examples/xarray_kerchunk_usage.ipynb

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    "# Using the cache\n",
    "\n",
    "First make sure that the dependencies are installed:\n",
    "\n",
    "```bash\n",
    "pip install -r requirements-dev.txt\n",
    "```\n",
    "\n",
    "Then run redis using docker compose:\n",
    "\n",
    "```bash\n",
    "docker compose -f docker-compose.redis.yml up -d\n",
    "```\n",
    "\n",
    "Then run the notebook. \n",
    "\n",
    "If you want to view the data in redis, you can use the redis-cli:\n",
    "\n",
    "```bash\n",
    "brew install redis\n",
    "redis-cli -p 6380\n",
    "```"
   ]
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  {
   "cell_type": "code",
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   "source": [
    "import fsspec\n",
    "import json\n",
    "import xarray as xr\n",
    "\n",
    "from redis_fsspec_cache.reference import RedisCachingReferenceFileSystem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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     "text": [
      "CPU times: user 435 ms, sys: 3.21 s, total: 3.64 s\n",
      "Wall time: 696 ms\n"
     ]
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 112GB\n",
       "Dimensions:             (time: 253, four: 4, nele: 569405, node: 303714,\n",
       "                         three: 3, maxnode: 10, maxelem: 8, siglev: 41,\n",
       "                         siglay: 40)\n",
       "Coordinates:\n",
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       "    latc                (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    lon                 (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    lonc                (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    siglay              (siglay, node) float32 49MB dask.array&lt;chunksize=(40, 303714), meta=np.ndarray&gt;\n",
       "    siglev              (siglev, node) float32 50MB dask.array&lt;chunksize=(41, 303714), meta=np.ndarray&gt;\n",
       "  * time                (time) datetime64[ns] 2kB 2024-04-23T21:00:00 ... 202...\n",
       "Dimensions without coordinates: four, nele, node, three, maxnode, maxelem\n",
       "Data variables: (12/42)\n",
       "    Itime               (time) datetime64[ns] 2kB dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;\n",
       "    Times               (time) |S26 7kB dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;\n",
       "    a1u                 (four, nele) float32 9MB dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;\n",
       "    a2u                 (four, nele) float32 9MB dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;\n",
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       "    art2                (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    ...                  ...\n",
       "    ww                  (time, siglay, nele) float32 23GB dask.array&lt;chunksize=(1, 40, 569405), meta=np.ndarray&gt;\n",
       "    x                   (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    xc                  (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    y                   (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    yc                  (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    zeta                (time, node) float32 307MB dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;\n",
       "Attributes: (12/14)\n",
       "    Conventions:                 CF-1.0\n",
       "    CoordinateProjection:        init=nad83:4205\n",
       "    CoordinateSystem:            GeoReferenced\n",
       "    GroundWater_Forcing:         GROUND WATER FORCING IS OFF!\n",
       "    River_Forcing:               THERE ARE 63 RIVERS IN THIS MODEL.\\nRIVER IN...\n",
       "    Surface_Heat_Forcing:        FVCOM variable surface heat forcing file:\\nF...\n",
       "    ...                          ...\n",
       "    Tidal_Forcing:               TIDAL ELEVATION FORCING IS OFF!\n",
       "    history:                     model started at: 23/04/2024   21:15\n",
       "    institution:                 School for Marine Science and Technology\n",
       "    references:                  http://fvcom.smast.umassd.edu, http://codfis...\n",
       "    source:                      FVCOM_4.3\n",
       "    title:                       NGOFS2</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-17a5eff8-365a-4e03-8e47-936a23424c4e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-17a5eff8-365a-4e03-8e47-936a23424c4e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 253</li><li><span>four</span>: 4</li><li><span>nele</span>: 569405</li><li><span>node</span>: 303714</li><li><span>three</span>: 3</li><li><span>maxnode</span>: 10</li><li><span>maxelem</span>: 8</li><li><span>siglev</span>: 41</li><li><span>siglay</span>: 40</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8414b306-f9de-4a0b-bbc2-1042d0a00696' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8414b306-f9de-4a0b-bbc2-1042d0a00696' class='xr-section-summary' >Coordinates: <span>(7)</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>lat</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-c9a5525f-fffc-4998-9e4d-cdeeea11f3d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9a5525f-fffc-4998-9e4d-cdeeea11f3d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21d33c58-048f-4f7d-9eb7-e14606f04c62' class='xr-var-data-in' type='checkbox'><label for='data-21d33c58-048f-4f7d-9eb7-e14606f04c62' 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>nodal latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Data type </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latc</span></div><div class='xr-var-dims'>(nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;</div><input id='attrs-87cecc2e-724d-44e6-bb55-9cf4475d08e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87cecc2e-724d-44e6-bb55-9cf4475d08e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9302701-9b09-487a-8846-27b8236d8143' class='xr-var-data-in' type='checkbox'><label for='data-f9302701-9b09-487a-8846-27b8236d8143' 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>zonal latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <td> 2.17 MiB </td>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    <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>lonc</span></div><div class='xr-var-dims'>(nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;</div><input id='attrs-aa634bb3-32d7-4ddd-b87d-76783c8a8caa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aa634bb3-32d7-4ddd-b87d-76783c8a8caa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8461080-cecc-4364-a777-4c3c6c294925' class='xr-var-data-in' type='checkbox'><label for='data-b8461080-cecc-4364-a777-4c3c6c294925' 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>zonal longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 2.17 MiB </td>\n",
       "                        <td> 2.17 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                        <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>siglay</span></div><div class='xr-var-dims'>(siglay, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(40, 303714), meta=np.ndarray&gt;</div><input id='attrs-058600ec-3371-4c81-bbbd-d5641659be35' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-058600ec-3371-4c81-bbbd-d5641659be35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-954a1b8e-e83e-4ce4-9b9b-7256436d4739' class='xr-var-data-in' type='checkbox'><label for='data-954a1b8e-e83e-4ce4-9b9b-7256436d4739' 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>formula_terms :</span></dt><dd>sigma: siglay eta: zeta depth: h</dd><dt><span>long_name :</span></dt><dd>Sigma Layers</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>ocean_sigma/general_coordinate</dd><dt><span>valid_max :</span></dt><dd>0.0</dd><dt><span>valid_min :</span></dt><dd>-1.0</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 46.34 MiB </td>\n",
       "                        <td> 46.34 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>siglev</span></div><div class='xr-var-dims'>(siglev, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(41, 303714), meta=np.ndarray&gt;</div><input id='attrs-6676c2ac-e112-474b-98a3-f407c7ad48b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6676c2ac-e112-474b-98a3-f407c7ad48b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-482c3a98-302f-4c09-a092-948048ad9f3e' class='xr-var-data-in' type='checkbox'><label for='data-482c3a98-302f-4c09-a092-948048ad9f3e' 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>formula_terms :</span></dt><dd>sigma:siglay eta: zeta depth: h</dd><dt><span>long_name :</span></dt><dd>Sigma Levels</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>ocean_sigma/general_coordinate</dd><dt><span>valid_max :</span></dt><dd>0.0</dd><dt><span>valid_min :</span></dt><dd>-1.0</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <td> 47.50 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-04-23T21:00:00 ... 2024-05-...</div><input id='attrs-bc89522a-6089-4512-ac2e-d6c1a63dd1a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc89522a-6089-4512-ac2e-d6c1a63dd1a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca555d5b-1d53-48c4-bc00-48e8a0e48462' class='xr-var-data-in' type='checkbox'><label for='data-ca555d5b-1d53-48c4-bc00-48e8a0e48462' 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>format :</span></dt><dd>defined reference date</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>time_zone :</span></dt><dd>UTC</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-04-23T21:00:00.000000000&#x27;, &#x27;2024-04-24T00:00:00.000000000&#x27;,\n",
       "       &#x27;2024-04-24T03:00:00.000000000&#x27;, ..., &#x27;2024-05-25T03:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-25T06:00:00.000000000&#x27;, &#x27;2024-05-25T09:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-885ea2ab-f852-4a77-b8b4-7af7cc9529d3' class='xr-section-summary-in' type='checkbox'  ><label for='section-885ea2ab-f852-4a77-b8b4-7af7cc9529d3' class='xr-section-summary' >Data variables: <span>(42)</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>Itime</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;</div><input id='attrs-09d3cef4-c742-40fa-8eb5-761571ee4e91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-09d3cef4-c742-40fa-8eb5-761571ee4e91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-faef3846-7394-47ab-9540-9c856e979780' class='xr-var-data-in' type='checkbox'><label for='data-faef3846-7394-47ab-9540-9c856e979780' 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>format :</span></dt><dd>defined reference date</dd><dt><span>time_zone :</span></dt><dd>UTC</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",
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       "                </thead>\n",
       "                <tbody>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 1.98 kiB </td>\n",
       "                        <td> 8 B </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253,) </td>\n",
       "                        <td> (1,) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> datetime64[ns] numpy.ndarray </td>\n",
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       "                        <td> 6.42 kiB </td>\n",
       "                        <td> 26 B </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a1u</span></div><div class='xr-var-dims'>(four, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;</div><input id='attrs-a9e9ed23-f78a-4474-9ac9-9d013e47723f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9e9ed23-f78a-4474-9ac9-9d013e47723f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-595206d7-4e09-4ef3-9157-93465f45f7a7' class='xr-var-data-in' type='checkbox'><label for='data-595206d7-4e09-4ef3-9157-93465f45f7a7' 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>a1u</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
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       "                        <td> 8.69 MiB </td>\n",
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       "                        <th> Shape </th>\n",
       "                        <td> (4, 569405) </td>\n",
       "                        <td> (4, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <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>a2u</span></div><div class='xr-var-dims'>(four, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;</div><input id='attrs-aade1b17-89e5-4bb8-9902-275fa23b46c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aade1b17-89e5-4bb8-9902-275fa23b46c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39422193-cc63-431a-8a0a-d9463d66c3b7' class='xr-var-data-in' type='checkbox'><label for='data-39422193-cc63-431a-8a0a-d9463d66c3b7' 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>a2u</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 8.69 MiB </td>\n",
       "                        <td> 8.69 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (4, 569405) </td>\n",
       "                        <td> (4, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>art1</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-7f494e6c-26f6-4930-b11b-f6d39b95e417' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f494e6c-26f6-4930-b11b-f6d39b95e417' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4263637-32e0-4f6a-9ce5-fb2ad6bba5a2' class='xr-var-data-in' type='checkbox'><label for='data-b4263637-32e0-4f6a-9ce5-fb2ad6bba5a2' 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>Area of Node-Base Control volume</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",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
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       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>art2</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-bc0fef5f-0675-4a22-a34a-2eb638ecc7c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc0fef5f-0675-4a22-a34a-2eb638ecc7c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed44950f-8b22-4f51-94aa-e5e77815d611' class='xr-var-data-in' type='checkbox'><label for='data-ed44950f-8b22-4f51-94aa-e5e77815d611' 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>Area of elements around a node</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",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atmos_press</span></div><div class='xr-var-dims'>(time, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;</div><input id='attrs-9a140e03-c0c4-45e5-80d1-4ee83d31ffd1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9a140e03-c0c4-45e5-80d1-4ee83d31ffd1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99dd4500-42e5-436e-9b30-43ed19f7939f' class='xr-var-data-in' type='checkbox'><label for='data-99dd4500-42e5-436e-9b30-43ed19f7939f' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>long_name :</span></dt><dd>Atmospheric Pressure</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>pascals</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",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 293.12 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253, 303714) </td>\n",
       "                        <td> (1, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 chunks in 2 graph layers </td>\n",
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       "                    <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><li class='xr-var-item'><div class='xr-var-name'><span>aw0</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-fd24788b-c5cb-4450-a3fc-157907782095' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd24788b-c5cb-4450-a3fc-157907782095' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1e61536-08fc-43df-99c4-6c3fda8872c4' class='xr-var-data-in' type='checkbox'><label for='data-b1e61536-08fc-43df-99c4-6c3fda8872c4' 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>aw0</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> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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>\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>awx</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-380f2e3c-57c4-41e6-9301-1a40be35b0ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-380f2e3c-57c4-41e6-9301-1a40be35b0ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75821554-d372-433b-bd37-5700964a89a4' class='xr-var-data-in' type='checkbox'><label for='data-75821554-d372-433b-bd37-5700964a89a4' 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>awx</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",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <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><li class='xr-var-item'><div class='xr-var-name'><span>awy</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-56ebe42d-f620-4f5a-91e6-b5b348ee7724' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56ebe42d-f620-4f5a-91e6-b5b348ee7724' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b7619ca-bfc5-4415-abd9-36eeb767e7c5' class='xr-var-data-in' type='checkbox'><label for='data-5b7619ca-bfc5-4415-abd9-36eeb767e7c5' 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>awy</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                    <tr>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
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       "                        <th> Shape </th>\n",
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       "                        <td> (3, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fvcom_mesh</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4982e1e3-d0ba-43e0-9e51-3c454b0c3910' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4982e1e3-d0ba-43e0-9e51-3c454b0c3910' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01866683-d877-476d-b527-b1de93805ed4' class='xr-var-data-in' type='checkbox'><label for='data-01866683-d877-476d-b527-b1de93805ed4' 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>cf_role :</span></dt><dd>mesh_topology</dd><dt><span>topology_dimension :</span></dt><dd>2</dd><dt><span>node_coordinates :</span></dt><dd>lon lat</dd><dt><span>face_coordinates :</span></dt><dd>lonc latc</dd><dt><span>face_node_connectivity :</span></dt><dd>nv</dd><dt><span>face_face_connectivity :</span></dt><dd>nbe</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-7b40481d-cfc7-4ff4-80a3-a5fb2bb8d5d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b40481d-cfc7-4ff4-80a3-a5fb2bb8d5d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4cb88e9-990d-4d89-868c-87e771c3fafe' class='xr-var-data-in' type='checkbox'><label for='data-f4cb88e9-990d-4d89-868c-87e771c3fafe' 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>grid :</span></dt><dd>Bathymetry_Mesh</dd><dt><span>long_name :</span></dt><dd>Bathymetry</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>sea_floor_depth_below_geoid</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>m</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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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       "                </tbody>\n",
       "            </table>\n",
       "        </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>iint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;</div><input id='attrs-1a3184a6-7c73-4a4c-a937-26533497ad90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a3184a6-7c73-4a4c-a937-26533497ad90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b2a1b55-5a67-4449-9906-5d72781a5d68' class='xr-var-data-in' type='checkbox'><label for='data-6b2a1b55-5a67-4449-9906-5d72781a5d68' 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>internal mode iteration number</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> 0.99 kiB </td>\n",
       "                        <td> 4 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253,) </td>\n",
       "                        <td> (1,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
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       "  <line x1=\"88\" y1=\"0\" x2=\"88\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"101\" y1=\"0\" x2=\"101\" y2=\"25\" />\n",
       "  <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"25\" />\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nbe</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-8a7b8235-2b85-4312-9beb-36a3d7e9ad1a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a7b8235-2b85-4312-9beb-36a3d7e9ad1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2cc33102-9a4e-481a-b8d3-f39ba88fe945' class='xr-var-data-in' type='checkbox'><label for='data-2cc33102-9a4e-481a-b8d3-f39ba88fe945' 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>elements surrounding each element</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> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </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>nbsn</span></div><div class='xr-var-dims'>(maxnode, node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(10, 303714), meta=np.ndarray&gt;</div><input id='attrs-50b51bec-45d1-4091-82a3-3449deebd7c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50b51bec-45d1-4091-82a3-3449deebd7c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0d6758e-aa04-466b-8e5e-c16abade7123' class='xr-var-data-in' type='checkbox'><label for='data-a0d6758e-aa04-466b-8e5e-c16abade7123' 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>nodes surrounding each node</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> 11.59 MiB </td>\n",
       "                        <td> 11.59 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (10, 303714) </td>\n",
       "                        <td> (10, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nbve</span></div><div class='xr-var-dims'>(maxelem, node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(8, 303714), meta=np.ndarray&gt;</div><input id='attrs-7e804fc6-f13c-4398-b261-8afa8ce00595' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e804fc6-f13c-4398-b261-8afa8ce00595' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-158efa88-f23d-4fbd-8fb7-aec165936118' class='xr-var-data-in' type='checkbox'><label for='data-158efa88-f23d-4fbd-8fb7-aec165936118' 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>elems surrounding each node</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",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 9.27 MiB </td>\n",
       "                        <td> 9.27 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (8, 303714) </td>\n",
       "                        <td> (8, 303714) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>net_heat_flux</span></div><div class='xr-var-dims'>(time, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;</div><input id='attrs-e3ba19c1-312c-4124-abe7-681248fdf522' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3ba19c1-312c-4124-abe7-681248fdf522' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6fefbe19-e710-4a67-8727-4e8c37487cf9' class='xr-var-data-in' type='checkbox'><label for='data-6fefbe19-e710-4a67-8727-4e8c37487cf9' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>long_name :</span></dt><dd>Surface Net Heat Flux</dd><dt><span>mesh :</span></dt><dd>fvcom_mesh</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>W m-2</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> 293.12 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253, 303714) </td>\n",
       "                        <td> (1, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 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",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\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>nprocs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30b80866-cb55-4e3a-a738-8156d23612d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30b80866-cb55-4e3a-a738-8156d23612d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-012eca3c-d90a-4bf6-afbb-0516d9b1fa35' class='xr-var-data-in' type='checkbox'><label for='data-012eca3c-d90a-4bf6-afbb-0516d9b1fa35' 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>number of processors</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ntsn</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-d0f9a8bb-19b6-427f-89a3-b83ca731762a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d0f9a8bb-19b6-427f-89a3-b83ca731762a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97df3df5-c4e0-4da3-9c75-39a57ea2f599' class='xr-var-data-in' type='checkbox'><label for='data-97df3df5-c4e0-4da3-9c75-39a57ea2f599' 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>#nodes surrounding each node</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\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>ntve</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-5e809ae3-6fe7-473c-8ebe-17121c35bbab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e809ae3-6fe7-473c-8ebe-17121c35bbab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52322dd6-1f05-4522-92d8-41a803ad9d6f' class='xr-var-data-in' type='checkbox'><label for='data-52322dd6-1f05-4522-92d8-41a803ad9d6f' 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>#elems surrounding each node</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
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       "  <!-- Vertical lines -->\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>nv</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-d5190061-cb1a-4444-8e6f-85ca074d7cde' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5190061-cb1a-4444-8e6f-85ca074d7cde' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2985f333-862e-4c88-a27d-fd4904219f2e' class='xr-var-data-in' type='checkbox'><label for='data-2985f333-862e-4c88-a27d-fd4904219f2e' 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>nodes surrounding element</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> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </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>omega</span></div><div class='xr-var-dims'>(time, siglev, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 41, 303714), meta=np.ndarray&gt;</div><input id='attrs-229362ef-32dc-404f-bf3e-12f13ed327c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-229362ef-32dc-404f-bf3e-12f13ed327c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d68b551a-aff9-44ce-a241-d70a769d040b' class='xr-var-data-in' type='checkbox'><label for='data-d68b551a-aff9-44ce-a241-d70a769d040b' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>long_name :</span></dt><dd>Vertical Sigma Coordinate Velocity</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>s-1</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> 11.74 GiB </td>\n",
       "                        <td> 47.50 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253, 41, 303714) </td>\n",
       "                        <td> (1, 41, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 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",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wet_cells</span></div><div class='xr-var-dims'>(time, nele)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 569405), meta=np.ndarray&gt;</div><input id='attrs-1b5443f5-1840-4f42-8555-31cb21f646af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b5443f5-1840-4f42-8555-31cb21f646af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99bbc4b4-773c-4823-a806-44e7fe0a2662' class='xr-var-data-in' type='checkbox'><label for='data-99bbc4b4-773c-4823-a806-44e7fe0a2662' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>location :</span></dt><dd>face</dd><dt><span>long_name :</span></dt><dd>Wet_Cells</dd><dt><span>mesh :</span></dt><dd>fvcom_mesh</dd><dt><span>type :</span></dt><dd>data</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                <tbody>\n",
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       "                        <td> 549.54 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-d4b7361b-0b71-468a-a026-8c96bfbc97d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4b7361b-0b71-468a-a026-8c96bfbc97d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0129bcad-1491-4677-8f03-c88130aac695' class='xr-var-data-in' type='checkbox'><label for='data-0129bcad-1491-4677-8f03-c88130aac695' 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>nodal y-coordinate</dd><dt><span>units :</span></dt><dd>meters</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\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>yc</span></div><div class='xr-var-dims'>(nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;</div><input id='attrs-b2c56751-ef02-4c72-ab64-86264323f61f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2c56751-ef02-4c72-ab64-86264323f61f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eeb792b-5788-48af-9e51-2b034ea2dcf7' class='xr-var-data-in' type='checkbox'><label for='data-0eeb792b-5788-48af-9e51-2b034ea2dcf7' 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>zonal y-coordinate</dd><dt><span>units :</span></dt><dd>meters</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> 2.17 MiB </td>\n",
       "                        <td> 2.17 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (569405,) </td>\n",
       "                        <td> (569405,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zeta</span></div><div class='xr-var-dims'>(time, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;</div><input id='attrs-552186b9-c6df-4d66-a2d6-378f38610479' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-552186b9-c6df-4d66-a2d6-378f38610479' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a85f9bc-7e44-4583-89e6-f6e59f3b9071' class='xr-var-data-in' type='checkbox'><label for='data-1a85f9bc-7e44-4583-89e6-f6e59f3b9071' 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>grid :</span></dt><dd>Bathymetry_Mesh</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>long_name :</span></dt><dd>Water Surface Elevation</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>sea_surface_height_above_geoid</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
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       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 293.12 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td> (1, 303714) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
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       "                        <th> Data type </th>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-b91ef186-38d5-4d6d-ada0-d7b1185a6d2d' class='xr-section-summary-in' type='checkbox'  ><label for='section-b91ef186-38d5-4d6d-ada0-d7b1185a6d2d' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f8db04e5-ec08-429d-812b-318b2626fc94' class='xr-index-data-in' type='checkbox'/><label for='index-f8db04e5-ec08-429d-812b-318b2626fc94' 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;2024-04-23 21:00:00&#x27;, &#x27;2024-04-24 00:00:00&#x27;,\n",
       "               &#x27;2024-04-24 03:00:00&#x27;, &#x27;2024-04-24 06:00:00&#x27;,\n",
       "               &#x27;2024-04-24 09:00:00&#x27;, &#x27;2024-04-24 12:00:00&#x27;,\n",
       "               &#x27;2024-04-24 15:00:00&#x27;, &#x27;2024-04-24 18:00:00&#x27;,\n",
       "               &#x27;2024-04-24 21:00:00&#x27;, &#x27;2024-04-25 00:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2024-05-24 06:00:00&#x27;, &#x27;2024-05-24 09:00:00&#x27;,\n",
       "               &#x27;2024-05-24 12:00:00&#x27;, &#x27;2024-05-24 15:00:00&#x27;,\n",
       "               &#x27;2024-05-24 18:00:00&#x27;, &#x27;2024-05-24 21:00:00&#x27;,\n",
       "               &#x27;2024-05-25 00:00:00&#x27;, &#x27;2024-05-25 03:00:00&#x27;,\n",
       "               &#x27;2024-05-25 06:00:00&#x27;, &#x27;2024-05-25 09:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=253, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9d4691a8-c043-4d8e-908a-cdeba8dccdc2' class='xr-section-summary-in' type='checkbox'  ><label for='section-9d4691a8-c043-4d8e-908a-cdeba8dccdc2' class='xr-section-summary' >Attributes: <span>(14)</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-1.0</dd><dt><span>CoordinateProjection :</span></dt><dd>init=nad83:4205</dd><dt><span>CoordinateSystem :</span></dt><dd>GeoReferenced</dd><dt><span>GroundWater_Forcing :</span></dt><dd>GROUND WATER FORCING IS OFF!</dd><dt><span>River_Forcing :</span></dt><dd>THERE ARE 63 RIVERS IN THIS MODEL.\n",
       "RIVER INFLOW IS ON THE nodes WHERE TEMPERATURE AND SALINITY ARE calculated IN THE MODEL.\n",
       "THE FOLLOWING RIVER NAMES ARE USED:\n",
       "08012000\n",
       "02365500\n",
       "02375500\n",
       "02489500\n",
       "02492000\n",
       "08211200\n",
       "08211200\n",
       "08211200\n",
       "02481510\n",
       "02481510\n",
       "02481510\n",
       "02479000\n",
       "02479000\n",
       "02479000\n",
       "02479000\n",
       "08164800\n",
       "08164800\n",
       "08164000\n",
       "08164000\n",
       "08188800\n",
       "08188800\n",
       "08188800\n",
       "08066500\n",
       "08066500\n",
       "02479560\n",
       "02479560\n",
       "02479560\n",
       "02479560\n",
       "07375500\n",
       "07375500\n",
       "08030500\n",
       "08030500\n",
       "08069000\n",
       "08069000\n",
       "08069000\n",
       "07381600\n",
       "07381600\n",
       "07381600\n",
       "07381600\n",
       "02470629\n",
       "02470629\n",
       "02470629\n",
       "02470629\n",
       "02471019\n",
       "02471019\n",
       "02471019\n",
       "02471019\n",
       "02471019\n",
       "08076000\n",
       "08076000\n",
       "08075400\n",
       "08041780\n",
       "08015500\n",
       "08075000\n",
       "08075000\n",
       "07374000\n",
       "07374000\n",
       "07374000\n",
       "07374000\n",
       "08162500\n",
       "08116650\n",
       "02376500\n",
       "02368000</dd><dt><span>Surface_Heat_Forcing :</span></dt><dd>FVCOM variable surface heat forcing file:\n",
       "FILE NAME:nos.ngofs2.hflux.forecast.20240423.t21z.nc\n",
       "SOURCE:FVCOM grid (unstructured) surface forcing\n",
       "Unknown start date meta data format</dd><dt><span>Surface_PrecipEvap_Forcing :</span></dt><dd>SURFACE PRECIPITATION FORCING IS OFF</dd><dt><span>Surface_Wind_Forcing :</span></dt><dd>FVCOM variable surface Wind forcing:\n",
       "FILE NAME:nos.ngofs2.met.forecast.20240423.t21z.nc\n",
       "SOURCE:FVCOM grid (unstructured) surface forcing\n",
       "Unknown start date meta data format</dd><dt><span>Tidal_Forcing :</span></dt><dd>TIDAL ELEVATION FORCING IS OFF!</dd><dt><span>history :</span></dt><dd>model started at: 23/04/2024   21:15</dd><dt><span>institution :</span></dt><dd>School for Marine Science and Technology</dd><dt><span>references :</span></dt><dd>http://fvcom.smast.umassd.edu, http://codfish.smast.umassd.edu</dd><dt><span>source :</span></dt><dd>FVCOM_4.3</dd><dt><span>title :</span></dt><dd>NGOFS2</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 112GB\n",
       "Dimensions:             (time: 253, four: 4, nele: 569405, node: 303714,\n",
       "                         three: 3, maxnode: 10, maxelem: 8, siglev: 41,\n",
       "                         siglay: 40)\n",
       "Coordinates:\n",
       "    lat                 (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    latc                (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    lon                 (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    lonc                (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    siglay              (siglay, node) float32 49MB dask.array<chunksize=(40, 303714), meta=np.ndarray>\n",
       "    siglev              (siglev, node) float32 50MB dask.array<chunksize=(41, 303714), meta=np.ndarray>\n",
       "  * time                (time) datetime64[ns] 2kB 2024-04-23T21:00:00 ... 202...\n",
       "Dimensions without coordinates: four, nele, node, three, maxnode, maxelem\n",
       "Data variables: (12/42)\n",
       "    Itime               (time) datetime64[ns] 2kB dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    Times               (time) |S26 7kB dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    a1u                 (four, nele) float32 9MB dask.array<chunksize=(4, 569405), meta=np.ndarray>\n",
       "    a2u                 (four, nele) float32 9MB dask.array<chunksize=(4, 569405), meta=np.ndarray>\n",
       "    art1                (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    art2                (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    ...                  ...\n",
       "    ww                  (time, siglay, nele) float32 23GB dask.array<chunksize=(1, 40, 569405), meta=np.ndarray>\n",
       "    x                   (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    xc                  (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    y                   (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    yc                  (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    zeta                (time, node) float32 307MB dask.array<chunksize=(1, 303714), meta=np.ndarray>\n",
       "Attributes: (12/14)\n",
       "    Conventions:                 CF-1.0\n",
       "    CoordinateProjection:        init=nad83:4205\n",
       "    CoordinateSystem:            GeoReferenced\n",
       "    GroundWater_Forcing:         GROUND WATER FORCING IS OFF!\n",
       "    River_Forcing:               THERE ARE 63 RIVERS IN THIS MODEL.\\nRIVER IN...\n",
       "    Surface_Heat_Forcing:        FVCOM variable surface heat forcing file:\\nF...\n",
       "    ...                          ...\n",
       "    Tidal_Forcing:               TIDAL ELEVATION FORCING IS OFF!\n",
       "    history:                     model started at: 23/04/2024   21:15\n",
       "    institution:                 School for Marine Science and Technology\n",
       "    references:                  http://fvcom.smast.umassd.edu, http://codfis...\n",
       "    source:                      FVCOM_4.3\n",
       "    title:                       NGOFS2"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "with fsspec.open(\n",
    "    \"rediscache::s3://nextgen-dmac-cloud-ingest/nos/ngofs2/nos.ngofs2.fields.best.nc.zarr\",\n",
    "    mode=\"r\",\n",
    "    s3={\"anon\": True},\n",
    "    rediscache={\"redis_port\": 6380, \"expiry_time\": 60},\n",
    ") as f:\n",
    "    refs = json.load(f)\n",
    "\n",
    "new_cached_fs = RedisCachingReferenceFileSystem(\n",
    "    redis_port=6380,\n",
    "    expiry_time=60,\n",
    "    fo=refs,\n",
    "    remote_protocol=\"s3\",\n",
    "    remote_options={\"anon\": True},\n",
    "    asynchronous=True,\n",
    ")\n",
    "\n",
    "m = new_cached_fs.get_mapper(\"\")\n",
    "ds = xr.open_dataset(\n",
    "    m,\n",
    "    engine=\"zarr\",\n",
    "    backend_kwargs=dict(consolidated=False),\n",
    "    chunks={},\n",
    "    drop_variables=[\"Itime2\"],\n",
    ")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 118 ms, sys: 54.8 ms, total: 173 ms\n",
      "Wall time: 551 ms\n"
     ]
    },
    {
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 112GB\n",
       "Dimensions:             (time: 253, four: 4, nele: 569405, node: 303714,\n",
       "                         three: 3, maxnode: 10, maxelem: 8, siglev: 41,\n",
       "                         siglay: 40)\n",
       "Coordinates:\n",
       "    lat                 (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    latc                (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    lon                 (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    lonc                (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    siglay              (siglay, node) float32 49MB dask.array&lt;chunksize=(40, 303714), meta=np.ndarray&gt;\n",
       "    siglev              (siglev, node) float32 50MB dask.array&lt;chunksize=(41, 303714), meta=np.ndarray&gt;\n",
       "  * time                (time) datetime64[ns] 2kB 2024-04-23T21:00:00 ... 202...\n",
       "Dimensions without coordinates: four, nele, node, three, maxnode, maxelem\n",
       "Data variables: (12/42)\n",
       "    Itime               (time) datetime64[ns] 2kB dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;\n",
       "    Times               (time) |S26 7kB dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;\n",
       "    a1u                 (four, nele) float32 9MB dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;\n",
       "    a2u                 (four, nele) float32 9MB dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;\n",
       "    art1                (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    art2                (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    ...                  ...\n",
       "    ww                  (time, siglay, nele) float32 23GB dask.array&lt;chunksize=(1, 40, 569405), meta=np.ndarray&gt;\n",
       "    x                   (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    xc                  (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    y                   (node) float32 1MB dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;\n",
       "    yc                  (nele) float32 2MB dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;\n",
       "    zeta                (time, node) float32 307MB dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;\n",
       "Attributes: (12/14)\n",
       "    Conventions:                 CF-1.0\n",
       "    CoordinateProjection:        init=nad83:4205\n",
       "    CoordinateSystem:            GeoReferenced\n",
       "    GroundWater_Forcing:         GROUND WATER FORCING IS OFF!\n",
       "    River_Forcing:               THERE ARE 63 RIVERS IN THIS MODEL.\\nRIVER IN...\n",
       "    Surface_Heat_Forcing:        FVCOM variable surface heat forcing file:\\nF...\n",
       "    ...                          ...\n",
       "    Tidal_Forcing:               TIDAL ELEVATION FORCING IS OFF!\n",
       "    history:                     model started at: 23/04/2024   21:15\n",
       "    institution:                 School for Marine Science and Technology\n",
       "    references:                  http://fvcom.smast.umassd.edu, http://codfis...\n",
       "    source:                      FVCOM_4.3\n",
       "    title:                       NGOFS2</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-c8bea9b2-5743-4071-ba57-c971286f241e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c8bea9b2-5743-4071-ba57-c971286f241e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 253</li><li><span>four</span>: 4</li><li><span>nele</span>: 569405</li><li><span>node</span>: 303714</li><li><span>three</span>: 3</li><li><span>maxnode</span>: 10</li><li><span>maxelem</span>: 8</li><li><span>siglev</span>: 41</li><li><span>siglay</span>: 40</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-058cd4b5-2c15-49ca-b153-59f3b05d6cf9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-058cd4b5-2c15-49ca-b153-59f3b05d6cf9' class='xr-section-summary' >Coordinates: <span>(7)</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>lat</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-628158b9-7f92-47d9-a767-d8a98543108f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-628158b9-7f92-47d9-a767-d8a98543108f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-116e0435-2eaf-4dc8-91ba-c7bb5dc313c3' class='xr-var-data-in' type='checkbox'><label for='data-116e0435-2eaf-4dc8-91ba-c7bb5dc313c3' 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>nodal latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
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       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latc</span></div><div class='xr-var-dims'>(nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;</div><input id='attrs-50c0b4c2-45db-42aa-9d99-ba3c667703c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50c0b4c2-45db-42aa-9d99-ba3c667703c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50031d76-5869-4f33-a465-9a97f437e3f9' class='xr-var-data-in' type='checkbox'><label for='data-50031d76-5869-4f33-a465-9a97f437e3f9' 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>zonal latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <td> 2.17 MiB </td>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td> (303714,) </td>\n",
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       "                        <th> Data type </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lonc</span></div><div class='xr-var-dims'>(nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;</div><input id='attrs-da6bd523-106e-49ff-b43e-83e6aa4eec18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da6bd523-106e-49ff-b43e-83e6aa4eec18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5ee48e8-4a1b-4b87-869a-683904990459' class='xr-var-data-in' type='checkbox'><label for='data-d5ee48e8-4a1b-4b87-869a-683904990459' 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>zonal longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 2.17 MiB </td>\n",
       "                        <td> 2.17 MiB </td>\n",
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       "                    <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>siglay</span></div><div class='xr-var-dims'>(siglay, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(40, 303714), meta=np.ndarray&gt;</div><input id='attrs-d65b7103-a936-407b-a1a5-7c6f52b0381d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d65b7103-a936-407b-a1a5-7c6f52b0381d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2096ae6-11df-4668-96e1-a6423e184f3a' class='xr-var-data-in' type='checkbox'><label for='data-c2096ae6-11df-4668-96e1-a6423e184f3a' 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>formula_terms :</span></dt><dd>sigma: siglay eta: zeta depth: h</dd><dt><span>long_name :</span></dt><dd>Sigma Layers</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>ocean_sigma/general_coordinate</dd><dt><span>valid_max :</span></dt><dd>0.0</dd><dt><span>valid_min :</span></dt><dd>-1.0</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 46.34 MiB </td>\n",
       "                        <td> 46.34 MiB </td>\n",
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       "                        <td> 47.50 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-04-23T21:00:00 ... 2024-05-...</div><input id='attrs-f093025b-22a2-4c70-9cc7-75b420d5525d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f093025b-22a2-4c70-9cc7-75b420d5525d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b2a60ba-df5d-4942-9b60-f03e8026ea9e' class='xr-var-data-in' type='checkbox'><label for='data-1b2a60ba-df5d-4942-9b60-f03e8026ea9e' 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>format :</span></dt><dd>defined reference date</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>time_zone :</span></dt><dd>UTC</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-04-23T21:00:00.000000000&#x27;, &#x27;2024-04-24T00:00:00.000000000&#x27;,\n",
       "       &#x27;2024-04-24T03:00:00.000000000&#x27;, ..., &#x27;2024-05-25T03:00:00.000000000&#x27;,\n",
       "       &#x27;2024-05-25T06:00:00.000000000&#x27;, &#x27;2024-05-25T09:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fa6fcf70-42c8-4f1f-b021-df986cb0e58a' class='xr-section-summary-in' type='checkbox'  ><label for='section-fa6fcf70-42c8-4f1f-b021-df986cb0e58a' class='xr-section-summary' >Data variables: <span>(42)</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>Itime</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;</div><input id='attrs-8ab3ade7-e9d9-4425-b506-942ae88f2f6e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ab3ade7-e9d9-4425-b506-942ae88f2f6e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf63f9f9-b559-444b-9858-e5e2da1fcf42' class='xr-var-data-in' type='checkbox'><label for='data-bf63f9f9-b559-444b-9858-e5e2da1fcf42' 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>format :</span></dt><dd>defined reference date</dd><dt><span>time_zone :</span></dt><dd>UTC</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",
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       "                </thead>\n",
       "                <tbody>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 1.98 kiB </td>\n",
       "                        <td> 8 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253,) </td>\n",
       "                        <td> (1,) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> datetime64[ns] numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Times</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>|S26</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;</div><input id='attrs-8d692115-3511-43b0-8251-2fe4e7fd24bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d692115-3511-43b0-8251-2fe4e7fd24bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d6e4565-0e6f-4c4e-bd4f-153c0a221c0d' class='xr-var-data-in' type='checkbox'><label for='data-6d6e4565-0e6f-4c4e-bd4f-153c0a221c0d' 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>time_zone :</span></dt><dd>UTC</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                        <td> 6.42 kiB </td>\n",
       "                        <td> 26 B </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a1u</span></div><div class='xr-var-dims'>(four, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;</div><input id='attrs-a98e7d59-9e17-4cca-b748-25d1ca94be52' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a98e7d59-9e17-4cca-b748-25d1ca94be52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-870634f8-b86d-41f0-acb1-8c8ac60e56b1' class='xr-var-data-in' type='checkbox'><label for='data-870634f8-b86d-41f0-acb1-8c8ac60e56b1' 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>a1u</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                        <th> Bytes </th>\n",
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       "                        <td> 8.69 MiB </td>\n",
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       "                        <th> Shape </th>\n",
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       "                        <td> (4, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <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>a2u</span></div><div class='xr-var-dims'>(four, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 569405), meta=np.ndarray&gt;</div><input id='attrs-a6f5dcce-bd47-4c77-aae5-ebf93ad709d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6f5dcce-bd47-4c77-aae5-ebf93ad709d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07ecba77-1d5b-48b8-9625-e9f11418a348' class='xr-var-data-in' type='checkbox'><label for='data-07ecba77-1d5b-48b8-9625-e9f11418a348' 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>a2u</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 8.69 MiB </td>\n",
       "                        <td> 8.69 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (4, 569405) </td>\n",
       "                        <td> (4, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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>art1</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-de631d6b-6502-4303-b794-3187d91e5645' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de631d6b-6502-4303-b794-3187d91e5645' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8638433d-8917-4b6b-985d-ead76862d9a5' class='xr-var-data-in' type='checkbox'><label for='data-8638433d-8917-4b6b-985d-ead76862d9a5' 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>Area of Node-Base Control volume</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "            </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>art2</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-0d3a920d-99a5-4c73-9c41-21091f534ae8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d3a920d-99a5-4c73-9c41-21091f534ae8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7794789-c0d7-4345-a59c-d324d5068164' class='xr-var-data-in' type='checkbox'><label for='data-b7794789-c0d7-4345-a59c-d324d5068164' 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>Area of elements around a node</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atmos_press</span></div><div class='xr-var-dims'>(time, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;</div><input id='attrs-33b87bbd-fa5b-4925-996f-1daa648f0323' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33b87bbd-fa5b-4925-996f-1daa648f0323' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9661d5a-5cef-4f3e-ba31-ef9b45024be8' class='xr-var-data-in' type='checkbox'><label for='data-f9661d5a-5cef-4f3e-ba31-ef9b45024be8' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>long_name :</span></dt><dd>Atmospheric Pressure</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>pascals</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",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 293.12 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253, 303714) </td>\n",
       "                        <td> (1, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
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       "                    <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><li class='xr-var-item'><div class='xr-var-name'><span>aw0</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-cdff6000-936d-4330-8b97-a0d67b22448b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cdff6000-936d-4330-8b97-a0d67b22448b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8622343-547a-4f2d-b101-bbbb134012bf' class='xr-var-data-in' type='checkbox'><label for='data-f8622343-547a-4f2d-b101-bbbb134012bf' 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>aw0</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
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       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
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       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </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>awx</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-a9e2c665-6ebc-4c37-a3a3-c112c7f46394' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9e2c665-6ebc-4c37-a3a3-c112c7f46394' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97af6c2f-8593-465c-8e53-2e5b4d57e390' class='xr-var-data-in' type='checkbox'><label for='data-97af6c2f-8593-465c-8e53-2e5b4d57e390' 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>awx</dd></dl></div><div class='xr-var-data'><table>\n",
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       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
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       "                    <tr>\n",
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       "                        <th> Array </th>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <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><li class='xr-var-item'><div class='xr-var-name'><span>awy</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-16f3497c-204f-487b-a6f1-5ef4418acdd2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16f3497c-204f-487b-a6f1-5ef4418acdd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca6c5b3a-845f-4138-a77d-3b7c681ea086' class='xr-var-data-in' type='checkbox'><label for='data-ca6c5b3a-845f-4138-a77d-3b7c681ea086' 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>awy</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 6.52 MiB </td>\n",
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       "                    <tr>\n",
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       "                        <td> (3, 569405) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
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       "                        <th> Data type </th>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fvcom_mesh</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-55cd31cf-a4d9-4842-be33-80669a55b396' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55cd31cf-a4d9-4842-be33-80669a55b396' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-727d47a0-e1df-471e-9fd2-8a6e93189647' class='xr-var-data-in' type='checkbox'><label for='data-727d47a0-e1df-471e-9fd2-8a6e93189647' 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>cf_role :</span></dt><dd>mesh_topology</dd><dt><span>topology_dimension :</span></dt><dd>2</dd><dt><span>node_coordinates :</span></dt><dd>lon lat</dd><dt><span>face_coordinates :</span></dt><dd>lonc latc</dd><dt><span>face_node_connectivity :</span></dt><dd>nv</dd><dt><span>face_face_connectivity :</span></dt><dd>nbe</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>h</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-832055fb-0e43-4ffa-96a4-fc4904cf9795' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-832055fb-0e43-4ffa-96a4-fc4904cf9795' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7c6c75f-22ba-4847-8879-56bb4dfe7203' class='xr-var-data-in' type='checkbox'><label for='data-a7c6c75f-22ba-4847-8879-56bb4dfe7203' 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>grid :</span></dt><dd>Bathymetry_Mesh</dd><dt><span>long_name :</span></dt><dd>Bathymetry</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>sea_floor_depth_below_geoid</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>m</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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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       "                </tbody>\n",
       "            </table>\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>iint</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1,), meta=np.ndarray&gt;</div><input id='attrs-16ea54d5-984f-43aa-8681-0b16d245d7de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16ea54d5-984f-43aa-8681-0b16d245d7de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c44e78f9-2e98-4335-8b20-65f5a7a837dd' class='xr-var-data-in' type='checkbox'><label for='data-c44e78f9-2e98-4335-8b20-65f5a7a837dd' 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>internal mode iteration number</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> 0.99 kiB </td>\n",
       "                        <td> 4 B </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253,) </td>\n",
       "                        <td> (1,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
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       "  <line x1=\"69\" y1=\"0\" x2=\"69\" y2=\"25\" />\n",
       "  <line x1=\"75\" y1=\"0\" x2=\"75\" y2=\"25\" />\n",
       "  <line x1=\"82\" y1=\"0\" x2=\"82\" y2=\"25\" />\n",
       "  <line x1=\"88\" y1=\"0\" x2=\"88\" y2=\"25\" />\n",
       "  <line x1=\"94\" y1=\"0\" x2=\"94\" y2=\"25\" />\n",
       "  <line x1=\"101\" y1=\"0\" x2=\"101\" y2=\"25\" />\n",
       "  <line x1=\"107\" y1=\"0\" x2=\"107\" y2=\"25\" />\n",
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       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nbe</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-2e254627-f436-40d3-a489-6feba22acf60' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e254627-f436-40d3-a489-6feba22acf60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c5374d9-09e8-47e5-a2dc-77b70ac1303e' class='xr-var-data-in' type='checkbox'><label for='data-7c5374d9-09e8-47e5-a2dc-77b70ac1303e' 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>elements surrounding each element</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> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </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>nbsn</span></div><div class='xr-var-dims'>(maxnode, node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(10, 303714), meta=np.ndarray&gt;</div><input id='attrs-ec3d9e87-b902-44e9-bc9b-ce124959bb48' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec3d9e87-b902-44e9-bc9b-ce124959bb48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f70fac9c-f861-467d-b8a2-3ab4600c266c' class='xr-var-data-in' type='checkbox'><label for='data-f70fac9c-f861-467d-b8a2-3ab4600c266c' 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>nodes surrounding each node</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> 11.59 MiB </td>\n",
       "                        <td> 11.59 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (10, 303714) </td>\n",
       "                        <td> (10, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nbve</span></div><div class='xr-var-dims'>(maxelem, node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(8, 303714), meta=np.ndarray&gt;</div><input id='attrs-7802ce2b-b03d-4a21-aa6f-cc3c68c077b4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7802ce2b-b03d-4a21-aa6f-cc3c68c077b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-195aae4a-0c44-4469-8f90-f05f2cea7fb5' class='xr-var-data-in' type='checkbox'><label for='data-195aae4a-0c44-4469-8f90-f05f2cea7fb5' 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>elems surrounding each node</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",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 9.27 MiB </td>\n",
       "                        <td> 9.27 MiB </td>\n",
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       "                        <th> Shape </th>\n",
       "                        <td> (8, 303714) </td>\n",
       "                        <td> (8, 303714) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>net_heat_flux</span></div><div class='xr-var-dims'>(time, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;</div><input id='attrs-cd236a1f-1a72-4978-8867-ce75c4268159' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd236a1f-1a72-4978-8867-ce75c4268159' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6fefdd3-f225-4b9d-a2a5-118a6068e1b4' class='xr-var-data-in' type='checkbox'><label for='data-e6fefdd3-f225-4b9d-a2a5-118a6068e1b4' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>long_name :</span></dt><dd>Surface Net Heat Flux</dd><dt><span>mesh :</span></dt><dd>fvcom_mesh</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>W m-2</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> 293.12 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253, 303714) </td>\n",
       "                        <td> (1, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 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",
       "            </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>nprocs</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-07dd41ed-c4fa-4627-b359-052db3c51c05' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-07dd41ed-c4fa-4627-b359-052db3c51c05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31580dfe-d142-4044-9d28-2226b4454fc4' class='xr-var-data-in' type='checkbox'><label for='data-31580dfe-d142-4044-9d28-2226b4454fc4' 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>number of processors</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ntsn</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-9465c02a-f63b-479e-802b-68ff6b40e7c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9465c02a-f63b-479e-802b-68ff6b40e7c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfec77e6-7aec-4251-a86c-426021a04d65' class='xr-var-data-in' type='checkbox'><label for='data-bfec77e6-7aec-4251-a86c-426021a04d65' 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>#nodes surrounding each node</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\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>ntve</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-e3030e40-af7b-4b7a-8f58-11a9d2d41272' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3030e40-af7b-4b7a-8f58-11a9d2d41272' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93693a1c-707e-4bd3-8dbb-03ee82a95a4f' class='xr-var-data-in' type='checkbox'><label for='data-93693a1c-707e-4bd3-8dbb-03ee82a95a4f' 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>#elems surrounding each node</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"25\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
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       "  <!-- Vertical lines -->\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>nv</span></div><div class='xr-var-dims'>(three, nele)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 569405), meta=np.ndarray&gt;</div><input id='attrs-616fb10d-ddfd-46b5-9122-55b698501870' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-616fb10d-ddfd-46b5-9122-55b698501870' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d303a52f-4c49-496f-9ef9-8eab2b5d60c3' class='xr-var-data-in' type='checkbox'><label for='data-d303a52f-4c49-496f-9ef9-8eab2b5d60c3' 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>nodes surrounding element</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> 6.52 MiB </td>\n",
       "                        <td> 6.52 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (3, 569405) </td>\n",
       "                        <td> (3, 569405) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </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>omega</span></div><div class='xr-var-dims'>(time, siglev, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 41, 303714), meta=np.ndarray&gt;</div><input id='attrs-8cd7ffbb-8957-4dc7-813b-dc6ed264079b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8cd7ffbb-8957-4dc7-813b-dc6ed264079b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-380513ac-315c-45c6-adcc-b6703f3c67d1' class='xr-var-data-in' type='checkbox'><label for='data-380513ac-315c-45c6-adcc-b6703f3c67d1' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>long_name :</span></dt><dd>Vertical Sigma Coordinate Velocity</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>s-1</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> 11.74 GiB </td>\n",
       "                        <td> 47.50 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (253, 41, 303714) </td>\n",
       "                        <td> (1, 41, 303714) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 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",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wet_cells</span></div><div class='xr-var-dims'>(time, nele)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 569405), meta=np.ndarray&gt;</div><input id='attrs-5e85c999-4484-4a66-9ef2-99e1557bdd57' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e85c999-4484-4a66-9ef2-99e1557bdd57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5979b89-127f-43bd-ac15-2904ef89a6b0' class='xr-var-data-in' type='checkbox'><label for='data-a5979b89-127f-43bd-ac15-2904ef89a6b0' 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>grid :</span></dt><dd>fvcom_grid</dd><dt><span>location :</span></dt><dd>face</dd><dt><span>long_name :</span></dt><dd>Wet_Cells</dd><dt><span>mesh :</span></dt><dd>fvcom_mesh</dd><dt><span>type :</span></dt><dd>data</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",
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       "                </thead>\n",
       "                <tbody>\n",
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       "                    <tr>\n",
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       "                        <td> 549.54 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(303714,), meta=np.ndarray&gt;</div><input id='attrs-dddb6d34-a7c4-4262-91f1-3a4f5f727fb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dddb6d34-a7c4-4262-91f1-3a4f5f727fb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71b2c3fe-a72f-4dea-8201-9c21a24c52e8' class='xr-var-data-in' type='checkbox'><label for='data-71b2c3fe-a72f-4dea-8201-9c21a24c52e8' 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>nodal y-coordinate</dd><dt><span>units :</span></dt><dd>meters</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> 1.16 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (303714,) </td>\n",
       "                        <td> (303714,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\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>yc</span></div><div class='xr-var-dims'>(nele)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(569405,), meta=np.ndarray&gt;</div><input id='attrs-4f2a4297-ef9f-4ce5-9536-23074f5a756b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f2a4297-ef9f-4ce5-9536-23074f5a756b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69db9e72-f61d-495a-a744-4124ccb34148' class='xr-var-data-in' type='checkbox'><label for='data-69db9e72-f61d-495a-a744-4124ccb34148' 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>zonal y-coordinate</dd><dt><span>units :</span></dt><dd>meters</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> 2.17 MiB </td>\n",
       "                        <td> 2.17 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (569405,) </td>\n",
       "                        <td> (569405,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 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>\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>zeta</span></div><div class='xr-var-dims'>(time, node)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 303714), meta=np.ndarray&gt;</div><input id='attrs-aeb84e97-6039-4f3c-8d7d-bba3433b1597' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aeb84e97-6039-4f3c-8d7d-bba3433b1597' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6f92a0f-94cf-4236-a0e5-0d1d46be23d9' class='xr-var-data-in' type='checkbox'><label for='data-a6f92a0f-94cf-4236-a0e5-0d1d46be23d9' 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>grid :</span></dt><dd>Bathymetry_Mesh</dd><dt><span>location :</span></dt><dd>node</dd><dt><span>long_name :</span></dt><dd>Water Surface Elevation</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>sea_surface_height_above_geoid</dd><dt><span>type :</span></dt><dd>data</dd><dt><span>units :</span></dt><dd>meters</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 293.12 MiB </td>\n",
       "                        <td> 1.16 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                        <td> (1, 303714) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 253 chunks in 2 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9107ae7f-50dd-432c-93fe-39f18106cbfb' class='xr-section-summary-in' type='checkbox'  ><label for='section-9107ae7f-50dd-432c-93fe-39f18106cbfb' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-522c2c44-8a14-4be4-8d01-e291570a5d5c' class='xr-index-data-in' type='checkbox'/><label for='index-522c2c44-8a14-4be4-8d01-e291570a5d5c' 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;2024-04-23 21:00:00&#x27;, &#x27;2024-04-24 00:00:00&#x27;,\n",
       "               &#x27;2024-04-24 03:00:00&#x27;, &#x27;2024-04-24 06:00:00&#x27;,\n",
       "               &#x27;2024-04-24 09:00:00&#x27;, &#x27;2024-04-24 12:00:00&#x27;,\n",
       "               &#x27;2024-04-24 15:00:00&#x27;, &#x27;2024-04-24 18:00:00&#x27;,\n",
       "               &#x27;2024-04-24 21:00:00&#x27;, &#x27;2024-04-25 00:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2024-05-24 06:00:00&#x27;, &#x27;2024-05-24 09:00:00&#x27;,\n",
       "               &#x27;2024-05-24 12:00:00&#x27;, &#x27;2024-05-24 15:00:00&#x27;,\n",
       "               &#x27;2024-05-24 18:00:00&#x27;, &#x27;2024-05-24 21:00:00&#x27;,\n",
       "               &#x27;2024-05-25 00:00:00&#x27;, &#x27;2024-05-25 03:00:00&#x27;,\n",
       "               &#x27;2024-05-25 06:00:00&#x27;, &#x27;2024-05-25 09:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=253, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-be759da2-4c15-40ca-9f6d-34162ac4de79' class='xr-section-summary-in' type='checkbox'  ><label for='section-be759da2-4c15-40ca-9f6d-34162ac4de79' class='xr-section-summary' >Attributes: <span>(14)</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-1.0</dd><dt><span>CoordinateProjection :</span></dt><dd>init=nad83:4205</dd><dt><span>CoordinateSystem :</span></dt><dd>GeoReferenced</dd><dt><span>GroundWater_Forcing :</span></dt><dd>GROUND WATER FORCING IS OFF!</dd><dt><span>River_Forcing :</span></dt><dd>THERE ARE 63 RIVERS IN THIS MODEL.\n",
       "RIVER INFLOW IS ON THE nodes WHERE TEMPERATURE AND SALINITY ARE calculated IN THE MODEL.\n",
       "THE FOLLOWING RIVER NAMES ARE USED:\n",
       "08012000\n",
       "02365500\n",
       "02375500\n",
       "02489500\n",
       "02492000\n",
       "08211200\n",
       "08211200\n",
       "08211200\n",
       "02481510\n",
       "02481510\n",
       "02481510\n",
       "02479000\n",
       "02479000\n",
       "02479000\n",
       "02479000\n",
       "08164800\n",
       "08164800\n",
       "08164000\n",
       "08164000\n",
       "08188800\n",
       "08188800\n",
       "08188800\n",
       "08066500\n",
       "08066500\n",
       "02479560\n",
       "02479560\n",
       "02479560\n",
       "02479560\n",
       "07375500\n",
       "07375500\n",
       "08030500\n",
       "08030500\n",
       "08069000\n",
       "08069000\n",
       "08069000\n",
       "07381600\n",
       "07381600\n",
       "07381600\n",
       "07381600\n",
       "02470629\n",
       "02470629\n",
       "02470629\n",
       "02470629\n",
       "02471019\n",
       "02471019\n",
       "02471019\n",
       "02471019\n",
       "02471019\n",
       "08076000\n",
       "08076000\n",
       "08075400\n",
       "08041780\n",
       "08015500\n",
       "08075000\n",
       "08075000\n",
       "07374000\n",
       "07374000\n",
       "07374000\n",
       "07374000\n",
       "08162500\n",
       "08116650\n",
       "02376500\n",
       "02368000</dd><dt><span>Surface_Heat_Forcing :</span></dt><dd>FVCOM variable surface heat forcing file:\n",
       "FILE NAME:nos.ngofs2.hflux.forecast.20240423.t21z.nc\n",
       "SOURCE:FVCOM grid (unstructured) surface forcing\n",
       "Unknown start date meta data format</dd><dt><span>Surface_PrecipEvap_Forcing :</span></dt><dd>SURFACE PRECIPITATION FORCING IS OFF</dd><dt><span>Surface_Wind_Forcing :</span></dt><dd>FVCOM variable surface Wind forcing:\n",
       "FILE NAME:nos.ngofs2.met.forecast.20240423.t21z.nc\n",
       "SOURCE:FVCOM grid (unstructured) surface forcing\n",
       "Unknown start date meta data format</dd><dt><span>Tidal_Forcing :</span></dt><dd>TIDAL ELEVATION FORCING IS OFF!</dd><dt><span>history :</span></dt><dd>model started at: 23/04/2024   21:15</dd><dt><span>institution :</span></dt><dd>School for Marine Science and Technology</dd><dt><span>references :</span></dt><dd>http://fvcom.smast.umassd.edu, http://codfish.smast.umassd.edu</dd><dt><span>source :</span></dt><dd>FVCOM_4.3</dd><dt><span>title :</span></dt><dd>NGOFS2</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 112GB\n",
       "Dimensions:             (time: 253, four: 4, nele: 569405, node: 303714,\n",
       "                         three: 3, maxnode: 10, maxelem: 8, siglev: 41,\n",
       "                         siglay: 40)\n",
       "Coordinates:\n",
       "    lat                 (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    latc                (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    lon                 (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    lonc                (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    siglay              (siglay, node) float32 49MB dask.array<chunksize=(40, 303714), meta=np.ndarray>\n",
       "    siglev              (siglev, node) float32 50MB dask.array<chunksize=(41, 303714), meta=np.ndarray>\n",
       "  * time                (time) datetime64[ns] 2kB 2024-04-23T21:00:00 ... 202...\n",
       "Dimensions without coordinates: four, nele, node, three, maxnode, maxelem\n",
       "Data variables: (12/42)\n",
       "    Itime               (time) datetime64[ns] 2kB dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    Times               (time) |S26 7kB dask.array<chunksize=(1,), meta=np.ndarray>\n",
       "    a1u                 (four, nele) float32 9MB dask.array<chunksize=(4, 569405), meta=np.ndarray>\n",
       "    a2u                 (four, nele) float32 9MB dask.array<chunksize=(4, 569405), meta=np.ndarray>\n",
       "    art1                (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    art2                (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    ...                  ...\n",
       "    ww                  (time, siglay, nele) float32 23GB dask.array<chunksize=(1, 40, 569405), meta=np.ndarray>\n",
       "    x                   (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    xc                  (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    y                   (node) float32 1MB dask.array<chunksize=(303714,), meta=np.ndarray>\n",
       "    yc                  (nele) float32 2MB dask.array<chunksize=(569405,), meta=np.ndarray>\n",
       "    zeta                (time, node) float32 307MB dask.array<chunksize=(1, 303714), meta=np.ndarray>\n",
       "Attributes: (12/14)\n",
       "    Conventions:                 CF-1.0\n",
       "    CoordinateProjection:        init=nad83:4205\n",
       "    CoordinateSystem:            GeoReferenced\n",
       "    GroundWater_Forcing:         GROUND WATER FORCING IS OFF!\n",
       "    River_Forcing:               THERE ARE 63 RIVERS IN THIS MODEL.\\nRIVER IN...\n",
       "    Surface_Heat_Forcing:        FVCOM variable surface heat forcing file:\\nF...\n",
       "    ...                          ...\n",
       "    Tidal_Forcing:               TIDAL ELEVATION FORCING IS OFF!\n",
       "    history:                     model started at: 23/04/2024   21:15\n",
       "    institution:                 School for Marine Science and Technology\n",
       "    references:                  http://fvcom.smast.umassd.edu, http://codfis...\n",
       "    source:                      FVCOM_4.3\n",
       "    title:                       NGOFS2"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# raw_refs = cached_s3fs.cat_file('s3://nextgen-dmac-cloud-ingest/nos/ngofs2/nos.ngofs2.fields.best.nc.zarr')\n",
    "# refs = json.loads(raw_refs)\n",
    "\n",
    "new_cached_fs = RedisCachingReferenceFileSystem(\n",
    "    redis_port=6380,\n",
    "    expiry_time=60,\n",
    "    fo=\"simplecache::s3://nextgen-dmac-cloud-ingest/nos/ngofs2/nos.ngofs2.fields.best.nc.zarr\",\n",
    "    remote_protocol=\"s3\",\n",
    "    remote_options={\"anon\": True},\n",
    "    asynchronous=True,\n",
    ")\n",
    "\n",
    "m = new_cached_fs.get_mapper(\"\")\n",
    "ds = xr.open_dataset(\n",
    "    m,\n",
    "    engine=\"zarr\",\n",
    "    backend_kwargs=dict(consolidated=False),\n",
    "    chunks={},\n",
    "    drop_variables=[\"Itime2\"],\n",
    ")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 128 ms, sys: 34.9 ms, total: 163 ms\n",
      "Wall time: 1.05 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([21.789427, 21.7978  , 21.81    , ..., 30.50772 , 30.50776 ,\n",
       "       30.507713], dtype=float32)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "ds.lat.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.16 ms, sys: 3.45 ms, total: 6.61 ms\n",
      "Wall time: 23.6 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([21.789427, 21.7978  , 21.81    , ..., 30.50772 , 30.50776 ,\n",
       "       30.507713], dtype=float32)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "ds.lat.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 18.6 ms, sys: 19.4 ms, total: 37.9 ms\n",
      "Wall time: 447 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "len(ds.nv.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.69 ms, sys: 8.44 ms, total: 13.1 ms\n",
      "Wall time: 47.9 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "len(ds.nv.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 74.3 ms, sys: 41 ms, total: 115 ms\n",
      "Wall time: 992 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0.1381165 , 0.13736528, 0.13643828, ..., 4.1747184 , 4.163902  ,\n",
       "        4.177847  ],\n",
       "       [0.04129069, 0.04099029, 0.04048311, ..., 4.335432  , 4.3234344 ,\n",
       "        4.3391504 ],\n",
       "       [0.04776964, 0.04786523, 0.04788679, ..., 4.186504  , 4.1758404 ,\n",
       "        4.189648  ],\n",
       "       ...,\n",
       "       [0.16487393, 0.16326748, 0.16113138, ..., 4.451448  , 4.438706  ,\n",
       "        4.455572  ],\n",
       "       [0.16160029, 0.15885413, 0.15340783, ..., 4.4556274 , 4.4428563 ,\n",
       "        4.459835  ],\n",
       "       [0.0714745 , 0.06764231, 0.05987399, ..., 4.691659  , 4.677783  ,\n",
       "        4.6963468 ]], dtype=float32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "ds.zeta.isel(time=slice(0,10)).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 17.1 ms, sys: 17.8 ms, total: 34.9 ms\n",
      "Wall time: 71.1 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0.1381165 , 0.13736528, 0.13643828, ..., 4.1747184 , 4.163902  ,\n",
       "        4.177847  ],\n",
       "       [0.04129069, 0.04099029, 0.04048311, ..., 4.335432  , 4.3234344 ,\n",
       "        4.3391504 ],\n",
       "       [0.04776964, 0.04786523, 0.04788679, ..., 4.186504  , 4.1758404 ,\n",
       "        4.189648  ],\n",
       "       ...,\n",
       "       [0.16487393, 0.16326748, 0.16113138, ..., 4.451448  , 4.438706  ,\n",
       "        4.455572  ],\n",
       "       [0.16160029, 0.15885413, 0.15340783, ..., 4.4556274 , 4.4428563 ,\n",
       "        4.459835  ],\n",
       "       [0.0714745 , 0.06764231, 0.05987399, ..., 4.691659  , 4.677783  ,\n",
       "        4.6963468 ]], dtype=float32)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "ds.zeta.isel(time=slice(0,10)).values"
   ]
  }
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