check_mwh.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "0f517c82-2dcb-40c9-8af0-0c552a04de33",
   "metadata": {},
   "source": [
    "# Testing\n",
    "\n",
    "Using this notebook to test the code used in the dhw calculations\n",
    "\n",
    "Does so by just working on one time spatial point!\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57a62ba4-d4e1-446d-bbe3-446bc36a57db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:34:30.867028Z",
     "iopub.status.busy": "2024-06-30T03:34:30.866256Z",
     "iopub.status.idle": "2024-06-30T03:36:03.177669Z",
     "shell.execute_reply": "2024-06-30T03:36:03.173972Z",
     "shell.execute_reply.started": "2024-06-30T03:34:30.866968Z"
    }
   },
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "from dask.distributed import Client\n",
    "import dask.array as da\n",
    "from dask import delayed\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from glob import glob"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7b7c4e8-7c99-4b97-8ee0-86b3860e2ed6",
   "metadata": {},
   "source": [
    "#### start a local Dask client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "720eeb5c-ef7d-42d9-8bbe-764799921804",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:36:03.183714Z",
     "iopub.status.busy": "2024-06-30T03:36:03.182575Z",
     "iopub.status.idle": "2024-06-30T03:36:25.137123Z",
     "shell.execute_reply": "2024-06-30T03:36:25.134511Z",
     "shell.execute_reply.started": "2024-06-30T03:36:03.183661Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-06-30 13:36:03,187 - distributed.preloading - INFO - Creating preload: /g/data/hh5/public/apps/dask-optimiser/schedplugin.py\n",
      "2024-06-30 13:36:03,193 - distributed.utils - INFO - Reload module schedplugin from .py file\n",
      "2024-06-30 13:36:03,200 - 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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       "<div>\n",
       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
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       "\n",
       "        <tr>\n",
       "        \n",
       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
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       "\n",
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       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/8787/status\" }'>\n",
       "                Launch dashboard in JupyterLab\n",
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       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
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       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
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       "                    <strong>Dashboard:</strong> <a href=\"/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/8787/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/8787/status</a>\n",
       "                </td>\n",
       "                <td style=\"text-align: left;\">\n",
       "                    <strong>Workers:</strong> 32\n",
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       "                    <strong>Total threads:</strong> 32\n",
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       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
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       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
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       "\n",
       "            <div style=\"\">\n",
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       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
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       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-0b21de6c-db3f-4b10-bbb3-77fe02a03fb3</p>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:43261\n",
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       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 32\n",
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       "                        <strong>Dashboard:</strong> <a href=\"/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/8787/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/8787/status</a>\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total threads:</strong> 32\n",
       "                    </td>\n",
       "                </tr>\n",
       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> Just now\n",
       "                    </td>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Total memory:</strong> 0 B\n",
       "                    </td>\n",
       "                </tr>\n",
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       "        </div>\n",
       "    </div>\n",
       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
       "            <h3 style=\"display: inline;\">Workers</h3>\n",
       "        </summary>\n",
       "\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
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       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:37951\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/40339/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/40339/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://127.0.0.1:39983\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/119361819.gadi-pbs/dask-scratch-space/worker-12jvy0z8\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
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       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41533\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/37503/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/37503/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://127.0.0.1:40917\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/119361819.gadi-pbs/dask-scratch-space/worker-uua9hjd5\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46635\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/41239/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/41239/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://127.0.0.1:46883\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/119361819.gadi-pbs/dask-scratch-space/worker-a8ewnf_g\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://127.0.0.1:42665\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39055/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39055/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://127.0.0.1:34035\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/119361819.gadi-pbs/dask-scratch-space/worker-41bg3qvi\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://127.0.0.1:39303\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39033/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39033/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://127.0.0.1:34361\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/119361819.gadi-pbs/dask-scratch-space/worker-k2oxmg13\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://127.0.0.1:41445\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/32891/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/32891/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://127.0.0.1:33503\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/119361819.gadi-pbs/dask-scratch-space/worker-f_t6yqed\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://127.0.0.1:40233\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/42455/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/42455/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://127.0.0.1:34447\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/119361819.gadi-pbs/dask-scratch-space/worker-89918jpa\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://127.0.0.1:46863\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/33065/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/33065/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://127.0.0.1:37921\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/119361819.gadi-pbs/dask-scratch-space/worker-pkgxf36u\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://127.0.0.1:34653\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/41697/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/41697/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://127.0.0.1:44775\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/119361819.gadi-pbs/dask-scratch-space/worker-xj0kd_mo\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://127.0.0.1:42147\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/42375/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/42375/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://127.0.0.1:40171\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/119361819.gadi-pbs/dask-scratch-space/worker-68oe216v\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://127.0.0.1:45643\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39649/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39649/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://127.0.0.1:44379\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/119361819.gadi-pbs/dask-scratch-space/worker-02dq4qef\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://127.0.0.1:43547\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/45311/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/45311/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://127.0.0.1:44527\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/119361819.gadi-pbs/dask-scratch-space/worker-fxem9er7\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://127.0.0.1:33359\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/34489/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/34489/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://127.0.0.1:41359\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/119361819.gadi-pbs/dask-scratch-space/worker-2d5h0cos\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://127.0.0.1:44145\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39339/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39339/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://127.0.0.1:40575\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/119361819.gadi-pbs/dask-scratch-space/worker-1e4v_q75\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://127.0.0.1:38789\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/38169/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/38169/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://127.0.0.1:45029\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/119361819.gadi-pbs/dask-scratch-space/worker-8vmmudsb\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://127.0.0.1:32845\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/46765/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/46765/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://127.0.0.1:33247\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/119361819.gadi-pbs/dask-scratch-space/worker-rsf_wib1\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://127.0.0.1:33337\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/43371/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/43371/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://127.0.0.1:37141\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/119361819.gadi-pbs/dask-scratch-space/worker-zpo7in84\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://127.0.0.1:36361\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/33653/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/33653/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://127.0.0.1:39127\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/119361819.gadi-pbs/dask-scratch-space/worker-35i12u07\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://127.0.0.1:44813\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/45991/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/45991/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://127.0.0.1:40125\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/119361819.gadi-pbs/dask-scratch-space/worker-nugofyt3\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://127.0.0.1:41073\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39619/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39619/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://127.0.0.1:41379\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/119361819.gadi-pbs/dask-scratch-space/worker-fs1_bned\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://127.0.0.1:37365\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/45279/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/45279/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://127.0.0.1:35811\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/119361819.gadi-pbs/dask-scratch-space/worker-9w2aqnil\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://127.0.0.1:37035\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/43649/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/43649/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://127.0.0.1:32979\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/119361819.gadi-pbs/dask-scratch-space/worker-8h1ym4kc\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://127.0.0.1:46187\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/46427/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/46427/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://127.0.0.1:37541\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/119361819.gadi-pbs/dask-scratch-space/worker-djrx5z_g\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://127.0.0.1:40051\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/37017/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/37017/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://127.0.0.1:46257\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/119361819.gadi-pbs/dask-scratch-space/worker-lfbwib5s\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 24</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:32847\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39189/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39189/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://127.0.0.1:42609\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/119361819.gadi-pbs/dask-scratch-space/worker-gvb1etyo\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 25</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46727\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/36823/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/36823/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://127.0.0.1:36359\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/119361819.gadi-pbs/dask-scratch-space/worker-hev_w8bq\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 26</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:34009\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39811/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/39811/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://127.0.0.1:35875\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/119361819.gadi-pbs/dask-scratch-space/worker-oea6jjlg\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 27</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:45793\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/43353/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/43353/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://127.0.0.1:39103\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/119361819.gadi-pbs/dask-scratch-space/worker-9dx9ucic\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: 28</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41497\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/32769/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/32769/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://127.0.0.1:35421\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/119361819.gadi-pbs/dask-scratch-space/worker-xxp8exfg\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: 29</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41419\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/36083/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/36083/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://127.0.0.1:43473\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/119361819.gadi-pbs/dask-scratch-space/worker-hs2lnvez\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: 30</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:45427\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/35481/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/35481/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://127.0.0.1:45335\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/119361819.gadi-pbs/dask-scratch-space/worker-wt_0993w\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: 31</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46087\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-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/36795/status\" target=\"_blank\">/node/gadi-mmem-bdw-0003.gadi.nci.org.au/40197/proxy/36795/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://127.0.0.1:46361\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/119361819.gadi-pbs/dask-scratch-space/worker-snbzvmzv\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://127.0.0.1:43261' processes=25 threads=25>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dask.distributed import Client\n",
    "import dask\n",
    "\n",
    "# Set configuration options\n",
    "dask.config.set({\n",
    "    'distributed.comm.timeouts.connect': '90s',  # Timeout for connecting to a worker\n",
    "    'distributed.comm.timeouts.tcp': '90s',  # Timeout for TCP communications\n",
    "})\n",
    "\n",
    "#cluster = LocalCluster(\n",
    "#    n_workers=28,          # Number of workers\n",
    "#    threads_per_worker=1 #Threads per worker\n",
    "#    #memory_limit='8GB' # Memory limit per each worker commented out\n",
    "#)\n",
    "#client = Client(cluster)\n",
    "\n",
    "client = Client()\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1f978de6-f18f-4d07-911e-e8b7eea26038",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:36:25.143242Z",
     "iopub.status.busy": "2024-06-30T03:36:25.141279Z",
     "iopub.status.idle": "2024-06-30T03:36:25.151740Z",
     "shell.execute_reply": "2024-06-30T03:36:25.149186Z",
     "shell.execute_reply.started": "2024-06-30T03:36:25.143176Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e6652c61-058f-4467-a0bb-7ba699204ddb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:36:25.156978Z",
     "iopub.status.busy": "2024-06-30T03:36:25.156469Z",
     "iopub.status.idle": "2024-06-30T03:36:25.170633Z",
     "shell.execute_reply": "2024-06-30T03:36:25.169012Z",
     "shell.execute_reply.started": "2024-06-30T03:36:25.156926Z"
    }
   },
   "outputs": [],
   "source": [
    "coords_to_drop =['st_edges_ocean','nv','st_ocean']\n",
    "vars_to_drop =['Time_bounds','average_DT','average_T1','average_T2','st_ocean']\n",
    "\n",
    "# preprocesser to drop unwanted variables\n",
    "def drop_stuff(ds, coords_to_drop,vars_to_drop):\n",
    "    \"\"\"\n",
    "    Preprocessor function to drop specified coordinates and variables from a dataset loaded via xr.open_mfdataset\n",
    "\n",
    "    Parameters:\n",
    "        ds (xarray.Dataset): The dataset from which coordinates & variables are to be dropped.\n",
    "        coords_to_drop (list of str): List of coordinate names to drop.\n",
    "        vars_to_drop(list of str): List of variable names to drop\n",
    "\n",
    "    Returns:\n",
    "        xarray.Dataset: Dataset with specified coordinates and variables dropped.\n",
    "    \"\"\"\n",
    "    # Drop coordinates if they are in the dataset\n",
    "    ds = ds.drop_vars(coords_to_drop, errors='ignore')\n",
    "    ds = ds.drop_vars(vars_to_drop, errors='ignore')\n",
    "    return ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fb2b349c-3bd4-435f-90c9-8c4c4ac6891a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:36:25.173087Z",
     "iopub.status.busy": "2024-06-30T03:36:25.172682Z",
     "iopub.status.idle": "2024-06-30T03:36:25.193127Z",
     "shell.execute_reply": "2024-06-30T03:36:25.191778Z",
     "shell.execute_reply.started": "2024-06-30T03:36:25.173045Z"
    }
   },
   "outputs": [],
   "source": [
    "def process_threshold(ds, time_dim, start, end, variable, period):\n",
    "    # Rechunk the data along the time dimension\n",
    "    data = getattr(ds, variable).sel(**{time_dim: slice(start, end)}).chunk({'Time': -1, 'xt_ocean': 50, 'yt_ocean': 50}).persist()\n",
    "\n",
    "    # Debug: Print the shape and chunking of the data\n",
    "    print(f\"Processing period {period}, data shape: {data.shape}, chunks: {data.chunks}\")\n",
    "\n",
    "    # Calculate the 90th percentile\n",
    "    percentile_90 = data.groupby('Time.month').quantile(0.9, dim='Time').compute()\n",
    "    percentile_90 = data.groupby('Time.dayofyear').quantile(0.9, dim='Time').compute()\n",
    "\n",
    "    # Convert the result back to an xarray DataArray\n",
    "    percentile_90_da = xr.DataArray(\n",
    "        percentile_90,\n",
    "         coords={\n",
    "            'xt_ocean': data.coords['xt_ocean'],\n",
    "            'yt_ocean': data.coords['yt_ocean'],\n",
    "            'month': np.arange(1, 13)\n",
    "        },\n",
    "        dims=['dayofyear', 'yt_ocean', 'xt_ocean']\n",
    "    )\n",
    "\n",
    "    # Define the output file path\n",
    "    file_path_90th = f'/g/data/ia39/ncra/ocean/peacey/{variable}_percentile_monthly__{period}.nc'\n",
    "\n",
    "    # Save 90th percentile as netCDF\n",
    "    percentile_90_da.to_netcdf(file_path_90th, compute=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "109d50f9-2665-4896-832b-9435ed3a9da0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:36:25.196126Z",
     "iopub.status.busy": "2024-06-30T03:36:25.195608Z",
     "iopub.status.idle": "2024-06-30T03:37:19.974872Z",
     "shell.execute_reply": "2024-06-30T03:37:19.972437Z",
     "shell.execute_reply.started": "2024-06-30T03:36:25.196075Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define the periods for processing\n",
    "GWL_periods = {\n",
    "    'current': ('1995-01-01', '2014-12-31'),\n",
    "    'GW1p2': ('2001-01-01', '2020-12-31'),\n",
    "    'GW1p5': ('2015-01-01', '2034-12-31'),\n",
    "    'GW2p0': ('2030-01-01', '2049-12-31'),\n",
    "    'GW3p0': ('2053-01-01', '2072-12-31'),\n",
    "    'GW4p0': ('2074-01-01', '2093-12-31')\n",
    "}\n",
    "\n",
    "# Directory paths for SST\n",
    "dir1_new = '/g/data/fp2/OFAM3/jra55_historical.1/surface/'\n",
    "dir2_new = '/g/data/fp2/OFAM3/jra55_rcp8p5/surface/'\n",
    "\n",
    "# Load datasets with chunking\n",
    "pattern0=sorted(glob(dir1_new + 'ocean_temp_sfc*.nc'))\n",
    "# need to get the additional data from historical run to cover the early 2000s\n",
    "pattern1=sorted(glob(dir1_new + 'ocean_temp_sfc*200[0-5]*.nc'))\n",
    "pattern2=sorted(glob(dir2_new + 'ocean_temp_sfc*.nc'))\n",
    "\n",
    "dsst1 = xr.open_mfdataset(pattern0, parallel=True, \n",
    "        preprocess = lambda x: drop_stuff(x,coords_to_drop, vars_to_drop)).squeeze()\n",
    "dsst2 = xr.open_mfdataset(pattern1+pattern2, parallel=True, \n",
    "        preprocess = lambda x: drop_stuff(x,coords_to_drop, vars_to_drop)).squeeze()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e156dab3-ab15-41e3-beaa-ec2e7705b4d7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:37:19.977685Z",
     "iopub.status.busy": "2024-06-30T03:37:19.977334Z",
     "iopub.status.idle": "2024-06-30T03:37:20.431475Z",
     "shell.execute_reply": "2024-06-30T03:37:20.429826Z",
     "shell.execute_reply.started": "2024-06-30T03:37:19.977647Z"
    }
   },
   "outputs": [
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       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
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       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
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       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
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       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
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       "\n",
       ".xr-section-summary > span {\n",
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       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  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: 805GB\n",
       "Dimensions:   (Time: 37255, yt_ocean: 1500, xt_ocean: 3600)\n",
       "Coordinates:\n",
       "  * Time      (Time) datetime64[ns] 298kB 2000-01-01T12:00:00 ... 2101-12-31T...\n",
       "  * xt_ocean  (xt_ocean) float64 29kB 0.05 0.15 0.25 0.35 ... 359.8 359.9 360.0\n",
       "  * yt_ocean  (yt_ocean) float64 12kB -74.95 -74.85 -74.75 ... 74.75 74.85 74.95\n",
       "Data variables:\n",
       "    temp      (Time, yt_ocean, xt_ocean) float32 805GB dask.array&lt;chunksize=(31, 1500, 3600), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    filename:       TMP/ocean_ofam_2000_01.nc.0000\n",
       "    NumFilesInSet:  1350\n",
       "    title:          jra_55_1979\n",
       "    grid_type:      regular\n",
       "    history:        Wed Mar 25 10:28:06 2015: ncks -d st_ocean,0 ../daily/oce...\n",
       "    NCO:            4.3.8</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-e049519e-ff8a-49b8-ae32-86a314526307' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e049519e-ff8a-49b8-ae32-86a314526307' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>Time</span>: 37255</li><li><span class='xr-has-index'>yt_ocean</span>: 1500</li><li><span class='xr-has-index'>xt_ocean</span>: 3600</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ac223a16-ef08-4c54-a13d-ef3b20bde281' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ac223a16-ef08-4c54-a13d-ef3b20bde281' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Time</span></div><div class='xr-var-dims'>(Time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01T12:00:00 ... 2101-12-...</div><input id='attrs-874f49ca-7e88-43d4-ba34-d1dd88b42d97' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-874f49ca-7e88-43d4-ba34-d1dd88b42d97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d1f59af-c9f2-4f53-a010-40ee4e662536' class='xr-var-data-in' type='checkbox'><label for='data-6d1f59af-c9f2-4f53-a010-40ee4e662536' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>cartesian_axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>GREGORIAN</dd><dt><span>bounds :</span></dt><dd>Time_bounds</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T12:00:00.000000000&#x27;, &#x27;2000-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2000-01-03T12:00:00.000000000&#x27;, ..., &#x27;2101-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2101-12-30T12:00:00.000000000&#x27;, &#x27;2101-12-31T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xt_ocean</span></div><div class='xr-var-dims'>(xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.05 0.15 0.25 ... 359.9 360.0</div><input id='attrs-a9106960-5cef-4701-9fec-a954657b16f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9106960-5cef-4701-9fec-a954657b16f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1442c3d8-f0ee-467e-a4bc-3e285e093872' class='xr-var-data-in' type='checkbox'><label for='data-1442c3d8-f0ee-467e-a4bc-3e285e093872' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd><dt><span>cartesian_axis :</span></dt><dd>X</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 3600    1   80]</dd></dl></div><div class='xr-var-data'><pre>array([5.0000e-02, 1.5000e-01, 2.5000e-01, ..., 3.5975e+02, 3.5985e+02,\n",
       "       3.5995e+02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yt_ocean</span></div><div class='xr-var-dims'>(yt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-74.95 -74.85 ... 74.85 74.95</div><input id='attrs-1e24006d-98a0-4997-8441-c70a3b151ad0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e24006d-98a0-4997-8441-c70a3b151ad0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-841057aa-d850-4973-8b3f-ef123280afb9' class='xr-var-data-in' type='checkbox'><label for='data-841057aa-d850-4973-8b3f-ef123280afb9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd><dt><span>cartesian_axis :</span></dt><dd>Y</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 1500    1   50]</dd></dl></div><div class='xr-var-data'><pre>array([-74.949997, -74.849998, -74.75    , ...,  74.75    ,  74.849998,\n",
       "        74.949997])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-66b99546-6591-45f4-95b3-2121c3c98d81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-66b99546-6591-45f4-95b3-2121c3c98d81' 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>temp</span></div><div class='xr-var-dims'>(Time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 1500, 3600), meta=np.ndarray&gt;</div><input id='attrs-e4d38b91-b4f3-43be-afaa-1a7e26ff25d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4d38b91-b4f3-43be-afaa-1a7e26ff25d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c71d056c-50ed-4e27-a19d-04aa70b9ba92' class='xr-var-data-in' type='checkbox'><label for='data-c71d056c-50ed-4e27-a19d-04aa70b9ba92' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Potential temperature</dd><dt><span>units :</span></dt><dd>degrees C</dd><dt><span>valid_range :</span></dt><dd>[-32767  32767]</dd><dt><span>packing :</span></dt><dd>4</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>time_avg_info :</span></dt><dd>average_T1,average_T2,average_DT</dd><dt><span>standard_name :</span></dt><dd>sea_water_potential_temperature</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 749.44 GiB </td>\n",
       "                        <td> 638.58 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (37255, 1500, 3600) </td>\n",
       "                        <td> (31, 1500, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1224 chunks in 2450 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"168\" height=\"153\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
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       "               &#x27;2000-01-03 12:00:00&#x27;, &#x27;2000-01-04 12:00:00&#x27;,\n",
       "               &#x27;2000-01-05 12:00:00&#x27;, &#x27;2000-01-06 12:00:00&#x27;,\n",
       "               &#x27;2000-01-07 12:00:00&#x27;, &#x27;2000-01-08 12:00:00&#x27;,\n",
       "               &#x27;2000-01-09 12:00:00&#x27;, &#x27;2000-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2101-12-22 12:00:00&#x27;, &#x27;2101-12-23 12:00:00&#x27;,\n",
       "               &#x27;2101-12-24 12:00:00&#x27;, &#x27;2101-12-25 12:00:00&#x27;,\n",
       "               &#x27;2101-12-26 12:00:00&#x27;, &#x27;2101-12-27 12:00:00&#x27;,\n",
       "               &#x27;2101-12-28 12:00:00&#x27;, &#x27;2101-12-29 12:00:00&#x27;,\n",
       "               &#x27;2101-12-30 12:00:00&#x27;, &#x27;2101-12-31 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;Time&#x27;, length=37255, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>xt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f524bebc-159f-4fcb-80f5-f09781b7192f' class='xr-index-data-in' type='checkbox'/><label for='index-f524bebc-159f-4fcb-80f5-f09781b7192f' 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([0.05000000074505806, 0.15000000596046448,                0.25,\n",
       "        0.3499999940395355, 0.44999998807907104,   0.550000011920929,\n",
       "        0.6499999761581421,                0.75,  0.8500000238418579,\n",
       "         0.949999988079071,\n",
       "       ...\n",
       "        359.04998779296875,   359.1499938964844,              359.25,\n",
       "         359.3500061035156,  359.45001220703125,  359.54998779296875,\n",
       "         359.6499938964844,              359.75,   359.8500061035156,\n",
       "        359.95001220703125],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;xt_ocean&#x27;, length=3600))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>yt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c42bf2d6-2ab4-4417-ade7-6b3daa58e45c' class='xr-index-data-in' type='checkbox'/><label for='index-c42bf2d6-2ab4-4417-ade7-6b3daa58e45c' 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([-74.94999694824219,  -74.8499984741211,             -74.75,\n",
       "        -74.6500015258789, -74.55000305175781, -74.44999694824219,\n",
       "        -74.3499984741211,             -74.25,  -74.1500015258789,\n",
       "       -74.05000305175781,\n",
       "       ...\n",
       "        74.05000305175781,   74.1500015258789,              74.25,\n",
       "         74.3499984741211,  74.44999694824219,  74.55000305175781,\n",
       "         74.6500015258789,              74.75,   74.8499984741211,\n",
       "        74.94999694824219],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;yt_ocean&#x27;, length=1500))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-81a931a4-80a2-4d70-aa27-fe96c0804dae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-81a931a4-80a2-4d70-aa27-fe96c0804dae' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>filename :</span></dt><dd>TMP/ocean_ofam_2000_01.nc.0000</dd><dt><span>NumFilesInSet :</span></dt><dd>1350</dd><dt><span>title :</span></dt><dd>jra_55_1979</dd><dt><span>grid_type :</span></dt><dd>regular</dd><dt><span>history :</span></dt><dd>Wed Mar 25 10:28:06 2015: ncks -d st_ocean,0 ../daily/ocean_temp_2000_01.nc ocean_temp_sfc_2000_01.nc</dd><dt><span>NCO :</span></dt><dd>4.3.8</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 805GB\n",
       "Dimensions:   (Time: 37255, yt_ocean: 1500, xt_ocean: 3600)\n",
       "Coordinates:\n",
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       "  * xt_ocean  (xt_ocean) float64 29kB 0.05 0.15 0.25 0.35 ... 359.8 359.9 360.0\n",
       "  * yt_ocean  (yt_ocean) float64 12kB -74.95 -74.85 -74.75 ... 74.75 74.85 74.95\n",
       "Data variables:\n",
       "    temp      (Time, yt_ocean, xt_ocean) float32 805GB dask.array<chunksize=(31, 1500, 3600), meta=np.ndarray>\n",
       "Attributes:\n",
       "    filename:       TMP/ocean_ofam_2000_01.nc.0000\n",
       "    NumFilesInSet:  1350\n",
       "    title:          jra_55_1979\n",
       "    grid_type:      regular\n",
       "    history:        Wed Mar 25 10:28:06 2015: ncks -d st_ocean,0 ../daily/oce...\n",
       "    NCO:            4.3.8"
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     "shell.execute_reply.started": "2024-06-30T03:37:20.434099Z"
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    "sst=dsst2.temp"
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     "shell.execute_reply.started": "2024-06-30T03:37:20.446276Z"
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     "text": [
      "20\n"
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       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  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.DataArray &#x27;temp&#x27; (time: 7305)&gt; Size: 29kB\n",
       "dask.array&lt;getitem, shape=(7305,), dtype=float32, chunksize=(31,), chunktype=numpy.ndarray&gt;\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 58kB 2001-01-01T12:00:00 ... 2020-12-31T1...\n",
       "    xt_ocean  float64 8B 190.1\n",
       "    yt_ocean  float64 8B 10.05\n",
       "Attributes:\n",
       "    long_name:      Potential temperature\n",
       "    units:          degrees C\n",
       "    valid_range:    [-32767  32767]\n",
       "    packing:        4\n",
       "    cell_methods:   time: mean\n",
       "    time_avg_info:  average_T1,average_T2,average_DT\n",
       "    standard_name:  sea_water_potential_temperature</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'temp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dc10d90f-7f06-4152-9b6e-84135b00870f' class='xr-array-in' type='checkbox' checked><label for='section-dc10d90f-7f06-4152-9b6e-84135b00870f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(31,), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 28.54 kiB </td>\n",
       "                        <td> 124 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (7305,) </td>\n",
       "                        <td> (31,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 240 chunks in 2452 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
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       "\n",
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       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
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       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >7305</text>\n",
       "  <text x=\"140.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,140.000000,12.706308)\">1</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></div></li><li class='xr-section-item'><input id='section-4ee4ac2a-ddc7-44c4-80aa-1781b7920015' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4ee4ac2a-ddc7-44c4-80aa-1781b7920015' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-01T12:00:00 ... 2020-12-...</div><input id='attrs-eb1e309e-216f-47c7-921a-6245608b2c91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb1e309e-216f-47c7-921a-6245608b2c91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bccf306e-d3ab-4590-98d1-6818dd61f073' class='xr-var-data-in' type='checkbox'><label for='data-bccf306e-d3ab-4590-98d1-6818dd61f073' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Time</dd><dt><span>cartesian_axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>GREGORIAN</dd><dt><span>bounds :</span></dt><dd>Time_bounds</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-01T12:00:00.000000000&#x27;, &#x27;2001-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2001-01-03T12:00:00.000000000&#x27;, ..., &#x27;2020-12-29T12:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-30T12:00:00.000000000&#x27;, &#x27;2020-12-31T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>xt_ocean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>190.1</div><input id='attrs-0211564f-3f63-4dcd-bca7-c745334df97b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0211564f-3f63-4dcd-bca7-c745334df97b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e4215e3-b704-431f-b29b-f11d5311c0c2' class='xr-var-data-in' type='checkbox'><label for='data-9e4215e3-b704-431f-b29b-f11d5311c0c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd><dt><span>cartesian_axis :</span></dt><dd>X</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 3600    1   80]</dd></dl></div><div class='xr-var-data'><pre>array(190.05000305)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yt_ocean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.05</div><input id='attrs-a02da2c2-4b2a-416f-bf1d-af7be3aa14c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a02da2c2-4b2a-416f-bf1d-af7be3aa14c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7153eb0d-70c0-4a74-ad2f-e0124bf82928' class='xr-var-data-in' type='checkbox'><label for='data-7153eb0d-70c0-4a74-ad2f-e0124bf82928' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd><dt><span>cartesian_axis :</span></dt><dd>Y</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 1500    1   50]</dd></dl></div><div class='xr-var-data'><pre>array(10.05000019)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0a247728-ebef-4f91-bddb-091245bdc3bc' class='xr-section-summary-in' type='checkbox'  ><label for='section-0a247728-ebef-4f91-bddb-091245bdc3bc' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2bff5fed-81bd-4c75-855f-c29185349d7b' class='xr-index-data-in' type='checkbox'/><label for='index-2bff5fed-81bd-4c75-855f-c29185349d7b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2001-01-01 12:00:00&#x27;, &#x27;2001-01-02 12:00:00&#x27;,\n",
       "               &#x27;2001-01-03 12:00:00&#x27;, &#x27;2001-01-04 12:00:00&#x27;,\n",
       "               &#x27;2001-01-05 12:00:00&#x27;, &#x27;2001-01-06 12:00:00&#x27;,\n",
       "               &#x27;2001-01-07 12:00:00&#x27;, &#x27;2001-01-08 12:00:00&#x27;,\n",
       "               &#x27;2001-01-09 12:00:00&#x27;, &#x27;2001-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2020-12-22 12:00:00&#x27;, &#x27;2020-12-23 12:00:00&#x27;,\n",
       "               &#x27;2020-12-24 12:00:00&#x27;, &#x27;2020-12-25 12:00:00&#x27;,\n",
       "               &#x27;2020-12-26 12:00:00&#x27;, &#x27;2020-12-27 12:00:00&#x27;,\n",
       "               &#x27;2020-12-28 12:00:00&#x27;, &#x27;2020-12-29 12:00:00&#x27;,\n",
       "               &#x27;2020-12-30 12:00:00&#x27;, &#x27;2020-12-31 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=7305, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-63c5861b-1731-472a-98e6-740977ece262' class='xr-section-summary-in' type='checkbox'  checked><label for='section-63c5861b-1731-472a-98e6-740977ece262' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Potential temperature</dd><dt><span>units :</span></dt><dd>degrees C</dd><dt><span>valid_range :</span></dt><dd>[-32767  32767]</dd><dt><span>packing :</span></dt><dd>4</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>time_avg_info :</span></dt><dd>average_T1,average_T2,average_DT</dd><dt><span>standard_name :</span></dt><dd>sea_water_potential_temperature</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'temp' (time: 7305)> Size: 29kB\n",
       "dask.array<getitem, shape=(7305,), dtype=float32, chunksize=(31,), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 58kB 2001-01-01T12:00:00 ... 2020-12-31T1...\n",
       "    xt_ocean  float64 8B 190.1\n",
       "    yt_ocean  float64 8B 10.05\n",
       "Attributes:\n",
       "    long_name:      Potential temperature\n",
       "    units:          degrees C\n",
       "    valid_range:    [-32767  32767]\n",
       "    packing:        4\n",
       "    cell_methods:   time: mean\n",
       "    time_avg_info:  average_T1,average_T2,average_DT\n",
       "    standard_name:  sea_water_potential_temperature"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select a point to test the MHW code\n",
    "xlat=10; xlon= 190\n",
    "sst1 = sst.sel(yt_ocean=xlat, xt_ocean=xlon, method='nearest')\n",
    "#sst1=sst\n",
    "sst1 = sst1.rename({\"Time\":\"time\"})\n",
    "sst1= sst1.sel(time=slice('2001-01-01', '2020-12-31'))\n",
    "\n",
    "# number of years in the slice\n",
    "nshape= np.shape(sst1)\n",
    "nyears=np.int(nshape[0]/365.25+.5)\n",
    "print(nyears)\n",
    "\n",
    "sst1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "57b5ee09-6af4-4908-9994-6bf3b8f86b69",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:44:53.912624Z",
     "iopub.status.busy": "2024-06-30T03:44:53.909348Z",
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      "CPU times: user 77.4 ms, sys: 48.5 ms, total: 126 ms\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;temp&#x27; (dayofyear: 366)&gt; Size: 3kB\n",
       "[366 values with dtype=float64]\n",
       "Coordinates:\n",
       "    xt_ocean   float64 8B 190.1\n",
       "    yt_ocean   float64 8B 10.05\n",
       "  * dayofyear  (dayofyear) int64 3kB 1 2 3 4 5 6 7 ... 361 362 363 364 365 366\n",
       "Attributes:\n",
       "    long_name:      Potential temperature\n",
       "    units:          degrees C\n",
       "    valid_range:    [-32767  32767]\n",
       "    packing:        4\n",
       "    cell_methods:   time: mean\n",
       "    time_avg_info:  average_T1,average_T2,average_DT\n",
       "    standard_name:  sea_water_potential_temperature</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'temp'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>dayofyear</span>: 366</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-58967385-9193-4c79-9ce0-dad630cc01aa' class='xr-array-in' type='checkbox' checked><label for='section-58967385-9193-4c79-9ce0-dad630cc01aa' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[366 values with dtype=float64]</pre></div></div></li><li class='xr-section-item'><input id='section-60aba945-d017-46f2-ae1f-d21bd53a61d4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-60aba945-d017-46f2-ae1f-d21bd53a61d4' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>xt_ocean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>190.1</div><input id='attrs-8772d246-f160-49e1-9822-e54524eb2b69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8772d246-f160-49e1-9822-e54524eb2b69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff222beb-cca9-43ef-bac8-e15c1eed8754' class='xr-var-data-in' type='checkbox'><label for='data-ff222beb-cca9-43ef-bac8-e15c1eed8754' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd><dt><span>cartesian_axis :</span></dt><dd>X</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 3600    1   80]</dd></dl></div><div class='xr-var-data'><pre>array(190.05000305)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yt_ocean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.05</div><input id='attrs-e6f51a75-67c1-4220-829d-ca945c9cee22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6f51a75-67c1-4220-829d-ca945c9cee22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85f26848-843c-45f6-8e80-03784d9ad65c' class='xr-var-data-in' type='checkbox'><label for='data-85f26848-843c-45f6-8e80-03784d9ad65c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd><dt><span>cartesian_axis :</span></dt><dd>Y</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 1500    1   50]</dd></dl></div><div class='xr-var-data'><pre>array(10.05000019)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>dayofyear</span></div><div class='xr-var-dims'>(dayofyear)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 362 363 364 365 366</div><input id='attrs-5e25061f-9a1e-44bd-803d-3334fcf6cc5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e25061f-9a1e-44bd-803d-3334fcf6cc5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad7ae893-198d-4611-a59d-edd2af570200' class='xr-var-data-in' type='checkbox'><label for='data-ad7ae893-198d-4611-a59d-edd2af570200' 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([  1,   2,   3, ..., 364, 365, 366])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0c4067fc-a6f8-4634-ab52-f8d671181b0a' class='xr-section-summary-in' type='checkbox'  ><label for='section-0c4067fc-a6f8-4634-ab52-f8d671181b0a' class='xr-section-summary' >Indexes: <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-index-name'><div>dayofyear</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9ad89726-4c9d-40a2-926b-06aa1673390b' class='xr-index-data-in' type='checkbox'/><label for='index-9ad89726-4c9d-40a2-926b-06aa1673390b' 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([  1,   2,   3,   4,   5,   6,   7,   8,   9,  10,\n",
       "       ...\n",
       "       357, 358, 359, 360, 361, 362, 363, 364, 365, 366],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;dayofyear&#x27;, length=366))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-08393f9a-8823-4030-8a69-adeed51d1db9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-08393f9a-8823-4030-8a69-adeed51d1db9' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Potential temperature</dd><dt><span>units :</span></dt><dd>degrees C</dd><dt><span>valid_range :</span></dt><dd>[-32767  32767]</dd><dt><span>packing :</span></dt><dd>4</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>time_avg_info :</span></dt><dd>average_T1,average_T2,average_DT</dd><dt><span>standard_name :</span></dt><dd>sea_water_potential_temperature</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'temp' (dayofyear: 366)> Size: 3kB\n",
       "[366 values with dtype=float64]\n",
       "Coordinates:\n",
       "    xt_ocean   float64 8B 190.1\n",
       "    yt_ocean   float64 8B 10.05\n",
       "  * dayofyear  (dayofyear) int64 3kB 1 2 3 4 5 6 7 ... 361 362 363 364 365 366\n",
       "Attributes:\n",
       "    long_name:      Potential temperature\n",
       "    units:          degrees C\n",
       "    valid_range:    [-32767  32767]\n",
       "    packing:        4\n",
       "    cell_methods:   time: mean\n",
       "    time_avg_info:  average_T1,average_T2,average_DT\n",
       "    standard_name:  sea_water_potential_temperature"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "#threshold90 =  xr.open_dataset('/g/data/ia39/ncra/ocean/peacey/mhw/temp_90th_percentile_current.nc')['temp']\n",
    "threshold90 =  xr.open_dataset('/g/data/ia39/ncra/ocean/mhw/temp_90th_percentile_GW1p2.nc')['temp']\n",
    "#threshold90 = threshold90.chunk({'yt_ocean': 50, 'xt_ocean': 50})\n",
    "# check whether I need to select\n",
    "threshold90 = threshold90.sel(yt_ocean=xlat, xt_ocean=xlon, method='nearest')\n",
    "threshold90"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "606cd378-24ce-4a7c-9b7e-9053e22744ec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:44:56.720109Z",
     "iopub.status.busy": "2024-06-30T03:44:56.718909Z",
     "iopub.status.idle": "2024-06-30T03:45:19.314227Z",
     "shell.execute_reply": "2024-06-30T03:45:19.312683Z",
     "shell.execute_reply.started": "2024-06-30T03:44:56.720050Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 22 µs, sys: 0 ns, total: 22 µs\n",
      "Wall time: 47.7 µs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x148202cf8bb0>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MHW \n",
    "%time\n",
    "\n",
    "# Expand threshold90 to match the original time series, and dropping \"dayofyear\"\n",
    "expanded_threshold = threshold90.sel(dayofyear=sst1['time'].dt.dayofyear)\n",
    "expanded_threshold = expanded_threshold.drop('dayofyear')\n",
    "\n",
    "\n",
    "# Calculate anomolies and plot\n",
    "diff = sst1 - expanded_threshold\n",
    "diff.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "98333d13-faaa-47da-882a-df1121e4838a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:45:19.317651Z",
     "iopub.status.busy": "2024-06-30T03:45:19.317218Z",
     "iopub.status.idle": "2024-06-30T03:45:19.532271Z",
     "shell.execute_reply": "2024-06-30T03:45:19.530832Z",
     "shell.execute_reply.started": "2024-06-30T03:45:19.317602Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 147 ms, sys: 40.1 ms, total: 187 ms\n",
      "Wall time: 205 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "min_dur=10\n",
    "hmask= sst1 > expanded_threshold\n",
    "# must satisfy min_dur with the shift required to get all the times\n",
    "hmask1 = hmask.rolling(time=min_dur, center=False).sum() >= min_dur\n",
    "hmask2 = hmask1.shift(time=((min_dur-1)*-1),fill_value=False)\n",
    "\n",
    "hmask3= hmask1 | hmask2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "445544cb-529f-44f1-9497-85427893e369",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:45:19.534987Z",
     "iopub.status.busy": "2024-06-30T03:45:19.534506Z",
     "iopub.status.idle": "2024-06-30T03:45:34.607113Z",
     "shell.execute_reply": "2024-06-30T03:45:34.605420Z",
     "shell.execute_reply.started": "2024-06-30T03:45:19.534937Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x148202484550>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hmask.plot()\n",
    "hmask3.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ddbe9a43-8e72-4551-8a89-24b5805c9d5a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:45:34.611347Z",
     "iopub.status.busy": "2024-06-30T03:45:34.610822Z",
     "iopub.status.idle": "2024-06-30T03:45:39.178657Z",
     "shell.execute_reply": "2024-06-30T03:45:39.176838Z",
     "shell.execute_reply.started": "2024-06-30T03:45:34.611296Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1481f9f1d510>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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opHF/A9BsO378OBhjCmNUjriwi+9Rb5zRa9XfSzEkdttttxnO/dSpUwgEAigpKcGzzz6rmyYLhL+LkydPRsWKFfGvf/0LCxYsQEpKCrp164Ynn3wS7du3NzyOHrVr17b8GrtMmDABo0aNwjfffINLL70UL730Em677Tbdz8wqp0+fBmPM8LoAhD/Pn3/+2dR14fvvv496XTh06BC6du2K5s2b45lnnkGjRo2QkZGB//3vfxg3bhzX60KTJk3ifl2oWbMmLly4gF9//RUVKlRQPHfq1Cm0a9cu6uv1DLfCwkLDULicDh06oFmzZti5c6flufsRMm5cprCwEHfeeSeaNWuG48ePY9SoUXjnnXe47Fu8OOTm5mqeO3bsGAKBgLQAp6Sk4MiRIxH3V6tWLbRu3RozZ87UfV68ML7++utIS0vDu+++q/AMRBPU2eGyyy4z5eGZOnUq11pBw4YNw5AhQ/Ddd98hLS0NTZo0wezZsyEIArp27QoAyMzMRJMmTbBv3z7N6/ft24fMzEzud/1mED/zvLw8zXPqbbVq1YIgCNi2bZukKZIjbhO/a3qanby8PF3vjfouVbyLfvbZZ3H11Vfrzj0rKwslJSWSl8EoxbZx48YAgNTUVEyaNAmTJk3CL7/8gvfffx9TpkxB3759cfjwYc0ilCjccccd+Mtf/oLnn38eV199NfLy8kynE0ejevXqCAQChtcFIPxZ1K5d29R1ITMz0zAJQNzX22+/jcLCQrz11lsKgb0ZT4xVevXqhS1btkQdN2zYMCxZsoTLMUWtzb59+xQeqLy8PJw4cQItW7aM+vrXX39dSioREa8f0V4PlOnCnExC8BJk3LjMmDFjcOjQIfzvf//D119/jdtuuw1///vfce+990pjxAXk/PnzyMzMNL3v5s2b45JLLsFrr72G+++/X1pMCgsL8eabb0oZVADQvXt3rFy5EjNnzjR01Q4YMADr1q3DZZddhurVqxseVxAEpKamKsSQ58+fx6uvvmp67mZxIywlkpqaKrnrz5w5g3/+858YOHCg4sJ98803Y968eTh8+DAaNGgAADh79izeeust3HjjjUhNjf9PsGLFiujQoQPeeustPPXUU5IBevbsWaxdu1YxdsCAAXjiiSdw9OhRTchJTseOHREMBrFixQrccsst0vadO3fip59+MgxNyenSpQuqVauGr776CuPHjzccl56ejp49e2LPnj1o3bo10tPTo+4bAKpVq4bbbrsNR48excSJE3Hw4EHTAtx4k5GRgbvvvlsKd7Zt2xZdunRRjJFfF6xQsWJFdOzYEW+99Raefvpp6ZoSCoXwr3/9C/Xr15cE4P369cOrr76Kb775Bs2bN9fd34ABAzBr1izUrFlTMir1EK8/ciOZMYaXXnrJ0vzN4EZY6rrrrkNGRgaWLFmiMG6WLFkCQRCkEKMRAwcOxCOPPIKlS5fiL3/5i+L1mZmZuO666yK+fufOnfjuu++4ev89jZuCn2TnpZde0gg+x48fz9LS0hRCusWLF0ui2J07d7Jdu3axoqIiU8dYtmwZA8Cuv/569s4777A33niDXXXVVSw9PZ1t27ZNGrd3715WqVIldumll7J//vOfbNOmTWz58uXsD3/4AysoKGCMMXbs2DGWk5PDLr/8cjZ//nz2wQcfsH//+9/s+eefZ/3792eHDx9mjDH2wQcfMADstttuY++99x5bvnw5a9euHWvatKlGjJeTk8P69++vmXf37t0VItR4cPDgQbZy5Uq2cuVKdt111zEA0mO5WPL48ePswQcfZO+88w7btGkTmz9/PmvUqBG79NJL2dGjRxX7zM/PZ/Xq1WOtWrViq1evZuvWrWPdunVjlStXZvv371eMveyyy9hll12meb04h6FDhzIAbP78+WzlypVs8+bNEd9PJEHxe++9xwKBALvmmmvY6tWr2apVq9hVV13FGjRooBFS33333axChQrsgQceYGvXrmWbNm1iy5YtY3/+85/Z/PnzpXGTJ09mANjo0aPZ+vXr2csvv8waNGjA6tWrx3r27CmNEwWzK1eu1Mzr1VdfZYFAgA0ePJitXLmSbdmyha1atYo9+uijbMyYMdK4L7/8klWvXp116NCBLV68mH344YdszZo1bO7cuYpjDRgwgD300ENs1apVbMuWLeyVV15hjRo1Yjk5Oay4uDji+ZMjfp937Nih+acnpNcTFIvbPvzwQ1PHPHLkCEtNTWUA2Msvv6x5XjyPo0ePZtu3b2e7du2SfqvR2Lx5M0tLS2MdO3ZkK1euZO+88w7r27cvEwSBvf7664o51KtXj9WpU4fNmzePffDBB+zNN99kf/rTn6Tv77lz59hvf/tbVr9+ffa3v/2Nbdy4kW3YsIG99NJL7Pbbb2c7d+5kjDG2f/9+lp6eznr06MHWrVvH3nrrLda7d2/puiA/L927d2e/+c1vNPMeNmwYy8nJMfUeeWHlN/j4448zQRDYlClT2ObNm9lTTz3FgsEg+9Of/qQYt3TpUpaSksKWLl2q2D5q1CgWDAbZU089xTZv3symTJnCBEFgM2fOVIxr3bo1mzNnDlu7di3buHEjmzlzJqtWrRrLzs5mx44di/qeRowYwVJSUhT1t/TmdPDgQZaSksJGjBhh+nwlCmTcuMTnn3/OMjMzNWr9CxcusHbt2rFGjRqx06dPM8YYKyoqYqNGjWK1a9dmgiBYzpB4++23WceOHVlGRgarWLEi69WrF/v4448147766it2++23s5o1a7L09HTWsGFDNnz4cHbhwgVpzM8//8wmTJjAGjduzNLS0liNGjVYu3bt2MMPP8zOnTsnjVu0aBFr3rw5CwaD7NJLL2WzZ89mCxcuTGjjRjQi9f7JP6eTJ0+yPn36sNq1a7O0tDTWsGFDds899xhmxnz//ffspptuYlWqVGEVKlRgvXr1Yrt379aMy8nJ0Vy4xQVM71+08xOtiN+aNWtY69atpc/6iSeeMCzit2jRItaxY0dWsWJFlpmZyS677DI2dOhQ9sknn0hjQqEQe/zxx1n9+vVZeno6a926NXv33XdZmzZt2M0336x5T3rGDWOMbdmyhfXv35/VqFGDpaWlsUsuuYT1799fM/7AgQNsxIgR7JJLLmFpaWmsdu3arHPnzuzxxx+Xxvztb39jnTt3ZrVq1ZLe58iRIxUXdTMYfQYAWJcuXTTj9Yyb++67jwmCoDFqI9GjRw9Wo0YN9uuvv+o+P3nyZJadnc0CgYAlw4kxxrZt28auvfZa6TO9+uqr2dq1azXjDh8+zEaMGMHq1q3L0tLSWHZ2Nhs0aBA7fvy4NObcuXPskUceYc2bN2fp6emsatWqrFWrVuzee+9leXl50ri1a9eyNm3asIyMDHbJJZewBx54gP3nP/9JaOPG6m/wmWeeYc2aNZO+b1OnTtUY0uK1Rv3bLC4uZlOnTmUNGzZk6enprFmzZuwf//iH5hi///3vWZMmTVjFihVZWloay8nJYWPGjDFl2DBWdh7V12K9OYnXEKtZZYmAwJgJ1RVBEJ7j4MGDaNy4MRYuXIihQ4dyrcdilgMHDuDyyy/H1KlTMWXKlLge2w0YYygtLcWMGTPw17/+FT///LMU+ujQoQNycnKwcuVKU/vKz89HTk4O7rnnHsyZM8fJaROE7yDjhiB8imjciKxcuTJiJlKsfPbZZ1i+fDk6d+6MKlWq4JtvvsGcOXNQUFCAL774wjBryk/MmzdPoZcTjZuCggLUrl0be/fujZhWDQBHjhzBjz/+iKeeegqbNm3Ct99+q6iGTRBEdEhQ7FFCoVDUMuRuiFWJxCE7Oxu7du2SHotp605RsWJFfPLJJ1i4cCF++eUXVK1aFT169MDMmTMT1rAx0/7CSvbJHXfcIVX9BspEzEBZyw0zwncAePnllzFjxgw0atQIy5Yts2TY0HWBIMogz41HGT58uKLYmh700RKEMWrPlh68Swg4zbRp0zB9+vSIYw4cOGAqe40gvAwZNx7l4MGDUnEsI+JVcIwgvEhxcTE+//zziGOys7MdKSPgFMeOHZNq1RhhJX2eILwKGTcEQRAEQfgKKmVIEARBEISvSDplWSgUwrFjx1C5cmVXmhYSBEEQBGEdxhjOnj2L7OzsqEL/pDNujh07JpXBJwiCIAjCWxw+fDhqQ9ekM24qV64MoOzkVKlSxeXZEARBEARhhoKCAjRo0EBaxyORdMaNGIqqUqUKGTcEQRAE4THMSEpIUEwQBEEQhK8g44YgCIIgCF9Bxg1BEARBEL6CjBuCIAiCIHwFGTcEQRAEQfgKMm4IgiAIgvAVZNwQBEEQBOEryLghCIIgCMJXkHFDEARBEISvIOOGIAiCIAhf4apxs3XrVtxwww3Izs6GIAh4++23o75my5YtaNeuHTIyMnDppZdiwYIFzk+UIAiCIAjP4KpxU1hYiDZt2uC5554zNf7AgQO4/vrr0bVrV+zZswdTpkzBhAkT8Oabbzo8U4IgCIIgvIKrjTP79euHfv36mR6/YMECNGzYEPPmzQMAtGjRAp988gmefvpp3HrrrQ7NkjDLhYulOHGuCABQs2IQmekpOHGuCBculnI/Vq1KQWSkpWi2F5eEkH/2gmJbRloKalUKSo9DIYZjZ85zn5OXqFM5A+mp1u5tzhWV4Jdfi7nNwegztMPpwmIUFpdw2ZeIOL/8sxdQXBLium8z1K4cRDCVz/mxSklpCHkFF6TfMUF4DU91Bd+xYwf69Omj2Na3b18sXLgQFy9eRFpamuY1RUVFKCoqkh4XFBQ4Ps9k5FxRCbrP+RAnC8sWv6qZafhzj8vwxH++duR4NSumY8uDPVEpGP4Kl4YYrpu3FT+eKNSMf/LWVhh8VUMAwLDF/8O27044Mi+vkFOzAj6Y1B2pKeYMnIMnCnHdM1tx4SK/Rb56hTRsebAnqmRof7dWeP+r47j71U8QYpwmVk5WlSCGdMzB3I3f8t2xSS6plokP7+9h2QiNFcYYbnzuY3yVW4AqGanY+mBPVKuQHtc5EESseMq4ycvLQ1ZWlmJbVlYWSkpKcOLECdSrV0/zmtmzZ2P69OnxmmLScvT0ecmwAYAz5y9i7WfHAAApAQGpgegt6s1SVBLCycJiHD19Hs3rVpa2n7tQIhk26akBCABKQgylIYZ9R89g8FVl4z47/EvZmJQABH7T8gxFJSH8dPJXFFwoQY2K5hatb4+fxYWLIQhC2XnjMYfTv17EkVPncUV2bMbNF8fOIMSAgACkcZibOL/jBUV476s8AEBqQEAKx++wmeMf/eU8Tv9ajKwqGXE7LgBcLGX4KrfsJrDgQgl+OvkrGTeE5/CUcQMAgmo1YozpbheZPHkyJk2aJD0uKChAgwYNnJtgksJQ9jnUqpSOYGoKjv5yHuUfDSb1boZxPZtwO1b7x9/HiXNF0jHVcwCA/TOuQ0pAwDPvf4e/v/+tNJeycWVsuLcbGteqyG1eXqHRQ/8GEP7tmEEceWXD6njzz51jnkPHWe/jeIH2M7SD+DaGdMzBX29qGfP+AKDV1A04W1Qi7XvqDVfgzk6NuOzbDE0fXoeLpQwWPiJuaH9XBOE9PGXc1K1bF3l5eYpt+fn5SE1NRc2aNXVfEwwGEQwGdZ8j+KF3EQ45fGVW7z7S4Zjhg+TFymlw6qPksV8nP07eoS6r8DD+LB9T87uiHwzhPTxV56ZTp07YuHGjYtt7772H9u3b6+ptiPgRvv4JOtv4IjrpNBdh+ZgIY5lqTLJi7fMp95ByOrbA8+xL3lt+u4T0vSk/SXGOX4rnJxHsigSYAkFYxlXj5ty5c9i7dy/27t0LoCzVe+/evTh06BCAspDS0KFDpfFjxozBTz/9hEmTJmH//v1YtGgRFi5ciPvvv9+N6RMyxDtMQQivAyEnFh2EF1iN+1y2EojHlJlamnHJqLcBZAafhWWL9xpvZKDawQljVdyX9B3muG8rE3DDsLDiESWIRMXVsNQnn3yCnj17So9FbcywYcOwZMkS5ObmSoYOADRu3Bjr1q3Dvffei+effx7Z2dn4xz/+QWngCYC0+EHHuOG8NJjy3JQPiuy5SU7rRkD5ObCwaPE+Z0YGqh3Chhe/z1PcV8gdx034/LhgWWg/E7JuCO/hqnHTo0ePiD/eJUuWaLZ1794dn376qYOzImJBELQudf6eG/0d6n2VxEVKYdy4tGAlCoIgAMyaWcE4u0f0Phe7OKFLcdpAN3t8VwTF5LkhfICnNDdE4hL23Ag6CwNfjD03xuEm+QLohkgzkQh7Bcy/hnHW3IT3y2EfDhir6nMUf8+Ne5Y3+W0IP0DGDcGVMs9NGUy2jesxLDwf6djJ67lx57VO7EexT44GQTgs5Y7mJlm/mwTBCzJuCC7o3dk77dLXeGAipYLrhKWSHTuCYu5z4LBjJz9Ot78r7oSl1EL9+M+BIGKFjBuCC/ILIE89hR5G+2eq5wGZ/ifKuGTCTpoxd0Exx2wgR8NSEUKdTsJTcG0VTViKrBvCg5BxQ3BBbjDES6+gvQiXH0+2TVefozMuqbBhWPBOn+dZx8UJPZCkGytvpRV/QbF7dW4iZSEShFcg44bgguLuTiUo5k3YYFGXidcuwHp3wG7djScKsaQZ89fc8Ct0w/fzFI0LdyxhtW4trlC2FOEDyLghuCAXD2sKoHG2IoxCGvKMLfVY+WC9ccmEnTRj3ufMTsaWEU6EGcMZf+WPue3Z7ATK/iRCnZtkzy4kvAkZNwQX5CEotUudeyq4QUiDhQdox+qMS17PjfU3ztvbJX1HOOxLCplx2JeI0wa62eMnQoVism0IL0LGDcEVQbZ0OlXdNdr+9DU32it0kto2rhaIk+YAB+bAU1DssucmWcXuBMELMm4IToTv7NUGBX/PjfKY0iOTole3dBSJgp23zb3FAcdz70SYMewddClbys0KxVEeE4QXIOOG4ILeRdgpQbHRMSMdTi8slexQnRt3952oM6A6N4QfIOOG4EK4DopW58JfUBxZr6EUFEfoLZWkrhs7acbyz5fLHFT7jQVH6tyovY9uZUslhOeGrBvCe5BxQ3BBHrYI1whxZmEwuvDrLXKRFtFklTXYMSy417lxoHGmM4Ji8bFLdW7ietQyqHEm4QfIuCG4oKevcUzaEq3OjXyoaqz8NUlq29hKM3bOc8MhLOWI56ZsZ6Gk9Nyof1cE4T3IuCG4IE/D1tx18g5LqY8pPtYRvarH6rWJSDZshYQ4C4r16g/FvE8HzFW3vBbhWk7ux6Wo/QLhRci4Ibgg99JoaoRwPlbU3lI6Y8Un5S9JTtPGruaG72epV3/ILk7oYsKp4O7UuQlXSI7zYUHZUoQ/IOOG4IpCc+OQSz/q7uSamwiDk9RxE9P75t9+gR9cNTfq7zDHfVs5PkEQ9iDjhuCC/M5eWwCNd7aU8pjSHHQWIrW2Q6m5Sc4VxKhOUCTCp43vOePZfoGnRSB+N5wqRBn9+GUkQuNMct0QXoSMG4IPOhdAx2P1Ru0X9IbqhKWSHTup4NznwFFQ7ARu603c0NxQbynCD5BxQ3AhXNPG+bteI72GbhVdlb5EsVYlp+PGVpox74ykhE8FV1UIjn8quPL48YRSwQk/QMYNwQX5IuB4+wXDC79W46MJS8mW9GTVNdgJefAXFIv7jR1HUsHFfYuP4x6Wcu/LaXTTQBBegowbggvyrtHxWhi0mpvy48m2qQ0hRSq4M9NKeOykGfP33Ij75RCWEvfJs7eUus4Ntz2bPX7ZX3c8N1TnhvA+ZNwQXFCGe5QhB/6C4iip4Io6N8YhmGStc2MnzZi3AaHK0I8JRz03bguKXektpX5M5g3hPci4IbggNyw064BDqeCGmhv5WPLcaLDlFeDdfgEcrRsHNDeOf4mjHZ6jJilWEmAKBGEZMm4IrshTweXbuB4jyg71NDd29uNXYnnbCV3nxgHPjRP7JgjCeci4IbgQqUqsU+Efo95SBqNNjEkuLGluEmAOhvvw8UfqxlujbCnCD5BxQ3AhnhnWRnoNvUJzkcNSyXk7bicsxVs/xbNInW4JgBhR78s9QbH7dW4oMEV4ETJuCD7IhJdOLwxGeg098adaUKyje0467BgoTE/QFNMk+Ne54Yk2LOVSnZu4HrX8mOS5IXwAGTcEF8J1ULRLJ/cifkbtF/SEpao7YMr8sOm5EV/Law6q/caCI9lSDuvGoh6fGmcSREyQcUNwgSk8N8rnnGqcaXSHqV/ET/nXiXl5BTtpxrxDPwlf50a1r7ingkvHcyMVXL9+FEF4CTJuCC7IoxaahYF7Lnjku1r58dQptaS5sZdmnPSeG7fq3CSE54asG8J7kHFD8EVeoli2ieshTExBPVa/iB+nCXkUO0tWIvaWkvbJb1c6+3anzg1BEPYg44bggvzO3u1sKb0ifuFBsuc4z8sr2Fk3efcJ43nu5a0/eKExLlyrUBx/SFBM+AEybgguJHqdG0lQTC52icQQV3NJl/It7nxE1FuK8D5k3BBciKdQN2r7BXlvKUF/jHpcMmEnzdg5QXHs+3JGUBz5seO4WeeGeksRPoCMG4ILkQXFfInWOFN5bJWg2MF5eQU7aca6afY85sBhX5G8hnbRCorjrLkp/+tKWMqFYxIEb8i4ITghLjBC3FLBNe5znUVOXRNHfheapI4bW2nGLOwe4TQJ1X5jwInF2PU6Ny42ziTNDeEHyLghuKDw3GgWBr5Lg1FIg6meVzyn57lJUuvGTpox79CPnVo7RjjSfsHtOjflf93QiBkVxyQIL0HGDcEFuWHh9MJgFNLQ638Uqc5NsiKdEwuv4V1LxhnNDT+cNtBNH588NwRhCzJuCK4I0AlL8T9I5Kd169wwwzHJRiwF4hJRcyPtk6fmxsF9mzt+En9BCYIDZNwQXIikyXBqYdAuztGXSnKx2yORz5ufs3mozg1B2IOMG4ILkbNpOGtuVMeU5hChiJ90gdYZk3TYSDN2LizFs7cURxzubG/28O60X6A6N4T3IeOG4EI868dEFxTLNDeq8IfemGQjFjkHN0Ex3xLF5ft0rs6NW9awK4JiqnND+AAybgguKAXFSuIvKNY5NjMek2zYapzJuZaMnVo7RjjTfkH12KXeUolgVyTAFAjCMmTcEFwI9x5yXlBsFNJgOpaLOoTlxELoNeykGTsWluKZCh7znsK4LyguIxE0N2TdEF6EjBuCK/qeG2fq3KjR016oQ1h66eLJhp00Y1npQ65z4eK5iVTgyCbq76x7mhuqc0MQdiDjhuCKIDi/MEQzTJTHN0g5Tl7bJqY0bH6eG/5hF2c9Ny7VuSEIwhZk3BBckHtEHNfcGAmKI2ZLiWEp7Zhkw04mDu/QD8+wS1w0Ny7VuUmEsFQi6H4Iwipk3BBciLTAOFbnxob7nDI/7JHIoQlff6SupIK7PgWCiBkybgguKFPB43/Msg3a46s9BLyFsV4mIQTFXOvc8EwFTxDNjSup4Pr1owjCS5BxQ3BBeQFULwy8BcX6eg29Rc5obHILim2kgouv5d44M3YcMVhdD0uV4U4RP/Vjsm4I70HGDcEFeXE8zULAvc6N8pjSHMhzYwpbhgXvOjdh1wQHIlXHtod2X/G2btyrc0OaG8IPkHFDcCFc50Yn04TzsQzr3OislILqFjhym4jkwE5IiLcQ206tHSOcMFjdFxSX4Y5dQe0XCO9Dxg3BBUWFYs3CwDkspTqmNAedMvxqB4HemGTDjtOE93nj2TvJ15obN+rcGP2wCMJDkHFDcKXMc+NwnZsoC6yyyo2R5iZ5kT4fV9csB1KdHfXcxLnOTVyPRhD+g4wbgg+yO3unXfrS7owExdoafpoxybx62Pk8eNeS4fmdkIdEeeF0C5Hox3exzk2UxwThBVw3bubPn4/GjRsjIyMD7dq1w7Zt2yKOX7ZsGdq0aYMKFSqgXr16uOuuu3Dy5Mk4zZYwIpKWxanMJE2dmwjuc6m3FLnYJeykgnOfA8ewlB8hQTFB2MNV42bFihWYOHEiHn74YezZswddu3ZFv379cOjQId3xH330EYYOHYqRI0fiyy+/xMqVK7Fr1y6MGjUqzjMn1MSzzo1hhWKd46tTaqlCsb00Y+dSwXkKih3U3LgkKHbDdDNsSEsQHsJV42bu3LkYOXIkRo0ahRYtWmDevHlo0KABXnjhBd3xO3fuRKNGjTBhwgQ0btwY11xzDUaPHo1PPvkkzjMn1CgExY4vDAYue1kLiPCxlZobEhTDVpqxc0X8Yt+XEwarNiwVZ80Nx/NjFQpLEX7ANeOmuLgYu3fvRp8+fRTb+/Tpg+3bt+u+pnPnzjhy5AjWrVsHxhiOHz+OVatWoX///obHKSoqQkFBgeIfwZ/wRVjQFkDjfCxjz41WF6LNrOLfh8hr2Ekz5p1Cz7N3kqS5cfAzpd5SBOEtXDNuTpw4gdLSUmRlZSm2Z2VlIS8vT/c1nTt3xrJlyzB48GCkp6ejbt26qFatGp599lnD48yePRtVq1aV/jVo0IDr+yDKkBsWmnXAsSJ++mXiFXpiVUot7waQXsRWmrFDnhueKyffOjcuf0Nc9dxQnRvC+7guKFZfRBhjhheWr776ChMmTMBjjz2G3bt3Y/369Thw4ADGjBljuP/JkyfjzJkz0r/Dhw9znT9RhtxoUH9+/NsvKI+pnoN8lVMfW15JOVmx57kpfy3vOjcc9iXvSM8LTSFK14r4uR+XIs0N4UVS3TpwrVq1kJKSovHS5Ofna7w5IrNnz0aXLl3wwAMPAABat26NihUromvXrnj88cdRr149zWuCwSCCwSD/N0Dooue54Z8KbqHOjYEhlLymjVaHZOm1vOZgUH8opn06WefGJc0NQRD2cM1zk56ejnbt2mHjxo2K7Rs3bkTnzp11X/Prr78iEFBOOSUlBQDdXbhNpGwap67TdoSP9DWxRyL/vvzc2DERBMUE4UVcDUtNmjQJL7/8MhYtWoT9+/fj3nvvxaFDh6Qw0+TJkzF06FBp/A033IC33noLL7zwAn788Ud8/PHHmDBhAjp06IDs7Gy33gYBKBorOt5+wUCvoScsVbv3eRej8yJ20ozDIT++k+BhNDlhALgfliJBMUHEgmthKQAYPHgwTp48iRkzZiA3NxctW7bEunXrkJOTAwDIzc1V1LwZPnw4zp49i+eeew733XcfqlWrhmuvvRZPPvmkW2+BKEd+/XN6HTDSa+iuv6qwlCKrK0mxk2bsXJ2b2HGkzo1aNxZv44aj8WcVraCYrBvCe7hq3ADA2LFjMXbsWN3nlixZotl2zz334J577nF4VoRV5HVQnF4YjPQauo0zVXfATnSQ9hp2vAL869zw09w40eld47lJIs0NeW4IP+B6thThD8L9fbTLgEM1/HTuarWLnCYV3IGF0HPY8tzwrnMj7jd2nDBYne6PFvX4DgiuzUJF/Ag/QMYNwQVFtMfhhcFoYdRb5NRjyXNjL83YuQrFHDQ34j4d9N3E++sSDr0mQvuFuE+BIGKGjBuCK2W2jbO+m2jaCr32C+o1It5hhkQiltL+vDU3PPGT54YgiNgg44bgglzv4vTCYFTcVk8rbCQ+TubFKpZMnETU3IR7ivEjfgUNDI7P8/xYRBuWItcN4T3IuCG4EClTOG51bkxcg8nFbg+qc+MOrpx2EhQTPoCMG4IL8hoz2hohTrVf0E9ZVQiKVfMjQbE9vYtDZW64GCb+FBSX4Y5tQ9YM4X3IuCG44/RCYLR7XUGxKizlRE0Ur2Hnrev17YptEqr9xkB4Fxzr3CSKoNiNOjfUW4rwAWTcEFxQNM50eGEw0iPoZ80ox9Jl2l6aMf9UcH4VePUqU8eK01W2ox6//C9VKCYIe5BxQ3Ah3NYgjoJidSVVvfYLqpRaJxZCr2Enzdi5VPDY98U7ZAboGDcc923u+AZK+DhAdW4IP0DGDcEFhedGszA4Y90YLYy6dW5UnptkNm5EEqP9Ak/NjYNhKdc0N1TnhiDsQMYNwRdB+r/wJu62jfU6N+oLdHLXubGfZpyInhtpn/x2pS1EmUTtFwjCD5BxQ3BBfmfvuKDYwGMfqUJxpDHJhh09h9wzx2cO/D4AJ7xx2ow/fvu2MgOqc0MQ9iDjhuBCJKPBqYVBKyg2cxGmC7U9Evi8+ThuQoJigrAHGTcEF+TZNNrmC5zr3KiOKc1B5yKsaZzpQDVbr2Grzo0XektxzZZy9xviRNjOPOr6UQThPci4IbggvwjHLSxlcIcpX5jUKcfhhTB5zZuYwlKczhvXbCnJYOUpKFY9TipBcbQNBJH4kHFDcKWsQrE7gmK9lGD1IkqeG3tpxvwXWY51bhxoLuV6nRsXPTeUCk74ATJuCC5I9WN0BMXcjRuDkEakGjbqOjfJbN3Y8QokdJ0bBz5SbWg1vvAscmgV0twQfoCMG4Irur2leGtuouwukudGb0yyEYthkYh1bqR98qxzo9pX3MNSyfwFJQgOkHFDcEF+Z+/8wqCfJqunpyHNjR7WvQLcW0t5znPjUp0bN3pLaQTF5LohvAcZNwQXIjUvdGpZ0FxyI1yD1ZobwmKFYofOGx/NjX+hsBRB2IOMG4IL8axzY5gtpdPcUX1s3g0gvYitruAONc7kgSP9whzWjUU/fCIV8SMI70HGDcEFueva8VRwnWMCBhWKpf9WNpdK5qiULb2LQ4Jinqs331RwVWiV255NTwAAnzpAVqHeUoQfIOOG4IKicabDuSbGnhvt8dR3wLwbQHoRO3oX5xpnxo4TLTU0+3Ktzo37kOaG8CJk3BBckAtOHU8FNxDERvLcsAhjkg07aca8Qz+xNO9U40So0X1BsYthKYpLET6AjBuCD/I6N6qneC8LRiENXc2NNJQpxiQzdkJCTp01Hp8HC7uVuOG0gR71+OV/XREUU/sFwgeQcUNwRd9zwzksZWIO6v9WX6CTORXcRoFi2Ws5haUcqMDrJ81NEn89CYILZNwQXJDfPGvq3HA+luSyV89Bt8eQSnNDBYptZeLwPm88K/DyrsGjt6+4t18o/+uOoFj9mHw3hPcg44bgQqTGik6tC8aC4givcWQm/ieRzxstvnyhOjeEHyDjhuCCIhVc9ZxTYkyNXkNH9KruQ+VITRSvYSPNmL+gWNxv7PtyQHKj9dxw3Le541OdG4KIBTJuCC4oLsJO17mJkgquMG5UzzkRwvAadsSqvA0IW7V2jIjgNbSPKrTqmqCY6twQhB3IuCG4oEgFd3hhiJoKLq9zo8kF145JNmx5BTgbEIIdC8uAuGhuXCp0kxieG7JuCO9Bxg3BBblh4XiFYiPPjY7qVeu5obCUPc+NQ3VuOOxLCplx2JeIZl9xt234nR/LkOaG8AFk3BBckC9+Gs0Nd8+N8pjhOSiflx87rLnRjkk21OfEDPyzpazPwYj4ZEvx27eV47vjuSFrhvA+ZNwQXClLBVdt413nJsru5MczvANOYtdNTO+cm+um7A/fxdtHdW7ifDyC8Btk3BB8iNDWwLELtQX3ubrODWGvzg33OfDYh48/U3cExerHPj7BhG8h44bgQjg0oG3AwD0sZVTET3w+wrGdSBv2GnY8abz7N/EU6Dqho3K9iF9CCYoJwnuQcUNwQS7qdDrTxEivEakWi7gAUp0be2nGvBuOcq1z44COSlurKb64mc1HRfwIP0DGDcEF+QXQ8ctylIVRX1Bc/ldnTNJhw7AInzdOqeDSfvk1zuTpXdG0EHFNUOxCWEoj1CfrhvAeZNwQXJAufzqum7jXuZELilUhLCcWQq9hJ804kT030j757Upn30kUliLPDeEDyLghuKCoc6N6jveyYFyhWKsLEcJPKv4jeU0buwtnAmtuHAg1up0KDhsGKC9Ic0P4ATJuCK4Igs5C4FCdGzMDwgWKlZfoJHbcxBQS4u+54bd08jSY3K5gnczfT4LgARk3BBfkXhNtjRBn6txotAF67RfEO2BmPCbZsOO54X3e7FRJNsKXRfzK/7oSEqLeUoQPIOOG4EIkTYZTC4NR40zdsSbGEMY4dd54Zkv5EVfq3JjYQhCJDhk3BFf0ektx19wY7FHPwNLUuaF0KVveF72+XbFNgn+dG55oI6skKCYIL0HGDcEFuahTszA41H5BU+cmgqBY6i1FgmJ7vaXE1/Kag7RfnqngMe9Kwv2wlIuCYgpLET6AjBuCC/Lrn+NdwXWOCRgscoJyrBMLodeISXPD6cRxLeIn7pOnoFhdzoDbns0ev/w/XKlzo35M1g3hPci4Ibggj1o4vjCItWsMi/hFEBTrjEk+bNS5UbySxwz4eSYc8dyoH8e7/UL53wTQE5PnhvAkZNwQXJDu7nQWAf5F/FTHFB/r1DvRam6o/YI9zw3f88ZXU+LAZ+qwbizq4aMY8E5CdW4IP0DGDcEVnQLFjqWCm3lePlSuJUhq46b8r6t1bqT/8kadm2T+vhCEFyHjhuCCPDSgWWS4e27072rDj2VhKdmqpOx/lbyrVSxeE251bnhqbuIiKHYpW8qNVHASFBM+gIwbgguRtCyO1bmJ8lhvPF2ow9jpLcV9DhwFxX4kEb6vJCgmvAgZNwQXFJ4bp+vcGNz169a5Ub2WOaHP8Bi26txwPm88PSGSHojbHt0vFeBuKrh6gwuTIIgYIeOG4IRMz+LwkYz0Grp1bmQPGGMJcSfsNnbSjB3z3PCoc1P+16mwlBuGsKtF/DS/K4LwHmTcEFxQpoIrn3OuiJ/BHBSeG6UpxLteixexk2ac0HVudLRWsaIsJxB/eBY5tIr2d0XmDeE9yLghuBBJUMw/LGUgKJaOpx+XYox/vRYvYifNmHdlZ751bviHGpWem/h/WwQ7FignKCpF+AEybgguhDUZOr2lHBMU67tujEIKDIzq3Miw4hXgnZHkTIVifugUuY4rkgHqwrGpiB/hB1w3bubPn4/GjRsjIyMD7dq1w7Zt2yKOLyoqwsMPP4ycnBwEg0FcdtllWLRoUZxmS9gh7nVuDP5bmQqevCREKnj5X55hF64eFtm+XNHcxP+QBOErUt08+IoVKzBx4kTMnz8fXbp0wYsvvoh+/frhq6++QsOGDXVfM2jQIBw/fhwLFy5EkyZNkJ+fj5KSkjjPnFAT6c7eMc+NQVgq4mscmYk3sdN+wdVJOLmPBMUNvQsJigk/4KpxM3fuXIwcORKjRo0CAMybNw8bNmzACy+8gNmzZ2vGr1+/Hlu2bMGPP/6IGjVqAAAaNWoUzykTBsj1Lk5rFIz0GnqiV00RPxIUGxZBjIhTYSkO+3I+LOWe68aVbCkSFBM+wLWwVHFxMXbv3o0+ffootvfp0wfbt2/Xfc2aNWvQvn17zJkzB5dccgmaNWuG+++/H+fPnzc8TlFREQoKChT/CP4oBcVKuPeWMsqW0lkqDevc8J2Sp7DzeTglKOaB04Jid2wb9zQ3ahJhDgRhFdc8NydOnEBpaSmysrIU27OyspCXl6f7mh9//BEfffQRMjIysHr1apw4cQJjx47FqVOnDHU3s2fPxvTp07nPn1AiNyycdooY6TV0U8E1gmLt9mTDjt7FOUExxzo3fkoFd9VzYyPeSxAJhuuCYnV4gDFmGDIIhUIQBAHLli1Dhw4dcP3112Pu3LlYsmSJofdm8uTJOHPmjPTv8OHD3N8DgXDYAjqeG6cExSZSwRV1bpj8Jclr3dhJM3bqvPFJBS/766sifuV/E6LODVk3hAdxzXNTq1YtpKSkaLw0+fn5Gm+OSL169XDJJZegatWq0rYWLVqAMYYjR46gadOmmtcEg0EEg0G+kyc0yKvEqo1T7mGpqJob/WMzgzHJhp00Y96hHzu1doxwYvF1W3PjboVi1WOybQgP4prnJj09He3atcPGjRsV2zdu3IjOnTvrvqZLly44duwYzp07J2379ttvEQgEUL9+fUfnS5ijTFCs3sb5GBZSweXI3e1JbNuEvQI2Vi1+mpvyOXDaH+A3z00yf0MJInZcDUtNmjQJL7/8MhYtWoT9+/fj3nvvxaFDhzBmzBgAZSGloUOHSuPvuOMO1KxZE3fddRe++uorbN26FQ888ABGjBiBzMxMt94GAeWdvVZQ7MyFWr046zV31HhuqHGmrUycsGeOU50bnpobBzLgFBl33PZq5fguHLQcKuJH+AFXU8EHDx6MkydPYsaMGcjNzUXLli2xbt065OTkAAByc3Nx6NAhaXylSpWwceNG3HPPPWjfvj1q1qyJQYMG4fHHH3frLRDlRLr+OXWd1hwzykWYMbpQy7HTW8rNOTi5j0TFzTo3giDq1Px8hgm/4qpxAwBjx47F2LFjdZ9bsmSJZtvll1+uCWUR7qO4e3ZacxOtt5TirlvQH5PEbn877513LRmuZ18mZncCV3pLlf91s/1CQBBQyhjdEBCexPVsKcIfyBc/p8NSRhd+KTSmOLZ8AHT7TyUbtsSqDgmKeazeToQalZ3lXYCj4NoqakOWbBvCi5BxQ3BBIdZ1us6NgV6D6bgXlLYNk3l3nJpd4mOrzo34Wu4Vijlqbhyqc+NigWJ3QkIqQ5Y8N4QXIeOG4IIiFdzh1cDQcyM9LwtLqdovOLEQeg07ixbv8xbO2Ip9X04YrG57bhIhFTz82yHrhvAeZNwQfJAX8XM4jdYopKFb50b+PGTenuS1bWxqbjifN551bnTCkbGiDG26obmxXouIF2HNjfIxQXgJMm4IrgiCcul0YlmwUudGkQpOdW4AxJaGzb/ODceV0091bhLgCxpIhEkQhE3IuCG4IBd1KhcG/hdIo4VRv86NLCwF/vVavIidYAPvWjI8wy6+7C1V/tedsFTZQUXjhhw3hBch44bgglG0x8mFwWqxMapzo8SO5ob7HHjsw9efqXu9pXgWWiSIeEPGDcGFcKaSoBL0OnCwKHqNSHfwvOu1eBIbHwr/OjcOePQcC0u5oLlJBEGx6jFBeAkybgguSCEh6f9Q/jiOYSmDWizytGPeDSC9iK1UcO51bsT9xrafeOio3MmWcrHOjSoESY4bwouQcUNwQX4BdHoxMFoYjbwLgnqAzphkIhbDgncqeKx+AcX3zqneUi5+WdyocxPW3IiPCcJ7kHFDcEFR58bhIiFGabLy0JhivEwY6USTRa9hJ81YL80+pjnw8tzI9xnbrhQIER7FA1cL6MnaL5TNgcwbwnvY6i1VWlqK1atXY//+/RAEAZdffjluuukmpKa63qqKcBkBiZUKLn8cT+9SIhOb54bTHByo4+Kc5obffk0fPwG+ocl8A0B4H8vWyBdffIGBAwciLy8PzZs3BwB8++23qF27NtasWYNWrVpxnySR+Mjv7B0v4qc6pjQHgx5DCs2N010WPYCdkBD/In7l+43RK6DU3PBMBdf/73jBsfWWZcRjBpL4N0J4H8thqVGjRuE3v/kNjhw5gk8//RSffvopDh8+jNatW+Puu+92Yo6EJ9CvEuvsHahBbymj0ZQKrsAPqeB+/zjdERSr6tz4/SQTvsSy5+azzz7DJ598gurVq0vbqlevjpkzZ+Kqq67iOjnCO8TVcxNVUKxWTAgQfQ9OFHzzGrZ6S4mvTbDeUorXcw1LuSsodqSCs0k07Rd8b0ISfsSy56Z58+Y4fvy4Znt+fj6aNGnCZVKE95Avfk5Xd40mKNYsRoKJMUmEHS0F/1RwPjuSL7zONc50T1DsSlNwaQ7kuSG8i2XjZtasWZgwYQJWrVqFI0eO4MiRI1i1ahUmTpyIJ598EgUFBdI/InmQN6R0vACaoV7DKDQWHs8MxiQjlurclP/lLLmJPSzlkEhcoblxUVDsZuNMo8cE4QUsh6UGDBgAABg0aJDMsi/79t9www3SY0EQUFpaymueRIITz+uf0cJo5JWRh2HIc2MzW8qx3lL8vjlcDWl5WIrfXi0f3o00bKnOTUD5mCC8hGXj5sMPP3RiHoTHkfeWEhxeGIzc5UY1bPTCCkmtubFT50Z8Lec6N7ESH8+Ne98VNz03JCgmvIxl46Z79+5OzIPwCYKgMhscTAU3PV7HU0GemwSpc8Nx4XRKc+MGiVBjJpAAcyAIu9iqunfhwgV8/vnnyM/PRygUUjx34403cpkY4S3kmgyHCxQb1gAxrHMje556S9nLxHGst1Ss7RfkgmKudW4SJFvKRa+Jm7V2CCJWLBs369evx9ChQ3HixAnNc6SzSV6Mm1Y6tzKo9QhU58YiNlLBuU+BZyq4D3EnLKWsc0PWDeFFLGdLjR8/Hrfffjtyc3MRCoUU/8iwIQTB+bteo30a1rmR95YKb+U/MY9gZ80KGxF8zxvX3lJOpYK74blxVVBcBtW5IbyMZeMmPz8fkyZNQlZWlhPzITxKWFAsOB+WMtBrGGZLmRiTTNgJ3xiF/GzPgVedG4cWf4Wg2I06N+V/3RQUO6GLIoh4Ydm4ue2227B582YHpkJ4GRZHn4iRXsOwho3sLpjq3NjzCsiz4bjMQdxvzJob2T595blxLySkNmTJtiG8iGXNzXPPPYfbb78d27ZtQ6tWrZCWlqZ4fsKECdwmR3gHo/YLSDmHY+eORd9B0TmgyFzhx/Nn8hEUCsFYTdUkwnOQI78LLptnCOfZz+bmVXgCKC02NS+vUHr2KNJQYj0sFSjCyQvHcezc+SgHuAgU/hxxyIWCn8s/wxoWZmEwLwBIKUTeuVykpUa5X7t4Hjh/Oup+iwvKvmNFrCJYoMDcd+VCAVB8Lvo4E5Scy0W6UORq+wV1HTOC8BKWjZvXXnsNGzZsQGZmJjZv3qzqwSKQcZOkKK9/Zd+JtGr/RUm91ej7Jv/j1WkaQmrxU8o5SEc30NywsjGZDRZj49nvsNGBeXmFxk0YWOnLpseHUk6gUtMncO+Oi9zmULtpCGlFT8S2EwakVNqPzPqvYMA7fBfhek1COH66F07X+tCR73A0Gl4WAkpfjPtxtZobgvAelo2bRx55BDNmzMBDDz2EQMByVIvwOYIQ1twEMg8DAFKEFKQGInzVQqUy70j0GEBRQMAvKQFUZN8ZzMHocdllOqV8XmmBNASECN/h0uKyufksiFUUEJCbJqBlab7p15SmHoMQuAgBAtJT0iMPvih6dozPW1FAwJmUACqGvjU9ByNSMo5AEBgCQgBpgTTjgSwElBRFnZs4v5OpAQQrf4FSAKlCKlICKcYvsPgdjkZRQMDxtABaho7GvC+7UJ0bwstYNm6Ki4sxePBgMmwIBZG0LON/Ox6jWo0yfvEXbwKrRgCNugLD3416rO6LWuJUigAGZY2laO5zJsWlysa9PfBtNKzS0PgFbwwFvnoHuP5poMOfos7LK7Ra2goAwFgoysgw4ufbtGpLvHnTa8YDiwuBWdll/z3lGJBeUXdYr0UtkZ8iADA/h0jzAoDbm96ORzo9Yjz40E5gUV+gxmXAhE8j7rfT4t/gXCAA8bvyUIeHMPjywcYv+GQx8O5E4PIBwO+XWXgH+vx2SUuUCII72VJShWLlY4LwEpYtlGHDhmHFihVOzIXwMArNTfk2QTJ4otwBWkxhkr60qsXZ6Bqs0NzIRkbN2BH377M72IC0WlkxLMTaJ1EuGfLPJMLYsDMtRuOGARDEuUXwrMiPFe09QPYdE8peE+/vSvg77kZ5DeXvg2wbwotY9tyUlpZizpw52LBhA1q3bq0RFM+dO5fb5AjvINe7hBcCiwuiiUUHkFvkas9N+W7UvaXkmhvFYhhtXuIO/eWlDKDszAkwv3BKRRqjGqrmjBvxGSbE6rkJ/3/UMIqF75kgreih8n3z/Q5HI8BQZgHGaPzZQe25IdcN4UUsGzf79u3Db3/7WwDAF198oXguEfqhEC6h47kxb0RYWxiM7vqZ+nmdx0zmvwlEc1xyXrASBTteEyZ5MPh6boRYw1KyMCPP71nYc+OOIRy+PYi/50aTLRX3GRBE7FBXcIILijo3KgFv9BcbmSX6hEfpa26MBMVlvaXk202Gy3wmKDY6f5EIn1uz50x5JMM5xOgVsBZmNB/+DHuoQqrHkWfC67tSFtIVXPGaqPVz5LghvIjt24zvv/8eGzZswPnzZZkRVAshuZEXeVMbN455btTGjeZ55SvEVHDxbtx0iMVnnptA+YlilvQcorfLgnETyXPDRK9A7JobwQEPYdj7aFVzw9dzAxc9NwHJc0PXdsJ7WP4lnjx5Er169UKzZs1w/fXXIzc3FwAwatQo3HfffdwnSHgLZW8phzU3BmEVreamfLh0jXZmXl4hfEduwbCwakAAET0k4l4ELpoS/gLxsCbIne8K3/NjD1IZEF7G8i/x3nvvRVpaGg4dOoQKFSpI2wcPHoz169dznRzhHRTNFyRBhTMeEvGuXxNWiVqhWAxLWV0M/WbciJ+WdUFx1LCLtBirS1Wr51A+nEsquMWsPBOhI7V30Px3mFO2lPSDcsFzI85BJsQnCK9hWXPz3nvvYcOGDahfv75ie9OmTfHTTz9xmxjhLYz0LmXbTOoVTC4MYc+D8qobzX1eFpZiUhjDtI7CZ7ewRucvMiYzkkyeMzu6H+PDmfSuSHOzEpayqufhawi7YVdIYamA8jFBeAnLv8TCwkKFx0bkxIkTCAaDXCZFeA/5PbF64eKdlSS57AW1oDg8BznydYmFwlfqZA1LhUMeFjw3kreLzzkTtTuxhl2c0lBJYSmHvsNmjw9WwmV/VmAqQ5ZsG8KLWP4lduvWDa+88or0WBAEhEIhPPXUU+jZsyfXyRHeQZ4+Kt3lmr7rtebSN0wFlywsleZGYW6RcRMOeVgxLPgu8rw8N8yK58ZOnRvLmhte2VLlu43Vs2UHdSo4uW4ID2I5LPXUU0+hR48e+OSTT1BcXIwHH3wQX375JU6dOoWPP/7YiTkSHkDfc1O+jXPKdZmxwjRhKKMWEHJBsaUMIZ9f1O20X4gelTL3WYafjTUVXKa54ZkKLg0RjZZoE5FpjTggGeSupIKLcyAI72L5lrRSpUrYu3cvOnTogN69e6OwsBC33HIL9uzZo6lWTCQRsouw5LgxXSzPml4hrFdWGipGa5dcUCyLSiV1hWJAG9aLBOPsHVHXkbELEyv5gm/oSEpVF0x+hy3oecxgVIU7Hqj1cz638QmfYtlz07hxY+Tm5mL69OmK7SdPnkT9+vVRWupGLxTCbeQRobilggtqz035ZtU9p6L9gmyxSNawlK1UcMkrxktzI03CwhyMZsU/+y1RKhS70VtKky1FqhvCg1j+JRrFX8+dO4eMjIyYJ0R4G0GeAWxZc2PWcxP5rt/ocGUBDHnSenKmggdseU1MZktZ9Nwwgcfi7WARP/FxnMsGuOm5keZAcSnCw5j23EyaNAlA2Y/8scceU2RMlZaW4r///S/atm3LfYKENwhnKgkaPQXvlGvDVPAo2VKMMcVreKeoewU7XgHRyxP9sxQPYlJzE6vnhjFIVYQ5tkjQfIfiXOeGlybJDpreUuS4ITyIaeNmz549AMouJvv27UN6err0XHp6Otq0aYP777+f/wwJTyB5RATlVsDJ9gvqxTlKnRsAIQpL2atzI+qoOGUNcRMUy7s9cMzKE0XrInEPS4mHdqMrePlf0XNDtg3hRUwbN2LDzLvuugvPPPMMqlSp4tikCO+h8JqEb8vLtnF26YfDKgaeG7WgWJEtJVuwkrQrePjdWM8c42UQhsNbsS/egmkj2rwBoh4Rb0PY2IB3HiZ91pQKTngXy4LixYsXOzEPwuMo6txIt/lms6Vsem7UdW6k543r3MhFtEnbfkEyRM0vWkxgEGCmcaa1OjcCzzo3PLOlNI/jrbnhZ/xZRSsoJgjv4a+rNuEaijo3lj03VuvcqI8q7kZfdCOfT0hu3HDsReQlwn4vG5obTp8lt1RwMAvCdQt1bgwy7oz3zbvOTflu3fCaqD9Csm4ID0LGDcEFhVA3vLXsMecKxUYhDaNlNbxQKLOlkl1zY00pyjksJe2Vh+bGpHDdTiq49NhsnRvegmI3PDfKYphk2xBexF9XbcJ1ylLBrYalrBbxMzBuVFke4TmF3euWsqUs3Ol7CTshD8ZZP6WuhWQXeZ0bX6aCuyEoLv9ISHNDeBkybgiuCBA0YSnHivgZLIxmPDdRi9HZmJdXMNIsRYavroWvpoS/cF3tBYp/ET/3NDciVOeG8DL+umoTrqHn5AiLRnnXkzHIlop2FMYsNiL0p+fGVhq2YPZcWDtnsXoFyurclB/S1To3ToWl3KtzQ4JiwsuQcUNwQR6nt6+5seq5UYelxOOpXiCr1xFi5LmxJyjmW6GYl+fGqbCUOiss3mGphNDcUBE/wsP466pNuIY8SUbdfoF/ET/xjtIgLKXOlpLNMWyEmbjD9qlxIy3clor4Wa0lEyVbSvK28BAUh0zOzUoRPyXxFp+7mgoueW7KH5PvhvAg/rpqE66hrDGjDBvx19xEERRHuOsOWUnZ9alxY8srwEwahXHuCg5ZKnj0oRaMG7Uo3ez75p4K7l6dG+oKTngZf121CdeQh4TUgmITLy7/D6sLg1pzox+WEhTPmwyVxTSvxMaWcWPVc2Oyzg2fVPAyeIp+LXtuYH7fZkgEzY30GZFxQ3gQ142b+fPno3HjxsjIyEC7du2wbds2U6/7+OOPkZqaSs06EwT59U+6MDsUljKsc2NwERZkjiRm1gNhY15ewVYquKi54ZYtJb3A9Bx0D4dwaItv+wW3NTduZkuVn09/fe2JJMPVr++KFSswceJEPPzww9izZw+6du2Kfv364dChQxFfd+bMGQwdOhS9evWK00wJswiQLwRWF0RzHpJoF36jkEKZ30bsIE2CYmuNM8UFL7EExeUHLTskxyJ+mlTwOPchMxLNxxNT3k2CSFBcvWrPnTsXI0eOxKhRo9CiRQvMmzcPDRo0wAsvvBDxdaNHj8Ydd9yBTp06xWmmRFRkBfQsZ0tZdOmHC5yp9qLffUGhHQhZ8rHzDTUkCuGooZWmjGY9XibPmcoAtgtjgOn2C7Gkgpv23ETdtSl4he3soBEUU1yK8CCuXbWLi4uxe/du9OnTR7G9T58+2L59u+HrFi9ejB9++AFTp051eoqEBdQiRPlW/pWAxVQbdfuFyBdhhnCdG8GMwWJkLXkcdWNTM5gufmjSC8evQnFYR+VuhWIfaW7K/1KdG8LLWO4KzosTJ06gtLQUWVlZiu1ZWVnIy8vTfc13332Hhx56CNu2bUNqqrmpFxUVoaioSHpcUFBgf9KEIWEti04qOGeXvlEqczQbiZHmBoDc82Xdi8U7LGWtqKLO4Vh4bnx7S1kNS/mnQrG6phE5bggv4vpVW31HxBjTvUsqLS3FHXfcgenTp6NZs2am9z979mxUrVpV+tegQYOY50xokXtu1HflvMWY4V5RRo0z9cWgZff4VMTP3sLJW1DMMSzliOdGZdzEu86NdHoSIBWcfDeEB3Htql2rVi2kpKRovDT5+fkabw4AnD17Fp988gnGjx+P1NRUpKamYsaMGfjss8+QmpqKTZs26R5n8uTJOHPmjPTv8OHDjryfZCd8dydoPCe8+/IYLowGnhv5Q0uaG85344mCveq3YjiPU4iRVxE/WZ0bni0SLEciude54WP82YFSwQk/4FpYKj09He3atcPGjRtx8803S9s3btyIgQMHasZXqVIF+/btU2ybP38+Nm3ahFWrVqFx48a6xwkGgwgGg3wnT2jQu7sTrIYLTC4MRnoEeQsIxXiZMNKa5obvgpUoWBWrygWlvOrcBCzOIfLhrHpurBfxi3+dGxfDUuIcBOVjgvASrhk3ADBp0iTceeedaN++PTp16oR//vOfOHToEMaMGQOgzOty9OhRvPLKKwgEAmjZsqXi9XXq1EFGRoZmOxF/5DfFjrdfMMi0MboxV1ykSXMj6/ZsbuGUZyTx+iz5Lt78w58azU2cw1L2vGt8CGtuxMdxnwJBxIyrxs3gwYNx8uRJzJgxA7m5uWjZsiXWrVuHnJwcAEBubm7UmjdEYiHAec2NtPAIRhd+/To3YHLvTvIaN+Fwgx3NDSdBsSCI1qaFORhgue+Vdc1NvIv48dIkxTQHqnNDeBhXjRsAGDt2LMaOHav73JIlSyK+dtq0aZg2bRr/SRGWCXtN5BdEkyJUiy59ubGis5cIRwmHpcyFmvyuuTEZlpL9P6+aRbw8N5aypazUudHotswaN3w1N26KeY08pAThBfx11SZcRy8VnHcBtPAlV91+QTyearzMvR4eYyVbyl93sOLCaVbMW3bO+OpaTHnOTMDApD25G5ZyqM6NCzEhbRG/uE+BIGKGjBuCC5EaZ3IPS0njjFLBlUjGEANClsJS/vTcWG19wADumhtHUsE51lOy336Bd7aUG4JiVZ2buM+AIGLHX1dtwjXkNWbUmhveBdCM0mT1Q2OQFhyGsM7EmubGb56bMsxnS5WNBkx4vMwKiqXPJNZUcDgiXHddc2NR9M0Tar9A+AEybggu6GZLOdCtGTAWtUbz3JSNMasdsT4vr2DVK6BscRBtcLw1N+G58WzzoWm+anbfnOvcuGFWhN8KeW4I7+KvqzbhGvI7cOnybrZ3kd16Mur9R9XcMFn7BapzY1pQLE8FNxueiXLOJGMhxlOrEDu72X7BV3VulPWiyHFDeBEybgjuWPfcWNXciHeU+hd+owrFTPaaZE4FtxPyEMXHgQAf7YlV3U9E/BiWsij6dgJKBSe8jL+u2oRrKD3+Ks0N7yJ+0tdWXaFYfF5/YWKyOjemdDQ+NW4ghTysLJxmvSPWwlI8KxSbr4QdHc13KN6p4FEMeCchzQ3hB/x21SZcQs+wEHS2RXy1yYUhWoXiSMex1BXc4ry8guVsKXlGkuk2BCbDUjF7JixobiyEjqz3R3PKEHYhFbz8r9gBnkwbwouQcUNwQb/9gtlmizYrFBv0llLbLXLtAHUFl3lNzEqiwKSTGDVUYaVCsZVJGB3OiuFlQSCu1tiYFyvzDUu5UsRPbZ+SdUN4EH9dtQkXkdW5UW2Le28pzfjwaNHNb0pP4FfjRtLy2vDccKolIxmXZkXnRoeT7cNJzU38e0u5LyimOjeEl/HXVZtwjbBhIWg7Kpuuc2Mu/GPouTGocyNfqJjZlF25R8Fvxg0TrRuT2VKy/+flwbBaayfy4cy6oCykgmsem9Xz8AlhBlx0m5DmhvAD/rpqE64hL42hSQWPKoWwuDAYFIAzNFtkERDT2VKKC7rPNDeSwNqs54ZZ945ETQXXF4VbhTEWzuTi6F1R74tX2wmzWE3X54laP0emDeFFyLghuCC/u4tfET+158agzo00WiYoNr1I6+zQ41iucyP7f26aG269pWT7dDMVXBrINyzlhuZG/Tsixw3hRci4IbgiQLt48uz5A4QNE6MLv3ZhKj+M3bRhn4Wl7IU8ROMmJcows4Li8s9Q4FfnhmsRP8uhVd7tF9xX85o26AgiAfHXVZtwDUVYSuW54ZmiC0S/69d6bsLudfONM/2ruQnXubGTCh51dPkhonxG4OMWUPa9MvuZmlm07Rbx809YStLcUGCK8CB+u2oTLhFeo2QXd8t31Cbr3Ij7Uwlio62TjDHzvaUoLBWGIfxZctKe8Gu/UGayAny9K2rPDU+vkBnCR3OziJ+1kgEEkUiQcUNwQV/v4lQquBiWUl741T1xwuPlj0RBsRXNjb9+JkaaJSMUjTM5dXgPcBIUlxle6n0ajTVvRFtPBedb58aoCnc80HpuCMJ7+OuqTbiG3OEv3ZQLFr0kFntLaXZjEHWQa27CRljyam6sVgdmDFJGUorp3lJxar8g+3+e3zP72VJ8NTfuFPFTnU+ybggP4q+rNuEeshozZRfF8BWRe7aUwV2/OoUVOo/D3p0krnNT/tfswikvlMert5RV71Hkw5mdW/lfD9S5MdcexBnCnhsXDSyCiBF/XbUJ11B4bhRb+C8MRouzYSq4TBgZ7i1lISzltzo3FkMe8jT/QDRFsdk6N9E8QCZRhMx4poKrxvAWxUc/vjXRN0/UtQ5Jc0N4ETJuCC5o69xY8dxYFRRH89wYzTG8WFBYCrBT5yaFVyo4r7CUQuzMMSzlcvsF8fiCC14TtXaNbBvCi/jrqk24TlmFYmVYinfTQWmhMWgfoGm/oMj6sCiMtTAvr2DPsOBrQAhRPkNr8K+npDZmeGf8RUNIgJCQqf5rBJGg+OuqTbiGRu8iuy5GXXQsuvQNF9hoqeAI17mJjty48etF3ryg2LTmxuRnyauOiyVBsaN1bszV9zGLq9lSmrAU+W4I70HGDcEF+QVRHZbiXQDNKNPGSC8qLaMsrM9I5vYLVtOw7elaotW5EdP5Y6Ost5S4T6cqFJv4/LmngrvnudHUuYn7DAgidsi4IbggvwjbFhRbrHOj0dxIYmH1+PBosVlk1N5GnDUUiYStIn6Ww1KRx6Vwai9QlsnFv4if/H1GFZ9b3LcZXO0KLs6h/K2Q44bwIv67chOuoHBlC1BoKXiLMY1SVKN5bsBkr+Fce8dLWPUKKEI/vIxCXpoSBwwvwKRBo7dv7qngbnhuRC+dvzyWRHLhvys34Qphw0LQCIqdq3Ojv5tIegnpws2p0q4XCZ8PC72lBLNhKfEg0bKl+GhK7FVPjr5oB1z23EhhuwSxL0h3Q3gN/125CXcQ1w3oaG6417kRRctqz41BnRvZ89Z7SyXI6sIRyQgw+dasGRDmzluA0+JdZniVH5GjN075nTUzSb7GsKthKckGFDTbCMIrkHFDcEejueHefkEUoxqkgqsfK4qRWSzi52PPjZWQkGA59GMyFZzL4m3Wq2TeAAnI6vmYqhbMvXGm+1VmoneAJ4jExX9XbsIV5F4TQRCsaW4sp4JHDktpF+CwuWW6iB/nO/FEwqpXwJFUcE6aG0vtFyykgiu/H1aMGz4WgZutD5hkLMo8N3GfBUHEhv+u3IQrSIaFTmVV3gXQxNCItv1C9DmGM6pIUGxHUMxLHB7d4DVHWbYUX68SoPx+uOO5cb/OjdxzQ5obwmv478pNuII8U8l6WMpaAbRo+zNOBbeiueFblC2RsBoSUrbW4GOoSot3jBWK5bWLeGblKfdlxrgRh/ogW0qcA3luCA9Dxg3BBXmNGUGRCs7/rtdIc2PYOFN6vuxVgJWaKP4zbqx25FacN86em7LaQ/aXTie8SoAy9OlKtlRAFFwnRio4OW4Ir0HGDcEFeRa20qVvZmGwqbnRZEuJx1SngoefDzcFNOu58eFPxI6eo7xQHq/zJm/eGcvCyRggmDUArKSCy9+nqWQpvtl1Uv8vF4wKqYifPCxFvhvCY/jwyk24gUJzo0gFd9JzYzAHjedGfgdqsSu4D42bgMWQkEK0yyksZfQZWoWxcK0evp4btysU82wsahGd3xF5bgiv4b8rN+E6gl3jxmydG4NsH8PUcHlcynQxOh/XuRENC7MOD0sFGa3VuYEQm4ETkr0Jp7qCmxIUc86uSwjNjQ+/+0TyQMYNwRVJUGw2jAFw89zI56D32FpYyr+eG8k4tOQVMKtVMrfIy3VTsWlu+Iudy4ZYFRQ7VKHYxXCQD+VmRBLhvys3EXcU2TRQu/T53/UK8rt+2bHV6ejqOchTwaNfuf2rubHqFVDUueF03uSpzrF5bsJhqehzCx89+gi7qeB869y4AQmKCT/gvys3EXfkFz5tyMjZbCn5saNdfxVpw0lcoThahWc18owkXh4vZbaUqWnoEo+wlCueG4NaTvEgLCiWp4KTdUN4C/9duYm4I7/sCRCXAjvGjUnNjaJblGw3Rk4ZvbAUxxCG1zDv4SiDMSYVZTQv2o1S50ZMxRFiWzgZnBEUKzU3/DP+omGkK4sH+kX84j4NgogJMm6ImFEWeYOizo05l761gnnGNVKi17kRF8Nk9txY9QowwLoQO6rnJkWaQ0yem5AdzY3FOjdmvpecjRtejUXtoHcDQLYN4TX8d+Um4o7ScyP+TzRu+N/1GmXaGGpuhLAvybTmRnI8+c9zY6u3lNnlzWKdm1gXzZDMc2O+Bo+JOjd2e0txIvE8N2TeEN6CjBsiZpjSulGlgpvZgb1UcCPNjZHnRj4qYFY74sN0WMlzY/qtybRK3FLBRc9NbIQcq3NjMRXcMc1N/NFrQEumDeE1yLghnMHB9gtCIPLCqJHciJobxqRy9jwXQq8RCNhpysg7LBUuUhdThWJbqeCJX+cmfHxKBScIO/jvyk3EHeUCo/TcOFHdNUWuuZEdO1pvqfJB5WOSt86NiGnNjTwVnFOHd0WoMBZBsaIMAU9vnN1sKT4WgVTnxo0KxeWQoJjwMv69chNxQ5EKHt5a9tjUxd5unRurqeBhQXH0u3H/1rmJ6n1RoUgF51Tnxiid3yqWwlIWPlO55saNsFQi1LlRfNZk3BAew39XbsJVBEEoXwwcTAWP0ltKfUy5Rie8SCdvV3DL2VIyQXH0sJQ50a6ouYm5/YIlQbH5zzRQHvosG+5CV3DIv7PxhercEH6AjBsiZtSeG+up4JyK+EUJS5V5bvgWo/MiKZY9N0w6idyK+AWM0vmtwcRUcCaYCDVa8dxYFRRz1txE0ZU5CdW5IfyA/67cRNzRaG4Uz/JfGOSLs0JzY3REW0X8/BuWEq0/s3oOa13BTaaCy0o9xuS5sbLqWkgFt91bilN2neCioJhJXjrKliK8iw+v3ES8UXpuxDto5+rcCGIasaC6o9RJYRXnpD5WMhfxs9x+QR6W4nTewp6J2JbNcFiKb+jIkuZG1taDexE/Lnuzhp4NSHVuCK/hvys3EXcUZW4kz41o3JjZgbUCaAFB/67fyHMTTgWX35XyqdfiRawLim20X4ha5yZca4eHoJh3+FPSBMGMPktu3fPV3Fjr3M6H8O+IPDeEdyHjhuCOXHPD+466bP+R7/oNNTcKQTG/arZeQ4ANr4nZruAWPTflE7EPMzJp9cZaKeInM27MZtaVvTD6PEzAq8ghQSQrZNwQMaN2WZdlTFkQFFt06acEZJob2bElQbEmW0p83oKg2Mep4FZbHyg0N5zOm1JzY38JD9n5npkYq9yf2fo54Gjc8GlPYQf9sJQLEyGIGPDflZuIO+qwlGKrqaaDFvUt8pCGwTyMKQ9jJHOFYlmdIPNYDEuZTAWPtc4NsxI+dKpCscK44dUV3M0KxeGsQ+nGgHxIhMfw35WbiDtqQXHZf9hJBTd31xuQ9d1RpoLr70byEsgGm+4t5cewVMCaWNVatpRJ40aeCm5yHnqELHhjLBk3ASvGjQOaGymjjcvuLCFvQKu+VyEIr0DGDRE7OpIDwck6N/JMG7lxE0WDI69QnNS9pWzVuTHruTEXlgooMt5iqHMjCoo5ewgVnhvTImpz+zZDIIquzEkkc1GwHsIkiETB9Sv3/Pnz0bhxY2RkZKBdu3bYtm2b4di33noLvXv3Ru3atVGlShV06tQJGzZsiONsCT0UdW5kW8se808FN+4tVb4btedGp85NVI+Mj+vcWK1+a0lzY9q44V3nxoxxY36oqarE0n7l2X58BcVuENauycT4ZN0QHsPVK/eKFSswceJEPPzww9izZw+6du2Kfv364dChQ7rjt27dit69e2PdunXYvXs3evbsiRtuuAF79uyJ88wJOQqvfPmiFbYd+HtupK7gqjTi8B2nJhkc6lFU58Z8yIPJ/p9bV/BAqmyv9olLKrjZ74rJfZtBYfzF2bJQem7EbWTdEN7C1Sv33LlzMXLkSIwaNQotWrTAvHnz0KBBA7zwwgu64+fNm4cHH3wQV111FZo2bYpZs2ahadOmWLt2bZxnTshRCIqlv1bu9C3cUiOsl9Hc9UtaASX6dW7MikT9p7mx6hVgjEmngVfnbfkcYhIUJ4LmRhGX5SsojlVwbQd5j7awXi2+cyCIWHHNuCkuLsbu3bvRp08fxfY+ffpg+/btpvYRCoVw9uxZ1KhRw4kpEjEgam5Mh38AG5obo2OrHouHkplDpLmxejfO97xJomYhNq9AuMs77wrFVor4Oai58Z9tTRBxIdWtA584cQKlpaXIyspSbM/KykJeXp6pffztb39DYWEhBg0aZDimqKgIRUVF0uOCggJ7EyYMkbvN1ang0Rcd6wXQ5AXgFHVuoiyScu1IdHxcxM9qnRvZ/0cX7pqtc1P2fEglCrdKKGTdQDNV50bRfiHabq1/h6MfX94/Lb4oGtDK9GoE4SVcvy1VXywZY6YyH5YvX45p06ZhxYoVqFOnjuG42bNno2rVqtK/Bg0axDxnQomyzo1Sc+NEjZCAXHMj35UshVWOUlBsNlvKx4Jii5k4jFnIfjOruZFV4OWTCs7ZcxNwWXMTkIelXNLcQC4oJvOG8BauXblr1aqFlJQUjZcmPz9f481Rs2LFCowcORJvvPEGfve730UcO3nyZJw5c0b6d/jw4ZjnTijRve6ZLRBno7qr/K5fX1CsHi8T3ZTDqxidFwkX8TM3nsk+I25F/BRVps3NI9Lx+AuKZWMshVY5ZUvJazlx2aMFJKeloNCrEYSXcM24SU9PR7t27bBx40bF9o0bN6Jz586Gr1u+fDmGDx+O1157Df379496nGAwiCpVqij+EXyRWhoIyq2AM3e9yrt+eSp4OIVVjp7nhpcHwosIFjNxQrLPiNt5K59DKEbNjb0ifmbCUnYqFPMzhBWapHgLisU5wKTRSBAJiGuaGwCYNGkS7rzzTrRv3x6dOnXCP//5Txw6dAhjxowBUOZ1OXr0KF555RUAZYbN0KFD8cwzz+Dqq6+WvD6ZmZmoWrWqa+8j6dHJUhJMN1q0IyiWjdPx3Kivx8paHWazpfwbllK3Poh2KkoVmiqz581s+4XYFm9rqeDmP1Nb7Rc4flcUurI4+27kmhvy3BBexVXjZvDgwTh58iRmzJiB3NxctGzZEuvWrUNOTg4AIDc3V1Hz5sUXX0RJSQnGjRuHcePGSduHDRuGJUuWxHv6RDl69WXCKeH8PTeiZiRkWnMjLy0oXriTOFvKYvuFkKWwlNkifny6XlvrLWXeuEmxo7nhadzIC1W65rkJ/5Kozg3hNVw1bgBg7NixGDt2rO5zaoNl8+bNzk+IsI1ieZEEqFGwUd01WraPkdNAfoE2rR3xoVte0frA1Cv4nzchwEdQbL7Lu2xupsJS8lRwPhliVhCN7xAZFQRhC//dlhJxR+/OUpAuylZSwa1pboyPrXqscK2HdMcYzsuHnhuFJ8uEW6A0ZEFzYzoVvNxAFWLLxAm/1owRan6svbAUP0PYquibJ/LIonQjQTYW4TH8d+Um4k5EQbHpSsAwH5Yqv+sPyY5tZoGUC5CTOiyl6M0VnRBkxo3pruAWUsFj0tzY8dxE/0wFRVjKBc0Np/NjB71ecWTbEF7Df1duIu7oaV3CdW5MajQA69lSskwSvf5W0mNFCXlRUJy8qeCCUBaNVqfSGyEvlMevQnHYQI2FkEMVilPsVCh2yriJu6C47K+iiB+5bgiPQcYNETN6WUqCHc2N6To32t5SikKC6vFSKnj4FeYbZ/rPuJGHPMwsnExmgvA6b7w8E8xkdpZybpx7SzmQWZcQgmJBIM8N4VnIuCFiRr++jNnwj/UCaAoxKtOGpYx6S8lXiugaUf9rbswunCHFZxRlsMnzJjWG5NZbykq2lDXNjfkifg7UuXEjT0lW2oE0N4RX8d+Vm4g7umsG53L9csS7/pDs2ErPTYT2C4IYlorSGdvHxk1KlMajahSp4JzSouXp6Fw8N9wrFIe/H254+QKKIn5xDkvJNHTqXnEE4RX8d+UmXEOpuXHQuJH1lpJ2EyEupdTgmC3i519BsWDZuLGjuYmSCi4ZqLEZBCFLnhuPCoq57dUccg2doNpGEF7Bf1duIkEweUdto56M1To34Qt0eKkwX1zQf5qbFFWF4mgoQ358QjSBQGr5HGJcvJnJz1M6Gix7bqKGVh0oGyDX3BAEYR0yboiY0QtLSdlSDhRAE3TEqHrpq+oNjIXHBaIrnS3PyytIxqFJvYuUCs7MGHoW69wgtrBLyOxrI7n2dFB4IaPum39YSghoMwLjRVhQHP1GgiASFf9duYm4E64Sq9xato1/Gq141x+CIKtzY2aeZa8CqM4NYEVQbKXFgcVUcNNVkg3mZjYV3GJWnjwsFfUy6XBYKt6WhTxBgMJShFfx35WbiDthz43cdWNVc2MhLKW469d53kydmyROBRfr3Jgu4mdLtBstFVw2h3ikglssFqkQFLugz1IWWoy3oLgcmaCYeksRXoOMGyJm9JY+sf0Cr4q2cvTu+iNlK8sv0OIwXsXovEhKijzkYaLOjQOem4BC1BxLKrhFI9rE3ABlV27ThSgd6AouzwiMF8qinJQKTngT/125ibgTvnsOb7NcodhSKni436tU50auuTEUFAPhsFSUg1gpDucx9IogRiJk1oAAzH+e5ec1JAgxtl8wmS1lsZ6SosN91O8Kf/G5on8at71aQ54KTsYN4TXIuCFiRj9oYfaO2roRobirVe1G75h6Pa+i17nxr+cmELBWHZiFnPDchA3UkKwxp3Wc8dwouoK74LlJkXsn42hZKDLjILsxoLAU4TH8d+Um4k4kzY15LYSFu16du36mfTr8WLFvs3VuLOhMPIa8CKIZwo0zLRg30VLBZcZDiJWYnImWsNjZiqDYTFgqbHyZF587UMQP8fXcqHu0keeG8Cpk3BCOIFi9o7aRLVX28uhLdPgCLStG50JhtkRBYYSayjLjXwVYPgczn2GEA5bvz+S8ykZH3aulVHBY9z5GPb5FA5QgCCX+u3ITLqC3wJgtrmZHcyPXI5SW/TUjjAXCvYgcqL/jFQIKQbaJOjchC5obs3VuZJ9haUyeG0kibm5egLmwlCVBsXOp4EB8vSbqakDmPnOCSDz8d+Um4o6OnjicCu5gthQAhErLFsbIYSnZPKXeUsmbLWW1I7e1OjfmvBgK71tpafT9Gh3OqWwpQR6WciEVvDwsZdYA5YW6AS2FpQiv4r8rNxF3whVNtYuAk3VuAKCUiZ6bCMeUqqyGFQxu6CgShRSpCKK1bCm+dW7kmhv7xo29bCneqeBOGMKy9guueW5kvaVIUEx4DDJuiJjR89yYb5xpIywlu+uXFpYImb7KVHCLgmIfem7khh3/Ojcmz1sg/Hwsxo1pPZDFVHD5GF79tKwQzmgT4mpWqLtUSO0XyLYhPIb/rtxE3JFCA7op1w60X5DrNUJiWEqZwionXMRPNi9X7sYTA7GIn9nWB6KuhWfnbYWmJJawFDOpobLYfkGRLeV2V/C4em7060WRbUN4Df9duYm4E774yjNMzN5R29HcyGuk6ISlDNovlB8QQFjTwHNeXkHRt8gETvSWUmhuEENYyqEeZor2C9EGO/BdESyKvnmhrvStl2lIEF7Af1duwjUUNoVpQbF1l75inyHtwmjouZFdn02ngvsQRcjDQiq4wExcLkwaQnJROIvpXDtTckCRLeVCZp0YOnTTpJDXuSEIr0HGDREzkRbI6KEMOxWKZZ6b8kXLTLYUZN2lompufJwKLl84zXgFxPR5c/anyVRw2aWHldo3bphZQbEVUbRqf+ZrIpnatSncCksZkQBTIAhL+O/KTcSdcDquHHHR4R/+UaSCl9dIMSeMBSCIGo34l9RPFKQKxQJMrVpinRswZ8JSpbBf58a8oNhiWEquuYl2jhz4rgg6LUbigSYsRY0zCY/ivys3EXd0S5s4WE9G0TizVM9zo99bSpEtlcSCYkHeW8rEeGbWUAVMnzdFxlYoBuNGFDtz/p7JNTemqx9zrXNT9h1ngoBQDIJrq6gFxeH3TtYN4S38d+UmXMNayfpy7NS5kS0iIWgFxdrx8jo3ZZgXFPtPdGC9iJ+VOjfmwoxCIAChfGwoBreA5SJ+pjU3YQM6uiHsgOdG9n5CcdR/qetFCTrbCcILkHFDxExsnhvrC4Pyrl/03Oilo+sdSvRCRMHHYSnx/JWFPEy0X7DS4chCl3dxREhHFG4Wy0X8TBqrcu+f+b5V/OvcALEKrq2h1q6FbwwIwlv478pNxB09zY2TjTMVd/1iSEOvBYQ4Xq/OTRK3XxD7OpWFPKIvnEzqLcUvLAWELz6MQxE/3t8zueYmEFVz40AquLyCczzDUioXDXluCK/ivys3EXfCN8WyBUZKBXfGiBBHi9VtzbeAoDo3Cq+ACa9M2HPDT1As31t8NDcWPTeycxS9mrVzmhsACLGL3PYbDU3WIdW5ITyK/67cRIJg8Y7aoks/fEdZqrtdsU0uKC7/7xSzgmIfdkUOKLLNTHhuyv9Gr/cCS+dN9IgkouZGLlqPmgruSJ0bWQGDGDxbMc2BeoITHoaMGyJmIi1N5uvcWPsqho2b8mBThBtzZfO/8sUwkLx1buTvSeyqHolw7yczS52N8xZTWMqs8NtinRv5/E1nS/EzBZRVuN0RFCu2x20GBMEHH165iXgTDg3INpquJ2NvYZDu+nV6SxkfCxAFxeYLs/nv3lXRkduEccMsZUtZ0dyI2VKx9JZyKFtKNs4NzY3iM4qjcaNuQEuNMwmvQsYNETPhsIV2qxNdwcv2K75cmQqudzx9QXGKZpxyXsmiuYluWJivAgxbmpvYuoI7UyxSLlqPbghbr7IdDfc0N7I6N1B7PQnCO/jvyk3EnciGhTMeEjEbq1TdfkE3LCXefTLz+hEHFqxEQW4ImPEKhKyEdCx8nmEDNZb2C3rVsWObl4g40on+aNGPLf+M4pktJZuDvLcU2TaExyDjhuCANiwlGh/m73rteW4geW6MFzmF56Y8iyvFtHHjv5+IXlf1SJgP/chXRhNhKTG0GEOqc7i+Ef96SgHVX+N9O9cVvGz3LtW5gezGIG4zIAg++O/KTcSdsOdGhtOp4JLmRhWWilrEz9l5eYGATm+uSIQzqkwaEIALYSkH6imV/3XDuFGEpUyEDnkhT/mWt18gzQ3hNfx35SZcQ+m+d9aIME4FjxwakzxKyWzcyHtzmfHcWE7rh6WwFKxUQFYf0qHeUkDYgHajzo2yCrdLqeA+DMkSyYP/rtxE3NFTHAiCcZgo+qujY1Q5NXIqeHihjrpg2ZyXJ5ClwZvRu5jPllIHNSITbr8Qg3FjOmBi//M0/R3mmgqubTESD9RnU68vG0F4ATJuiJjRc1mH7/ad9dyEWPTGmdKhGJOMrmTuCi733JRaCEtZ89xYaL8QQ9jF/PfMugESgEkD3aHvSkBsMRLXsJS17QSRqPjvyk3EHaYruolP+wWmqnNjvrdU/EMNiULAYoE40+0XLBo35XZmTGEX02nqMWhuohQNcM64Kf8b195SquQASpYivIr/rtxE3NF3+JvNlrKZCi4ujFALivV6S5WPZeEKxXJRLc95eQF5yCNkoq+T5UJ5ZQeJPg9p/7GHpZzU3DhhOJmBh+DaMqr7lLCgmMwbwluQcUPEjJ5hYblGiOU6N2WIjodIigpxDmVjRaMrCj6ucwNAKlBnRszLzOpVlEVSos9BnAGXOjf8v2fSd9jK++aIZMDHcH6soq4DpfR6EoR3IOOGiBndkJAkKOZff0R+LFauGdEPjZVvKt8WYkyaVzJ3BQfCP/xSEyEPKfRjNpQHxN9z47NUcPnx3SjipzHsyLohPIY/r9xEfNG9KS7v4eSQtkXS3IiC4vLHup4bcUayOjfRu4L7t4gfYJxKr0e4QrHZTuqwJijmUefGgbCUZNxETRJz5rsi9d4yETrkhUZzIyi3E4RX8OeVm3AF3RozpnUa9sI/6jRZXe+CooZ8+cXbrOfGj6ngCOtJzBgWlkW75aOjITAxXBiDZ8KhxpmArEJxtHXdYc9NLNlk9o8tKOZAEF6DjBsiZnSv/VKFYpO1Uex6bsQcqAiSCkVNnPIHpuvc+NxzEwpFvyOP1DvM+ADxOW9hTwP/ukVhz43Z7wpfU0D63pr4jHhBqeCEX/DnlZuIK/qGhcN1bsrv+sOeh+hX35AsWyqZ2y8AWs1SJOylgkdf6KVUZxNzMDykk5obYxlXzPs2gxXvGi+kX5EqXYqMG8Jr+PPKTcQV/Xi8s20OxGuv1BU8wkIUFhSH55XiUnpvoiDqOUpNNc60GpYS4pctJfWWMvs9s+G5ibay+ygVXN2AlurcEF7Fn1duIq7o1pgRTF4O7da5kV6uEhTr1rkp13bIKxQncZ0bwFqmUsiyF87cOZNGxdJ+gZktymg9zGheUOzDbCm1oJhcN4THIOOGiJmIRfyiem5iSwWHWnOjN1aeCl6O+To3/vyJCFZCHmYXNovnTAotxtI402oNHkfr3DikuXHBsFALism0IbyGP6/cRFwJd2ZWbC3fxj9cAIQXZ1GvoU5hVYyFODa8iKYkeZ0bKaxnwisQktKt+YbyeIRdTDdCjUFz41qdG+k77qbnhjQ3hDfx55WbiCvhkJB2q/n2C1Y9N+FQEyC/+OqEpSTPTXiRCAjJHZaSzrapVHBnxOE8PBNhPZAD7RfKZ2jeuOH7XQn3T3Oht1T5Y7WHlCC8Ahk3BDeU7nuTKbo2XfrSaNXirO+5URpCgIXCbD6v9GFGzMssZ0tZ09zElg1kNixlv25R9ExwZ1t1uFLnRtV+gSC8Bhk3ROzo3dRJ7RecqSejvus3c/MvHxI1XObzOjfh6sBm6tyYNfQsam6kV8XgubFa58aJIn4OfVfCqfJU54YgrOLPKzcRV/T1LvFJBQ+3X9Dpb6UaLM8MCjhUf8crhAXFZurcOFNLRtxfTL2lxGwpBz5PKVvKpbIBfDxb1lCbsdJnFLcZEAQf/HnlJuKKfqaSs8Xy1CJhMxWKlYLi5K5zE04zNhGWkhpn8s18s5SxZXRIh8TOgExQHK2sgcOC4rhqbrSdM8u3x20KBMEF16/c8+fPR+PGjZGRkYF27dph27ZtEcdv2bIF7dq1Q0ZGBi699FIsWLAgTjMljAhHLfRqzJh8seU6N+JdP9PdrtgmaDU35ruV+1N0YKXOjWn1UaR8/Ahz4BF2MZ2ubSsVPAqOpYLH7tmyitZzI24n64bwFq4aNytWrMDEiRPx8MMPY8+ePejatSv69euHQ4cO6Y4/cOAArr/+enTt2hV79uzBlClTMGHCBLz55ptxnjkhR//S7ly3ZkB2V1sutjTnuQlfoCkVvAwzacZhjxfvbClpFqbG6x7S8vfMinFTNjaFuRuWckNzoxYUk+eG8Bqpbh587ty5GDlyJEaNGgUAmDdvHjZs2IAXXngBs2fP1oxfsGABGjZsiHnz5gEAWrRogU8++QRPP/00br311nhOXUNxcRG+OrDL1Tm4xbHcM6iX+gOqsko4diwIAEhBIQAgo/gX4Bd9YxUAcP5U2V+bYalT545h7zcf4dDJX1Ev9QfUCqTj2LGqirFFBfmol/oDMkrC6d+BM0eAtHTjA5RcsDUvryC+q9xTP2DvNx9FHHu+8AgAIBi6EPmzLDha9teioFj8DO0QKjkFCEBGydnIcys8YWlu8vmlXyyIvO8Lv1jet5Xj553+0fb5sUremSLUS/0BlVJScexYDVQu/Qb1UgtwPC+EvRk/xmUOhD9ITUlDyyYd3Tu+WwcuLi7G7t278dBDDym29+nTB9u3b9d9zY4dO9CnTx/Ftr59+2LhwoW4ePEi0tLSNK8pKipCUVGR9LigoIDD7LUczN2PO3f+2ZF9e4KmwKcA+m4sf1xuR7T+fBaw4xETO7ATlmJYUvQRluz8SJrDOfkcVPP7WvYw7fl2po/kR8TqwM+cfgvY+Zap17Q+9zEwr5WZvZubQ/m4Vy/uxKs7d5p6jdGhrjy4CJj3DLe5yUc2/PplYM9zJl7gTJ2b5wvW4vmda7nuOyLS7+gFoELZ42fyAOTFbwqE96lZEsLmJl+6dnzXjJsTJ06gtLQUWVlZiu1ZWVnIy9P/FeXl5emOLykpwYkTJ1CvXj3Na2bPno3p06fzm3gEgiHy3cqpVVqKNhcBpGZEHpiaATS/ztK+22a2wpGSPSi1YXx0O38BqdHmBABV6wOXmDWCvMVvhRxsCv1kenw6Y+h+/mL0zxIAWt1map9tMlvjUMluW5+hnKqhEK4qDkWfWyANuOJG0/ttm345UPwFWpYK0fedXhFo2tv0vk0dP+UynAj9QGoXwpOkRQvnOozAXOqIduzYMVxyySXYvn07OnXqJG2fOXMmXn31VXz99dea1zRr1gx33XUXJk+eLG37+OOPcc011yA3Nxd169bVvEbPc9OgQQOcOXMGVapU4fyuCIIgCIJwgoKCAlStWtXU+u2a56ZWrVpISUnReGny8/M13hmRunXr6o5PTU1FzZo1dV8TDAYRDAb5TJogCIIgiITHNbVkeno62rVrh40blQKJjRs3onPnzrqv6dSpk2b8e++9h/bt2+vqbQiCIAiCSD5cTQWZNGkSXn75ZSxatAj79+/Hvffei0OHDmHMmDEAgMmTJ2Po0KHS+DFjxuCnn37CpEmTsH//fixatAgLFy7E/fff79ZbIAiCIAgiwXA1FXzw4ME4efIkZsyYgdzcXLRs2RLr1q1DTk4OACA3N1dR86Zx48ZYt24d7r33Xjz//PPIzs7GP/7xD9fTwAmCIAiCSBxcExS7hRVBEkEQBEEQiYGV9dufFcoIgiAIgkhayLghCIIgCMJXkHFDEARBEISvIOOGIAiCIAhfQcYNQRAEQRC+gowbgiAIgiB8BRk3BEEQBEH4CjJuCIIgCILwFWTcEARBEAThK1xtv+AGYkHmgoICl2dCEARBEIRZxHXbTGOFpDNuzp49CwBo0KCByzMhCIIgCMIqZ8+eRdWqVSOOSbreUqFQCMeOHUPlypUhCAK3/RYUFKBBgwY4fPgw9awCnQ896JzoQ+fFGDo3Wuic6JMM54UxhrNnzyI7OxuBQGRVTdJ5bgKBAOrXr+/Y/qtUqeLbL5Yd6HxooXOiD50XY+jcaKFzoo/fz0s0j40ICYoJgiAIgvAVZNwQBEEQBOEryLjhRDAYxNSpUxEMBt2eSkJA50MLnRN96LwYQ+dGC50Tfei8KEk6QTFBEARBEP6GPDcEQRAEQfgKMm4IgiAIgvAVZNwQBEEQBOEryLghCCIhEQQBb7/9ttvTIAjCg5BxI2P27Nm46qqrULlyZdSpUwc33XQTvvnmG8UYxhimTZuG7OxsZGZmokePHvjyyy8VY4qKinDPPfegVq1aqFixIm688UYcOXJEen7z5s0QBEH3365du+LyXu0wfPhwCIKAMWPGaJ4bO3YsBEHA8OHD4z8xl6DzYY3hw4fjpptucnsaCUF+fj5Gjx6Nhg0bIhgMom7duujbty927Njh9tRcQfwtPfHEE4rtb7/9NtdK8olMvNYfAPj2228xcOBA1KpVC1WqVEGXLl3w4YcfOv4e4wkZNzK2bNmCcePGYefOndi4cSNKSkrQp08fFBYWSmPmzJmDuXPn4rnnnsOuXbtQt25d9O7dW+pZBQATJ07E6tWr8frrr+Ojjz7CuXPnMGDAAJSWlgIAOnfujNzcXMW/UaNGoVGjRmjfvn3c37cVGjRogNdffx3nz5+Xtl24cAHLly9Hw4YNY9r3xYsXY51e3HHyfBD+5dZbb8Vnn32GpUuX4ttvv8WaNWvQo0cPnDp1yu2puUZGRgaefPJJnD592u2puEK81h8A6N+/P0pKSrBp0ybs3r0bbdu2xYABA5CXlxfX9+wojDAkPz+fAWBbtmxhjDEWCoVY3bp12RNPPCGNuXDhAqtatSpbsGABY4yxX375haWlpbHXX39dGnP06FEWCATY+vXrdY9TXFzM6tSpw2bMmOHgu4mdYcOGsYEDB7JWrVqxf/3rX9L2ZcuWsVatWrGBAweyYcOGMcYY+89//sO6dOnCqlatymrUqMH69+/Pvv/+e+k1Bw4cYADYihUrWPfu3VkwGGSLFi2K91uKCZ7no2fPnmzcuHGK/Z84cYKlp6ezDz74IC7vx2nE88UYYzk5Oezvf/+74vk2bdqwqVOnSo8BsNWrV8dtfvHi9OnTDADbvHmz4ZhffvmF/elPf2K1a9dmlStXZj179mR79+6Vnp86dSpr06YNW7BgAatfvz7LzMxkt912Gzt9+nQc3gF/hg0bxgYMGMAuv/xy9sADD0jbV69ezeTL1KpVq9gVV1zB0tPTWU5ODnv66ael5x566CHWsWNHzb5btWrFHnvsMWffgAM4tf78/PPPDADbunWrNKagoIABYO+//3483lpcIM9NBM6cOQMAqFGjBgDgwIEDyMvLQ58+faQxwWAQ3bt3x/bt2wEAu3fvxsWLFxVjsrOz0bJlS2mMmjVr1uDEiROeCWHcddddWLx4sfR40aJFGDFihGJMYWEhJk2ahF27duGDDz5AIBDAzTffjFAopBj3l7/8BRMmTMD+/fvRt2/fuMyfNzzOx6hRo/Daa6+hqKhIes2yZcuQnZ2Nnj17xueNEHGhUqVKqFSpEt5++23F5y3CGEP//v2Rl5eHdevWYffu3bjyyivRq1cvhWfn+++/xxtvvIG1a9di/fr12Lt3L8aNGxfPt8KVlJQUzJo1C88++6wmjAKUXVsHDRqE3//+99i3bx+mTZuGRx99FEuWLAEADBkyBP/973/xww8/SK/58ssvsW/fPgwZMiReb4MbTq0/NWvWRIsWLfDKK6+gsLAQJSUlePHFF5GVlYV27drF6+05Dhk3BjDGMGnSJFxzzTVo2bIlAEguu6ysLMXYrKws6bm8vDykp6ejevXqhmPULFy4EH379kWDBg14vw1HuPPOO/HRRx/h4MGD+Omnn/Dxxx/jj3/8o2LMrbfeiltuuQVNmzZF27ZtsXDhQuzbtw9fffWVYtzEiRNxyy23oHHjxsjOzo7n2+AGj/Nx6623QhAEvPPOO9JrFi9eLGkRCP+QmpqKJUuWYOnSpahWrRq6dOmCKVOm4PPPPwcAfPjhh9i3bx9WrlyJ9u3bo2nTpnj66adRrVo1rFq1StrPhQsXsHTpUrRt2xbdunXDs88+i9dff93ToYWbb74Zbdu2xdSpUzXPzZ07F7169cKjjz6KZs2aYfjw4Rg/fjyeeuopAEDLli3RunVrvPbaa9Jrli1bhquuugrNmjWL23vggZPrjyAI2LhxI/bs2YPKlSsjIyMDf//737F+/XpUq1bN4XcWP8i4MWD8+PH4/PPPsXz5cs1z6sWGMRZ1ATIac+TIEWzYsAEjR46MbcJxpFatWujfvz+WLl2KxYsXo3///qhVq5ZizA8//IA77rgDl156KapUqYLGjRsDAA4dOqQYl+gaIzPwOB/BYBB//OMfsWjRIgDA3r178dlnn3nGm0dY49Zbb8WxY8ewZs0a9O3bF5s3b8aVV16JJUuWYPfu3Th37hxq1qwpeXkqVaqEAwcOKLwSDRs2RP369aXHnTp1QigU0ohQvcaTTz6JpUuXam6E9u/fjy5duii2denSBd99952kJxkyZAiWLVsGoOyau3z5ck96bZxcfxhjGDt2LOrUqYNt27bhf//7HwYOHIgBAwYgNzeX35twmVS3J5CI3HPPPVizZg22bt2quHjUrVsXQJl1XK9ePWl7fn6+ZE3XrVsXxcXFOH36tMJ6zs/PR+fOnTXHWrx4MWrWrIkbb7zRqbfjCCNGjMD48eMBAM8//7zm+RtuuAENGjTASy+9hOzsbIRCIbRs2RLFxcWKcRUrVozLfJ2Gx/kYNWoU2rZtiyNHjmDRokXo1asXcnJy4vYe4kkgEABTdX7xoqA8FjIyMtC7d2/07t0bjz32GEaNGoWpU6di7NixqFevHjZv3qx5TaQ7a3Hx8rqnr1u3bujbty+mTJmiMO71FnH1d+iOO+7AQw89hE8//RTnz5/H4cOH8fvf/z4e0+aG0+vPpk2b8O677+L06dOoUqUKAGD+/PnYuHEjli5dioceesjx9xgPyHMjgzGG8ePH46233sKmTZuku2uRxo0bo27duti4caO0rbi4GFu2bJG+OO3atUNaWppiTG5uLr744guNccMYw+LFizF06FCkpaU5+M74c91116G4uBjFxcUarczJkyexf/9+PPLII+jVqxdatGjh+wwIHuejVatWaN++PV566SW89tprGt2On6hdu7biLrGgoAAHDhxwcUbuc8UVV6CwsBBXXnkl8vLykJqaiiZNmij+yT2Chw4dwrFjx6THO3bsQCAQ8FwIRo8nnngCa9euVegUr7jiCnz00UeKcdu3b0ezZs2QkpICAKhfvz66deuGZcuWYdmyZfjd736nCeMkKvFaf3799VcAZTcYcgKBgEYT6WXIcyNj3LhxeO211/DOO++gcuXKUoyyatWqyMzMhCAImDhxImbNmoWmTZuiadOmmDVrFipUqIA77rhDGjty5Ejcd999qFmzJmrUqIH7778frVq1wu9+9zvF8TZt2oQDBw54KiQlkpKSgv3790v/Lad69eqoWbMm/vnPf6JevXo4dOiQb+4GjOB1PkaNGoXx48ejQoUKuPnmmx2ft1tce+21WLJkCW644QZUr14djz76qOa8+ZWTJ0/i9ttvx4gRI9C6dWtUrlwZn3zyCebMmYOBAwfid7/7HTp16oSbbroJTz75JJo3b45jx45h3bp1uOmmm6RQbkZGBoYNG4ann34aBQUFmDBhAgYNGiTd4XuZVq1aYciQIXj22Welbffddx+uuuoq/PWvf8XgwYOxY8cOPPfcc5g/f77itUOGDMG0adNQXFyMv//97/Geum3itf506tQJ1atXx7Bhw/DYY48hMzMTL730Eg4cOID+/fu79v6540KGVsICQPff4sWLpTGhUIhNnTqV1a1blwWDQdatWze2b98+xX7Onz/Pxo8fz2rUqMEyMzPZgAED2KFDhzTH+8Mf/sA6d+7s9NvihjyVVw956vPGjRtZixYtWDAYZK1bt2abN29WpPaKqeB79uxxfN5OwfN8iJw9e5ZVqFCBjR071rmJu8Sdd97Jbr31VsYYY2fOnGGDBg1iVapUYQ0aNGBLlixJmlTwCxcusIceeohdeeWVrGrVqqxChQqsefPm7JFHHmG//vorY6wsNfeee+5h2dnZLC0tjTVo0IANGTJEuo6IqeDz589n2dnZLCMjg91yyy3s1KlTbr412+j9lg4ePMiCwaBuKnhaWhpr2LAhe+qppzT7On36NAsGg6xChQrs7NmzTk+dG/Fcf3bt2sX69OnDatSowSpXrsyuvvpqtm7duni8zbghMKYKWhIE4RqHDx9Go0aNsGvXLlx55ZVuT4cr1113HZo0aYLnnnvO7al4nmnTpuHtt9/G3r173Z4KQSQkpLkhiATg4sWLOHToEP7yl7/g6quv9pVhc/r0afz73//G5s2bNaFZgiAIJyDNDUEkAB9//DF69uyJZs2aKWqZ+IERI0Zg165duO+++zBw4EC3p0MQRBJAYSmCIAiCIHwFhaUIgiAIgvAVZNwQBEEQBOEryLghCIIgCMJXkHFDEARBEISvIOOGIAhPMW3aNLRt29btaRAEkcBQthRBEAlDtKaPw4YNw3PPPYeioiLUrFkzTrMiCMJrkHFDEETCIPbTAYAVK1bgsccewzfffCNty8zMRNWqVd2YGkEQHoLCUgRBJAx169aV/lWtWhWCIGi2qcNSw4cPx0033YRZs2YhKysL1apVw/Tp01FSUoIHHngANWrUQP369bFo0SLFsY4ePYrBgwdLjU0HDhyIgwcPxvcNEwThCGTcEATheTZt2oRjx45h69atmDt3LqZNm4YBAwagevXq+O9//4sxY8ZgzJgxOHz4MADg119/Rc+ePVGpUiVs3boVH330ESpVqoTrrrsOxcXFLr8bgiBihYwbgiA8T40aNfCPf/wDzZs3x4gRI9C8eXP8+uuvmDJlCpo2bYrJkycjPT0dH3/8MQDg9ddfRyAQwMsvv4xWrVqhRYsWWLx4MQ4dOoTNmze7+2YIgogZ6i1FEITn+c1vfoNAIHyvlpWVhZYtW0qPU1JSULNmTeTn5wMAdu/eje+//x6VK1dW7OfChQv44Ycf4jNpgiAcg4wbgiA8T1pamuKxIAi620KhEAAgFAqhXbt2WLZsmWZftWvXdm6iBEHEBTJuCIJIOq688kqsWLECderUQZUqVdyeDkEQnCHNDUEQSceQIUNQq1YtDBw4ENu2bcOBAwewZcsW/N///R+OHDni9vQIgogRMm4Igkg6KlSogK1bt6Jhw4a45ZZb0KJFC4wYMQLnz58nTw5B+AAq4kcQBEEQhK8gzw1BEARBEL6CjBuCIAiCIHwFGTcEQRAEQfgKMm4IgiAIgvAVZNwQBEEQBOEryLghCIIgCMJXkHFDEARBEISvIOOGIAiCIAhfQcYNQRAEQRC+gowbgiAIgiB8BRk3BEEQBEH4CjJuCIIgCILwFf8PpJJMv6NSkAEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# extra plotting and printing to assess the output \n",
    "# show the need to extend the length of the MHW with shift\n",
    "hmask.sel(time=slice('2007-01-01', '2008-01-31')).plot()\n",
    "(hmask1.sel(time=slice('2007-01-01', '2008-01-31'))*.5).plot()\n",
    "(hmask3.sel(time=slice('2007-01-01', '2008-01-31'))*.5).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "139992aa-e790-4f87-9903-1c7d15ff5efe",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-30T03:45:39.181653Z",
     "iopub.status.busy": "2024-06-30T03:45:39.181153Z",
     "iopub.status.idle": "2024-06-30T03:45:39.973945Z",
     "shell.execute_reply": "2024-06-30T03:45:39.972100Z",
     "shell.execute_reply.started": "2024-06-30T03:45:39.181602Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "1 0\n",
      "1 0\n",
      "1 0\n",
      "0 0\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "1 0\n",
      "1 0\n",
      "1 0\n",
      "1 0\n",
      "1 0\n",
      "0 0\n",
      "0 0\n",
      "0 0\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n",
      "1 1\n"
     ]
    }
   ],
   "source": [
    "nmask=hmask.astype(int)\n",
    "nmask1=hmask3.astype(int)\n",
    "\n",
    "atmp=nmask.sel(time=slice('2007-02-01', '2007-04-30')).values\n",
    "btmp=nmask1.sel(time=slice('2007-02-01', '2007-04-30')).values\n",
    "\n",
    "nl=np.shape(atmp)\n",
    "\n",
    "for n in range(nl[0]):\n",
    "    print(atmp[n], btmp[n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
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     "shell.execute_reply": "2024-06-30T03:46:08.325800Z",
     "shell.execute_reply.started": "2024-06-30T03:45:39.976905Z"
    }
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28.25\n",
      "0.0003618416572431207\n",
      "CPU times: user 24.4 s, sys: 2.08 s, total: 26.5 s\n",
      "Wall time: 28.3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# duration in days/y and mean magnitude over all heatwaves in period\n",
    "dur_mhw=(hmask3.sum('time')/nyears).compute()\n",
    "mag_mhw=( (hmask3*diff).mean('time')/dur_mhw).compute()\n",
    "\n",
    "print(dur_mhw.values  )  \n",
    "print(mag_mhw.values  )  "
   ]
  },
  {
   "cell_type": "code",
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   "id": "b094276b-99e8-46d6-856a-7a9e44e0efdb",
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     "iopub.status.idle": "2024-06-30T03:46:08.347897Z",
     "shell.execute_reply": "2024-06-30T03:46:08.346739Z",
     "shell.execute_reply.started": "2024-06-30T03:46:08.330652Z"
    }
   },
   "outputs": [
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;duration&#x27; ()&gt; Size: 8B\n",
       "array(28.25)\n",
       "Coordinates:\n",
       "    xt_ocean  float64 8B 190.1\n",
       "    yt_ocean  float64 8B 10.05</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'duration'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-34b057c4-51a5-4624-8fed-7869ffd031ac' class='xr-array-in' type='checkbox' checked><label for='section-34b057c4-51a5-4624-8fed-7869ffd031ac' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>28.25</span></div><div class='xr-array-data'><pre>array(28.25)</pre></div></div></li><li class='xr-section-item'><input id='section-1aa67dee-ada6-4c34-a70e-2ec1772c3dc9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1aa67dee-ada6-4c34-a70e-2ec1772c3dc9' class='xr-section-summary' >Coordinates: <span>(2)</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>xt_ocean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>190.1</div><input id='attrs-2a3cb294-5846-4114-9164-a28d3bdf6194' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a3cb294-5846-4114-9164-a28d3bdf6194' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ecfc48b-87ac-452f-a2da-1013daf4ea97' class='xr-var-data-in' type='checkbox'><label for='data-0ecfc48b-87ac-452f-a2da-1013daf4ea97' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd><dt><span>cartesian_axis :</span></dt><dd>X</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 3600    1   80]</dd></dl></div><div class='xr-var-data'><pre>array(190.05000305)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yt_ocean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.05</div><input id='attrs-ce77be36-06be-435e-9066-7d61d61072f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce77be36-06be-435e-9066-7d61d61072f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72dfed78-6e27-4fd7-8177-f5e3778d3da8' class='xr-var-data-in' type='checkbox'><label for='data-72dfed78-6e27-4fd7-8177-f5e3778d3da8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd><dt><span>cartesian_axis :</span></dt><dd>Y</dd><dt><span>domain_decomposition :</span></dt><dd>[   1 1500    1   50]</dd></dl></div><div class='xr-var-data'><pre>array(10.05000019)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-628fe54b-79ca-4584-80ce-fc1e7b0c04a2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-628fe54b-79ca-4584-80ce-fc1e7b0c04a2' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-2a146870-3e07-48d5-b9de-75134692e898' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2a146870-3e07-48d5-b9de-75134692e898' 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.DataArray 'duration' ()> Size: 8B\n",
       "array(28.25)\n",
       "Coordinates:\n",
       "    xt_ocean  float64 8B 190.1\n",
       "    yt_ocean  float64 8B 10.05"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=dur_mhw.rename('duration')\n",
    "a\n",
    "#dur_mhw= dur_mhw.rename(temp=mhw_duration)\n",
    "#dur_mhw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5acdf371-9ce2-4350-b743-693d6fc7c0f9",
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    }
   },
   "outputs": [],
   "source": [
    "a.to_netcdf(\"/scratch/xv83/rxm599/tmp_.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6051a369-37c0-4d25-a3bc-16d72d2752d7",
   "metadata": {
    "execution": {
     "iopub.status.busy": "2024-06-30T03:37:35.780921Z",
     "iopub.status.idle": "2024-06-30T03:37:35.781452Z",
     "shell.execute_reply": "2024-06-30T03:37:35.781203Z",
     "shell.execute_reply.started": "2024-06-30T03:37:35.781177Z"
    }
   },
   "outputs": [],
   "source": [
    "client.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13e52d76-9614-42ac-a887-46e6b1d3bb0a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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