From 21a8152bd4a4b3200010622586bc9d264548a1d2 Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Wed, 20 Nov 2024 12:06:25 -0500
Subject: [PATCH 01/10] initial commit, faq on dask and parallelization

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 19101 ++++++++++++++++
 1 file changed, 19101 insertions(+)
 create mode 100644 docs/source/notebooks/FAQ_dask_parallel.ipynb

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@@ -0,0 +1,19101 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b898ae93-3234-44b1-a88f-5aa0c1d8f6b9",
+   "metadata": {},
+   "source": [
+    "# Processing Large Climate Datasets with Dask and Xarray\n",
+    "### How to align memory chunks with on-disk chunks?\n",
+    "Datasets on PAVICS are stored on disk in chunks (small blocks of data) which Dask processes one at a time. To efficiently process large datasets and prevent memory overloads, aligning in-memory chunks with the on-disk chunk structure is essential. This allows Dask to load and process data in a way that minimizes memory usage and I/O operations, speeding up computation. \n",
+    "\n",
+    "I begin by checking the on-disk chunk structure of my dataset by loading it with `decode_times=False`. This skips time decoding and loads only metadata without reading the data into memory."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "9f12da60-e3df-4172-a9cb-e014801ba7c9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[366  50  50]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import xarray as xr \n",
+    "\n",
+    "# open the daily ERA5-land dataset as an example\n",
+    "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
+    "\n",
+    "# use decode_times=False to skip time decoding and load only metadata\n",
+    "ds = xr.open_dataset(url, decode_times=False, chunks={})\n",
+    "\n",
+    "# `._ChunkSizes` attribute shows the chunk structure of the variable\n",
+    "print(ds['tas']._ChunkSizes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ab719a3-3de0-4344-aa9a-2836d4a099ed",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "The `._ChunkSizes` attribute shows the chunk sizes of the `tas` variable on disk. I then re-open the dataset with matching Dask chunk sizes for efficient memory alignment. \n",
+    "\n",
+    "When you open a dataset using chunking, it is represented as Dask-backed arrays, where only the metadata is initially loaded, and the data itself remains on disk until needed. Dask uses lazy evalution, meaning it doesn't immediately perform the operation but instead builds a computation graph. This graph tracks the sequence of operations, delaying execution until `compute()` is explicitly called. During computation, Dask reads and processes data in chunks and loads only the necessary parts into memory. \n",
+    "\n",
+    "Here's an example showing the difference in computation times when the dataset is loaded with unaligned versus aligned chunking. For this example, I resample daily ERA5-Land `tas` data to yearly means."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4d646c97-eda5-4070-aa54-19ce91d908dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 26.4 s, sys: 5.6 s, total: 32 s\n",
+      "Wall time: 3min 6s\n"
+     ]
+    }
+   ],
+   "source": [
+    "# open dataset with unaligned chunks\n",
+    "ds = xr.open_dataset(url, chunks={'time': 200, 'lat': 30, 'lon': 30})\n",
+    "\n",
+    "# resample the 'tas' variable to yearly means\n",
+    "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a449349b-a339-4d96-aa33-12a97d9ec51e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 19.7 s, sys: 7.46 s, total: 27.2 s\n",
+      "Wall time: 58.6 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "# open dataset with aligned chunks\n",
+    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "\n",
+    "# resample the 'tas' variable to yearly means\n",
+    "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47a56ac9-2d80-43ef-a283-12a2e2d42bfd",
+   "metadata": {},
+   "source": [
+    "Aligning the chunks reduced the computation time from approximately 3 minutes to 1 minute, by allowing Dask to load only the required data and avoid excessive memory usage and I/O operations. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2422a144-7765-4d29-9703-93d0c54a4c02",
+   "metadata": {},
+   "source": [
+    "### How to do parallel processing with Dask Distributed Client? \n",
+    "Processing large climate datasets can be computationally intensive and time-consuming due to their size and complexity. Parallel processing divides a computational task into smaller, independent subtasks that can be executed simultaneously across multiple processors or cores. This can minimize memory overhead and significantly reduce computation time. \n",
+    "\n",
+    "One way to implement parallel processing is through the Dask Distributed Client. When you initialize a Dask Client, you establish a connection to the cluster, allowing interaction with the scheduler and workers. The scheduler is the central component that manages task distribution across the workers, and the workers are the actual computational units that execute tasks using one or more CPU cores. \n",
+    "\n",
+    "Let's look at an example of resampling daily ERA5-Land data into yearly means for multiple variables using the Distributed Client. To manage system resources effectively, especially since PAVICS is a shared environment, I set the total memory limit to 20 GB. After experimenting with different configurations, I found that using 5 workers, with 2 threads per worker and 4 GB memory per worker provides a good balance between reducing overhead and optimizing computation time. I track memory usage and task progress in real time by displaying the Dask dashboard.\n",
+    "\n",
+    "To create delayed tasks, I set `compute=False` with `to_zarr`. This delays the entire pipeline, from reading the data, performing computations, to writing the output, and allows Dask to optimize the execution plan. Dask schedules tasks efficiently, reducing unnecessary data movement and enabling each worker to write data independently to Zarr format. This approach is much faster than using sequential formats like NetCDF, which don’t support parallel writes as effectively.\n",
+    "\n",
+    "To prevent memory leaks, which occur when the program retains memory it no longer needs, potentially slowing down the system or causing it to crash, I use the Client within a context manager to ensure that resources are released after execution. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "73765dbb-3bf7-4814-b44e-6246713275de",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-4c5b0b8a-a124-11ef-ab33-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f2d89cc8</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-32d45067-a2b5-4fb0-92a9-a07bb97da0ae</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46341\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38031\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36389/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36389/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35377\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> /tmp/dask-scratch-space/worker-74on4p3n\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33339\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43587/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43587/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37279\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> /tmp/dask-scratch-space/worker-c6u7zge8\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://127.0.0.1:35613\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34169/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34169/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33505\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> /tmp/dask-scratch-space/worker-2jbdsdhb\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://127.0.0.1:37163\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43807/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43807/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38151\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> /tmp/dask-scratch-space/worker-ego2rpka\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://127.0.0.1:35367\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46437/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46437/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38855\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> /tmp/dask-scratch-space/worker-jhacn10g\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://127.0.0.1:46341' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 26298)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2021-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-f5ad3f7f-f755-455e-be2f-c6c194165fc9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f5ad3f7f-f755-455e-be2f-c6c194165fc9' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 26298</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-37479b70-b257-4275-8bda-13de9316dc52' class='xr-section-summary-in' type='checkbox'  checked><label for='section-37479b70-b257-4275-8bda-13de9316dc52' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-19c3302f-d4a6-479c-b8d3-40337b4a1bce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19c3302f-d4a6-479c-b8d3-40337b4a1bce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b011a22-8d95-4118-bd8c-9f400d8fc65c' class='xr-var-data-in' type='checkbox'><label for='data-1b011a22-8d95-4118-bd8c-9f400d8fc65c' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-b08e1fdd-0ebc-4ed9-86ee-b8bb801434f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b08e1fdd-0ebc-4ed9-86ee-b8bb801434f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-514e8e6d-12cb-47e4-affe-5e16760af1ec' class='xr-var-data-in' type='checkbox'><label for='data-514e8e6d-12cb-47e4-affe-5e16760af1ec' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2021-12-31</div><input id='attrs-f95ff1f9-70c1-4fe7-9190-02c617d3f7a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f95ff1f9-70c1-4fe7-9190-02c617d3f7a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbcff112-8775-4ec8-a020-7f106d7e2a8b' class='xr-var-data-in' type='checkbox'><label for='data-bbcff112-8775-4ec8-a020-7f106d7e2a8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
+       "       &#x27;1950-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-12-29T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2021-12-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-452e6cfa-79df-43ca-8f7c-7886e991383d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-452e6cfa-79df-43ca-8f7c-7886e991383d' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-544daca2-1433-4cc9-b0b7-67eb6ded713c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-544daca2-1433-4cc9-b0b7-67eb6ded713c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a2a11e3-43a9-4d2b-8a6b-ae741cad82e9' class='xr-var-data-in' type='checkbox'><label for='data-6a2a11e3-43a9-4d2b-8a6b-ae741cad82e9' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 133.24 GiB </td>\n",
+       "                        <td> 127.99 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (26298, 800, 1700) </td>\n",
+       "                        <td> (13421, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-b547a2b9-579a-4b70-b4c5-367ce478a15f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b547a2b9-579a-4b70-b4c5-367ce478a15f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7500791e-66a0-47fa-9ab4-2fbf87c6c66a' class='xr-var-data-in' type='checkbox'><label for='data-7500791e-66a0-47fa-9ab4-2fbf87c6c66a' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 133.24 GiB </td>\n",
+       "                        <td> 127.99 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (26298, 800, 1700) </td>\n",
+       "                        <td> (13421, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1088 chunks in 2 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",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-af1ebea4-e279-4555-aa49-0f7b7ca2816c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af1ebea4-e279-4555-aa49-0f7b7ca2816c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9da9814-64c1-4034-9053-6bc688cf991b' class='xr-var-data-in' type='checkbox'><label for='data-e9da9814-64c1-4034-9053-6bc688cf991b' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "            <table style=\"border-collapse: collapse;\">\n",
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+       "                        <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> 133.24 GiB </td>\n",
+       "                        <td> 127.99 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
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+       "                        <td> (13421, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-3cdcd0f8-8f11-4da0-b3cf-6b931f280bef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cdcd0f8-8f11-4da0-b3cf-6b931f280bef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3479b8f-5e5d-4f05-9644-eeaff05c9e34' class='xr-var-data-in' type='checkbox'><label for='data-c3479b8f-5e5d-4f05-9644-eeaff05c9e34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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",
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+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 133.24 GiB </td>\n",
+       "                        <td> 127.99 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (26298, 800, 1700) </td>\n",
+       "                        <td> (13421, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8d09de58-178d-4884-85ca-2d4e390f2dfd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d09de58-178d-4884-85ca-2d4e390f2dfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f4544c5-9481-4157-8696-a99a3c1d1fd2' class='xr-var-data-in' type='checkbox'><label for='data-5f4544c5-9481-4157-8696-a99a3c1d1fd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
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+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
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+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 133.24 GiB </td>\n",
+       "                        <td> 127.99 MiB </td>\n",
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+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (26298, 800, 1700) </td>\n",
+       "                        <td> (13421, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-47c5fb36-868b-4649-a610-902972deff5d' class='xr-section-summary-in' type='checkbox'  ><label for='section-47c5fb36-868b-4649-a610-902972deff5d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1e21efd2-bf8f-43d3-a3aa-8fea6c464c3a' class='xr-index-data-in' type='checkbox'/><label for='index-1e21efd2-bf8f-43d3-a3aa-8fea6c464c3a' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "       10.300000190734863, 10.399999618530273,               10.5,\n",
+       "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
+       "       10.899999618530273,\n",
+       "       ...\n",
+       "                     89.0,   89.0999984741211,  89.19999694824219,\n",
+       "        89.30000305175781,   89.4000015258789,               89.5,\n",
+       "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
+       "         89.9000015258789],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bce17c5e-aaf6-4dc4-8d18-3027e137d156' class='xr-index-data-in' type='checkbox'/><label for='index-bce17c5e-aaf6-4dc4-8d18-3027e137d156' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
+       "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
+       "                    -179.0,\n",
+       "       ...\n",
+       "       -10.899999618530273, -10.800000190734863, -10.699999809265137,\n",
+       "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
+       "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
+       "                     -10.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b0163798-395f-47f2-a719-b568b2c39150' class='xr-index-data-in' type='checkbox'/><label for='index-b0163798-395f-47f2-a719-b568b2c39150' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
+       "               &#x27;1950-01-05&#x27;, &#x27;1950-01-06&#x27;, &#x27;1950-01-07&#x27;, &#x27;1950-01-08&#x27;,\n",
+       "               &#x27;1950-01-09&#x27;, &#x27;1950-01-10&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2021-12-22&#x27;, &#x27;2021-12-23&#x27;, &#x27;2021-12-24&#x27;, &#x27;2021-12-25&#x27;,\n",
+       "               &#x27;2021-12-26&#x27;, &#x27;2021-12-27&#x27;, &#x27;2021-12-28&#x27;, &#x27;2021-12-29&#x27;,\n",
+       "               &#x27;2021-12-30&#x27;, &#x27;2021-12-31&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=26298, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-167330a1-f6e1-4043-b771-e37603303165' class='xr-section-summary-in' type='checkbox'  ><label for='section-167330a1-f6e1-4043-b771-e37603303165' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 26298)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2021-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total memory usage across all workers: 1.40 GB\n",
+      "Total computation time: 76.60 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "import xarray as xr\n",
+    "from pathlib import Path\n",
+    "from dask.distributed import Client\n",
+    "from dask import compute\n",
+    "import psutil  \n",
+    "import time\n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "# function to compute the yearly mean for each variable \n",
+    "def compute_yearly_mean(ds, var_name):\n",
+    "    var = ds[var_name]\n",
+    "    yearly_mean = var.resample(time='YS').mean()\n",
+    "    return yearly_mean\n",
+    "\n",
+    "# set up Dask client within a context manager\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "    # display the Dask Dashboard\n",
+    "    display(client)\n",
+    "\n",
+    "    # open the dataset with on-disk chunking structure\n",
+    "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
+    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon':50}) \n",
+    "    display(ds)\n",
+    "\n",
+    "    # select data for the year 1981\n",
+    "    ds = ds.sel(time=slice('1981-01-01', '1981-12-31'))\n",
+    "\n",
+    "    variables = list(ds.data_vars)\n",
+    "\n",
+    "    # create a list to hold delayed tasks\n",
+    "    tasks = []\n",
+    "    for var_name in variables:\n",
+    "        output_path = Path(f\"var_means/{var_name}_1981_yearly_mean.zarr\")\n",
+    "        if not output_path.exists():\n",
+    "            yearly_mean = compute_yearly_mean(ds, var_name)\n",
+    "            # save to Zarr with compute=False to get a delayed task object\n",
+    "            delayed_task = yearly_mean.to_zarr(output_path, mode='w', compute=False)\n",
+    "            tasks.append(delayed_task)\n",
+    "\n",
+    "    # trigger the execution of all delayed tasks\n",
+    "    compute(*tasks)\n",
+    "\n",
+    "    # fetch memory usage from all workers and display the total usage\n",
+    "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
+    "    total_memory = sum(worker_memory.values())\n",
+    "    print(f\"Total memory usage across all workers: {total_memory / 1e9:.2f} GB\")\n",
+    "\n",
+    "end_time = time.time()\n",
+    "elapsed_time = end_time - start_time\n",
+    "print(f'Total computation time: {elapsed_time:.2f} seconds')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e9cee3ca-a916-4d16-aab8-75dc3692217c",
+   "metadata": {},
+   "source": [
+    "Let’s look at a more complex analysis involving heatwave indicators. Here, I calculate two climate indicators, `heat_wave_total_length` and `heat_wave_frequency`, using the `atmos` submodule from the `xclim` library. Both indicators rely on the same input data (`tasmin` and `tasmax`), so I create a pipeline of delayed tasks, which minimizes I/O operations by keeping the data in memory until both indicators are calculated and saved."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-77bed890-a207-11ef-ab33-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ac36ff1b</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-565ce5b4-3926-4ea7-a67a-7ac7806f623d</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41377\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45771\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45109/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45109/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40321\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> /tmp/dask-scratch-space/worker-i7netdoj\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44925\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36703/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36703/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41683\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> /tmp/dask-scratch-space/worker-otas7pcr\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://127.0.0.1:41497\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38523/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38523/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37981\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> /tmp/dask-scratch-space/worker-bdoasynd\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://127.0.0.1:41131\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45485/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45485/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33285\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> /tmp/dask-scratch-space/worker-2wg7r3g0\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://127.0.0.1:33721\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37593/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37593/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42447\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> /tmp/dask-scratch-space/worker-xm2_1gwu\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://127.0.0.1:41377' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "  --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",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\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",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
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+       "  color: var(--xr-disabled-color);\n",
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+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: '▼';\n",
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+       "\n",
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+       "\n",
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+       "  vertical-align: top;\n",
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+       "\n",
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+       ".xr-array-data {\n",
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+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
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+       "\n",
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+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-335a7a7a-85b5-4836-a8f4-274f91f8154f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-335a7a7a-85b5-4836-a8f4-274f91f8154f' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1d025159-d120-4474-a133-3b52e0d62c7f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1d025159-d120-4474-a133-3b52e0d62c7f' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-1200b5e8-4e58-4495-bfcf-af9d7457a300' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1200b5e8-4e58-4495-bfcf-af9d7457a300' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a0dfa3f-9033-4609-ba58-5e967e2214aa' class='xr-var-data-in' type='checkbox'><label for='data-7a0dfa3f-9033-4609-ba58-5e967e2214aa' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-e4266f89-566e-4dac-aeaf-61c5da604f0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4266f89-566e-4dac-aeaf-61c5da604f0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c84d7e3a-0ef5-4ed1-b3b0-33b5230ff043' class='xr-var-data-in' type='checkbox'><label for='data-c84d7e3a-0ef5-4ed1-b3b0-33b5230ff043' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-681196e8-df67-4fb9-b5f8-d9cb0d47ec34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-681196e8-df67-4fb9-b5f8-d9cb0d47ec34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-770f65bb-0abe-47de-83ba-e56a901bf57e' class='xr-var-data-in' type='checkbox'><label for='data-770f65bb-0abe-47de-83ba-e56a901bf57e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2ccd8614-fbe3-46fd-bfed-8ad2d1efadad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ccd8614-fbe3-46fd-bfed-8ad2d1efadad' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-6747628c-3d9f-4408-a6d1-4e511be4639d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6747628c-3d9f-4408-a6d1-4e511be4639d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9b1377f-99b2-4c31-b6d6-a3dc81a1105e' class='xr-var-data-in' type='checkbox'><label for='data-b9b1377f-99b2-4c31-b6d6-a3dc81a1105e' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
+       "                    </tr>\n",
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+       "            </table>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-061339bf-ab74-4799-ac6d-e3e49734615a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-061339bf-ab74-4799-ac6d-e3e49734615a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90e8ae65-9287-472b-8606-fd7611b16929' class='xr-var-data-in' type='checkbox'><label for='data-90e8ae65-9287-472b-8606-fd7611b16929' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-93c97416-5b71-4614-9b81-14d841ba2b59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93c97416-5b71-4614-9b81-14d841ba2b59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79448568-4b2b-484b-8556-8bf81e6d26f9' class='xr-var-data-in' type='checkbox'><label for='data-79448568-4b2b-484b-8556-8bf81e6d26f9' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-4e17e0b1-e623-4f1e-87d4-fd40e3b088aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e17e0b1-e623-4f1e-87d4-fd40e3b088aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e9e76ef-42bb-4008-ac90-fdf3aa31eceb' class='xr-var-data-in' type='checkbox'><label for='data-0e9e76ef-42bb-4008-ac90-fdf3aa31eceb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
+       "                    </tr>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-f424803a-07dc-4f5a-ae53-7432b054f292' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f424803a-07dc-4f5a-ae53-7432b054f292' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56c2949d-d49a-4bd6-a271-4fb68f6cf87c' class='xr-var-data-in' type='checkbox'><label for='data-56c2949d-d49a-4bd6-a271-4fb68f6cf87c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 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",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1fd7710-4e3b-4c71-8b1a-2756412391f4' class='xr-section-summary-in' type='checkbox'  ><label for='section-d1fd7710-4e3b-4c71-8b1a-2756412391f4' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e40a3ec0-92a4-4cc7-93d3-f86a15d907ff' class='xr-index-data-in' type='checkbox'/><label for='index-e40a3ec0-92a4-4cc7-93d3-f86a15d907ff' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "       10.300000190734863, 10.399999618530273,               10.5,\n",
+       "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
+       "       10.899999618530273,\n",
+       "       ...\n",
+       "                     89.0,   89.0999984741211,  89.19999694824219,\n",
+       "        89.30000305175781,   89.4000015258789,               89.5,\n",
+       "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
+       "         89.9000015258789],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-95d150e3-18f6-48ec-bf13-d2b0317e7ea4' class='xr-index-data-in' type='checkbox'/><label for='index-95d150e3-18f6-48ec-bf13-d2b0317e7ea4' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
+       "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
+       "                    -179.0,\n",
+       "       ...\n",
+       "       -10.899999618530273, -10.800000190734863, -10.699999809265137,\n",
+       "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
+       "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
+       "                     -10.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4d8e0658-e7f0-4217-a567-e77e3a24f0da' class='xr-index-data-in' type='checkbox'/><label for='index-4d8e0658-e7f0-4217-a567-e77e3a24f0da' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
+       "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
+       "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
+       "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-9f1fac68-bd1f-4a8b-96f7-1cd771088407' class='xr-section-summary-in' type='checkbox'  ><label for='section-9f1fac68-bd1f-4a8b-96f7-1cd771088407' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "  _check_cell_methods(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "indicator : <xclim.indicators.atmos._precip.PRCPTOT object at 0x7fc56dcca4d0>\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 15.73 MiB.\n",
+      "This may cause some slowdown.\n",
+      "Consider scattering data ahead of time and using futures.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total memory usage across all workers: 1.95 GB\n",
+      "Total computation time: 415.93 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "from dask.distributed import Client\n",
+    "import time\n",
+    "from xclim import atmos\n",
+    "import xarray as xr\n",
+    "from dask import compute\n",
+    "import psutil  \n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "    display(client)\n",
+    "    \n",
+    "    # load data using on-disk chunk sizes\n",
+    "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
+    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "    \n",
+    "    # we're interested in the 1991-2010 period for our heatwave analysis\n",
+    "    ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
+    "    \n",
+    "    display(ds)\n",
+    "\n",
+    "    # list of heatwave indicator functions\n",
+    "    indicators = [atmos.heat_wave_total_length, atmos.heat_wave_frequency, atmos._precip.precip_accumulation] \n",
+    "    tasks = []\n",
+    "    for indicator in indicators:\n",
+    "        ds_out = xr.Dataset(attrs=ds.attrs)  # create a new dataset for each indicator\n",
+    "\n",
+    "        if indicator == atmos._precip.precip_accumulation:\n",
+    "            # calculate indicator\n",
+    "            out = indicator(\n",
+    "                ds=ds,\n",
+    "                freq='YS',\n",
+    "            )\n",
+    "        else: \n",
+    "            out = indicator(\n",
+    "                ds=ds,\n",
+    "                freq='YS',\n",
+    "                resample_before_rl=False\n",
+    "            )\n",
+    "            \n",
+    "        out = out.chunk({'time': -1, 'lat': 50, 'lon': 50})\n",
+    "        ds_out[out.name] = out\n",
+    "\n",
+    "        output_path = Path(f'heatwave_output_ex1/{out.name}_1991-2010.zarr')\n",
+    "        output_path.parent.mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "        if not output_path.exists():\n",
+    "            # save to Zarr with compute=False to get a delayed task object            \n",
+    "            delayed_task = ds_out.to_zarr(output_path, mode='w', compute=False)\n",
+    "            tasks.append(delayed_task)\n",
+    "\n",
+    "    # trigger computation \n",
+    "    compute(*tasks)\n",
+    "    \n",
+    "    # fetch memory usage from all workers and display the total usage\n",
+    "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
+    "    total_memory = sum(worker_memory.values())\n",
+    "    print(f\"Total memory usage across all workers: {total_memory / 1e9:.2f} GB\")\n",
+    "            \n",
+    "end_time = time.time()\n",
+    "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12d29293-ad43-44f5-8d4a-1ecdbf8574ce",
+   "metadata": {},
+   "source": [
+    "### What can we do when we have large task graphs / large memory footprint? \n",
+    "One downside of using a fully delayed computation approach is that it can lead to the creation of large task graphs that are difficult to manage. This can result in excessive memory consumption as the Dask scheduler struggles to handle numerous interdependent tasks.\n",
+    "\n",
+    "To address this issue, we can simplify the task graph by computing and saving each indicator one at a time. This method ensures that Dask completes the calculation and writing of the first indicator, then releases the memory used for that computation before moving on to the second indicator. By processing each indicator sequentially, the memory footprint is reduced, and the scheduler has fewer tasks to manage at any given time."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b8e9b705-a2bb-11ef-ab33-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">24ecda26</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-66a88548-a02f-4504-9661-370df089e931</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41109\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44813\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34925/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34925/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44017\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> /tmp/dask-scratch-space/worker-ck_2wyzo\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42169\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44117/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44117/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35551\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> /tmp/dask-scratch-space/worker-pjs6yx3h\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://127.0.0.1:39133\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36913/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36913/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46425\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> /tmp/dask-scratch-space/worker-l0k5a_85\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://127.0.0.1:34665\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35467/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35467/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38721\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> /tmp/dask-scratch-space/worker-zkv4axvy\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://127.0.0.1:36431\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33927/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33927/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43431\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> /tmp/dask-scratch-space/worker-e5q354bb\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://127.0.0.1:41109' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+       "<defs>\n",
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+       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
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+       ":root {\n",
+       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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+       "  --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",
+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --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",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\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",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\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",
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+       ".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;\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-e9ba5318-7251-4a9a-8c41-31b32ffccb6b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e9ba5318-7251-4a9a-8c41-31b32ffccb6b' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-622fe925-e005-4748-a061-771ad7f97957' class='xr-section-summary-in' type='checkbox'  checked><label for='section-622fe925-e005-4748-a061-771ad7f97957' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-a0dbb590-2552-4c77-abf0-f8101ed52c48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0dbb590-2552-4c77-abf0-f8101ed52c48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c958a1f2-6c66-4ecc-8389-483bcb2b4c77' class='xr-var-data-in' type='checkbox'><label for='data-c958a1f2-6c66-4ecc-8389-483bcb2b4c77' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-3621bd7d-f23b-47c6-823e-30a084c722e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3621bd7d-f23b-47c6-823e-30a084c722e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cececf62-aa37-454b-9fc9-3f2bf5f56840' class='xr-var-data-in' type='checkbox'><label for='data-cececf62-aa37-454b-9fc9-3f2bf5f56840' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-d524ea13-f053-4ad0-864a-b1d69a5f1ae5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d524ea13-f053-4ad0-864a-b1d69a5f1ae5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33be9329-d39a-42db-aab3-f20bf3367d15' class='xr-var-data-in' type='checkbox'><label for='data-33be9329-d39a-42db-aab3-f20bf3367d15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0aae1be1-5a1a-48a2-a739-d9e00dd8d649' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0aae1be1-5a1a-48a2-a739-d9e00dd8d649' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-5a6c3800-95a6-422f-b076-b425c08dda79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a6c3800-95a6-422f-b076-b425c08dda79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0ef660a-6fbb-41a1-9485-e71c96484bab' class='xr-var-data-in' type='checkbox'><label for='data-f0ef660a-6fbb-41a1-9485-e71c96484bab' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8b7e96ae-703b-4705-8cf5-850f4a70453e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8b7e96ae-703b-4705-8cf5-850f4a70453e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eea30bd8-01cb-4fa9-9537-246c2e00c5a1' class='xr-var-data-in' type='checkbox'><label for='data-eea30bd8-01cb-4fa9-9537-246c2e00c5a1' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 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",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-1aaa8c15-3aa5-42e0-b136-9d4e1eea921f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1aaa8c15-3aa5-42e0-b136-9d4e1eea921f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-713fc072-cc5d-42c7-a14c-ddd26f45b326' class='xr-var-data-in' type='checkbox'><label for='data-713fc072-cc5d-42c7-a14c-ddd26f45b326' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "            <table style=\"border-collapse: collapse;\">\n",
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+       "                    <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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-0131861e-5d18-4d2a-8cfc-638222a2cfb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0131861e-5d18-4d2a-8cfc-638222a2cfb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d265b03e-a7f6-4b4f-835f-04f1cec40014' class='xr-var-data-in' type='checkbox'><label for='data-d265b03e-a7f6-4b4f-835f-04f1cec40014' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
+       "                    </tr>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-5538b5a0-13cf-411f-80ab-7e476cdf0063' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5538b5a0-13cf-411f-80ab-7e476cdf0063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf557755-fe10-47a8-ad37-0139df959188' class='xr-var-data-in' type='checkbox'><label for='data-bf557755-fe10-47a8-ad37-0139df959188' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 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",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-529aa525-4d6e-4522-9007-374b14eee0d7' class='xr-section-summary-in' type='checkbox'  ><label for='section-529aa525-4d6e-4522-9007-374b14eee0d7' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8e20b920-5044-4270-b53b-d4c5662c11ae' class='xr-index-data-in' type='checkbox'/><label for='index-8e20b920-5044-4270-b53b-d4c5662c11ae' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "       10.300000190734863, 10.399999618530273,               10.5,\n",
+       "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
+       "       10.899999618530273,\n",
+       "       ...\n",
+       "                     89.0,   89.0999984741211,  89.19999694824219,\n",
+       "        89.30000305175781,   89.4000015258789,               89.5,\n",
+       "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
+       "         89.9000015258789],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d41f35d-e7b3-4787-8d29-2f4bf23e7242' class='xr-index-data-in' type='checkbox'/><label for='index-0d41f35d-e7b3-4787-8d29-2f4bf23e7242' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
+       "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
+       "                    -179.0,\n",
+       "       ...\n",
+       "       -10.899999618530273, -10.800000190734863, -10.699999809265137,\n",
+       "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
+       "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
+       "                     -10.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-10a8ff8d-fd6d-4897-a42e-0e65aed023a0' class='xr-index-data-in' type='checkbox'/><label for='index-10a8ff8d-fd6d-4897-a42e-0e65aed023a0' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
+       "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
+       "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
+       "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-1071193f-e319-4b8d-86fe-e266d67fd8e0' class='xr-section-summary-in' type='checkbox'  ><label for='section-1071193f-e319-4b8d-86fe-e266d67fd8e0' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 36.85 MiB.\n",
+      "This may cause some slowdown.\n",
+      "Consider scattering data ahead of time and using futures.\n",
+      "  warnings.warn(\n",
+      "2024-11-14 19:09:25,025 - tornado.application - ERROR - Uncaught exception GET /status/ws (127.0.0.1)\n",
+      "HTTPServerRequest(protocol='http', host='pavics.ouranos.ca', method='GET', uri='/status/ws', version='HTTP/1.1', remote_ip='127.0.0.1')\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/web.py\", line 1790, in _execute\n",
+      "    result = await result\n",
+      "             ^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 273, in get\n",
+      "    await self.ws_connection.accept_connection(self)\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 863, in accept_connection\n",
+      "    await self._accept_connection(handler)\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 946, in _accept_connection\n",
+      "    await self._receive_frame_loop()\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 1105, in _receive_frame_loop\n",
+      "    self.handler.on_ws_connection_close(self.close_code, self.close_reason)\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 571, in on_ws_connection_close\n",
+      "    self.on_connection_close()\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 563, in on_connection_close\n",
+      "    self.on_close()\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/bokeh/server/views/ws.py\", line 308, in on_close\n",
+      "    self.connection.session.notify_connection_lost()\n",
+      "    ^^^^^^^^^^^^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/bokeh/server/connection.py\", line 65, in session\n",
+      "    assert self._session is not None\n",
+      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
+      "AssertionError\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "  _check_cell_methods(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 36.86 MiB.\n",
+      "This may cause some slowdown.\n",
+      "Consider scattering data ahead of time and using futures.\n",
+      "  warnings.warn(\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 16.15 MiB.\n",
+      "This may cause some slowdown.\n",
+      "Consider scattering data ahead of time and using futures.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total memory usage across all workers: 2.65 GB\n",
+      "Total computation time: 2484.91 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "from dask.distributed import Client\n",
+    "import time\n",
+    "from xclim import atmos\n",
+    "from dask import compute\n",
+    "import psutil  \n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "    display(client)\n",
+    "    \n",
+    "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
+    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "    \n",
+    "    ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
+    "    \n",
+    "    display(ds)\n",
+    "\n",
+    "    indicators = [atmos.heat_wave_total_length, atmos.heat_wave_frequency, atmos._precip.precip_accumulation]  \n",
+    "\n",
+    "    for indicator in indicators:\n",
+    "        ds_out = xr.Dataset(attrs=ds.attrs) \n",
+    "        \n",
+    "        if indicator == atmos._precip.precip_accumulation:\n",
+    "            # calculate indicator\n",
+    "            out = indicator(\n",
+    "                ds=ds,\n",
+    "                freq='YS',\n",
+    "            )\n",
+    "        else: \n",
+    "            out = indicator(\n",
+    "                ds=ds,\n",
+    "                freq='YS',\n",
+    "                resample_before_rl=False\n",
+    "            )\n",
+    "            \n",
+    "        out = out.chunk({'time': -1, 'lat': 50, 'lon': 50})\n",
+    "        ds_out[out.name] = out\n",
+    "\n",
+    "        output_path = Path(f'heatwave_output_ex2/{out.name}_1991-2010.zarr')\n",
+    "        output_path.parent.mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "        if not output_path.exists():\n",
+    "            # save to Zarr, triggering computation immediately\n",
+    "            ds_out.to_zarr(output_path)\n",
+    "    \n",
+    "    # fetch memory usage from all workers and display the total usage\n",
+    "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
+    "    total_memory = sum(worker_memory.values())\n",
+    "    print(f\"Total memory usage across all workers: {total_memory / 1e9:.2f} GB\")\n",
+    "\n",
+    "end_time = time.time()\n",
+    "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3849655b-5c02-444a-a5ce-f3e788f5242f",
+   "metadata": {},
+   "source": [
+    "Even with the sequential computation approach, there may be scenarios where the heatwave indicator data is still too large to write in a single step. In such cases, an effective strategy is to split the dataset into smaller, manageable spatial chunks, which would allow for more efficient processing and data writing.\n",
+    "\n",
+    "For example, we can calculate the heatwave indicators over the entire dataset spanning North America, and then divide the results into smaller latitude bins (e.g., groups of 50 latitudes each). Each bin can then be processed and saved individually to a temporary `.zarr` file using Dask. Once all bins are saved, they can be merged back into a single dataset and written out as a final `.zarr` file. This method distributes the data processing load and helps minimize the strain on system resources."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
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+       "\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;\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-925813b9-f031-4ad5-8f44-8a5660c65fdc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-925813b9-f031-4ad5-8f44-8a5660c65fdc' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1475e8a6-4789-4b55-8d95-9626bcaaa817' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1475e8a6-4789-4b55-8d95-9626bcaaa817' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-8e0a246f-6db0-4101-929b-1315ca49268b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e0a246f-6db0-4101-929b-1315ca49268b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2534211-166d-475e-9a73-afbd0ded7a2d' class='xr-var-data-in' type='checkbox'><label for='data-e2534211-166d-475e-9a73-afbd0ded7a2d' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-ec444891-76bf-403c-b16f-3967ffca8799' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec444891-76bf-403c-b16f-3967ffca8799' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0adcb7e4-96fc-49f5-bb36-e85d0949f83f' class='xr-var-data-in' type='checkbox'><label for='data-0adcb7e4-96fc-49f5-bb36-e85d0949f83f' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-48bd28a5-9f89-4576-ac0b-504f383a7ff1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48bd28a5-9f89-4576-ac0b-504f383a7ff1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c62b283a-e019-4fa3-99fe-1ccc200c3b4d' class='xr-var-data-in' type='checkbox'><label for='data-c62b283a-e019-4fa3-99fe-1ccc200c3b4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15486080-4a45-4b44-a715-9907c38142a3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-15486080-4a45-4b44-a715-9907c38142a3' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-b3ed331b-b13f-4e2e-a15b-1605c1a7b3a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3ed331b-b13f-4e2e-a15b-1605c1a7b3a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1e9a43b-5f0d-42b9-b827-73bd731f6f44' class='xr-var-data-in' type='checkbox'><label for='data-d1e9a43b-5f0d-42b9-b827-73bd731f6f44' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 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",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-fcd6ae75-dad9-41df-a611-7a390ad10490' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fcd6ae75-dad9-41df-a611-7a390ad10490' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d98ed51-ea69-4473-a2a2-677f627c1e1f' class='xr-var-data-in' type='checkbox'><label for='data-2d98ed51-ea69-4473-a2a2-677f627c1e1f' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
+       "                    </tr>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-1fe764e8-d7c6-46f4-bb24-9e38210421d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1fe764e8-d7c6-46f4-bb24-9e38210421d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18cc880f-6052-4c8d-b752-a65f277b51cb' class='xr-var-data-in' type='checkbox'><label for='data-18cc880f-6052-4c8d-b752-a65f277b51cb' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-9b9f7c17-0cb4-448c-a15a-fc1c4f9274f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b9f7c17-0cb4-448c-a15a-fc1c4f9274f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a4fc43c-cd99-42af-8084-554ca511bddd' class='xr-var-data-in' type='checkbox'><label for='data-8a4fc43c-cd99-42af-8084-554ca511bddd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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",
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+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
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+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
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+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-4e64eea1-c6ad-4ab0-9e48-3ffea4838678' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e64eea1-c6ad-4ab0-9e48-3ffea4838678' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed45e0bc-82ed-47d0-b38d-48e352e7fa49' class='xr-var-data-in' type='checkbox'><label for='data-ed45e0bc-82ed-47d0-b38d-48e352e7fa49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 37.01 GiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (7305, 800, 1700) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 11424 chunks in 3 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",
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+       "  <polygon points=\"80.58823529411765,70.58823529411765 123.21348786311907,70.58823529411765 123.21348786311907,109.68248195765256 80.58823529411765,109.68248195765256\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"101.900862\" y=\"129.682482\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >1700</text>\n",
+       "  <text x=\"143.213488\" y=\"90.135359\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,143.213488,90.135359)\">800</text>\n",
+       "  <text x=\"35.294118\" y=\"94.388364\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,94.388364)\">7305</text>\n",
+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-fe9068bf-1b5c-4421-8fb8-9f4fd58f743e' class='xr-section-summary-in' type='checkbox'  ><label for='section-fe9068bf-1b5c-4421-8fb8-9f4fd58f743e' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9e03befd-7e2b-436b-88e2-3315324a17b9' class='xr-index-data-in' type='checkbox'/><label for='index-9e03befd-7e2b-436b-88e2-3315324a17b9' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "       10.300000190734863, 10.399999618530273,               10.5,\n",
+       "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
+       "       10.899999618530273,\n",
+       "       ...\n",
+       "                     89.0,   89.0999984741211,  89.19999694824219,\n",
+       "        89.30000305175781,   89.4000015258789,               89.5,\n",
+       "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
+       "         89.9000015258789],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-be2a8d44-d4d4-4e31-8a1f-5ed5ab7b1537' class='xr-index-data-in' type='checkbox'/><label for='index-be2a8d44-d4d4-4e31-8a1f-5ed5ab7b1537' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
+       "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
+       "                    -179.0,\n",
+       "       ...\n",
+       "       -10.899999618530273, -10.800000190734863, -10.699999809265137,\n",
+       "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
+       "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
+       "                     -10.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-86537940-3ee0-451c-b0d4-0872d8f7bdac' class='xr-index-data-in' type='checkbox'/><label for='index-86537940-3ee0-451c-b0d4-0872d8f7bdac' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
+       "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
+       "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
+       "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-952e4749-9754-46a8-a17e-f17bff785b84' class='xr-section-summary-in' type='checkbox'  ><label for='section-952e4749-9754-46a8-a17e-f17bff785b84' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-1bcb90f2-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a25186c9</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4be94dbf-b42a-4daf-a70a-0dff427ccc27</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:45491\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41945\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38317/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38317/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38255\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> /tmp/dask-scratch-space/worker-47ho7fnf\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42927\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45877/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45877/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33283\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> /tmp/dask-scratch-space/worker-cdjd977d\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://127.0.0.1:37221\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46087/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46087/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43419\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> /tmp/dask-scratch-space/worker-ueww31un\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://127.0.0.1:41697\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41243/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41243/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45223\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> /tmp/dask-scratch-space/worker-ftfw8asm\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://127.0.0.1:42575\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37443/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37443/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45299\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> /tmp/dask-scratch-space/worker-oh2nkoju\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://127.0.0.1:45491' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-42654b91-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">4b766fd0</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-a818a105-5d82-42cb-bfa3-51b24d184661</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41401\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33835\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42475/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42475/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43829\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> /tmp/dask-scratch-space/worker-_qf211p4\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34215\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39863/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39863/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40135\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> /tmp/dask-scratch-space/worker-wgv37dhm\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://127.0.0.1:39901\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35889/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35889/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45729\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> /tmp/dask-scratch-space/worker-ybqbhxnb\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://127.0.0.1:43129\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42627/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42627/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46497\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> /tmp/dask-scratch-space/worker-3pj_3tm0\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://127.0.0.1:36897\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32979/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32979/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46857\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mkaagify\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://127.0.0.1:41401' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-672b22c5-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">3cc03a4d</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-acae489b-be57-446a-9d6c-7f6f84919e8a</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44255\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36863\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39983/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39983/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33469\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> /tmp/dask-scratch-space/worker-0gmeme2p\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39565\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38081/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35181\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> /tmp/dask-scratch-space/worker-esv8hmna\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://127.0.0.1:37125\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36443/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36443/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38937\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> /tmp/dask-scratch-space/worker-mb28texs\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://127.0.0.1:39777\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45801/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45801/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46273\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> /tmp/dask-scratch-space/worker-ohe3x11j\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://127.0.0.1:42569\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38831/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38831/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45705\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> /tmp/dask-scratch-space/worker-pv8krp2x\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://127.0.0.1:44255' processes=5 threads=10, memory=18.63 GiB>"
+      ]
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+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-894f490a-a07b-11ef-9e54-0242ac12000c</p>\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",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f107137b</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-de49da15-6918-4cae-b21e-581d195f4b2f</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41437\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35899\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34833/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34833/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43101\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> /tmp/dask-scratch-space/worker-t4g8atac\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34295\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37449/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37449/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39121\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> /tmp/dask-scratch-space/worker-467etyu_\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://127.0.0.1:37243\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41379/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41379/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32957\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> /tmp/dask-scratch-space/worker-gkp39oz4\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://127.0.0.1:42843\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34155/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34155/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38595\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> /tmp/dask-scratch-space/worker-dp6kalj8\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://127.0.0.1:38545\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45427/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45427/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44981\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> /tmp/dask-scratch-space/worker-rppx1rb7\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://127.0.0.1:41437' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-aaaf641e-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2c9b7384</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-0b8d2bc4-af75-4753-b51e-b1fdef4f5818</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:42553\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43635\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37313/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37313/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37809\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> /tmp/dask-scratch-space/worker-objo06zp\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39619\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33349/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33349/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37067\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> /tmp/dask-scratch-space/worker-ud53_dvu\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://127.0.0.1:39659\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32877/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32877/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45161\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> /tmp/dask-scratch-space/worker-3tnyzn8e\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://127.0.0.1:46067\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34459/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34459/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33461\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> /tmp/dask-scratch-space/worker-hhks3maw\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://127.0.0.1:34985\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39727/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39727/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38463\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> /tmp/dask-scratch-space/worker-1dkx_mxi\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://127.0.0.1:42553' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-cd4ce9e0-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8ac98491</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-80a2de8b-5497-4faf-89b1-802abdd58fa1</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41775\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37707\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42265/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42265/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41669\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> /tmp/dask-scratch-space/worker-um0qbdsh\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44805\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41513/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41513/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44251\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> /tmp/dask-scratch-space/worker-qh7dw_j3\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://127.0.0.1:38797\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34133/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34133/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38015\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> /tmp/dask-scratch-space/worker-qx9kz_o4\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://127.0.0.1:34511\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34113/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34113/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36979\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> /tmp/dask-scratch-space/worker-nyothb0b\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://127.0.0.1:40841\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40431/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40431/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42115\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> /tmp/dask-scratch-space/worker-0ln52f8z\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://127.0.0.1:41775' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f06f7a71-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">1168d538</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-5ab79e57-1690-45e8-8b11-86b6e953f532</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:43667\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39145\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45993/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45993/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37973\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> /tmp/dask-scratch-space/worker-cm3rgr1o\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33427\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46805/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46805/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45439\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> /tmp/dask-scratch-space/worker-qh68ldc8\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://127.0.0.1:36291\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40837/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40837/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41749\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> /tmp/dask-scratch-space/worker-muf6o3tk\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://127.0.0.1:43881\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34945/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34945/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34323\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> /tmp/dask-scratch-space/worker-f8a_2fbl\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://127.0.0.1:33979\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33639/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33639/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37751\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> /tmp/dask-scratch-space/worker-dwjn8ttz\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://127.0.0.1:43667' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
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+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-137d24f5-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a12bf0dd</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2ea0a55f-8fd7-4588-8dd3-8ce131e54fa4</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:40041\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34055\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37439/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37439/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36853\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> /tmp/dask-scratch-space/worker-y9ggk3dh\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42327\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44773/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44773/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39373\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> /tmp/dask-scratch-space/worker-_juhm3se\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://127.0.0.1:37933\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44399/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44399/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42757\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> /tmp/dask-scratch-space/worker-a1vz5bcq\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://127.0.0.1:35707\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41345/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41345/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40085\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> /tmp/dask-scratch-space/worker-8jhu4y3m\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://127.0.0.1:40773\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33107/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33107/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46409\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> /tmp/dask-scratch-space/worker-wde0ov6y\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://127.0.0.1:40041' processes=5 threads=10, memory=18.63 GiB>"
+      ]
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-36ad0ebe-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">84cf3107</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-17ea335a-43fb-4a2e-bb3d-6ce8b140608a</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39591\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42969\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39093/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39093/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37833\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> /tmp/dask-scratch-space/worker-l9uccjwj\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45775\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45159/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37221\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> /tmp/dask-scratch-space/worker-o8c0metp\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://127.0.0.1:44013\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35365/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35365/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37401\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> /tmp/dask-scratch-space/worker-dk7jkrs9\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://127.0.0.1:36761\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40203/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40203/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33309\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> /tmp/dask-scratch-space/worker-exqapw5t\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://127.0.0.1:43859\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44149/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44149/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43913\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> /tmp/dask-scratch-space/worker-dqd_ntcq\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://127.0.0.1:39591' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-5ac35be2-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a9793067</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-80aba4f6-1884-441c-9d7b-5b2fdad91104</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:32953\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37163\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44923/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44923/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35603\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> /tmp/dask-scratch-space/worker-jz25ksln\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34217\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43449/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43449/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39227\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> /tmp/dask-scratch-space/worker-xgw_a2cu\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://127.0.0.1:44865\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43447/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43447/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34519\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> /tmp/dask-scratch-space/worker-u_b9974t\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://127.0.0.1:46315\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35003/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35003/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38549\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> /tmp/dask-scratch-space/worker-o6zidv3x\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://127.0.0.1:39753\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40707/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40707/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33365\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> /tmp/dask-scratch-space/worker-5hkvykj1\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://127.0.0.1:32953' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-7c150a80-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">68f9665a</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c38ba09d-4514-4152-8104-3c08ad30ce50</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36583\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41771\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36345/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36345/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33893\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> /tmp/dask-scratch-space/worker-eea239r7\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43559\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39575/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39575/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34517\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> /tmp/dask-scratch-space/worker-tr5vqxx9\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://127.0.0.1:42553\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37799/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44067\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> /tmp/dask-scratch-space/worker-0e5c2xwm\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://127.0.0.1:43477\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33857/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33857/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39257\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> /tmp/dask-scratch-space/worker-44uavz73\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://127.0.0.1:41767\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40727/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40727/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42699\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> /tmp/dask-scratch-space/worker-tenz6i59\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://127.0.0.1:36583' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9f48dbef-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">b5c277fc</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d74b109a-fa94-4340-8a43-b82ceb8c0222</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34711\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44545\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34951\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> /tmp/dask-scratch-space/worker-42vwhg79\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37457\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37535/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37535/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44951\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> /tmp/dask-scratch-space/worker-69fbj5qg\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://127.0.0.1:39679\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39105/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39105/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42991\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> /tmp/dask-scratch-space/worker-5f4ecgme\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://127.0.0.1:35173\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34929/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34929/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42473\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> /tmp/dask-scratch-space/worker-rstxqpbz\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://127.0.0.1:44853\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44903/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44903/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34203\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> /tmp/dask-scratch-space/worker-od98zcu4\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://127.0.0.1:34711' processes=5 threads=10, memory=18.63 GiB>"
+      ]
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+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-c2adf2c4-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
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+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
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+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">03d37d5d</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-e27a9240-11c2-4530-aa67-9ec506888cb2</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39651\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38789\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36667/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36667/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45391\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> /tmp/dask-scratch-space/worker-e0ydzkmr\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36407\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36221/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36221/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44583\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> /tmp/dask-scratch-space/worker-0jxqlon5\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://127.0.0.1:38019\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36979/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36979/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45359\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> /tmp/dask-scratch-space/worker-jngykuh0\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://127.0.0.1:40607\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46055/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46055/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34331\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> /tmp/dask-scratch-space/worker-stdvpml4\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://127.0.0.1:38999\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41701/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41701/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36441\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> /tmp/dask-scratch-space/worker-zhq0yyjd\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://127.0.0.1:39651' processes=5 threads=10, memory=18.63 GiB>"
+      ]
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+     "output_type": "display_data"
+    },
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+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-e750b721-a07c-11ef-9e54-0242ac12000c</p>\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",
+       "        \n",
+       "        </tr>\n",
+       "\n",
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+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
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+       "\n",
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+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
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+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">af8c328c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-1f28e14f-421f-403f-a18d-70fda975f6ac</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:43537\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33715\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32857/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32857/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34633\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> /tmp/dask-scratch-space/worker-w_scz39z\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34147\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35319/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35319/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39519\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> /tmp/dask-scratch-space/worker-xc6ffw1j\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://127.0.0.1:36245\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40043/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40043/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46657\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> /tmp/dask-scratch-space/worker-e_1x5h3_\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://127.0.0.1:46291\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40079/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40079/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44683\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> /tmp/dask-scratch-space/worker-i3xdz2iq\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://127.0.0.1:43243\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38875/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38875/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33357\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> /tmp/dask-scratch-space/worker-5i79xk03\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://127.0.0.1:43537' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-0a37bbd4-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8f5a213d</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-472408cd-3835-47b6-83be-68eab684c975</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39181\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44435\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43493/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43493/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34947\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> /tmp/dask-scratch-space/worker-y_qi_0go\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43637\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42059/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42059/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46111\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> /tmp/dask-scratch-space/worker-w7g3vi5y\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://127.0.0.1:40875\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33779/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33779/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\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> /tmp/dask-scratch-space/worker-gifpfdd7\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://127.0.0.1:44691\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43081/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42721\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> /tmp/dask-scratch-space/worker-f2lmutvw\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://127.0.0.1:42711\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37025/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37025/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41969\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> /tmp/dask-scratch-space/worker-3s099v37\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://127.0.0.1:39181' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2e11435a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5c2066ad</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4dc8b779-d4f7-4872-b6d4-f094f48bf69b</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44939\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43557\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33235/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33235/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33915\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> /tmp/dask-scratch-space/worker-rkckkevp\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39623\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41123/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41123/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41823\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> /tmp/dask-scratch-space/worker-zq_qd1fi\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://127.0.0.1:33927\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39905/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39905/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32823\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> /tmp/dask-scratch-space/worker-b11syynp\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://127.0.0.1:35143\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41713/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37797\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> /tmp/dask-scratch-space/worker-a4dwtkp_\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://127.0.0.1:46045\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35193/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35193/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40521\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> /tmp/dask-scratch-space/worker-mo8ff252\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://127.0.0.1:44939' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
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+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2e11435a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5c2066ad</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 0\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 0\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 0 B\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> closed</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4dc8b779-d4f7-4872-b6d4-f094f48bf69b</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44939\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Started:</strong> Just now\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total memory:</strong> 0 B\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "\n",
+       "    </details>\n",
+       "</div>\n",
+       "\n",
+       "        </details>\n",
+       "    </div>\n",
+       "</div>\n",
+       "            </details>\n",
+       "        \n",
+       "\n",
+       "    </div>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "<Client: No scheduler connected>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total computation time: 948.99 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "import xarray as xr\n",
+    "from xclim import atmos\n",
+    "from pathlib import Path\n",
+    "from xscen.io import save_to_zarr\n",
+    "from tempfile import TemporaryDirectory\n",
+    "from dask.distributed import Client\n",
+    "import shutil\n",
+    "import time\n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
+    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "\n",
+    "# we're interested in the 1991-2010 period for our heatwave analysis\n",
+    "ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
+    "\n",
+    "display(ds)\n",
+    "\n",
+    "# create an empty output dataset\n",
+    "dsout = xr.Dataset(attrs=ds.attrs)\n",
+    "\n",
+    "# xclim calculation on entire dataset\n",
+    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False) # Heat_wave calculation where heat-waves could cross calendar years\n",
+    "dsout[out.name] = out\n",
+    "\n",
+    "outzarr = Path('output').joinpath('heat_wave_total_length_spatial_example.zarr')\n",
+    "\n",
+    "if not outzarr.exists():\n",
+    "    \n",
+    "    # if data is too big to write in single step - make individual datasets by binning the `lat` dim (approx n= 50 latitudes at a time)\n",
+    "    grp_dim     = 'lat'\n",
+    "    bins        = round(len(dsout.lat)/50) \n",
+    "    _, datasets = zip(*dsout.groupby_bins(grp_dim, bins))\n",
+    "    print(len(datasets))\n",
+    "    assert sum([len(d[grp_dim]) for d in datasets]) == len(dsout[grp_dim])\n",
+    "    \n",
+    "    # export each chunk of 50-latitudes to a temporary location\n",
+    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
+    "        for ii, dds in enumerate(datasets):\n",
+    "            dds = dds.chunk(time=-1, lon=50, lat=50)\n",
+    "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
+    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
+    "                display(client)\n",
+    "                save_to_zarr(\n",
+    "                    ds=dds,\n",
+    "                    filename=filename,\n",
+    "                    mode='o',\n",
+    "                )\n",
+    "        \n",
+    "        # reassamble pieces and export joined\n",
+    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
+    "        \n",
+    "        # open the files as a combined multi-file dataset\n",
+    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)  \n",
+    "        \n",
+    "        # define the final chunking configuration\n",
+    "        final_chunks = dict(time=-1, lon=50, lat=50) \n",
+    "        \n",
+    "        # save the final combined dataset\n",
+    "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
+    "        with Client(n_workers=10) as c:\n",
+    "            display(client)\n",
+    "            save_to_zarr(\n",
+    "                    ds=ds.chunk(final_chunks),\n",
+    "                    filename=tmpzarr,\n",
+    "                    mode=\"o\",\n",
+    "                )\n",
+    "        # move the final combined file to the output location\n",
+    "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
+    "        shutil.move(tmpzarr, outzarr)\n",
+    "        \n",
+    "end_time = time.time()\n",
+    "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "369db0c5-ada0-45ce-b0fc-58a8500761e4",
+   "metadata": {},
+   "source": [
+    "Alternatively, if our goal is to calculate heatwave indicators over a longer time period but for a smaller spatial extent, we can manage memory more efficiently by splitting the data along the time dimension, such as into 5-year intervals."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "</defs>\n",
+       "</svg>\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+       " *\n",
+       " */\n",
+       "\n",
+       ":root {\n",
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+       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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+       "  --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",
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+       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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+       "\n",
+       "html[theme=dark],\n",
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+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --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",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\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",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\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;\n",
+       "Dimensions:  (lat: 230, lon: 0, time: 25933)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 42.1 42.2 42.3 42.4 42.5 ... 64.6 64.7 64.8 64.9 65.0\n",
+       "  * lon      (lon) float32 \n",
+       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-464a671e-9bdf-4849-94fd-c08a26861b5b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-464a671e-9bdf-4849-94fd-c08a26861b5b' 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'>lat</span>: 230</li><li><span class='xr-has-index'>lon</span>: 0</li><li><span class='xr-has-index'>time</span>: 25933</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a5d86b6d-dcc5-48f4-b683-73ae5a681c14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a5d86b6d-dcc5-48f4-b683-73ae5a681c14' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>42.1 42.2 42.3 ... 64.8 64.9 65.0</div><input id='attrs-4518bf8d-31b0-424c-b146-18129d3defca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4518bf8d-31b0-424c-b146-18129d3defca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d14475fc-7b0a-429a-9125-e2321fb8717f' class='xr-var-data-in' type='checkbox'><label for='data-d14475fc-7b0a-429a-9125-e2321fb8717f' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([42.1, 42.2, 42.3, ..., 64.8, 64.9, 65. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'></div><input id='attrs-bf27afec-547b-4bf8-94f7-85ddb1b53619' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf27afec-547b-4bf8-94f7-85ddb1b53619' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1b53ef2-da32-4ed8-96ae-a8c7cc3fea2a' class='xr-var-data-in' type='checkbox'><label for='data-b1b53ef2-da32-4ed8-96ae-a8c7cc3fea2a' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2020-12-31</div><input id='attrs-17a1423b-f8a8-4082-86d5-a383b6e1492a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17a1423b-f8a8-4082-86d5-a383b6e1492a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bcc4357-de70-4bdf-9418-294a8562a18e' class='xr-var-data-in' type='checkbox'><label for='data-9bcc4357-de70-4bdf-9418-294a8562a18e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
+       "       &#x27;1950-01-03T00:00:00.000000000&#x27;, ..., &#x27;2020-12-29T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2020-12-30T00:00:00.000000000&#x27;, &#x27;2020-12-31T00:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0c5fdd79-592c-45a8-8dbd-74e73a775e66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0c5fdd79-592c-45a8-8dbd-74e73a775e66' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-119d5582-c2af-472a-bf13-1ad82e6caf83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-119d5582-c2af-472a-bf13-1ad82e6caf83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ccdd1e6-da39-4fe4-af1a-419bbde565de' class='xr-var-data-in' type='checkbox'><label for='data-6ccdd1e6-da39-4fe4-af1a-419bbde565de' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 0 B </td>\n",
+       "                        <td> 0 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (25933, 230, 0) </td>\n",
+       "                        <td> (366, 50, 0) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 426 chunks in 3 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",
+       "        \n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-29c8f57b-ae9b-4905-9898-73f55b47e9c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29c8f57b-ae9b-4905-9898-73f55b47e9c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfb23875-5d59-4085-8590-946671646853' class='xr-var-data-in' type='checkbox'><label for='data-bfb23875-5d59-4085-8590-946671646853' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 0 B </td>\n",
+       "                        <td> 0 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (25933, 230, 0) </td>\n",
+       "                        <td> (366, 50, 0) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 426 chunks in 3 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",
+       "        \n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-60e67185-c070-4761-b657-f26b6e7ef9f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60e67185-c070-4761-b657-f26b6e7ef9f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ce26280-c36a-4a87-b20b-f1ef718b008d' class='xr-var-data-in' type='checkbox'><label for='data-0ce26280-c36a-4a87-b20b-f1ef718b008d' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 0 B </td>\n",
+       "                        <td> 0 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (25933, 230, 0) </td>\n",
+       "                        <td> (366, 50, 0) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 426 chunks in 3 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",
+       "        \n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-5920b392-e63e-46b5-8ee4-475791135a73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5920b392-e63e-46b5-8ee4-475791135a73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dbfc0cf-3e9a-4dea-94c3-320de2bbab76' class='xr-var-data-in' type='checkbox'><label for='data-6dbfc0cf-3e9a-4dea-94c3-320de2bbab76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 0 B </td>\n",
+       "                        <td> 0 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (25933, 230, 0) </td>\n",
+       "                        <td> (366, 50, 0) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 426 chunks in 3 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",
+       "        \n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-a421b477-6b7b-4aa5-a08d-7bf1f8781332' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a421b477-6b7b-4aa5-a08d-7bf1f8781332' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5156f2c-ac4a-4a98-ba34-ab5d72337df6' class='xr-var-data-in' type='checkbox'><label for='data-b5156f2c-ac4a-4a98-ba34-ab5d72337df6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</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> 0 B </td>\n",
+       "                        <td> 0 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (25933, 230, 0) </td>\n",
+       "                        <td> (366, 50, 0) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 426 chunks in 3 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",
+       "        \n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-03d3cf74-addd-4ffb-bb12-a2109008798d' class='xr-section-summary-in' type='checkbox'  ><label for='section-03d3cf74-addd-4ffb-bb12-a2109008798d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e909289b-9071-4885-898d-63fa33ba2a62' class='xr-index-data-in' type='checkbox'/><label for='index-e909289b-9071-4885-898d-63fa33ba2a62' 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([42.099998474121094,  42.20000076293945,  42.29999923706055,\n",
+       "       42.400001525878906,               42.5, 42.599998474121094,\n",
+       "        42.70000076293945,  42.79999923706055, 42.900001525878906,\n",
+       "                     43.0,\n",
+       "       ...\n",
+       "         64.0999984741211,  64.19999694824219,  64.30000305175781,\n",
+       "         64.4000015258789,               64.5,   64.5999984741211,\n",
+       "        64.69999694824219,  64.80000305175781,   64.9000015258789,\n",
+       "                     65.0],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=230))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7aea0b4d-e9e7-4497-9bfd-5fd8bb54a9a6' class='xr-index-data-in' type='checkbox'/><label for='index-7aea0b4d-e9e7-4497-9bfd-5fd8bb54a9a6' 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([], dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-10ff3d12-0541-4356-b52a-451631e997b2' class='xr-index-data-in' type='checkbox'/><label for='index-10ff3d12-0541-4356-b52a-451631e997b2' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
+       "               &#x27;1950-01-05&#x27;, &#x27;1950-01-06&#x27;, &#x27;1950-01-07&#x27;, &#x27;1950-01-08&#x27;,\n",
+       "               &#x27;1950-01-09&#x27;, &#x27;1950-01-10&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2020-12-22&#x27;, &#x27;2020-12-23&#x27;, &#x27;2020-12-24&#x27;, &#x27;2020-12-25&#x27;,\n",
+       "               &#x27;2020-12-26&#x27;, &#x27;2020-12-27&#x27;, &#x27;2020-12-28&#x27;, &#x27;2020-12-29&#x27;,\n",
+       "               &#x27;2020-12-30&#x27;, &#x27;2020-12-31&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=25933, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fb976442-4fdf-4f48-8928-0169a9e934e9' class='xr-section-summary-in' type='checkbox'  ><label for='section-fb976442-4fdf-4f48-8928-0169a9e934e9' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset>\n",
+       "Dimensions:  (lat: 230, lon: 0, time: 25933)\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 42.1 42.2 42.3 42.4 42.5 ... 64.6 64.7 64.8 64.9 65.0\n",
+       "  * lon      (lon) float32 \n",
+       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    tas      (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
+       "Attributes: (12/26)\n",
+       "    Conventions:          CF-1.8\n",
+       "    cell_methods:         time: mean (interval: 1 day)\n",
+       "    data_specs_version:   00.00.07\n",
+       "    domain:               NAM\n",
+       "    format:               netcdf\n",
+       "    frequency:            day\n",
+       "    ...                   ...\n",
+       "    dataset_description:  https://www.ecmwf.int/en/era5-land\n",
+       "    license_type:         permissive\n",
+       "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
+       "    attribution:          Contains modified Copernicus Climate Change Service...\n",
+       "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">96c53251</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-23a044ab-06a5-4c05-82eb-7080f2c5388c</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39115\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40881\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40105/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40105/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46051\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> /tmp/dask-scratch-space/worker-u7uopkut\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41259\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44237/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44237/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33695\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> /tmp/dask-scratch-space/worker-2ckpl417\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://127.0.0.1:43159\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37411/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37411/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43153\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> /tmp/dask-scratch-space/worker-t2mgpnfb\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://127.0.0.1:42005\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38491/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38491/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45529\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> /tmp/dask-scratch-space/worker-rbd8e7xo\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://127.0.0.1:42985\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42881/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42881/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35457\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> /tmp/dask-scratch-space/worker-x5k56gpa\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://127.0.0.1:39115' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8f4c7754-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f4c7750c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-40a5f00a-ff20-4c68-96f5-6aa563cc7ee0</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:40359\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41037\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34971/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34971/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45939\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> /tmp/dask-scratch-space/worker-rx_wn98o\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34899\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42541/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42541/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44755\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> /tmp/dask-scratch-space/worker-rz_c7vsw\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://127.0.0.1:34533\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38619/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38619/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\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> /tmp/dask-scratch-space/worker-9rqivyz9\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://127.0.0.1:35549\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44097/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44097/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36785\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> /tmp/dask-scratch-space/worker-bksoxh8p\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://127.0.0.1:33039\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34555/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34555/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35171\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> /tmp/dask-scratch-space/worker-wofzgxpt\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://127.0.0.1:40359' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-903b3e74-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8c6eb6d9</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-91c151e8-8fa9-457b-8684-30497815685b</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34389\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33999\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45475/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45475/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43255\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> /tmp/dask-scratch-space/worker-6xb5l87b\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46809\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34409\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> /tmp/dask-scratch-space/worker-2oklsv8c\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://127.0.0.1:32773\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46145/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46145/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46155\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> /tmp/dask-scratch-space/worker-a360xk9l\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://127.0.0.1:35551\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39377/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46701\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> /tmp/dask-scratch-space/worker-4465nbxz\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://127.0.0.1:46805\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44371/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44371/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45485\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> /tmp/dask-scratch-space/worker-4c6wuy2b\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://127.0.0.1:34389' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9119f10f-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">876a6276</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-46c3fb77-ca74-4f33-87f3-3edb06de0a3d</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46517\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37713\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39439/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39439/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33427\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> /tmp/dask-scratch-space/worker-2n2ol863\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38357\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37017/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37017/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36203\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> /tmp/dask-scratch-space/worker-8vq6cga4\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://127.0.0.1:33067\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45881/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45881/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45941\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> /tmp/dask-scratch-space/worker-9cg5391g\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://127.0.0.1:38405\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37553/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37553/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43405\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> /tmp/dask-scratch-space/worker-1c2s90kj\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://127.0.0.1:45999\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38569/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38569/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40627\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> /tmp/dask-scratch-space/worker-o3r7voxa\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://127.0.0.1:46517' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
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+    },
+    {
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+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-91fb43aa-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
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+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
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+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">fc83d812</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-e1bf9663-17d5-43cc-96f3-c0545d58066b</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:40843\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43123\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38007/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38007/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34497\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> /tmp/dask-scratch-space/worker-dprgh5kd\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40575\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34503/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34503/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43307\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> /tmp/dask-scratch-space/worker-gsrx4wt8\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://127.0.0.1:39365\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39617/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39617/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45969\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> /tmp/dask-scratch-space/worker-5pdzkcm3\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://127.0.0.1:46263\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38675/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38675/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38183\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-0qsswbht\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://127.0.0.1:36907\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46459/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46459/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34641\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> /tmp/dask-scratch-space/worker-hgbwljvo\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://127.0.0.1:40843' processes=5 threads=10, memory=18.63 GiB>"
+      ]
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+     "output_type": "display_data"
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+    {
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+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-92db8201-a07d-11ef-9e54-0242ac12000c</p>\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",
+       "        \n",
+       "        </tr>\n",
+       "\n",
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+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
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+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">23ffef01</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-dd086852-29a1-42cf-9f1e-0aaebb3251d2</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44053\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38151\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36847/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36847/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39641\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> /tmp/dask-scratch-space/worker-oe3s5g7z\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36965\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45995/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45995/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42305\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> /tmp/dask-scratch-space/worker-ym47_hxz\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://127.0.0.1:44501\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36835/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36835/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35067\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> /tmp/dask-scratch-space/worker-wyd898sp\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://127.0.0.1:33577\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39017/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39017/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40631\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> /tmp/dask-scratch-space/worker-knu_k_32\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://127.0.0.1:38239\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46505\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> /tmp/dask-scratch-space/worker-ac5ftesv\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://127.0.0.1:44053' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-93b65bfb-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e82ab823</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-a01335c0-fe3f-4092-97fb-a33797b61703</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46365\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37769\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42867/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42867/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42457\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> /tmp/dask-scratch-space/worker-055dnevn\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46665\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41861/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41861/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35109\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> /tmp/dask-scratch-space/worker-vqkyadfb\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://127.0.0.1:36619\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41121/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41121/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36507\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> /tmp/dask-scratch-space/worker-8oaklrju\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://127.0.0.1:40575\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43631/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43631/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41191\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> /tmp/dask-scratch-space/worker-fje5lbwu\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://127.0.0.1:42695\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35717/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35717/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39777\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> /tmp/dask-scratch-space/worker-qfuq_oql\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://127.0.0.1:46365' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-94957fd7-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">86b0dbee</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7b0e7815-48a4-4f20-a629-7ee1ed7176af</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41319\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42025\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40643/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40643/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42847\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> /tmp/dask-scratch-space/worker-ge870ntq\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39333\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39185/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39185/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45451\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> /tmp/dask-scratch-space/worker-ens9unm1\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://127.0.0.1:42265\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42021\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> /tmp/dask-scratch-space/worker-zl0i5d5a\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://127.0.0.1:44407\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37151/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37151/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45903\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> /tmp/dask-scratch-space/worker-hygsg5qs\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://127.0.0.1:43445\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37897/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37897/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37177\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> /tmp/dask-scratch-space/worker-eau89iux\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://127.0.0.1:41319' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-956f3a71-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">bfa77138</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7b4c1b38-b105-4a4a-a394-f7c02a1e52ef</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36861\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33113\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33143/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33143/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33229\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> /tmp/dask-scratch-space/worker-jt9xlgku\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38481\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46709/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46709/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38917\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> /tmp/dask-scratch-space/worker-jeakac77\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://127.0.0.1:38093\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44057/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44057/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37537\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> /tmp/dask-scratch-space/worker-9ji0n5x7\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://127.0.0.1:41739\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43521/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43521/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40155\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> /tmp/dask-scratch-space/worker-wh48cuaa\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://127.0.0.1:44749\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37035/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37035/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33569\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> /tmp/dask-scratch-space/worker-6m9cexi9\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://127.0.0.1:36861' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
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+    },
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+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9648a244-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
+       "\n",
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+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">4b5d3876</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b2316176-eca6-4372-b220-4e542b353b0e</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36045\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33771\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46163/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46163/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44713\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> /tmp/dask-scratch-space/worker-e566cfzc\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44941\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41469/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41469/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36991\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> /tmp/dask-scratch-space/worker-zsso_u8o\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://127.0.0.1:42815\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45421/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45421/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38229\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> /tmp/dask-scratch-space/worker-z_bxg7n5\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://127.0.0.1:44689\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41077/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41077/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42151\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> /tmp/dask-scratch-space/worker-b_5042x0\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://127.0.0.1:45411\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38891/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38891/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38519\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> /tmp/dask-scratch-space/worker-5x1cqdij\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>"
+      ],
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+       "<Client: 'tcp://127.0.0.1:36045' processes=5 threads=10, memory=18.63 GiB>"
+      ]
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+    },
+    {
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+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-97226655-a07d-11ef-9e54-0242ac12000c</p>\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",
+       "        \n",
+       "        </tr>\n",
+       "\n",
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+       "                <td style=\"text-align: left;\">\n",
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+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ab9a4b66</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8cdf5451-8e3f-4697-b55f-15e9c7bf8654</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:40293\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44579\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37893/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37893/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34965\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> /tmp/dask-scratch-space/worker-ql1q64a3\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41923\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33377/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38875\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> /tmp/dask-scratch-space/worker-8tufgpka\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://127.0.0.1:40889\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38649/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38649/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44235\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> /tmp/dask-scratch-space/worker-sdm9f01e\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://127.0.0.1:34733\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35445/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35445/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41293\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> /tmp/dask-scratch-space/worker-22bbqnnt\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://127.0.0.1:44781\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35755/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35755/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40983\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> /tmp/dask-scratch-space/worker-w_gvh68r\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://127.0.0.1:40293' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-97fae801-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">da925a80</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-56ad65e2-95b1-4714-9471-63d06918bd69</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36863\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40805\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39251/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39251/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34963\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> /tmp/dask-scratch-space/worker-gm9ujw3j\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42469\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33783/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33783/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37709\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> /tmp/dask-scratch-space/worker-1cexz6mn\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://127.0.0.1:35139\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38813/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38813/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42915\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> /tmp/dask-scratch-space/worker-l93n9jub\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://127.0.0.1:39923\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36929/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36929/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36843\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> /tmp/dask-scratch-space/worker-ubc5z5ri\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://127.0.0.1:36117\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34713/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38303\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> /tmp/dask-scratch-space/worker-9rabi6m9\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://127.0.0.1:36863' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-98d41c9e-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">bac0f35f</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-92ac6b01-c73d-4196-8a02-e0b64b0d5ff0</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36105\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36909\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40113/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40113/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43797\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> /tmp/dask-scratch-space/worker-whx2hktv\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33889\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40051/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40051/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45851\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> /tmp/dask-scratch-space/worker-877oeuhu\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://127.0.0.1:43045\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34465/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34465/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41043\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> /tmp/dask-scratch-space/worker-zzt14i96\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://127.0.0.1:45599\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36933/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36933/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45827\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> /tmp/dask-scratch-space/worker-jqsmj9r0\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://127.0.0.1:37393\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37595/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37595/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36293\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> /tmp/dask-scratch-space/worker-hgzyvrc8\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://127.0.0.1:36105' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-99aeea73-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">aa130ea9</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4c5eb92f-47bf-4ab9-92bf-7359f062ad10</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46673\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34345\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42573/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34129\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> /tmp/dask-scratch-space/worker-3x2jeb6g\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37449\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39821/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39821/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39101\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> /tmp/dask-scratch-space/worker-5nf2v4h8\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://127.0.0.1:42907\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42999/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42999/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41419\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> /tmp/dask-scratch-space/worker-qq4fpijy\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://127.0.0.1:33587\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40789/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40789/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44683\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> /tmp/dask-scratch-space/worker-iiqj49c8\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://127.0.0.1:43093\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35683\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> /tmp/dask-scratch-space/worker-hk7ppjxh\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://127.0.0.1:46673' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
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+    },
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+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9a8aed0a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
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+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">fa2b84b9</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 5\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 10\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 18.63 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-fcb73a62-09a4-476b-85fa-13a44a7f300d</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:43183\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 5\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 10\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> 18.63 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45675\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38773/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38773/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36913\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> /tmp/dask-scratch-space/worker-f0ot8t_p\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40271\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39287/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39287/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33835\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> /tmp/dask-scratch-space/worker-blndtchc\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://127.0.0.1:41569\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38447/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38447/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40095\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> /tmp/dask-scratch-space/worker-ggn8tjf2\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://127.0.0.1:36161\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36179/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36179/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45287\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> /tmp/dask-scratch-space/worker-sbwf62do\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://127.0.0.1:34801\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 2\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36899/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36899/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 3.73 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46847\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> /tmp/dask-scratch-space/worker-pgbogqdo\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://127.0.0.1:43183' processes=5 threads=10, memory=18.63 GiB>"
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9a8aed0a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
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+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
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+       "\n",
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+       "\n",
+       "        \n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" }'>\n",
+       "                Launch dashboard in JupyterLab\n",
+       "            </button>\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">fa2b84b9</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 0\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 0\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 0 B\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left;\"><strong>Status:</strong> closed</td>\n",
+       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
+       "</tr>\n",
+       "\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-fcb73a62-09a4-476b-85fa-13a44a7f300d</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:43183\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 0\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Started:</strong> Just now\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total memory:</strong> 0 B\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "\n",
+       "    </details>\n",
+       "</div>\n",
+       "\n",
+       "        </details>\n",
+       "    </div>\n",
+       "</div>\n",
+       "            </details>\n",
+       "        \n",
+       "\n",
+       "    </div>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "<Client: No scheduler connected>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total computation time: 24.60 seconds\n"
+     ]
+    }
+   ],
+   "source": [
+    "import xarray as xr\n",
+    "from xclim import atmos\n",
+    "from pathlib import Path\n",
+    "from xscen.io import save_to_zarr\n",
+    "from tempfile import TemporaryDirectory\n",
+    "from dask.distributed import Client\n",
+    "import shutil\n",
+    "import pandas as pd\n",
+    "import time\n",
+    "\n",
+    "start_time = time.time()\n",
+    "\n",
+    "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
+    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "\n",
+    "# this time, let's focus our analysis on a smaller region and a longer time period  \n",
+    "ds = ds.sel(time=slice('1950-01-01', '2020-12-31'), lat=slice(42.1, 65.0), lon=slice(-12.5, -20.0))\n",
+    "\n",
+    "display(ds)\n",
+    "\n",
+    "dsout = xr.Dataset(attrs=ds.attrs)\n",
+    "\n",
+    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False)\n",
+    "dsout[out.name] = out\n",
+    "\n",
+    "outzarr = Path('output').joinpath('heat_wave_total_length_temporal_example.zarr')\n",
+    "\n",
+    "if not outzarr.exists():\n",
+    "    \n",
+    "    # resample into 5-year intervals\n",
+    "    _, datasets = zip(*dsout.resample(time='5YS'))\n",
+    "\n",
+    "    # export each 5-year chunk to a temporary location\n",
+    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
+    "        for ii, dds in enumerate(datasets):\n",
+    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))  \n",
+    "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
+    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
+    "                display(client)\n",
+    "                save_to_zarr(\n",
+    "                    ds=dds,\n",
+    "                    filename=filename,\n",
+    "                    mode='o',\n",
+    "                )\n",
+    "        \n",
+    "        # reassemble the 5-year chunks into a single dataset\n",
+    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
+    "        \n",
+    "        # open the files as a combined multi-file dataset\n",
+    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)\n",
+    "        \n",
+    "        # define the final chunking configuration\n",
+    "        final_chunks = dict(time=12*50, lon=50, lat=50)\n",
+    "        \n",
+    "        # save the final combined dataset\n",
+    "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
+    "        with Client(n_workers=10) as c:\n",
+    "            display(client)\n",
+    "            save_to_zarr(\n",
+    "                ds=ds.chunk(final_chunks),\n",
+    "                filename=tmpzarr,\n",
+    "                mode=\"o\",\n",
+    "            )\n",
+    "            \n",
+    "        # move the final combined file to the output location\n",
+    "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
+    "        shutil.move(tmpzarr, outzarr)\n",
+    "        \n",
+    "end_time = time.time()\n",
+    "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "971d3b5d-3c2b-4544-8fa5-20f692c39053",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From facb87e47203c9bf73ce5640b743f068c4a72140 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 20 Nov 2024 17:09:21 +0000
Subject: [PATCH 02/10] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 288 ++++++++++--------
 1 file changed, 153 insertions(+), 135 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index 7778a9f..ad0858f 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b898ae93-3234-44b1-a88f-5aa0c1d8f6b9",
+   "id": "0",
    "metadata": {},
    "source": [
     "# Processing Large Climate Datasets with Dask and Xarray\n",
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "9f12da60-e3df-4172-a9cb-e014801ba7c9",
+   "id": "1",
    "metadata": {
     "tags": []
    },
@@ -29,7 +29,7 @@
     }
    ],
    "source": [
-    "import xarray as xr \n",
+    "import xarray as xr\n",
     "\n",
     "# open the daily ERA5-land dataset as an example\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
@@ -38,12 +38,12 @@
     "ds = xr.open_dataset(url, decode_times=False, chunks={})\n",
     "\n",
     "# `._ChunkSizes` attribute shows the chunk structure of the variable\n",
-    "print(ds['tas']._ChunkSizes)"
+    "print(ds[\"tas\"]._ChunkSizes)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "1ab719a3-3de0-4344-aa9a-2836d4a099ed",
+   "id": "2",
    "metadata": {
     "tags": []
    },
@@ -58,7 +58,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "4d646c97-eda5-4070-aa54-19ce91d908dc",
+   "id": "3",
    "metadata": {},
    "outputs": [
     {
@@ -72,7 +72,7 @@
    ],
    "source": [
     "# open dataset with unaligned chunks\n",
-    "ds = xr.open_dataset(url, chunks={'time': 200, 'lat': 30, 'lon': 30})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": 200, \"lat\": 30, \"lon\": 30})\n",
     "\n",
     "# resample the 'tas' variable to yearly means\n",
     "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
@@ -81,7 +81,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "a449349b-a339-4d96-aa33-12a97d9ec51e",
+   "id": "4",
    "metadata": {
     "tags": []
    },
@@ -97,7 +97,7 @@
    ],
    "source": [
     "# open dataset with aligned chunks\n",
-    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
     "\n",
     "# resample the 'tas' variable to yearly means\n",
     "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
@@ -105,7 +105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a56ac9-2d80-43ef-a283-12a2e2d42bfd",
+   "id": "5",
    "metadata": {},
    "source": [
     "Aligning the chunks reduced the computation time from approximately 3 minutes to 1 minute, by allowing Dask to load only the required data and avoid excessive memory usage and I/O operations. "
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2422a144-7765-4d29-9703-93d0c54a4c02",
+   "id": "6",
    "metadata": {},
    "source": [
     "### How to do parallel processing with Dask Distributed Client? \n",
@@ -131,7 +131,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "73765dbb-3bf7-4814-b44e-6246713275de",
+   "id": "7",
    "metadata": {
     "tags": []
    },
@@ -1689,33 +1689,37 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
+    "import time\n",
     "from pathlib import Path\n",
-    "from dask.distributed import Client\n",
+    "\n",
+    "import psutil\n",
+    "import xarray as xr\n",
     "from dask import compute\n",
-    "import psutil  \n",
-    "import time\n",
+    "from dask.distributed import Client\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "# function to compute the yearly mean for each variable \n",
+    "# function to compute the yearly mean for each variable\n",
+    "\n",
+    "\n",
     "def compute_yearly_mean(ds, var_name):\n",
     "    var = ds[var_name]\n",
-    "    yearly_mean = var.resample(time='YS').mean()\n",
+    "    yearly_mean = var.resample(time=\"YS\").mean()\n",
     "    return yearly_mean\n",
     "\n",
+    "\n",
     "# set up Dask client within a context manager\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
     "    # display the Dask Dashboard\n",
     "    display(client)\n",
     "\n",
     "    # open the dataset with on-disk chunking structure\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon':50}) \n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
     "    display(ds)\n",
     "\n",
     "    # select data for the year 1981\n",
-    "    ds = ds.sel(time=slice('1981-01-01', '1981-12-31'))\n",
+    "    ds = ds.sel(time=slice(\"1981-01-01\", \"1981-12-31\"))\n",
     "\n",
     "    variables = list(ds.data_vars)\n",
     "\n",
@@ -1726,7 +1730,7 @@
     "        if not output_path.exists():\n",
     "            yearly_mean = compute_yearly_mean(ds, var_name)\n",
     "            # save to Zarr with compute=False to get a delayed task object\n",
-    "            delayed_task = yearly_mean.to_zarr(output_path, mode='w', compute=False)\n",
+    "            delayed_task = yearly_mean.to_zarr(output_path, mode=\"w\", compute=False)\n",
     "            tasks.append(delayed_task)\n",
     "\n",
     "    # trigger the execution of all delayed tasks\n",
@@ -1739,12 +1743,12 @@
     "\n",
     "end_time = time.time()\n",
     "elapsed_time = end_time - start_time\n",
-    "print(f'Total computation time: {elapsed_time:.2f} seconds')"
+    "print(f\"Total computation time: {elapsed_time:.2f} seconds\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "e9cee3ca-a916-4d16-aab8-75dc3692217c",
+   "id": "8",
    "metadata": {},
    "source": [
     "Let’s look at a more complex analysis involving heatwave indicators. Here, I calculate two climate indicators, `heat_wave_total_length` and `heat_wave_frequency`, using the `atmos` submodule from the `xclim` library. Both indicators rely on the same input data (`tasmin` and `tasmax`), so I create a pipeline of delayed tasks, which minimizes I/O operations by keeping the data in memory until both indicators are calculated and saved."
@@ -1753,7 +1757,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
+   "id": "9",
    "metadata": {
     "tags": []
    },
@@ -3512,30 +3516,35 @@
     }
    ],
    "source": [
-    "from pathlib import Path\n",
-    "from dask.distributed import Client\n",
     "import time\n",
-    "from xclim import atmos\n",
+    "from pathlib import Path\n",
+    "\n",
+    "import psutil\n",
     "import xarray as xr\n",
     "from dask import compute\n",
-    "import psutil  \n",
+    "from dask.distributed import Client\n",
+    "from xclim import atmos\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
     "    display(client)\n",
-    "    \n",
+    "\n",
     "    # load data using on-disk chunk sizes\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
-    "    \n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "\n",
     "    # we're interested in the 1991-2010 period for our heatwave analysis\n",
-    "    ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
-    "    \n",
+    "    ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
+    "\n",
     "    display(ds)\n",
     "\n",
     "    # list of heatwave indicator functions\n",
-    "    indicators = [atmos.heat_wave_total_length, atmos.heat_wave_frequency, atmos._precip.precip_accumulation] \n",
+    "    indicators = [\n",
+    "        atmos.heat_wave_total_length,\n",
+    "        atmos.heat_wave_frequency,\n",
+    "        atmos._precip.precip_accumulation,\n",
+    "    ]\n",
     "    tasks = []\n",
     "    for indicator in indicators:\n",
     "        ds_out = xr.Dataset(attrs=ds.attrs)  # create a new dataset for each indicator\n",
@@ -3544,41 +3553,37 @@
     "            # calculate indicator\n",
     "            out = indicator(\n",
     "                ds=ds,\n",
-    "                freq='YS',\n",
-    "            )\n",
-    "        else: \n",
-    "            out = indicator(\n",
-    "                ds=ds,\n",
-    "                freq='YS',\n",
-    "                resample_before_rl=False\n",
+    "                freq=\"YS\",\n",
     "            )\n",
-    "            \n",
-    "        out = out.chunk({'time': -1, 'lat': 50, 'lon': 50})\n",
+    "        else:\n",
+    "            out = indicator(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
+    "\n",
+    "        out = out.chunk({\"time\": -1, \"lat\": 50, \"lon\": 50})\n",
     "        ds_out[out.name] = out\n",
     "\n",
-    "        output_path = Path(f'heatwave_output_ex1/{out.name}_1991-2010.zarr')\n",
+    "        output_path = Path(f\"heatwave_output_ex1/{out.name}_1991-2010.zarr\")\n",
     "        output_path.parent.mkdir(parents=True, exist_ok=True)\n",
     "\n",
     "        if not output_path.exists():\n",
-    "            # save to Zarr with compute=False to get a delayed task object            \n",
-    "            delayed_task = ds_out.to_zarr(output_path, mode='w', compute=False)\n",
+    "            # save to Zarr with compute=False to get a delayed task object\n",
+    "            delayed_task = ds_out.to_zarr(output_path, mode=\"w\", compute=False)\n",
     "            tasks.append(delayed_task)\n",
     "\n",
-    "    # trigger computation \n",
+    "    # trigger computation\n",
     "    compute(*tasks)\n",
-    "    \n",
+    "\n",
     "    # fetch memory usage from all workers and display the total usage\n",
     "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
     "    total_memory = sum(worker_memory.values())\n",
     "    print(f\"Total memory usage across all workers: {total_memory / 1e9:.2f} GB\")\n",
-    "            \n",
+    "\n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "12d29293-ad43-44f5-8d4a-1ecdbf8574ce",
+   "id": "10",
    "metadata": {},
    "source": [
     "### What can we do when we have large task graphs / large memory footprint? \n",
@@ -3590,7 +3595,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
+   "id": "11",
    "metadata": {},
    "outputs": [
     {
@@ -5367,53 +5372,54 @@
     }
    ],
    "source": [
+    "import time\n",
     "from pathlib import Path\n",
+    "\n",
+    "import psutil\n",
+    "from dask import compute\n",
     "from dask.distributed import Client\n",
-    "import time\n",
     "from xclim import atmos\n",
-    "from dask import compute\n",
-    "import psutil  \n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
     "    display(client)\n",
-    "    \n",
+    "\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
-    "    \n",
-    "    ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
-    "    \n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "\n",
+    "    ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
+    "\n",
     "    display(ds)\n",
     "\n",
-    "    indicators = [atmos.heat_wave_total_length, atmos.heat_wave_frequency, atmos._precip.precip_accumulation]  \n",
+    "    indicators = [\n",
+    "        atmos.heat_wave_total_length,\n",
+    "        atmos.heat_wave_frequency,\n",
+    "        atmos._precip.precip_accumulation,\n",
+    "    ]\n",
     "\n",
     "    for indicator in indicators:\n",
-    "        ds_out = xr.Dataset(attrs=ds.attrs) \n",
-    "        \n",
+    "        ds_out = xr.Dataset(attrs=ds.attrs)\n",
+    "\n",
     "        if indicator == atmos._precip.precip_accumulation:\n",
     "            # calculate indicator\n",
     "            out = indicator(\n",
     "                ds=ds,\n",
-    "                freq='YS',\n",
+    "                freq=\"YS\",\n",
     "            )\n",
-    "        else: \n",
-    "            out = indicator(\n",
-    "                ds=ds,\n",
-    "                freq='YS',\n",
-    "                resample_before_rl=False\n",
-    "            )\n",
-    "            \n",
-    "        out = out.chunk({'time': -1, 'lat': 50, 'lon': 50})\n",
+    "        else:\n",
+    "            out = indicator(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
+    "\n",
+    "        out = out.chunk({\"time\": -1, \"lat\": 50, \"lon\": 50})\n",
     "        ds_out[out.name] = out\n",
     "\n",
-    "        output_path = Path(f'heatwave_output_ex2/{out.name}_1991-2010.zarr')\n",
+    "        output_path = Path(f\"heatwave_output_ex2/{out.name}_1991-2010.zarr\")\n",
     "        output_path.parent.mkdir(parents=True, exist_ok=True)\n",
     "\n",
     "        if not output_path.exists():\n",
     "            # save to Zarr, triggering computation immediately\n",
     "            ds_out.to_zarr(output_path)\n",
-    "    \n",
+    "\n",
     "    # fetch memory usage from all workers and display the total usage\n",
     "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
     "    total_memory = sum(worker_memory.values())\n",
@@ -5425,7 +5431,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3849655b-5c02-444a-a5ce-f3e788f5242f",
+   "id": "12",
    "metadata": {},
    "source": [
     "Even with the sequential computation approach, there may be scenarios where the heatwave indicator data is still too large to write in a single step. In such cases, an effective strategy is to split the dataset into smaller, manageable spatial chunks, which would allow for more efficient processing and data writing.\n",
@@ -5436,7 +5442,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
+   "id": "13",
    "metadata": {
     "tags": []
    },
@@ -12713,22 +12719,23 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
-    "from xclim import atmos\n",
+    "import shutil\n",
+    "import time\n",
     "from pathlib import Path\n",
-    "from xscen.io import save_to_zarr\n",
     "from tempfile import TemporaryDirectory\n",
+    "\n",
+    "import xarray as xr\n",
     "from dask.distributed import Client\n",
-    "import shutil\n",
-    "import time\n",
+    "from xclim import atmos\n",
+    "from xscen.io import save_to_zarr\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
     "\n",
     "# we're interested in the 1991-2010 period for our heatwave analysis\n",
-    "ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
+    "ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
     "\n",
     "display(ds)\n",
     "\n",
@@ -12736,62 +12743,66 @@
     "dsout = xr.Dataset(attrs=ds.attrs)\n",
     "\n",
     "# xclim calculation on entire dataset\n",
-    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False) # Heat_wave calculation where heat-waves could cross calendar years\n",
+    "out = atmos.heat_wave_total_length(\n",
+    "    ds=ds, freq=\"YS\", resample_before_rl=False\n",
+    ")  # Heat_wave calculation where heat-waves could cross calendar years\n",
     "dsout[out.name] = out\n",
     "\n",
-    "outzarr = Path('output').joinpath('heat_wave_total_length_spatial_example.zarr')\n",
+    "outzarr = Path(\"output\").joinpath(\"heat_wave_total_length_spatial_example.zarr\")\n",
     "\n",
     "if not outzarr.exists():\n",
-    "    \n",
+    "\n",
     "    # if data is too big to write in single step - make individual datasets by binning the `lat` dim (approx n= 50 latitudes at a time)\n",
-    "    grp_dim     = 'lat'\n",
-    "    bins        = round(len(dsout.lat)/50) \n",
+    "    grp_dim = \"lat\"\n",
+    "    bins = round(len(dsout.lat) / 50)\n",
     "    _, datasets = zip(*dsout.groupby_bins(grp_dim, bins))\n",
     "    print(len(datasets))\n",
     "    assert sum([len(d[grp_dim]) for d in datasets]) == len(dsout[grp_dim])\n",
-    "    \n",
+    "\n",
     "    # export each chunk of 50-latitudes to a temporary location\n",
-    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
+    "    with TemporaryDirectory(prefix=\"output\", dir=\".\") as outtmp:\n",
     "        for ii, dds in enumerate(datasets):\n",
     "            dds = dds.chunk(time=-1, lon=50, lat=50)\n",
     "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
-    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
+    "            with Client(\n",
+    "                n_workers=5, threads_per_worker=2, memory_limit=\"4GB\"\n",
+    "            ) as client:\n",
     "                display(client)\n",
     "                save_to_zarr(\n",
     "                    ds=dds,\n",
     "                    filename=filename,\n",
-    "                    mode='o',\n",
+    "                    mode=\"o\",\n",
     "                )\n",
-    "        \n",
+    "\n",
     "        # reassamble pieces and export joined\n",
-    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
-    "        \n",
+    "        inzarrs = sorted(list(filename.parent.glob(f\"*.zarr\")))\n",
+    "\n",
     "        # open the files as a combined multi-file dataset\n",
-    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)  \n",
-    "        \n",
+    "        ds = xr.open_mfdataset(inzarrs, engine=\"zarr\", decode_timedelta=False)\n",
+    "\n",
     "        # define the final chunking configuration\n",
-    "        final_chunks = dict(time=-1, lon=50, lat=50) \n",
-    "        \n",
+    "        final_chunks = dict(time=-1, lon=50, lat=50)\n",
+    "\n",
     "        # save the final combined dataset\n",
     "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
     "        with Client(n_workers=10) as c:\n",
     "            display(client)\n",
     "            save_to_zarr(\n",
-    "                    ds=ds.chunk(final_chunks),\n",
-    "                    filename=tmpzarr,\n",
-    "                    mode=\"o\",\n",
-    "                )\n",
+    "                ds=ds.chunk(final_chunks),\n",
+    "                filename=tmpzarr,\n",
+    "                mode=\"o\",\n",
+    "            )\n",
     "        # move the final combined file to the output location\n",
     "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
     "        shutil.move(tmpzarr, outzarr)\n",
-    "        \n",
+    "\n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "369db0c5-ada0-45ce-b0fc-58a8500761e4",
+   "id": "14",
    "metadata": {},
    "source": [
     "Alternatively, if our goal is to calculate heatwave indicators over a longer time period but for a smaller spatial extent, we can manage memory more efficiently by splitting the data along the time dimension, such as into 5-year intervals."
@@ -12800,7 +12811,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
+   "id": "15",
    "metadata": {
     "tags": []
    },
@@ -18996,60 +19007,67 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
-    "from xclim import atmos\n",
+    "import shutil\n",
+    "import time\n",
     "from pathlib import Path\n",
-    "from xscen.io import save_to_zarr\n",
     "from tempfile import TemporaryDirectory\n",
-    "from dask.distributed import Client\n",
-    "import shutil\n",
+    "\n",
     "import pandas as pd\n",
-    "import time\n",
+    "import xarray as xr\n",
+    "from dask.distributed import Client\n",
+    "from xclim import atmos\n",
+    "from xscen.io import save_to_zarr\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon': 50})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
     "\n",
-    "# this time, let's focus our analysis on a smaller region and a longer time period  \n",
-    "ds = ds.sel(time=slice('1950-01-01', '2020-12-31'), lat=slice(42.1, 65.0), lon=slice(-12.5, -20.0))\n",
+    "# this time, let's focus our analysis on a smaller region and a longer time period\n",
+    "ds = ds.sel(\n",
+    "    time=slice(\"1950-01-01\", \"2020-12-31\"),\n",
+    "    lat=slice(42.1, 65.0),\n",
+    "    lon=slice(-12.5, -20.0),\n",
+    ")\n",
     "\n",
     "display(ds)\n",
     "\n",
     "dsout = xr.Dataset(attrs=ds.attrs)\n",
     "\n",
-    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False)\n",
+    "out = atmos.heat_wave_total_length(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
     "dsout[out.name] = out\n",
     "\n",
-    "outzarr = Path('output').joinpath('heat_wave_total_length_temporal_example.zarr')\n",
+    "outzarr = Path(\"output\").joinpath(\"heat_wave_total_length_temporal_example.zarr\")\n",
     "\n",
     "if not outzarr.exists():\n",
-    "    \n",
+    "\n",
     "    # resample into 5-year intervals\n",
-    "    _, datasets = zip(*dsout.resample(time='5YS'))\n",
+    "    _, datasets = zip(*dsout.resample(time=\"5YS\"))\n",
     "\n",
     "    # export each 5-year chunk to a temporary location\n",
-    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
+    "    with TemporaryDirectory(prefix=\"output\", dir=\".\") as outtmp:\n",
     "        for ii, dds in enumerate(datasets):\n",
-    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))  \n",
+    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))\n",
     "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
-    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
+    "            with Client(\n",
+    "                n_workers=5, threads_per_worker=2, memory_limit=\"4GB\"\n",
+    "            ) as client:\n",
     "                display(client)\n",
     "                save_to_zarr(\n",
     "                    ds=dds,\n",
     "                    filename=filename,\n",
-    "                    mode='o',\n",
+    "                    mode=\"o\",\n",
     "                )\n",
-    "        \n",
+    "\n",
     "        # reassemble the 5-year chunks into a single dataset\n",
-    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
-    "        \n",
+    "        inzarrs = sorted(list(filename.parent.glob(f\"*.zarr\")))\n",
+    "\n",
     "        # open the files as a combined multi-file dataset\n",
-    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)\n",
-    "        \n",
+    "        ds = xr.open_mfdataset(inzarrs, engine=\"zarr\", decode_timedelta=False)\n",
+    "\n",
     "        # define the final chunking configuration\n",
-    "        final_chunks = dict(time=12*50, lon=50, lat=50)\n",
-    "        \n",
+    "        final_chunks = dict(time=12 * 50, lon=50, lat=50)\n",
+    "\n",
     "        # save the final combined dataset\n",
     "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
     "        with Client(n_workers=10) as c:\n",
@@ -19059,11 +19077,11 @@
     "                filename=tmpzarr,\n",
     "                mode=\"o\",\n",
     "            )\n",
-    "            \n",
+    "\n",
     "        # move the final combined file to the output location\n",
     "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
     "        shutil.move(tmpzarr, outzarr)\n",
-    "        \n",
+    "\n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]
@@ -19071,7 +19089,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "971d3b5d-3c2b-4544-8fa5-20f692c39053",
+   "id": "16",
    "metadata": {},
    "outputs": [],
    "source": []

From 4faa90a6089ed99bfb6e3efecfe0c8c8521e3a0f Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Sat, 18 Jan 2025 00:51:32 -0500
Subject: [PATCH 03/10] Replaced FAQ_dask_parallel.ipynb with an updated
 version

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 3650 +++++++++--------
 1 file changed, 1858 insertions(+), 1792 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index ad0858f..10944cc 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -2,20 +2,20 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0",
+   "id": "b898ae93-3234-44b1-a88f-5aa0c1d8f6b9",
    "metadata": {},
    "source": [
     "# Processing Large Climate Datasets with Dask and Xarray\n",
     "### How to align memory chunks with on-disk chunks?\n",
-    "Datasets on PAVICS are stored on disk in chunks (small blocks of data) which Dask processes one at a time. To efficiently process large datasets and prevent memory overloads, aligning in-memory chunks with the on-disk chunk structure is essential. This allows Dask to load and process data in a way that minimizes memory usage and I/O operations, speeding up computation. \n",
+    "Efficient data processing on PAVICS, or using xarray/Dask in general, typically requires understanding two different notions of data *chunking*: 1) *on-disk* chunking or the way the data is stored in the filesystem and 2) *in-memory* chunking, or the way that Dask will break up a large dataset into manageable portions and process the data in parallel. In the case of *memory* chunks it is important to note that users can specify any size of in-memory chunking they feel is appropriate with respect to their system resources and the analysis at hand. However, this does not mean that the calculation will be efficient. Indeed, to efficiently process large datasets and prevent memory overloads, aligning in-memory chunks with the on-disk chunk structure is essential. This allows Dask to load and process data in a way that minimizes memory usage and I/O operations, speeding up computation.\n",
     "\n",
     "I begin by checking the on-disk chunk structure of my dataset by loading it with `decode_times=False`. This skips time decoding and loads only metadata without reading the data into memory."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "1",
+   "execution_count": 1,
+   "id": "9f12da60-e3df-4172-a9cb-e014801ba7c9",
    "metadata": {
     "tags": []
    },
@@ -29,7 +29,7 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
+    "import xarray as xr \n",
     "\n",
     "# open the daily ERA5-land dataset as an example\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
@@ -38,12 +38,12 @@
     "ds = xr.open_dataset(url, decode_times=False, chunks={})\n",
     "\n",
     "# `._ChunkSizes` attribute shows the chunk structure of the variable\n",
-    "print(ds[\"tas\"]._ChunkSizes)"
+    "print(ds['tas']._ChunkSizes)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2",
+   "id": "1ab719a3-3de0-4344-aa9a-2836d4a099ed",
    "metadata": {
     "tags": []
    },
@@ -52,36 +52,44 @@
     "\n",
     "When you open a dataset using chunking, it is represented as Dask-backed arrays, where only the metadata is initially loaded, and the data itself remains on disk until needed. Dask uses lazy evalution, meaning it doesn't immediately perform the operation but instead builds a computation graph. This graph tracks the sequence of operations, delaying execution until `compute()` is explicitly called. During computation, Dask reads and processes data in chunks and loads only the necessary parts into memory. \n",
     "\n",
-    "Here's an example showing the difference in computation times when the dataset is loaded with unaligned versus aligned chunking. For this example, I resample daily ERA5-Land `tas` data to yearly means."
+    "Here's an example showing the difference in computation times when the dataset is loaded with unaligned versus aligned chunking. For this example, I resample daily ERA5-Land `tas` data to yearly means. Since we are calculating a single year but for all of North America, a logical choice might be to chunk the data in memory for a few days over the `time` dimension, while keeping the entire spatial domain in the `lat` and `lon` dimensions:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "3",
+   "id": "4d646c97-eda5-4070-aa54-19ce91d908dc",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 26.4 s, sys: 5.6 s, total: 32 s\n",
-      "Wall time: 3min 6s\n"
+      "CPU times: user 13.6 s, sys: 5.85 s, total: 19.5 s\n",
+      "Wall time: 5min 26s\n"
      ]
     }
    ],
    "source": [
     "# open dataset with unaligned chunks\n",
-    "ds = xr.open_dataset(url, chunks={\"time\": 200, \"lat\": 30, \"lon\": 30})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\":10, \"lat\":-1, \"lon\":-1})\n",
     "\n",
     "# resample the 'tas' variable to yearly means\n",
     "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "224cca61-81e9-4c69-9fcd-23d5421a351c",
+   "metadata": {},
+   "source": [
+    "However, this original chunking choice resulted in inefficient computation because the on-disk chunk size for the `time` dimension was much larger than 10. Processing such small chunks led to excessive overhead and slow performance. Instead of arbitrary chunking, I align the chunks with the on-disk structure by setting the `time` chunk size to match the smallest on-disk chunk and choosing spatial chunks in multiples of 50 to avoid creating too many small chunks:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "4",
+   "execution_count": 4,
+   "id": "a449349b-a339-4d96-aa33-12a97d9ec51e",
    "metadata": {
     "tags": []
    },
@@ -90,14 +98,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 19.7 s, sys: 7.46 s, total: 27.2 s\n",
-      "Wall time: 58.6 s\n"
+      "CPU times: user 11.9 s, sys: 6.95 s, total: 18.8 s\n",
+      "Wall time: 1min 26s\n"
      ]
     }
    ],
    "source": [
     "# open dataset with aligned chunks\n",
-    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50*5, 'lon': 50*5})\n",
     "\n",
     "# resample the 'tas' variable to yearly means\n",
     "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
@@ -105,15 +113,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5",
+   "id": "47a56ac9-2d80-43ef-a283-12a2e2d42bfd",
    "metadata": {},
    "source": [
-    "Aligning the chunks reduced the computation time from approximately 3 minutes to 1 minute, by allowing Dask to load only the required data and avoid excessive memory usage and I/O operations. "
+    "The computation time dropped from approximately 5 minutes to just over 1 minute after aligning the chunks, as this approach better managed memory and I/O operations, leading to faster execution."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "6",
+   "id": "2422a144-7765-4d29-9703-93d0c54a4c02",
    "metadata": {},
    "source": [
     "### How to do parallel processing with Dask Distributed Client? \n",
@@ -131,7 +139,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "7",
+   "id": "73765dbb-3bf7-4814-b44e-6246713275de",
    "metadata": {
     "tags": []
    },
@@ -1689,37 +1697,33 @@
     }
    ],
    "source": [
-    "import time\n",
-    "from pathlib import Path\n",
-    "\n",
-    "import psutil\n",
     "import xarray as xr\n",
-    "from dask import compute\n",
+    "from pathlib import Path\n",
     "from dask.distributed import Client\n",
+    "from dask import compute\n",
+    "import psutil  \n",
+    "import time\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "# function to compute the yearly mean for each variable\n",
-    "\n",
-    "\n",
+    "# function to compute the yearly mean for each variable \n",
     "def compute_yearly_mean(ds, var_name):\n",
     "    var = ds[var_name]\n",
-    "    yearly_mean = var.resample(time=\"YS\").mean()\n",
+    "    yearly_mean = var.resample(time='YS').mean()\n",
     "    return yearly_mean\n",
     "\n",
-    "\n",
     "# set up Dask client within a context manager\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
     "    # display the Dask Dashboard\n",
     "    display(client)\n",
     "\n",
     "    # open the dataset with on-disk chunking structure\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon':50}) \n",
     "    display(ds)\n",
     "\n",
     "    # select data for the year 1981\n",
-    "    ds = ds.sel(time=slice(\"1981-01-01\", \"1981-12-31\"))\n",
+    "    ds = ds.sel(time=slice('1981-01-01', '1981-12-31'))\n",
     "\n",
     "    variables = list(ds.data_vars)\n",
     "\n",
@@ -1730,7 +1734,7 @@
     "        if not output_path.exists():\n",
     "            yearly_mean = compute_yearly_mean(ds, var_name)\n",
     "            # save to Zarr with compute=False to get a delayed task object\n",
-    "            delayed_task = yearly_mean.to_zarr(output_path, mode=\"w\", compute=False)\n",
+    "            delayed_task = yearly_mean.to_zarr(output_path, mode='w', compute=False)\n",
     "            tasks.append(delayed_task)\n",
     "\n",
     "    # trigger the execution of all delayed tasks\n",
@@ -1743,21 +1747,23 @@
     "\n",
     "end_time = time.time()\n",
     "elapsed_time = end_time - start_time\n",
-    "print(f\"Total computation time: {elapsed_time:.2f} seconds\")"
+    "print(f'Total computation time: {elapsed_time:.2f} seconds')"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "8",
+   "id": "e9cee3ca-a916-4d16-aab8-75dc3692217c",
    "metadata": {},
    "source": [
-    "Let’s look at a more complex analysis involving heatwave indicators. Here, I calculate two climate indicators, `heat_wave_total_length` and `heat_wave_frequency`, using the `atmos` submodule from the `xclim` library. Both indicators rely on the same input data (`tasmin` and `tasmax`), so I create a pipeline of delayed tasks, which minimizes I/O operations by keeping the data in memory until both indicators are calculated and saved."
+    "Let’s look at a more complex analysis involving heatwave indicators. Here, I calculate two climate indicators, `heat_wave_total_length` and `heat_wave_frequency`, using the `atmos` submodule from the `xclim` library. Both indicators rely on the same input data (`tasmin` and `tasmax`), so I create a pipeline of delayed tasks, which minimizes I/O operations by keeping the data in memory until both indicators are calculated and saved.\n",
+    "\n",
+    "In this case, I chunk the `time` dimension into 4-year intervals to optimize memory usage, as we are analyzing a multi-year period (e.g., 1991–2010). An additional day is added to each 4-year chunk to account for leap years."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "9",
+   "execution_count": 4,
+   "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
    "metadata": {
     "tags": []
    },
@@ -1769,7 +1775,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-77bed890-a207-11ef-ab33-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-10c81637-cd09-11ef-8541-0242ac12000e</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -1804,7 +1810,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ac36ff1b</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">0fd3ca97</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -1841,11 +1847,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-565ce5b4-3926-4ea7-a67a-7ac7806f623d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-54a08564-628c-4c95-943b-3997ab43a15e</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41377\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38499\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -1887,7 +1893,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45771\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38711\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -1895,7 +1901,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45109/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45109/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36357/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36357/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -1903,13 +1909,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40321\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39627\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> /tmp/dask-scratch-space/worker-i7netdoj\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5xhh721m\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -1932,7 +1938,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44925\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33397\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -1940,7 +1946,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36703/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36703/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46843/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46843/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -1948,13 +1954,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41683\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45601\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> /tmp/dask-scratch-space/worker-otas7pcr\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-n9q_9ljp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -1977,7 +1983,7 @@
        "                <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",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37897\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -1985,7 +1991,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38523/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38523/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37901/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37901/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -1993,13 +1999,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37981\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33467\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> /tmp/dask-scratch-space/worker-bdoasynd\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_5g51k5x\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -2022,7 +2028,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41131\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40611\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -2030,7 +2036,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45485/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45485/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45227/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45227/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -2038,13 +2044,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33285\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34073\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> /tmp/dask-scratch-space/worker-2wg7r3g0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vdrrwwlg\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -2067,7 +2073,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33721\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37757\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -2075,7 +2081,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37593/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37593/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41929/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41929/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -2083,13 +2089,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42447\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38803\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> /tmp/dask-scratch-space/worker-xm2_1gwu\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9bjl6880\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -2116,7 +2122,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41377' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38499' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -2156,6 +2162,7 @@
        "}\n",
        "\n",
        "html[theme=dark],\n",
+       "html[data-theme=dark],\n",
        "body[data-theme=dark],\n",
        "body.vscode-dark {\n",
        "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
@@ -2206,7 +2213,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -2214,7 +2221,8 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
@@ -2226,6 +2234,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -2488,18 +2500,18 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 199GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 58kB 1991-01-01 1991-01-02 ... 2010-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tas      (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -2513,10 +2525,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-335a7a7a-85b5-4836-a8f4-274f91f8154f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-335a7a7a-85b5-4836-a8f4-274f91f8154f' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1d025159-d120-4474-a133-3b52e0d62c7f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1d025159-d120-4474-a133-3b52e0d62c7f' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-1200b5e8-4e58-4495-bfcf-af9d7457a300' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1200b5e8-4e58-4495-bfcf-af9d7457a300' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a0dfa3f-9033-4609-ba58-5e967e2214aa' class='xr-var-data-in' type='checkbox'><label for='data-7a0dfa3f-9033-4609-ba58-5e967e2214aa' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-e4266f89-566e-4dac-aeaf-61c5da604f0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e4266f89-566e-4dac-aeaf-61c5da604f0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c84d7e3a-0ef5-4ed1-b3b0-33b5230ff043' class='xr-var-data-in' type='checkbox'><label for='data-c84d7e3a-0ef5-4ed1-b3b0-33b5230ff043' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-681196e8-df67-4fb9-b5f8-d9cb0d47ec34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-681196e8-df67-4fb9-b5f8-d9cb0d47ec34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-770f65bb-0abe-47de-83ba-e56a901bf57e' class='xr-var-data-in' type='checkbox'><label for='data-770f65bb-0abe-47de-83ba-e56a901bf57e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-ea241a3c-4edb-4ae4-a467-70b349774e9d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ea241a3c-4edb-4ae4-a467-70b349774e9d' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a2cec6ab-da2e-459d-803e-4ea9b9680f66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a2cec6ab-da2e-459d-803e-4ea9b9680f66' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-d6339982-3136-4d43-8186-c0c3cf775a2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6339982-3136-4d43-8186-c0c3cf775a2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef89337c-ef51-4ed5-b90a-48c46d53a67b' class='xr-var-data-in' type='checkbox'><label for='data-ef89337c-ef51-4ed5-b90a-48c46d53a67b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-42f9fe2b-7474-4d59-8018-6c05aa7fbc7d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42f9fe2b-7474-4d59-8018-6c05aa7fbc7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d49dd5ed-5fad-4607-b9c8-a2730f1e79e5' class='xr-var-data-in' type='checkbox'><label for='data-d49dd5ed-5fad-4607-b9c8-a2730f1e79e5' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-c77c5948-00e6-4b56-a7ef-0f4a666809de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c77c5948-00e6-4b56-a7ef-0f4a666809de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b4bf4b9-62b0-4699-9645-e1d55d01d964' class='xr-var-data-in' type='checkbox'><label for='data-2b4bf4b9-62b0-4699-9645-e1d55d01d964' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2ccd8614-fbe3-46fd-bfed-8ad2d1efadad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ccd8614-fbe3-46fd-bfed-8ad2d1efadad' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-6747628c-3d9f-4408-a6d1-4e511be4639d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6747628c-3d9f-4408-a6d1-4e511be4639d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9b1377f-99b2-4c31-b6d6-a3dc81a1105e' class='xr-var-data-in' type='checkbox'><label for='data-b9b1377f-99b2-4c31-b6d6-a3dc81a1105e' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab0c8915-bbd1-4a22-aefe-57b28174ae2a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ab0c8915-bbd1-4a22-aefe-57b28174ae2a' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-5dc53849-7573-486b-a8be-f06edc8ece48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5dc53849-7573-486b-a8be-f06edc8ece48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a8cdba0-fd5c-43fb-8821-583afce635fd' class='xr-var-data-in' type='checkbox'><label for='data-4a8cdba0-fd5c-43fb-8821-583afce635fd' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2532,17 +2544,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -2575,49 +2587,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
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-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
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-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
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-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -2696,7 +2682,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-061339bf-ab74-4799-ac6d-e3e49734615a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-061339bf-ab74-4799-ac6d-e3e49734615a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90e8ae65-9287-472b-8606-fd7611b16929' class='xr-var-data-in' type='checkbox'><label for='data-90e8ae65-9287-472b-8606-fd7611b16929' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-fad9d2df-ba1c-485b-af32-a59c0cce388c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fad9d2df-ba1c-485b-af32-a59c0cce388c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f017fa6a-6b9b-4113-9f15-15a53534b69f' class='xr-var-data-in' type='checkbox'><label for='data-f017fa6a-6b9b-4113-9f15-15a53534b69f' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2712,17 +2698,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -2755,49 +2741,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
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-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
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        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
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+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -2876,7 +2836,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-93c97416-5b71-4614-9b81-14d841ba2b59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93c97416-5b71-4614-9b81-14d841ba2b59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79448568-4b2b-484b-8556-8bf81e6d26f9' class='xr-var-data-in' type='checkbox'><label for='data-79448568-4b2b-484b-8556-8bf81e6d26f9' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-a7912588-b2ce-479e-81a4-80c3a9bd3157' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7912588-b2ce-479e-81a4-80c3a9bd3157' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eda1c577-06bd-4aba-9f33-641a88cac682' class='xr-var-data-in' type='checkbox'><label for='data-eda1c577-06bd-4aba-9f33-641a88cac682' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2892,17 +2852,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -2935,49 +2895,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
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+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
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-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -3056,7 +2990,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-4e17e0b1-e623-4f1e-87d4-fd40e3b088aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e17e0b1-e623-4f1e-87d4-fd40e3b088aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e9e76ef-42bb-4008-ac90-fdf3aa31eceb' class='xr-var-data-in' type='checkbox'><label for='data-0e9e76ef-42bb-4008-ac90-fdf3aa31eceb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8d5d8c30-e5f4-4b3b-b759-294db1fb4bba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d5d8c30-e5f4-4b3b-b759-294db1fb4bba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6ab74fd-9e88-490e-973d-721d594a3b7f' class='xr-var-data-in' type='checkbox'><label for='data-e6ab74fd-9e88-490e-973d-721d594a3b7f' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3072,17 +3006,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -3115,49 +3049,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -3236,7 +3144,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-f424803a-07dc-4f5a-ae53-7432b054f292' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f424803a-07dc-4f5a-ae53-7432b054f292' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56c2949d-d49a-4bd6-a271-4fb68f6cf87c' class='xr-var-data-in' type='checkbox'><label for='data-56c2949d-d49a-4bd6-a271-4fb68f6cf87c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-67894f3d-a7c2-4503-8a8f-22aa3cbee0fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67894f3d-a7c2-4503-8a8f-22aa3cbee0fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c55973f-6717-41f7-a713-6b9857fa8b88' class='xr-var-data-in' type='checkbox'><label for='data-5c55973f-6717-41f7-a713-6b9857fa8b88' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3252,17 +3160,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -3295,49 +3203,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -3416,7 +3298,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1fd7710-4e3b-4c71-8b1a-2756412391f4' class='xr-section-summary-in' type='checkbox'  ><label for='section-d1fd7710-4e3b-4c71-8b1a-2756412391f4' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e40a3ec0-92a4-4cc7-93d3-f86a15d907ff' class='xr-index-data-in' type='checkbox'/><label for='index-e40a3ec0-92a4-4cc7-93d3-f86a15d907ff' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-7d380ee6-f708-44b0-930e-bc247e506067' class='xr-section-summary-in' type='checkbox'  ><label for='section-7d380ee6-f708-44b0-930e-bc247e506067' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2fd76afe-ad55-4a78-aeb8-9ea094d14e5b' class='xr-index-data-in' type='checkbox'/><label for='index-2fd76afe-ad55-4a78-aeb8-9ea094d14e5b' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -3425,7 +3307,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-95d150e3-18f6-48ec-bf13-d2b0317e7ea4' class='xr-index-data-in' type='checkbox'/><label for='index-95d150e3-18f6-48ec-bf13-d2b0317e7ea4' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-49d4968f-79f8-4c93-b397-d4d679619c75' class='xr-index-data-in' type='checkbox'/><label for='index-49d4968f-79f8-4c93-b397-d4d679619c75' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -3434,28 +3316,28 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4d8e0658-e7f0-4217-a567-e77e3a24f0da' class='xr-index-data-in' type='checkbox'/><label for='index-4d8e0658-e7f0-4217-a567-e77e3a24f0da' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d44adbf-83d8-4b47-ad36-d93ae81f3c58' class='xr-index-data-in' type='checkbox'/><label for='index-0d44adbf-83d8-4b47-ad36-d93ae81f3c58' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
        "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
        "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
        "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
        "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-9f1fac68-bd1f-4a8b-96f7-1cd771088407' class='xr-section-summary-in' type='checkbox'  ><label for='section-9f1fac68-bd1f-4a8b-96f7-1cd771088407' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              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-a176a8db-bf84-445e-9b19-c4ccb16283d5' class='xr-section-summary-in' type='checkbox'  ><label for='section-a176a8db-bf84-445e-9b19-c4ccb16283d5' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
+       "<xarray.Dataset> Size: 199GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 58kB 1991-01-01 1991-01-02 ... 2010-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    pr       (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tas      (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -3479,13 +3361,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
       "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
       "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
       "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
       "  _check_cell_methods(\n"
      ]
     },
@@ -3493,25 +3375,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "indicator : <xclim.indicators.atmos._precip.PRCPTOT object at 0x7fc56dcca4d0>\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 15.73 MiB.\n",
-      "This may cause some slowdown.\n",
-      "Consider scattering data ahead of time and using futures.\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Total memory usage across all workers: 1.95 GB\n",
-      "Total computation time: 415.93 seconds\n"
+      "Total memory usage across all workers: 2.14 GB\n",
+      "Total computation time: 1608.42 seconds\n"
      ]
     }
    ],
@@ -3532,7 +3397,7 @@
     "\n",
     "    # load data using on-disk chunk sizes\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": (365*4)+1, \"lat\": 50, \"lon\": 50})\n",
     "\n",
     "    # we're interested in the 1991-2010 period for our heatwave analysis\n",
     "    ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
@@ -3583,8 +3448,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10",
-   "metadata": {},
+   "id": "12d29293-ad43-44f5-8d4a-1ecdbf8574ce",
+   "metadata": {
+    "tags": []
+   },
    "source": [
     "### What can we do when we have large task graphs / large memory footprint? \n",
     "One downside of using a fully delayed computation approach is that it can lead to the creation of large task graphs that are difficult to manage. This can result in excessive memory consumption as the Dask scheduler struggles to handle numerous interdependent tasks.\n",
@@ -3594,8 +3461,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "11",
+   "execution_count": 5,
+   "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
    "metadata": {},
    "outputs": [
     {
@@ -3605,7 +3472,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b8e9b705-a2bb-11ef-ab33-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-06e631ff-d518-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -3640,7 +3507,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">24ecda26</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">af514157</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -3677,11 +3544,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-66a88548-a02f-4504-9661-370df089e931</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-22125e5c-f659-4613-be3b-f0770d2e8eb1</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41109\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34229\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -3723,7 +3590,7 @@
        "                <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",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34223\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3731,7 +3598,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34925/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34925/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40455/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40455/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3739,13 +3606,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44017\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39307\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> /tmp/dask-scratch-space/worker-ck_2wyzo\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-qt5_xqkp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3768,7 +3635,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42169\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44209\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3776,7 +3643,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44117/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44117/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36523/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36523/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3784,13 +3651,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35551\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34513\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> /tmp/dask-scratch-space/worker-pjs6yx3h\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4y__vkhu\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3813,7 +3680,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39133\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38925\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3821,7 +3688,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36913/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36913/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40639/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40639/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3829,13 +3696,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46425\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38497\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-l0k5a_85\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-uptflgsn\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3858,7 +3725,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34665\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39845\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3866,7 +3733,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35467/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35467/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33317/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33317/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3874,13 +3741,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38721\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35209\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> /tmp/dask-scratch-space/worker-zkv4axvy\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1i_l5uvg\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3903,7 +3770,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36431\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46049\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3911,7 +3778,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33927/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33927/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35959/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35959/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3919,13 +3786,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43431\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45731\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> /tmp/dask-scratch-space/worker-e5q354bb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vf6_0fn9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3952,7 +3819,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41109' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34229' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -3992,6 +3859,7 @@
        "}\n",
        "\n",
        "html[theme=dark],\n",
+       "html[data-theme=dark],\n",
        "body[data-theme=dark],\n",
        "body.vscode-dark {\n",
        "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
@@ -4042,7 +3910,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -4050,7 +3918,8 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
@@ -4062,6 +3931,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -4324,18 +4197,18 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 199GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 58kB 1991-01-01 1991-01-02 ... 2010-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tas      (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -4349,10 +4222,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-e9ba5318-7251-4a9a-8c41-31b32ffccb6b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e9ba5318-7251-4a9a-8c41-31b32ffccb6b' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-622fe925-e005-4748-a061-771ad7f97957' class='xr-section-summary-in' type='checkbox'  checked><label for='section-622fe925-e005-4748-a061-771ad7f97957' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-a0dbb590-2552-4c77-abf0-f8101ed52c48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0dbb590-2552-4c77-abf0-f8101ed52c48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c958a1f2-6c66-4ecc-8389-483bcb2b4c77' class='xr-var-data-in' type='checkbox'><label for='data-c958a1f2-6c66-4ecc-8389-483bcb2b4c77' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-3621bd7d-f23b-47c6-823e-30a084c722e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3621bd7d-f23b-47c6-823e-30a084c722e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cececf62-aa37-454b-9fc9-3f2bf5f56840' class='xr-var-data-in' type='checkbox'><label for='data-cececf62-aa37-454b-9fc9-3f2bf5f56840' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-d524ea13-f053-4ad0-864a-b1d69a5f1ae5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d524ea13-f053-4ad0-864a-b1d69a5f1ae5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33be9329-d39a-42db-aab3-f20bf3367d15' class='xr-var-data-in' type='checkbox'><label for='data-33be9329-d39a-42db-aab3-f20bf3367d15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-08ef4031-50d9-4040-89a9-1a5a70bf5576' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-08ef4031-50d9-4040-89a9-1a5a70bf5576' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0749c97f-e922-4673-91cd-ab313896b08e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0749c97f-e922-4673-91cd-ab313896b08e' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-2b3c9dc1-9c84-42a1-954b-dd6d4e0efc7d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b3c9dc1-9c84-42a1-954b-dd6d4e0efc7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbfcea18-2e54-4a6a-92db-d30ac84f5e2b' class='xr-var-data-in' type='checkbox'><label for='data-cbfcea18-2e54-4a6a-92db-d30ac84f5e2b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-881e76e2-1563-4c62-acb1-da4da7e7fa49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-881e76e2-1563-4c62-acb1-da4da7e7fa49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1ca14c6-f44a-43a7-87c1-6e3e395b900e' class='xr-var-data-in' type='checkbox'><label for='data-d1ca14c6-f44a-43a7-87c1-6e3e395b900e' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-1e9bdabe-790f-49ad-92de-c9007e694a78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e9bdabe-790f-49ad-92de-c9007e694a78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b26b94f3-454f-430d-841d-a222ef2d0c38' class='xr-var-data-in' type='checkbox'><label for='data-b26b94f3-454f-430d-841d-a222ef2d0c38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0aae1be1-5a1a-48a2-a739-d9e00dd8d649' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0aae1be1-5a1a-48a2-a739-d9e00dd8d649' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-5a6c3800-95a6-422f-b076-b425c08dda79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a6c3800-95a6-422f-b076-b425c08dda79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0ef660a-6fbb-41a1-9485-e71c96484bab' class='xr-var-data-in' type='checkbox'><label for='data-f0ef660a-6fbb-41a1-9485-e71c96484bab' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-121405b0-8012-4c4d-8212-b32368ed9f8f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-121405b0-8012-4c4d-8212-b32368ed9f8f' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-57b06f2c-5859-4ce9-82e3-dae407a70a88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57b06f2c-5859-4ce9-82e3-dae407a70a88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39c10bc4-75ef-4dde-9917-0d1231cea70b' class='xr-var-data-in' type='checkbox'><label for='data-39c10bc4-75ef-4dde-9917-0d1231cea70b' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4368,17 +4241,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -4411,49 +4284,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
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-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
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-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
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        "\n",
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+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
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-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
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-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
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-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
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        "\n",
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@@ -4532,7 +4379,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8b7e96ae-703b-4705-8cf5-850f4a70453e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8b7e96ae-703b-4705-8cf5-850f4a70453e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eea30bd8-01cb-4fa9-9537-246c2e00c5a1' class='xr-var-data-in' type='checkbox'><label for='data-eea30bd8-01cb-4fa9-9537-246c2e00c5a1' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-e5f17ec9-ade8-4bca-ac8a-228e67fcdc40' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5f17ec9-ade8-4bca-ac8a-228e67fcdc40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eec449b6-4092-409a-b4b0-70c47e9421ec' class='xr-var-data-in' type='checkbox'><label for='data-eec449b6-4092-409a-b4b0-70c47e9421ec' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4548,17 +4395,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -4591,49 +4438,23 @@
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-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
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        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
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+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
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-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
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@@ -4712,7 +4533,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-1aaa8c15-3aa5-42e0-b136-9d4e1eea921f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1aaa8c15-3aa5-42e0-b136-9d4e1eea921f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-713fc072-cc5d-42c7-a14c-ddd26f45b326' class='xr-var-data-in' type='checkbox'><label for='data-713fc072-cc5d-42c7-a14c-ddd26f45b326' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-548195af-fb49-401f-bad6-12c4df4c40d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-548195af-fb49-401f-bad6-12c4df4c40d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3527f2c-c0ad-477b-b961-bf5f6f256cd2' class='xr-var-data-in' type='checkbox'><label for='data-d3527f2c-c0ad-477b-b961-bf5f6f256cd2' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4728,17 +4549,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -4771,49 +4592,23 @@
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-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -4892,7 +4687,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-0131861e-5d18-4d2a-8cfc-638222a2cfb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0131861e-5d18-4d2a-8cfc-638222a2cfb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d265b03e-a7f6-4b4f-835f-04f1cec40014' class='xr-var-data-in' type='checkbox'><label for='data-d265b03e-a7f6-4b4f-835f-04f1cec40014' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-0bd954b5-54d9-4ef7-b82c-dd891d3bf977' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0bd954b5-54d9-4ef7-b82c-dd891d3bf977' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1890361-afa0-43ca-a80e-c737f79540b1' class='xr-var-data-in' type='checkbox'><label for='data-b1890361-afa0-43ca-a80e-c737f79540b1' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4908,17 +4703,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -4951,49 +4746,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -5072,7 +4841,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-5538b5a0-13cf-411f-80ab-7e476cdf0063' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5538b5a0-13cf-411f-80ab-7e476cdf0063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf557755-fe10-47a8-ad37-0139df959188' class='xr-var-data-in' type='checkbox'><label for='data-bf557755-fe10-47a8-ad37-0139df959188' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-c2d5f7c9-ba47-4666-915a-df8d7b3e51a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2d5f7c9-ba47-4666-915a-df8d7b3e51a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a2ebd16-c3d6-494e-94ae-0d806cdc4671' class='xr-var-data-in' type='checkbox'><label for='data-8a2ebd16-c3d6-494e-94ae-0d806cdc4671' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5088,17 +4857,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -5131,49 +4900,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -5252,7 +4995,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-529aa525-4d6e-4522-9007-374b14eee0d7' class='xr-section-summary-in' type='checkbox'  ><label for='section-529aa525-4d6e-4522-9007-374b14eee0d7' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8e20b920-5044-4270-b53b-d4c5662c11ae' class='xr-index-data-in' type='checkbox'/><label for='index-8e20b920-5044-4270-b53b-d4c5662c11ae' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9bc6274a-8387-4bec-81ea-80521ebb750c' class='xr-section-summary-in' type='checkbox'  ><label for='section-9bc6274a-8387-4bec-81ea-80521ebb750c' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b957be83-11d0-4974-9a73-0d56892a1bf6' class='xr-index-data-in' type='checkbox'/><label for='index-b957be83-11d0-4974-9a73-0d56892a1bf6' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -5261,7 +5004,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d41f35d-e7b3-4787-8d29-2f4bf23e7242' class='xr-index-data-in' type='checkbox'/><label for='index-0d41f35d-e7b3-4787-8d29-2f4bf23e7242' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2fb0ecf5-ba4b-4893-9d6b-b473a422ed2a' class='xr-index-data-in' type='checkbox'/><label for='index-2fb0ecf5-ba4b-4893-9d6b-b473a422ed2a' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -5270,28 +5013,28 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-10a8ff8d-fd6d-4897-a42e-0e65aed023a0' class='xr-index-data-in' type='checkbox'/><label for='index-10a8ff8d-fd6d-4897-a42e-0e65aed023a0' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-87398963-6906-4c9c-aadd-fea06b872d52' class='xr-index-data-in' type='checkbox'/><label for='index-87398963-6906-4c9c-aadd-fea06b872d52' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
        "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
        "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
        "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
        "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-1071193f-e319-4b8d-86fe-e266d67fd8e0' class='xr-section-summary-in' type='checkbox'  ><label for='section-1071193f-e319-4b8d-86fe-e266d67fd8e0' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              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-0f498198-2cd8-4a8a-892b-edabb43fc35f' class='xr-section-summary-in' type='checkbox'  ><label for='section-0f498198-2cd8-4a8a-892b-edabb43fc35f' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
+       "<xarray.Dataset> Size: 199GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 58kB 1991-01-01 1991-01-02 ... 2010-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    pr       (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tas      (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -5315,111 +5058,73 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
       "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
       "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 36.85 MiB.\n",
-      "This may cause some slowdown.\n",
-      "Consider scattering data ahead of time and using futures.\n",
-      "  warnings.warn(\n",
-      "2024-11-14 19:09:25,025 - tornado.application - ERROR - Uncaught exception GET /status/ws (127.0.0.1)\n",
-      "HTTPServerRequest(protocol='http', host='pavics.ouranos.ca', method='GET', uri='/status/ws', version='HTTP/1.1', remote_ip='127.0.0.1')\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/web.py\", line 1790, in _execute\n",
-      "    result = await result\n",
-      "             ^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 273, in get\n",
-      "    await self.ws_connection.accept_connection(self)\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 863, in accept_connection\n",
-      "    await self._accept_connection(handler)\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 946, in _accept_connection\n",
-      "    await self._receive_frame_loop()\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 1105, in _receive_frame_loop\n",
-      "    self.handler.on_ws_connection_close(self.close_code, self.close_reason)\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 571, in on_ws_connection_close\n",
-      "    self.on_connection_close()\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/tornado/websocket.py\", line 563, in on_connection_close\n",
-      "    self.on_close()\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/bokeh/server/views/ws.py\", line 308, in on_close\n",
-      "    self.connection.session.notify_connection_lost()\n",
-      "    ^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/bokeh/server/connection.py\", line 65, in session\n",
-      "    assert self._session is not None\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "AssertionError\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
       "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n",
-      "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 36.86 MiB.\n",
-      "This may cause some slowdown.\n",
-      "Consider scattering data ahead of time and using futures.\n",
-      "  warnings.warn(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/client.py:3161: UserWarning: Sending large graph of size 16.15 MiB.\n",
-      "This may cause some slowdown.\n",
-      "Consider scattering data ahead of time and using futures.\n",
-      "  warnings.warn(\n"
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
+      "  _check_cell_methods(\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total memory usage across all workers: 2.65 GB\n",
-      "Total computation time: 2484.91 seconds\n"
+      "Total memory usage across all workers: 1.95 GB\n",
+      "Total computation time: 2820.25 seconds\n"
      ]
     }
    ],
    "source": [
-    "import time\n",
     "from pathlib import Path\n",
-    "\n",
-    "import psutil\n",
-    "from dask import compute\n",
     "from dask.distributed import Client\n",
+    "import time\n",
     "from xclim import atmos\n",
+    "from dask import compute\n",
+    "import psutil  \n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
     "    display(client)\n",
-    "\n",
+    "    \n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
-    "\n",
-    "    ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
-    "\n",
+    "    ds = xr.open_dataset(url, chunks={'time': (365*4)+1, 'lat': 50, 'lon': 50})\n",
+    "    \n",
+    "    ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
+    "    \n",
     "    display(ds)\n",
     "\n",
-    "    indicators = [\n",
-    "        atmos.heat_wave_total_length,\n",
-    "        atmos.heat_wave_frequency,\n",
-    "        atmos._precip.precip_accumulation,\n",
-    "    ]\n",
+    "    indicators = [atmos.heat_wave_total_length, atmos.heat_wave_frequency, atmos._precip.precip_accumulation]  \n",
     "\n",
     "    for indicator in indicators:\n",
-    "        ds_out = xr.Dataset(attrs=ds.attrs)\n",
-    "\n",
+    "        ds_out = xr.Dataset(attrs=ds.attrs) \n",
+    "        \n",
     "        if indicator == atmos._precip.precip_accumulation:\n",
     "            # calculate indicator\n",
     "            out = indicator(\n",
     "                ds=ds,\n",
-    "                freq=\"YS\",\n",
+    "                freq='YS',\n",
     "            )\n",
-    "        else:\n",
-    "            out = indicator(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
-    "\n",
-    "        out = out.chunk({\"time\": -1, \"lat\": 50, \"lon\": 50})\n",
+    "        else: \n",
+    "            out = indicator(\n",
+    "                ds=ds,\n",
+    "                freq='YS',\n",
+    "                resample_before_rl=False\n",
+    "            )\n",
+    "            \n",
+    "        out = out.chunk({'time': -1, 'lat': 50, 'lon': 50})\n",
     "        ds_out[out.name] = out\n",
     "\n",
-    "        output_path = Path(f\"heatwave_output_ex2/{out.name}_1991-2010.zarr\")\n",
+    "        output_path = Path(f'heatwave_output_ex2/{out.name}_1991-2010.zarr')\n",
     "        output_path.parent.mkdir(parents=True, exist_ok=True)\n",
     "\n",
     "        if not output_path.exists():\n",
     "            # save to Zarr, triggering computation immediately\n",
     "            ds_out.to_zarr(output_path)\n",
-    "\n",
+    "    \n",
     "    # fetch memory usage from all workers and display the total usage\n",
     "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
     "    total_memory = sum(worker_memory.values())\n",
@@ -5431,7 +5136,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12",
+   "id": "3849655b-5c02-444a-a5ce-f3e788f5242f",
    "metadata": {},
    "source": [
     "Even with the sequential computation approach, there may be scenarios where the heatwave indicator data is still too large to write in a single step. In such cases, an effective strategy is to split the dataset into smaller, manageable spatial chunks, which would allow for more efficient processing and data writing.\n",
@@ -5441,8 +5146,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "13",
+   "execution_count": 6,
+   "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
    "metadata": {
     "tags": []
    },
@@ -5481,6 +5186,7 @@
        "}\n",
        "\n",
        "html[theme=dark],\n",
+       "html[data-theme=dark],\n",
        "body[data-theme=dark],\n",
        "body.vscode-dark {\n",
        "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
@@ -5531,7 +5237,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -5539,7 +5245,8 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
@@ -5551,6 +5258,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -5813,18 +5524,18 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 199GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 58kB 1991-01-01 1991-01-02 ... 2010-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
-       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;\n",
+       "    tas      (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 40GB dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -5838,10 +5549,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-925813b9-f031-4ad5-8f44-8a5660c65fdc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-925813b9-f031-4ad5-8f44-8a5660c65fdc' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1475e8a6-4789-4b55-8d95-9626bcaaa817' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1475e8a6-4789-4b55-8d95-9626bcaaa817' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-8e0a246f-6db0-4101-929b-1315ca49268b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e0a246f-6db0-4101-929b-1315ca49268b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2534211-166d-475e-9a73-afbd0ded7a2d' class='xr-var-data-in' type='checkbox'><label for='data-e2534211-166d-475e-9a73-afbd0ded7a2d' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-ec444891-76bf-403c-b16f-3967ffca8799' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec444891-76bf-403c-b16f-3967ffca8799' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0adcb7e4-96fc-49f5-bb36-e85d0949f83f' class='xr-var-data-in' type='checkbox'><label for='data-0adcb7e4-96fc-49f5-bb36-e85d0949f83f' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-48bd28a5-9f89-4576-ac0b-504f383a7ff1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48bd28a5-9f89-4576-ac0b-504f383a7ff1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c62b283a-e019-4fa3-99fe-1ccc200c3b4d' class='xr-var-data-in' type='checkbox'><label for='data-c62b283a-e019-4fa3-99fe-1ccc200c3b4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-731384a9-4498-42b4-8a55-ff171f9c4596' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-731384a9-4498-42b4-8a55-ff171f9c4596' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0d9e7d84-947b-450e-8b17-39c77eee325d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0d9e7d84-947b-450e-8b17-39c77eee325d' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-a0cc0969-ff43-4032-93c2-c0567ca7c748' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0cc0969-ff43-4032-93c2-c0567ca7c748' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5a695bd-2d64-40cc-9f79-c7db1af9ba1b' class='xr-var-data-in' type='checkbox'><label for='data-c5a695bd-2d64-40cc-9f79-c7db1af9ba1b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-e8aa5a6a-f9ab-4522-a108-ebf103f71801' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8aa5a6a-f9ab-4522-a108-ebf103f71801' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85411675-5420-41f8-bc70-b6cabfc57d43' class='xr-var-data-in' type='checkbox'><label for='data-85411675-5420-41f8-bc70-b6cabfc57d43' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-52ce9f5d-c13e-415b-9386-00a349adcb34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52ce9f5d-c13e-415b-9386-00a349adcb34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72af8859-927b-49bc-97b4-33f48440afc1' class='xr-var-data-in' type='checkbox'><label for='data-72af8859-927b-49bc-97b4-33f48440afc1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15486080-4a45-4b44-a715-9907c38142a3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-15486080-4a45-4b44-a715-9907c38142a3' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-b3ed331b-b13f-4e2e-a15b-1605c1a7b3a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3ed331b-b13f-4e2e-a15b-1605c1a7b3a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1e9a43b-5f0d-42b9-b827-73bd731f6f44' class='xr-var-data-in' type='checkbox'><label for='data-d1e9a43b-5f0d-42b9-b827-73bd731f6f44' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6768d62e-33f9-45f4-acf7-ba4d99b231e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6768d62e-33f9-45f4-acf7-ba4d99b231e1' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-00504dee-f11b-407e-8cf4-2a9a160268fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00504dee-f11b-407e-8cf4-2a9a160268fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f8e5f74-4593-45d0-a553-e5dcf7d5932a' class='xr-var-data-in' type='checkbox'><label for='data-0f8e5f74-4593-45d0-a553-e5dcf7d5932a' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5857,17 +5568,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -5900,49 +5611,23 @@
        "\n",
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-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
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-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
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-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
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-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
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        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
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        "\n",
        "  <!-- Horizontal lines -->\n",
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-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -6021,7 +5706,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-fcd6ae75-dad9-41df-a611-7a390ad10490' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fcd6ae75-dad9-41df-a611-7a390ad10490' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d98ed51-ea69-4473-a2a2-677f627c1e1f' class='xr-var-data-in' type='checkbox'><label for='data-2d98ed51-ea69-4473-a2a2-677f627c1e1f' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-7249c0be-6bfc-464e-97f5-2c8f282868cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7249c0be-6bfc-464e-97f5-2c8f282868cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60f3884d-2d61-4b34-ae2e-3f1eb04c918c' class='xr-var-data-in' type='checkbox'><label for='data-60f3884d-2d61-4b34-ae2e-3f1eb04c918c' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6037,17 +5722,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -6080,49 +5765,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
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-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
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-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
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-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
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+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
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        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
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+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
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-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -6201,7 +5860,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-1fe764e8-d7c6-46f4-bb24-9e38210421d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1fe764e8-d7c6-46f4-bb24-9e38210421d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18cc880f-6052-4c8d-b752-a65f277b51cb' class='xr-var-data-in' type='checkbox'><label for='data-18cc880f-6052-4c8d-b752-a65f277b51cb' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-ebf16e04-076f-4681-b1b2-2acad33dcf72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ebf16e04-076f-4681-b1b2-2acad33dcf72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d357b86e-566f-4ea1-b954-fad802934dad' class='xr-var-data-in' type='checkbox'><label for='data-d357b86e-566f-4ea1-b954-fad802934dad' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6217,17 +5876,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -6260,49 +5919,23 @@
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-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
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        "\n",
        "  <!-- Horizontal lines -->\n",
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-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -6381,7 +6014,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-9b9f7c17-0cb4-448c-a15a-fc1c4f9274f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b9f7c17-0cb4-448c-a15a-fc1c4f9274f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a4fc43c-cd99-42af-8084-554ca511bddd' class='xr-var-data-in' type='checkbox'><label for='data-8a4fc43c-cd99-42af-8084-554ca511bddd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-29f44eb1-2281-450d-aa67-13eee1b280cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29f44eb1-2281-450d-aa67-13eee1b280cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7ae1e75-4a84-412e-833c-0bb28a88148c' class='xr-var-data-in' type='checkbox'><label for='data-c7ae1e75-4a84-412e-833c-0bb28a88148c' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6397,17 +6030,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -6440,49 +6073,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -6561,7 +6168,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(31, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-4e64eea1-c6ad-4ab0-9e48-3ffea4838678' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e64eea1-c6ad-4ab0-9e48-3ffea4838678' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed45e0bc-82ed-47d0-b38d-48e352e7fa49' class='xr-var-data-in' type='checkbox'><label for='data-ed45e0bc-82ed-47d0-b38d-48e352e7fa49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8afd458a-e91d-4a1b-b637-b7988e5fc363' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8afd458a-e91d-4a1b-b637-b7988e5fc363' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34042c01-1dbc-447c-9599-fb432f9e8350' class='xr-var-data-in' type='checkbox'><label for='data-34042c01-1dbc-447c-9599-fb432f9e8350' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6577,17 +6184,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 37.01 GiB </td>\n",
-       "                        <td> 3.49 MiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (7305, 800, 1700) </td>\n",
-       "                        <td> (366, 50, 50) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 11424 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 3264 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -6620,49 +6227,23 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"39\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"42\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"46\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"50\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"53\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"57\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"60\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"64\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"38\" y2=\"67\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"45\" y2=\"74\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"49\" y2=\"78\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"52\" y2=\"81\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"56\" y2=\"85\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"59\" y2=\"88\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"63\" y2=\"92\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"66\" y2=\"95\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"70\" y2=\"99\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"73\" y2=\"103\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"49\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"34\" y2=\"63\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"48\" y2=\"77\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"92\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"77\" y2=\"106\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"109\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,109.68248195765256 10.0,39.0942466635349\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"52\" y2=\"0\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"56\" y2=\"3\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"59\" y2=\"7\" />\n",
        "  <line x1=\"20\" y1=\"10\" x2=\"63\" y2=\"10\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"67\" y2=\"14\" />\n",
-       "  <line x1=\"27\" y1=\"17\" x2=\"70\" y2=\"17\" />\n",
-       "  <line x1=\"31\" y1=\"21\" x2=\"74\" y2=\"21\" />\n",
-       "  <line x1=\"35\" y1=\"25\" x2=\"77\" y2=\"25\" />\n",
-       "  <line x1=\"38\" y1=\"28\" x2=\"81\" y2=\"28\" />\n",
-       "  <line x1=\"45\" y1=\"35\" x2=\"88\" y2=\"35\" />\n",
-       "  <line x1=\"49\" y1=\"39\" x2=\"91\" y2=\"39\" />\n",
-       "  <line x1=\"52\" y1=\"42\" x2=\"95\" y2=\"42\" />\n",
-       "  <line x1=\"56\" y1=\"46\" x2=\"98\" y2=\"46\" />\n",
-       "  <line x1=\"59\" y1=\"49\" x2=\"102\" y2=\"49\" />\n",
-       "  <line x1=\"63\" y1=\"53\" x2=\"105\" y2=\"53\" />\n",
-       "  <line x1=\"66\" y1=\"56\" x2=\"109\" y2=\"56\" />\n",
-       "  <line x1=\"70\" y1=\"60\" x2=\"113\" y2=\"60\" />\n",
-       "  <line x1=\"73\" y1=\"63\" x2=\"116\" y2=\"63\" />\n",
+       "  <line x1=\"34\" y1=\"24\" x2=\"77\" y2=\"24\" />\n",
+       "  <line x1=\"48\" y1=\"38\" x2=\"91\" y2=\"38\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"105\" y2=\"52\" />\n",
+       "  <line x1=\"77\" y1=\"67\" x2=\"119\" y2=\"67\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"123\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -6741,7 +6322,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-fe9068bf-1b5c-4421-8fb8-9f4fd58f743e' class='xr-section-summary-in' type='checkbox'  ><label for='section-fe9068bf-1b5c-4421-8fb8-9f4fd58f743e' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9e03befd-7e2b-436b-88e2-3315324a17b9' class='xr-index-data-in' type='checkbox'/><label for='index-9e03befd-7e2b-436b-88e2-3315324a17b9' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-dadae302-c8c1-4f83-884e-bef2e10f8865' class='xr-section-summary-in' type='checkbox'  ><label for='section-dadae302-c8c1-4f83-884e-bef2e10f8865' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a31cd082-046e-49b8-a103-c968da036431' class='xr-index-data-in' type='checkbox'/><label for='index-a31cd082-046e-49b8-a103-c968da036431' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -6750,7 +6331,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-be2a8d44-d4d4-4e31-8a1f-5ed5ab7b1537' class='xr-index-data-in' type='checkbox'/><label for='index-be2a8d44-d4d4-4e31-8a1f-5ed5ab7b1537' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-58cd2cac-cecd-49ae-af86-a65b19a67f58' class='xr-index-data-in' type='checkbox'/><label for='index-58cd2cac-cecd-49ae-af86-a65b19a67f58' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -6759,28 +6340,28 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-86537940-3ee0-451c-b0d4-0872d8f7bdac' class='xr-index-data-in' type='checkbox'/><label for='index-86537940-3ee0-451c-b0d4-0872d8f7bdac' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1e980e8e-1743-4cf8-97c3-db788f50e397' class='xr-index-data-in' type='checkbox'/><label for='index-1e980e8e-1743-4cf8-97c3-db788f50e397' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
        "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
        "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
        "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
        "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-952e4749-9754-46a8-a17e-f17bff785b84' class='xr-section-summary-in' type='checkbox'  ><label for='section-952e4749-9754-46a8-a17e-f17bff785b84' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              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-484058be-20d2-4080-aa39-6b289630efcb' class='xr-section-summary-in' type='checkbox'  ><label for='section-484058be-20d2-4080-aa39-6b289630efcb' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
+       "<xarray.Dataset> Size: 199GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 7305)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1991-01-01 1991-01-02 ... 2010-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 58kB 1991-01-01 1991-01-02 ... 2010-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    pr       (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
-       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(31, 50, 50), meta=np.ndarray>\n",
+       "    tas      (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 40GB dask.array<chunksize=(1096, 50, 50), meta=np.ndarray>\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -6804,8 +6385,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n"
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n"
      ]
     },
     {
@@ -6822,7 +6403,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-1bcb90f2-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9f402026-d51e-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -6857,7 +6438,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a25186c9</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">45f41db1</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -6894,11 +6475,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4be94dbf-b42a-4daf-a70a-0dff427ccc27</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-0dfb3d75-b887-4ea1-aa4d-0b9523099045</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:45491\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38343\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -6940,7 +6521,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41945\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36271\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6948,7 +6529,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38317/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38317/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44179/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44179/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6956,13 +6537,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38255\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37383\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> /tmp/dask-scratch-space/worker-47ho7fnf\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5yws8t4f\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6985,7 +6566,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42927\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36813\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6993,7 +6574,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45877/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45877/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41115/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41115/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7001,13 +6582,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33283\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34833\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> /tmp/dask-scratch-space/worker-cdjd977d\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-av8tguj9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7030,7 +6611,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37221\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46267\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7038,7 +6619,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46087/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46087/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37099/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37099/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7046,13 +6627,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43419\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41659\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> /tmp/dask-scratch-space/worker-ueww31un\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-03ma_wv1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7075,7 +6656,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41697\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41309\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7083,7 +6664,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41243/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41243/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33751/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33751/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7091,13 +6672,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45223\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41541\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> /tmp/dask-scratch-space/worker-ftfw8asm\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vzuya7wr\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7120,7 +6701,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42575\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37435\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7128,7 +6709,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37443/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37443/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39141/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39141/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7136,13 +6717,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45299\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34255\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> /tmp/dask-scratch-space/worker-oh2nkoju\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-v2v298tb\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7169,7 +6750,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:45491' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38343' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -7182,7 +6763,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-42654b91-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-ca8a261e-d51e-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -7217,7 +6798,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">4b766fd0</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">361ac0db</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -7254,11 +6835,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-a818a105-5d82-42cb-bfa3-51b24d184661</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-de8896a5-557b-4b8b-b2e5-822468807453</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41401\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46327\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -7300,7 +6881,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33835\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44655\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7308,7 +6889,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42475/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42475/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37769/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37769/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7316,13 +6897,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43829\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41403\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> /tmp/dask-scratch-space/worker-_qf211p4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3ng92nix\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7345,7 +6926,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34215\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44653\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7353,7 +6934,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39863/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39863/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33281/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33281/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7361,13 +6942,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40135\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36141\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> /tmp/dask-scratch-space/worker-wgv37dhm\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-v6hka44j\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7390,7 +6971,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39901\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40417\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7398,7 +6979,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35889/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35889/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38349/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38349/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7406,13 +6987,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45729\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33793\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> /tmp/dask-scratch-space/worker-ybqbhxnb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-d00e00ts\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7435,7 +7016,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43129\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40947\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7443,7 +7024,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42627/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42627/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33231/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33231/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7451,13 +7032,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46497\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40757\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> /tmp/dask-scratch-space/worker-3pj_3tm0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_noug3l9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7480,7 +7061,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36897\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33701\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7488,7 +7069,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32979/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32979/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33795/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33795/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7496,13 +7077,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46857\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42185\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> /tmp/dask-scratch-space/worker-mkaagify\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-7604nte2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7529,7 +7110,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41401' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:46327' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -7542,7 +7123,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-672b22c5-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f595642a-d51e-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -7577,7 +7158,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">3cc03a4d</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8f54d05d</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -7614,11 +7195,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-acae489b-be57-446a-9d6c-7f6f84919e8a</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-35b94a37-0944-4d5b-993a-b462b5b4c03b</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:44255\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:33199\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -7660,7 +7241,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36863\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36919\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7668,7 +7249,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39983/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39983/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39321/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39321/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7676,13 +7257,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33469\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45785\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> /tmp/dask-scratch-space/worker-0gmeme2p\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-teojcxcw\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7705,7 +7286,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39565\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38765\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7713,7 +7294,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38081/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41237/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41237/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7721,13 +7302,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35181\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46277\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> /tmp/dask-scratch-space/worker-esv8hmna\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hzpdoz5k\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7750,7 +7331,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37125\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43581\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7758,7 +7339,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36443/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36443/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44501/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44501/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7766,13 +7347,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38937\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32837\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> /tmp/dask-scratch-space/worker-mb28texs\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-l2bvurr2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7795,7 +7376,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39777\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44905\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7803,7 +7384,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45801/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45801/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37909/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37909/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7811,13 +7392,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46273\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35429\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> /tmp/dask-scratch-space/worker-ohe3x11j\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-58e8s8q0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7840,7 +7421,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42569\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46777\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7848,7 +7429,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38831/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38831/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33461/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33461/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7856,13 +7437,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45705\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38815\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> /tmp/dask-scratch-space/worker-pv8krp2x\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-y0xzamkd\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7889,7 +7470,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:44255' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:33199' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -7902,7 +7483,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-894f490a-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-201bcfa9-d51f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -7937,7 +7518,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f107137b</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">370ad295</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -7974,11 +7555,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-de49da15-6918-4cae-b21e-581d195f4b2f</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-cab25b9e-d74e-4970-831a-d0f493d8eb9f</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41437\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39969\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -8020,7 +7601,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35899\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39727\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8028,7 +7609,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34833/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34833/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34673/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34673/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8036,13 +7617,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43101\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46593\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> /tmp/dask-scratch-space/worker-t4g8atac\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-siua70_o\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8065,7 +7646,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34295\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32783\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8073,7 +7654,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37449/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37449/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39561/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39561/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8081,13 +7662,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39121\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41041\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> /tmp/dask-scratch-space/worker-467etyu_\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-es6yd0k5\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8110,7 +7691,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37243\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35065\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8118,7 +7699,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41379/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41379/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44257/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44257/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8126,13 +7707,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32957\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33635\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> /tmp/dask-scratch-space/worker-gkp39oz4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ie_6ynt3\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8155,7 +7736,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42843\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40501\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8163,7 +7744,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34155/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34155/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35885/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35885/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8171,13 +7752,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38595\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42353\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> /tmp/dask-scratch-space/worker-dp6kalj8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ltro6amz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8200,7 +7781,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38545\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45851\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8208,7 +7789,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45427/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45427/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39609/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39609/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8216,13 +7797,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44981\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42913\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> /tmp/dask-scratch-space/worker-rppx1rb7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ownts0yv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8249,7 +7830,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41437' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39969' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -8262,7 +7843,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-aaaf641e-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-49ed1369-d51f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -8297,7 +7878,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2c9b7384</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">43adea17</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -8334,11 +7915,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-0b8d2bc4-af75-4753-b51e-b1fdef4f5818</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4069c725-2519-4326-9c8d-7c5497f3654d</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:42553\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:43809\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -8380,7 +7961,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43635\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37611\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8388,7 +7969,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37313/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37313/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34119/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34119/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8396,13 +7977,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37809\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46679\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> /tmp/dask-scratch-space/worker-objo06zp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-pr37gubx\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8425,7 +8006,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39619\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40415\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8433,7 +8014,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33349/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33349/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44629/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44629/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8441,13 +8022,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37067\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38005\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> /tmp/dask-scratch-space/worker-ud53_dvu\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-odi1cuos\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8470,7 +8051,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39659\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46045\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8478,7 +8059,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32877/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32877/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36657/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36657/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8486,13 +8067,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45161\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39151\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> /tmp/dask-scratch-space/worker-3tnyzn8e\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-h3hhax8r\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8515,7 +8096,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46067\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41757\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8523,7 +8104,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34459/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34459/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33965/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33965/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8531,13 +8112,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33461\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42909\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> /tmp/dask-scratch-space/worker-hhks3maw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_sq3c444\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8560,7 +8141,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34985\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33593\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8568,7 +8149,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39727/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39727/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36609/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36609/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8576,13 +8157,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38463\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35177\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> /tmp/dask-scratch-space/worker-1dkx_mxi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-7kt8tk8d\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8609,7 +8190,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:42553' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:43809' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -8622,7 +8203,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-cd4ce9e0-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-74b7585d-d51f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -8657,7 +8238,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8ac98491</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">de7ede82</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -8694,11 +8275,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-80a2de8b-5497-4faf-89b1-802abdd58fa1</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8c701f6e-e2e5-4b82-9eec-96d360b184a3</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41775\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46745\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -8740,7 +8321,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37707\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43435\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8748,7 +8329,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42265/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42265/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38785/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38785/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8756,13 +8337,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41669\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34845\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> /tmp/dask-scratch-space/worker-um0qbdsh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4pfr0i6u\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8785,7 +8366,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44805\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36259\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8793,7 +8374,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41513/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41513/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41091/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41091/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8801,13 +8382,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44251\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36025\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> /tmp/dask-scratch-space/worker-qh7dw_j3\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-udfpv9qp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8830,7 +8411,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38797\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34013\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8838,7 +8419,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34133/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34133/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38627/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38627/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8846,13 +8427,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38015\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45031\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> /tmp/dask-scratch-space/worker-qx9kz_o4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-pfpi037b\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8875,7 +8456,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34511\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43795\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8883,7 +8464,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34113/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34113/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37951/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37951/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8891,13 +8472,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36979\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38371\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> /tmp/dask-scratch-space/worker-nyothb0b\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-035vhifz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8920,7 +8501,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40841\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40899\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8928,7 +8509,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40431/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40431/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33411/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33411/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8936,13 +8517,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42115\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44525\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> /tmp/dask-scratch-space/worker-0ln52f8z\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2_3bifk7\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8969,7 +8550,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41775' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:46745' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -8982,7 +8563,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f06f7a71-a07b-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9f864dc6-d51f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -9017,7 +8598,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">1168d538</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">1ecc773d</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -9054,11 +8635,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-5ab79e57-1690-45e8-8b11-86b6e953f532</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-864e2c71-72d3-4e91-a816-98e84a8c7408</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:43667\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38605\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -9100,7 +8681,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39145\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33143\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9108,7 +8689,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45993/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45993/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35517/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35517/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9116,13 +8697,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37973\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34401\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> /tmp/dask-scratch-space/worker-cm3rgr1o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-p6os4t2w\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9145,7 +8726,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33427\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43809\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9153,7 +8734,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46805/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46805/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46159/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9161,13 +8742,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45439\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36773\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> /tmp/dask-scratch-space/worker-qh68ldc8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-xkz5kv_r\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9190,7 +8771,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36291\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37331\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9198,7 +8779,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40837/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40837/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45853/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45853/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9206,13 +8787,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41749\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34875\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> /tmp/dask-scratch-space/worker-muf6o3tk\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9hkxfb3a\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9235,7 +8816,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43881\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45553\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9243,7 +8824,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34945/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34945/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34005/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34005/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9251,13 +8832,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34323\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38527\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> /tmp/dask-scratch-space/worker-f8a_2fbl\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6zih433d\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9280,7 +8861,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33979\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42535\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9288,7 +8869,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33639/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33639/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34551/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34551/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9296,13 +8877,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37751\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41863\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> /tmp/dask-scratch-space/worker-dwjn8ttz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rnpndx2y\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9329,7 +8910,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:43667' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38605' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -9342,7 +8923,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-137d24f5-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-caa966f5-d51f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -9377,7 +8958,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a12bf0dd</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">7bb022be</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -9414,11 +8995,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2ea0a55f-8fd7-4588-8dd3-8ce131e54fa4</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b453d645-bcad-4268-af88-28fc6b566a07</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:40041\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39887\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -9460,7 +9041,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34055\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36943\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9468,7 +9049,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37439/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37439/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40463/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40463/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9476,13 +9057,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36853\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36497\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> /tmp/dask-scratch-space/worker-y9ggk3dh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5wvpj8hk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9505,7 +9086,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42327\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36965\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9513,7 +9094,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44773/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44773/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41099/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41099/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9521,13 +9102,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39373\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46741\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> /tmp/dask-scratch-space/worker-_juhm3se\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-goxuosgq\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9550,7 +9131,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37933\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39663\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9558,7 +9139,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44399/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44399/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33091/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33091/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9566,13 +9147,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42757\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39719\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> /tmp/dask-scratch-space/worker-a1vz5bcq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-8q51_712\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9595,7 +9176,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35707\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44499\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9603,7 +9184,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41345/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41345/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43833/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43833/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9611,13 +9192,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40085\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37967\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> /tmp/dask-scratch-space/worker-8jhu4y3m\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-uvoh6422\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9640,7 +9221,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40773\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44973\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9648,7 +9229,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33107/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33107/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36619/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36619/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9656,13 +9237,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46409\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43553\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> /tmp/dask-scratch-space/worker-wde0ov6y\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-xembutbl\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9689,7 +9270,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:40041' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39887' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -9702,7 +9283,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-36ad0ebe-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f57032e5-d51f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -9737,7 +9318,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">84cf3107</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9694da54</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -9774,11 +9355,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-17ea335a-43fb-4a2e-bb3d-6ce8b140608a</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-df75af2c-188c-4f98-881a-abc2a15ae8a8</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39591\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39821\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -9820,7 +9401,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42969\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42771\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9828,7 +9409,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39093/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39093/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41061/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41061/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9836,13 +9417,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37833\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41695\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> /tmp/dask-scratch-space/worker-l9uccjwj\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-p710gpa1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9865,7 +9446,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45775\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39991\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9873,7 +9454,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45159/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43255/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43255/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9881,13 +9462,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37221\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42867\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> /tmp/dask-scratch-space/worker-o8c0metp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g0y11vp1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9910,7 +9491,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44013\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43595\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9918,7 +9499,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35365/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35365/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45645/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45645/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9926,13 +9507,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37401\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42475\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> /tmp/dask-scratch-space/worker-dk7jkrs9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-h5rigfw8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9955,7 +9536,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36761\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42195\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9963,7 +9544,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40203/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40203/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33159/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9971,13 +9552,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33309\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32939\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> /tmp/dask-scratch-space/worker-exqapw5t\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-7xs2w9kh\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10000,7 +9581,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43859\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41189\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10008,7 +9589,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44149/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44149/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42735/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42735/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10016,13 +9597,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43913\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45189\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> /tmp/dask-scratch-space/worker-dqd_ntcq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-i89ugxpi\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10049,7 +9630,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39591' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39821' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -10062,7 +9643,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-5ac35be2-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-20fe97b9-d520-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -10097,7 +9678,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a9793067</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9600a350</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -10134,11 +9715,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-80aba4f6-1884-441c-9d7b-5b2fdad91104</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8a695e2a-f6c1-461d-91dd-c3902b1d4cea</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:32953\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39583\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -10180,7 +9761,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37163\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38351\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10188,7 +9769,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44923/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44923/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43925/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43925/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10196,13 +9777,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35603\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45423\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> /tmp/dask-scratch-space/worker-jz25ksln\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2jyxdhk2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10225,7 +9806,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34217\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39415\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10233,7 +9814,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43449/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43449/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44349/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44349/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10241,13 +9822,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39227\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40773\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> /tmp/dask-scratch-space/worker-xgw_a2cu\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-a86dww_x\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10270,7 +9851,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44865\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34657\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10278,7 +9859,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43447/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43447/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43573/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10286,13 +9867,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34519\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41941\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> /tmp/dask-scratch-space/worker-u_b9974t\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-eiwi2zae\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10315,7 +9896,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46315\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46517\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10323,7 +9904,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35003/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35003/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35237/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35237/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10331,13 +9912,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38549\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34329\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> /tmp/dask-scratch-space/worker-o6zidv3x\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6p7vof6i\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10360,7 +9941,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39753\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33943\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10368,7 +9949,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40707/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40707/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33703/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33703/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10376,13 +9957,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33365\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38853\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> /tmp/dask-scratch-space/worker-5hkvykj1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-or1juo5s\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10409,7 +9990,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:32953' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39583' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -10422,7 +10003,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-7c150a80-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-4cea7c1c-d520-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -10457,7 +10038,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">68f9665a</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">21c4e296</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -10494,11 +10075,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c38ba09d-4514-4152-8104-3c08ad30ce50</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-18288fa7-7864-45bd-8875-823ebe7c8c53</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36583\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46099\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -10540,7 +10121,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41771\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34495\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10548,7 +10129,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36345/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36345/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39219/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39219/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10556,13 +10137,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33893\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38613\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> /tmp/dask-scratch-space/worker-eea239r7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-734o77qb\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10585,7 +10166,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43559\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38363\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10593,7 +10174,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39575/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39575/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39423/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39423/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10601,13 +10182,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34517\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36959\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> /tmp/dask-scratch-space/worker-tr5vqxx9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_1588kdy\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10630,7 +10211,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42553\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42523\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10638,7 +10219,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37799/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46345/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46345/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10646,13 +10227,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44067\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38437\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> /tmp/dask-scratch-space/worker-0e5c2xwm\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ttzwm0s5\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10675,7 +10256,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43477\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34947\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10683,7 +10264,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33857/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33857/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38305/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38305/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10691,13 +10272,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39257\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35377\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> /tmp/dask-scratch-space/worker-44uavz73\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-13nbqv6a\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10720,7 +10301,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41767\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34767\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10728,7 +10309,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40727/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40727/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41519/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41519/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10736,13 +10317,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42699\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40199\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> /tmp/dask-scratch-space/worker-tenz6i59\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-oprdrkry\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10769,7 +10350,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36583' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:46099' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -10782,7 +10363,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9f48dbef-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-78d0dfa2-d520-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -10817,7 +10398,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">b5c277fc</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">53e80b37</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -10854,11 +10435,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d74b109a-fa94-4340-8a43-b82ceb8c0222</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-856764f1-666a-4f79-83e8-d4a734b07357</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34711\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:37297\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -10900,7 +10481,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44545\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44067\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10908,7 +10489,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46249/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46249/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10916,13 +10497,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34951\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39097\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> /tmp/dask-scratch-space/worker-42vwhg79\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9hypcdcb\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10945,7 +10526,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37457\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35407\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10953,7 +10534,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37535/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37535/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34935/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34935/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10961,13 +10542,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44951\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43123\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> /tmp/dask-scratch-space/worker-69fbj5qg\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-227y9ln9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10990,7 +10571,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39679\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33235\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10998,7 +10579,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39105/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39105/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35989/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35989/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11006,13 +10587,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42991\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39685\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> /tmp/dask-scratch-space/worker-5f4ecgme\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-reokg5sc\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11035,7 +10616,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35173\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34289\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11043,7 +10624,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34929/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34929/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43003/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43003/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11051,13 +10632,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42473\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34385\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> /tmp/dask-scratch-space/worker-rstxqpbz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-b109sh_a\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11080,7 +10661,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44853\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43547\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11088,7 +10669,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44903/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44903/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34445/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34445/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11096,13 +10677,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34203\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45945\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> /tmp/dask-scratch-space/worker-od98zcu4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-oq23ycza\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11129,7 +10710,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34711' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:37297' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -11142,7 +10723,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-c2adf2c4-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-a87e57e8-d520-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -11177,7 +10758,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">03d37d5d</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a8e87c13</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -11214,11 +10795,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-e27a9240-11c2-4530-aa67-9ec506888cb2</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-93179a78-4d36-4f30-afa4-e435c28a6e9d</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39651\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:32931\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -11260,7 +10841,7 @@
        "                <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",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45673\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11268,7 +10849,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36667/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36667/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46799/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11276,13 +10857,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45391\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37335\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> /tmp/dask-scratch-space/worker-e0ydzkmr\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-0ap4e051\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11305,7 +10886,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36407\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44517\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11313,7 +10894,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36221/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36221/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39767/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39767/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11321,13 +10902,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44583\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39471\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> /tmp/dask-scratch-space/worker-0jxqlon5\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_1h6e_p4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11350,7 +10931,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38019\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44711\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11358,7 +10939,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36979/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36979/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45707/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45707/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11366,13 +10947,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45359\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39951\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> /tmp/dask-scratch-space/worker-jngykuh0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fvblp1rn\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11395,7 +10976,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40607\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33129\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11403,7 +10984,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46055/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46055/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36407/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36407/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11411,13 +10992,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34331\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33063\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> /tmp/dask-scratch-space/worker-stdvpml4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-36uaxkep\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11440,7 +11021,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38999\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34875\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11448,7 +11029,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41701/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41701/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46847/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46847/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11456,13 +11037,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36441\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35143\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> /tmp/dask-scratch-space/worker-zhq0yyjd\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-oyy7dyzj\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11489,7 +11070,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39651' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:32931' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -11502,7 +11083,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-e750b721-a07c-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-d6de0d07-d520-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -11537,7 +11118,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">af8c328c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e6939091</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -11574,11 +11155,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-1f28e14f-421f-403f-a18d-70fda975f6ac</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c2be1262-29c0-4fed-9042-4af8612375c2</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:43537\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46883\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -11620,7 +11201,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33715\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35293\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11628,7 +11209,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32857/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32857/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44661/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44661/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11636,13 +11217,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34633\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38377\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> /tmp/dask-scratch-space/worker-w_scz39z\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-72hhq62y\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11665,7 +11246,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34147\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36713\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11673,7 +11254,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35319/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35319/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37053/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37053/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11681,13 +11262,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39519\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40931\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> /tmp/dask-scratch-space/worker-xc6ffw1j\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-p6zfomnv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11710,7 +11291,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36245\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43413\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11718,7 +11299,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40043/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40043/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11726,13 +11307,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46657\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42685\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> /tmp/dask-scratch-space/worker-e_1x5h3_\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wacsisa7\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11755,7 +11336,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46291\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46349\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11763,7 +11344,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40079/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40079/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35303/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35303/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11771,13 +11352,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44683\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34967\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> /tmp/dask-scratch-space/worker-i3xdz2iq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6d04hel8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11800,7 +11381,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43243\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33183\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11808,7 +11389,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38875/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38875/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39601/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39601/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11816,13 +11397,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33357\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42147\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> /tmp/dask-scratch-space/worker-5i79xk03\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ea79waqw\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11849,7 +11430,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:43537' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:46883' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -11862,7 +11443,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-0a37bbd4-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-02389263-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -11897,7 +11478,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8f5a213d</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">1b02cadb</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -11934,11 +11515,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-472408cd-3835-47b6-83be-68eab684c975</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c9e5691d-c646-42cb-bc64-c480d14f1ab6</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39181\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34863\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -11980,7 +11561,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44435\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38911\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11988,7 +11569,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43493/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43493/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37073/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37073/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11996,13 +11577,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34947\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35375\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> /tmp/dask-scratch-space/worker-y_qi_0go\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wutb2n26\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12025,7 +11606,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43637\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36095\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12033,7 +11614,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42059/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42059/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43127/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43127/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12041,13 +11622,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46111\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35707\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> /tmp/dask-scratch-space/worker-w7g3vi5y\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mxc1pkn4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12070,7 +11651,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40875\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38225\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12078,7 +11659,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33779/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33779/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44627/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44627/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12086,13 +11667,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45029\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36353\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> /tmp/dask-scratch-space/worker-gifpfdd7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3ylnmeu6\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12115,7 +11696,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44691\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42633\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12123,7 +11704,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43081/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37813/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37813/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12131,13 +11712,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42721\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40835\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> /tmp/dask-scratch-space/worker-f2lmutvw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-0myzabsk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12160,7 +11741,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42711\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45813\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12168,7 +11749,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37025/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37025/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46881/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46881/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12176,13 +11757,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41969\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44141\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> /tmp/dask-scratch-space/worker-3s099v37\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-liqz3llo\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12209,7 +11790,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39181' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34863' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -12222,7 +11803,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2e11435a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2dc1ee64-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -12257,7 +11838,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5c2066ad</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e67a4c90</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -12294,11 +11875,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4dc8b779-d4f7-4872-b6d4-f094f48bf69b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2c74e5db-09cc-46bc-a17a-7f85f78f7194</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:44939\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34111\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -12340,7 +11921,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43557\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42335\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12348,7 +11929,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33235/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33235/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43955/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43955/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12356,13 +11937,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33915\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35723\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> /tmp/dask-scratch-space/worker-rkckkevp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4jb1av5x\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12385,7 +11966,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39623\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44263\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12393,7 +11974,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41123/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41123/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42457/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42457/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12401,13 +11982,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41823\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41345\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> /tmp/dask-scratch-space/worker-zq_qd1fi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1wnvbngt\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12430,7 +12011,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33927\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37251\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12438,7 +12019,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39905/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39905/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43677/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43677/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12446,13 +12027,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32823\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33597\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> /tmp/dask-scratch-space/worker-b11syynp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-z2necwqy\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12475,7 +12056,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35143\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33911\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12483,7 +12064,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41713/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12491,13 +12072,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37797\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44965\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> /tmp/dask-scratch-space/worker-a4dwtkp_\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vvmnsors\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12520,7 +12101,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46045\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36785\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12528,7 +12109,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35193/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35193/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39481/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39481/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12536,13 +12117,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40521\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42519\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> /tmp/dask-scratch-space/worker-mo8ff252\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-kpby4hwl\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12569,7 +12150,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:44939' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34111' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -12582,7 +12163,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2e11435a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2dc1ee64-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -12617,7 +12198,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5c2066ad</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e67a4c90</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -12654,11 +12235,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4dc8b779-d4f7-4872-b6d4-f094f48bf69b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2c74e5db-09cc-46bc-a17a-7f85f78f7194</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:44939\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34111\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 0\n",
@@ -12674,7 +12255,7 @@
        "                </tr>\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Started:</strong> Just now\n",
+       "                        <strong>Started:</strong> 1 minute ago\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Total memory:</strong> 0 B\n",
@@ -12714,28 +12295,27 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total computation time: 948.99 seconds\n"
+      "Total computation time: 1173.29 seconds\n"
      ]
     }
    ],
    "source": [
-    "import shutil\n",
-    "import time\n",
-    "from pathlib import Path\n",
-    "from tempfile import TemporaryDirectory\n",
-    "\n",
     "import xarray as xr\n",
-    "from dask.distributed import Client\n",
     "from xclim import atmos\n",
+    "from pathlib import Path\n",
     "from xscen.io import save_to_zarr\n",
+    "from tempfile import TemporaryDirectory\n",
+    "from dask.distributed import Client\n",
+    "import shutil\n",
+    "import time\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "ds = xr.open_dataset(url, chunks={'time': (365*4)+1, 'lat': 50, 'lon': 50})\n",
     "\n",
     "# we're interested in the 1991-2010 period for our heatwave analysis\n",
-    "ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
+    "ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
     "\n",
     "display(ds)\n",
     "\n",
@@ -12743,66 +12323,62 @@
     "dsout = xr.Dataset(attrs=ds.attrs)\n",
     "\n",
     "# xclim calculation on entire dataset\n",
-    "out = atmos.heat_wave_total_length(\n",
-    "    ds=ds, freq=\"YS\", resample_before_rl=False\n",
-    ")  # Heat_wave calculation where heat-waves could cross calendar years\n",
+    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False) # Heat_wave calculation where heat-waves could cross calendar years\n",
     "dsout[out.name] = out\n",
     "\n",
-    "outzarr = Path(\"output\").joinpath(\"heat_wave_total_length_spatial_example.zarr\")\n",
+    "outzarr = Path('output').joinpath('heat_wave_total_length_spatial_example.zarr')\n",
     "\n",
     "if not outzarr.exists():\n",
-    "\n",
+    "    \n",
     "    # if data is too big to write in single step - make individual datasets by binning the `lat` dim (approx n= 50 latitudes at a time)\n",
-    "    grp_dim = \"lat\"\n",
-    "    bins = round(len(dsout.lat) / 50)\n",
+    "    grp_dim     = 'lat'\n",
+    "    bins        = round(len(dsout.lat)/50) \n",
     "    _, datasets = zip(*dsout.groupby_bins(grp_dim, bins))\n",
     "    print(len(datasets))\n",
     "    assert sum([len(d[grp_dim]) for d in datasets]) == len(dsout[grp_dim])\n",
-    "\n",
+    "    \n",
     "    # export each chunk of 50-latitudes to a temporary location\n",
-    "    with TemporaryDirectory(prefix=\"output\", dir=\".\") as outtmp:\n",
+    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
     "        for ii, dds in enumerate(datasets):\n",
     "            dds = dds.chunk(time=-1, lon=50, lat=50)\n",
     "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
-    "            with Client(\n",
-    "                n_workers=5, threads_per_worker=2, memory_limit=\"4GB\"\n",
-    "            ) as client:\n",
+    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
     "                display(client)\n",
     "                save_to_zarr(\n",
     "                    ds=dds,\n",
     "                    filename=filename,\n",
-    "                    mode=\"o\",\n",
+    "                    mode='o',\n",
     "                )\n",
-    "\n",
+    "        \n",
     "        # reassamble pieces and export joined\n",
-    "        inzarrs = sorted(list(filename.parent.glob(f\"*.zarr\")))\n",
-    "\n",
+    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
+    "        \n",
     "        # open the files as a combined multi-file dataset\n",
-    "        ds = xr.open_mfdataset(inzarrs, engine=\"zarr\", decode_timedelta=False)\n",
-    "\n",
+    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)  \n",
+    "        \n",
     "        # define the final chunking configuration\n",
-    "        final_chunks = dict(time=-1, lon=50, lat=50)\n",
-    "\n",
+    "        final_chunks = dict(time=-1, lon=50, lat=50) \n",
+    "        \n",
     "        # save the final combined dataset\n",
     "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
     "        with Client(n_workers=10) as c:\n",
     "            display(client)\n",
     "            save_to_zarr(\n",
-    "                ds=ds.chunk(final_chunks),\n",
-    "                filename=tmpzarr,\n",
-    "                mode=\"o\",\n",
-    "            )\n",
+    "                    ds=ds.chunk(final_chunks),\n",
+    "                    filename=tmpzarr,\n",
+    "                    mode=\"o\",\n",
+    "                )\n",
     "        # move the final combined file to the output location\n",
     "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
     "        shutil.move(tmpzarr, outzarr)\n",
-    "\n",
+    "        \n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "14",
+   "id": "369db0c5-ada0-45ce-b0fc-58a8500761e4",
    "metadata": {},
    "source": [
     "Alternatively, if our goal is to calculate heatwave indicators over a longer time period but for a smaller spatial extent, we can manage memory more efficiently by splitting the data along the time dimension, such as into 5-year intervals."
@@ -12810,8 +12386,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "id": "15",
+   "execution_count": 7,
+   "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
    "metadata": {
     "tags": []
    },
@@ -12850,6 +12426,7 @@
        "}\n",
        "\n",
        "html[theme=dark],\n",
+       "html[data-theme=dark],\n",
        "body[data-theme=dark],\n",
        "body.vscode-dark {\n",
        "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
@@ -12900,7 +12477,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -12908,7 +12485,8 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
@@ -12920,6 +12498,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -13182,18 +12764,18 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
-       "Dimensions:  (lat: 230, lon: 0, time: 25933)\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 8GB\n",
+       "Dimensions:  (lat: 230, lon: 66, time: 25933)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 42.1 42.2 42.3 42.4 42.5 ... 64.6 64.7 64.8 64.9 65.0\n",
-       "  * lon      (lon) float32 \n",
-       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "  * lat      (lat) float32 920B 42.1 42.2 42.3 42.4 42.5 ... 64.7 64.8 64.9 65.0\n",
+       "  * lon      (lon) float32 264B -80.0 -79.9 -79.8 -79.7 ... -73.7 -73.6 -73.5\n",
+       "  * time     (time) datetime64[ns] 207kB 1950-01-01 1950-01-02 ... 2020-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
-       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
-       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
-       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
-       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;\n",
+       "    tas      (time, lat, lon) float32 2GB dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 2GB dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 2GB dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 2GB dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 2GB dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -13207,10 +12789,16 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-464a671e-9bdf-4849-94fd-c08a26861b5b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-464a671e-9bdf-4849-94fd-c08a26861b5b' 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'>lat</span>: 230</li><li><span class='xr-has-index'>lon</span>: 0</li><li><span class='xr-has-index'>time</span>: 25933</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a5d86b6d-dcc5-48f4-b683-73ae5a681c14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a5d86b6d-dcc5-48f4-b683-73ae5a681c14' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>42.1 42.2 42.3 ... 64.8 64.9 65.0</div><input id='attrs-4518bf8d-31b0-424c-b146-18129d3defca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4518bf8d-31b0-424c-b146-18129d3defca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d14475fc-7b0a-429a-9125-e2321fb8717f' class='xr-var-data-in' type='checkbox'><label for='data-d14475fc-7b0a-429a-9125-e2321fb8717f' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([42.1, 42.2, 42.3, ..., 64.8, 64.9, 65. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'></div><input id='attrs-bf27afec-547b-4bf8-94f7-85ddb1b53619' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf27afec-547b-4bf8-94f7-85ddb1b53619' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1b53ef2-da32-4ed8-96ae-a8c7cc3fea2a' class='xr-var-data-in' type='checkbox'><label for='data-b1b53ef2-da32-4ed8-96ae-a8c7cc3fea2a' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2020-12-31</div><input id='attrs-17a1423b-f8a8-4082-86d5-a383b6e1492a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17a1423b-f8a8-4082-86d5-a383b6e1492a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bcc4357-de70-4bdf-9418-294a8562a18e' class='xr-var-data-in' type='checkbox'><label for='data-9bcc4357-de70-4bdf-9418-294a8562a18e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-70a9aed9-b273-4c9e-94dd-6a43779b8f37' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-70a9aed9-b273-4c9e-94dd-6a43779b8f37' 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'>lat</span>: 230</li><li><span class='xr-has-index'>lon</span>: 66</li><li><span class='xr-has-index'>time</span>: 25933</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-79007488-0747-4b38-88a6-c6409428a749' class='xr-section-summary-in' type='checkbox'  checked><label for='section-79007488-0747-4b38-88a6-c6409428a749' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>42.1 42.2 42.3 ... 64.8 64.9 65.0</div><input id='attrs-a3f13433-268e-43da-bacd-5c4aa4f3a435' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3f13433-268e-43da-bacd-5c4aa4f3a435' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcec4d19-0809-462a-8b59-bb1e0eba2ff8' class='xr-var-data-in' type='checkbox'><label for='data-fcec4d19-0809-462a-8b59-bb1e0eba2ff8' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([42.1, 42.2, 42.3, ..., 64.8, 64.9, 65. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-80.0 -79.9 -79.8 ... -73.6 -73.5</div><input id='attrs-d887e390-0794-4f3b-8368-4c7713ba7abb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d887e390-0794-4f3b-8368-4c7713ba7abb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63f962aa-a914-4e61-9871-185d7ab4a7a1' class='xr-var-data-in' type='checkbox'><label for='data-63f962aa-a914-4e61-9871-185d7ab4a7a1' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-80. , -79.9, -79.8, -79.7, -79.6, -79.5, -79.4, -79.3, -79.2, -79.1,\n",
+       "       -79. , -78.9, -78.8, -78.7, -78.6, -78.5, -78.4, -78.3, -78.2, -78.1,\n",
+       "       -78. , -77.9, -77.8, -77.7, -77.6, -77.5, -77.4, -77.3, -77.2, -77.1,\n",
+       "       -77. , -76.9, -76.8, -76.7, -76.6, -76.5, -76.4, -76.3, -76.2, -76.1,\n",
+       "       -76. , -75.9, -75.8, -75.7, -75.6, -75.5, -75.4, -75.3, -75.2, -75.1,\n",
+       "       -75. , -74.9, -74.8, -74.7, -74.6, -74.5, -74.4, -74.3, -74.2, -74.1,\n",
+       "       -74. , -73.9, -73.8, -73.7, -73.6, -73.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2020-12-31</div><input id='attrs-f4f8d317-694c-4f18-9fd9-8c21f176bb7a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4f8d317-694c-4f18-9fd9-8c21f176bb7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-526fbbc9-6920-4ba3-a737-ee18ad77e89f' class='xr-var-data-in' type='checkbox'><label for='data-526fbbc9-6920-4ba3-a737-ee18ad77e89f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1950-01-03T00:00:00.000000000&#x27;, ..., &#x27;2020-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2020-12-30T00:00:00.000000000&#x27;, &#x27;2020-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0c5fdd79-592c-45a8-8dbd-74e73a775e66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0c5fdd79-592c-45a8-8dbd-74e73a775e66' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-119d5582-c2af-472a-bf13-1ad82e6caf83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-119d5582-c2af-472a-bf13-1ad82e6caf83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ccdd1e6-da39-4fe4-af1a-419bbde565de' class='xr-var-data-in' type='checkbox'><label for='data-6ccdd1e6-da39-4fe4-af1a-419bbde565de' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-82508755-35eb-4975-9ed7-57cc4c6a293e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-82508755-35eb-4975-9ed7-57cc4c6a293e' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-de76b5ed-0667-478a-81d8-b5b59bcc864a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de76b5ed-0667-478a-81d8-b5b59bcc864a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8514d7c7-dd2c-444d-8689-b4d92656f478' class='xr-var-data-in' type='checkbox'><label for='data-8514d7c7-dd2c-444d-8689-b4d92656f478' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13225,18 +12813,18 @@
        "                    \n",
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
-       "                        <td> 0 B </td>\n",
-       "                        <td> 0 B </td>\n",
+       "                        <td> 1.47 GiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
-       "                        <td> (25933, 230, 0) </td>\n",
-       "                        <td> (366, 50, 0) </td>\n",
+       "                        <td> (25933, 230, 66) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 426 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 324 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -13246,10 +12834,97 @@
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        "        </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-144b5722-a087-4112-bb95-b4ffd626d590' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-144b5722-a087-4112-bb95-b4ffd626d590' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52610ecc-7c9d-495a-a120-decd87632274' class='xr-var-data-in' type='checkbox'><label for='data-52610ecc-7c9d-495a-a120-decd87632274' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13264,18 +12939,18 @@
        "                    \n",
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
-       "                        <td> 0 B </td>\n",
-       "                        <td> 0 B </td>\n",
+       "                        <td> 1.47 GiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
-       "                        <td> (25933, 230, 0) </td>\n",
-       "                        <td> (366, 50, 0) </td>\n",
+       "                        <td> (25933, 230, 66) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 426 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 324 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -13285,10 +12960,97 @@
        "            </table>\n",
        "        </td>\n",
        "        <td>\n",
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        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-60e67185-c070-4761-b657-f26b6e7ef9f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60e67185-c070-4761-b657-f26b6e7ef9f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ce26280-c36a-4a87-b20b-f1ef718b008d' class='xr-var-data-in' type='checkbox'><label for='data-0ce26280-c36a-4a87-b20b-f1ef718b008d' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-a9a3856e-b33b-4e7e-85a3-808ebf76470e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9a3856e-b33b-4e7e-85a3-808ebf76470e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfba4e13-236b-4855-b23b-9bb43772f0b3' class='xr-var-data-in' type='checkbox'><label for='data-bfba4e13-236b-4855-b23b-9bb43772f0b3' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13303,18 +13065,18 @@
        "                    \n",
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
-       "                        <td> 0 B </td>\n",
-       "                        <td> 0 B </td>\n",
+       "                        <td> 1.47 GiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
-       "                        <td> (25933, 230, 0) </td>\n",
-       "                        <td> (366, 50, 0) </td>\n",
+       "                        <td> (25933, 230, 66) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 426 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 324 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -13324,10 +13086,97 @@
        "            </table>\n",
        "        </td>\n",
        "        <td>\n",
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        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-5920b392-e63e-46b5-8ee4-475791135a73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5920b392-e63e-46b5-8ee4-475791135a73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dbfc0cf-3e9a-4dea-94c3-320de2bbab76' class='xr-var-data-in' type='checkbox'><label for='data-6dbfc0cf-3e9a-4dea-94c3-320de2bbab76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-545f90b5-7760-4e9a-9690-ed5a6897b695' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-545f90b5-7760-4e9a-9690-ed5a6897b695' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e7169c8-21b7-46c0-bbfb-f9add6834553' class='xr-var-data-in' type='checkbox'><label for='data-5e7169c8-21b7-46c0-bbfb-f9add6834553' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13342,18 +13191,18 @@
        "                    \n",
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
-       "                        <td> 0 B </td>\n",
-       "                        <td> 0 B </td>\n",
+       "                        <td> 1.47 GiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
-       "                        <td> (25933, 230, 0) </td>\n",
-       "                        <td> (366, 50, 0) </td>\n",
+       "                        <td> (25933, 230, 66) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 426 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 324 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -13363,10 +13212,97 @@
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        "        </td>\n",
        "        <td>\n",
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+       "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 29, 0), meta=np.ndarray&gt;</div><input id='attrs-a421b477-6b7b-4aa5-a08d-7bf1f8781332' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a421b477-6b7b-4aa5-a08d-7bf1f8781332' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5156f2c-ac4a-4a98-ba34-ab5d72337df6' class='xr-var-data-in' type='checkbox'><label for='data-b5156f2c-ac4a-4a98-ba34-ab5d72337df6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-d2e9adc2-b7cf-4936-8c34-99a5a04988f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2e9adc2-b7cf-4936-8c34-99a5a04988f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce6b5383-dd7b-49fc-9509-e19ef019ca20' class='xr-var-data-in' type='checkbox'><label for='data-ce6b5383-dd7b-49fc-9509-e19ef019ca20' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13381,18 +13317,18 @@
        "                    \n",
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
-       "                        <td> 0 B </td>\n",
-       "                        <td> 0 B </td>\n",
+       "                        <td> 1.47 GiB </td>\n",
+       "                        <td> 13.93 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
-       "                        <td> (25933, 230, 0) </td>\n",
-       "                        <td> (366, 50, 0) </td>\n",
+       "                        <td> (25933, 230, 66) </td>\n",
+       "                        <td> (1461, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 426 chunks in 3 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 324 chunks in 3 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -13402,10 +13338,97 @@
        "            </table>\n",
        "        </td>\n",
        "        <td>\n",
-       "        \n",
+       "        <svg width=\"156\" height=\"146\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
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+       "\n",
+       "  <!-- Vertical lines -->\n",
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+       "\n",
+       "  <!-- Horizontal lines -->\n",
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+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"96\" style=\"stroke-width:2\" />\n",
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+       "  <line x1=\"106\" y1=\"70\" x2=\"106\" y2=\"96\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
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+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"93.294544\" y=\"116.000852\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >66</text>\n",
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+       "  <text x=\"35.294118\" y=\"80.706734\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,80.706734)\">25933</text>\n",
+       "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-03d3cf74-addd-4ffb-bb12-a2109008798d' class='xr-section-summary-in' type='checkbox'  ><label for='section-03d3cf74-addd-4ffb-bb12-a2109008798d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e909289b-9071-4885-898d-63fa33ba2a62' class='xr-index-data-in' type='checkbox'/><label for='index-e909289b-9071-4885-898d-63fa33ba2a62' 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([42.099998474121094,  42.20000076293945,  42.29999923706055,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-84e3adc4-0cc4-4e5c-b9b0-94d531846e72' class='xr-section-summary-in' type='checkbox'  ><label for='section-84e3adc4-0cc4-4e5c-b9b0-94d531846e72' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db80c6f9-91c8-4912-b948-92094a5b5236' class='xr-index-data-in' type='checkbox'/><label for='index-db80c6f9-91c8-4912-b948-92094a5b5236' 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([42.099998474121094,  42.20000076293945,  42.29999923706055,\n",
        "       42.400001525878906,               42.5, 42.599998474121094,\n",
        "        42.70000076293945,  42.79999923706055, 42.900001525878906,\n",
        "                     43.0,\n",
@@ -13414,28 +13437,50 @@
        "         64.4000015258789,               64.5,   64.5999984741211,\n",
        "        64.69999694824219,  64.80000305175781,   64.9000015258789,\n",
        "                     65.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=230))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7aea0b4d-e9e7-4497-9bfd-5fd8bb54a9a6' class='xr-index-data-in' type='checkbox'/><label for='index-7aea0b4d-e9e7-4497-9bfd-5fd8bb54a9a6' 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([], dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-10ff3d12-0541-4356-b52a-451631e997b2' class='xr-index-data-in' type='checkbox'/><label for='index-10ff3d12-0541-4356-b52a-451631e997b2' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=230))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bc848182-8bf3-4b35-89fc-26ecf031de69' class='xr-index-data-in' type='checkbox'/><label for='index-bc848182-8bf3-4b35-89fc-26ecf031de69' 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([             -80.0,  -79.9000015258789, -79.80000305175781,\n",
+       "       -79.69999694824219,  -79.5999984741211,              -79.5,\n",
+       "        -79.4000015258789, -79.30000305175781, -79.19999694824219,\n",
+       "        -79.0999984741211,              -79.0,  -78.9000015258789,\n",
+       "       -78.80000305175781, -78.69999694824219,  -78.5999984741211,\n",
+       "                    -78.5,  -78.4000015258789, -78.30000305175781,\n",
+       "       -78.19999694824219,  -78.0999984741211,              -78.0,\n",
+       "        -77.9000015258789, -77.80000305175781, -77.69999694824219,\n",
+       "        -77.5999984741211,              -77.5,  -77.4000015258789,\n",
+       "       -77.30000305175781, -77.19999694824219,  -77.0999984741211,\n",
+       "                    -77.0,  -76.9000015258789, -76.80000305175781,\n",
+       "       -76.69999694824219,  -76.5999984741211,              -76.5,\n",
+       "        -76.4000015258789, -76.30000305175781, -76.19999694824219,\n",
+       "        -76.0999984741211,              -76.0,  -75.9000015258789,\n",
+       "       -75.80000305175781, -75.69999694824219,  -75.5999984741211,\n",
+       "                    -75.5,  -75.4000015258789, -75.30000305175781,\n",
+       "       -75.19999694824219,  -75.0999984741211,              -75.0,\n",
+       "        -74.9000015258789, -74.80000305175781, -74.69999694824219,\n",
+       "        -74.5999984741211,              -74.5,  -74.4000015258789,\n",
+       "       -74.30000305175781, -74.19999694824219,  -74.0999984741211,\n",
+       "                    -74.0,  -73.9000015258789, -73.80000305175781,\n",
+       "       -73.69999694824219,  -73.5999984741211,              -73.5],\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e749e932-9952-4c18-8675-a6353bf36511' class='xr-index-data-in' type='checkbox'/><label for='index-e749e932-9952-4c18-8675-a6353bf36511' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
        "               &#x27;1950-01-05&#x27;, &#x27;1950-01-06&#x27;, &#x27;1950-01-07&#x27;, &#x27;1950-01-08&#x27;,\n",
        "               &#x27;1950-01-09&#x27;, &#x27;1950-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2020-12-22&#x27;, &#x27;2020-12-23&#x27;, &#x27;2020-12-24&#x27;, &#x27;2020-12-25&#x27;,\n",
        "               &#x27;2020-12-26&#x27;, &#x27;2020-12-27&#x27;, &#x27;2020-12-28&#x27;, &#x27;2020-12-29&#x27;,\n",
        "               &#x27;2020-12-30&#x27;, &#x27;2020-12-31&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=25933, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fb976442-4fdf-4f48-8928-0169a9e934e9' class='xr-section-summary-in' type='checkbox'  ><label for='section-fb976442-4fdf-4f48-8928-0169a9e934e9' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=25933, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5abb49f9-7d00-465d-be7a-76b856824025' class='xr-section-summary-in' type='checkbox'  ><label for='section-5abb49f9-7d00-465d-be7a-76b856824025' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:  (lat: 230, lon: 0, time: 25933)\n",
+       "<xarray.Dataset> Size: 8GB\n",
+       "Dimensions:  (lat: 230, lon: 66, time: 25933)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 42.1 42.2 42.3 42.4 42.5 ... 64.6 64.7 64.8 64.9 65.0\n",
-       "  * lon      (lon) float32 \n",
-       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2020-12-31\n",
+       "  * lat      (lat) float32 920B 42.1 42.2 42.3 42.4 42.5 ... 64.7 64.8 64.9 65.0\n",
+       "  * lon      (lon) float32 264B -80.0 -79.9 -79.8 -79.7 ... -73.7 -73.6 -73.5\n",
+       "  * time     (time) datetime64[ns] 207kB 1950-01-01 1950-01-02 ... 2020-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
-       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
-       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
-       "    pr       (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
-       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(366, 29, 0), meta=np.ndarray>\n",
+       "    tas      (time, lat, lon) float32 2GB dask.array<chunksize=(1461, 29, 1), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 2GB dask.array<chunksize=(1461, 29, 1), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 2GB dask.array<chunksize=(1461, 29, 1), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 2GB dask.array<chunksize=(1461, 29, 1), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 2GB dask.array<chunksize=(1461, 29, 1), meta=np.ndarray>\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -13459,8 +13504,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:41: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`\n"
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n"
      ]
     },
     {
@@ -13470,7 +13515,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8e5678bb-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-5a5b062f-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -13505,7 +13550,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">96c53251</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">79001f92</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -13542,11 +13587,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-23a044ab-06a5-4c05-82eb-7080f2c5388c</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3d79911d-e88e-49c2-8699-63368a7abbcf</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39115\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41185\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -13588,7 +13633,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40881\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34781\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13596,7 +13641,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40105/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40105/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43149/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43149/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13604,13 +13649,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46051\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40091\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> /tmp/dask-scratch-space/worker-u7uopkut\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-kpkyx5qs\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13633,7 +13678,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41259\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37267\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13641,7 +13686,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44237/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44237/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34481/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34481/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13649,13 +13694,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33695\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45019\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> /tmp/dask-scratch-space/worker-2ckpl417\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-tlagtvhi\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13678,7 +13723,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43159\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41529\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13686,7 +13731,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37411/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37411/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45713/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13694,13 +13739,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43153\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42783\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> /tmp/dask-scratch-space/worker-t2mgpnfb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vhrn8ynq\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13723,7 +13768,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42005\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44703\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13731,7 +13776,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38491/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38491/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46231/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46231/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13739,13 +13784,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45529\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44059\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> /tmp/dask-scratch-space/worker-rbd8e7xo\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-8aj6yyfx\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13768,7 +13813,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42985\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38235\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13776,7 +13821,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42881/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42881/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34073/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34073/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13784,13 +13829,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35457\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34281\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> /tmp/dask-scratch-space/worker-x5k56gpa\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fybcfkki\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13817,7 +13862,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39115' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:41185' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -13830,7 +13875,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8f4c7754-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8714ed90-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -13865,7 +13910,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f4c7750c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">182a0771</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -13902,11 +13947,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-40a5f00a-ff20-4c68-96f5-6aa563cc7ee0</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-893d5e9a-ed73-4112-a43d-a837a5db8ad3</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:40359\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:33175\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -13948,7 +13993,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41037\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41697\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13956,7 +14001,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34971/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34971/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39473/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39473/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13964,13 +14009,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45939\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44297\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> /tmp/dask-scratch-space/worker-rx_wn98o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-d73x5j70\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13993,7 +14038,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34899\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46783\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14001,7 +14046,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42541/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42541/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38047/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38047/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14009,13 +14054,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44755\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43999\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> /tmp/dask-scratch-space/worker-rz_c7vsw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ptqr8uyy\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14038,7 +14083,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34533\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42439\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14046,7 +14091,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38619/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38619/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39927/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39927/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14054,13 +14099,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44527\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37877\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> /tmp/dask-scratch-space/worker-9rqivyz9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-eiab19xk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14083,7 +14128,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35549\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43051\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14091,7 +14136,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44097/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44097/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46257/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46257/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14099,13 +14144,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36785\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32993\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> /tmp/dask-scratch-space/worker-bksoxh8p\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-p6exi6ds\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14128,7 +14173,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33039\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32915\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14136,7 +14181,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34555/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34555/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40081/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14144,13 +14189,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35171\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36113\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> /tmp/dask-scratch-space/worker-wofzgxpt\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6n3wfurv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14177,7 +14222,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:40359' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:33175' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -14190,7 +14235,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-903b3e74-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b34653eb-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -14225,7 +14270,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8c6eb6d9</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">05574c51</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -14262,11 +14307,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-91c151e8-8fa9-457b-8684-30497815685b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-39c25f83-4973-45db-8712-a352633ffe65</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34389\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41255\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -14308,7 +14353,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33999\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35735\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14316,7 +14361,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45475/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45475/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33573/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14324,13 +14369,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43255\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46743\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> /tmp/dask-scratch-space/worker-6xb5l87b\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-s0us_lm8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14353,7 +14398,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46809\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35723\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14361,7 +14406,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35535/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35535/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14369,13 +14414,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34409\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38525\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> /tmp/dask-scratch-space/worker-2oklsv8c\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-urptru2s\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14398,7 +14443,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:32773\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38029\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14406,7 +14451,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46145/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46145/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37895/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37895/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14414,13 +14459,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46155\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33645\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> /tmp/dask-scratch-space/worker-a360xk9l\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4ndo7qzm\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14443,7 +14488,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35551\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33873\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14451,7 +14496,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39377/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44487/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44487/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14459,13 +14504,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46701\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38433\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> /tmp/dask-scratch-space/worker-4465nbxz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-p5c81qu0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14488,7 +14533,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46805\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46371\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14496,7 +14541,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44371/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44371/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35839/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35839/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14504,13 +14549,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45485\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42861\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> /tmp/dask-scratch-space/worker-4c6wuy2b\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6rmjxkby\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14537,7 +14582,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34389' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:41255' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -14550,7 +14595,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9119f10f-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dc8a830b-d521-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -14585,7 +14630,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">876a6276</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5fa84072</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -14622,11 +14667,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-46c3fb77-ca74-4f33-87f3-3edb06de0a3d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-fd988ae5-dec7-406e-ab39-7da1c38e631e</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46517\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44439\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -14668,7 +14713,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37713\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38481\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14676,7 +14721,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39439/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39439/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43289/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43289/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14684,13 +14729,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33427\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41695\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> /tmp/dask-scratch-space/worker-2n2ol863\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-xcwkz810\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14713,7 +14758,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38357\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36395\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14721,7 +14766,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37017/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37017/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36299/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36299/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14729,13 +14774,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36203\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41957\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> /tmp/dask-scratch-space/worker-8vq6cga4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-qyg7iu8o\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14758,7 +14803,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33067\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36533\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14766,7 +14811,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45881/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45881/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41051/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41051/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14774,13 +14819,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45941\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42673\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> /tmp/dask-scratch-space/worker-9cg5391g\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-s2ln5see\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14803,7 +14848,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38405\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43897\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14811,7 +14856,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37553/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37553/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14819,13 +14864,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43405\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37447\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> /tmp/dask-scratch-space/worker-1c2s90kj\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-j14pp5a7\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14848,7 +14893,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45999\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41857\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14856,7 +14901,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38569/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38569/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38501/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38501/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14864,13 +14909,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40627\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41171\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> /tmp/dask-scratch-space/worker-o3r7voxa\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rvbeha_i\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14897,7 +14942,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46517' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:44439' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -14910,7 +14955,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-91fb43aa-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-032fbe0a-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -14945,7 +14990,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">fc83d812</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ba74edb7</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -14982,11 +15027,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-e1bf9663-17d5-43cc-96f3-c0545d58066b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-9c8e027c-b01d-4114-bd5f-c276e74431ce</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:40843\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34547\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -15028,7 +15073,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43123\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44087\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15036,7 +15081,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38007/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38007/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37751/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37751/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15044,13 +15089,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34497\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42469\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> /tmp/dask-scratch-space/worker-dprgh5kd\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-u3i4binh\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15073,7 +15118,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40575\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45411\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15081,7 +15126,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34503/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34503/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33201/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33201/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15089,13 +15134,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43307\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41469\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> /tmp/dask-scratch-space/worker-gsrx4wt8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1ii1rnqo\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15118,7 +15163,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39365\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43365\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15126,7 +15171,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39617/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39617/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38473/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38473/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15134,13 +15179,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45969\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38011\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> /tmp/dask-scratch-space/worker-5pdzkcm3\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g2dnc53o\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15163,7 +15208,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46263\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37827\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15171,7 +15216,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38675/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38675/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35615/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35615/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15179,13 +15224,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38183\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43755\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> /tmp/dask-scratch-space/worker-0qsswbht\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-571x21wd\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15208,7 +15253,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36907\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37945\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15216,7 +15261,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46459/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46459/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42951/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42951/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15224,13 +15269,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34641\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32885\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> /tmp/dask-scratch-space/worker-hgbwljvo\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-m4wk0j8z\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15257,7 +15302,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:40843' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34547' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -15270,7 +15315,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-92db8201-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-25af0031-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -15305,7 +15350,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">23ffef01</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">0493f4bc</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -15342,11 +15387,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-dd086852-29a1-42cf-9f1e-0aaebb3251d2</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-23ce6693-718d-4887-a47c-5a51e385b90d</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:44053\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:37673\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -15388,7 +15433,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38151\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45229\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15396,7 +15441,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36847/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36847/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42713/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15404,13 +15449,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39641\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40807\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> /tmp/dask-scratch-space/worker-oe3s5g7z\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ldqpeu85\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15433,7 +15478,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36965\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45157\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15441,7 +15486,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45995/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45995/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34827/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34827/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15449,13 +15494,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42305\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38711\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> /tmp/dask-scratch-space/worker-ym47_hxz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-tot4emv1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15478,7 +15523,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44501\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35077\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15486,7 +15531,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36835/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36835/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42799/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15494,13 +15539,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35067\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37167\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> /tmp/dask-scratch-space/worker-wyd898sp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-cnq2_b_8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15523,7 +15568,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33577\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46693\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15531,7 +15576,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39017/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39017/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38177/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38177/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15539,13 +15584,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40631\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44333\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> /tmp/dask-scratch-space/worker-knu_k_32\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-nfuoe5k8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15568,7 +15613,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38239\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43741\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15576,7 +15621,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40461/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40461/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15584,13 +15629,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46505\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46515\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> /tmp/dask-scratch-space/worker-ac5ftesv\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-66z5_k15\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15617,7 +15662,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:44053' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:37673' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -15630,7 +15675,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-93b65bfb-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-45679d91-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -15665,7 +15710,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e82ab823</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">c47c5fb2</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -15702,11 +15747,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-a01335c0-fe3f-4092-97fb-a33797b61703</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-394c3b6f-3a03-4f66-a527-ff2b8c84982e</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46365\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36127\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -15748,7 +15793,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37769\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41405\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15756,7 +15801,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42867/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42867/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38841/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38841/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15764,13 +15809,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42457\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44813\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> /tmp/dask-scratch-space/worker-055dnevn\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hrnxzen0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15793,7 +15838,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46665\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38101\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15801,7 +15846,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41861/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41861/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38039/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38039/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15809,13 +15854,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35109\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43599\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> /tmp/dask-scratch-space/worker-vqkyadfb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-h0218vr0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15838,7 +15883,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36619\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46435\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15846,7 +15891,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41121/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41121/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36065/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36065/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15854,13 +15899,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36507\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44597\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> /tmp/dask-scratch-space/worker-8oaklrju\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-63kvcqfy\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15883,7 +15928,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40575\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36005\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15891,7 +15936,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43631/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43631/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43645/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43645/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15899,13 +15944,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41191\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38623\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> /tmp/dask-scratch-space/worker-fje5lbwu\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-nup2kxwi\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15928,7 +15973,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42695\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39291\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15936,7 +15981,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35717/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35717/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15944,13 +15989,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39777\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37101\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> /tmp/dask-scratch-space/worker-qfuq_oql\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-49c4m173\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15977,7 +16022,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46365' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:36127' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -15990,7 +16035,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-94957fd7-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-6310df8a-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -16025,7 +16070,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">86b0dbee</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">486ab292</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -16062,11 +16107,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7b0e7815-48a4-4f20-a629-7ee1ed7176af</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4ca4ad1a-08c7-4e53-b964-885f8f024200</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41319\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:41631\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -16108,7 +16153,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42025\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33611\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16116,7 +16161,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40643/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40643/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39669/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39669/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16124,13 +16169,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42847\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35305\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> /tmp/dask-scratch-space/worker-ge870ntq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_sqybe4v\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16153,7 +16198,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39333\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36429\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16161,7 +16206,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39185/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39185/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39965/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39965/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16169,13 +16214,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45451\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33695\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> /tmp/dask-scratch-space/worker-ens9unm1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fgkns2uw\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16198,7 +16243,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42265\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33927\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16206,7 +16251,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35585/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44267/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44267/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16214,13 +16259,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42021\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38639\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> /tmp/dask-scratch-space/worker-zl0i5d5a\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-n_2xdlzh\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16243,7 +16288,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44407\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44589\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16251,7 +16296,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37151/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37151/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34235/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34235/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16259,13 +16304,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45903\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42963\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> /tmp/dask-scratch-space/worker-hygsg5qs\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fufb7fpk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16288,7 +16333,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43445\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43437\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16296,7 +16341,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37897/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37897/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34829/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34829/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16304,13 +16349,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37177\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46787\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> /tmp/dask-scratch-space/worker-eau89iux\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_dci5umi\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16337,7 +16382,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41319' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:41631' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -16350,7 +16395,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-956f3a71-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-7e03f919-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -16385,7 +16430,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">bfa77138</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a100cef8</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -16422,11 +16467,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7b4c1b38-b105-4a4a-a394-f7c02a1e52ef</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-23687faa-239c-496a-96d2-35f9ce9b50cd</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36861\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36147\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -16468,7 +16513,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33113\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34035\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16476,7 +16521,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33143/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33143/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38543/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38543/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16484,13 +16529,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33229\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33329\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> /tmp/dask-scratch-space/worker-jt9xlgku\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fn473lpz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16513,7 +16558,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38481\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34849\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16521,7 +16566,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46709/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46709/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41445/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41445/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16529,13 +16574,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38917\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33717\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> /tmp/dask-scratch-space/worker-jeakac77\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-18akwosr\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16558,7 +16603,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38093\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45205\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16566,7 +16611,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44057/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44057/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38871/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38871/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16574,13 +16619,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37537\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37861\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> /tmp/dask-scratch-space/worker-9ji0n5x7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-x87myxwq\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16603,7 +16648,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41739\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34975\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16611,7 +16656,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43521/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43521/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44633/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44633/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16619,13 +16664,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40155\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37051\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> /tmp/dask-scratch-space/worker-wh48cuaa\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-tkpg7_44\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16648,7 +16693,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44749\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43149\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16656,7 +16701,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37035/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37035/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36101/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36101/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16664,13 +16709,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33569\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41869\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> /tmp/dask-scratch-space/worker-6m9cexi9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-bafm7_ts\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16697,12 +16742,48 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36861' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:36147' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-01-17 22:29:57,007 - distributed.worker - ERROR - Failed to communicate with scheduler during heartbeat.\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 225, in read\n",
+      "    frames_nosplit_nbytes_bin = await stream.read_bytes(fmt_size)\n",
+      "                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
+      "tornado.iostream.StreamClosedError: Stream is closed\n",
+      "\n",
+      "The above exception was the direct cause of the following exception:\n",
+      "\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/worker.py\", line 1250, in heartbeat\n",
+      "    response = await retry_operation(\n",
+      "               ^^^^^^^^^^^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/utils_comm.py\", line 461, in retry_operation\n",
+      "    return await retry(\n",
+      "           ^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/utils_comm.py\", line 440, in retry\n",
+      "    return await coro()\n",
+      "           ^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/core.py\", line 1256, in send_recv_from_rpc\n",
+      "    return await send_recv(comm=comm, op=key, **kwargs)\n",
+      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/core.py\", line 1015, in send_recv\n",
+      "    response = await comm.read(deserializers=deserializers)\n",
+      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 236, in read\n",
+      "    convert_stream_closed_error(self, e)\n",
+      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 142, in convert_stream_closed_error\n",
+      "    raise CommClosedError(f\"in {obj}: {exc}\") from exc\n",
+      "distributed.comm.core.CommClosedError: in <TCP (closed) ConnectionPool.heartbeat_worker local=tcp://127.0.0.1:41066 remote=tcp://127.0.0.1:36147>: Stream is closed\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -16710,7 +16791,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9648a244-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-94cf47ea-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -16745,7 +16826,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">4b5d3876</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8fc1931a</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -16782,11 +16863,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b2316176-eca6-4372-b220-4e542b353b0e</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ac5277a8-c6c3-44b8-b3f9-f07b731d510a</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36045\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:40993\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -16828,7 +16909,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33771\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40239\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16836,7 +16917,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46163/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46163/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46139/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46139/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16844,13 +16925,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44713\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39557\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> /tmp/dask-scratch-space/worker-e566cfzc\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ge_7ikzl\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16873,7 +16954,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44941\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43273\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16881,7 +16962,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41469/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41469/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43941/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43941/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16889,13 +16970,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36991\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39189\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> /tmp/dask-scratch-space/worker-zsso_u8o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-27tb4hoi\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16918,7 +16999,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42815\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40741\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16926,7 +17007,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45421/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45421/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35231/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35231/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16934,13 +17015,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38229\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37741\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> /tmp/dask-scratch-space/worker-z_bxg7n5\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-huphv2eh\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16963,7 +17044,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44689\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38025\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16971,7 +17052,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41077/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41077/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41287/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41287/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16979,13 +17060,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42151\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39425\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> /tmp/dask-scratch-space/worker-b_5042x0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5yyzg9px\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17008,7 +17089,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45411\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33761\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17016,7 +17097,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38891/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38891/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43007/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43007/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17024,13 +17105,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38519\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35431\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> /tmp/dask-scratch-space/worker-5x1cqdij\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-uww56c33\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17057,7 +17138,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36045' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:40993' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -17070,7 +17151,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-97226655-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-aa8f6dfe-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -17105,7 +17186,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ab9a4b66</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e82f3210</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -17142,11 +17223,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8cdf5451-8e3f-4697-b55f-15e9c7bf8654</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d8534ef9-d5e4-483d-80dc-5c5b122a5fd4</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:40293\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36393\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -17188,7 +17269,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44579\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42157\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17196,7 +17277,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37893/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37893/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44809/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44809/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17204,13 +17285,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34965\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37193\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> /tmp/dask-scratch-space/worker-ql1q64a3\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ii2lao15\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17233,7 +17314,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41923\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33489\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17241,7 +17322,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33377/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17249,13 +17330,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38875\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34549\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> /tmp/dask-scratch-space/worker-8tufgpka\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-yx4k8mav\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17278,7 +17359,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40889\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34881\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17286,7 +17367,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38649/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38649/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36217/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36217/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17294,13 +17375,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44235\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37387\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> /tmp/dask-scratch-space/worker-sdm9f01e\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-cm_k552k\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17323,7 +17404,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34733\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45129\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17331,7 +17412,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35445/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35445/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43831/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43831/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17339,13 +17420,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41293\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38609\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> /tmp/dask-scratch-space/worker-22bbqnnt\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-r47ezzi0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17368,7 +17449,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44781\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43783\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17376,7 +17457,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35755/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35755/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36827/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36827/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17384,13 +17465,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40983\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38093\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> /tmp/dask-scratch-space/worker-w_gvh68r\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-veoue2am\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17417,7 +17498,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:40293' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:36393' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -17430,7 +17511,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-97fae801-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-bc783dd8-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -17465,7 +17546,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">da925a80</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5e20b5c4</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -17502,11 +17583,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-56ad65e2-95b1-4714-9471-63d06918bd69</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-13ccdadb-d63b-4d17-93bf-f72b8c43967f</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36863\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39823\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -17548,7 +17629,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40805\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38769\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17556,7 +17637,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39251/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39251/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46469/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46469/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17564,13 +17645,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34963\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37633\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> /tmp/dask-scratch-space/worker-gm9ujw3j\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-grspnf79\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17593,7 +17674,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42469\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37761\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17601,7 +17682,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33783/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33783/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36993/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36993/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17609,13 +17690,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37709\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37779\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> /tmp/dask-scratch-space/worker-1cexz6mn\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3b62yt_b\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17638,7 +17719,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35139\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46085\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17646,7 +17727,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38813/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38813/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33529/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33529/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17654,13 +17735,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42915\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46121\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> /tmp/dask-scratch-space/worker-l93n9jub\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-y57s5arz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17683,7 +17764,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39923\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40491\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17691,7 +17772,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36929/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36929/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38159/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17699,13 +17780,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36843\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39059\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> /tmp/dask-scratch-space/worker-ubc5z5ri\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2fzrm0l0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17728,7 +17809,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36117\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41643\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17736,7 +17817,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34713/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44915/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44915/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17744,13 +17825,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38303\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39057\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> /tmp/dask-scratch-space/worker-9rabi6m9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-21mdowc0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17777,7 +17858,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36863' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39823' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -17790,7 +17871,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-98d41c9e-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-cc191bec-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -17825,7 +17906,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">bac0f35f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5ae46ebf</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -17862,11 +17943,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-92ac6b01-c73d-4196-8a02-e0b64b0d5ff0</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b3e842ea-adc2-424d-a00d-f6a6d19350c4</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36105\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:33637\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -17908,7 +17989,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36909\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40011\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17916,7 +17997,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40113/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40113/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43153/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43153/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17924,13 +18005,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43797\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46557\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> /tmp/dask-scratch-space/worker-whx2hktv\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-0p7zcywp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17953,7 +18034,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33889\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42153\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17961,7 +18042,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40051/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40051/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32823/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32823/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17969,13 +18050,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45851\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37531\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> /tmp/dask-scratch-space/worker-877oeuhu\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-af54o88a\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17998,7 +18079,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43045\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35849\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18006,7 +18087,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34465/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34465/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46075/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46075/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18014,13 +18095,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41043\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36697\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> /tmp/dask-scratch-space/worker-zzt14i96\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-u_5z50m0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18043,7 +18124,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45599\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40623\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18051,7 +18132,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36933/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36933/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44441/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44441/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18059,13 +18140,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45827\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36945\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> /tmp/dask-scratch-space/worker-jqsmj9r0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fn7yxo31\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18088,7 +18169,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37393\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35709\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18096,7 +18177,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37595/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37595/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41155/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41155/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18104,13 +18185,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36293\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38697\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> /tmp/dask-scratch-space/worker-hgzyvrc8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3zjkl5f4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18137,7 +18218,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36105' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:33637' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -18150,7 +18231,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-99aeea73-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-d6c3f464-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -18185,7 +18266,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">aa130ea9</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">0c279cc2</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -18222,11 +18303,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4c5eb92f-47bf-4ab9-92bf-7359f062ad10</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-6c463c41-6549-48e6-b248-2ac52afa7236</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46673\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44877\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -18268,7 +18349,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34345\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32957\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18276,7 +18357,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42573/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36011/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36011/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18284,13 +18365,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34129\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33431\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> /tmp/dask-scratch-space/worker-3x2jeb6g\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rc17tq3x\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18313,7 +18394,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37449\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42077\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18321,7 +18402,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39821/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39821/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42505/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42505/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18329,13 +18410,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39101\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39063\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> /tmp/dask-scratch-space/worker-5nf2v4h8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-x8beqtcd\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18358,7 +18439,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42907\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32885\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18366,7 +18447,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42999/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42999/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42565/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42565/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18374,13 +18455,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41419\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46677\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> /tmp/dask-scratch-space/worker-qq4fpijy\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1zhs_2pw\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18403,7 +18484,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33587\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44529\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18411,7 +18492,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40789/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40789/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41611/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41611/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18419,13 +18500,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44683\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41215\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> /tmp/dask-scratch-space/worker-iiqj49c8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-xi7tz27z\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18448,7 +18529,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43093\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38295\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18456,7 +18537,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36051/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36051/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18464,13 +18545,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35683\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45921\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> /tmp/dask-scratch-space/worker-hk7ppjxh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2gwgr1ym\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18497,7 +18578,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46673' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:44877' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -18510,7 +18591,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9a8aed0a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dfc5a98a-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -18545,7 +18626,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">fa2b84b9</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ede8e60a</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -18582,11 +18663,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-fcb73a62-09a4-476b-85fa-13a44a7f300d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ff44d102-eefe-4894-be74-63191f7edc6b</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:43183\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46781\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -18628,7 +18709,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45675\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35469\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18636,7 +18717,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38773/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38773/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33693/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33693/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18644,13 +18725,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36913\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44343\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> /tmp/dask-scratch-space/worker-f0ot8t_p\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-jn6o50yp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18673,7 +18754,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40271\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34381\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18681,7 +18762,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39287/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39287/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41141/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41141/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18689,13 +18770,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33835\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44597\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> /tmp/dask-scratch-space/worker-blndtchc\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-jtwkf08e\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18718,7 +18799,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41569\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41573\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18726,7 +18807,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38447/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38447/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42169/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42169/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18734,13 +18815,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40095\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36255\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> /tmp/dask-scratch-space/worker-ggn8tjf2\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5sslw2la\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18763,7 +18844,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36161\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38761\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18771,7 +18852,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36179/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36179/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34109/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34109/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18779,13 +18860,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45287\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45565\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> /tmp/dask-scratch-space/worker-sbwf62do\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-w558qehg\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18808,7 +18889,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34801\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45063\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18816,7 +18897,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36899/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36899/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40905/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40905/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18824,13 +18905,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46847\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37257\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> /tmp/dask-scratch-space/worker-pgbogqdo\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-x0t6iyzn\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18857,7 +18938,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:43183' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:46781' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -18870,7 +18951,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9a8aed0a-a07d-11ef-9e54-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dfc5a98a-d522-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -18905,7 +18986,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">fa2b84b9</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ede8e60a</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -18942,11 +19023,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-fcb73a62-09a4-476b-85fa-13a44a7f300d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ff44d102-eefe-4894-be74-63191f7edc6b</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:43183\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46781\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 0\n",
@@ -19002,72 +19083,65 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total computation time: 24.60 seconds\n"
+      "Total computation time: 667.90 seconds\n"
      ]
     }
    ],
    "source": [
-    "import shutil\n",
-    "import time\n",
-    "from pathlib import Path\n",
-    "from tempfile import TemporaryDirectory\n",
-    "\n",
-    "import pandas as pd\n",
     "import xarray as xr\n",
-    "from dask.distributed import Client\n",
     "from xclim import atmos\n",
+    "from pathlib import Path\n",
     "from xscen.io import save_to_zarr\n",
+    "from tempfile import TemporaryDirectory\n",
+    "from dask.distributed import Client\n",
+    "import shutil\n",
+    "import pandas as pd\n",
+    "import time\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
+    "ds = xr.open_dataset(url, chunks={'time': (365*4)+1, 'lat': 50, 'lon': 50})\n",
     "\n",
-    "# this time, let's focus our analysis on a smaller region and a longer time period\n",
-    "ds = ds.sel(\n",
-    "    time=slice(\"1950-01-01\", \"2020-12-31\"),\n",
-    "    lat=slice(42.1, 65.0),\n",
-    "    lon=slice(-12.5, -20.0),\n",
-    ")\n",
+    "# this time, let's focus our analysis on a smaller region and a longer time period  \n",
+    "ds = ds.sel(time=slice('1950-01-01', '2020-12-31'), lat=slice(42.1, 65.0), lon=(slice(-80.0, -73.5)))\n",
     "\n",
     "display(ds)\n",
     "\n",
     "dsout = xr.Dataset(attrs=ds.attrs)\n",
     "\n",
-    "out = atmos.heat_wave_total_length(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
+    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False)\n",
     "dsout[out.name] = out\n",
     "\n",
-    "outzarr = Path(\"output\").joinpath(\"heat_wave_total_length_temporal_example.zarr\")\n",
+    "outzarr = Path('output').joinpath('heat_wave_total_length_temporal_example.zarr')\n",
     "\n",
     "if not outzarr.exists():\n",
-    "\n",
+    "    \n",
     "    # resample into 5-year intervals\n",
-    "    _, datasets = zip(*dsout.resample(time=\"5YS\"))\n",
+    "    _, datasets = zip(*dsout.resample(time='5YS'))\n",
     "\n",
     "    # export each 5-year chunk to a temporary location\n",
-    "    with TemporaryDirectory(prefix=\"output\", dir=\".\") as outtmp:\n",
+    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
     "        for ii, dds in enumerate(datasets):\n",
-    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))\n",
+    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))  \n",
     "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
-    "            with Client(\n",
-    "                n_workers=5, threads_per_worker=2, memory_limit=\"4GB\"\n",
-    "            ) as client:\n",
+    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
     "                display(client)\n",
     "                save_to_zarr(\n",
     "                    ds=dds,\n",
     "                    filename=filename,\n",
-    "                    mode=\"o\",\n",
+    "                    mode='o',\n",
     "                )\n",
-    "\n",
+    "        \n",
     "        # reassemble the 5-year chunks into a single dataset\n",
-    "        inzarrs = sorted(list(filename.parent.glob(f\"*.zarr\")))\n",
-    "\n",
+    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
+    "        \n",
     "        # open the files as a combined multi-file dataset\n",
-    "        ds = xr.open_mfdataset(inzarrs, engine=\"zarr\", decode_timedelta=False)\n",
-    "\n",
+    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)\n",
+    "        \n",
     "        # define the final chunking configuration\n",
-    "        final_chunks = dict(time=12 * 50, lon=50, lat=50)\n",
-    "\n",
+    "        final_chunks = dict(time=12*50, lon=50, lat=50)\n",
+    "        \n",
     "        # save the final combined dataset\n",
     "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
     "        with Client(n_workers=10) as c:\n",
@@ -19077,22 +19151,14 @@
     "                filename=tmpzarr,\n",
     "                mode=\"o\",\n",
     "            )\n",
-    "\n",
+    "            \n",
     "        # move the final combined file to the output location\n",
     "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
     "        shutil.move(tmpzarr, outzarr)\n",
-    "\n",
+    "        \n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "16",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {

From 9f8bfffb687e3b43cb989536a007e807ce8c700d Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sat, 18 Jan 2025 05:53:30 +0000
Subject: [PATCH 04/10] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 237 ++++++++++--------
 1 file changed, 127 insertions(+), 110 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index 10944cc..d62b743 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b898ae93-3234-44b1-a88f-5aa0c1d8f6b9",
+   "id": "0",
    "metadata": {},
    "source": [
     "# Processing Large Climate Datasets with Dask and Xarray\n",
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "9f12da60-e3df-4172-a9cb-e014801ba7c9",
+   "id": "1",
    "metadata": {
     "tags": []
    },
@@ -29,7 +29,7 @@
     }
    ],
    "source": [
-    "import xarray as xr \n",
+    "import xarray as xr\n",
     "\n",
     "# open the daily ERA5-land dataset as an example\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
@@ -38,12 +38,12 @@
     "ds = xr.open_dataset(url, decode_times=False, chunks={})\n",
     "\n",
     "# `._ChunkSizes` attribute shows the chunk structure of the variable\n",
-    "print(ds['tas']._ChunkSizes)"
+    "print(ds[\"tas\"]._ChunkSizes)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "1ab719a3-3de0-4344-aa9a-2836d4a099ed",
+   "id": "2",
    "metadata": {
     "tags": []
    },
@@ -58,7 +58,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "4d646c97-eda5-4070-aa54-19ce91d908dc",
+   "id": "3",
    "metadata": {},
    "outputs": [
     {
@@ -72,7 +72,7 @@
    ],
    "source": [
     "# open dataset with unaligned chunks\n",
-    "ds = xr.open_dataset(url, chunks={\"time\":10, \"lat\":-1, \"lon\":-1})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": 10, \"lat\": -1, \"lon\": -1})\n",
     "\n",
     "# resample the 'tas' variable to yearly means\n",
     "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
@@ -80,7 +80,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "224cca61-81e9-4c69-9fcd-23d5421a351c",
+   "id": "4",
    "metadata": {},
    "source": [
     "However, this original chunking choice resulted in inefficient computation because the on-disk chunk size for the `time` dimension was much larger than 10. Processing such small chunks led to excessive overhead and slow performance. Instead of arbitrary chunking, I align the chunks with the on-disk structure by setting the `time` chunk size to match the smallest on-disk chunk and choosing spatial chunks in multiples of 50 to avoid creating too many small chunks:"
@@ -89,7 +89,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "a449349b-a339-4d96-aa33-12a97d9ec51e",
+   "id": "5",
    "metadata": {
     "tags": []
    },
@@ -105,7 +105,7 @@
    ],
    "source": [
     "# open dataset with aligned chunks\n",
-    "ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50*5, 'lon': 50*5})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50 * 5, \"lon\": 50 * 5})\n",
     "\n",
     "# resample the 'tas' variable to yearly means\n",
     "%time tas_resampled = ds['tas'].sel(time=slice('1981-01-01', '1981-12-31')).resample(time='YS').mean().compute()"
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "47a56ac9-2d80-43ef-a283-12a2e2d42bfd",
+   "id": "6",
    "metadata": {},
    "source": [
     "The computation time dropped from approximately 5 minutes to just over 1 minute after aligning the chunks, as this approach better managed memory and I/O operations, leading to faster execution."
@@ -121,7 +121,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2422a144-7765-4d29-9703-93d0c54a4c02",
+   "id": "7",
    "metadata": {},
    "source": [
     "### How to do parallel processing with Dask Distributed Client? \n",
@@ -139,7 +139,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "73765dbb-3bf7-4814-b44e-6246713275de",
+   "id": "8",
    "metadata": {
     "tags": []
    },
@@ -1697,33 +1697,37 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
+    "import time\n",
     "from pathlib import Path\n",
-    "from dask.distributed import Client\n",
+    "\n",
+    "import psutil\n",
+    "import xarray as xr\n",
     "from dask import compute\n",
-    "import psutil  \n",
-    "import time\n",
+    "from dask.distributed import Client\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "# function to compute the yearly mean for each variable \n",
+    "# function to compute the yearly mean for each variable\n",
+    "\n",
+    "\n",
     "def compute_yearly_mean(ds, var_name):\n",
     "    var = ds[var_name]\n",
-    "    yearly_mean = var.resample(time='YS').mean()\n",
+    "    yearly_mean = var.resample(time=\"YS\").mean()\n",
     "    return yearly_mean\n",
     "\n",
+    "\n",
     "# set up Dask client within a context manager\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
     "    # display the Dask Dashboard\n",
     "    display(client)\n",
     "\n",
     "    # open the dataset with on-disk chunking structure\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={'time': 366, 'lat': 50, 'lon':50}) \n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": 366, \"lat\": 50, \"lon\": 50})\n",
     "    display(ds)\n",
     "\n",
     "    # select data for the year 1981\n",
-    "    ds = ds.sel(time=slice('1981-01-01', '1981-12-31'))\n",
+    "    ds = ds.sel(time=slice(\"1981-01-01\", \"1981-12-31\"))\n",
     "\n",
     "    variables = list(ds.data_vars)\n",
     "\n",
@@ -1734,7 +1738,7 @@
     "        if not output_path.exists():\n",
     "            yearly_mean = compute_yearly_mean(ds, var_name)\n",
     "            # save to Zarr with compute=False to get a delayed task object\n",
-    "            delayed_task = yearly_mean.to_zarr(output_path, mode='w', compute=False)\n",
+    "            delayed_task = yearly_mean.to_zarr(output_path, mode=\"w\", compute=False)\n",
     "            tasks.append(delayed_task)\n",
     "\n",
     "    # trigger the execution of all delayed tasks\n",
@@ -1747,12 +1751,12 @@
     "\n",
     "end_time = time.time()\n",
     "elapsed_time = end_time - start_time\n",
-    "print(f'Total computation time: {elapsed_time:.2f} seconds')"
+    "print(f\"Total computation time: {elapsed_time:.2f} seconds\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "e9cee3ca-a916-4d16-aab8-75dc3692217c",
+   "id": "9",
    "metadata": {},
    "source": [
     "Let’s look at a more complex analysis involving heatwave indicators. Here, I calculate two climate indicators, `heat_wave_total_length` and `heat_wave_frequency`, using the `atmos` submodule from the `xclim` library. Both indicators rely on the same input data (`tasmin` and `tasmax`), so I create a pipeline of delayed tasks, which minimizes I/O operations by keeping the data in memory until both indicators are calculated and saved.\n",
@@ -1763,7 +1767,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
+   "id": "10",
    "metadata": {
     "tags": []
    },
@@ -3397,7 +3401,7 @@
     "\n",
     "    # load data using on-disk chunk sizes\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={\"time\": (365*4)+1, \"lat\": 50, \"lon\": 50})\n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": (365 * 4) + 1, \"lat\": 50, \"lon\": 50})\n",
     "\n",
     "    # we're interested in the 1991-2010 period for our heatwave analysis\n",
     "    ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
@@ -3448,7 +3452,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12d29293-ad43-44f5-8d4a-1ecdbf8574ce",
+   "id": "11",
    "metadata": {
     "tags": []
    },
@@ -3462,7 +3466,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
+   "id": "12",
    "metadata": {},
    "outputs": [
     {
@@ -5078,53 +5082,54 @@
     }
    ],
    "source": [
+    "import time\n",
     "from pathlib import Path\n",
+    "\n",
+    "import psutil\n",
+    "from dask import compute\n",
     "from dask.distributed import Client\n",
-    "import time\n",
     "from xclim import atmos\n",
-    "from dask import compute\n",
-    "import psutil  \n",
     "\n",
     "start_time = time.time()\n",
     "\n",
-    "with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client:\n",
+    "with Client(n_workers=5, threads_per_worker=2, memory_limit=\"4GB\") as client:\n",
     "    display(client)\n",
-    "    \n",
+    "\n",
     "    url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "    ds = xr.open_dataset(url, chunks={'time': (365*4)+1, 'lat': 50, 'lon': 50})\n",
-    "    \n",
-    "    ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
-    "    \n",
+    "    ds = xr.open_dataset(url, chunks={\"time\": (365 * 4) + 1, \"lat\": 50, \"lon\": 50})\n",
+    "\n",
+    "    ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
+    "\n",
     "    display(ds)\n",
     "\n",
-    "    indicators = [atmos.heat_wave_total_length, atmos.heat_wave_frequency, atmos._precip.precip_accumulation]  \n",
+    "    indicators = [\n",
+    "        atmos.heat_wave_total_length,\n",
+    "        atmos.heat_wave_frequency,\n",
+    "        atmos._precip.precip_accumulation,\n",
+    "    ]\n",
     "\n",
     "    for indicator in indicators:\n",
-    "        ds_out = xr.Dataset(attrs=ds.attrs) \n",
-    "        \n",
+    "        ds_out = xr.Dataset(attrs=ds.attrs)\n",
+    "\n",
     "        if indicator == atmos._precip.precip_accumulation:\n",
     "            # calculate indicator\n",
     "            out = indicator(\n",
     "                ds=ds,\n",
-    "                freq='YS',\n",
-    "            )\n",
-    "        else: \n",
-    "            out = indicator(\n",
-    "                ds=ds,\n",
-    "                freq='YS',\n",
-    "                resample_before_rl=False\n",
+    "                freq=\"YS\",\n",
     "            )\n",
-    "            \n",
-    "        out = out.chunk({'time': -1, 'lat': 50, 'lon': 50})\n",
+    "        else:\n",
+    "            out = indicator(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
+    "\n",
+    "        out = out.chunk({\"time\": -1, \"lat\": 50, \"lon\": 50})\n",
     "        ds_out[out.name] = out\n",
     "\n",
-    "        output_path = Path(f'heatwave_output_ex2/{out.name}_1991-2010.zarr')\n",
+    "        output_path = Path(f\"heatwave_output_ex2/{out.name}_1991-2010.zarr\")\n",
     "        output_path.parent.mkdir(parents=True, exist_ok=True)\n",
     "\n",
     "        if not output_path.exists():\n",
     "            # save to Zarr, triggering computation immediately\n",
     "            ds_out.to_zarr(output_path)\n",
-    "    \n",
+    "\n",
     "    # fetch memory usage from all workers and display the total usage\n",
     "    worker_memory = client.run(lambda: psutil.Process().memory_info().rss)\n",
     "    total_memory = sum(worker_memory.values())\n",
@@ -5136,7 +5141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3849655b-5c02-444a-a5ce-f3e788f5242f",
+   "id": "13",
    "metadata": {},
    "source": [
     "Even with the sequential computation approach, there may be scenarios where the heatwave indicator data is still too large to write in a single step. In such cases, an effective strategy is to split the dataset into smaller, manageable spatial chunks, which would allow for more efficient processing and data writing.\n",
@@ -5147,7 +5152,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
+   "id": "14",
    "metadata": {
     "tags": []
    },
@@ -12300,22 +12305,23 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
-    "from xclim import atmos\n",
+    "import shutil\n",
+    "import time\n",
     "from pathlib import Path\n",
-    "from xscen.io import save_to_zarr\n",
     "from tempfile import TemporaryDirectory\n",
+    "\n",
+    "import xarray as xr\n",
     "from dask.distributed import Client\n",
-    "import shutil\n",
-    "import time\n",
+    "from xclim import atmos\n",
+    "from xscen.io import save_to_zarr\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "ds = xr.open_dataset(url, chunks={'time': (365*4)+1, 'lat': 50, 'lon': 50})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": (365 * 4) + 1, \"lat\": 50, \"lon\": 50})\n",
     "\n",
     "# we're interested in the 1991-2010 period for our heatwave analysis\n",
-    "ds = ds.sel(time=slice('1991-01-01', '2010-12-31'))\n",
+    "ds = ds.sel(time=slice(\"1991-01-01\", \"2010-12-31\"))\n",
     "\n",
     "display(ds)\n",
     "\n",
@@ -12323,62 +12329,66 @@
     "dsout = xr.Dataset(attrs=ds.attrs)\n",
     "\n",
     "# xclim calculation on entire dataset\n",
-    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False) # Heat_wave calculation where heat-waves could cross calendar years\n",
+    "out = atmos.heat_wave_total_length(\n",
+    "    ds=ds, freq=\"YS\", resample_before_rl=False\n",
+    ")  # Heat_wave calculation where heat-waves could cross calendar years\n",
     "dsout[out.name] = out\n",
     "\n",
-    "outzarr = Path('output').joinpath('heat_wave_total_length_spatial_example.zarr')\n",
+    "outzarr = Path(\"output\").joinpath(\"heat_wave_total_length_spatial_example.zarr\")\n",
     "\n",
     "if not outzarr.exists():\n",
-    "    \n",
+    "\n",
     "    # if data is too big to write in single step - make individual datasets by binning the `lat` dim (approx n= 50 latitudes at a time)\n",
-    "    grp_dim     = 'lat'\n",
-    "    bins        = round(len(dsout.lat)/50) \n",
+    "    grp_dim = \"lat\"\n",
+    "    bins = round(len(dsout.lat) / 50)\n",
     "    _, datasets = zip(*dsout.groupby_bins(grp_dim, bins))\n",
     "    print(len(datasets))\n",
     "    assert sum([len(d[grp_dim]) for d in datasets]) == len(dsout[grp_dim])\n",
-    "    \n",
+    "\n",
     "    # export each chunk of 50-latitudes to a temporary location\n",
-    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
+    "    with TemporaryDirectory(prefix=\"output\", dir=\".\") as outtmp:\n",
     "        for ii, dds in enumerate(datasets):\n",
     "            dds = dds.chunk(time=-1, lon=50, lat=50)\n",
     "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
-    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
+    "            with Client(\n",
+    "                n_workers=5, threads_per_worker=2, memory_limit=\"4GB\"\n",
+    "            ) as client:\n",
     "                display(client)\n",
     "                save_to_zarr(\n",
     "                    ds=dds,\n",
     "                    filename=filename,\n",
-    "                    mode='o',\n",
+    "                    mode=\"o\",\n",
     "                )\n",
-    "        \n",
+    "\n",
     "        # reassamble pieces and export joined\n",
-    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
-    "        \n",
+    "        inzarrs = sorted(list(filename.parent.glob(f\"*.zarr\")))\n",
+    "\n",
     "        # open the files as a combined multi-file dataset\n",
-    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)  \n",
-    "        \n",
+    "        ds = xr.open_mfdataset(inzarrs, engine=\"zarr\", decode_timedelta=False)\n",
+    "\n",
     "        # define the final chunking configuration\n",
-    "        final_chunks = dict(time=-1, lon=50, lat=50) \n",
-    "        \n",
+    "        final_chunks = dict(time=-1, lon=50, lat=50)\n",
+    "\n",
     "        # save the final combined dataset\n",
     "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
     "        with Client(n_workers=10) as c:\n",
     "            display(client)\n",
     "            save_to_zarr(\n",
-    "                    ds=ds.chunk(final_chunks),\n",
-    "                    filename=tmpzarr,\n",
-    "                    mode=\"o\",\n",
-    "                )\n",
+    "                ds=ds.chunk(final_chunks),\n",
+    "                filename=tmpzarr,\n",
+    "                mode=\"o\",\n",
+    "            )\n",
     "        # move the final combined file to the output location\n",
     "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
     "        shutil.move(tmpzarr, outzarr)\n",
-    "        \n",
+    "\n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "369db0c5-ada0-45ce-b0fc-58a8500761e4",
+   "id": "15",
    "metadata": {},
    "source": [
     "Alternatively, if our goal is to calculate heatwave indicators over a longer time period but for a smaller spatial extent, we can manage memory more efficiently by splitting the data along the time dimension, such as into 5-year intervals."
@@ -12387,7 +12397,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
+   "id": "16",
    "metadata": {
     "tags": []
    },
@@ -19088,60 +19098,67 @@
     }
    ],
    "source": [
-    "import xarray as xr\n",
-    "from xclim import atmos\n",
+    "import shutil\n",
+    "import time\n",
     "from pathlib import Path\n",
-    "from xscen.io import save_to_zarr\n",
     "from tempfile import TemporaryDirectory\n",
-    "from dask.distributed import Client\n",
-    "import shutil\n",
+    "\n",
     "import pandas as pd\n",
-    "import time\n",
+    "import xarray as xr\n",
+    "from dask.distributed import Client\n",
+    "from xclim import atmos\n",
+    "from xscen.io import save_to_zarr\n",
     "\n",
     "start_time = time.time()\n",
     "\n",
     "url = \"https://pavics.ouranos.ca/twitcher/ows/proxy/thredds/dodsC/datasets/reanalyses/day_ERA5-Land_NAM.ncml\"\n",
-    "ds = xr.open_dataset(url, chunks={'time': (365*4)+1, 'lat': 50, 'lon': 50})\n",
+    "ds = xr.open_dataset(url, chunks={\"time\": (365 * 4) + 1, \"lat\": 50, \"lon\": 50})\n",
     "\n",
-    "# this time, let's focus our analysis on a smaller region and a longer time period  \n",
-    "ds = ds.sel(time=slice('1950-01-01', '2020-12-31'), lat=slice(42.1, 65.0), lon=(slice(-80.0, -73.5)))\n",
+    "# this time, let's focus our analysis on a smaller region and a longer time period\n",
+    "ds = ds.sel(\n",
+    "    time=slice(\"1950-01-01\", \"2020-12-31\"),\n",
+    "    lat=slice(42.1, 65.0),\n",
+    "    lon=(slice(-80.0, -73.5)),\n",
+    ")\n",
     "\n",
     "display(ds)\n",
     "\n",
     "dsout = xr.Dataset(attrs=ds.attrs)\n",
     "\n",
-    "out = atmos.heat_wave_total_length(ds=ds, freq='YS', resample_before_rl=False)\n",
+    "out = atmos.heat_wave_total_length(ds=ds, freq=\"YS\", resample_before_rl=False)\n",
     "dsout[out.name] = out\n",
     "\n",
-    "outzarr = Path('output').joinpath('heat_wave_total_length_temporal_example.zarr')\n",
+    "outzarr = Path(\"output\").joinpath(\"heat_wave_total_length_temporal_example.zarr\")\n",
     "\n",
     "if not outzarr.exists():\n",
-    "    \n",
+    "\n",
     "    # resample into 5-year intervals\n",
-    "    _, datasets = zip(*dsout.resample(time='5YS'))\n",
+    "    _, datasets = zip(*dsout.resample(time=\"5YS\"))\n",
     "\n",
     "    # export each 5-year chunk to a temporary location\n",
-    "    with TemporaryDirectory(prefix='output', dir='.') as outtmp:\n",
+    "    with TemporaryDirectory(prefix=\"output\", dir=\".\") as outtmp:\n",
     "        for ii, dds in enumerate(datasets):\n",
-    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))  \n",
+    "            dds = dds.chunk(dict(time=-1, lon=50, lat=50))\n",
     "            filename = Path(outtmp).joinpath(f\"{ii}.zarr\")\n",
-    "            with Client(n_workers=5, threads_per_worker=2, memory_limit='4GB') as client: \n",
+    "            with Client(\n",
+    "                n_workers=5, threads_per_worker=2, memory_limit=\"4GB\"\n",
+    "            ) as client:\n",
     "                display(client)\n",
     "                save_to_zarr(\n",
     "                    ds=dds,\n",
     "                    filename=filename,\n",
-    "                    mode='o',\n",
+    "                    mode=\"o\",\n",
     "                )\n",
-    "        \n",
+    "\n",
     "        # reassemble the 5-year chunks into a single dataset\n",
-    "        inzarrs = sorted(list(filename.parent.glob(f'*.zarr')))\n",
-    "        \n",
+    "        inzarrs = sorted(list(filename.parent.glob(f\"*.zarr\")))\n",
+    "\n",
     "        # open the files as a combined multi-file dataset\n",
-    "        ds = xr.open_mfdataset(inzarrs, engine='zarr', decode_timedelta=False)\n",
-    "        \n",
+    "        ds = xr.open_mfdataset(inzarrs, engine=\"zarr\", decode_timedelta=False)\n",
+    "\n",
     "        # define the final chunking configuration\n",
-    "        final_chunks = dict(time=12*50, lon=50, lat=50)\n",
-    "        \n",
+    "        final_chunks = dict(time=12 * 50, lon=50, lat=50)\n",
+    "\n",
     "        # save the final combined dataset\n",
     "        tmpzarr = Path(outtmp).joinpath(outzarr.name)\n",
     "        with Client(n_workers=10) as c:\n",
@@ -19151,11 +19168,11 @@
     "                filename=tmpzarr,\n",
     "                mode=\"o\",\n",
     "            )\n",
-    "            \n",
+    "\n",
     "        # move the final combined file to the output location\n",
     "        outzarr.parent.mkdir(exist_ok=True, parents=True)\n",
     "        shutil.move(tmpzarr, outzarr)\n",
-    "        \n",
+    "\n",
     "end_time = time.time()\n",
     "print(f\"Total computation time: {end_time - start_time:.2f} seconds\")"
    ]

From d6ec03bbcaf8a10ba0db92ee9571943215925c50 Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Mon, 20 Jan 2025 12:40:26 -0500
Subject: [PATCH 05/10] rerun the notebook, output cells updated

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 2150 +++++++++--------
 1 file changed, 1141 insertions(+), 1009 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index 10944cc..d2c5bd3 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Processing Large Climate Datasets with Dask and Xarray\n",
     "### How to align memory chunks with on-disk chunks?\n",
-    "Efficient data processing on PAVICS, or using xarray/Dask in general, typically requires understanding two different notions of data *chunking*: 1) *on-disk* chunking or the way the data is stored in the filesystem and 2) *in-memory* chunking, or the way that Dask will break up a large dataset into manageable portions and process the data in parallel. In the case of *memory* chunks it is important to note that users can specify any size of in-memory chunking they feel is appropriate with respect to their system resources and the analysis at hand. However, this does not mean that the calculation will be efficient. Indeed, to efficiently process large datasets and prevent memory overloads, aligning in-memory chunks with the on-disk chunk structure is essential. This allows Dask to load and process data in a way that minimizes memory usage and I/O operations, speeding up computation.\n",
+    "Efficient data processing on PAVICS, or using Xarray/Dask in general, typically requires understanding two different notions of data *chunking*: 1) *on-disk* chunking or the way the data is stored in the filesystem and 2) *in-memory* chunking, or the way that Dask will break up a large dataset into manageable portions and process the data in parallel. In the case of *memory* chunks it is important to note that users can specify any size of in-memory chunking they feel is appropriate with respect to their system resources and the analysis at hand. However, this does not mean that the calculation will be efficient. Indeed, to efficiently process large datasets and prevent memory overloads, aligning in-memory chunks with the on-disk chunk structure is essential. This allows Dask to load and process data in a way that minimizes memory usage and I/O operations, speeding up computation.\n",
     "\n",
     "I begin by checking the on-disk chunk structure of my dataset by loading it with `decode_times=False`. This skips time decoding and loads only metadata without reading the data into memory."
    ]
@@ -138,7 +138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "id": "73765dbb-3bf7-4814-b44e-6246713275de",
    "metadata": {
     "tags": []
@@ -151,7 +151,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-4c5b0b8a-a124-11ef-ab33-0242ac12000c</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-493b0bb9-d743-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -186,7 +186,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f2d89cc8</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">4ab5401c</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -223,11 +223,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-32d45067-a2b5-4fb0-92a9-a07bb97da0ae</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-979b3492-c279-45ca-bbb3-d4403d2511a3</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46341\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:33379\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -269,7 +269,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38031\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36481\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -277,7 +277,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36389/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36389/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38509/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38509/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -285,13 +285,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35377\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39865\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> /tmp/dask-scratch-space/worker-74on4p3n\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-eobjb3xv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -314,7 +314,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33339\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42105\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -322,7 +322,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43587/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43587/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36567/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36567/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -330,13 +330,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37279\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46515\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> /tmp/dask-scratch-space/worker-c6u7zge8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4v6uzo3h\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -359,7 +359,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35613\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33385\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -367,7 +367,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34169/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34169/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37597/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37597/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -375,13 +375,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33505\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42185\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> /tmp/dask-scratch-space/worker-2jbdsdhb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1nu38f3z\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -404,7 +404,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37163\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44139\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -412,7 +412,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43807/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43807/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38203/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38203/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -420,13 +420,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38151\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44811\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> /tmp/dask-scratch-space/worker-ego2rpka\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-f_14ml55\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -449,7 +449,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35367\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45517\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -457,7 +457,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46437/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46437/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37355/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37355/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -465,13 +465,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38855\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36657\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> /tmp/dask-scratch-space/worker-jhacn10g\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hxyou2s9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -498,7 +498,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46341' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:33379' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -538,6 +538,7 @@
        "}\n",
        "\n",
        "html[theme=dark],\n",
+       "html[data-theme=dark],\n",
        "body[data-theme=dark],\n",
        "body.vscode-dark {\n",
        "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
@@ -588,7 +589,7 @@
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
@@ -596,7 +597,8 @@
        "}\n",
        "\n",
        ".xr-section-item input {\n",
-       "  display: none;\n",
+       "  display: inline-block;\n",
+       "  opacity: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item input + label {\n",
@@ -608,6 +610,10 @@
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
+       ".xr-section-item input:focus + label {\n",
+       "  border: 2px solid var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
        ".xr-section-item input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
@@ -870,18 +876,18 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 715GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 26298)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2021-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 210kB 1950-01-01 1950-01-02 ... 2021-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmin   (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
-       "    tasmax   (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
-       "    pr       (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
-       "    prsn     (time, lat, lon) float32 dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;\n",
+       "    tas      (time, lat, lon) float32 143GB dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmin   (time, lat, lon) float32 143GB dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;\n",
+       "    tasmax   (time, lat, lon) float32 143GB dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;\n",
+       "    pr       (time, lat, lon) float32 143GB dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;\n",
+       "    prsn     (time, lat, lon) float32 143GB dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -895,10 +901,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-f5ad3f7f-f755-455e-be2f-c6c194165fc9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f5ad3f7f-f755-455e-be2f-c6c194165fc9' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 26298</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-37479b70-b257-4275-8bda-13de9316dc52' class='xr-section-summary-in' type='checkbox'  checked><label for='section-37479b70-b257-4275-8bda-13de9316dc52' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-19c3302f-d4a6-479c-b8d3-40337b4a1bce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19c3302f-d4a6-479c-b8d3-40337b4a1bce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b011a22-8d95-4118-bd8c-9f400d8fc65c' class='xr-var-data-in' type='checkbox'><label for='data-1b011a22-8d95-4118-bd8c-9f400d8fc65c' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-b08e1fdd-0ebc-4ed9-86ee-b8bb801434f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b08e1fdd-0ebc-4ed9-86ee-b8bb801434f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-514e8e6d-12cb-47e4-affe-5e16760af1ec' class='xr-var-data-in' type='checkbox'><label for='data-514e8e6d-12cb-47e4-affe-5e16760af1ec' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2021-12-31</div><input id='attrs-f95ff1f9-70c1-4fe7-9190-02c617d3f7a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f95ff1f9-70c1-4fe7-9190-02c617d3f7a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbcff112-8775-4ec8-a020-7f106d7e2a8b' class='xr-var-data-in' type='checkbox'><label for='data-bbcff112-8775-4ec8-a020-7f106d7e2a8b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-6f8c723f-316f-48e4-828b-fad930f11523' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6f8c723f-316f-48e4-828b-fad930f11523' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 26298</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-734313c8-325b-4d9d-ad57-96f53288907e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-734313c8-325b-4d9d-ad57-96f53288907e' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-be783313-2ef6-4d27-99d5-fdd1548eb39b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be783313-2ef6-4d27-99d5-fdd1548eb39b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d30bdf4-ed2e-456a-8a6a-59f2f894fe77' class='xr-var-data-in' type='checkbox'><label for='data-1d30bdf4-ed2e-456a-8a6a-59f2f894fe77' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-98d467b7-111b-4efb-bb35-0304b818276c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98d467b7-111b-4efb-bb35-0304b818276c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ed6ff37-8ed1-480e-acdc-4432f5429a7e' class='xr-var-data-in' type='checkbox'><label for='data-2ed6ff37-8ed1-480e-acdc-4432f5429a7e' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2021-12-31</div><input id='attrs-32a96be2-c6ce-4490-ba7a-9c5af9171c0e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32a96be2-c6ce-4490-ba7a-9c5af9171c0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2cd022e6-9538-417e-8c94-a965a4a5b60f' class='xr-var-data-in' type='checkbox'><label for='data-2cd022e6-9538-417e-8c94-a965a4a5b60f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1950-01-03T00:00:00.000000000&#x27;, ..., &#x27;2021-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2021-12-30T00:00:00.000000000&#x27;, &#x27;2021-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-452e6cfa-79df-43ca-8f7c-7886e991383d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-452e6cfa-79df-43ca-8f7c-7886e991383d' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-544daca2-1433-4cc9-b0b7-67eb6ded713c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-544daca2-1433-4cc9-b0b7-67eb6ded713c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a2a11e3-43a9-4d2b-8a6b-ae741cad82e9' class='xr-var-data-in' type='checkbox'><label for='data-6a2a11e3-43a9-4d2b-8a6b-ae741cad82e9' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2f6c0131-33f1-40a2-9f8b-3d8ff1500b87' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2f6c0131-33f1-40a2-9f8b-3d8ff1500b87' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-51d857ae-c908-4088-86ee-31c0c715992f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-51d857ae-c908-4088-86ee-31c0c715992f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2f0b557-fd56-4745-bd7e-d0301ff95f1a' class='xr-var-data-in' type='checkbox'><label for='data-a2f0b557-fd56-4745-bd7e-d0301ff95f1a' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -914,17 +920,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 133.24 GiB </td>\n",
-       "                        <td> 127.99 MiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (26298, 800, 1700) </td>\n",
-       "                        <td> (13421, 50, 50) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 39168 chunks in 2 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -957,15 +963,49 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"31\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"34\" />\n",
+       "  <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"38\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"42\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"46\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"49\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"53\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"57\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"39\" y2=\"60\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"43\" y2=\"64\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"46\" y2=\"67\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"50\" y2=\"71\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"54\" y2=\"75\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"58\" y2=\"79\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"83\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"65\" y2=\"86\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"68\" y2=\"90\" />\n",
+       "  <line x1=\"72\" y1=\"62\" x2=\"72\" y2=\"94\" />\n",
+       "  <line x1=\"76\" y1=\"66\" x2=\"76\" y2=\"98\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"102\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"46\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"12\" y1=\"2\" x2=\"49\" y2=\"2\" />\n",
+       "  <line x1=\"16\" y1=\"6\" x2=\"52\" y2=\"6\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"56\" y2=\"10\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"60\" y2=\"14\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"63\" y2=\"17\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"67\" y2=\"21\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"71\" y2=\"25\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"75\" y2=\"29\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"79\" y2=\"33\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"82\" y2=\"36\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"86\" y2=\"40\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"90\" y2=\"44\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"94\" y2=\"48\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"98\" y2=\"52\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"101\" y2=\"55\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"105\" y2=\"58\" />\n",
+       "  <line x1=\"72\" y1=\"62\" x2=\"108\" y2=\"62\" />\n",
+       "  <line x1=\"76\" y1=\"66\" x2=\"112\" y2=\"66\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"116\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -1044,7 +1084,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-b547a2b9-579a-4b70-b4c5-367ce478a15f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b547a2b9-579a-4b70-b4c5-367ce478a15f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7500791e-66a0-47fa-9ab4-2fbf87c6c66a' class='xr-var-data-in' type='checkbox'><label for='data-7500791e-66a0-47fa-9ab4-2fbf87c6c66a' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-85905cf6-564b-42c6-99f7-592dd38f45b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-85905cf6-564b-42c6-99f7-592dd38f45b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ab694f0-0c1a-4ea8-b2dd-800dfe5a4808' class='xr-var-data-in' type='checkbox'><label for='data-9ab694f0-0c1a-4ea8-b2dd-800dfe5a4808' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1060,17 +1100,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 133.24 GiB </td>\n",
-       "                        <td> 127.99 MiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (26298, 800, 1700) </td>\n",
-       "                        <td> (13421, 50, 50) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 39168 chunks in 2 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -1103,15 +1143,49 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"31\" style=\"stroke-width:2\" />\n",
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+       "  <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"38\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"42\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"46\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"49\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"53\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"57\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"39\" y2=\"60\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"43\" y2=\"64\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"46\" y2=\"67\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"50\" y2=\"71\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"54\" y2=\"75\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"58\" y2=\"79\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"83\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"65\" y2=\"86\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"68\" y2=\"90\" />\n",
+       "  <line x1=\"72\" y1=\"62\" x2=\"72\" y2=\"94\" />\n",
+       "  <line x1=\"76\" y1=\"66\" x2=\"76\" y2=\"98\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"102\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"46\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"12\" y1=\"2\" x2=\"49\" y2=\"2\" />\n",
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+       "  <line x1=\"20\" y1=\"10\" x2=\"56\" y2=\"10\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"60\" y2=\"14\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"63\" y2=\"17\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"67\" y2=\"21\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"71\" y2=\"25\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"75\" y2=\"29\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"79\" y2=\"33\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"82\" y2=\"36\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"86\" y2=\"40\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"90\" y2=\"44\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"94\" y2=\"48\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"98\" y2=\"52\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"101\" y2=\"55\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"105\" y2=\"58\" />\n",
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        "\n",
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@@ -1190,7 +1264,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-af1ebea4-e279-4555-aa49-0f7b7ca2816c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af1ebea4-e279-4555-aa49-0f7b7ca2816c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9da9814-64c1-4034-9053-6bc688cf991b' class='xr-var-data-in' type='checkbox'><label for='data-e9da9814-64c1-4034-9053-6bc688cf991b' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-02d42fd7-47e2-4523-a528-a4b950c6d958' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02d42fd7-47e2-4523-a528-a4b950c6d958' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41f71b18-c9f5-445a-ac73-fac84ab1c8e2' class='xr-var-data-in' type='checkbox'><label for='data-41f71b18-c9f5-445a-ac73-fac84ab1c8e2' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1206,17 +1280,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 133.24 GiB </td>\n",
-       "                        <td> 127.99 MiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (26298, 800, 1700) </td>\n",
-       "                        <td> (13421, 50, 50) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 39168 chunks in 2 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -1249,15 +1323,49 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"31\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"34\" />\n",
+       "  <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"38\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"42\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"46\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"49\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"53\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"57\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"39\" y2=\"60\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"43\" y2=\"64\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"46\" y2=\"67\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"50\" y2=\"71\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"54\" y2=\"75\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"58\" y2=\"79\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"83\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"65\" y2=\"86\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"68\" y2=\"90\" />\n",
+       "  <line x1=\"72\" y1=\"62\" x2=\"72\" y2=\"94\" />\n",
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        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"102\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
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+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"46\" y2=\"0\" style=\"stroke-width:2\" />\n",
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+       "  <line x1=\"31\" y1=\"21\" x2=\"67\" y2=\"21\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"71\" y2=\"25\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"75\" y2=\"29\" />\n",
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        "  <line x1=\"46\" y1=\"36\" x2=\"82\" y2=\"36\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"86\" y2=\"40\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"90\" y2=\"44\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"94\" y2=\"48\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"98\" y2=\"52\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"101\" y2=\"55\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"105\" y2=\"58\" />\n",
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        "\n",
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@@ -1336,7 +1444,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-3cdcd0f8-8f11-4da0-b3cf-6b931f280bef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cdcd0f8-8f11-4da0-b3cf-6b931f280bef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3479b8f-5e5d-4f05-9644-eeaff05c9e34' class='xr-var-data-in' type='checkbox'><label for='data-c3479b8f-5e5d-4f05-9644-eeaff05c9e34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-a5c160ca-6ac5-4c80-8551-0b384f79be12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5c160ca-6ac5-4c80-8551-0b384f79be12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-225d0eca-42f4-4714-a3c1-b3eeae269623' class='xr-var-data-in' type='checkbox'><label for='data-225d0eca-42f4-4714-a3c1-b3eeae269623' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1352,17 +1460,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 133.24 GiB </td>\n",
-       "                        <td> 127.99 MiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (26298, 800, 1700) </td>\n",
-       "                        <td> (13421, 50, 50) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 39168 chunks in 2 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -1395,15 +1503,49 @@
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        "  <!-- Vertical lines -->\n",
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        "  <!-- Horizontal lines -->\n",
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        "\n",
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@@ -1482,7 +1624,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13421, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8d09de58-178d-4884-85ca-2d4e390f2dfd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d09de58-178d-4884-85ca-2d4e390f2dfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f4544c5-9481-4157-8696-a99a3c1d1fd2' class='xr-var-data-in' type='checkbox'><label for='data-5f4544c5-9481-4157-8696-a99a3c1d1fd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>long_name :</span></dt><dd>Snowfall flux</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(366, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-bb540549-1b86-4b62-b169-0d8acbaff3cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb540549-1b86-4b62-b169-0d8acbaff3cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4d16b84-007d-4100-9fc2-1af66950f0bc' class='xr-var-data-in' type='checkbox'><label for='data-e4d16b84-007d-4100-9fc2-1af66950f0bc' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1498,17 +1640,17 @@
        "                    <tr>\n",
        "                        <th> Bytes </th>\n",
        "                        <td> 133.24 GiB </td>\n",
-       "                        <td> 127.99 MiB </td>\n",
+       "                        <td> 3.49 MiB </td>\n",
        "                    </tr>\n",
        "                    \n",
        "                    <tr>\n",
        "                        <th> Shape </th>\n",
        "                        <td> (26298, 800, 1700) </td>\n",
-       "                        <td> (13421, 50, 50) </td>\n",
+       "                        <td> (366, 50, 50) </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 1088 chunks in 2 graph layers </td>\n",
+       "                        <td colspan=\"2\"> 39168 chunks in 2 graph layers </td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <th> Data type </th>\n",
@@ -1541,15 +1683,49 @@
        "\n",
        "  <!-- Vertical lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"31\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"34\" />\n",
+       "  <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"38\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"42\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"46\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"27\" y2=\"49\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"31\" y2=\"53\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"35\" y2=\"57\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"39\" y2=\"60\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"43\" y2=\"64\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"46\" y2=\"67\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"50\" y2=\"71\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"54\" y2=\"75\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"58\" y2=\"79\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"62\" y2=\"83\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"65\" y2=\"86\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"68\" y2=\"90\" />\n",
+       "  <line x1=\"72\" y1=\"62\" x2=\"72\" y2=\"94\" />\n",
+       "  <line x1=\"76\" y1=\"66\" x2=\"76\" y2=\"98\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"102\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,102.0619958297315 10.0,31.473760535613845\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
        "\n",
        "  <!-- Horizontal lines -->\n",
        "  <line x1=\"10\" y1=\"0\" x2=\"46\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"12\" y1=\"2\" x2=\"49\" y2=\"2\" />\n",
+       "  <line x1=\"16\" y1=\"6\" x2=\"52\" y2=\"6\" />\n",
+       "  <line x1=\"20\" y1=\"10\" x2=\"56\" y2=\"10\" />\n",
+       "  <line x1=\"24\" y1=\"14\" x2=\"60\" y2=\"14\" />\n",
+       "  <line x1=\"27\" y1=\"17\" x2=\"63\" y2=\"17\" />\n",
+       "  <line x1=\"31\" y1=\"21\" x2=\"67\" y2=\"21\" />\n",
+       "  <line x1=\"35\" y1=\"25\" x2=\"71\" y2=\"25\" />\n",
+       "  <line x1=\"39\" y1=\"29\" x2=\"75\" y2=\"29\" />\n",
+       "  <line x1=\"43\" y1=\"33\" x2=\"79\" y2=\"33\" />\n",
        "  <line x1=\"46\" y1=\"36\" x2=\"82\" y2=\"36\" />\n",
+       "  <line x1=\"50\" y1=\"40\" x2=\"86\" y2=\"40\" />\n",
+       "  <line x1=\"54\" y1=\"44\" x2=\"90\" y2=\"44\" />\n",
+       "  <line x1=\"58\" y1=\"48\" x2=\"94\" y2=\"48\" />\n",
+       "  <line x1=\"62\" y1=\"52\" x2=\"98\" y2=\"52\" />\n",
+       "  <line x1=\"65\" y1=\"55\" x2=\"101\" y2=\"55\" />\n",
+       "  <line x1=\"68\" y1=\"58\" x2=\"105\" y2=\"58\" />\n",
+       "  <line x1=\"72\" y1=\"62\" x2=\"108\" y2=\"62\" />\n",
+       "  <line x1=\"76\" y1=\"66\" x2=\"112\" y2=\"66\" />\n",
        "  <line x1=\"80\" y1=\"70\" x2=\"116\" y2=\"70\" style=\"stroke-width:2\" />\n",
        "\n",
        "  <!-- Vertical lines -->\n",
@@ -1628,7 +1804,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-47c5fb36-868b-4649-a610-902972deff5d' class='xr-section-summary-in' type='checkbox'  ><label for='section-47c5fb36-868b-4649-a610-902972deff5d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1e21efd2-bf8f-43d3-a3aa-8fea6c464c3a' class='xr-index-data-in' type='checkbox'/><label for='index-1e21efd2-bf8f-43d3-a3aa-8fea6c464c3a' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-8e791be5-b15f-4593-bbbf-d70a35e1f054' class='xr-section-summary-in' type='checkbox'  ><label for='section-8e791be5-b15f-4593-bbbf-d70a35e1f054' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f70e7549-af7b-4cb8-9606-9aef70a79b8f' class='xr-index-data-in' type='checkbox'/><label for='index-f70e7549-af7b-4cb8-9606-9aef70a79b8f' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -1637,7 +1813,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bce17c5e-aaf6-4dc4-8d18-3027e137d156' class='xr-index-data-in' type='checkbox'/><label for='index-bce17c5e-aaf6-4dc4-8d18-3027e137d156' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-787c22fc-399a-4b0e-8f21-82d1cffaa23f' class='xr-index-data-in' type='checkbox'/><label for='index-787c22fc-399a-4b0e-8f21-82d1cffaa23f' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -1646,28 +1822,28 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b0163798-395f-47f2-a719-b568b2c39150' class='xr-index-data-in' type='checkbox'/><label for='index-b0163798-395f-47f2-a719-b568b2c39150' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-515e5061-aa20-44ff-a263-ab04b94712de' class='xr-index-data-in' type='checkbox'/><label for='index-515e5061-aa20-44ff-a263-ab04b94712de' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
        "               &#x27;1950-01-05&#x27;, &#x27;1950-01-06&#x27;, &#x27;1950-01-07&#x27;, &#x27;1950-01-08&#x27;,\n",
        "               &#x27;1950-01-09&#x27;, &#x27;1950-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2021-12-22&#x27;, &#x27;2021-12-23&#x27;, &#x27;2021-12-24&#x27;, &#x27;2021-12-25&#x27;,\n",
        "               &#x27;2021-12-26&#x27;, &#x27;2021-12-27&#x27;, &#x27;2021-12-28&#x27;, &#x27;2021-12-29&#x27;,\n",
        "               &#x27;2021-12-30&#x27;, &#x27;2021-12-31&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=26298, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-167330a1-f6e1-4043-b771-e37603303165' class='xr-section-summary-in' type='checkbox'  ><label for='section-167330a1-f6e1-4043-b771-e37603303165' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=26298, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-952c7e7c-503e-4013-a6c5-b61e225272b9' class='xr-section-summary-in' type='checkbox'  ><label for='section-952c7e7c-503e-4013-a6c5-b61e225272b9' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
+       "<xarray.Dataset> Size: 715GB\n",
        "Dimensions:  (lat: 800, lon: 1700, time: 26298)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float32 10.0 10.1 10.2 10.3 10.4 ... 89.5 89.6 89.7 89.8 89.9\n",
-       "  * lon      (lon) float32 -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
-       "  * time     (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2021-12-31\n",
+       "  * lat      (lat) float32 3kB 10.0 10.1 10.2 10.3 10.4 ... 89.6 89.7 89.8 89.9\n",
+       "  * lon      (lon) float32 7kB -179.9 -179.8 -179.7 -179.6 ... -10.2 -10.1 -10.0\n",
+       "  * time     (time) datetime64[ns] 210kB 1950-01-01 1950-01-02 ... 2021-12-31\n",
        "Data variables:\n",
-       "    tas      (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
-       "    tasmin   (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
-       "    tasmax   (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
-       "    pr       (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
-       "    prsn     (time, lat, lon) float32 dask.array<chunksize=(13421, 50, 50), meta=np.ndarray>\n",
+       "    tas      (time, lat, lon) float32 143GB dask.array<chunksize=(366, 50, 50), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 143GB dask.array<chunksize=(366, 50, 50), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 143GB dask.array<chunksize=(366, 50, 50), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 143GB dask.array<chunksize=(366, 50, 50), meta=np.ndarray>\n",
+       "    prsn     (time, lat, lon) float32 143GB dask.array<chunksize=(366, 50, 50), meta=np.ndarray>\n",
        "Attributes: (12/26)\n",
        "    Conventions:          CF-1.8\n",
        "    cell_methods:         time: mean (interval: 1 day)\n",
@@ -1691,8 +1867,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total memory usage across all workers: 1.40 GB\n",
-      "Total computation time: 76.60 seconds\n"
+      "Total memory usage across all workers: 1.63 GB\n",
+      "Total computation time: 387.19 seconds\n"
      ]
     }
    ],
@@ -1762,7 +1938,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 9,
    "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
    "metadata": {
     "tags": []
@@ -1775,7 +1951,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-10c81637-cd09-11ef-8541-0242ac12000e</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-30058ab4-d744-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -1810,7 +1986,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">0fd3ca97</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2c6b781b</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -1847,11 +2023,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-54a08564-628c-4c95-943b-3997ab43a15e</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-611324c8-9d01-4dbd-ba19-dc1077f7ebdf</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:38499\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34987\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -1893,7 +2069,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38711\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43271\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -1901,7 +2077,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36357/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36357/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44741/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44741/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -1909,13 +2085,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39627\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38823\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> /tmp/dask-scratch-space/worker-5xhh721m\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-0xbpowp6\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -1938,7 +2114,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33397\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39541\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -1946,7 +2122,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46843/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46843/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33257/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33257/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -1954,13 +2130,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45601\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45591\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> /tmp/dask-scratch-space/worker-n9q_9ljp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-zn96nidp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -1983,7 +2159,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37897\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39161\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -1991,7 +2167,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37901/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37901/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38681/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38681/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -1999,13 +2175,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33467\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41535\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> /tmp/dask-scratch-space/worker-_5g51k5x\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-r2z86303\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -2028,7 +2204,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40611\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45269\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -2036,7 +2212,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45227/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45227/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41869/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41869/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -2044,13 +2220,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34073\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45331\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> /tmp/dask-scratch-space/worker-vdrrwwlg\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g4d5y8uf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -2073,7 +2249,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37757\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38577\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -2081,7 +2257,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41929/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41929/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39113/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39113/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -2089,13 +2265,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38803\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34129\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> /tmp/dask-scratch-space/worker-9bjl6880\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-87lg3cap\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -2122,7 +2298,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:38499' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34987' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -2525,10 +2701,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-ea241a3c-4edb-4ae4-a467-70b349774e9d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ea241a3c-4edb-4ae4-a467-70b349774e9d' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a2cec6ab-da2e-459d-803e-4ea9b9680f66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a2cec6ab-da2e-459d-803e-4ea9b9680f66' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-d6339982-3136-4d43-8186-c0c3cf775a2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d6339982-3136-4d43-8186-c0c3cf775a2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef89337c-ef51-4ed5-b90a-48c46d53a67b' class='xr-var-data-in' type='checkbox'><label for='data-ef89337c-ef51-4ed5-b90a-48c46d53a67b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-42f9fe2b-7474-4d59-8018-6c05aa7fbc7d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42f9fe2b-7474-4d59-8018-6c05aa7fbc7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d49dd5ed-5fad-4607-b9c8-a2730f1e79e5' class='xr-var-data-in' type='checkbox'><label for='data-d49dd5ed-5fad-4607-b9c8-a2730f1e79e5' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-c77c5948-00e6-4b56-a7ef-0f4a666809de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c77c5948-00e6-4b56-a7ef-0f4a666809de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b4bf4b9-62b0-4699-9645-e1d55d01d964' class='xr-var-data-in' type='checkbox'><label for='data-2b4bf4b9-62b0-4699-9645-e1d55d01d964' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-732e119c-95ea-4a8a-9fea-b5a1c65e0d9f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-732e119c-95ea-4a8a-9fea-b5a1c65e0d9f' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-245d7e07-c0e7-441f-8e77-c60e447d0552' class='xr-section-summary-in' type='checkbox'  checked><label for='section-245d7e07-c0e7-441f-8e77-c60e447d0552' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-05de3847-da2d-4565-a30d-1815056fcee6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05de3847-da2d-4565-a30d-1815056fcee6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-236de83e-6401-4fa0-9413-5a0836132df0' class='xr-var-data-in' type='checkbox'><label for='data-236de83e-6401-4fa0-9413-5a0836132df0' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-e071cdc4-b6ab-4ed3-bb8e-417faa89f075' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e071cdc4-b6ab-4ed3-bb8e-417faa89f075' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac74e9f0-970c-4d28-9e59-def1be649a65' class='xr-var-data-in' type='checkbox'><label for='data-ac74e9f0-970c-4d28-9e59-def1be649a65' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-81759f26-dcd8-435a-96f2-ee08bbeb2464' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81759f26-dcd8-435a-96f2-ee08bbeb2464' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa3a4f85-817f-4e28-b2f6-153cbcbdf269' class='xr-var-data-in' type='checkbox'><label for='data-aa3a4f85-817f-4e28-b2f6-153cbcbdf269' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab0c8915-bbd1-4a22-aefe-57b28174ae2a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ab0c8915-bbd1-4a22-aefe-57b28174ae2a' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-5dc53849-7573-486b-a8be-f06edc8ece48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5dc53849-7573-486b-a8be-f06edc8ece48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a8cdba0-fd5c-43fb-8821-583afce635fd' class='xr-var-data-in' type='checkbox'><label for='data-4a8cdba0-fd5c-43fb-8821-583afce635fd' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-84d783b8-f4ff-4660-925b-b946da473f33' class='xr-section-summary-in' type='checkbox'  checked><label for='section-84d783b8-f4ff-4660-925b-b946da473f33' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-e81d0a04-83f4-4ee9-9ab4-f15a7991a677' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e81d0a04-83f4-4ee9-9ab4-f15a7991a677' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e959742b-cd9a-4c5e-ad99-40f9a831ac51' class='xr-var-data-in' type='checkbox'><label for='data-e959742b-cd9a-4c5e-ad99-40f9a831ac51' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2682,7 +2858,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-fad9d2df-ba1c-485b-af32-a59c0cce388c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fad9d2df-ba1c-485b-af32-a59c0cce388c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f017fa6a-6b9b-4113-9f15-15a53534b69f' class='xr-var-data-in' type='checkbox'><label for='data-f017fa6a-6b9b-4113-9f15-15a53534b69f' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-45941154-3a54-42ca-9145-e85c71f4fcc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-45941154-3a54-42ca-9145-e85c71f4fcc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2be478c-4afc-45c1-ba3f-51f7e1ae21c0' class='xr-var-data-in' type='checkbox'><label for='data-b2be478c-4afc-45c1-ba3f-51f7e1ae21c0' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2836,7 +3012,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-a7912588-b2ce-479e-81a4-80c3a9bd3157' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7912588-b2ce-479e-81a4-80c3a9bd3157' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eda1c577-06bd-4aba-9f33-641a88cac682' class='xr-var-data-in' type='checkbox'><label for='data-eda1c577-06bd-4aba-9f33-641a88cac682' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-94850d98-ddb8-4859-9213-51c6d8588d6d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94850d98-ddb8-4859-9213-51c6d8588d6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec7d2568-9602-4f25-a987-d43034895db4' class='xr-var-data-in' type='checkbox'><label for='data-ec7d2568-9602-4f25-a987-d43034895db4' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2990,7 +3166,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8d5d8c30-e5f4-4b3b-b759-294db1fb4bba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d5d8c30-e5f4-4b3b-b759-294db1fb4bba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6ab74fd-9e88-490e-973d-721d594a3b7f' class='xr-var-data-in' type='checkbox'><label for='data-e6ab74fd-9e88-490e-973d-721d594a3b7f' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-16fdb324-14f2-49e8-bcca-997fecdef6e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16fdb324-14f2-49e8-bcca-997fecdef6e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d40330b2-0ebd-42a1-b949-8df70c96e654' class='xr-var-data-in' type='checkbox'><label for='data-d40330b2-0ebd-42a1-b949-8df70c96e654' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3144,7 +3320,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-67894f3d-a7c2-4503-8a8f-22aa3cbee0fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67894f3d-a7c2-4503-8a8f-22aa3cbee0fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c55973f-6717-41f7-a713-6b9857fa8b88' class='xr-var-data-in' type='checkbox'><label for='data-5c55973f-6717-41f7-a713-6b9857fa8b88' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-0431eabd-aee2-48de-b05d-53e99edc0d08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0431eabd-aee2-48de-b05d-53e99edc0d08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9d1000f-453c-4bfe-b3de-ab31347b36da' class='xr-var-data-in' type='checkbox'><label for='data-e9d1000f-453c-4bfe-b3de-ab31347b36da' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3298,7 +3474,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-7d380ee6-f708-44b0-930e-bc247e506067' class='xr-section-summary-in' type='checkbox'  ><label for='section-7d380ee6-f708-44b0-930e-bc247e506067' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2fd76afe-ad55-4a78-aeb8-9ea094d14e5b' class='xr-index-data-in' type='checkbox'/><label for='index-2fd76afe-ad55-4a78-aeb8-9ea094d14e5b' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-af2daebb-bbaa-4ba8-8a1a-4523045dd5be' class='xr-section-summary-in' type='checkbox'  ><label for='section-af2daebb-bbaa-4ba8-8a1a-4523045dd5be' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-48c96f29-1505-457e-affe-d06186a84bda' class='xr-index-data-in' type='checkbox'/><label for='index-48c96f29-1505-457e-affe-d06186a84bda' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -3307,7 +3483,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-49d4968f-79f8-4c93-b397-d4d679619c75' class='xr-index-data-in' type='checkbox'/><label for='index-49d4968f-79f8-4c93-b397-d4d679619c75' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4f1c286f-102a-4b8b-a4df-2bf33a534bbe' class='xr-index-data-in' type='checkbox'/><label for='index-4f1c286f-102a-4b8b-a4df-2bf33a534bbe' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -3316,14 +3492,14 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d44adbf-83d8-4b47-ad36-d93ae81f3c58' class='xr-index-data-in' type='checkbox'/><label for='index-0d44adbf-83d8-4b47-ad36-d93ae81f3c58' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f954b3b4-66d7-4811-8607-1a06281d9fe2' class='xr-index-data-in' type='checkbox'/><label for='index-f954b3b4-66d7-4811-8607-1a06281d9fe2' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
        "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
        "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
        "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
        "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-a176a8db-bf84-445e-9b19-c4ccb16283d5' class='xr-section-summary-in' type='checkbox'  ><label for='section-a176a8db-bf84-445e-9b19-c4ccb16283d5' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              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-d0907f0d-1d55-42d3-93d8-76661eb87c00' class='xr-section-summary-in' type='checkbox'  ><label for='section-d0907f0d-1d55-42d3-93d8-76661eb87c00' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 199GB\n",
@@ -3362,21 +3538,17 @@
      "output_type": "stream",
      "text": [
       "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
-      "  _check_cell_methods(\n",
       "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
-      "  _check_cell_methods(\n",
       "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
-      "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
-      "  _check_cell_methods(\n"
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total memory usage across all workers: 2.14 GB\n",
-      "Total computation time: 1608.42 seconds\n"
+      "Total memory usage across all workers: 2.13 GB\n",
+      "Total computation time: 1915.20 seconds\n"
      ]
     }
    ],
@@ -3461,7 +3633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 10,
    "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
    "metadata": {},
    "outputs": [
@@ -3472,7 +3644,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-06e631ff-d518-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-a5940153-d748-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -3507,7 +3679,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">af514157</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9a3485ec</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -3544,11 +3716,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-22125e5c-f659-4613-be3b-f0770d2e8eb1</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-82f2d9e5-43b8-40be-8a2b-ae37d659874a</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34229\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38031\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -3590,7 +3762,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34223\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44831\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3598,7 +3770,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40455/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40455/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42955/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42955/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3606,13 +3778,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39307\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38935\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> /tmp/dask-scratch-space/worker-qt5_xqkp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-tufo1jjy\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3635,7 +3807,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44209\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36195\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3643,7 +3815,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36523/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36523/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41067/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41067/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3651,13 +3823,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34513\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33707\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> /tmp/dask-scratch-space/worker-4y__vkhu\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ae7zh9td\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3680,7 +3852,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38925\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38189\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3688,7 +3860,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40639/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40639/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44273/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44273/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3696,13 +3868,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38497\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45045\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> /tmp/dask-scratch-space/worker-uptflgsn\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-sw3m7vv8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3725,7 +3897,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39845\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36953\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3733,7 +3905,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33317/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33317/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46081/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3741,13 +3913,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35209\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39629\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> /tmp/dask-scratch-space/worker-1i_l5uvg\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-yvpck2_k\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3770,7 +3942,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46049\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45391\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -3778,7 +3950,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35959/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35959/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37111/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37111/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -3786,13 +3958,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45731\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33495\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> /tmp/dask-scratch-space/worker-vf6_0fn9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_uu3pefg\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -3819,7 +3991,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34229' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38031' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -4222,10 +4394,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-08ef4031-50d9-4040-89a9-1a5a70bf5576' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-08ef4031-50d9-4040-89a9-1a5a70bf5576' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0749c97f-e922-4673-91cd-ab313896b08e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0749c97f-e922-4673-91cd-ab313896b08e' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-2b3c9dc1-9c84-42a1-954b-dd6d4e0efc7d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b3c9dc1-9c84-42a1-954b-dd6d4e0efc7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbfcea18-2e54-4a6a-92db-d30ac84f5e2b' class='xr-var-data-in' type='checkbox'><label for='data-cbfcea18-2e54-4a6a-92db-d30ac84f5e2b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-881e76e2-1563-4c62-acb1-da4da7e7fa49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-881e76e2-1563-4c62-acb1-da4da7e7fa49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1ca14c6-f44a-43a7-87c1-6e3e395b900e' class='xr-var-data-in' type='checkbox'><label for='data-d1ca14c6-f44a-43a7-87c1-6e3e395b900e' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-1e9bdabe-790f-49ad-92de-c9007e694a78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e9bdabe-790f-49ad-92de-c9007e694a78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b26b94f3-454f-430d-841d-a222ef2d0c38' class='xr-var-data-in' type='checkbox'><label for='data-b26b94f3-454f-430d-841d-a222ef2d0c38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-eb857225-f8f2-44a5-9372-63b01c7556d9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eb857225-f8f2-44a5-9372-63b01c7556d9' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-31dab4ba-a3a3-472a-9474-06a0d45f1055' class='xr-section-summary-in' type='checkbox'  checked><label for='section-31dab4ba-a3a3-472a-9474-06a0d45f1055' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-a6eb6a9d-d6af-4e81-97a7-ccf67bd90b80' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6eb6a9d-d6af-4e81-97a7-ccf67bd90b80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-603e0cfe-af9e-49ba-a863-7b50767845fb' class='xr-var-data-in' type='checkbox'><label for='data-603e0cfe-af9e-49ba-a863-7b50767845fb' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-99fbf3c9-3500-4793-886a-df6f28ede322' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99fbf3c9-3500-4793-886a-df6f28ede322' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d02d43e-676f-4f7b-82c4-c2cde5c6fedb' class='xr-var-data-in' type='checkbox'><label for='data-2d02d43e-676f-4f7b-82c4-c2cde5c6fedb' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-d009c6f6-46ea-4cb8-97ed-57383f4f0fd2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d009c6f6-46ea-4cb8-97ed-57383f4f0fd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b937f5a4-456a-473b-b85d-697ddba19808' class='xr-var-data-in' type='checkbox'><label for='data-b937f5a4-456a-473b-b85d-697ddba19808' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-121405b0-8012-4c4d-8212-b32368ed9f8f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-121405b0-8012-4c4d-8212-b32368ed9f8f' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-57b06f2c-5859-4ce9-82e3-dae407a70a88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57b06f2c-5859-4ce9-82e3-dae407a70a88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39c10bc4-75ef-4dde-9917-0d1231cea70b' class='xr-var-data-in' type='checkbox'><label for='data-39c10bc4-75ef-4dde-9917-0d1231cea70b' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-129b9320-a16e-4548-88a2-582113a163ec' class='xr-section-summary-in' type='checkbox'  checked><label for='section-129b9320-a16e-4548-88a2-582113a163ec' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-6dafe356-84fe-49ed-ab7f-a7c1687a30a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6dafe356-84fe-49ed-ab7f-a7c1687a30a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c935dd4d-0034-473d-bf14-a5aed5f01d10' class='xr-var-data-in' type='checkbox'><label for='data-c935dd4d-0034-473d-bf14-a5aed5f01d10' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4379,7 +4551,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-e5f17ec9-ade8-4bca-ac8a-228e67fcdc40' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5f17ec9-ade8-4bca-ac8a-228e67fcdc40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eec449b6-4092-409a-b4b0-70c47e9421ec' class='xr-var-data-in' type='checkbox'><label for='data-eec449b6-4092-409a-b4b0-70c47e9421ec' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-2e73d4c3-fc67-40fd-baf5-92100204512f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e73d4c3-fc67-40fd-baf5-92100204512f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-475b85ce-f511-47db-9a7d-4d139a6369c4' class='xr-var-data-in' type='checkbox'><label for='data-475b85ce-f511-47db-9a7d-4d139a6369c4' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4533,7 +4705,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-548195af-fb49-401f-bad6-12c4df4c40d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-548195af-fb49-401f-bad6-12c4df4c40d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3527f2c-c0ad-477b-b961-bf5f6f256cd2' class='xr-var-data-in' type='checkbox'><label for='data-d3527f2c-c0ad-477b-b961-bf5f6f256cd2' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-b0f7a1f3-b342-4932-a325-539f0d817fd7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0f7a1f3-b342-4932-a325-539f0d817fd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba4f0fd3-5f32-4360-853f-ed5cbf6d5084' class='xr-var-data-in' type='checkbox'><label for='data-ba4f0fd3-5f32-4360-853f-ed5cbf6d5084' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4687,7 +4859,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-0bd954b5-54d9-4ef7-b82c-dd891d3bf977' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0bd954b5-54d9-4ef7-b82c-dd891d3bf977' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1890361-afa0-43ca-a80e-c737f79540b1' class='xr-var-data-in' type='checkbox'><label for='data-b1890361-afa0-43ca-a80e-c737f79540b1' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-05a4fdd6-75a4-4c13-9c2d-a4fbc7ab9550' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05a4fdd6-75a4-4c13-9c2d-a4fbc7ab9550' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9983fe0c-ab41-4df6-9f8c-c95a16b18ba4' class='xr-var-data-in' type='checkbox'><label for='data-9983fe0c-ab41-4df6-9f8c-c95a16b18ba4' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4841,7 +5013,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-c2d5f7c9-ba47-4666-915a-df8d7b3e51a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2d5f7c9-ba47-4666-915a-df8d7b3e51a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a2ebd16-c3d6-494e-94ae-0d806cdc4671' class='xr-var-data-in' type='checkbox'><label for='data-8a2ebd16-c3d6-494e-94ae-0d806cdc4671' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-32a336f6-f961-432e-adae-1baa3f51036a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32a336f6-f961-432e-adae-1baa3f51036a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ed95248-67a1-4673-9e36-7141f346f336' class='xr-var-data-in' type='checkbox'><label for='data-9ed95248-67a1-4673-9e36-7141f346f336' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4995,7 +5167,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9bc6274a-8387-4bec-81ea-80521ebb750c' class='xr-section-summary-in' type='checkbox'  ><label for='section-9bc6274a-8387-4bec-81ea-80521ebb750c' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b957be83-11d0-4974-9a73-0d56892a1bf6' class='xr-index-data-in' type='checkbox'/><label for='index-b957be83-11d0-4974-9a73-0d56892a1bf6' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-4d0d42b8-12a6-41c4-82c0-7159cc51a454' class='xr-section-summary-in' type='checkbox'  ><label for='section-4d0d42b8-12a6-41c4-82c0-7159cc51a454' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0f8322d1-2ecf-4a60-aa46-53928425bb01' class='xr-index-data-in' type='checkbox'/><label for='index-0f8322d1-2ecf-4a60-aa46-53928425bb01' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -5004,7 +5176,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2fb0ecf5-ba4b-4893-9d6b-b473a422ed2a' class='xr-index-data-in' type='checkbox'/><label for='index-2fb0ecf5-ba4b-4893-9d6b-b473a422ed2a' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ae782bab-0560-4d91-8321-55ffb1e503b6' class='xr-index-data-in' type='checkbox'/><label for='index-ae782bab-0560-4d91-8321-55ffb1e503b6' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -5013,14 +5185,14 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-87398963-6906-4c9c-aadd-fea06b872d52' class='xr-index-data-in' type='checkbox'/><label for='index-87398963-6906-4c9c-aadd-fea06b872d52' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2cdb3f65-162d-4d96-91f8-5b01fecca2a3' class='xr-index-data-in' type='checkbox'/><label for='index-2cdb3f65-162d-4d96-91f8-5b01fecca2a3' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
        "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
        "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
        "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
        "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-0f498198-2cd8-4a8a-892b-edabb43fc35f' class='xr-section-summary-in' type='checkbox'  ><label for='section-0f498198-2cd8-4a8a-892b-edabb43fc35f' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              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-6848814d-7f52-4f90-93c5-15ac99b6a8e9' class='xr-section-summary-in' type='checkbox'  ><label for='section-6848814d-7f52-4f90-93c5-15ac99b6a8e9' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 199GB\n",
@@ -5059,13 +5231,9 @@
      "output_type": "stream",
      "text": [
       "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
-      "  _check_cell_methods(\n",
       "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
-      "  _check_cell_methods(\n",
       "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: minimum`.\n",
-      "  _check_cell_methods(\n",
-      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n",
-      "  _check_cell_methods(\n"
+      "/opt/conda/envs/birdy/lib/python3.11/site-packages/xclim/core/cfchecks.py:43: UserWarning: Variable has a non-conforming cell_methods: Got `time: point`, which do not include the expected `time: maximum`.\n"
      ]
     },
     {
@@ -5073,7 +5241,7 @@
      "output_type": "stream",
      "text": [
       "Total memory usage across all workers: 1.95 GB\n",
-      "Total computation time: 2820.25 seconds\n"
+      "Total computation time: 2996.06 seconds\n"
      ]
     }
    ],
@@ -5146,7 +5314,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 11,
    "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
    "metadata": {
     "tags": []
@@ -5549,10 +5717,10 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-731384a9-4498-42b4-8a55-ff171f9c4596' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-731384a9-4498-42b4-8a55-ff171f9c4596' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0d9e7d84-947b-450e-8b17-39c77eee325d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0d9e7d84-947b-450e-8b17-39c77eee325d' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-a0cc0969-ff43-4032-93c2-c0567ca7c748' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0cc0969-ff43-4032-93c2-c0567ca7c748' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5a695bd-2d64-40cc-9f79-c7db1af9ba1b' class='xr-var-data-in' type='checkbox'><label for='data-c5a695bd-2d64-40cc-9f79-c7db1af9ba1b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-e8aa5a6a-f9ab-4522-a108-ebf103f71801' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8aa5a6a-f9ab-4522-a108-ebf103f71801' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85411675-5420-41f8-bc70-b6cabfc57d43' class='xr-var-data-in' type='checkbox'><label for='data-85411675-5420-41f8-bc70-b6cabfc57d43' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-52ce9f5d-c13e-415b-9386-00a349adcb34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52ce9f5d-c13e-415b-9386-00a349adcb34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72af8859-927b-49bc-97b4-33f48440afc1' class='xr-var-data-in' type='checkbox'><label for='data-72af8859-927b-49bc-97b4-33f48440afc1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-600d3b75-0daf-46fe-a6a0-ba3378b91444' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-600d3b75-0daf-46fe-a6a0-ba3378b91444' 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'>lat</span>: 800</li><li><span class='xr-has-index'>lon</span>: 1700</li><li><span class='xr-has-index'>time</span>: 7305</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-543ec718-a9d0-4ad0-9800-f1da5a44deff' class='xr-section-summary-in' type='checkbox'  checked><label for='section-543ec718-a9d0-4ad0-9800-f1da5a44deff' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>10.0 10.1 10.2 ... 89.7 89.8 89.9</div><input id='attrs-787ac915-d12a-417a-ae5b-46bee301f836' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-787ac915-d12a-417a-ae5b-46bee301f836' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8af485a-9347-4f58-9a8c-5c8ab16e433b' class='xr-var-data-in' type='checkbox'><label for='data-d8af485a-9347-4f58-9a8c-5c8ab16e433b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.1, 10.2, ..., 89.7, 89.8, 89.9], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-179.9 -179.8 ... -10.1 -10.0</div><input id='attrs-c7a03341-1a24-4551-b849-a16ea5949384' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c7a03341-1a24-4551-b849-a16ea5949384' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed614d31-aa69-489d-a6df-990a770a032f' class='xr-var-data-in' type='checkbox'><label for='data-ed614d31-aa69-489d-a6df-990a770a032f' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-179.9, -179.8, -179.7, ...,  -10.2,  -10.1,  -10. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1991-01-01 ... 2010-12-31</div><input id='attrs-e999c68a-6787-4e17-bd0a-ec6591af615e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e999c68a-6787-4e17-bd0a-ec6591af615e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2db515f2-0d57-44ce-937d-cc9d446f9b4a' class='xr-var-data-in' type='checkbox'><label for='data-2db515f2-0d57-44ce-937d-cc9d446f9b4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1991-01-01T00:00:00.000000000&#x27;, &#x27;1991-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1991-01-03T00:00:00.000000000&#x27;, ..., &#x27;2010-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2010-12-30T00:00:00.000000000&#x27;, &#x27;2010-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6768d62e-33f9-45f4-acf7-ba4d99b231e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6768d62e-33f9-45f4-acf7-ba4d99b231e1' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-00504dee-f11b-407e-8cf4-2a9a160268fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00504dee-f11b-407e-8cf4-2a9a160268fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f8e5f74-4593-45d0-a553-e5dcf7d5932a' class='xr-var-data-in' type='checkbox'><label for='data-0f8e5f74-4593-45d0-a553-e5dcf7d5932a' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e72cde7d-83b4-4427-bd40-c8759e989eda' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e72cde7d-83b4-4427-bd40-c8759e989eda' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-846ed0d3-9c61-48b8-bb8c-4d62bc5a5cd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-846ed0d3-9c61-48b8-bb8c-4d62bc5a5cd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb2380ad-b3fd-4d52-bc40-23ab5f06c566' class='xr-var-data-in' type='checkbox'><label for='data-cb2380ad-b3fd-4d52-bc40-23ab5f06c566' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5706,7 +5874,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-7249c0be-6bfc-464e-97f5-2c8f282868cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7249c0be-6bfc-464e-97f5-2c8f282868cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60f3884d-2d61-4b34-ae2e-3f1eb04c918c' class='xr-var-data-in' type='checkbox'><label for='data-60f3884d-2d61-4b34-ae2e-3f1eb04c918c' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-4d59c7d9-517a-4024-9ccf-65c146ae1f39' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d59c7d9-517a-4024-9ccf-65c146ae1f39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2ce18a6-1e90-47ac-bec4-e0eb9637797b' class='xr-var-data-in' type='checkbox'><label for='data-b2ce18a6-1e90-47ac-bec4-e0eb9637797b' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5860,7 +6028,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-ebf16e04-076f-4681-b1b2-2acad33dcf72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ebf16e04-076f-4681-b1b2-2acad33dcf72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d357b86e-566f-4ea1-b954-fad802934dad' class='xr-var-data-in' type='checkbox'><label for='data-d357b86e-566f-4ea1-b954-fad802934dad' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-cee44069-5c0c-4929-b254-7b873f0f8fa6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cee44069-5c0c-4929-b254-7b873f0f8fa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-528459c9-5afb-491c-bbd1-00c011afa560' class='xr-var-data-in' type='checkbox'><label for='data-528459c9-5afb-491c-bbd1-00c011afa560' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6014,7 +6182,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-29f44eb1-2281-450d-aa67-13eee1b280cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29f44eb1-2281-450d-aa67-13eee1b280cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7ae1e75-4a84-412e-833c-0bb28a88148c' class='xr-var-data-in' type='checkbox'><label for='data-c7ae1e75-4a84-412e-833c-0bb28a88148c' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-acd3b72f-d68c-4736-b03e-7eca0c39d66d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-acd3b72f-d68c-4736-b03e-7eca0c39d66d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23291da7-ddde-4aca-aa92-33a3c02343a6' class='xr-var-data-in' type='checkbox'><label for='data-23291da7-ddde-4aca-aa92-33a3c02343a6' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6168,7 +6336,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-8afd458a-e91d-4a1b-b637-b7988e5fc363' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8afd458a-e91d-4a1b-b637-b7988e5fc363' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34042c01-1dbc-447c-9599-fb432f9e8350' class='xr-var-data-in' type='checkbox'><label for='data-34042c01-1dbc-447c-9599-fb432f9e8350' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1096, 50, 50), meta=np.ndarray&gt;</div><input id='attrs-88d2e046-6fe9-4657-b0fd-f7fbb35b6f10' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88d2e046-6fe9-4657-b0fd-f7fbb35b6f10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-deb46442-0072-498f-b64f-04635860ac80' class='xr-var-data-in' type='checkbox'><label for='data-deb46442-0072-498f-b64f-04635860ac80' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6322,7 +6490,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-dadae302-c8c1-4f83-884e-bef2e10f8865' class='xr-section-summary-in' type='checkbox'  ><label for='section-dadae302-c8c1-4f83-884e-bef2e10f8865' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a31cd082-046e-49b8-a103-c968da036431' class='xr-index-data-in' type='checkbox'/><label for='index-a31cd082-046e-49b8-a103-c968da036431' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-49f4ee5a-0d0a-4071-a3a2-1b3121d2213d' class='xr-section-summary-in' type='checkbox'  ><label for='section-49f4ee5a-0d0a-4071-a3a2-1b3121d2213d' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9ae0470a-f649-4966-ac73-b807b0d195ad' class='xr-index-data-in' type='checkbox'/><label for='index-9ae0470a-f649-4966-ac73-b807b0d195ad' 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([              10.0, 10.100000381469727, 10.199999809265137,\n",
        "       10.300000190734863, 10.399999618530273,               10.5,\n",
        "       10.600000381469727, 10.699999809265137, 10.800000190734863,\n",
        "       10.899999618530273,\n",
@@ -6331,7 +6499,7 @@
        "        89.30000305175781,   89.4000015258789,               89.5,\n",
        "         89.5999984741211,  89.69999694824219,  89.80000305175781,\n",
        "         89.9000015258789],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-58cd2cac-cecd-49ae-af86-a65b19a67f58' class='xr-index-data-in' type='checkbox'/><label for='index-58cd2cac-cecd-49ae-af86-a65b19a67f58' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=800))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8da64126-3a17-460f-8e1c-29d1e7999065' class='xr-index-data-in' type='checkbox'/><label for='index-8da64126-3a17-460f-8e1c-29d1e7999065' 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([-179.89999389648438,  -179.8000030517578,  -179.6999969482422,\n",
        "       -179.60000610351562,              -179.5, -179.39999389648438,\n",
        "        -179.3000030517578,  -179.1999969482422, -179.10000610351562,\n",
        "                    -179.0,\n",
@@ -6340,14 +6508,14 @@
        "       -10.600000381469727,               -10.5, -10.399999618530273,\n",
        "       -10.300000190734863, -10.199999809265137, -10.100000381469727,\n",
        "                     -10.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1e980e8e-1743-4cf8-97c3-db788f50e397' class='xr-index-data-in' type='checkbox'/><label for='index-1e980e8e-1743-4cf8-97c3-db788f50e397' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=1700))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6095e6a7-3e79-4efd-b160-1fdb1495abb1' class='xr-index-data-in' type='checkbox'/><label for='index-6095e6a7-3e79-4efd-b160-1fdb1495abb1' 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;1991-01-01&#x27;, &#x27;1991-01-02&#x27;, &#x27;1991-01-03&#x27;, &#x27;1991-01-04&#x27;,\n",
        "               &#x27;1991-01-05&#x27;, &#x27;1991-01-06&#x27;, &#x27;1991-01-07&#x27;, &#x27;1991-01-08&#x27;,\n",
        "               &#x27;1991-01-09&#x27;, &#x27;1991-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2010-12-22&#x27;, &#x27;2010-12-23&#x27;, &#x27;2010-12-24&#x27;, &#x27;2010-12-25&#x27;,\n",
        "               &#x27;2010-12-26&#x27;, &#x27;2010-12-27&#x27;, &#x27;2010-12-28&#x27;, &#x27;2010-12-29&#x27;,\n",
        "               &#x27;2010-12-30&#x27;, &#x27;2010-12-31&#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-484058be-20d2-4080-aa39-6b289630efcb' class='xr-section-summary-in' type='checkbox'  ><label for='section-484058be-20d2-4080-aa39-6b289630efcb' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              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-773f8111-4e5a-4c7f-9ad1-da8710f719b1' class='xr-section-summary-in' type='checkbox'  ><label for='section-773f8111-4e5a-4c7f-9ad1-da8710f719b1' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 199GB\n",
@@ -6403,7 +6571,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9f402026-d51e-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-a05f4c91-d74f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -6438,7 +6606,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">45f41db1</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ce5d5b5a</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -6475,11 +6643,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-0dfb3d75-b887-4ea1-aa4d-0b9523099045</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8c835767-77c5-4e24-96ba-044cfe604f81</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:38343\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:43527\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -6521,7 +6689,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36271\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33721\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6529,7 +6697,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44179/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44179/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43723/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43723/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6537,13 +6705,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37383\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44367\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> /tmp/dask-scratch-space/worker-5yws8t4f\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-nedd3bb4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6566,7 +6734,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36813\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37465\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6574,7 +6742,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41115/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41115/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41779/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41779/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6582,13 +6750,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34833\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42621\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> /tmp/dask-scratch-space/worker-av8tguj9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-m1_5ciqe\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6611,7 +6779,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46267\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36773\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6619,7 +6787,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37099/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37099/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35715/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35715/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6627,13 +6795,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41659\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35121\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> /tmp/dask-scratch-space/worker-03ma_wv1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-aokzb6aa\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6656,7 +6824,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41309\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44603\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6664,7 +6832,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33751/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33751/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33629/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33629/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6672,13 +6840,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41541\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33711\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> /tmp/dask-scratch-space/worker-vzuya7wr\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-r4k_wg1s\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6701,7 +6869,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37435\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43617\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6709,7 +6877,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39141/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39141/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34901/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34901/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6717,13 +6885,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34255\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34001\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> /tmp/dask-scratch-space/worker-v2v298tb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-oalaujq4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6750,7 +6918,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:38343' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:43527' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -6763,7 +6931,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-ca8a261e-d51e-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-cd558b20-d74f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -6798,7 +6966,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">361ac0db</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5987dba0</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -6835,11 +7003,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-de8896a5-557b-4b8b-b2e5-822468807453</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3ee88ec4-a288-494c-8e7f-ca8d5c20cd00</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46327\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:42061\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -6881,7 +7049,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44655\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40499\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6889,7 +7057,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37769/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37769/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38251/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38251/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6897,13 +7065,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41403\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46829\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3ng92nix\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-8wezdnkf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6926,7 +7094,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44653\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34823\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6934,7 +7102,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33281/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33281/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35789/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35789/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6942,13 +7110,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36141\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44043\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> /tmp/dask-scratch-space/worker-v6hka44j\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g4_vrcfu\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -6971,7 +7139,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40417\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34499\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -6979,7 +7147,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38349/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38349/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46799/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -6987,13 +7155,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33793\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40767\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> /tmp/dask-scratch-space/worker-d00e00ts\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-42oioq28\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7016,7 +7184,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40947\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46615\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7024,7 +7192,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33231/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33231/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42251/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42251/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7032,13 +7200,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40757\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36441\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> /tmp/dask-scratch-space/worker-_noug3l9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-styyxdwr\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7061,7 +7229,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33701\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40591\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7069,7 +7237,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33795/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33795/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38855/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38855/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7077,13 +7245,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42185\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37091\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> /tmp/dask-scratch-space/worker-7604nte2\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g_1wa358\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7110,7 +7278,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46327' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:42061' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -7123,7 +7291,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f595642a-d51e-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-fb10e620-d74f-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -7158,7 +7326,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8f54d05d</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">aebe1f73</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -7195,11 +7363,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-35b94a37-0944-4d5b-993a-b462b5b4c03b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b33d7e5f-91f1-4aea-8219-70a9a97f0ad9</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:33199\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34721\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -7241,7 +7409,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36919\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44809\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7249,7 +7417,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39321/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39321/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44285/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44285/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7257,13 +7425,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45785\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39005\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> /tmp/dask-scratch-space/worker-teojcxcw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-xs57ho08\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7286,7 +7454,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38765\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44985\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7294,7 +7462,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41237/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41237/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45387/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45387/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7302,13 +7470,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46277\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45451\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> /tmp/dask-scratch-space/worker-hzpdoz5k\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-u447uwa_\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7331,7 +7499,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43581\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35227\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7339,7 +7507,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44501/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44501/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33289/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33289/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7347,13 +7515,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32837\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34371\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> /tmp/dask-scratch-space/worker-l2bvurr2\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-06ii_9m1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7384,7 +7552,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37909/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37909/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46775/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46775/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7392,13 +7560,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35429\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45689\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> /tmp/dask-scratch-space/worker-58e8s8q0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-qfblwtrv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7421,7 +7589,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46777\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40279\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7429,7 +7597,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33461/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33461/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32825/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32825/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7437,13 +7605,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38815\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46215\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> /tmp/dask-scratch-space/worker-y0xzamkd\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-eycvl6x8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7470,7 +7638,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:33199' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34721' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -7483,7 +7651,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-201bcfa9-d51f-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2c13ccdf-d750-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -7518,7 +7686,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">370ad295</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">10d901ad</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -7555,11 +7723,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-cab25b9e-d74e-4970-831a-d0f493d8eb9f</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-5bebf637-fc82-4460-86fd-eeef929e4d68</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39969\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:45955\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -7601,7 +7769,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39727\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46211\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7609,7 +7777,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34673/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34673/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38223/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38223/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7617,13 +7785,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46593\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34605\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> /tmp/dask-scratch-space/worker-siua70_o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-38e_x64u\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7646,7 +7814,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:32783\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33299\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7654,7 +7822,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39561/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39561/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42047/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42047/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7662,13 +7830,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41041\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33145\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> /tmp/dask-scratch-space/worker-es6yd0k5\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-iny8p1g2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7691,7 +7859,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35065\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40667\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7699,7 +7867,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44257/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44257/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38401/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38401/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7707,13 +7875,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33635\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36709\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> /tmp/dask-scratch-space/worker-ie_6ynt3\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-d8b3fnhe\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7736,7 +7904,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40501\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45853\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7744,7 +7912,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35885/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35885/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40699/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40699/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7752,13 +7920,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42353\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40129\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> /tmp/dask-scratch-space/worker-ltro6amz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hqfbnvkj\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7781,7 +7949,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45851\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44085\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7789,7 +7957,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39609/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39609/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40021/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40021/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7797,13 +7965,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42913\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39851\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> /tmp/dask-scratch-space/worker-ownts0yv\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6xaslmj3\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -7830,7 +7998,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39969' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:45955' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -7843,7 +8011,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-49ed1369-d51f-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-59d25f43-d750-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -7878,7 +8046,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">43adea17</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">d023d538</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -7915,11 +8083,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4069c725-2519-4326-9c8d-7c5497f3654d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3994acc8-3cf4-4ca7-8084-2b53dde831e8</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:43809\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:35817\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -7961,7 +8129,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37611\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44079\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -7969,7 +8137,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34119/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34119/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38381/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38381/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -7977,13 +8145,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46679\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38677\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> /tmp/dask-scratch-space/worker-pr37gubx\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vgbq4bkt\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8006,7 +8174,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40415\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41259\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8014,7 +8182,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44629/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44629/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44623/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44623/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8022,13 +8190,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38005\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40829\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> /tmp/dask-scratch-space/worker-odi1cuos\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-jz1qqll0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8051,7 +8219,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46045\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40597\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8059,7 +8227,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36657/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36657/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37639/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37639/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8067,13 +8235,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39151\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46627\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> /tmp/dask-scratch-space/worker-h3hhax8r\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5glqt_b8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8096,7 +8264,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41757\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45251\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8104,7 +8272,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33965/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33965/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43151/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43151/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8112,13 +8280,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42909\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36237\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> /tmp/dask-scratch-space/worker-_sq3c444\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fj2fle_o\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8141,7 +8309,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33593\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34123\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8149,7 +8317,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36609/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36609/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41535/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41535/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8157,13 +8325,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35177\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40493\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> /tmp/dask-scratch-space/worker-7kt8tk8d\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-bmm_dlb2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8190,7 +8358,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:43809' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:35817' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -8203,7 +8371,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-74b7585d-d51f-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8825ffcc-d750-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -8238,7 +8406,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">de7ede82</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">3d40fcdd</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -8275,11 +8443,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8c701f6e-e2e5-4b82-9eec-96d360b184a3</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-037babe1-f9d0-4eaf-8de3-6d11644cb9b5</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46745\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38743\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -8321,7 +8489,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43435\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36531\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8329,7 +8497,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38785/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38785/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39303/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39303/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8337,13 +8505,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34845\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37803\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> /tmp/dask-scratch-space/worker-4pfr0i6u\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9_o4ra7b\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8366,7 +8534,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36259\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34425\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8374,7 +8542,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41091/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41091/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41953/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41953/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8382,13 +8550,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36025\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46313\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> /tmp/dask-scratch-space/worker-udfpv9qp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1o06znqe\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8411,7 +8579,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34013\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41919\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8419,7 +8587,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38627/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38627/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43833/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43833/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8427,13 +8595,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45031\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45591\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> /tmp/dask-scratch-space/worker-pfpi037b\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ocsh_tt_\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8456,7 +8624,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43795\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38653\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8464,7 +8632,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37951/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37951/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38601/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38601/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8472,13 +8640,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38371\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37621\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> /tmp/dask-scratch-space/worker-035vhifz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-85rrb2re\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8501,7 +8669,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40899\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42519\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8509,7 +8677,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33411/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33411/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46757/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46757/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8517,13 +8685,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44525\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33705\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> /tmp/dask-scratch-space/worker-2_3bifk7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mqlc21mv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8550,7 +8718,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46745' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38743' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -8563,7 +8731,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9f864dc6-d51f-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b6a9c9a7-d750-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -8598,7 +8766,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">1ecc773d</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f4edebe1</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -8635,11 +8803,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-864e2c71-72d3-4e91-a816-98e84a8c7408</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-bb5b42fc-5da0-4169-8f65-9541e3e2efed</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:38605\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:35493\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -8681,7 +8849,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33143\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34351\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8689,7 +8857,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35517/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35517/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42039/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42039/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8697,13 +8865,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34401\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34517\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> /tmp/dask-scratch-space/worker-p6os4t2w\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-limkynuq\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8726,7 +8894,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43809\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33599\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8734,7 +8902,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46159/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36461/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36461/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8742,13 +8910,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36773\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36861\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> /tmp/dask-scratch-space/worker-xkz5kv_r\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-8ghsj7ec\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8771,7 +8939,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37331\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39353\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8779,7 +8947,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45853/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45853/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43323/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43323/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8787,13 +8955,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34875\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41815\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> /tmp/dask-scratch-space/worker-9hkxfb3a\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4hh94pdu\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8816,7 +8984,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45553\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42177\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8824,7 +8992,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34005/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34005/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33907/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33907/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8832,13 +9000,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38527\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33531\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> /tmp/dask-scratch-space/worker-6zih433d\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-j0bgnstw\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8861,7 +9029,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42535\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33259\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -8869,7 +9037,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34551/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34551/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46271/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46271/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -8877,13 +9045,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41863\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43033\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> /tmp/dask-scratch-space/worker-rnpndx2y\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-e80vgmbr\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -8910,7 +9078,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:38605' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:35493' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -8923,7 +9091,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-caa966f5-d51f-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-e42e6d31-d750-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -8958,7 +9126,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">7bb022be</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">38b970a5</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -8995,11 +9163,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b453d645-bcad-4268-af88-28fc6b566a07</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-9fa6555c-77b0-4d40-8c08-6c24a8f14054</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39887\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36397\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -9041,7 +9209,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36943\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33349\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9049,7 +9217,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40463/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40463/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45701/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45701/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9057,13 +9225,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36497\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45199\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> /tmp/dask-scratch-space/worker-5wvpj8hk\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-90otzcvf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9086,7 +9254,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36965\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36881\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9094,7 +9262,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41099/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41099/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33179/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33179/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9102,13 +9270,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46741\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43909\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> /tmp/dask-scratch-space/worker-goxuosgq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-cxp08tgx\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9131,7 +9299,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39663\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38587\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9139,7 +9307,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33091/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33091/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34289/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34289/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9147,13 +9315,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39719\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36353\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> /tmp/dask-scratch-space/worker-8q51_712\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-js_hj7c4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9176,7 +9344,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44499\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44369\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9184,7 +9352,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43833/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43833/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33607/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33607/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9192,13 +9360,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37967\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39395\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> /tmp/dask-scratch-space/worker-uvoh6422\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rcva8106\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9221,7 +9389,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44973\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38977\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9229,7 +9397,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36619/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36619/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37281/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37281/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9237,13 +9405,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43553\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45065\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> /tmp/dask-scratch-space/worker-xembutbl\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-sgltb2lv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9270,7 +9438,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39887' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:36397' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -9283,7 +9451,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f57032e5-d51f-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-13657fa3-d751-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -9318,7 +9486,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9694da54</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2411bc36</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -9355,11 +9523,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-df75af2c-188c-4f98-881a-abc2a15ae8a8</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2774c07d-4028-4385-a3f2-b2ceb09e824c</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39821\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:44747\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -9401,7 +9569,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42771\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41291\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9409,7 +9577,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41061/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41061/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45993/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45993/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9417,13 +9585,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41695\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42949\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> /tmp/dask-scratch-space/worker-p710gpa1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-e0egawnp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9446,7 +9614,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39991\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34717\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9454,7 +9622,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43255/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43255/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34477/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34477/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9462,13 +9630,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42867\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36497\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> /tmp/dask-scratch-space/worker-g0y11vp1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-y8g4rxgf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9491,7 +9659,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43595\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36425\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9499,7 +9667,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45645/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45645/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36233/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36233/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9507,13 +9675,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42475\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46765\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> /tmp/dask-scratch-space/worker-h5rigfw8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-807qpinv\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9536,7 +9704,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42195\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38393\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9544,7 +9712,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33159/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33763/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33763/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9552,13 +9720,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32939\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35137\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> /tmp/dask-scratch-space/worker-7xs2w9kh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wiz5atu2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9581,7 +9749,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41189\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42825\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9589,7 +9757,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42735/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42735/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39545/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39545/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9597,13 +9765,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45189\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34473\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> /tmp/dask-scratch-space/worker-i89ugxpi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6sw9yk8h\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9630,7 +9798,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39821' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:44747' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -9643,7 +9811,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-20fe97b9-d520-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-41fad746-d751-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -9678,7 +9846,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9600a350</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">dab81f24</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -9715,11 +9883,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-8a695e2a-f6c1-461d-91dd-c3902b1d4cea</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-e9a69f94-33d5-488f-8142-5a363d4f73a8</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39583\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36135\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -9761,7 +9929,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38351\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36551\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9769,7 +9937,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43925/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43925/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45491/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45491/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9777,13 +9945,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45423\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34955\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> /tmp/dask-scratch-space/worker-2jyxdhk2\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9v13d3o_\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9806,7 +9974,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39415\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38377\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9814,7 +9982,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44349/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44349/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42673/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42673/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9822,13 +9990,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40773\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44483\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> /tmp/dask-scratch-space/worker-a86dww_x\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1d04tfdz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9851,7 +10019,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34657\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46399\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9859,7 +10027,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43573/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45573/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9867,13 +10035,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41941\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36863\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> /tmp/dask-scratch-space/worker-eiwi2zae\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-4pbk4y15\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9896,7 +10064,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46517\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41879\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9904,7 +10072,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35237/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35237/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46093/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46093/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9912,13 +10080,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34329\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38407\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> /tmp/dask-scratch-space/worker-6p7vof6i\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-gas4yufk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9941,7 +10109,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33943\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44193\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -9949,7 +10117,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33703/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33703/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40143/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40143/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -9957,13 +10125,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38853\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38031\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> /tmp/dask-scratch-space/worker-or1juo5s\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2om1erwo\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -9990,7 +10158,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39583' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:36135' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -10003,7 +10171,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-4cea7c1c-d520-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-703a1215-d751-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -10038,7 +10206,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">21c4e296</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f898d268</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -10075,11 +10243,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-18288fa7-7864-45bd-8875-823ebe7c8c53</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3b336fa0-a18d-4e86-a9ff-01d58d23c7f8</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46099\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:46837\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -10121,7 +10289,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34495\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37199\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10129,7 +10297,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39219/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39219/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44423/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44423/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10137,13 +10305,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38613\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46539\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> /tmp/dask-scratch-space/worker-734o77qb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-76gxz10o\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10166,7 +10334,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38363\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39147\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10174,7 +10342,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39423/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39423/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41843/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41843/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10182,13 +10350,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36959\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37677\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> /tmp/dask-scratch-space/worker-_1588kdy\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_dfo1nwl\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10211,7 +10379,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42523\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46463\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10219,7 +10387,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46345/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46345/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41647/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41647/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10227,13 +10395,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38437\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42843\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> /tmp/dask-scratch-space/worker-ttzwm0s5\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-73vyam_2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10256,7 +10424,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34947\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45791\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10264,7 +10432,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38305/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38305/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41785/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41785/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10272,13 +10440,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35377\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43299\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> /tmp/dask-scratch-space/worker-13nbqv6a\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2b0sv96k\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10301,7 +10469,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34767\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40931\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10309,7 +10477,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41519/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41519/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46573/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10317,13 +10485,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40199\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36575\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> /tmp/dask-scratch-space/worker-oprdrkry\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ihbqccop\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10350,7 +10518,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46099' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:46837' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -10363,7 +10531,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-78d0dfa2-d520-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9d344625-d751-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -10398,7 +10566,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">53e80b37</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a6cb80ac</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -10435,11 +10603,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-856764f1-666a-4f79-83e8-d4a734b07357</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-bcaf3316-c848-452f-9b26-5d26afdd5769</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:37297\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:37467\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -10481,7 +10649,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44067\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40221\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10489,7 +10657,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46249/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46249/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33071/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33071/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10497,13 +10665,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39097\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36839\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> /tmp/dask-scratch-space/worker-9hypcdcb\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fk3yq0jh\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10526,7 +10694,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35407\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45047\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10534,7 +10702,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34935/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34935/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42477/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42477/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10542,13 +10710,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43123\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38259\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> /tmp/dask-scratch-space/worker-227y9ln9\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-z_yj0o28\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10571,7 +10739,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33235\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46751\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10579,7 +10747,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35989/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35989/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43689/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43689/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10587,13 +10755,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39685\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32769\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> /tmp/dask-scratch-space/worker-reokg5sc\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1rdw4d96\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10616,7 +10784,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34289\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36471\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10624,7 +10792,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43003/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43003/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34927/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34927/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10632,13 +10800,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34385\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46427\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> /tmp/dask-scratch-space/worker-b109sh_a\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ktf9289q\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10661,7 +10829,7 @@
        "                <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",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38739\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10669,7 +10837,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34445/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34445/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44245/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44245/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10677,13 +10845,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45945\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33137\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> /tmp/dask-scratch-space/worker-oq23ycza\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hsp9dgmo\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10710,7 +10878,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:37297' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:37467' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -10723,7 +10891,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-a87e57e8-d520-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-c94f3e10-d751-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -10758,7 +10926,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a8e87c13</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">eb522e86</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -10795,11 +10963,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-93179a78-4d36-4f30-afa4-e435c28a6e9d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-a2685784-1dc0-4ac1-a5fb-dcff7299bc4b</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:32931\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38155\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -10841,7 +11009,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45673\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34933\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10849,7 +11017,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46799/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40903/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40903/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10857,13 +11025,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37335\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45719\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> /tmp/dask-scratch-space/worker-0ap4e051\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2gff50co\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10886,7 +11054,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44517\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33801\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10894,7 +11062,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39767/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39767/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46167/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46167/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10902,13 +11070,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39471\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38281\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> /tmp/dask-scratch-space/worker-_1h6e_p4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hudqcxm2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10931,7 +11099,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44711\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42981\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10939,7 +11107,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45707/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45707/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43439/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43439/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10947,13 +11115,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39951\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33401\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> /tmp/dask-scratch-space/worker-fvblp1rn\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-w8kv5_cc\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -10976,7 +11144,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33129\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44885\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -10984,7 +11152,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36407/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36407/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33847/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33847/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -10992,13 +11160,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33063\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45113\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> /tmp/dask-scratch-space/worker-36uaxkep\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-cl1jq9p9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11021,7 +11189,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34875\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40669\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11029,7 +11197,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46847/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46847/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39643/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39643/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11037,13 +11205,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35143\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45639\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> /tmp/dask-scratch-space/worker-oyy7dyzj\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ttrkd37m\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11070,7 +11238,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:32931' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38155' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -11083,7 +11251,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-d6de0d07-d520-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f87a97ca-d751-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -11118,7 +11286,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e6939091</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">82720a47</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -11155,11 +11323,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c2be1262-29c0-4fed-9042-4af8612375c2</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-a2d656cb-26d2-4577-8676-d5c0a22aa365</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46883\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:40453\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -11201,7 +11369,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35293\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43707\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11209,7 +11377,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44661/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44661/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35371/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35371/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11217,13 +11385,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38377\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33355\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> /tmp/dask-scratch-space/worker-72hhq62y\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-sjuhoq6n\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11246,7 +11414,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36713\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43843\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11254,7 +11422,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37053/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37053/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40635/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40635/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11262,13 +11430,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40931\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41483\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> /tmp/dask-scratch-space/worker-p6zfomnv\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-rs_nvpzl\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11291,7 +11459,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43413\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44329\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11299,7 +11467,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42045/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39689/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39689/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11307,13 +11475,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42685\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41427\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> /tmp/dask-scratch-space/worker-wacsisa7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hb4vnaa9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11336,7 +11504,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46349\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35707\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11344,7 +11512,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35303/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35303/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34369/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34369/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11352,13 +11520,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34967\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45745\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> /tmp/dask-scratch-space/worker-6d04hel8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-u91wwds0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11381,7 +11549,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33183\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42263\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11389,7 +11557,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39601/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39601/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39519/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39519/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11397,13 +11565,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42147\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35173\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> /tmp/dask-scratch-space/worker-ea79waqw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-a780gpap\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11430,7 +11598,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46883' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:40453' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -11443,7 +11611,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-02389263-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-262a3960-d752-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -11478,7 +11646,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">1b02cadb</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">81755008</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -11515,11 +11683,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c9e5691d-c646-42cb-bc64-c480d14f1ab6</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-854eb683-aaa3-47fe-8b27-933ff30660fe</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34863\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:35241\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -11561,7 +11729,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38911\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39439\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11569,7 +11737,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37073/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37073/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40491/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40491/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11577,13 +11745,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35375\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37993\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> /tmp/dask-scratch-space/worker-wutb2n26\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-h0x_mwrk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11606,7 +11774,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36095\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41735\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11614,7 +11782,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43127/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43127/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45625/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45625/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11622,13 +11790,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35707\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41633\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> /tmp/dask-scratch-space/worker-mxc1pkn4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-m_oowibj\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11651,7 +11819,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38225\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44093\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11659,7 +11827,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44627/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44627/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37831/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37831/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11667,13 +11835,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36353\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39065\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> /tmp/dask-scratch-space/worker-3ylnmeu6\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-morc0tvx\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11696,7 +11864,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42633\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33979\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11704,7 +11872,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37813/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37813/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41655/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41655/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11712,13 +11880,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40835\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39879\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> /tmp/dask-scratch-space/worker-0myzabsk\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-qb6qfr62\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11741,7 +11909,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45813\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43839\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11749,7 +11917,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46881/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46881/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35211/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35211/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11757,13 +11925,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44141\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34823\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> /tmp/dask-scratch-space/worker-liqz3llo\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ne6zogsf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11790,7 +11958,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34863' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:35241' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -11803,7 +11971,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2dc1ee64-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-54ffb6f8-d752-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -11838,7 +12006,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e67a4c90</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">96cf3f8c</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -11875,11 +12043,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2c74e5db-09cc-46bc-a17a-7f85f78f7194</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ce701c7b-3e7a-496e-94f8-b58d4d8e5357</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34111\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39377\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -11921,7 +12089,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42335\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40189\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11929,7 +12097,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43955/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43955/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42073/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42073/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11937,13 +12105,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35723\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44189\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> /tmp/dask-scratch-space/worker-4jb1av5x\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-m1ncxzz2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -11966,7 +12134,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44263\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35139\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -11974,7 +12142,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42457/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42457/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43547/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43547/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -11982,13 +12150,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41345\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37877\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> /tmp/dask-scratch-space/worker-1wnvbngt\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-pk_8qw07\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12011,7 +12179,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37251\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46655\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12019,7 +12187,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43677/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43677/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45135/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45135/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12027,13 +12195,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33597\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40437\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> /tmp/dask-scratch-space/worker-z2necwqy\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hhuf973n\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12056,7 +12224,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33911\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:44993\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12064,7 +12232,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37497/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37497/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12072,13 +12240,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44965\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45513\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> /tmp/dask-scratch-space/worker-vvmnsors\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_nf0rotq\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12101,7 +12269,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36785\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35443\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -12109,7 +12277,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39481/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39481/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46483/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46483/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -12117,13 +12285,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42519\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37525\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> /tmp/dask-scratch-space/worker-kpby4hwl\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wtt07r0s\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -12150,7 +12318,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34111' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39377' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -12163,7 +12331,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2dc1ee64-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-54ffb6f8-d752-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -12198,7 +12366,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e67a4c90</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">96cf3f8c</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -12235,11 +12403,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-2c74e5db-09cc-46bc-a17a-7f85f78f7194</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ce701c7b-3e7a-496e-94f8-b58d4d8e5357</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34111\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39377\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 0\n",
@@ -12295,7 +12463,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total computation time: 1173.29 seconds\n"
+      "Total computation time: 1243.07 seconds\n"
      ]
     }
    ],
@@ -12386,7 +12554,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 12,
    "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
    "metadata": {
     "tags": []
@@ -12789,16 +12957,16 @@
        "    license:              Please acknowledge the use of ERA5-Land as stated i...\n",
        "    attribution:          Contains modified Copernicus Climate Change Service...\n",
        "    citation:             Muñoz Sabater, J., (2021): ERA5-Land hourly data fr...\n",
-       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-70a9aed9-b273-4c9e-94dd-6a43779b8f37' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-70a9aed9-b273-4c9e-94dd-6a43779b8f37' 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'>lat</span>: 230</li><li><span class='xr-has-index'>lon</span>: 66</li><li><span class='xr-has-index'>time</span>: 25933</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-79007488-0747-4b38-88a6-c6409428a749' class='xr-section-summary-in' type='checkbox'  checked><label for='section-79007488-0747-4b38-88a6-c6409428a749' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>42.1 42.2 42.3 ... 64.8 64.9 65.0</div><input id='attrs-a3f13433-268e-43da-bacd-5c4aa4f3a435' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3f13433-268e-43da-bacd-5c4aa4f3a435' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcec4d19-0809-462a-8b59-bb1e0eba2ff8' class='xr-var-data-in' type='checkbox'><label for='data-fcec4d19-0809-462a-8b59-bb1e0eba2ff8' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([42.1, 42.2, 42.3, ..., 64.8, 64.9, 65. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-80.0 -79.9 -79.8 ... -73.6 -73.5</div><input id='attrs-d887e390-0794-4f3b-8368-4c7713ba7abb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d887e390-0794-4f3b-8368-4c7713ba7abb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63f962aa-a914-4e61-9871-185d7ab4a7a1' class='xr-var-data-in' type='checkbox'><label for='data-63f962aa-a914-4e61-9871-185d7ab4a7a1' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-80. , -79.9, -79.8, -79.7, -79.6, -79.5, -79.4, -79.3, -79.2, -79.1,\n",
+       "    doi:                  https://doi.org/10.24381/cds.e2161bac</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-d779601c-035c-4975-bb70-9d1d68f3c2b2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d779601c-035c-4975-bb70-9d1d68f3c2b2' 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'>lat</span>: 230</li><li><span class='xr-has-index'>lon</span>: 66</li><li><span class='xr-has-index'>time</span>: 25933</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-96cb3475-e8d3-4f2d-a4a1-113013b677f6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-96cb3475-e8d3-4f2d-a4a1-113013b677f6' 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'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>42.1 42.2 42.3 ... 64.8 64.9 65.0</div><input id='attrs-4bf23ecb-6c22-443c-8db6-ffdc7df3e4f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4bf23ecb-6c22-443c-8db6-ffdc7df3e4f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8450fbbb-e896-4e78-8589-df709f6f672b' class='xr-var-data-in' type='checkbox'><label for='data-8450fbbb-e896-4e78-8589-df709f6f672b' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([42.1, 42.2, 42.3, ..., 64.8, 64.9, 65. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-80.0 -79.9 -79.8 ... -73.6 -73.5</div><input id='attrs-8dd291aa-e803-4ead-89ee-60b45572da9b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8dd291aa-e803-4ead-89ee-60b45572da9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c5181b3-34d5-4d72-88cf-102ce2e79eb3' class='xr-var-data-in' type='checkbox'><label for='data-7c5181b3-34d5-4d72-88cf-102ce2e79eb3' 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>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([-80. , -79.9, -79.8, -79.7, -79.6, -79.5, -79.4, -79.3, -79.2, -79.1,\n",
        "       -79. , -78.9, -78.8, -78.7, -78.6, -78.5, -78.4, -78.3, -78.2, -78.1,\n",
        "       -78. , -77.9, -77.8, -77.7, -77.6, -77.5, -77.4, -77.3, -77.2, -77.1,\n",
        "       -77. , -76.9, -76.8, -76.7, -76.6, -76.5, -76.4, -76.3, -76.2, -76.1,\n",
        "       -76. , -75.9, -75.8, -75.7, -75.6, -75.5, -75.4, -75.3, -75.2, -75.1,\n",
        "       -75. , -74.9, -74.8, -74.7, -74.6, -74.5, -74.4, -74.3, -74.2, -74.1,\n",
-       "       -74. , -73.9, -73.8, -73.7, -73.6, -73.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2020-12-31</div><input id='attrs-f4f8d317-694c-4f18-9fd9-8c21f176bb7a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4f8d317-694c-4f18-9fd9-8c21f176bb7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-526fbbc9-6920-4ba3-a737-ee18ad77e89f' class='xr-var-data-in' type='checkbox'><label for='data-526fbbc9-6920-4ba3-a737-ee18ad77e89f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
+       "       -74. , -73.9, -73.8, -73.7, -73.6, -73.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1950-01-01 ... 2020-12-31</div><input id='attrs-a5471a3a-3166-4d30-9997-c1695d31821c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5471a3a-3166-4d30-9997-c1695d31821c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74b6697f-cf13-40b5-84f9-10dbe967924f' class='xr-var-data-in' type='checkbox'><label for='data-74b6697f-cf13-40b5-84f9-10dbe967924f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T00:00:00.000000000&#x27;, &#x27;1950-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;1950-01-03T00:00:00.000000000&#x27;, ..., &#x27;2020-12-29T00:00:00.000000000&#x27;,\n",
        "       &#x27;2020-12-30T00:00:00.000000000&#x27;, &#x27;2020-12-31T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-82508755-35eb-4975-9ed7-57cc4c6a293e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-82508755-35eb-4975-9ed7-57cc4c6a293e' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-de76b5ed-0667-478a-81d8-b5b59bcc864a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de76b5ed-0667-478a-81d8-b5b59bcc864a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8514d7c7-dd2c-444d-8689-b4d92656f478' class='xr-var-data-in' type='checkbox'><label for='data-8514d7c7-dd2c-444d-8689-b4d92656f478' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-725d7240-1c2f-4cdb-bd8f-02c957a12882' class='xr-section-summary-in' type='checkbox'  checked><label for='section-725d7240-1c2f-4cdb-bd8f-02c957a12882' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-323ffaf4-90c8-41a9-889e-3e529eedc637' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-323ffaf4-90c8-41a9-889e-3e529eedc637' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a5193bd-d543-401a-8bc1-b7381a186f4f' class='xr-var-data-in' type='checkbox'><label for='data-2a5193bd-d543-401a-8bc1-b7381a186f4f' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -12924,7 +13092,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-144b5722-a087-4112-bb95-b4ffd626d590' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-144b5722-a087-4112-bb95-b4ffd626d590' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52610ecc-7c9d-495a-a120-decd87632274' class='xr-var-data-in' type='checkbox'><label for='data-52610ecc-7c9d-495a-a120-decd87632274' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-1a19e8a9-2f7f-4aa3-abd4-84057a3177c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a19e8a9-2f7f-4aa3-abd4-84057a3177c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ca1eab2-e90d-4096-b5d1-cd25eb966118' class='xr-var-data-in' type='checkbox'><label for='data-4ca1eab2-e90d-4096-b5d1-cd25eb966118' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13050,7 +13218,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-a9a3856e-b33b-4e7e-85a3-808ebf76470e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9a3856e-b33b-4e7e-85a3-808ebf76470e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfba4e13-236b-4855-b23b-9bb43772f0b3' class='xr-var-data-in' type='checkbox'><label for='data-bfba4e13-236b-4855-b23b-9bb43772f0b3' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-c04bcdad-dc1f-4747-b478-2443a60ae756' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c04bcdad-dc1f-4747-b478-2443a60ae756' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f237da79-5f1a-4592-b875-ed214eec30e7' class='xr-var-data-in' type='checkbox'><label for='data-f237da79-5f1a-4592-b875-ed214eec30e7' 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>2 metre temperature</dd><dt><span>original_variable :</span></dt><dd>t2m</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13176,7 +13344,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-545f90b5-7760-4e9a-9690-ed5a6897b695' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-545f90b5-7760-4e9a-9690-ed5a6897b695' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e7169c8-21b7-46c0-bbfb-f9add6834553' class='xr-var-data-in' type='checkbox'><label for='data-5e7169c8-21b7-46c0-bbfb-f9add6834553' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-edb9c9de-412e-4c50-b18f-8c3db3ae9fc8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-edb9c9de-412e-4c50-b18f-8c3db3ae9fc8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-203f1f3e-4736-4925-bb9c-e51e7a8a4ad4' class='xr-var-data-in' type='checkbox'><label for='data-203f1f3e-4736-4925-bb9c-e51e7a8a4ad4' 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>Precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Total Precipitation using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Total Precipitation</dd><dt><span>original_variable :</span></dt><dd>tp</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13302,7 +13470,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-d2e9adc2-b7cf-4936-8c34-99a5a04988f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2e9adc2-b7cf-4936-8c34-99a5a04988f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce6b5383-dd7b-49fc-9509-e19ef019ca20' class='xr-var-data-in' type='checkbox'><label for='data-ce6b5383-dd7b-49fc-9509-e19ef019ca20' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prsn</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1461, 29, 1), meta=np.ndarray&gt;</div><input id='attrs-33442747-52cd-4ea7-b451-ea9a11eedaac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33442747-52cd-4ea7-b451-ea9a11eedaac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1926b13-1382-4373-b654-8da0b5b9de28' class='xr-var-data-in' type='checkbox'><label for='data-a1926b13-1382-4373-b654-8da0b5b9de28' 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>Snowfall flux</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 hour)</dd><dt><span>comments :</span></dt><dd>Converted from Snowfall (water equivalent) using a density of 1000 kg/m³.</dd><dt><span>original_long_name :</span></dt><dd>Snowfall</dd><dt><span>original_variable :</span></dt><dd>sf</dd><dt><span>standard_name :</span></dt><dd>snowfall_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>_ChunkSizes :</span></dt><dd>[366  50  50]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -13428,7 +13596,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-84e3adc4-0cc4-4e5c-b9b0-94d531846e72' class='xr-section-summary-in' type='checkbox'  ><label for='section-84e3adc4-0cc4-4e5c-b9b0-94d531846e72' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db80c6f9-91c8-4912-b948-92094a5b5236' class='xr-index-data-in' type='checkbox'/><label for='index-db80c6f9-91c8-4912-b948-92094a5b5236' 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([42.099998474121094,  42.20000076293945,  42.29999923706055,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9f0dcb6d-c438-4da2-abf2-1f2d1c4f977f' class='xr-section-summary-in' type='checkbox'  ><label for='section-9f0dcb6d-c438-4da2-abf2-1f2d1c4f977f' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-69dd6178-c853-4274-8edc-87800a651819' class='xr-index-data-in' type='checkbox'/><label for='index-69dd6178-c853-4274-8edc-87800a651819' 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([42.099998474121094,  42.20000076293945,  42.29999923706055,\n",
        "       42.400001525878906,               42.5, 42.599998474121094,\n",
        "        42.70000076293945,  42.79999923706055, 42.900001525878906,\n",
        "                     43.0,\n",
@@ -13437,7 +13605,7 @@
        "         64.4000015258789,               64.5,   64.5999984741211,\n",
        "        64.69999694824219,  64.80000305175781,   64.9000015258789,\n",
        "                     65.0],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=230))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bc848182-8bf3-4b35-89fc-26ecf031de69' class='xr-index-data-in' type='checkbox'/><label for='index-bc848182-8bf3-4b35-89fc-26ecf031de69' 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([             -80.0,  -79.9000015258789, -79.80000305175781,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=230))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7920d42c-6f85-4cdf-8f3d-bc205a47642a' class='xr-index-data-in' type='checkbox'/><label for='index-7920d42c-6f85-4cdf-8f3d-bc205a47642a' 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([             -80.0,  -79.9000015258789, -79.80000305175781,\n",
        "       -79.69999694824219,  -79.5999984741211,              -79.5,\n",
        "        -79.4000015258789, -79.30000305175781, -79.19999694824219,\n",
        "        -79.0999984741211,              -79.0,  -78.9000015258789,\n",
@@ -13459,14 +13627,14 @@
        "       -74.30000305175781, -74.19999694824219,  -74.0999984741211,\n",
        "                    -74.0,  -73.9000015258789, -73.80000305175781,\n",
        "       -73.69999694824219,  -73.5999984741211,              -73.5],\n",
-       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e749e932-9952-4c18-8675-a6353bf36511' class='xr-index-data-in' type='checkbox'/><label for='index-e749e932-9952-4c18-8675-a6353bf36511' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
+       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b1c4ad5e-23a2-46d4-81ce-e5375434fa18' class='xr-index-data-in' type='checkbox'/><label for='index-b1c4ad5e-23a2-46d4-81ce-e5375434fa18' 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;1950-01-01&#x27;, &#x27;1950-01-02&#x27;, &#x27;1950-01-03&#x27;, &#x27;1950-01-04&#x27;,\n",
        "               &#x27;1950-01-05&#x27;, &#x27;1950-01-06&#x27;, &#x27;1950-01-07&#x27;, &#x27;1950-01-08&#x27;,\n",
        "               &#x27;1950-01-09&#x27;, &#x27;1950-01-10&#x27;,\n",
        "               ...\n",
        "               &#x27;2020-12-22&#x27;, &#x27;2020-12-23&#x27;, &#x27;2020-12-24&#x27;, &#x27;2020-12-25&#x27;,\n",
        "               &#x27;2020-12-26&#x27;, &#x27;2020-12-27&#x27;, &#x27;2020-12-28&#x27;, &#x27;2020-12-29&#x27;,\n",
        "               &#x27;2020-12-30&#x27;, &#x27;2020-12-31&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=25933, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5abb49f9-7d00-465d-be7a-76b856824025' class='xr-section-summary-in' type='checkbox'  ><label for='section-5abb49f9-7d00-465d-be7a-76b856824025' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=25933, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f9f41fe-c7da-49f2-b29e-bf1ed224eb1c' class='xr-section-summary-in' type='checkbox'  ><label for='section-8f9f41fe-c7da-49f2-b29e-bf1ed224eb1c' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>cell_methods :</span></dt><dd>time: mean (interval: 1 day)</dd><dt><span>data_specs_version :</span></dt><dd>00.00.07</dd><dt><span>domain :</span></dt><dd>NAM</dd><dt><span>format :</span></dt><dd>netcdf</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>[2022-07-16 11:22:42.650045] Converted from original data to zarr with modified metadata for CF-like compliance.</dd><dt><span>institution :</span></dt><dd>ECMWF</dd><dt><span>processing_level :</span></dt><dd>raw</dd><dt><span>project :</span></dt><dd>era5-land</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>source :</span></dt><dd>ERA5-Land</dd><dt><span>table_date :</span></dt><dd>13 June 2022</dd><dt><span>type :</span></dt><dd>reanalysis</dd><dt><span>version :</span></dt><dd>v2022.07.15</dd><dt><span>title :</span></dt><dd>ERA5-Land : daily</dd><dt><span>institute :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>institute_id :</span></dt><dd>ECMWF</dd><dt><span>dataset_id :</span></dt><dd>ERA5-Land</dd><dt><span>abstract :</span></dt><dd>ERA5-Land provides hourly high resolution information of surface variables. The data is a replay of the land component of the ERA5 climate reanalysis with a finer spatial resolution: ~9km grid spacing. ERA5-Land includes information about uncertainties for all variables at reduced spatial and temporal resolutions. The model used in the production of ERA5-Land is the tiled ECMWF Scheme for Surface Exchanges over Land incorporating land surface hydrology (H-TESSEL).</dd><dt><span>dataset_description :</span></dt><dd>https://www.ecmwf.int/en/era5-land</dd><dt><span>license_type :</span></dt><dd>permissive</dd><dt><span>license :</span></dt><dd>Please acknowledge the use of ERA5-Land as stated in the Copernicus C3S/CAMS License agreement http://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>attribution :</span></dt><dd>Contains modified Copernicus Climate Change Service Information 2022. Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus Information or Data it contains.</dd><dt><span>citation :</span></dt><dd>Muñoz Sabater, J., (2021): ERA5-Land hourly data from 1950 to 1980. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). (Accessed on 2022.06.07)</dd><dt><span>doi :</span></dt><dd>https://doi.org/10.24381/cds.e2161bac</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 8GB\n",
@@ -13515,7 +13683,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-5a5b062f-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-848c36ff-d752-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -13550,7 +13718,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">79001f92</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">aa55397f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -13587,11 +13755,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3d79911d-e88e-49c2-8699-63368a7abbcf</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-14cad7cc-59a3-42e2-aa7c-d611d3c12694</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41185\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39963\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -13633,7 +13801,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34781\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35503\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13641,7 +13809,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43149/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43149/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39357/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39357/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13649,13 +13817,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40091\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39475\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> /tmp/dask-scratch-space/worker-kpkyx5qs\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-l5tfajy2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13678,7 +13846,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37267\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38373\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13686,7 +13854,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34481/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34481/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34685/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34685/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13694,13 +13862,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45019\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41689\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> /tmp/dask-scratch-space/worker-tlagtvhi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-m1baath2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13723,7 +13891,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41529\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38827\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13731,7 +13899,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45713/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44921/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44921/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13739,13 +13907,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42783\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41277\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> /tmp/dask-scratch-space/worker-vhrn8ynq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-zspbag9w\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13768,7 +13936,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44703\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38441\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13776,7 +13944,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46231/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46231/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44409/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44409/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13784,13 +13952,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44059\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34533\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> /tmp/dask-scratch-space/worker-8aj6yyfx\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-y8b0zrdu\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13813,7 +13981,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38235\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43495\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -13821,7 +13989,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34073/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34073/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40155/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40155/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -13829,13 +13997,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34281\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38273\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> /tmp/dask-scratch-space/worker-fybcfkki\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9qh11x1h\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -13862,7 +14030,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41185' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39963' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -13875,7 +14043,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8714ed90-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b05d8694-d752-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -13910,7 +14078,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">182a0771</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">3a90fe54</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -13947,11 +14115,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-893d5e9a-ed73-4112-a43d-a837a5db8ad3</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-104aa693-0e5d-4e07-a42f-cff1e565bae1</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:33175\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34831\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -13993,7 +14161,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41697\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37877\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14001,7 +14169,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39473/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39473/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36917/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36917/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14009,13 +14177,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44297\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39293\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> /tmp/dask-scratch-space/worker-d73x5j70\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-56ors1jc\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14038,7 +14206,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46783\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43439\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14046,7 +14214,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38047/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38047/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45371/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45371/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14054,13 +14222,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43999\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> /tmp/dask-scratch-space/worker-ptqr8uyy\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-o69tdbgo\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14083,7 +14251,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42439\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36809\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14091,7 +14259,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39927/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39927/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34229/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34229/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14099,13 +14267,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37877\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38493\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> /tmp/dask-scratch-space/worker-eiab19xk\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1anv43z7\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14128,7 +14296,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43051\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33421\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14136,7 +14304,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46257/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46257/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37533/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37533/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14144,13 +14312,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32993\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39867\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> /tmp/dask-scratch-space/worker-p6exi6ds\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-o59v_i1z\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14173,7 +14341,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:32915\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32809\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14181,7 +14349,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40081/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40081/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35241/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35241/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14189,13 +14357,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36113\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35833\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> /tmp/dask-scratch-space/worker-6n3wfurv\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wxrt2krn\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14222,7 +14390,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:33175' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34831' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -14235,7 +14403,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b34653eb-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dc98fef4-d752-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -14270,7 +14438,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">05574c51</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5f47c4b8</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -14307,11 +14475,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-39c25f83-4973-45db-8712-a352633ffe65</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ccc2f530-2d54-4f3a-8d66-79abb90bd9d5</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41255\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34111\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -14353,7 +14521,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35735\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37749\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14361,7 +14529,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33573/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33573/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39893/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39893/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14369,13 +14537,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46743\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34619\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> /tmp/dask-scratch-space/worker-s0us_lm8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-s6xtdqcd\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14398,7 +14566,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35723\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33527\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14406,7 +14574,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35535/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35535/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33717/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33717/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14414,13 +14582,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38525\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38225\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> /tmp/dask-scratch-space/worker-urptru2s\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-y04ybqfs\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14443,7 +14611,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38029\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46273\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14451,7 +14619,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37895/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37895/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42695/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42695/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14459,13 +14627,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33645\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39229\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> /tmp/dask-scratch-space/worker-4ndo7qzm\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-eb0vm20j\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14488,7 +14656,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33873\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45201\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14496,7 +14664,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44487/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44487/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36655/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36655/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14504,13 +14672,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38433\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44701\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\"></td>\n",
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
-       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-p5c81qu0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-xnep7b8v\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14533,7 +14701,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46371\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36883\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14541,7 +14709,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35839/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35839/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43911/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43911/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14549,13 +14717,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42861\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45879\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> /tmp/dask-scratch-space/worker-6rmjxkby\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-x4ilhp9b\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14582,7 +14750,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41255' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34111' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -14595,7 +14763,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dc8a830b-d521-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-0689b381-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -14630,7 +14798,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5fa84072</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">89464aa9</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -14667,11 +14835,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-fd988ae5-dec7-406e-ab39-7da1c38e631e</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-446957b9-a2dc-4e86-bf4c-0c8f1164e657</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:44439\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39935\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -14713,7 +14881,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38481\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42799\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14721,7 +14889,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43289/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43289/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46293/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46293/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14729,13 +14897,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41695\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39543\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> /tmp/dask-scratch-space/worker-xcwkz810\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-c69cdig4\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14758,7 +14926,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36395\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39003\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14766,7 +14934,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36299/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36299/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45043/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45043/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14774,13 +14942,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41957\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44179\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> /tmp/dask-scratch-space/worker-qyg7iu8o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1xo43dza\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14803,7 +14971,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36533\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43075\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14811,7 +14979,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41051/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41051/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34253/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34253/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14819,13 +14987,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42673\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42165\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> /tmp/dask-scratch-space/worker-s2ln5see\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wsw_n3em\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14848,7 +15016,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43897\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38541\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14856,7 +15024,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45389/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34301/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34301/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14864,13 +15032,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37447\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36939\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> /tmp/dask-scratch-space/worker-j14pp5a7\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-x10ofy7y\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14893,7 +15061,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41857\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36781\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -14901,7 +15069,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38501/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38501/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34317/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34317/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -14909,13 +15077,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41171\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41447\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> /tmp/dask-scratch-space/worker-rvbeha_i\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-k_vwdyka\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -14942,7 +15110,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:44439' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39935' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -14955,7 +15123,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-032fbe0a-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2f702572-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -14990,7 +15158,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ba74edb7</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">bd8e2d11</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -15027,11 +15195,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-9c8e027c-b01d-4114-bd5f-c276e74431ce</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-44611cd6-700d-4189-ba2c-39eda7851a3d</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:34547\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34555\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -15073,7 +15241,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44087\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40809\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15081,7 +15249,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37751/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37751/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46513/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46513/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15089,13 +15257,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42469\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37987\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> /tmp/dask-scratch-space/worker-u3i4binh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ukeua33b\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15118,7 +15286,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45411\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37571\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15126,7 +15294,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33201/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33201/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34039/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34039/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15134,13 +15302,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41469\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45061\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> /tmp/dask-scratch-space/worker-1ii1rnqo\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1vawfb54\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15163,7 +15331,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43365\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36299\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15171,7 +15339,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38473/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38473/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45599/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45599/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15179,13 +15347,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38011\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40041\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> /tmp/dask-scratch-space/worker-g2dnc53o\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-l1hq1j_0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15208,7 +15376,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37827\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42491\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15216,7 +15384,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35615/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35615/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45649/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45649/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15224,13 +15392,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43755\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46695\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> /tmp/dask-scratch-space/worker-571x21wd\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-im2tvu4y\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15253,7 +15421,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37945\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35631\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15261,7 +15429,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42951/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42951/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41795/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41795/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15269,13 +15437,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:32885\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43403\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> /tmp/dask-scratch-space/worker-m4wk0j8z\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-kgptidzk\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15302,7 +15470,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:34547' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34555' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -15315,7 +15483,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-25af0031-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-530cc568-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -15350,7 +15518,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">0493f4bc</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ab4f03d6</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -15387,11 +15555,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-23ce6693-718d-4887-a47c-5a51e385b90d</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c7a62145-016e-4b96-93e8-f1e9d9bfdea2</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:37673\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:45439\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -15433,7 +15601,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45229\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41605\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15441,7 +15609,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42713/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42713/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46775/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46775/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15449,13 +15617,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40807\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38163\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> /tmp/dask-scratch-space/worker-ldqpeu85\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ech357rd\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15478,7 +15646,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45157\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35011\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15486,7 +15654,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34827/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34827/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45457/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45457/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15494,13 +15662,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38711\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35717\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> /tmp/dask-scratch-space/worker-tot4emv1\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-9y91j44_\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15523,7 +15691,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35077\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45327\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15531,7 +15699,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42799/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42799/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34077/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34077/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15539,13 +15707,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37167\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46653\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> /tmp/dask-scratch-space/worker-cnq2_b_8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-h0ytspdn\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15568,7 +15736,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46693\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33189\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15576,7 +15744,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38177/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38177/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34491/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34491/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15584,13 +15752,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44333\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36931\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> /tmp/dask-scratch-space/worker-nfuoe5k8\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-fu3m_ttp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15613,7 +15781,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43741\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45613\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15621,7 +15789,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40461/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40461/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33921/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33921/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15629,13 +15797,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46515\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43587\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> /tmp/dask-scratch-space/worker-66z5_k15\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-bcuy85qe\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15662,7 +15830,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:37673' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:45439' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -15675,7 +15843,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-45679d91-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-7301cdea-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -15710,7 +15878,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">c47c5fb2</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">602c30a3</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -15747,11 +15915,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-394c3b6f-3a03-4f66-a527-ff2b8c84982e</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-f7693977-f2bc-43f3-86af-0a116452657c</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36127\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:39167\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -15793,7 +15961,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41405\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37343\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15801,7 +15969,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38841/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38841/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45589/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45589/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15809,13 +15977,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44813\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43061\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> /tmp/dask-scratch-space/worker-hrnxzen0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ueed1uzf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15838,7 +16006,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38101\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38249\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15846,7 +16014,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38039/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38039/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34111/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34111/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15854,13 +16022,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43599\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37721\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> /tmp/dask-scratch-space/worker-h0218vr0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-oiz8bio9\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15883,7 +16051,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46435\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38451\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15891,7 +16059,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36065/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36065/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41149/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41149/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15899,13 +16067,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44597\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44203\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> /tmp/dask-scratch-space/worker-63kvcqfy\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-zre6o_s8\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15928,7 +16096,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36005\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42245\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15936,7 +16104,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43645/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43645/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42545/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42545/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15944,13 +16112,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38623\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40779\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> /tmp/dask-scratch-space/worker-nup2kxwi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-45cg44k1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -15973,7 +16141,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:39291\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35089\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -15981,7 +16149,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39301/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35307/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35307/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -15989,13 +16157,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37101\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40639\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> /tmp/dask-scratch-space/worker-49c4m173\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-a2kl031y\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16022,7 +16190,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36127' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:39167' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -16035,7 +16203,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-6310df8a-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-9512c4e6-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -16070,7 +16238,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">486ab292</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">96016f13</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -16107,11 +16275,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-4ca4ad1a-08c7-4e53-b964-885f8f024200</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-7dfb0b75-abc6-43c6-975e-fc005246c3b3</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:41631\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38799\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -16153,7 +16321,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33611\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35359\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16161,7 +16329,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39669/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39669/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42181/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42181/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16169,13 +16337,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35305\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38293\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> /tmp/dask-scratch-space/worker-_sqybe4v\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-14f4ig60\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16198,7 +16366,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:36429\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:41969\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16206,7 +16374,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39965/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39965/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44701/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44701/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16214,13 +16382,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33695\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35481\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> /tmp/dask-scratch-space/worker-fgkns2uw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-zdo69xor\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16243,7 +16411,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33927\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36485\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16251,7 +16419,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44267/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44267/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44139/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44139/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16259,13 +16427,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38639\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43619\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> /tmp/dask-scratch-space/worker-n_2xdlzh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-cbkm_haz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16288,7 +16456,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44589\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37943\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16296,7 +16464,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34235/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34235/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45991/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45991/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16304,13 +16472,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42963\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36625\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> /tmp/dask-scratch-space/worker-fufb7fpk\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wcf079g_\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16333,7 +16501,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43437\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38909\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16341,7 +16509,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34829/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34829/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37703/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37703/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16349,13 +16517,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46787\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44615\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> /tmp/dask-scratch-space/worker-_dci5umi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3hd04vxl\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16382,7 +16550,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:41631' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38799' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -16395,7 +16563,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-7e03f919-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-b2155bbe-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -16430,7 +16598,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">a100cef8</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">de3c910e</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -16467,11 +16635,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-23687faa-239c-496a-96d2-35f9ce9b50cd</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3a57facb-9f67-491f-9882-e962b345394a</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36147\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:34099\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -16513,7 +16681,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34035\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40707\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16521,7 +16689,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38543/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38543/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45149/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45149/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16529,13 +16697,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33329\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33613\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> /tmp/dask-scratch-space/worker-fn473lpz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-cibmkcx2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16558,7 +16726,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34849\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43933\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16566,7 +16734,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41445/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41445/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34841/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34841/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16574,13 +16742,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33717\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45147\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> /tmp/dask-scratch-space/worker-18akwosr\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-e6ghraga\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16603,7 +16771,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45205\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45889\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16611,7 +16779,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38871/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38871/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43637/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43637/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16619,13 +16787,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37861\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33099\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> /tmp/dask-scratch-space/worker-x87myxwq\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-gf87qdkf\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16648,7 +16816,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34975\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39495\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16656,7 +16824,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44633/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44633/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39957/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39957/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16664,13 +16832,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37051\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38011\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> /tmp/dask-scratch-space/worker-tkpg7_44\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ji1n3v0b\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16693,7 +16861,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43149\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:39611\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16701,7 +16869,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36101/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36101/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35483/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35483/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16709,13 +16877,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41869\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44811\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> /tmp/dask-scratch-space/worker-bafm7_ts\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hb3pmrh2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16742,48 +16910,12 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36147' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:34099' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2025-01-17 22:29:57,007 - distributed.worker - ERROR - Failed to communicate with scheduler during heartbeat.\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 225, in read\n",
-      "    frames_nosplit_nbytes_bin = await stream.read_bytes(fmt_size)\n",
-      "                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "tornado.iostream.StreamClosedError: Stream is closed\n",
-      "\n",
-      "The above exception was the direct cause of the following exception:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/worker.py\", line 1250, in heartbeat\n",
-      "    response = await retry_operation(\n",
-      "               ^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/utils_comm.py\", line 461, in retry_operation\n",
-      "    return await retry(\n",
-      "           ^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/utils_comm.py\", line 440, in retry\n",
-      "    return await coro()\n",
-      "           ^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/core.py\", line 1256, in send_recv_from_rpc\n",
-      "    return await send_recv(comm=comm, op=key, **kwargs)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/core.py\", line 1015, in send_recv\n",
-      "    response = await comm.read(deserializers=deserializers)\n",
-      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 236, in read\n",
-      "    convert_stream_closed_error(self, e)\n",
-      "  File \"/opt/conda/envs/birdy/lib/python3.11/site-packages/distributed/comm/tcp.py\", line 142, in convert_stream_closed_error\n",
-      "    raise CommClosedError(f\"in {obj}: {exc}\") from exc\n",
-      "distributed.comm.core.CommClosedError: in <TCP (closed) ConnectionPool.heartbeat_worker local=tcp://127.0.0.1:41066 remote=tcp://127.0.0.1:36147>: Stream is closed\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -16791,7 +16923,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-94cf47ea-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-c99c4ec6-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -16826,7 +16958,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">8fc1931a</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">678801fe</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -16863,11 +16995,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ac5277a8-c6c3-44b8-b3f9-f07b731d510a</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-eca6ef64-39aa-4bd5-8cb7-b78836f8b667</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:40993\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:35967\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -16909,7 +17041,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40239\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35333\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16917,7 +17049,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46139/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46139/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35673/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35673/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16925,13 +17057,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39557\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44713\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> /tmp/dask-scratch-space/worker-ge_7ikzl\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-pmvofv0_\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16954,7 +17086,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43273\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38365\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -16962,7 +17094,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43941/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43941/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46219/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46219/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -16970,13 +17102,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39189\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38283\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> /tmp/dask-scratch-space/worker-27tb4hoi\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hly46dll\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -16999,7 +17131,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40741\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:38147\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17007,7 +17139,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35231/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35231/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34705/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34705/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17015,13 +17147,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37741\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44373\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> /tmp/dask-scratch-space/worker-huphv2eh\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ig2cy3g2\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17044,7 +17176,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38025\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:35911\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17052,7 +17184,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41287/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41287/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45875/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45875/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17060,13 +17192,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39425\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39847\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> /tmp/dask-scratch-space/worker-5yyzg9px\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-2c5cecli\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17089,7 +17221,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33761\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46839\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17097,7 +17229,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43007/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43007/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43295/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43295/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17105,13 +17237,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35431\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44425\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> /tmp/dask-scratch-space/worker-uww56c33\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5ptlwg0l\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17138,7 +17270,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:40993' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:35967' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -17151,7 +17283,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-aa8f6dfe-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dedd59ba-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -17186,7 +17318,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">e82f3210</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">7b9ce310</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -17223,11 +17355,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-d8534ef9-d5e4-483d-80dc-5c5b122a5fd4</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-e3b46161-2b1a-4ee2-b74c-5f529c4c9140</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:36393\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:42649\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -17269,7 +17401,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42157\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36983\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17277,7 +17409,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44809/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44809/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35491/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35491/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17285,13 +17417,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37193\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40185\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> /tmp/dask-scratch-space/worker-ii2lao15\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-6nc6x9sm\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17314,7 +17446,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:33489\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33053\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17322,7 +17454,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44377/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46807/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46807/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17330,13 +17462,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34549\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44595\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> /tmp/dask-scratch-space/worker-yx4k8mav\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_y6srkc3\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17359,7 +17491,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34881\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37139\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17367,7 +17499,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36217/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36217/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36369/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36369/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17375,13 +17507,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37387\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42521\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> /tmp/dask-scratch-space/worker-cm_k552k\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ufe8tnxn\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17404,7 +17536,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45129\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37301\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17412,7 +17544,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43831/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43831/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33049/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33049/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17420,13 +17552,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38609\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41253\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> /tmp/dask-scratch-space/worker-r47ezzi0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-w2u0djdz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17449,7 +17581,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:43783\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:32953\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17457,7 +17589,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36827/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36827/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42059/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42059/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17465,13 +17597,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38093\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36513\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> /tmp/dask-scratch-space/worker-veoue2am\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-0xpzkvfd\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17498,7 +17630,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:36393' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:42649' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -17511,7 +17643,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-bc783dd8-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-f09c96a0-d753-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -17546,7 +17678,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5e20b5c4</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">b7b93586</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -17583,11 +17715,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-13ccdadb-d63b-4d17-93bf-f72b8c43967f</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-f6e9dc47-15b8-438b-b5d9-08b6161a816d</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:39823\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:35055\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -17629,7 +17761,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38769\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34619\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17637,7 +17769,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46469/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46469/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37071/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37071/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17645,13 +17777,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37633\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42427\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> /tmp/dask-scratch-space/worker-grspnf79\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wmuzbcue\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17674,7 +17806,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:37761\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:36841\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17682,7 +17814,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36993/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36993/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39287/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39287/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17690,13 +17822,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37779\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36405\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> /tmp/dask-scratch-space/worker-3b62yt_b\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-wro80m1a\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17719,7 +17851,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:46085\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40663\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17727,7 +17859,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33529/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33529/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34313/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34313/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17735,13 +17867,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46121\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37205\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> /tmp/dask-scratch-space/worker-y57s5arz\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-eu0tve1e\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17764,7 +17896,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40491\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43049\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17772,7 +17904,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38159/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/38159/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46777/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46777/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17780,13 +17912,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39059\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44321\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> /tmp/dask-scratch-space/worker-2fzrm0l0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-_uoqsyg0\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17809,7 +17941,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41643\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46797\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17817,7 +17949,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44915/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44915/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34287/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34287/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -17825,13 +17957,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39057\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43807\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> /tmp/dask-scratch-space/worker-21mdowc0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-bsvgrhva\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -17858,7 +17990,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:39823' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:35055' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -17871,7 +18003,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-cc191bec-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-00ac4847-d754-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -17906,7 +18038,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">5ae46ebf</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">78d1c027</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -17943,11 +18075,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-b3e842ea-adc2-424d-a00d-f6a6d19350c4</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-3d8c417f-3cd9-4b44-9358-44520d6f0a31</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:33637\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:36737\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -17989,7 +18121,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40011\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43987\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -17997,7 +18129,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43153/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43153/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43725/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43725/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18005,13 +18137,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46557\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37353\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> /tmp/dask-scratch-space/worker-0p7zcywp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3ky_pi_a\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18034,7 +18166,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42153\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42843\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18042,7 +18174,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32823/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32823/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44393/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44393/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18050,13 +18182,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37531\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43789\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> /tmp/dask-scratch-space/worker-af54o88a\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-x3l8e9ym\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18079,7 +18211,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35849\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33395\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18087,7 +18219,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46075/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/46075/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37563/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37563/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18095,13 +18227,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36697\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36389\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> /tmp/dask-scratch-space/worker-u_5z50m0\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-pevt82zp\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18124,7 +18256,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:40623\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:33773\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18132,7 +18264,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44441/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/44441/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34201/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34201/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18140,13 +18272,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36945\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40669\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> /tmp/dask-scratch-space/worker-fn7yxo31\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-pxmy_kg3\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18169,7 +18301,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35709\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34811\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18177,7 +18309,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41155/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41155/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35255/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35255/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18185,13 +18317,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38697\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:35245\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> /tmp/dask-scratch-space/worker-3zjkl5f4\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-djixtlfz\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18218,7 +18350,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:33637' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:36737' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -18231,7 +18363,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-d6c3f464-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-0b333478-d754-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -18266,7 +18398,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">0c279cc2</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">d2906f04</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -18303,11 +18435,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-6c463c41-6549-48e6-b248-2ac52afa7236</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-81bf494c-052c-4fca-96b2-1cb7d61e8908</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:44877\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:32947\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -18349,7 +18481,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:32957\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45163\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18357,7 +18489,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36011/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36011/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43427/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/43427/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18365,13 +18497,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:33431\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45237\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> /tmp/dask-scratch-space/worker-rc17tq3x\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mrw8uimc\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18394,7 +18526,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:42077\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42889\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18402,7 +18534,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42505/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42505/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37487/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/37487/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18410,13 +18542,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39063\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36271\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> /tmp/dask-scratch-space/worker-x8beqtcd\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-r91h2_9g\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18439,7 +18571,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:32885\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:42907\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18447,7 +18579,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42565/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42565/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41465/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41465/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18455,13 +18587,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:46677\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:38057\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> /tmp/dask-scratch-space/worker-1zhs_2pw\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-71tl6clh\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18484,7 +18616,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:44529\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40701\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18492,7 +18624,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41611/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41611/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42079/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42079/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18500,13 +18632,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41215\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:41787\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> /tmp/dask-scratch-space/worker-xi7tz27z\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-dnpzn00p\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18529,7 +18661,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38295\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:45171\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18537,7 +18669,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36051/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/36051/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39783/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/39783/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18545,13 +18677,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45921\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:43251\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> /tmp/dask-scratch-space/worker-2gwgr1ym\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-m0ob6nze\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18578,7 +18710,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:44877' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:32947' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -18591,7 +18723,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dfc5a98a-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-13cb35f6-d754-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -18626,7 +18758,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ede8e60a</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2925186e</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -18663,11 +18795,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ff44d102-eefe-4894-be74-63191f7edc6b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c0a720be-e777-48a2-93eb-f87dcf1a89c1</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46781\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38143\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 5\n",
@@ -18709,7 +18841,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:35469\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:46677\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18717,7 +18849,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33693/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33693/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32863/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/32863/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18725,13 +18857,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44343\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34319\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> /tmp/dask-scratch-space/worker-jn6o50yp\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mkj8ysz3\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18754,7 +18886,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:34381\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:34417\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18762,7 +18894,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41141/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41141/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33099/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/33099/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18770,13 +18902,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:44597\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:39315\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> /tmp/dask-scratch-space/worker-jtwkf08e\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-mo7c0h1n\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18799,7 +18931,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:41573\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:37001\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18807,7 +18939,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42169/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/42169/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41105/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/41105/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18815,13 +18947,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36255\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42117\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> /tmp/dask-scratch-space/worker-5sslw2la\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-q88bp55q\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18844,7 +18976,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:38761\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:43631\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18852,7 +18984,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34109/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/34109/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45087/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/45087/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18860,13 +18992,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:45565\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42769\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> /tmp/dask-scratch-space/worker-w558qehg\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vx0tb0h1\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18889,7 +19021,7 @@
        "                <table style=\"width: 100%; text-align: left;\">\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Comm: </strong> tcp://127.0.0.1:45063\n",
+       "                            <strong>Comm: </strong> tcp://127.0.0.1:40137\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Total threads: </strong> 2\n",
@@ -18897,7 +19029,7 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40905/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/40905/status</a>\n",
+       "                            <strong>Dashboard: </strong> <a href=\"https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35795/status\" target=\"_blank\">https://pavics.ouranos.ca/jupyter/user/aslibese/proxy/35795/status</a>\n",
        "                        </td>\n",
        "                        <td style=\"text-align: left;\">\n",
        "                            <strong>Memory: </strong> 3.73 GiB\n",
@@ -18905,13 +19037,13 @@
        "                    </tr>\n",
        "                    <tr>\n",
        "                        <td style=\"text-align: left;\">\n",
-       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37257\n",
+       "                            <strong>Nanny: </strong> tcp://127.0.0.1:34321\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> /tmp/dask-scratch-space/worker-x0t6iyzn\n",
+       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-s8wu_2jy\n",
        "                        </td>\n",
        "                    </tr>\n",
        "\n",
@@ -18938,7 +19070,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tcp://127.0.0.1:46781' processes=5 threads=10, memory=18.63 GiB>"
+       "<Client: 'tcp://127.0.0.1:38143' processes=5 threads=10, memory=18.63 GiB>"
       ]
      },
      "metadata": {},
@@ -18951,7 +19083,7 @@
        "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-dfc5a98a-d522-11ef-809f-0242ac12001f</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-13cb35f6-d754-11ef-809f-0242ac12001f</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -18986,7 +19118,7 @@
        "    </div>\n",
        "    <div style=\"margin-left: 48px;\">\n",
        "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
-       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ede8e60a</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">2925186e</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
@@ -19023,11 +19155,11 @@
        "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
        "        <div style=\"margin-left: 48px;\">\n",
        "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
-       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-ff44d102-eefe-4894-be74-63191f7edc6b</p>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-c0a720be-e777-48a2-93eb-f87dcf1a89c1</p>\n",
        "            <table style=\"width: 100%; text-align: left;\">\n",
        "                <tr>\n",
        "                    <td style=\"text-align: left;\">\n",
-       "                        <strong>Comm:</strong> tcp://127.0.0.1:46781\n",
+       "                        <strong>Comm:</strong> tcp://127.0.0.1:38143\n",
        "                    </td>\n",
        "                    <td style=\"text-align: left;\">\n",
        "                        <strong>Workers:</strong> 0\n",
@@ -19083,7 +19215,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Total computation time: 667.90 seconds\n"
+      "Total computation time: 682.10 seconds\n"
      ]
     }
    ],
@@ -19163,7 +19295,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "my_env",
    "language": "python",
    "name": "python3"
   },
@@ -19177,7 +19309,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.10"
+   "version": "3.11.0"
   }
  },
  "nbformat": 4,

From af5e83c199fb39b6273f8682cb2366e23ae032a5 Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Mon, 20 Jan 2025 13:13:06 -0500
Subject: [PATCH 06/10] fixed merge conflicts

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index 12d08fa..dfbdc23 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -1942,13 +1942,8 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 9,
    "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
-=======
-   "execution_count": 4,
-   "id": "10",
->>>>>>> 9f8bfffb687e3b43cb989536a007e807ce8c700d
    "metadata": {
     "tags": []
    },

From ae216aa24dedcfd3076180b0dc62b06c695cb005 Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Mon, 20 Jan 2025 13:15:44 -0500
Subject: [PATCH 07/10] fixed merge conflicts again

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index dfbdc23..9180129 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -3637,13 +3637,8 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 10,
    "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
-=======
-   "execution_count": 5,
-   "id": "12",
->>>>>>> 9f8bfffb687e3b43cb989536a007e807ce8c700d
    "metadata": {},
    "outputs": [
     {

From e7959002ba86f2ea6f969cdd40a8afe1d7019308 Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Mon, 20 Jan 2025 13:19:11 -0500
Subject: [PATCH 08/10] fixed merge conflicts again_2

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index 9180129..2481dc1 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -5319,13 +5319,8 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 11,
    "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
-=======
-   "execution_count": 6,
-   "id": "14",
->>>>>>> 9f8bfffb687e3b43cb989536a007e807ce8c700d
    "metadata": {
     "tags": []
    },

From 69fa660c761ed08a5ec932beb1df83f655424c7b Mon Sep 17 00:00:00 2001
From: Asli Bese <abese@doris.ouranos.ca>
Date: Mon, 20 Jan 2025 13:21:51 -0500
Subject: [PATCH 09/10] fixed merge conflicts again_3

---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index 2481dc1..b950d58 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -12564,13 +12564,8 @@
   },
   {
    "cell_type": "code",
-<<<<<<< HEAD
    "execution_count": 12,
    "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
-=======
-   "execution_count": 7,
-   "id": "16",
->>>>>>> 9f8bfffb687e3b43cb989536a007e807ce8c700d
    "metadata": {
     "tags": []
    },

From 8fad7788dd3ef6e5e1a464790c4899978cbce398 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 20 Jan 2025 18:22:06 +0000
Subject: [PATCH 10/10] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 docs/source/notebooks/FAQ_dask_parallel.ipynb | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/docs/source/notebooks/FAQ_dask_parallel.ipynb b/docs/source/notebooks/FAQ_dask_parallel.ipynb
index b950d58..710f1e0 100644
--- a/docs/source/notebooks/FAQ_dask_parallel.ipynb
+++ b/docs/source/notebooks/FAQ_dask_parallel.ipynb
@@ -139,7 +139,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "73765dbb-3bf7-4814-b44e-6246713275de",
+   "id": "8",
    "metadata": {
     "tags": []
    },
@@ -1943,7 +1943,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "c24f1efe-65b8-48af-9090-ae516e6840d6",
+   "id": "10",
    "metadata": {
     "tags": []
    },
@@ -3638,7 +3638,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "48e59f9d-3d12-4119-9f3c-0cd694ccd871",
+   "id": "12",
    "metadata": {},
    "outputs": [
     {
@@ -5320,7 +5320,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "8b6d03a4-0e9e-4c6f-a74c-fbe77b692de3",
+   "id": "14",
    "metadata": {
     "tags": []
    },
@@ -12565,7 +12565,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "e4b3763e-9174-47dc-9335-703d71a80cf6",
+   "id": "16",
    "metadata": {
     "tags": []
    },