ensemble-table-plantations.ipynb

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   "cell_type": "markdown",
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   "source": [
    "# Region and ensemble member mean table rjm\n",
    "\n",
    "Make a table by averaging values in the Plantation regions and second by computing the 10, 50, and 90 percentiles from the ensemble of RCM averaged values.\n",
    "\n",
    "Doing FFDI thresholds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3fdce7b4-d81c-4a94-b774-f28f18047b01",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2024-08-22T07:48:19.285995Z",
     "shell.execute_reply.started": "2024-08-22T07:48:19.283654Z"
    }
   },
   "outputs": [],
   "source": [
    "# times in this file are using 28 cores, 126GB mem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "efc86a71-f604-41c8-a263-534ceafee872",
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/g/data/xv83/rxm599/acs/plotting_maps\n"
     ]
    }
   ],
   "source": [
    "cd /g/data/xv83/rxm599/acs/plotting_maps/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1785c6bd-2da9-4d7b-a751-caf1b4e046e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:19.306785Z",
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     "shell.execute_reply": "2024-08-22T07:48:26.969433Z",
     "shell.execute_reply.started": "2024-08-22T07:48:19.306762Z"
    }
   },
   "outputs": [],
   "source": [
    "# import needed packages\n",
    "from acs_area_statistics import acs_regional_stats, get_regions\n",
    "import xarray as xr\n",
    "import geopandas as gpd\n",
    "from glob import glob\n",
    "import pandas as pd\n",
    "import regionmask\n",
    "PATH = \"/g/data/ia39/aus-ref-clim-data-nci/shapefiles/data\"\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "import dask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bbfb4a3c-15c6-4d0d-8383-19c1e728c48a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:26.971136Z",
     "iopub.status.busy": "2024-08-22T07:48:26.970887Z",
     "iopub.status.idle": "2024-08-22T07:48:31.605050Z",
     "shell.execute_reply": "2024-08-22T07:48:31.604250Z",
     "shell.execute_reply.started": "2024-08-22T07:48:26.971119Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-08-22 17:48:27,572 - distributed.preloading - INFO - Creating preload: /g/data/hh5/public/apps/dask-optimiser/schedplugin.py\n",
      "2024-08-22 17:48:27,574 - distributed.utils - INFO - Reload module schedplugin from .py file\n",
      "2024-08-22 17:48:27,576 - 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"
     ]
    },
    {
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       "            <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",
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       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
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       "            <summary style=\"margin-bottom: 20px;\">\n",
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       "                        <strong>Comm:</strong> tcp://127.0.0.1:42981\n",
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       "                        <strong>Workers:</strong> 24\n",
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       "                        <strong>Started:</strong> Just now\n",
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       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
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       "        <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",
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       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:45383\n",
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       "                            <strong>Total threads: </strong> 1\n",
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       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/46669/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/46669/status</a>\n",
       "                        </td>\n",
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       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43489\n",
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       "                        <td style=\"text-align: left;\"></td>\n",
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       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/123519609.gadi-pbs/dask-scratch-space/worker-dham0_g9\n",
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       "\n",
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       "            <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",
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       "                <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://127.0.0.1:44487\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-clx-0646.gadi.nci.org.au/63264/proxy/41563/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/41563/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://127.0.0.1:36015\n",
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       "                        <td style=\"text-align: left;\"></td>\n",
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       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /jobfs/123519609.gadi-pbs/dask-scratch-space/worker-4d0kdyq3\n",
       "                        </td>\n",
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       "\n",
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       "\n",
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       "        \n",
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       "            <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://127.0.0.1:40983\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 1\n",
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       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/43907/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/43907/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://127.0.0.1:34213\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/123519609.gadi-pbs/dask-scratch-space/worker-jihywcku\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://127.0.0.1:41901\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-clx-0646.gadi.nci.org.au/63264/proxy/46577/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/46577/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://127.0.0.1:37461\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/123519609.gadi-pbs/dask-scratch-space/worker-ld0qemlp\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://127.0.0.1:43933\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-clx-0646.gadi.nci.org.au/63264/proxy/44783/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/44783/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://127.0.0.1:44127\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/123519609.gadi-pbs/dask-scratch-space/worker-j98d07bh\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://127.0.0.1:35617\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-clx-0646.gadi.nci.org.au/63264/proxy/36819/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/36819/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://127.0.0.1:44963\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/123519609.gadi-pbs/dask-scratch-space/worker-qpd9y56u\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://127.0.0.1:41279\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-clx-0646.gadi.nci.org.au/63264/proxy/36481/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/36481/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://127.0.0.1:44877\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/123519609.gadi-pbs/dask-scratch-space/worker-s5sshaut\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://127.0.0.1:35885\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-clx-0646.gadi.nci.org.au/63264/proxy/41183/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/41183/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://127.0.0.1:43113\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/123519609.gadi-pbs/dask-scratch-space/worker-i_81c5_h\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://127.0.0.1:36687\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-clx-0646.gadi.nci.org.au/63264/proxy/39989/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/39989/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://127.0.0.1:43341\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/123519609.gadi-pbs/dask-scratch-space/worker-hxle_326\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://127.0.0.1:43413\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-clx-0646.gadi.nci.org.au/63264/proxy/33287/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/33287/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://127.0.0.1:39391\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/123519609.gadi-pbs/dask-scratch-space/worker-9v6092zg\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://127.0.0.1:42581\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-clx-0646.gadi.nci.org.au/63264/proxy/40771/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/40771/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://127.0.0.1:40415\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/123519609.gadi-pbs/dask-scratch-space/worker-sv4jk601\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://127.0.0.1:35575\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-clx-0646.gadi.nci.org.au/63264/proxy/43973/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/43973/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://127.0.0.1:46067\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/123519609.gadi-pbs/dask-scratch-space/worker-fpyag_gv\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://127.0.0.1:35821\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-clx-0646.gadi.nci.org.au/63264/proxy/40543/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/40543/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://127.0.0.1:34481\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/123519609.gadi-pbs/dask-scratch-space/worker-7p2n1se5\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://127.0.0.1:44763\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-clx-0646.gadi.nci.org.au/63264/proxy/38467/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/38467/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://127.0.0.1:38497\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/123519609.gadi-pbs/dask-scratch-space/worker-hl4mkc3u\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://127.0.0.1:36837\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-clx-0646.gadi.nci.org.au/63264/proxy/43275/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/43275/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://127.0.0.1:44855\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/123519609.gadi-pbs/dask-scratch-space/worker-2hxyaa48\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://127.0.0.1:39569\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-clx-0646.gadi.nci.org.au/63264/proxy/33435/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/33435/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://127.0.0.1:44701\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/123519609.gadi-pbs/dask-scratch-space/worker-kdayqkze\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://127.0.0.1:37433\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-clx-0646.gadi.nci.org.au/63264/proxy/38771/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/38771/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://127.0.0.1:40715\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/123519609.gadi-pbs/dask-scratch-space/worker-py7c2j56\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://127.0.0.1:40117\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-clx-0646.gadi.nci.org.au/63264/proxy/39577/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/39577/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://127.0.0.1:46829\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/123519609.gadi-pbs/dask-scratch-space/worker-69efkwr4\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://127.0.0.1:44829\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-clx-0646.gadi.nci.org.au/63264/proxy/43583/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/43583/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://127.0.0.1:39625\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/123519609.gadi-pbs/dask-scratch-space/worker-0k9xo79c\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://127.0.0.1:42689\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-clx-0646.gadi.nci.org.au/63264/proxy/41071/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/41071/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://127.0.0.1:34817\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/123519609.gadi-pbs/dask-scratch-space/worker-xx_m7k9b\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://127.0.0.1:44293\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-clx-0646.gadi.nci.org.au/63264/proxy/41819/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/41819/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://127.0.0.1:36213\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/123519609.gadi-pbs/dask-scratch-space/worker-bsyui9ul\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://127.0.0.1:34313\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-clx-0646.gadi.nci.org.au/63264/proxy/33139/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/33139/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://127.0.0.1:36977\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/123519609.gadi-pbs/dask-scratch-space/worker-vjoq5a4j\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://127.0.0.1:38089\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-clx-0646.gadi.nci.org.au/63264/proxy/37615/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/37615/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://127.0.0.1:44413\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/123519609.gadi-pbs/dask-scratch-space/worker-5ayz0e1f\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://127.0.0.1:43077\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-clx-0646.gadi.nci.org.au/63264/proxy/38597/status\" target=\"_blank\">/node/gadi-cpu-clx-0646.gadi.nci.org.au/63264/proxy/38597/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://127.0.0.1:46687\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/123519609.gadi-pbs/dask-scratch-space/worker-hzgcd0mc\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://127.0.0.1:42981' processes=6 threads=24, memory=95.00 GiB>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Start Cluster \n",
    "from dask.distributed import Client\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",
    "client = Client()\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49e17d60-043f-4d14-a5a0-ffb83572c6d8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:31.606679Z",
     "iopub.status.busy": "2024-08-22T07:48:31.606328Z",
     "iopub.status.idle": "2024-08-22T07:48:31.611217Z",
     "shell.execute_reply": "2024-08-22T07:48:31.610226Z",
     "shell.execute_reply.started": "2024-08-22T07:48:31.606660Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b3cf7bf6-136a-4fb7-8b29-5f0f28891340",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:31.614644Z",
     "iopub.status.busy": "2024-08-22T07:48:31.614157Z",
     "iopub.status.idle": "2024-08-22T07:48:31.743555Z",
     "shell.execute_reply": "2024-08-22T07:48:31.742508Z",
     "shell.execute_reply.started": "2024-08-22T07:48:31.614622Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<regionmask.Regions 'plantations'>\n",
       "overlap:  True\n",
       "\n",
       "Regions:\n",
       " 0  1     Western Australia (1)\n",
       " 1 10  Southern Tablelands (10)\n",
       " 2 11        Murray Valley (11)\n",
       " 3 12     Central Victoria (12)\n",
       " 4 13    Central Gippsland (13)\n",
       ".. ..                       ...\n",
       "12 5b  Northern Queensland (5b)\n",
       "13  6 South East Queensland (6)\n",
       "14  7   Northern Tablelands (7)\n",
       "15  8           North Coast (8)\n",
       "16  9    Central Tablelands (9)\n",
       "\n",
       "[17 regions]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NCRA regions from acs_area_statistics code\n",
    "# these are the names of your regions\n",
    "regions = get_regions([\n",
    "                          \"plantations\"\n",
    "                      ])\n",
    "regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e12644f7-a04a-47da-927c-ad63b51a9068",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:31.745869Z",
     "iopub.status.busy": "2024-08-22T07:48:31.745220Z",
     "iopub.status.idle": "2024-08-22T07:48:31.753218Z",
     "shell.execute_reply": "2024-08-22T07:48:31.751466Z",
     "shell.execute_reply.started": "2024-08-22T07:48:31.745835Z"
    }
   },
   "outputs": [],
   "source": [
    "# get file of storing GWL change for each RCM\n",
    "var = \"100\"\n",
    "file = f\"/g/data/ia39/ncra/fire/change_threshold_all_100.nc\"\n",
    "file1 = f\"/g/data/ia39/ncra/fire/change_threshold_all_75.nc\"\n",
    "file2 = f\"/g/data/ia39/ncra/fire/change_threshold_all_50.nc\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b12464e4-489c-46e0-8367-fbbc150f42ea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:31.756141Z",
     "iopub.status.busy": "2024-08-22T07:48:31.754744Z",
     "iopub.status.idle": "2024-08-22T07:48:41.650266Z",
     "shell.execute_reply": "2024-08-22T07:48:41.648405Z",
     "shell.execute_reply.started": "2024-08-22T07:48:31.756091Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6.93 s, sys: 2.35 s, total: 9.28 s\n",
      "Wall time: 9.86 s\n"
     ]
    },
    {
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       "\n",
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       "}\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",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 235MB\n",
       "Dimensions:  (model: 12, period: 4, lat: 691, lon: 886)\n",
       "Coordinates:\n",
       "  * model    (model) int64 96B 0 1 2 3 4 5 6 7 8 9 10 11\n",
       "  * period   (period) int64 32B 0 1 2 3\n",
       "  * lat      (lat) float64 6kB -44.5 -44.45 -44.4 -44.35 ... -10.1 -10.05 -10.0\n",
       "  * lon      (lon) float64 7kB 112.0 112.0 112.1 112.2 ... 156.2 156.2 156.2\n",
       "Data variables:\n",
       "    days100  (model, period, lat, lon) float64 235MB ...</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-8849c800-8d2a-44fa-afbc-9cdbdcdd1ac6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8849c800-8d2a-44fa-afbc-9cdbdcdd1ac6' 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'>model</span>: 12</li><li><span class='xr-has-index'>period</span>: 4</li><li><span class='xr-has-index'>lat</span>: 691</li><li><span class='xr-has-index'>lon</span>: 886</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-249b69fd-ac2e-4fbb-be60-b97e9db44b54' class='xr-section-summary-in' type='checkbox'  checked><label for='section-249b69fd-ac2e-4fbb-be60-b97e9db44b54' class='xr-section-summary' >Coordinates: <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 class='xr-has-index'>model</span></div><div class='xr-var-dims'>(model)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11</div><input id='attrs-8392c6b9-06c6-47d5-a5ed-1ede8112fcbc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8392c6b9-06c6-47d5-a5ed-1ede8112fcbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4307c88-6fec-4200-be43-d9d4be67a78a' class='xr-var-data-in' type='checkbox'><label for='data-b4307c88-6fec-4200-be43-d9d4be67a78a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>period</span></div><div class='xr-var-dims'>(period)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-04cbd31f-3dc1-437b-a441-b9eac15060b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-04cbd31f-3dc1-437b-a441-b9eac15060b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4718ab8e-0bf7-4e6b-92ba-b753bf9a22d8' class='xr-var-data-in' type='checkbox'><label for='data-4718ab8e-0bf7-4e6b-92ba-b753bf9a22d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><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-ed5a17f7-6f67-4d4a-b8a2-94a4dc531117' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ed5a17f7-6f67-4d4a-b8a2-94a4dc531117' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-684a5608-4dfb-4313-9865-640307cc228e' class='xr-var-data-in' type='checkbox'><label for='data-684a5608-4dfb-4313-9865-640307cc228e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-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 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-5ab035d6-cf05-42de-96c2-0b1a4c89d77e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ab035d6-cf05-42de-96c2-0b1a4c89d77e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95d86f63-bb1b-46e6-823e-fd5572184444' class='xr-var-data-in' type='checkbox'><label for='data-95d86f63-bb1b-46e6-823e-fd5572184444' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([112.  , 112.05, 112.1 , ..., 156.15, 156.2 , 156.25])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e3a1642a-dc09-451a-a981-90afe58de178' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3a1642a-dc09-451a-a981-90afe58de178' class='xr-section-summary' >Data variables: <span>(1)</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>days100</span></div><div class='xr-var-dims'>(model, period, lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e5950cfc-5a33-4c8c-8ed8-0ee5807db3b4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5950cfc-5a33-4c8c-8ed8-0ee5807db3b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d605382-bf82-4df2-8db0-07fdc60917ec' class='xr-var-data-in' type='checkbox'><label for='data-2d605382-bf82-4df2-8db0-07fdc60917ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29386848 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bffc61f7-54d1-4a53-84bf-0809c6c845d3' class='xr-section-summary-in' type='checkbox'  ><label for='section-bffc61f7-54d1-4a53-84bf-0809c6c845d3' class='xr-section-summary' >Indexes: <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-index-name'><div>model</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db369fe3-a3d6-4924-9d92-d90df90bc791' class='xr-index-data-in' type='checkbox'/><label for='index-db369fe3-a3d6-4924-9d92-d90df90bc791' 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([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], dtype=&#x27;int64&#x27;, name=&#x27;model&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>period</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-eea904bc-2830-4039-90b1-5ef7d10acec1' class='xr-index-data-in' type='checkbox'/><label for='index-eea904bc-2830-4039-90b1-5ef7d10acec1' 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([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;period&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1a86723a-99d1-4a20-9661-080ca6bb561e' class='xr-index-data-in' type='checkbox'/><label for='index-1a86723a-99d1-4a20-9661-080ca6bb561e' 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([ -44.5, -44.45,  -44.4, -44.35,  -44.3, -44.25,  -44.2, -44.15,  -44.1,\n",
       "       -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-65b81a5e-ec21-421a-85bc-3b1201bf1bf5' class='xr-index-data-in' type='checkbox'/><label for='index-65b81a5e-ec21-421a-85bc-3b1201bf1bf5' 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></ul></div></li><li class='xr-section-item'><input id='section-b9644b07-9643-40c9-8cd5-b01d9f070cd4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b9644b07-9643-40c9-8cd5-b01d9f070cd4' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 235MB\n",
       "Dimensions:  (model: 12, period: 4, lat: 691, lon: 886)\n",
       "Coordinates:\n",
       "  * model    (model) int64 96B 0 1 2 3 4 5 6 7 8 9 10 11\n",
       "  * period   (period) int64 32B 0 1 2 3\n",
       "  * lat      (lat) float64 6kB -44.5 -44.45 -44.4 -44.35 ... -10.1 -10.05 -10.0\n",
       "  * lon      (lon) float64 7kB 112.0 112.0 112.1 112.2 ... 156.2 156.2 156.2\n",
       "Data variables:\n",
       "    days100  (model, period, lat, lon) float64 235MB ..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "ds= xr.open_dataset( file )\n",
    "ds1= xr.open_dataset( file1 )\n",
    "ds2= xr.open_dataset( file2 )\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4cf5d850-955c-4caf-8ad4-cc106fab6df1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:41.656034Z",
     "iopub.status.busy": "2024-08-22T07:48:41.652839Z",
     "iopub.status.idle": "2024-08-22T07:48:41.666954Z",
     "shell.execute_reply": "2024-08-22T07:48:41.665853Z",
     "shell.execute_reply.started": "2024-08-22T07:48:41.655974Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/g/data/xv83/rxm599/acs/hazard_fire\n"
     ]
    }
   ],
   "source": [
    "cd /g/data/xv83/rxm599/acs/hazard_fire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dc1436af-5604-4511-b84f-ed2c746a8c7d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:41.669700Z",
     "iopub.status.busy": "2024-08-22T07:48:41.668794Z",
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     "shell.execute_reply.started": "2024-08-22T07:48:41.669651Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 7.52 s, sys: 1.4 s, total: 8.93 s\n",
      "Wall time: 7.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# calculate weighted mask this is a very slow part of the code and\n",
    "# can be reused for any datasets using the same regions and the same lat lon\n",
    "mask_frac = regions.mask_3D_frac_approx(ds['days100'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6e6dfd25-c222-465f-8be5-5fffd1ff4d72",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:48.785435Z",
     "iopub.status.busy": "2024-08-22T07:48:48.784698Z",
     "iopub.status.idle": "2024-08-22T07:48:48.795332Z",
     "shell.execute_reply": "2024-08-22T07:48:48.794165Z",
     "shell.execute_reply.started": "2024-08-22T07:48:48.785383Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.DataArray 'model' (model: 12)> Size: 96B\n",
      "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])\n",
      "Coordinates:\n",
      "  * model    (model) int64 96B 0 1 2 3 4 5 6 7 8 9 10 11\n"
     ]
    }
   ],
   "source": [
    "# List of periods and variables\n",
    "periods = ['GW1p2', 'GW1p5', 'GW2p0', 'GW3p0', 'GW4p0']\n",
    "print(ds.model)\n",
    "#    print(m.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "056979aa-e6ad-4e66-adca-3b268568d787",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:48.797478Z",
     "iopub.status.busy": "2024-08-22T07:48:48.796731Z",
     "iopub.status.idle": "2024-08-22T07:48:55.150518Z",
     "shell.execute_reply": "2024-08-22T07:48:55.149003Z",
     "shell.execute_reply.started": "2024-08-22T07:48:48.797430Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.02 s, sys: 2.94 s, total: 7.97 s\n",
      "Wall time: 6.3 s\n"
     ]
    },
    {
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       "  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",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  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; Size: 10kB\n",
       "Dimensions:       (model: 12, period: 4, region: 17)\n",
       "Coordinates:\n",
       "  * model         (model) int64 96B 0 1 2 3 4 5 6 7 8 9 10 11\n",
       "  * period        (period) int64 32B 0 1 2 3\n",
       "  * region        (region) int64 136B 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16\n",
       "    abbrevs       (region) &lt;U2 136B &#x27;1&#x27; &#x27;10&#x27; &#x27;11&#x27; &#x27;12&#x27; &#x27;13&#x27; ... &#x27;6&#x27; &#x27;7&#x27; &#x27;8&#x27; &#x27;9&#x27;\n",
       "    names         (region) &lt;U42 3kB &#x27;Western Australia (1)&#x27; ... &#x27;Central Tabl...\n",
       "Data variables:\n",
       "    days100_mean  (model, period, region) float64 7kB 0.0 0.0 0.0 ... -0.0 0.0</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-c2edc921-aacc-49df-a56a-38188868ca89' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c2edc921-aacc-49df-a56a-38188868ca89' 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'>model</span>: 12</li><li><span class='xr-has-index'>period</span>: 4</li><li><span class='xr-has-index'>region</span>: 17</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6f942f3a-1c6a-4056-8844-ab26919c22e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f942f3a-1c6a-4056-8844-ab26919c22e1' class='xr-section-summary' >Coordinates: <span>(5)</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'>model</span></div><div class='xr-var-dims'>(model)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11</div><input id='attrs-691e5e47-ac6d-43c2-9d47-0caadf74c0fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-691e5e47-ac6d-43c2-9d47-0caadf74c0fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1136c9e6-e494-49e1-92fb-3256190c0fce' class='xr-var-data-in' type='checkbox'><label for='data-1136c9e6-e494-49e1-92fb-3256190c0fce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>period</span></div><div class='xr-var-dims'>(period)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-d549977a-9627-4d94-9407-a799044ab61f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d549977a-9627-4d94-9407-a799044ab61f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92d90df8-31b0-4fd2-8d35-2d8476d6c525' class='xr-var-data-in' type='checkbox'><label for='data-92d90df8-31b0-4fd2-8d35-2d8476d6c525' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>region</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 11 12 13 14 15 16</div><input id='attrs-fcd73028-771d-4226-b87e-60598ac24484' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fcd73028-771d-4226-b87e-60598ac24484' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-745f2253-aaea-4f60-ab80-94f1b4f0cdae' class='xr-var-data-in' type='checkbox'><label for='data-745f2253-aaea-4f60-ab80-94f1b4f0cdae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>abbrevs</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;1&#x27; &#x27;10&#x27; &#x27;11&#x27; &#x27;12&#x27; ... &#x27;7&#x27; &#x27;8&#x27; &#x27;9&#x27;</div><input id='attrs-842c092a-7f5e-45fa-abad-69fe0deb1a86' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-842c092a-7f5e-45fa-abad-69fe0deb1a86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd7ec6fb-b1c3-403a-9351-8120cf03eeb8' class='xr-var-data-in' type='checkbox'><label for='data-cd7ec6fb-b1c3-403a-9351-8120cf03eeb8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1&#x27;, &#x27;10&#x27;, &#x27;11&#x27;, &#x27;12&#x27;, &#x27;13&#x27;, &#x27;14&#x27;, &#x27;15&#x27;, &#x27;2&#x27;, &#x27;20&#x27;, &#x27;3&#x27;, &#x27;4&#x27;, &#x27;5a&#x27;,\n",
       "       &#x27;5b&#x27;, &#x27;6&#x27;, &#x27;7&#x27;, &#x27;8&#x27;, &#x27;9&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>names</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>&lt;U42</div><div class='xr-var-preview xr-preview'>&#x27;Western Australia (1)&#x27; ... &#x27;Cen...</div><input id='attrs-fbdb7557-3624-4f20-b19b-519562c217fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbdb7557-3624-4f20-b19b-519562c217fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0bfe6f23-ed29-460f-a9dc-318c716b3329' class='xr-var-data-in' type='checkbox'><label for='data-0bfe6f23-ed29-460f-a9dc-318c716b3329' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Western Australia (1)&#x27;, &#x27;Southern Tablelands (10)&#x27;,\n",
       "       &#x27;Murray Valley (11)&#x27;, &#x27;Central Victoria (12)&#x27;,\n",
       "       &#x27;Central Gippsland (13)&#x27;, &#x27;East Gippsland\\x96Bombala (14)&#x27;,\n",
       "       &#x27;Tasmania (15)&#x27;, &#x27;Northern Territory (2)&#x27;, &#x27;Pilliga (20)&#x27;,\n",
       "       &#x27;Mount Lofty Ranges and Kangaroo Island (3)&#x27;, &#x27;Green Triangle (4)&#x27;,\n",
       "       &#x27;Northern Queensland (5a)&#x27;, &#x27;Northern Queensland (5b)&#x27;,\n",
       "       &#x27;South East Queensland (6)&#x27;, &#x27;Northern Tablelands (7)&#x27;,\n",
       "       &#x27;North Coast (8)&#x27;, &#x27;Central Tablelands (9)&#x27;], dtype=&#x27;&lt;U42&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fd97201f-4206-45e2-b51a-18f70ab5d4f5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fd97201f-4206-45e2-b51a-18f70ab5d4f5' class='xr-section-summary' >Data variables: <span>(1)</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>days100_mean</span></div><div class='xr-var-dims'>(model, period, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... -0.0 -0.0 0.0</div><input id='attrs-b5335fa9-0d0c-46b9-bd76-0771257d799f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5335fa9-0d0c-46b9-bd76-0771257d799f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00c7f80f-96d4-4a67-912b-0cd6b8bd8886' class='xr-var-data-in' type='checkbox'><label for='data-00c7f80f-96d4-4a67-912b-0cd6b8bd8886' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.16,  0.  ,  0.  ,  0.02,  0.01,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.04,  0.09,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.2 ,  0.  ,  0.03,  0.01,  0.  ,  0.  ,  0.  ,  0.  , -0.01,\n",
       "          0.15,  0.14,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.33,  0.01,  0.04,  0.11,  0.02,  0.  ,  0.  ,  0.  ,  0.09,\n",
       "          0.18,  0.13,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.01]],\n",
       "\n",
       "       [[ 0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.04,  0.  ,  0.02,  0.01,  0.  ,  0.  ,  0.  , -0.  , -0.01,\n",
       "          0.01,  0.01,  0.  ,  0.  ,  0.  ,  0.  ,  0.  , -0.  ],\n",
       "        [ 0.09,  0.  ,  0.06,  0.07,  0.  ,  0.  ,  0.  , -0.  , -0.02,\n",
       "          0.03,  0.07,  0.  ,  0.  , -0.  , -0.  ,  0.01, -0.01],\n",
       "        [ 0.21,  0.05,  0.2 ,  0.22,  0.03,  0.  ,  0.  ,  0.  ,  0.12,\n",
       "          0.2 ,  0.25,  0.  ,  0.  , -0.  ,  0.01,  0.02,  0.04]],\n",
       "\n",
       "       [[ 0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "...\n",
       "        [ 0.02,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  , -0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ]],\n",
       "\n",
       "       [[ 0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  , -0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.03,  0.  , -0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  , -0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.02,  0.  , -0.  ,  0.  ,  0.  , -0.  ,  0.  ,  0.  , -0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ]],\n",
       "\n",
       "       [[ 0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.02,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ],\n",
       "        [ 0.06,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  , -0.  , -0.  ,  0.  ],\n",
       "        [ 0.06,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.  ,  0.01,\n",
       "          0.  ,  0.  ,  0.  ,  0.  ,  0.  , -0.  , -0.  ,  0.  ]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-20273103-6da8-47b9-b614-616f82c2684b' class='xr-section-summary-in' type='checkbox'  ><label for='section-20273103-6da8-47b9-b614-616f82c2684b' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>model</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-eab7a307-fd65-4969-9360-3c71545e9cac' class='xr-index-data-in' type='checkbox'/><label for='index-eab7a307-fd65-4969-9360-3c71545e9cac' 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([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], dtype=&#x27;int64&#x27;, name=&#x27;model&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>period</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bd21029d-1ef2-45e8-ab2f-f26a73807ad7' class='xr-index-data-in' type='checkbox'/><label for='index-bd21029d-1ef2-45e8-ab2f-f26a73807ad7' 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([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;period&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>region</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-23acae9b-20d7-4e99-86e3-56982b66c799' class='xr-index-data-in' type='checkbox'/><label for='index-23acae9b-20d7-4e99-86e3-56982b66c799' 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([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], dtype=&#x27;int64&#x27;, name=&#x27;region&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22d5eeab-9147-4caa-b64a-c5139c16a3d4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-22d5eeab-9147-4caa-b64a-c5139c16a3d4' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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      "text/plain": [
       "<xarray.Dataset> Size: 10kB\n",
       "Dimensions:       (model: 12, period: 4, region: 17)\n",
       "Coordinates:\n",
       "  * model         (model) int64 96B 0 1 2 3 4 5 6 7 8 9 10 11\n",
       "  * period        (period) int64 32B 0 1 2 3\n",
       "  * region        (region) int64 136B 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16\n",
       "    abbrevs       (region) <U2 136B '1' '10' '11' '12' '13' ... '6' '7' '8' '9'\n",
       "    names         (region) <U42 3kB 'Western Australia (1)' ... 'Central Tabl...\n",
       "Data variables:\n",
       "    days100_mean  (model, period, region) float64 7kB 0.0 0.0 0.0 ... -0.0 0.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# calculate the area averages for each region\n",
    "dict_means = {}\n",
    "var='days100'\n",
    "df = acs_regional_stats(ds=ds, var=var,  mask=mask_frac, \n",
    "       dims = ( \"lat\", \"lon\",),  how = [\"mean\"])\n",
    "df[f\"{var}_mean\"] = df[f\"{var}_mean\"].round(2)\n",
    "var='days75'\n",
    "df1 = acs_regional_stats(ds=ds1, var=var,  mask=mask_frac, \n",
    "       dims = ( \"lat\", \"lon\",),  how = [\"mean\"])\n",
    "df1[f\"{var}_mean\"] = df1[f\"{var}_mean\"].round(2)\n",
    "var='days50'\n",
    "df2 = acs_regional_stats(ds=ds2, var=var,  mask=mask_frac, \n",
    "       dims = ( \"lat\", \"lon\",),  how = [\"mean\"])\n",
    "df2[f\"{var}_mean\"] = df2[f\"{var}_mean\"].round(2)\n",
    "df"
   ]
  },
  {
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   "id": "ddc82f1d-4778-4c8f-9937-fe4677dcb426",
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     "iopub.status.idle": "2024-08-22T07:48:55.187308Z",
     "shell.execute_reply": "2024-08-22T07:48:55.186547Z",
     "shell.execute_reply.started": "2024-08-22T07:48:55.154194Z"
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 10kB\n",
       "Dimensions:      (model: 12, period: 4, region: 17)\n",
       "Coordinates:\n",
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       "  * period       (period) int64 32B 0 1 2 3\n",
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       "    names        (region) &lt;U42 3kB &#x27;Western Australia (1)&#x27; ... &#x27;Central Table...\n",
       "Data variables:\n",
       "    days50_mean  (model, period, region) float64 7kB 0.0 0.0 0.0 ... 0.26 0.21</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-d919815e-3b03-4dab-a9cb-fe8e90bf2e88' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d919815e-3b03-4dab-a9cb-fe8e90bf2e88' 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'>model</span>: 12</li><li><span class='xr-has-index'>period</span>: 4</li><li><span class='xr-has-index'>region</span>: 17</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7bab7e64-2769-4d30-8577-d09d957c3b54' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7bab7e64-2769-4d30-8577-d09d957c3b54' class='xr-section-summary' >Coordinates: <span>(5)</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'>model</span></div><div class='xr-var-dims'>(model)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11</div><input id='attrs-8cd5d598-bc1f-4995-9e91-d63d96a17bb3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cd5d598-bc1f-4995-9e91-d63d96a17bb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14e3c70f-7263-4b76-9313-1763dc490057' class='xr-var-data-in' type='checkbox'><label for='data-14e3c70f-7263-4b76-9313-1763dc490057' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>period</span></div><div class='xr-var-dims'>(period)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-20a6707d-e71f-4230-ae5e-09f81632ba7f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20a6707d-e71f-4230-ae5e-09f81632ba7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f6c68ce-0c60-4296-83ff-48477b592c29' class='xr-var-data-in' type='checkbox'><label for='data-5f6c68ce-0c60-4296-83ff-48477b592c29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>region</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 11 12 13 14 15 16</div><input id='attrs-d5baaf86-ca8c-4a1c-a590-2e58293a4bb0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d5baaf86-ca8c-4a1c-a590-2e58293a4bb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2cfc7572-2ec7-4398-80c3-17e20a167253' class='xr-var-data-in' type='checkbox'><label for='data-2cfc7572-2ec7-4398-80c3-17e20a167253' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>abbrevs</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;1&#x27; &#x27;10&#x27; &#x27;11&#x27; &#x27;12&#x27; ... &#x27;7&#x27; &#x27;8&#x27; &#x27;9&#x27;</div><input id='attrs-f9e400c8-b3d7-4cb6-bce7-58eae8520409' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9e400c8-b3d7-4cb6-bce7-58eae8520409' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-673d8acb-4c01-4652-8715-da1d64f15432' class='xr-var-data-in' type='checkbox'><label for='data-673d8acb-4c01-4652-8715-da1d64f15432' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1&#x27;, &#x27;10&#x27;, &#x27;11&#x27;, &#x27;12&#x27;, &#x27;13&#x27;, &#x27;14&#x27;, &#x27;15&#x27;, &#x27;2&#x27;, &#x27;20&#x27;, &#x27;3&#x27;, &#x27;4&#x27;, &#x27;5a&#x27;,\n",
       "       &#x27;5b&#x27;, &#x27;6&#x27;, &#x27;7&#x27;, &#x27;8&#x27;, &#x27;9&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>names</span></div><div class='xr-var-dims'>(region)</div><div class='xr-var-dtype'>&lt;U42</div><div class='xr-var-preview xr-preview'>&#x27;Western Australia (1)&#x27; ... &#x27;Cen...</div><input id='attrs-ca900c23-edf3-4a77-b0ed-f40ac77386de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ca900c23-edf3-4a77-b0ed-f40ac77386de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e8452d1-88e2-4540-8211-7f285a9db300' class='xr-var-data-in' type='checkbox'><label for='data-8e8452d1-88e2-4540-8211-7f285a9db300' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Western Australia (1)&#x27;, &#x27;Southern Tablelands (10)&#x27;,\n",
       "       &#x27;Murray Valley (11)&#x27;, &#x27;Central Victoria (12)&#x27;,\n",
       "       &#x27;Central Gippsland (13)&#x27;, &#x27;East Gippsland\\x96Bombala (14)&#x27;,\n",
       "       &#x27;Tasmania (15)&#x27;, &#x27;Northern Territory (2)&#x27;, &#x27;Pilliga (20)&#x27;,\n",
       "       &#x27;Mount Lofty Ranges and Kangaroo Island (3)&#x27;, &#x27;Green Triangle (4)&#x27;,\n",
       "       &#x27;Northern Queensland (5a)&#x27;, &#x27;Northern Queensland (5b)&#x27;,\n",
       "       &#x27;South East Queensland (6)&#x27;, &#x27;Northern Tablelands (7)&#x27;,\n",
       "       &#x27;North Coast (8)&#x27;, &#x27;Central Tablelands (9)&#x27;], dtype=&#x27;&lt;U42&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4b0c4bb0-8dcc-459a-804f-ff2fc87796e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4b0c4bb0-8dcc-459a-804f-ff2fc87796e3' class='xr-section-summary' >Data variables: <span>(1)</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>days50_mean</span></div><div class='xr-var-dims'>(model, period, region)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.18 0.26 0.21</div><input id='attrs-82852c48-2358-433a-a97a-61fd69862598' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82852c48-2358-433a-a97a-61fd69862598' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bd0ea68-f713-444c-b67d-6e8909bfbc2e' class='xr-var-data-in' type='checkbox'><label for='data-2bd0ea68-f713-444c-b67d-6e8909bfbc2e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00],\n",
       "        [ 5.740e+00, -0.000e+00,  8.700e-01,  1.030e+00,  1.200e-01,\n",
       "          0.000e+00,  1.000e-02,  3.000e+00,  1.570e+00,  2.990e+00,\n",
       "          2.090e+00,  0.000e+00,  1.500e-01,  6.000e-02,  6.000e-02,\n",
       "          6.000e-02,  4.100e-01],\n",
       "        [ 6.450e+00,  5.900e-01,  1.160e+00,  8.600e-01,  3.000e-02,\n",
       "          9.000e-02,  0.000e+00,  1.140e+00,  3.840e+00,  3.190e+00,\n",
       "          1.460e+00,  2.000e-02,  2.300e-01,  2.200e-01,  3.500e-01,\n",
       "          2.300e-01,  1.380e+00],\n",
       "        [ 1.310e+01,  1.230e+00,  2.890e+00,  3.140e+00,  7.600e-01,\n",
       "          1.600e-01,  1.000e-02,  5.060e+00,  7.400e+00,  6.800e+00,\n",
       "          4.150e+00,  0.000e+00,  4.000e-02,  4.000e-01,  7.900e-01,\n",
       "          5.300e-01,  2.730e+00]],\n",
       "\n",
       "       [[ 0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "...\n",
       "          1.000e-02, -0.000e+00,  4.600e-01,  1.500e+00,  2.060e+00,\n",
       "          1.050e+00,  2.000e-02,  3.000e-02, -3.300e-01, -1.100e-01,\n",
       "         -0.000e+00,  2.900e-01]],\n",
       "\n",
       "       [[ 0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,  0.000e+00,\n",
       "          0.000e+00,  0.000e+00],\n",
       "        [ 6.300e+00,  1.500e-01,  6.200e-01,  5.500e-01,  1.500e-01,\n",
       "          3.000e-02,  0.000e+00,  1.090e+00,  2.740e+00,  1.540e+00,\n",
       "          9.500e-01,  0.000e+00,  1.300e-01,  3.200e-01,  2.400e-01,\n",
       "          2.000e-01,  2.800e-01],\n",
       "        [ 9.110e+00,  2.100e-01,  8.500e-01,  8.400e-01,  2.400e-01,\n",
       "          4.000e-02, -0.000e+00,  1.410e+00,  4.030e+00,  2.540e+00,\n",
       "          1.310e+00,  1.000e-02,  1.500e-01,  2.300e-01,  2.000e-01,\n",
       "          2.800e-01,  2.800e-01],\n",
       "        [ 1.106e+01,  2.900e-01,  1.160e+00,  8.800e-01,  2.100e-01,\n",
       "          1.800e-01,  1.000e-02,  1.780e+00,  4.000e+00,  2.990e+00,\n",
       "          1.470e+00,  1.000e-02,  8.000e-02,  1.200e-01,  1.800e-01,\n",
       "          2.600e-01,  2.100e-01]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-76394c8c-34e2-4e4a-bb2f-1205db0984c1' class='xr-section-summary-in' type='checkbox'  ><label for='section-76394c8c-34e2-4e4a-bb2f-1205db0984c1' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>model</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3ee66edd-fb44-4138-b92a-3ca68467c706' class='xr-index-data-in' type='checkbox'/><label for='index-3ee66edd-fb44-4138-b92a-3ca68467c706' 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([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], dtype=&#x27;int64&#x27;, name=&#x27;model&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>period</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b01bad1d-fc9f-40bd-83da-2c03af9a59e1' class='xr-index-data-in' type='checkbox'/><label for='index-b01bad1d-fc9f-40bd-83da-2c03af9a59e1' 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([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;period&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>region</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0006d1e5-f6f1-4d39-8138-d02b3e9097a4' class='xr-index-data-in' type='checkbox'/><label for='index-0006d1e5-f6f1-4d39-8138-d02b3e9097a4' 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([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], dtype=&#x27;int64&#x27;, name=&#x27;region&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec672e4f-d282-4374-ac0e-19d73bf760ae' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ec672e4f-d282-4374-ac0e-19d73bf760ae' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 10kB\n",
       "Dimensions:      (model: 12, period: 4, region: 17)\n",
       "Coordinates:\n",
       "  * model        (model) int64 96B 0 1 2 3 4 5 6 7 8 9 10 11\n",
       "  * period       (period) int64 32B 0 1 2 3\n",
       "  * region       (region) int64 136B 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16\n",
       "    abbrevs      (region) <U2 136B '1' '10' '11' '12' '13' ... '6' '7' '8' '9'\n",
       "    names        (region) <U42 3kB 'Western Australia (1)' ... 'Central Table...\n",
       "Data variables:\n",
       "    days50_mean  (model, period, region) float64 7kB 0.0 0.0 0.0 ... 0.26 0.21"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bad8dd89-ab6a-462d-bf10-ed6d1ffb2e58",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:55.188345Z",
     "iopub.status.busy": "2024-08-22T07:48:55.188009Z",
     "iopub.status.idle": "2024-08-22T07:48:55.199210Z",
     "shell.execute_reply": "2024-08-22T07:48:55.198396Z",
     "shell.execute_reply.started": "2024-08-22T07:48:55.188322Z"
    }
   },
   "outputs": [],
   "source": [
    "def rcm_stats(ds_means,outfile):\n",
    "    ens_p50 = ds_means.quantile(0.5, dim=\"model\").drop_vars(\"quantile\")\n",
    "    ens_p10 = ds_means.quantile(0.1, dim=\"model\").drop_vars(\"quantile\")\n",
    "    ens_p90 = ds_means.quantile(0.9, dim=\"model\").drop_vars(\"quantile\")\n",
    "    m1=ens_p50.rename('days100_p50').round(2)\n",
    "    m0=ens_p10.rename('days100_p10').round(2)\n",
    "    m2=ens_p90.rename('days100_p90').round(2)\n",
    "    all=xr.merge([m0,m1,m2]) #,m2)\n",
    "    m2d=all.to_dataframe()\n",
    "    m2d.to_csv(outfile)\n",
    "    return all\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3deaacb4-1ade-40f8-8b06-fe14529bfe6f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:55.200303Z",
     "iopub.status.busy": "2024-08-22T07:48:55.200040Z",
     "iopub.status.idle": "2024-08-22T07:48:55.421230Z",
     "shell.execute_reply": "2024-08-22T07:48:55.420340Z",
     "shell.execute_reply.started": "2024-08-22T07:48:55.200277Z"
    }
   },
   "outputs": [],
   "source": [
    "all=rcm_stats(df.days100_mean,'plantations_ffdi_days100.csv')\n",
    "all=rcm_stats(df1.days75_mean,'plantations_ffdi_days75.csv')\n",
    "all=rcm_stats(df2.days50_mean,'plantations_ffdi_days50.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f8b76fdf-b69e-4164-9d65-bce3c3899786",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:55.422252Z",
     "iopub.status.busy": "2024-08-22T07:48:55.422018Z",
     "iopub.status.idle": "2024-08-22T07:48:55.439144Z",
     "shell.execute_reply": "2024-08-22T07:48:55.437986Z",
     "shell.execute_reply.started": "2024-08-22T07:48:55.422230Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>abbrevs</th>\n",
       "      <th>names</th>\n",
       "      <th>days100_p10</th>\n",
       "      <th>days100_p50</th>\n",
       "      <th>days100_p90</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>period</th>\n",
       "      <th>region</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">0</th>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Western Australia (1)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>Southern Tablelands (10)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>Murray Valley (11)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12</td>\n",
       "      <td>Central Victoria (12)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>Central Gippsland (13)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">3</th>\n",
       "      <th>12</th>\n",
       "      <td>5b</td>\n",
       "      <td>Northern Queensland (5b)</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6</td>\n",
       "      <td>South East Queensland (6)</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7</td>\n",
       "      <td>Northern Tablelands (7)</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8</td>\n",
       "      <td>North Coast (8)</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9</td>\n",
       "      <td>Central Tablelands (9)</td>\n",
       "      <td>0.03</td>\n",
       "      <td>2.48</td>\n",
       "      <td>4.43</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              abbrevs                      names  days100_p10  days100_p50  \\\n",
       "period region                                                                \n",
       "0      0            1      Western Australia (1)         0.00         0.00   \n",
       "       1           10   Southern Tablelands (10)         0.00         0.00   \n",
       "       2           11         Murray Valley (11)         0.00         0.00   \n",
       "       3           12      Central Victoria (12)         0.00         0.00   \n",
       "       4           13     Central Gippsland (13)         0.00         0.00   \n",
       "...               ...                        ...          ...          ...   \n",
       "3      12          5b   Northern Queensland (5b)         0.03         0.12   \n",
       "       13           6  South East Queensland (6)         0.03         0.36   \n",
       "       14           7    Northern Tablelands (7)         0.10         0.90   \n",
       "       15           8            North Coast (8)         0.00         0.52   \n",
       "       16           9     Central Tablelands (9)         0.03         2.48   \n",
       "\n",
       "               days100_p90  \n",
       "period region               \n",
       "0      0              0.00  \n",
       "       1              0.00  \n",
       "       2              0.00  \n",
       "       3              0.00  \n",
       "       4              0.00  \n",
       "...                    ...  \n",
       "3      12             0.36  \n",
       "       13             0.89  \n",
       "       14             1.64  \n",
       "       15             1.09  \n",
       "       16             4.43  \n",
       "\n",
       "[68 rows x 5 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fe149937-dbb3-4f35-96c1-060b69cc4bd3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T07:48:55.439914Z",
     "iopub.status.busy": "2024-08-22T07:48:55.439726Z",
     "iopub.status.idle": "2024-08-22T07:48:55.784174Z",
     "shell.execute_reply": "2024-08-22T07:48:55.783036Z",
     "shell.execute_reply.started": "2024-08-22T07:48:55.439895Z"
    }
   },
   "outputs": [],
   "source": [
    "client.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb6e1300-d13a-43db-9123-9c6735d99c18",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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