\n",
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       "                        <td> (31411, 2) </td>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-2077f17d-ef44-45e8-8203-7c40edf3406e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2077f17d-ef44-45e8-8203-7c40edf3406e' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>hursmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;</div><input id='attrs-3c1ca141-5eb2-4436-9f75-9e8bf73ae720' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c1ca141-5eb2-4436-9f75-9e8bf73ae720' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ab3348d-f19e-4566-81e3-a62006f6893a' class='xr-var-data-in' type='checkbox'><label for='data-2ab3348d-f19e-4566-81e3-a62006f6893a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: point (interval: 1H)</dd><dt><span>long_name :</span></dt><dd>Daily Minimum Near-Surface Relative Humidity</dd><dt><span>regrid_method :</span></dt><dd>bilinear</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                        <td> 143.28 GiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sfcWindmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;</div><input id='attrs-ed1299fc-7086-4da9-abfa-b6480e1d0bea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed1299fc-7086-4da9-abfa-b6480e1d0bea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ffcdefc-5a21-495f-8891-600cfc5cdd61' class='xr-var-data-in' type='checkbox'><label for='data-8ffcdefc-5a21-495f-8891-600cfc5cdd61' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Daily Maximum Near-Surface Wind Speed</dd><dt><span>regrid_method :</span></dt><dd>bilinear</dd><dt><span>standard_name :</span></dt><dd>wind_speed</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Array </th>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 143.28 GiB </td>\n",
       "                        <td> 340.06 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (31411, 691, 886) </td>\n",
       "                        <td> (31411, 33, 43) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
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       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31411, 33, 43), meta=np.ndarray&gt;</div><input id='attrs-a1468678-1a3a-4e4e-862e-427953153434' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1468678-1a3a-4e4e-862e-427953153434' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45a991d9-e1db-40bd-9fb3-01f0c672e488' class='xr-var-data-in' type='checkbox'><label for='data-45a991d9-e1db-40bd-9fb3-01f0c672e488' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Daily Maximum Near-Surface Air Temperature</dd><dt><span>regrid_method :</span></dt><dd>bilinear</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                </thead>\n",
       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 143.28 GiB </td>\n",
       "                        <td> 340.06 MiB </td>\n",
       "                    </tr>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (31411, 691, 886) </td>\n",
       "                        <td> (31411, 33, 43) </td>\n",
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       "                    <tr>\n",
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       "                        <td colspan=\"2\"> 441 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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       "       -44.05,\n",
       "       ...\n",
       "       -10.45,  -10.4, -10.35,  -10.3, -10.25,  -10.2, -10.15,  -10.1, -10.05,\n",
       "        -10.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=691))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1d6163c7-20d0-47fa-a4a7-90831c67fa8a' class='xr-index-data-in' type='checkbox'/><label for='index-1d6163c7-20d0-47fa-a4a7-90831c67fa8a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 112.0, 112.05,  112.1, 112.15,  112.2, 112.25,  112.3, 112.35,  112.4,\n",
       "       112.45,\n",
       "       ...\n",
       "        155.8, 155.85,  155.9, 155.95,  156.0, 156.05,  156.1, 156.15,  156.2,\n",
       "       156.25],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=886))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-89dcf8f3-0721-4be0-b26e-3fd388e746f6' class='xr-index-data-in' type='checkbox'/><label for='index-89dcf8f3-0721-4be0-b26e-3fd388e746f6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-01 12:00:00&#x27;, &#x27;2015-01-02 12:00:00&#x27;,\n",
       "               &#x27;2015-01-03 12:00:00&#x27;, &#x27;2015-01-04 12:00:00&#x27;,\n",
       "               &#x27;2015-01-05 12:00:00&#x27;, &#x27;2015-01-06 12:00:00&#x27;,\n",
       "               &#x27;2015-01-07 12:00:00&#x27;, &#x27;2015-01-08 12:00:00&#x27;,\n",
       "               &#x27;2015-01-09 12:00:00&#x27;, &#x27;2015-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2100-12-22 12:00:00&#x27;, &#x27;2100-12-23 12:00:00&#x27;,\n",
       "               &#x27;2100-12-24 12:00:00&#x27;, &#x27;2100-12-25 12:00:00&#x27;,\n",
       "               &#x27;2100-12-26 12:00:00&#x27;, &#x27;2100-12-27 12:00:00&#x27;,\n",
       "               &#x27;2100-12-28 12:00:00&#x27;, &#x27;2100-12-29 12:00:00&#x27;,\n",
       "               &#x27;2100-12-30 12:00:00&#x27;, &#x27;2100-12-31 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=31411, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-747ee61b-c2e7-4d6b-b976-038bd61980ff' class='xr-section-summary-in' type='checkbox'  ><label for='section-747ee61b-c2e7-4d6b-b976-038bd61980ff' class='xr-section-summary' >Attributes: <span>(54)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.10, ACDD-1.3</dd><dt><span>NCO :</span></dt><dd>netCDF Operators version 5.0.5 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco)</dd><dt><span>acknowledgement :</span></dt><dd>The production of BARPA was supported with funding from the Australian Climate Service.</dd><dt><span>activity_id :</span></dt><dd>DD</dd><dt><span>contact :</span></dt><dd>Bureau of Meteorology (data_governance_office@bom.gov.au)</dd><dt><span>creator_institution :</span></dt><dd>Bureau of Meteorology</dd><dt><span>creator_type :</span></dt><dd>institution</dd><dt><span>domain :</span></dt><dd>Australia/AGCD</dd><dt><span>domain_id :</span></dt><dd>AGCD-05i</dd><dt><span>driving_experiment :</span></dt><dd>CSIRO ACCESS-ESM1-5; ssp370; r6i1p1f1</dd><dt><span>driving_experiment_id :</span></dt><dd>ssp370</dd><dt><span>driving_institution_id :</span></dt><dd>CSIRO</dd><dt><span>driving_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>driving_variant_label :</span></dt><dd>r6i1p1f1</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>institution :</span></dt><dd>Bureau of Meteorology</dd><dt><span>institution_id :</span></dt><dd>BOM</dd><dt><span>intake_esm_attrs:_data_format_ :</span></dt><dd>netcdf</dd><dt><span>intake_esm_attrs:domain :</span></dt><dd>AGCD-05i</dd><dt><span>intake_esm_attrs:downscale_model :</span></dt><dd>BOM</dd><dt><span>intake_esm_attrs:downscale_version :</span></dt><dd>BARPA-R</dd><dt><span>intake_esm_attrs:host_GCM :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>intake_esm_attrs:host_ensemble :</span></dt><dd>r6i1p1f1</dd><dt><span>intake_esm_attrs:period :</span></dt><dd>v1-r1</dd><dt><span>intake_esm_attrs:run_type :</span></dt><dd>ssp370</dd><dt><span>intake_esm_attrs:time_period :</span></dt><dd>fixed</dd><dt><span>intake_esm_attrs:variable :</span></dt><dd>pr</dd><dt><span>intake_esm_dataset_key :</span></dt><dd>AGCD-05i.ACCESS-ESM1-5.ssp370.r6i1p1f1.BOM.BARPA-R.v1-r1</dd><dt><span>intake_esm_vars :</span></dt><dd>[&#x27;pr&#x27;]</dd><dt><span>keywords :</span></dt><dd>Earth Science, Atmosphere, Models, Services; Continent, Australia/New Zealand; Australia; 1 km - &lt; 10 km or approximately .01 degree - &lt; .09 degree; 10 km - &lt; 50 km or approximately .09 degree - &lt; .5 degree; 1 minute - &lt; 1 hour; Hourly - &lt; Daily; Daily - &lt; Weekly; Monthly - &lt; Annual; Government Agencies-Non-US, Australia, AU/BOM; Other; CLIMATE MODELS; netCDF-4 classic</dd><dt><span>keywords_reference :</span></dt><dd>Global Change Master Directory (GCMD). 2023. GCMD Keywords, Version 17.1, Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC) National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords</dd><dt><span>keywords_vocabulary :</span></dt><dd>GCMD Science Keywords, Version 17.1</dd><dt><span>license :</span></dt><dd>https://doi.org/10.25914/gjzx-kr91</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>naming_authority :</span></dt><dd>Bureau of Meteorology</dd><dt><span>native_resolution :</span></dt><dd>0.1545deg</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>program :</span></dt><dd>Australian Climate Service (ACS)</dd><dt><span>project :</span></dt><dd>BARPA</dd><dt><span>project_id :</span></dt><dd>BARPA</dd><dt><span>publisher_institution :</span></dt><dd>Bureau of Meteorology</dd><dt><span>publisher_name :</span></dt><dd>Bureau of Meteorology</dd><dt><span>publisher_type :</span></dt><dd>institution</dd><dt><span>publisher_url :</span></dt><dd>http://www.bom.gov.au</dd><dt><span>references :</span></dt><dd>https://doi.org/10.25914/gjzx-kr91</dd><dt><span>source :</span></dt><dd>ssp370 run using CSIRO ACCESS-ESM1-5 r6i1p1f1. Forcing mode: nudged atmosphere. Data from Met Office Unified Model (UM version 11.9) and Joint UK Land Environment Simulator (JULES version 6.0)</dd><dt><span>source_id :</span></dt><dd>BARPA-R</dd><dt><span>source_type :</span></dt><dd>ARCM</dd><dt><span>standard_name_vocabulary :</span></dt><dd>CF Standard Name Table v79</dd><dt><span>summary :</span></dt><dd>The Bureau of Meteorology Atmospheric Regional Projections for Australia (BARPA) delivers high-resolution dynamical downscaling of CMIP experiments over CORDEX-Australasia and Australian domains.</dd><dt><span>time_coverage_resolution :</span></dt><dd>PT1440M0S</dd><dt><span>title :</span></dt><dd>Pre-processed model output in preparation for bias adjustment</dd><dt><span>variable_id :</span></dt><dd>pr</dd><dt><span>version_realisation :</span></dt><dd>v1-r1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (time: 31411, lat: 691, lon: 886, bnds: 2)\n",
       "Coordinates:\n",
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       "    lat_bnds    (lat, bnds) float64 dask.array<chunksize=(33, 2), meta=np.ndarray>\n",
       "  * lon         (lon) float64 112.0 112.0 112.1 112.2 ... 156.2 156.2 156.2\n",
       "    lon_bnds    (lon, bnds) float64 dask.array<chunksize=(43, 2), meta=np.ndarray>\n",
       "  * time        (time) datetime64[ns] 2015-01-01T12:00:00 ... 2100-12-31T12:0...\n",
       "    time_bnds   (time, bnds) datetime64[ns] dask.array<chunksize=(31411, 2), meta=np.ndarray>\n",
       "Dimensions without coordinates: bnds\n",
       "Data variables:\n",
       "    hursmin     (time, lat, lon) float64 dask.array<chunksize=(31411, 33, 43), meta=np.ndarray>\n",
       "    pr          (time, lat, lon) float64 dask.array<chunksize=(31411, 33, 43), meta=np.ndarray>\n",
       "    sfcWindmax  (time, lat, lon) float64 dask.array<chunksize=(31411, 33, 43), meta=np.ndarray>\n",
       "    tasmax      (time, lat, lon) float64 dask.array<chunksize=(31411, 33, 43), meta=np.ndarray>\n",
       "Attributes: (12/54)\n",
       "    Conventions:                         CF-1.10, ACDD-1.3\n",
       "    NCO:                                 netCDF Operators version 5.0.5 (Home...\n",
       "    acknowledgement:                     The production of BARPA was supporte...\n",
       "    activity_id:                         DD\n",
       "    contact:                             Bureau of Meteorology (data_governan...\n",
       "    creator_institution:                 Bureau of Meteorology\n",
       "    ...                                  ...\n",
       "    standard_name_vocabulary:            CF Standard Name Table v79\n",
       "    summary:                             The Bureau of Meteorology Atmospheri...\n",
       "    time_coverage_resolution:            PT1440M0S\n",
       "    title:                               Pre-processed model output in prepar...\n",
       "    variable_id:                         pr\n",
       "    version_realisation:                 v1-r1"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_store = \"/scratch/xv83/rxm599/\"+model_name[0]+\".zarr\"\n",
    "ds0=xr.open_zarr(target_store)\n",
    "ds0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ea378b92-88c4-4fa3-9587-e8d6be296ab8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:55:08.907678Z",
     "iopub.status.busy": "2024-06-18T10:55:08.907308Z",
     "iopub.status.idle": "2024-06-18T10:56:07.892417Z",
     "shell.execute_reply": "2024-06-18T10:56:07.890759Z",
     "shell.execute_reply.started": "2024-06-18T10:55:08.907638Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x14f314b9a500>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t1='2015-01-01'; t2='2099-12-31'\n",
    "pra=ds0.pr.sel(time=slice(t1, t2))\n",
    "tasmaxa=ds0.tasmax.sel(time=slice(t1,t2))\n",
    "hursmina=ds0.hursmin.sel(time=slice(t1,t2))\n",
    "sfcWindmaxa=ds0.sfcWindmax.sel(time=slice(t1,t2))\n",
    "\n",
    "plt.subplot(2,2,1); pra.mean('time',skipna=False).plot()\n",
    "plt.subplot(2,2,2); tasmaxa.mean('time',skipna=False).plot()\n",
    "plt.subplot(2,2,3); hursmina.mean('time',skipna=False).plot()\n",
    "plt.subplot(2,2,4); sfcWindmaxa.mean('time',skipna=False).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a50321b0-27d6-4aa8-b41d-c8dcabcd97ef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:56:07.895015Z",
     "iopub.status.busy": "2024-06-18T10:56:07.894744Z",
     "iopub.status.idle": "2024-06-18T10:56:08.380555Z",
     "shell.execute_reply": "2024-06-18T10:56:08.378327Z",
     "shell.execute_reply.started": "2024-06-18T10:56:07.894988Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    }
   ],
   "source": [
    "nan_count = pra.isel(time=slice(0,None),lon=140,lat=-30).isnull().sum().compute().item()\n",
    "print(nan_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5c841a81-4f8a-47f9-9432-e6de47c9881d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:56:08.386013Z",
     "iopub.status.busy": "2024-06-18T10:56:08.385665Z",
     "iopub.status.idle": "2024-06-18T10:57:01.079609Z",
     "shell.execute_reply": "2024-06-18T10:57:01.074563Z",
     "shell.execute_reply.started": "2024-06-18T10:56:08.385976Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1224452\n",
      "1224452\n",
      "1224452\n",
      "0\n",
      "1224452 1224452 1224452 0\n"
     ]
    }
   ],
   "source": [
    "nan1=pra.isnull().sum().compute().item()\n",
    "print(nan1)\n",
    "nan2=sfcWindmaxa.isnull().sum().compute().item()\n",
    "print(nan2)\n",
    "nan3=tasmaxa.isnull().sum().compute().item()\n",
    "print(nan3)\n",
    "nan4=hursmina.isnull().sum().compute().item()\n",
    "print(nan4)\n",
    "print(nan1,nan2,nan3,nan4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ba3345d6-92ab-4eaf-a912-c8ea20988336",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:57:01.603216Z",
     "iopub.status.busy": "2024-06-18T10:57:01.602820Z",
     "iopub.status.idle": "2024-06-18T10:57:01.611336Z",
     "shell.execute_reply": "2024-06-18T10:57:01.610048Z",
     "shell.execute_reply.started": "2024-06-18T10:57:01.603174Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1224452 /scratch/xv83/rxm599/AGCD-05i_BOM_ACCESS-ESM1-5_ssp370_r6i1p1f1_BARPA-R_v1-r1_day.zarr\n"
     ]
    }
   ],
   "source": [
    "print(691*886*2,target_store)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e0e526e4-98cb-4d77-95c2-cbed0240b28b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:58:06.487877Z",
     "iopub.status.busy": "2024-06-18T10:58:06.485725Z",
     "iopub.status.idle": "2024-06-18T10:58:08.046146Z",
     "shell.execute_reply": "2024-06-18T10:58:08.044732Z",
     "shell.execute_reply.started": "2024-06-18T10:58:06.487764Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indices of NaN values in :\n",
      "['2029-04-21T12:00:00.000000000' '2029-04-22T12:00:00.000000000']\n",
      "Indices of NaN values in :\n",
      "['2029-04-21T12:00:00.000000000' '2029-04-22T12:00:00.000000000']\n",
      "Indices of NaN values in :\n",
      "['2029-04-21T12:00:00.000000000' '2029-04-22T12:00:00.000000000']\n"
     ]
    }
   ],
   "source": [
    "# Find the indices of NaN values\n",
    "def nan_var(var):\n",
    "    nan_mask = var.isel(time=slice(0,None),lon=140,lat=-30).isnull().compute()\n",
    "    nan_indices = nan_mask.where(nan_mask, drop=True).time\n",
    "    print(f\"Indices of NaN values in :\\n{nan_indices.values}\")\n",
    "\n",
    "nan_var(tasmaxa)\n",
    "nan_var(sfcWindmaxa)\n",
    "nan_var(pra)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1920d781-f954-436b-94a8-f58d899f5150",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-18T10:57:01.591230Z",
     "iopub.status.busy": "2024-06-18T10:57:01.590867Z",
     "iopub.status.idle": "2024-06-18T10:57:01.598144Z",
     "shell.execute_reply": "2024-06-18T10:57:01.596226Z",
     "shell.execute_reply.started": "2024-06-18T10:57:01.591191Z"
    }
   },
   "outputs": [],
   "source": [
    "#client.shutdown()"
   ]
  }
 ],
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  "jupytext": {
   "formats": "ipynb,auto:light"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "pygments_lexer": "ipython3",
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