From 9634a2ad673b9eb34b5ba372747ef76ff77a1da2 Mon Sep 17 00:00:00 2001
From: Fabian Wachsmann <k204210@l40038.lvt.dkrz.de>
Date: Wed, 8 Jan 2025 11:41:42 +0100
Subject: [PATCH] Updated nbs

---
 workshop/2_data-access.ipynb                 |  401 +-
 workshop/3_use-cases-and-preparations.ipynb  | 8784 +++++++++++++++++-
 workshop/4_kerchunk-input-kerchunk-api.ipynb |  352 +-
 workshop/5_catalog-input.ipynb               |   93 +-
 4 files changed, 8806 insertions(+), 824 deletions(-)

diff --git a/workshop/2_data-access.ipynb b/workshop/2_data-access.ipynb
index c9f6054..0723c5a 100644
--- a/workshop/2_data-access.ipynb
+++ b/workshop/2_data-access.ipynb
@@ -28,12 +28,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40348.lvt.dkrz.de:9000\n"
+      "https://l40038.lvt.dkrz.de:9010\n"
      ]
     }
    ],
    "source": [
-    "port=9000\n",
+    "port=9010\n",
     "hostname=!echo $HOSTNAME\n",
     "hosturl=\"https://\"+hostname[0]+\":\"+str(port)\n",
     "print(hosturl)"
@@ -87,7 +87,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40348.lvt.dkrz.de:9000/datasets/example/zarr\n"
+      "https://l40038.lvt.dkrz.de:9010/datasets/example/zarr\n"
      ]
     }
    ],
@@ -136,7 +136,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40348.lvt.dkrz.de:9000/intake.yaml\n"
+      "https://l40038.lvt.dkrz.de:9010/intake.yaml\n"
      ]
     }
    ],
@@ -582,7 +582,7 @@
        "    variant_label:          r1i1p1f1\n",
        "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
        "    cmor_version:           3.4.0\n",
-       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-f0abbb17-9f5b-4b96-90a3-a6a6f212ff4e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f0abbb17-9f5b-4b96-90a3-a6a6f212ff4e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span class='xr-has-index'>time</span>: 1032</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0a1e8a90-cae1-441f-ac6c-5f36fd64e1b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0a1e8a90-cae1-441f-ac6c-5f36fd64e1b8' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bb28c820-b523-4bc1-b7df-b95dc82a5a86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb28c820-b523-4bc1-b7df-b95dc82a5a86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-842683b3-bcd6-40e5-b203-f35e34c949dd' class='xr-var-data-in' type='checkbox'><label for='data-842683b3-bcd6-40e5-b203-f35e34c949dd' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-c976f1c5-8506-4cff-bb43-7477bc30a929' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c976f1c5-8506-4cff-bb43-7477bc30a929' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3c66e88-1dfb-4ad4-b7a0-e3df20f21064' class='xr-var-data-in' type='checkbox'><label for='data-a3c66e88-1dfb-4ad4-b7a0-e3df20f21064' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
+       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-8010f2a4-95dd-4644-a54c-5bd173267ac7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8010f2a4-95dd-4644-a54c-5bd173267ac7' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span class='xr-has-index'>time</span>: 1032</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c06ee0ba-a9ae-4998-a799-95ab6921e079' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c06ee0ba-a9ae-4998-a799-95ab6921e079' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c1ae7e1a-18b7-4dd4-b633-227076cc00fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1ae7e1a-18b7-4dd4-b633-227076cc00fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5645c449-dcc0-488f-8d92-e3359cd665f3' class='xr-var-data-in' type='checkbox'><label for='data-5645c449-dcc0-488f-8d92-e3359cd665f3' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-c385ec02-3734-4983-ba49-8ebbff64631b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c385ec02-3734-4983-ba49-8ebbff64631b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc7442ca-a035-472b-91da-c090ee5aa0c8' class='xr-var-data-in' type='checkbox'><label for='data-cc7442ca-a035-472b-91da-c090ee5aa0c8' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
        "       -83.686567, -82.751728, -81.816839, -80.881913, -79.946962, -79.011992,\n",
        "       -78.077007, -77.142011, -76.207005, -75.271992, -74.336973, -73.401949,\n",
        "       -72.466921, -71.531889, -70.596854, -69.661816, -68.726776, -67.791734,\n",
@@ -613,10 +613,10 @@
        "        67.791734,  68.726776,  69.661816,  70.596854,  71.531889,  72.466921,\n",
        "        73.401949,  74.336973,  75.271992,  76.207005,  77.142011,  78.077007,\n",
        "        79.011992,  79.946962,  80.881913,  81.816839,  82.751728,  83.686567,\n",
-       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-31b0e98e-137b-4983-a447-e7433da277a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31b0e98e-137b-4983-a447-e7433da277a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60a3e67f-10cf-46c7-a165-3accf9ce5aa3' class='xr-var-data-in' type='checkbox'><label for='data-60a3e67f-10cf-46c7-a165-3accf9ce5aa3' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2100-12-...</div><input id='attrs-0e4321e8-ff4a-442f-9ccb-d7136f611c8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e4321e8-ff4a-442f-9ccb-d7136f611c8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e61a662f-e0e5-4141-b243-d432627f4e58' class='xr-var-data-in' type='checkbox'><label for='data-e61a662f-e0e5-4141-b243-d432627f4e58' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
+       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-3c9850f6-a04e-47e5-9fd9-c947e3e107fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c9850f6-a04e-47e5-9fd9-c947e3e107fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-810e4324-6d65-4c9d-b443-ac255d127b62' class='xr-var-data-in' type='checkbox'><label for='data-810e4324-6d65-4c9d-b443-ac255d127b62' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2100-12-...</div><input id='attrs-3b6624fb-f68b-4c59-a157-173c1e40312f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b6624fb-f68b-4c59-a157-173c1e40312f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bc44b6d-7b7e-4c4d-84e3-76abd41e988e' class='xr-var-data-in' type='checkbox'><label for='data-8bc44b6d-7b7e-4c4d-84e3-76abd41e988e' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-03-16T12:00:00.000000000&#x27;, ..., &#x27;2100-10-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;2100-11-16T00:00:00.000000000&#x27;, &#x27;2100-12-16T12:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-87b655dd-b1af-4db3-b2cc-7f1929ca4388' class='xr-section-summary-in' type='checkbox'  checked><label for='section-87b655dd-b1af-4db3-b2cc-7f1929ca4388' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(time, lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 192, 2), meta=np.ndarray&gt;</div><input id='attrs-874f0904-839a-475e-a33e-e87c46f126a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-874f0904-839a-475e-a33e-e87c46f126a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c490da1a-4291-49a8-aa73-2a95390ed5d3' class='xr-var-data-in' type='checkbox'><label for='data-c490da1a-4291-49a8-aa73-2a95390ed5d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9acbb0ed-6110-4ce7-82c1-cedc776d0ff8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9acbb0ed-6110-4ce7-82c1-cedc776d0ff8' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(time, lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 192, 2), meta=np.ndarray&gt;</div><input id='attrs-5b45df16-eed0-44da-b6d6-6946db30b52b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5b45df16-eed0-44da-b6d6-6946db30b52b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6be46f45-29e3-44b7-a836-866f19360957' class='xr-var-data-in' type='checkbox'><label for='data-6be46f45-29e3-44b7-a836-866f19360957' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -728,7 +728,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(time, lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 384, 2), meta=np.ndarray&gt;</div><input id='attrs-21eac356-7db1-48d3-9dc9-83b838f87dbd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-21eac356-7db1-48d3-9dc9-83b838f87dbd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b76b943-e9dd-468b-891c-71f6702c50e3' class='xr-var-data-in' type='checkbox'><label for='data-8b76b943-e9dd-468b-891c-71f6702c50e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(time, lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 384, 2), meta=np.ndarray&gt;</div><input id='attrs-3967b11d-f035-4b8e-9c75-e9fcca4a409a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3967b11d-f035-4b8e-9c75-e9fcca4a409a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ad4f204-3002-4f12-a8db-b381c34fcdb2' class='xr-var-data-in' type='checkbox'><label for='data-8ad4f204-3002-4f12-a8db-b381c34fcdb2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -840,7 +840,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-54c2deb8-280f-44fd-88ab-09238684ba63' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54c2deb8-280f-44fd-88ab-09238684ba63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fabc2b4e-ef6b-423b-87c0-6a9f2c963f64' class='xr-var-data-in' type='checkbox'><label for='data-fabc2b4e-ef6b-423b-87c0-6a9f2c963f64' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-ffcde0bf-7cb4-4d04-9218-0e81e21b7b9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffcde0bf-7cb4-4d04-9218-0e81e21b7b9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4dfef2f3-6344-454b-b5cb-c5d00d7aa38d' class='xr-var-data-in' type='checkbox'><label for='data-4dfef2f3-6344-454b-b5cb-c5d00d7aa38d' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -954,7 +954,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;</div><input id='attrs-0ffdca79-16a7-415d-b8a7-1977eb0a151f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ffdca79-16a7-415d-b8a7-1977eb0a151f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d2791d7-5322-44fd-858f-d912e4a692a7' class='xr-var-data-in' type='checkbox'><label for='data-5d2791d7-5322-44fd-858f-d912e4a692a7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;</div><input id='attrs-d485eb28-3fdd-432b-b46d-c55477340a0a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d485eb28-3fdd-432b-b46d-c55477340a0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b1c40a2-9711-4bce-b418-3565853131dc' class='xr-var-data-in' type='checkbox'><label for='data-4b1c40a2-9711-4bce-b418-3565853131dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1027,7 +1027,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-752d0000-8648-44b9-a4de-a0611796f4a0' class='xr-section-summary-in' type='checkbox'  ><label for='section-752d0000-8648-44b9-a4de-a0611796f4a0' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d0e8bdbd-dc68-4233-9380-62cedfc9e541' class='xr-index-data-in' type='checkbox'/><label for='index-d0e8bdbd-dc68-4233-9380-62cedfc9e541' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4c90b53-b1bd-4a68-a799-088b1725a55b' class='xr-section-summary-in' type='checkbox'  ><label for='section-d4c90b53-b1bd-4a68-a799-088b1725a55b' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b846c9df-2f7e-4d46-a9ef-8c19872e245c' class='xr-index-data-in' type='checkbox'/><label for='index-b846c9df-2f7e-4d46-a9ef-8c19872e245c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
        "       -86.49036676628116, -85.55596048489265,  -84.6213271076488,\n",
        "       -83.68656681656385, -82.75172847343066, -81.81683872860319,\n",
        "        -80.8819133467975,\n",
@@ -1036,12 +1036,12 @@
        "        83.68656681656385,   84.6213271076488,  85.55596048489265,\n",
        "        86.49036676628116,  87.42430374606988,  88.35700351866494,\n",
        "        89.28422753251364],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6e327aba-4058-4dd2-b1ec-148788cf01b2' class='xr-index-data-in' type='checkbox'/><label for='index-6e327aba-4058-4dd2-b1ec-148788cf01b2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-18c8be83-e0e9-4b50-ac5f-c4f660de6eae' class='xr-index-data-in' type='checkbox'/><label for='index-18c8be83-e0e9-4b50-ac5f-c4f660de6eae' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
        "         6.5625,      7.5,   8.4375,\n",
        "       ...\n",
        "        350.625, 351.5625,    352.5, 353.4375,  354.375, 355.3125,   356.25,\n",
        "       357.1875,  358.125, 359.0625],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cb062a4a-ca61-465b-84bc-9952e69bc6f7' class='xr-index-data-in' type='checkbox'/><label for='index-cb062a4a-ca61-465b-84bc-9952e69bc6f7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-50886115-b34f-4002-b84d-d180ef5591c4' class='xr-index-data-in' type='checkbox'/><label for='index-50886115-b34f-4002-b84d-d180ef5591c4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
        "               &#x27;2015-03-16 12:00:00&#x27;, &#x27;2015-04-16 00:00:00&#x27;,\n",
        "               &#x27;2015-05-16 12:00:00&#x27;, &#x27;2015-06-16 00:00:00&#x27;,\n",
        "               &#x27;2015-07-16 12:00:00&#x27;, &#x27;2015-08-16 12:00:00&#x27;,\n",
@@ -1052,7 +1052,7 @@
        "               &#x27;2100-07-16 12:00:00&#x27;, &#x27;2100-08-16 12:00:00&#x27;,\n",
        "               &#x27;2100-09-16 00:00:00&#x27;, &#x27;2100-10-16 12:00:00&#x27;,\n",
        "               &#x27;2100-11-16 00:00:00&#x27;, &#x27;2100-12-16 12:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1032, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-299f76e5-483d-42ac-80d9-1e2937d5835b' class='xr-section-summary-in' type='checkbox'  ><label for='section-299f76e5-483d-42ac-80d9-1e2937d5835b' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1032, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f048501-9c24-4e00-8a35-212fb498ebcc' class='xr-section-summary-in' type='checkbox'  ><label for='section-8f048501-9c24-4e00-8a35-212fb498ebcc' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
        "Mueller, W.A. et al. (2018): A high‐resolution version of the Max Planck Institute Earth System Model MPI‐ESM1.2‐HR. J. Adv. Model. EarthSyst.,10,1383–1413, doi:10.1029/2017MS001217</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-HR (2017): \n",
        "aerosol: none, prescribed MACv2-SP\n",
        "atmos: ECHAM6.3 (spectral T127; 384 x 192 longitude/latitude; 95 levels; top level 0.01 hPa)\n",
@@ -1701,7 +1701,7 @@
        "                \n",
        "        <li class=\"pystac-row\">\n",
        "            <span class=\"pystac-k\">datetime</span>\n",
-       "            <span class=\"pystac-v\">\"2025-01-06T17:26:10.494342Z\"</span>\n",
+       "            <span class=\"pystac-v\">\"2025-01-08T10:19:07.113611Z\"</span>\n",
        "        </li>\n",
        "    \n",
        "            \n",
@@ -1726,278 +1726,6 @@
        "            \n",
        "                \n",
        "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">time_bnds</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">type</span>\n",
-       "            <span class=\"pystac-v\">\"data\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                <li><details>\n",
-       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">dimensions</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">0</span>\n",
-       "            <span class=\"pystac-v\">\"time\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">1</span>\n",
-       "            <span class=\"pystac-v\">\"bnds\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "    </details></li>\n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">unit</span>\n",
-       "            <span class=\"pystac-v\">\"Not set\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">description</span>\n",
-       "            <span class=\"pystac-v\">\"time_bnds\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">attrs</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">lat_bnds</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">type</span>\n",
-       "            <span class=\"pystac-v\">\"data\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                <li><details>\n",
-       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">dimensions</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">0</span>\n",
-       "            <span class=\"pystac-v\">\"time\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">1</span>\n",
-       "            <span class=\"pystac-v\">\"lat\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">2</span>\n",
-       "            <span class=\"pystac-v\">\"bnds\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "    </details></li>\n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">unit</span>\n",
-       "            <span class=\"pystac-v\">\"Not set\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">description</span>\n",
-       "            <span class=\"pystac-v\">\"lat_bnds\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">attrs</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">lon_bnds</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">type</span>\n",
-       "            <span class=\"pystac-v\">\"data\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                <li><details>\n",
-       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">dimensions</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">0</span>\n",
-       "            <span class=\"pystac-v\">\"time\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">1</span>\n",
-       "            <span class=\"pystac-v\">\"lon\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">2</span>\n",
-       "            <span class=\"pystac-v\">\"bnds\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        \n",
-       "    </details></li>\n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">unit</span>\n",
-       "            <span class=\"pystac-v\">\"Not set\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">description</span>\n",
-       "            <span class=\"pystac-v\">\"lon_bnds\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">attrs</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
        "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">tas</span></summary>\n",
        "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
        "        \n",
@@ -2678,7 +2406,7 @@
        "                \n",
        "        <li class=\"pystac-row\">\n",
        "            <span class=\"pystac-k\">No of data variables</span>\n",
-       "            <span class=\"pystac-v\">\"4\"</span>\n",
+       "            <span class=\"pystac-v\">\"1\"</span>\n",
        "        </li>\n",
        "    \n",
        "            \n",
@@ -2784,7 +2512,7 @@
        "                    \n",
        "        <li class=\"pystac-row\">\n",
        "            <span class=\"pystac-k\">default_var</span>\n",
-       "            <span class=\"pystac-v\">\"time_bnds\"</span>\n",
+       "            <span class=\"pystac-v\">\"tas\"</span>\n",
        "        </li>\n",
        "    \n",
        "                \n",
@@ -2886,93 +2614,6 @@
        "            \n",
        "                \n",
        "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">time_bnds</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">store</span>\n",
-       "            <span class=\"pystac-v\">\"https://eerie.cloud.dkrz.de/datasets\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">dataset</span>\n",
-       "            <span class=\"pystac-v\">\"example/zarr\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">lat_bnds</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">store</span>\n",
-       "            <span class=\"pystac-v\">\"https://eerie.cloud.dkrz.de/datasets\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">dataset</span>\n",
-       "            <span class=\"pystac-v\">\"example/zarr\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
-       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">lon_bnds</span></summary>\n",
-       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">store</span>\n",
-       "            <span class=\"pystac-v\">\"https://eerie.cloud.dkrz.de/datasets\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li class=\"pystac-row\">\n",
-       "            <span class=\"pystac-k\">dataset</span>\n",
-       "            <span class=\"pystac-v\">\"example/zarr\"</span>\n",
-       "        </li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "    </ul>\n",
-       "        </details></li>\n",
-       "    \n",
-       "            \n",
-       "        \n",
-       "            \n",
-       "                \n",
-       "        <li><details>\n",
        "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">tas</span></summary>\n",
        "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
        "        \n",
@@ -3079,7 +2720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 11,
    "id": "feacaed0-df8d-4e52-af8c-acd094cac6f4",
    "metadata": {},
    "outputs": [
@@ -3172,7 +2813,7 @@
       "  2023-12-31 12:00:00  2023-12-31 13:00:00  2023-12-31 14:00:00  2023-12-31 15:00:00\n",
       "  2023-12-31 16:00:00  2023-12-31 17:00:00  2023-12-31 18:00:00  2023-12-31 19:00:00\n",
       "  2023-12-31 20:00:00  2023-12-31 21:00:00  2023-12-31 22:00:00  2023-12-31 23:00:00\u001b[0m\n",
-      "\u001b[32mcdo    sinfo: \u001b[0mProcessed 38 variables over 736344 timesteps [4.73s 3539MB]\n",
+      "\u001b[32mcdo    sinfo: \u001b[0mProcessed 38 variables over 736344 timesteps [5.36s 3539MB]\n",
       "profiling:/home/k/k202186/repos:Cannot create directory\n",
       "profiling:/home/k/k202186/repos/netcdf-c/build/plugins/CMakeFiles/h5deflate.dir/H5Zdeflate.c.gcda:Skip\n",
       "profiling:/home/k/k202186/repos:Cannot create directory\n",
@@ -3218,7 +2859,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "id": "649c9d80-45d2-4349-bb7d-605c666e917f",
    "metadata": {
     "tags": []
@@ -3231,7 +2872,7 @@
       "\u001b[32mcdo(1) select: \u001b[0mProcess started\n",
       "\u001b[0;1m    -1 :       Date     Time   Level Gridsize    Miss :     Minimum        Mean     Maximum : Parameter ID\n",
       "\u001b[0m     1 :\u001b[35m 1940-01-01 00:00:00 \u001b[0m\u001b[32m      0   542080       0 \u001b[0m:\u001b[34m      226.14      284.22      310.38\u001b[0m : -6            \n",
-      "\u001b[32mcdo    info: \u001b[0mProcessed 542080 values from 1 variable over 1 timestep [7.16s 3675MB]\n",
+      "\u001b[32mcdo    info: \u001b[0mProcessed 542080 values from 1 variable over 1 timestep [6.99s 3675MB]\n",
       "profiling:/home/k/k202186/repos:Cannot create directory\n",
       "profiling:/home/k/k202186/repos/netcdf-c/build/plugins/CMakeFiles/h5deflate.dir/H5Zdeflate.c.gcda:Skip\n",
       "profiling:/home/k/k202186/repos:Cannot create directory\n",
diff --git a/workshop/3_use-cases-and-preparations.ipynb b/workshop/3_use-cases-and-preparations.ipynb
index 8a96cc3..d31676a 100644
--- a/workshop/3_use-cases-and-preparations.ipynb
+++ b/workshop/3_use-cases-and-preparations.ipynb
@@ -21,7 +21,7 @@
    "source": [
     "#From #2\n",
     "import xarray as xr\n",
-    "port=9000\n",
+    "port=9010\n",
     "hostname=!echo $HOSTNAME\n",
     "hosturl=\"https://\"+hostname[0]+\":\"+str(port)\n",
     "dsname=\"example\"\n",
@@ -34,19 +34,63 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "18913b42-b75f-41dd-841e-b3a255525591",
+   "metadata": {},
+   "source": [
+    "### Server-side processing: Animated interactive geoplots\n",
+    "\n",
+    "We build an API based on the pyviz stack that creates large figures of animated interactive geoplots for any selection of dataset, variable and coordinates of the hosted datasets. Additionally, you can set *kind* and *colorbar*. \n",
+    "\n",
+    "**Note**: On long term, plot creation should move to client-side. All that can be done in Jupyterlite.\n",
+    "\n",
+    "In the following example, we write the plot into \"test.html\" which you can open in jupyterhub afterwards or download to your local computer."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2746baa9-b56b-49ab-8e0c-32f6e9ca5fdb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://l40038.lvt.dkrz.de:9010/datasets/example/plot/tas/image/coolwarm/time/-12_-1\n",
+      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
+      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
+      "100 5925k    0 5925k    0     0   318k      0 --:--:--  0:00:18 --:--:-- 1345k\n"
+     ]
+    }
+   ],
+   "source": [
+    "varname=\"tas\"\n",
+    "kind=\"image\"\n",
+    "colorbar=\"coolwarm\"\n",
+    "selection=\"time/-12_-1\"\n",
+    "plotfile=\"test.html\"\n",
+    "plot_url='/'.join([hosturl,\"datasets\",dsname,\"plot\",varname,kind,colorbar,selection])\n",
+    "print(plot_url)\n",
+    "!curl -k {plot_url} >{plotfile}"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "84450da7-12cc-4d66-af1d-9c9d0e504868",
    "metadata": {},
    "source": [
-    "### Server-side processing\n",
+    "### Server-side processing: Compression\n",
     "\n",
     "In case bandwidth is the bottle-neck for users, we can help them with providing some server-side computing resources to e.g. further lossy compress our data. In the following, we firstly store the first 5 years on disk as provided. Secondly, we restart the app with enabled lossy compression and do the same. Afterwards, we compare speed and sizes."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 3,
    "id": "ec89f56c-eb1e-4b31-a8e4-becd07d99019",
    "metadata": {
     "tags": []
@@ -54,6 +98,8 @@
    "outputs": [],
    "source": [
     "import numpy as np\n",
+    "import time\n",
+    "\n",
     "def prepare_for_storage(ds_to_store):\n",
     "    bnds=[\"lat_bnds\",\"lon_bnds\"]\n",
     "    for a in bnds:\n",
@@ -63,12 +109,22 @@
     "\n",
     "    return ds_to_store\n",
     "\n",
-    "def store_"
+    "def store_ds(ds_to_store,fn):\n",
+    "    !rm {fn}\n",
+    "    s=time.time()\n",
+    "    ds_to_store.to_netcdf(\n",
+    "        fn,\n",
+    "        unlimited_dims=[\"time\"],\n",
+    "        encoding=dict(tas=dict(compression=\"zlib\"))\n",
+    "    )\n",
+    "    e=time.time()\n",
+    "    print(e-s, \" seconds\")\n",
+    "    !ls -lrths {fn}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 4,
    "id": "2cce4ce3-fa18-42d4-8c2f-2b9a276a683a",
    "metadata": {
     "tags": []
@@ -81,19 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "00c9a267-7420-4f66-a530-b782289f43fd",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "!rm compressed.nc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 5,
    "id": "9c7b068e-db80-4985-9731-48b1a9c11e14",
    "metadata": {
     "tags": []
@@ -103,27 +147,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2.7509965896606445  seconds\n",
-      "512 -rw-r--r-- 1 k204210 bm0021 6.6M Jan  7 10:51 compressed.nc\n"
+      "2.4420695304870605  seconds\n",
+      "512 -rw-r--r-- 1 k204210 bm0021 6.6M Jan  8 10:42 compressed.nc\n"
      ]
     }
    ],
    "source": [
-    "import time\n",
-    "s=time.time()\n",
-    "ds5.to_netcdf(\n",
-    "    \"compressed.nc\",\n",
-    "    unlimited_dims=[\"time\"],\n",
-    "    encoding=dict(tas=dict(compression=\"zlib\"))\n",
-    ")\n",
-    "e=time.time()\n",
-    "print(e-s, \" seconds\")\n",
-    "!ls -lrths compressed.nc"
+    "store_ds(ds5,\"compressed.nc\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 6,
    "id": "e4d2fda6-7fe8-4cbb-aa79-95980e0b502d",
    "metadata": {
     "tags": []
@@ -522,7 +557,7 @@
        "    variant_label:          r1i1p1f1\n",
        "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
        "    cmor_version:           3.4.0\n",
-       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-5f0d12db-9212-4a72-b6db-e243fb1e8164' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5f0d12db-9212-4a72-b6db-e243fb1e8164' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li><li><span class='xr-has-index'>time</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-165f6993-5677-45f4-a7b0-6dd2efc8e1f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-165f6993-5677-45f4-a7b0-6dd2efc8e1f8' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -88.82 ... 88.82 89.75</div><input id='attrs-c489035f-4cae-42aa-b210-8b0465807bdb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c489035f-4cae-42aa-b210-8b0465807bdb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11eebd66-0427-4b1c-930c-237f8e9724ae' class='xr-var-data-in' type='checkbox'><label for='data-11eebd66-0427-4b1c-930c-237f8e9724ae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-89.74783954, -88.82061553],\n",
+       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-36f0e552-8c96-46fa-936a-b246962af0ca' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-36f0e552-8c96-46fa-936a-b246962af0ca' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li><li><span class='xr-has-index'>time</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e83ba46c-ff05-4359-83bf-f187866addf2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e83ba46c-ff05-4359-83bf-f187866addf2' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -88.82 ... 88.82 89.75</div><input id='attrs-4ae25e84-8a3c-41cc-8c56-34a5c0b578f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ae25e84-8a3c-41cc-8c56-34a5c0b578f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45a230ae-d3d3-4a30-a899-407f4e020aaf' class='xr-var-data-in' type='checkbox'><label for='data-45a230ae-d3d3-4a30-a899-407f4e020aaf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-89.74783954, -88.82061553],\n",
        "       [-88.82061553, -87.89065363],\n",
        "       [-87.89065363, -86.95733526],\n",
        "       [-86.95733526, -86.02316363],\n",
@@ -562,7 +597,7 @@
        "       [ 86.02316363,  86.95733526],\n",
        "       [ 86.95733526,  87.89065363],\n",
        "       [ 87.89065363,  88.82061553],\n",
-       "       [ 88.82061553,  89.74783954]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.4688 0.4688 ... 358.6 359.5</div><input id='attrs-5e0bcaf4-19c8-47b8-9b41-004296611b64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e0bcaf4-19c8-47b8-9b41-004296611b64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7e4e043-c8d2-4dd2-922a-4b0b4b12fc87' class='xr-var-data-in' type='checkbox'><label for='data-d7e4e043-c8d2-4dd2-922a-4b0b4b12fc87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.46875,   0.46875],\n",
+       "       [ 88.82061553,  89.74783954]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.4688 0.4688 ... 358.6 359.5</div><input id='attrs-e0f2798e-49e2-4d0d-8062-641f0051cafa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e0f2798e-49e2-4d0d-8062-641f0051cafa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32928353-1e33-4298-95eb-31df48e9ab27' class='xr-var-data-in' type='checkbox'><label for='data-32928353-1e33-4298-95eb-31df48e9ab27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.46875,   0.46875],\n",
        "       [  0.46875,   1.40625],\n",
        "       [  1.40625,   2.34375],\n",
        "       [  2.34375,   3.28125],\n",
@@ -602,7 +637,7 @@
        "       [355.78125, 356.71875],\n",
        "       [356.71875, 357.65625],\n",
        "       [357.65625, 358.59375],\n",
-       "       [358.59375, 359.53125]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-69b86a25-b051-4b4c-9815-ffb6548eb59a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69b86a25-b051-4b4c-9815-ffb6548eb59a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef5b93ce-adc7-49ea-895b-9aa95d51aac0' class='xr-var-data-in' type='checkbox'><label for='data-ef5b93ce-adc7-49ea-895b-9aa95d51aac0' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-ab1c59b5-38f8-4e43-8f51-0bcdadc83d1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab1c59b5-38f8-4e43-8f51-0bcdadc83d1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd19e8a7-0f05-4a90-ad32-4c87a68e984a' class='xr-var-data-in' type='checkbox'><label for='data-cd19e8a7-0f05-4a90-ad32-4c87a68e984a' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
+       "       [358.59375, 359.53125]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-11aa0dc0-d1e0-4e14-8163-7e3b095bf102' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11aa0dc0-d1e0-4e14-8163-7e3b095bf102' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-567f0e61-176c-4015-a9f1-facc256a4c09' class='xr-var-data-in' type='checkbox'><label for='data-567f0e61-176c-4015-a9f1-facc256a4c09' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-6ce7b562-f4cb-4e30-8dff-d65926f06cf6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ce7b562-f4cb-4e30-8dff-d65926f06cf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4065b0c-19a2-4da0-a91d-9ab5b1d7fa99' class='xr-var-data-in' type='checkbox'><label for='data-f4065b0c-19a2-4da0-a91d-9ab5b1d7fa99' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
        "       -83.686567, -82.751728, -81.816839, -80.881913, -79.946962, -79.011992,\n",
        "       -78.077007, -77.142011, -76.207005, -75.271992, -74.336973, -73.401949,\n",
        "       -72.466921, -71.531889, -70.596854, -69.661816, -68.726776, -67.791734,\n",
@@ -633,7 +668,7 @@
        "        67.791734,  68.726776,  69.661816,  70.596854,  71.531889,  72.466921,\n",
        "        73.401949,  74.336973,  75.271992,  76.207005,  77.142011,  78.077007,\n",
        "        79.011992,  79.946962,  80.881913,  81.816839,  82.751728,  83.686567,\n",
-       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-62403abb-31d4-4ec5-aa53-dd1d6a04a4b4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62403abb-31d4-4ec5-aa53-dd1d6a04a4b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1340886b-f960-48de-8a0a-f4c7ec3fd3de' class='xr-var-data-in' type='checkbox'><label for='data-1340886b-f960-48de-8a0a-f4c7ec3fd3de' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2019-12-...</div><input id='attrs-eb6a84d2-3d3c-42f7-9d41-055687988e43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb6a84d2-3d3c-42f7-9d41-055687988e43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59125298-d784-49c2-b07b-b42a1c06a1c6' class='xr-var-data-in' type='checkbox'><label for='data-59125298-d784-49c2-b07b-b42a1c06a1c6' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
+       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-d5b077d8-e796-4c24-b50f-31d8a5e6c7c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5b077d8-e796-4c24-b50f-31d8a5e6c7c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ce77505-60ab-45c4-8b40-b49a7ec7f41e' class='xr-var-data-in' type='checkbox'><label for='data-7ce77505-60ab-45c4-8b40-b49a7ec7f41e' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2019-12-...</div><input id='attrs-5b68fe5a-ac3b-4492-a382-1623cf3b3f6c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b68fe5a-ac3b-4492-a382-1623cf3b3f6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a142c583-fa70-4c76-bcf1-3f6b1e433c79' class='xr-var-data-in' type='checkbox'><label for='data-a142c583-fa70-4c76-bcf1-3f6b1e433c79' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-03-16T12:00:00.000000000&#x27;, &#x27;2015-04-16T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-05-16T12:00:00.000000000&#x27;, &#x27;2015-06-16T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-07-16T12:00:00.000000000&#x27;, &#x27;2015-08-16T12:00:00.000000000&#x27;,\n",
@@ -663,7 +698,7 @@
        "       &#x27;2019-07-16T12:00:00.000000000&#x27;, &#x27;2019-08-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;2019-09-16T00:00:00.000000000&#x27;, &#x27;2019-10-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;2019-11-16T00:00:00.000000000&#x27;, &#x27;2019-12-16T12:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e1db7dce-f618-48ff-a9eb-8e8a2f71e116' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e1db7dce-f618-48ff-a9eb-8e8a2f71e116' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>243.3 243.3 243.3 ... 251.1 251.1</div><input id='attrs-5f3840ee-57e2-44d9-bffe-d24184100ae5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f3840ee-57e2-44d9-bffe-d24184100ae5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a97771e2-cb0c-4513-8345-41ad464e215c' class='xr-var-data-in' type='checkbox'><label for='data-a97771e2-cb0c-4513-8345-41ad464e215c' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><pre>array([[[243.30435, 243.29459, 243.28091, ..., 243.29654, 243.29459,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ce7de4b0-b47f-42c4-a357-b21aff29d690' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ce7de4b0-b47f-42c4-a357-b21aff29d690' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>243.3 243.3 243.3 ... 251.1 251.1</div><input id='attrs-f8e095f4-9e0b-4159-8b01-e43fcc743979' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8e095f4-9e0b-4159-8b01-e43fcc743979' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdff2f42-2658-4639-8288-95c8a1ebd2ba' class='xr-var-data-in' type='checkbox'><label for='data-cdff2f42-2658-4639-8288-95c8a1ebd2ba' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><pre>array([[[243.30435, 243.29459, 243.28091, ..., 243.29654, 243.29459,\n",
        "         243.19107],\n",
        "        [244.38638, 244.34927, 244.28873, ..., 244.486  , 244.45865,\n",
        "         244.42935],\n",
@@ -703,7 +738,7 @@
        "        [252.05539, 252.05539, 252.08078, ..., 252.00266, 252.00266,\n",
        "         252.00266],\n",
        "        [251.07687, 251.06516, 251.1257 , ..., 251.0632 , 251.0925 ,\n",
-       "         251.08273]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-01 ... 2020-01-01</div><input id='attrs-dec51311-0053-4029-a1aa-16b5a4e2aa62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dec51311-0053-4029-a1aa-16b5a4e2aa62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6499318-1ef5-4f0e-a4d9-ae471d46722b' class='xr-var-data-in' type='checkbox'><label for='data-d6499318-1ef5-4f0e-a4d9-ae471d46722b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;2015-01-01T00:00:00.000000000&#x27;, &#x27;2015-02-01T00:00:00.000000000&#x27;],\n",
+       "         251.08273]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-01 ... 2020-01-01</div><input id='attrs-38e459a5-5852-4a7a-a7b4-21e93ed6be8b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38e459a5-5852-4a7a-a7b4-21e93ed6be8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27da1fff-193c-4220-a3e1-4ee0b62d856a' class='xr-var-data-in' type='checkbox'><label for='data-27da1fff-193c-4220-a3e1-4ee0b62d856a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;2015-01-01T00:00:00.000000000&#x27;, &#x27;2015-02-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2015-02-01T00:00:00.000000000&#x27;, &#x27;2015-03-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2015-03-01T00:00:00.000000000&#x27;, &#x27;2015-04-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2015-04-01T00:00:00.000000000&#x27;, &#x27;2015-05-01T00:00:00.000000000&#x27;],\n",
@@ -743,7 +778,7 @@
        "       [&#x27;2019-10-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-12-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2019-12-01T00:00:00.000000000&#x27;, &#x27;2020-01-01T00:00:00.000000000&#x27;]],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4d80ff84-01c6-46d9-8030-fa8125fbc56f' class='xr-section-summary-in' type='checkbox'  ><label for='section-4d80ff84-01c6-46d9-8030-fa8125fbc56f' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4560df76-5929-4d09-bb69-ddd648be8486' class='xr-index-data-in' type='checkbox'/><label for='index-4560df76-5929-4d09-bb69-ddd648be8486' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba8cafab-5e5e-4832-a273-667f30c17278' class='xr-section-summary-in' type='checkbox'  ><label for='section-ba8cafab-5e5e-4832-a273-667f30c17278' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8a1e5631-2b16-4301-a48a-cdfc424536ef' class='xr-index-data-in' type='checkbox'/><label for='index-8a1e5631-2b16-4301-a48a-cdfc424536ef' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
        "       -86.49036676628116, -85.55596048489265,  -84.6213271076488,\n",
        "       -83.68656681656385, -82.75172847343066, -81.81683872860319,\n",
        "        -80.8819133467975,\n",
@@ -752,12 +787,12 @@
        "        83.68656681656385,   84.6213271076488,  85.55596048489265,\n",
        "        86.49036676628116,  87.42430374606988,  88.35700351866494,\n",
        "        89.28422753251364],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d4da41d0-e990-422f-8987-c223b0912676' class='xr-index-data-in' type='checkbox'/><label for='index-d4da41d0-e990-422f-8987-c223b0912676' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3e7c2792-08fb-4ddf-95ef-577ae0a647b1' class='xr-index-data-in' type='checkbox'/><label for='index-3e7c2792-08fb-4ddf-95ef-577ae0a647b1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
        "         6.5625,      7.5,   8.4375,\n",
        "       ...\n",
        "        350.625, 351.5625,    352.5, 353.4375,  354.375, 355.3125,   356.25,\n",
        "       357.1875,  358.125, 359.0625],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-67596b54-a3b8-4098-800f-0e34b67c3ac6' class='xr-index-data-in' type='checkbox'/><label for='index-67596b54-a3b8-4098-800f-0e34b67c3ac6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c3f153c0-787b-4291-88d6-eee07fa53285' class='xr-index-data-in' type='checkbox'/><label for='index-c3f153c0-787b-4291-88d6-eee07fa53285' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
        "               &#x27;2015-03-16 12:00:00&#x27;, &#x27;2015-04-16 00:00:00&#x27;,\n",
        "               &#x27;2015-05-16 12:00:00&#x27;, &#x27;2015-06-16 00:00:00&#x27;,\n",
        "               &#x27;2015-07-16 12:00:00&#x27;, &#x27;2015-08-16 12:00:00&#x27;,\n",
@@ -787,7 +822,7 @@
        "               &#x27;2019-07-16 12:00:00&#x27;, &#x27;2019-08-16 12:00:00&#x27;,\n",
        "               &#x27;2019-09-16 00:00:00&#x27;, &#x27;2019-10-16 12:00:00&#x27;,\n",
        "               &#x27;2019-11-16 00:00:00&#x27;, &#x27;2019-12-16 12:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8aca4d67-9a0e-4bd3-9a78-abb05a1ab436' class='xr-section-summary-in' type='checkbox'  ><label for='section-8aca4d67-9a0e-4bd3-9a78-abb05a1ab436' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec585823-d184-4bff-ac95-5be2eb951e4e' class='xr-section-summary-in' type='checkbox'  ><label for='section-ec585823-d184-4bff-ac95-5be2eb951e4e' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
        "Mueller, W.A. et al. (2018): A high‐resolution version of the Max Planck Institute Earth System Model MPI‐ESM1.2‐HR. J. Adv. Model. EarthSyst.,10,1383–1413, doi:10.1029/2017MS001217</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-HR (2017): \n",
        "aerosol: none, prescribed MACv2-SP\n",
        "atmos: ECHAM6.3 (spectral T127; 384 x 192 longitude/latitude; 95 levels; top level 0.01 hPa)\n",
@@ -828,7 +863,7 @@
        "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -840,7 +875,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 7,
    "id": "8dd8feff-9e4b-421b-a453-83f81e20da1a",
    "metadata": {
     "tags": []
@@ -850,16 +885,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "k204210  1101280 1100112  0 07:33 ?        00:00:02 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-99eb3193-dfc0-45c3-9953-a1f29fb0888d.json\n",
-      "k204210  1101285 1100112  0 07:33 ?        00:00:02 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-0ac5cfbe-7cc6-4136-870a-cbac9aa18a7b.json\n",
-      "k204210  1102668 1100112  0 09:10 ?        00:00:21 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f59a40b2-6d4d-41dd-b768-7ee9040e362a.json\n",
-      "k204210  1109706 1100112  0 10:42 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-edc24184-27e4-4966-beb3-6f926e2d6cf0.json\n",
-      "k204210  1109938 1100112  2 10:43 ?        00:00:22 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-947ea9d3-56f0-426e-9af8-8a5be0180793.json\n",
-      "k204210  1111150 1111019  0 10:52 ?        00:00:00 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.resource_tracker import main;main(26)\n",
-      "k204210  1111152 1111019  2 10:52 ?        00:00:06 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=27, pipe_handle=37) --multiprocessing-fork\n",
-      "k204210  1111155 1111019  2 10:52 ?        00:00:06 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=27, pipe_handle=37) --multiprocessing-fork\n",
-      "k204210  1111473 1109938  0 10:57 pts/3    00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
-      "k204210  1111475 1111473  0 10:57 pts/3    00:00:00 grep cloudify\n"
+      "k204210    52510 4121939  0 10:12 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c6562e74-6d50-4cf3-92d0-27e4f4cae6f8.json\n",
+      "k204210    54077   52595  0 10:13 ?        00:00:00 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.resource_tracker import main;main(27)\n",
+      "k204210    54079   52595  1 10:13 ?        00:00:27 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=28, pipe_handle=38) --multiprocessing-fork\n",
+      "k204210    54082   52595  1 10:13 ?        00:00:26 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=28, pipe_handle=38) --multiprocessing-fork\n",
+      "k204210    56270 4121939  0 10:18 ?        00:00:07 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-e22a5303-3b28-41cb-b092-ed92a8ff6221.json\n",
+      "k204210    67839 4121939 16 10:42 ?        00:00:06 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-33489dce-534b-42ed-bbe7-6d125e3f6167.json\n",
+      "k204210    68481   67839  0 10:42 pts/20   00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
+      "k204210    68483   68481  0 10:42 pts/20   00:00:00 grep cloudify\n",
+      "k204210  4125444 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f2ebf347-166b-4e0f-89ee-e7e663b08a4c.json\n",
+      "k204210  4125453 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-16ae079b-b9fb-4460-bc7c-808797637e88.json\n"
      ]
     }
    ],
@@ -869,19 +904,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 8,
    "id": "d8e827fd-5501-47ef-b2e8-8e00a0dba7cd",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "!kill 1111019"
+    "!kill 52595"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 9,
    "id": "42c31b41-7cd7-43f0-b65e-6223ca38c9a8",
    "metadata": {
     "tags": []
@@ -894,7 +929,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 10,
    "id": "13936d6b-d9af-4b0b-88ce-abc921aed6e0",
    "metadata": {
     "tags": []
@@ -911,7 +946,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 11,
    "id": "d4ac3289-05b0-4d26-8d35-c9ce55fbb91c",
    "metadata": {
     "tags": []
@@ -927,7 +962,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 12,
    "id": "1e726b61-baf3-4145-864a-72ec4e925e7c",
    "metadata": {
     "tags": []
@@ -940,28 +975,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "id": "3fc6ce85-3bd2-48a3-8c10-df926834250e",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "rm: cannot remove 'lossy_compressed.nc': No such file or directory\n"
-     ]
-    }
-   ],
-   "source": [
-    "!rm lossy_compressed.nc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "52799388-8c6d-4646-aae9-fa99c1ed1a10",
+   "execution_count": 13,
+   "id": "4bc9468c-ce8c-4e8c-a786-90cee9e9e8fd",
    "metadata": {
     "tags": []
    },
@@ -970,26 +985,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2.4706828594207764  seconds\n",
-      "512 -rw-r--r-- 1 k204210 bm0021 3.5M Jan  7 10:53 lossy_compressed.nc\n"
+      "1.9779608249664307  seconds\n",
+      "512 -rw-r--r-- 1 k204210 bm0021 3.5M Jan  8 10:50 lossy_compressed.nc\n"
      ]
     }
    ],
    "source": [
-    "s=time.time()\n",
-    "ds5lossy.to_netcdf(\n",
-    "    \"lossy_compressed.nc\",\n",
-    "    unlimited_dims=[\"time\"],\n",
-    "    encoding=dict(tas=dict(compression=\"zlib\"))\n",
-    ")\n",
-    "e=time.time()\n",
-    "print(e-s, \" seconds\")\n",
-    "!ls -lrths lossy_compressed.nc"
+    "store_ds(ds5,\"lossy_compressed.nc\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 14,
    "id": "29f8dd36-7af2-4e0b-92b2-85a4e0cb8dae",
    "metadata": {
     "tags": []
@@ -1388,7 +1395,7 @@
        "    variant_label:          r1i1p1f1\n",
        "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
        "    cmor_version:           3.4.0\n",
-       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-62140024-f4c1-4f50-b7ea-c397f61d9942' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-62140024-f4c1-4f50-b7ea-c397f61d9942' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li><li><span class='xr-has-index'>time</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5edc4c1a-348c-4417-9cf3-648b7ba842c9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5edc4c1a-348c-4417-9cf3-648b7ba842c9' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -88.82 ... 88.82 89.75</div><input id='attrs-0a62247c-090d-4902-99e1-82fee29b23f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a62247c-090d-4902-99e1-82fee29b23f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-757eee7b-ed7f-4fbb-a8d8-7819d15c0a24' class='xr-var-data-in' type='checkbox'><label for='data-757eee7b-ed7f-4fbb-a8d8-7819d15c0a24' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-89.74783954, -88.82061553],\n",
+       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-47379a13-ae7c-4405-88d1-1be0418dbdee' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-47379a13-ae7c-4405-88d1-1be0418dbdee' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li><li><span class='xr-has-index'>time</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0534f870-ff7f-4592-a1a9-7f5453fd5e5b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0534f870-ff7f-4592-a1a9-7f5453fd5e5b' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -88.82 ... 88.82 89.75</div><input id='attrs-294e59c2-dbd5-4c92-9a83-d9507e79ec19' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-294e59c2-dbd5-4c92-9a83-d9507e79ec19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-576eca74-1468-45a8-aa68-4c07dca69642' class='xr-var-data-in' type='checkbox'><label for='data-576eca74-1468-45a8-aa68-4c07dca69642' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-89.74783954, -88.82061553],\n",
        "       [-88.82061553, -87.89065363],\n",
        "       [-87.89065363, -86.95733526],\n",
        "       [-86.95733526, -86.02316363],\n",
@@ -1428,7 +1435,7 @@
        "       [ 86.02316363,  86.95733526],\n",
        "       [ 86.95733526,  87.89065363],\n",
        "       [ 87.89065363,  88.82061553],\n",
-       "       [ 88.82061553,  89.74783954]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.4688 0.4688 ... 358.6 359.5</div><input id='attrs-8a74380e-b661-4f18-979a-f018a24da773' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a74380e-b661-4f18-979a-f018a24da773' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22377613-cef9-4366-a065-be843f56fbbd' class='xr-var-data-in' type='checkbox'><label for='data-22377613-cef9-4366-a065-be843f56fbbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.46875,   0.46875],\n",
+       "       [ 88.82061553,  89.74783954]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.4688 0.4688 ... 358.6 359.5</div><input id='attrs-9ffed295-81de-462c-8077-22200827b212' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ffed295-81de-462c-8077-22200827b212' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e325e714-c89a-45b8-9266-0852991421a9' class='xr-var-data-in' type='checkbox'><label for='data-e325e714-c89a-45b8-9266-0852991421a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -0.46875,   0.46875],\n",
        "       [  0.46875,   1.40625],\n",
        "       [  1.40625,   2.34375],\n",
        "       [  2.34375,   3.28125],\n",
@@ -1468,7 +1475,7 @@
        "       [355.78125, 356.71875],\n",
        "       [356.71875, 357.65625],\n",
        "       [357.65625, 358.59375],\n",
-       "       [358.59375, 359.53125]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-1ec533b3-ce9b-4a03-830c-7652d4c14266' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ec533b3-ce9b-4a03-830c-7652d4c14266' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a23c3e2f-1c8e-4e17-9853-7c407a450f97' class='xr-var-data-in' type='checkbox'><label for='data-a23c3e2f-1c8e-4e17-9853-7c407a450f97' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-29450a5d-e454-47a4-af4e-6a453c46cb30' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29450a5d-e454-47a4-af4e-6a453c46cb30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e1729ac-17ed-40e0-8cfd-a282569b541f' class='xr-var-data-in' type='checkbox'><label for='data-8e1729ac-17ed-40e0-8cfd-a282569b541f' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
+       "       [358.59375, 359.53125]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-b35fcf93-418d-4f77-8c0e-2b454a4d9e95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b35fcf93-418d-4f77-8c0e-2b454a4d9e95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bcff009-fc48-4a4c-ba36-34d48c1ad5e9' class='xr-var-data-in' type='checkbox'><label for='data-7bcff009-fc48-4a4c-ba36-34d48c1ad5e9' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-ddbd2ba7-dfc8-4f37-9b6c-5ff407371943' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ddbd2ba7-dfc8-4f37-9b6c-5ff407371943' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10d002b3-a5f4-4759-b1bf-6bb9bca8ef3e' class='xr-var-data-in' type='checkbox'><label for='data-10d002b3-a5f4-4759-b1bf-6bb9bca8ef3e' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
        "       -83.686567, -82.751728, -81.816839, -80.881913, -79.946962, -79.011992,\n",
        "       -78.077007, -77.142011, -76.207005, -75.271992, -74.336973, -73.401949,\n",
        "       -72.466921, -71.531889, -70.596854, -69.661816, -68.726776, -67.791734,\n",
@@ -1499,7 +1506,7 @@
        "        67.791734,  68.726776,  69.661816,  70.596854,  71.531889,  72.466921,\n",
        "        73.401949,  74.336973,  75.271992,  76.207005,  77.142011,  78.077007,\n",
        "        79.011992,  79.946962,  80.881913,  81.816839,  82.751728,  83.686567,\n",
-       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-57f111a1-876f-4802-8198-b9c9dd2c4f4e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57f111a1-876f-4802-8198-b9c9dd2c4f4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef89ec13-0170-43d3-a021-ddc6ac4c921b' class='xr-var-data-in' type='checkbox'><label for='data-ef89ec13-0170-43d3-a021-ddc6ac4c921b' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2019-12-...</div><input id='attrs-6f029f5e-cb3a-41cc-a64d-1456eccaa7b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f029f5e-cb3a-41cc-a64d-1456eccaa7b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63960366-8701-437b-884c-c91335a8d89b' class='xr-var-data-in' type='checkbox'><label for='data-63960366-8701-437b-884c-c91335a8d89b' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
+       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-9721fd8a-19ea-4da3-817b-80146b20e0c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9721fd8a-19ea-4da3-817b-80146b20e0c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be1ed8b4-72da-40c8-aa35-e4c424cdd544' class='xr-var-data-in' type='checkbox'><label for='data-be1ed8b4-72da-40c8-aa35-e4c424cdd544' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2019-12-...</div><input id='attrs-67370813-228a-45b4-9f6d-919864cffdea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67370813-228a-45b4-9f6d-919864cffdea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ddea2049-ba4c-445d-8f25-37d48af70e43' class='xr-var-data-in' type='checkbox'><label for='data-ddea2049-ba4c-445d-8f25-37d48af70e43' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-03-16T12:00:00.000000000&#x27;, &#x27;2015-04-16T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-05-16T12:00:00.000000000&#x27;, &#x27;2015-06-16T00:00:00.000000000&#x27;,\n",
        "       &#x27;2015-07-16T12:00:00.000000000&#x27;, &#x27;2015-08-16T12:00:00.000000000&#x27;,\n",
@@ -1529,7 +1536,7 @@
        "       &#x27;2019-07-16T12:00:00.000000000&#x27;, &#x27;2019-08-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;2019-09-16T00:00:00.000000000&#x27;, &#x27;2019-10-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;2019-11-16T00:00:00.000000000&#x27;, &#x27;2019-12-16T12:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-abd8d722-443d-4afe-a940-33bd2c4020ad' class='xr-section-summary-in' type='checkbox'  checked><label for='section-abd8d722-443d-4afe-a940-33bd2c4020ad' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>243.3 243.3 243.3 ... 251.1 251.1</div><input id='attrs-a653ae84-93b3-4f93-9412-2287660bd735' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a653ae84-93b3-4f93-9412-2287660bd735' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-009e34e4-c3db-4a9e-aef7-b8275723199e' class='xr-var-data-in' type='checkbox'><label for='data-009e34e4-c3db-4a9e-aef7-b8275723199e' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><pre>array([[[243.3125 , 243.28125, 243.28125, ..., 243.28125, 243.28125,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f57064ac-97c8-4a2f-bd8f-26cd4fd8f777' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f57064ac-97c8-4a2f-bd8f-26cd4fd8f777' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>243.3 243.3 243.3 ... 251.1 251.1</div><input id='attrs-adbdfd91-370a-40bc-9176-87250ccfd2fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-adbdfd91-370a-40bc-9176-87250ccfd2fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-570c56e5-f722-401a-bbcd-88894ed4dc0a' class='xr-var-data-in' type='checkbox'><label for='data-570c56e5-f722-401a-bbcd-88894ed4dc0a' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><pre>array([[[243.3125 , 243.28125, 243.28125, ..., 243.28125, 243.28125,\n",
        "         243.1875 ],\n",
        "        [244.375  , 244.34375, 244.28125, ..., 244.5    , 244.46875,\n",
        "         244.4375 ],\n",
@@ -1569,7 +1576,7 @@
        "        [252.0625 , 252.0625 , 252.09375, ..., 252.     , 252.     ,\n",
        "         252.     ],\n",
        "        [251.0625 , 251.0625 , 251.125  , ..., 251.0625 , 251.09375,\n",
-       "         251.09375]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-01 ... 2020-01-01</div><input id='attrs-327007e1-1576-41eb-92c9-e9d97e10b985' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-327007e1-1576-41eb-92c9-e9d97e10b985' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-698999cb-6204-4038-95ff-c62e97571f15' class='xr-var-data-in' type='checkbox'><label for='data-698999cb-6204-4038-95ff-c62e97571f15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;2015-01-01T00:00:00.000000000&#x27;, &#x27;2015-02-01T00:00:00.000000000&#x27;],\n",
+       "         251.09375]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-01 ... 2020-01-01</div><input id='attrs-0edc4fba-c0e7-43b2-b9d5-2c3a9eb36934' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0edc4fba-c0e7-43b2-b9d5-2c3a9eb36934' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc44fa67-c61f-44d0-8ae5-b13c8e7f4a71' class='xr-var-data-in' type='checkbox'><label for='data-fc44fa67-c61f-44d0-8ae5-b13c8e7f4a71' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[&#x27;2015-01-01T00:00:00.000000000&#x27;, &#x27;2015-02-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2015-02-01T00:00:00.000000000&#x27;, &#x27;2015-03-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2015-03-01T00:00:00.000000000&#x27;, &#x27;2015-04-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2015-04-01T00:00:00.000000000&#x27;, &#x27;2015-05-01T00:00:00.000000000&#x27;],\n",
@@ -1609,7 +1616,7 @@
        "       [&#x27;2019-10-01T00:00:00.000000000&#x27;, &#x27;2019-11-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2019-11-01T00:00:00.000000000&#x27;, &#x27;2019-12-01T00:00:00.000000000&#x27;],\n",
        "       [&#x27;2019-12-01T00:00:00.000000000&#x27;, &#x27;2020-01-01T00:00:00.000000000&#x27;]],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-904a63a6-8c53-4c21-b5e4-c51450e96635' class='xr-section-summary-in' type='checkbox'  ><label for='section-904a63a6-8c53-4c21-b5e4-c51450e96635' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cdbda816-5bf1-4b02-add4-24b3f086808c' class='xr-index-data-in' type='checkbox'/><label for='index-cdbda816-5bf1-4b02-add4-24b3f086808c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f0a3aaa4-57bf-4ace-9b9d-52e79e4b4de1' class='xr-section-summary-in' type='checkbox'  ><label for='section-f0a3aaa4-57bf-4ace-9b9d-52e79e4b4de1' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1bfb1c10-c68f-4332-896c-ae02baff70e0' class='xr-index-data-in' type='checkbox'/><label for='index-1bfb1c10-c68f-4332-896c-ae02baff70e0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
        "       -86.49036676628116, -85.55596048489265,  -84.6213271076488,\n",
        "       -83.68656681656385, -82.75172847343066, -81.81683872860319,\n",
        "        -80.8819133467975,\n",
@@ -1618,12 +1625,12 @@
        "        83.68656681656385,   84.6213271076488,  85.55596048489265,\n",
        "        86.49036676628116,  87.42430374606988,  88.35700351866494,\n",
        "        89.28422753251364],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c48bcf8a-1877-4bf6-af0a-a6bc98992d13' class='xr-index-data-in' type='checkbox'/><label for='index-c48bcf8a-1877-4bf6-af0a-a6bc98992d13' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fed4bbce-4a0d-479d-9929-4ee137bb27dc' class='xr-index-data-in' type='checkbox'/><label for='index-fed4bbce-4a0d-479d-9929-4ee137bb27dc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
        "         6.5625,      7.5,   8.4375,\n",
        "       ...\n",
        "        350.625, 351.5625,    352.5, 353.4375,  354.375, 355.3125,   356.25,\n",
        "       357.1875,  358.125, 359.0625],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9226cd1b-7299-438f-a895-c2b06c2c7af7' class='xr-index-data-in' type='checkbox'/><label for='index-9226cd1b-7299-438f-a895-c2b06c2c7af7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b3449b4b-ebc9-466f-b515-20f8ea2ac014' class='xr-index-data-in' type='checkbox'/><label for='index-b3449b4b-ebc9-466f-b515-20f8ea2ac014' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
        "               &#x27;2015-03-16 12:00:00&#x27;, &#x27;2015-04-16 00:00:00&#x27;,\n",
        "               &#x27;2015-05-16 12:00:00&#x27;, &#x27;2015-06-16 00:00:00&#x27;,\n",
        "               &#x27;2015-07-16 12:00:00&#x27;, &#x27;2015-08-16 12:00:00&#x27;,\n",
@@ -1653,7 +1660,7 @@
        "               &#x27;2019-07-16 12:00:00&#x27;, &#x27;2019-08-16 12:00:00&#x27;,\n",
        "               &#x27;2019-09-16 00:00:00&#x27;, &#x27;2019-10-16 12:00:00&#x27;,\n",
        "               &#x27;2019-11-16 00:00:00&#x27;, &#x27;2019-12-16 12:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d9ddc508-f8c9-4feb-bb61-45e907c319a4' class='xr-section-summary-in' type='checkbox'  ><label for='section-d9ddc508-f8c9-4feb-bb61-45e907c319a4' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-61d18298-80e3-4356-bdb2-30cf2225cd1c' class='xr-section-summary-in' type='checkbox'  ><label for='section-61d18298-80e3-4356-bdb2-30cf2225cd1c' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
        "Mueller, W.A. et al. (2018): A high‐resolution version of the Max Planck Institute Earth System Model MPI‐ESM1.2‐HR. J. Adv. Model. EarthSyst.,10,1383–1413, doi:10.1029/2017MS001217</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-HR (2017): \n",
        "aerosol: none, prescribed MACv2-SP\n",
        "atmos: ECHAM6.3 (spectral T127; 384 x 192 longitude/latitude; 95 levels; top level 0.01 hPa)\n",
@@ -1694,7 +1701,7 @@
        "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1743,12 +1750,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "84fbf2ff-f626-488a-87ee-fc62492274ea",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "192 96\n"
+     ]
+    }
+   ],
    "source": [
     "new_lon_chunk_size=int(len(ds[\"lon\"])/2)\n",
     "new_lat_chunk_size=int(len(ds[\"lat\"])/2)\n",
@@ -1765,7 +1780,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "b702311b-bde0-4587-a823-dc61d0c65d51",
    "metadata": {
     "tags": []
@@ -1783,31 +1798,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "id": "a74dc51c-f9ce-439c-8217-1724ae32009c",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "k204210    52510 4121939  0 10:12 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c6562e74-6d50-4cf3-92d0-27e4f4cae6f8.json\n",
+      "k204210    56270 4121939  0 10:18 ?        00:00:07 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-e22a5303-3b28-41cb-b092-ed92a8ff6221.json\n",
+      "k204210    67839 4121939  0 10:42 ?        00:00:13 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-33489dce-534b-42ed-bbe7-6d125e3f6167.json\n",
+      "k204210   178115  177492  0 11:23 ?        00:00:00 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.resource_tracker import main;main(27)\n",
+      "k204210   178117  177492  4 11:23 ?        00:00:05 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=28, pipe_handle=38) --multiprocessing-fork\n",
+      "k204210   178119  177492  4 11:23 ?        00:00:05 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=28, pipe_handle=44) --multiprocessing-fork\n",
+      "k204210   179053   67839  0 11:25 pts/2    00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
+      "k204210   179055  179053  0 11:25 pts/2    00:00:00 grep cloudify\n",
+      "k204210  4125444 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f2ebf347-166b-4e0f-89ee-e7e663b08a4c.json\n",
+      "k204210  4125453 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-16ae079b-b9fb-4460-bc7c-808797637e88.json\n"
+     ]
+    }
+   ],
    "source": [
     "!ps -ef | grep cloudify"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "id": "7cb479a6-366b-4a5c-908b-a649a6c0f057",
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
-    "!kill 814927"
+    "!kill 177492"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "ba0e00cc-e6a3-42ac-bd50-a068d93166d2",
    "metadata": {
     "tags": []
@@ -1823,122 +1855,8428 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "35592ae1-4873-4d08-bdae-b28130e924b6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds2=xr.open_zarr(\n",
-    "    zarr_url,\n",
-    "    consolidated=True,\n",
-    "    storage_options=storage_options,\n",
-    "    chunks={}\n",
-    ")\n",
-    "ds2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "46eaa475-6694-4110-a8a2-557658e658d2",
-   "metadata": {},
-   "source": [
-    "### Towards virtually, highly aggregated datasets that include multiple variables of the same kind\n",
-    "\n",
-    "Based on experience, large aggregations are beneficial for data analysis as users can skip finding and merging data sources. E.g. to train an AI model, it helps to simplify the random access within a complete experiment. With cloudify, we can realize a virtual, highly aggregated, dataset that covers the full time series of all variables that share dimensions.\n",
-    "\n",
-    "In our example, we can try to concat and merge *all* monthly atmospheric variables more variables. For that, we use a wildcard for variables in the DRS path."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "806f61be-1f47-4aa5-a029-b2d28e9bac55",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "!ps -ef | grep cloudify"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "47ce9108-5ec3-48f4-88aa-a5991b8dbe18",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "#to get back storage chunks:\n",
-    "del os.environ[\"XPUBLISH_LON_CHUNK_SIZE\"]\n",
-    "del os.environ[\"XPUBLISH_LAT_CHUNK_SIZE\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "892786b9-ca5b-40aa-8937-40be7e5c56a8",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "%%bash --bg\n",
-    "source activate /work/bm0021/conda-envs/cloudify\n",
-    "python xpublish_example.py \\\n",
-    "    example \\\n",
-    "    /work/ik1017/CMIP6/data/CMIP6/ScenarioMIP/DKRZ/MPI-ESM1-2-HR/ssp370/r1i1p1f1/Amon/*/gn/v20190710/*.nc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "8979a320-71d3-4c80-a7d8-f130b9de2e71",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "ds=xr.open_zarr(\n",
-    "    zarr_url,\n",
-    "    consolidated=True,\n",
-    "    storage_options=storage_options\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a624fa43-e9e9-4c56-b697-7c8820592482",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ds"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "fb6bc1e9-b4e6-4614-9e57-590ddcd4cdca",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "ds.nbytes/1024**3"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "feacaed0-df8d-4e52-af8c-acd094cac6f4",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
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+       ".xr-array-preview,\n",
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+       "\n",
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+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 314MB\n",
+       "Dimensions:    (lat: 192, time: 1032, bnds: 2, lon: 384)\n",
+       "Coordinates:\n",
+       "    height     float64 8B ...\n",
+       "  * lat        (lat) float64 2kB -89.28 -88.36 -87.42 ... 87.42 88.36 89.28\n",
+       "  * lon        (lon) float64 3kB 0.0 0.9375 1.875 2.812 ... 357.2 358.1 359.1\n",
+       "  * time       (time) datetime64[ns] 8kB 2015-01-16T12:00:00 ... 2100-12-16T1...\n",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables:\n",
+       "    lat_bnds   (time, lat, bnds) float64 3MB dask.array&lt;chunksize=(60, 96, 2), meta=np.ndarray&gt;\n",
+       "    lon_bnds   (time, lon, bnds) float64 6MB dask.array&lt;chunksize=(60, 192, 2), meta=np.ndarray&gt;\n",
+       "    tas        (time, lat, lon) float32 304MB dask.array&lt;chunksize=(1, 96, 192), meta=np.ndarray&gt;\n",
+       "    time_bnds  (time, bnds) datetime64[ns] 17kB dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;\n",
+       "Attributes: (12/47)\n",
+       "    Conventions:            CF-1.7 CMIP-6.2\n",
+       "    activity_id:            ScenarioMIP AerChemMIP\n",
+       "    branch_method:          standard\n",
+       "    branch_time_in_child:   60265.0\n",
+       "    branch_time_in_parent:  60265.0\n",
+       "    contact:                cmip6-mpi-esm@dkrz.de\n",
+       "    ...                     ...\n",
+       "    title:                  MPI-ESM1-2-HR output prepared for CMIP6\n",
+       "    variable_id:            tas\n",
+       "    variant_label:          r1i1p1f1\n",
+       "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
+       "    cmor_version:           3.4.0\n",
+       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</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-3a6e6e10-8dc2-4c75-9a5c-47305944f570' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3a6e6e10-8dc2-4c75-9a5c-47305944f570' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span class='xr-has-index'>time</span>: 1032</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 384</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d08b7d97-5f08-49c1-8dd1-45d77cfcec4f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d08b7d97-5f08-49c1-8dd1-45d77cfcec4f' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-91909b37-0942-432c-bae4-b10cd2fa0b0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91909b37-0942-432c-bae4-b10cd2fa0b0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83e94d8d-37c0-40f6-8420-9f07a8ba8257' class='xr-var-data-in' type='checkbox'><label for='data-83e94d8d-37c0-40f6-8420-9f07a8ba8257' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-00419d93-1d85-4f5b-9a67-b52c148541e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00419d93-1d85-4f5b-9a67-b52c148541e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfc88aef-5d38-4e94-aaa4-331516c06154' class='xr-var-data-in' type='checkbox'><label for='data-cfc88aef-5d38-4e94-aaa4-331516c06154' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
+       "       -83.686567, -82.751728, -81.816839, -80.881913, -79.946962, -79.011992,\n",
+       "       -78.077007, -77.142011, -76.207005, -75.271992, -74.336973, -73.401949,\n",
+       "       -72.466921, -71.531889, -70.596854, -69.661816, -68.726776, -67.791734,\n",
+       "       -66.856691, -65.921645, -64.986599, -64.051551, -63.116502, -62.181452,\n",
+       "       -61.246401, -60.311349, -59.376297, -58.441244, -57.50619 , -56.571136,\n",
+       "       -55.636081, -54.701026, -53.76597 , -52.830914, -51.895857, -50.960801,\n",
+       "       -50.025743, -49.090686, -48.155628, -47.22057 , -46.285512, -45.350454,\n",
+       "       -44.415395, -43.480336, -42.545277, -41.610218, -40.675159, -39.740099,\n",
+       "       -38.805039, -37.86998 , -36.93492 , -35.99986 , -35.064799, -34.129739,\n",
+       "       -33.194679, -32.259618, -31.324558, -30.389497, -29.454436, -28.519375,\n",
+       "       -27.584315, -26.649254, -25.714193, -24.779132, -23.84407 , -22.909009,\n",
+       "       -21.973948, -21.038887, -20.103825, -19.168764, -18.233703, -17.298641,\n",
+       "       -16.36358 , -15.428518, -14.493457, -13.558395, -12.623333, -11.688272,\n",
+       "       -10.75321 ,  -9.818148,  -8.883087,  -7.948025,  -7.012963,  -6.077901,\n",
+       "        -5.14284 ,  -4.207778,  -3.272716,  -2.337654,  -1.402593,  -0.467531,\n",
+       "         0.467531,   1.402593,   2.337654,   3.272716,   4.207778,   5.14284 ,\n",
+       "         6.077901,   7.012963,   7.948025,   8.883087,   9.818148,  10.75321 ,\n",
+       "        11.688272,  12.623333,  13.558395,  14.493457,  15.428518,  16.36358 ,\n",
+       "        17.298641,  18.233703,  19.168764,  20.103825,  21.038887,  21.973948,\n",
+       "        22.909009,  23.84407 ,  24.779132,  25.714193,  26.649254,  27.584315,\n",
+       "        28.519375,  29.454436,  30.389497,  31.324558,  32.259618,  33.194679,\n",
+       "        34.129739,  35.064799,  35.99986 ,  36.93492 ,  37.86998 ,  38.805039,\n",
+       "        39.740099,  40.675159,  41.610218,  42.545277,  43.480336,  44.415395,\n",
+       "        45.350454,  46.285512,  47.22057 ,  48.155628,  49.090686,  50.025743,\n",
+       "        50.960801,  51.895857,  52.830914,  53.76597 ,  54.701026,  55.636081,\n",
+       "        56.571136,  57.50619 ,  58.441244,  59.376297,  60.311349,  61.246401,\n",
+       "        62.181452,  63.116502,  64.051551,  64.986599,  65.921645,  66.856691,\n",
+       "        67.791734,  68.726776,  69.661816,  70.596854,  71.531889,  72.466921,\n",
+       "        73.401949,  74.336973,  75.271992,  76.207005,  77.142011,  78.077007,\n",
+       "        79.011992,  79.946962,  80.881913,  81.816839,  82.751728,  83.686567,\n",
+       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-66096e25-939f-4aaf-99b6-82ce94d61053' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66096e25-939f-4aaf-99b6-82ce94d61053' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59cb0e9c-2b4a-4685-9d9b-b9df4611b4d5' class='xr-var-data-in' type='checkbox'><label for='data-59cb0e9c-2b4a-4685-9d9b-b9df4611b4d5' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2100-12-...</div><input id='attrs-a92386a4-795c-4d3d-8b22-0e4909e69c03' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a92386a4-795c-4d3d-8b22-0e4909e69c03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d0e964b-458e-4973-947c-7d2a2ef69139' class='xr-var-data-in' type='checkbox'><label for='data-8d0e964b-458e-4973-947c-7d2a2ef69139' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2015-03-16T12:00:00.000000000&#x27;, ..., &#x27;2100-10-16T12:00:00.000000000&#x27;,\n",
+       "       &#x27;2100-11-16T00:00:00.000000000&#x27;, &#x27;2100-12-16T12:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-54c21586-9046-4874-86d8-e28ce18ed563' class='xr-section-summary-in' type='checkbox'  checked><label for='section-54c21586-9046-4874-86d8-e28ce18ed563' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(time, lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 96, 2), meta=np.ndarray&gt;</div><input id='attrs-06d83fde-c3cb-4a76-b40b-35e97daee2e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06d83fde-c3cb-4a76-b40b-35e97daee2e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b87a7ef-ade6-477f-8a65-e2452a4bf391' class='xr-var-data-in' type='checkbox'><label for='data-1b87a7ef-ade6-477f-8a65-e2452a4bf391' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 3.02 MiB </td>\n",
+       "                        <td> 90.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 192, 2) </td>\n",
+       "                        <td> (60, 96, 2) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 36 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"156\" height=\"162\" 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>lon_bnds</span></div><div class='xr-var-dims'>(time, lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 192, 2), meta=np.ndarray&gt;</div><input id='attrs-3a179d0b-84ea-47b1-9803-564bf4e9f65d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3a179d0b-84ea-47b1-9803-564bf4e9f65d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb9c8bcd-a654-43ba-b3d1-5166fd55427b' class='xr-var-data-in' type='checkbox'><label for='data-bb9c8bcd-a654-43ba-b3d1-5166fd55427b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 6.05 MiB </td>\n",
+       "                        <td> 180.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 384, 2) </td>\n",
+       "                        <td> (60, 192, 2) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 36 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-4b5da8f2-8ced-4ea9-8228-8aaeb3690964' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b5da8f2-8ced-4ea9-8228-8aaeb3690964' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc06b985-37ad-42e3-bfac-f8e9db2ad3a1' class='xr-var-data-in' type='checkbox'><label for='data-dc06b985-37ad-42e3-bfac-f8e9db2ad3a1' title='Show/Hide data 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>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</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> 290.25 MiB </td>\n",
+       "                        <td> 72.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 192, 384) </td>\n",
+       "                        <td> (1, 96, 192) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 4128 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>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;</div><input id='attrs-4aa76449-35d0-43d9-92be-81414d598163' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4aa76449-35d0-43d9-92be-81414d598163' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93d569c2-e77e-4596-84f8-5a7ac15d208d' class='xr-var-data-in' type='checkbox'><label for='data-93d569c2-e77e-4596-84f8-5a7ac15d208d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 16.12 kiB </td>\n",
+       "                        <td> 16 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 2) </td>\n",
+       "                        <td> (1, 2) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 1032 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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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9310394-cffc-4e7c-8454-6e2999a00dff' class='xr-section-summary-in' type='checkbox'  ><label for='section-f9310394-cffc-4e7c-8454-6e2999a00dff' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-efbeb39d-84ef-4af6-b3b2-a33d8e32986c' class='xr-index-data-in' type='checkbox'/><label for='index-efbeb39d-84ef-4af6-b3b2-a33d8e32986c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
+       "       -86.49036676628116, -85.55596048489265,  -84.6213271076488,\n",
+       "       -83.68656681656385, -82.75172847343066, -81.81683872860319,\n",
+       "        -80.8819133467975,\n",
+       "       ...\n",
+       "         80.8819133467975,  81.81683872860319,  82.75172847343066,\n",
+       "        83.68656681656385,   84.6213271076488,  85.55596048489265,\n",
+       "        86.49036676628116,  87.42430374606988,  88.35700351866494,\n",
+       "        89.28422753251364],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-40c4506b-5073-4e31-b9c3-45bc7bf3e821' class='xr-index-data-in' type='checkbox'/><label for='index-40c4506b-5073-4e31-b9c3-45bc7bf3e821' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
+       "         6.5625,      7.5,   8.4375,\n",
+       "       ...\n",
+       "        350.625, 351.5625,    352.5, 353.4375,  354.375, 355.3125,   356.25,\n",
+       "       357.1875,  358.125, 359.0625],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7e703175-8bbf-4278-a48f-c5975eb5db8f' class='xr-index-data-in' type='checkbox'/><label for='index-7e703175-8bbf-4278-a48f-c5975eb5db8f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
+       "               &#x27;2015-03-16 12:00:00&#x27;, &#x27;2015-04-16 00:00:00&#x27;,\n",
+       "               &#x27;2015-05-16 12:00:00&#x27;, &#x27;2015-06-16 00:00:00&#x27;,\n",
+       "               &#x27;2015-07-16 12:00:00&#x27;, &#x27;2015-08-16 12:00:00&#x27;,\n",
+       "               &#x27;2015-09-16 00:00:00&#x27;, &#x27;2015-10-16 12:00:00&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2100-03-16 12:00:00&#x27;, &#x27;2100-04-16 00:00:00&#x27;,\n",
+       "               &#x27;2100-05-16 12:00:00&#x27;, &#x27;2100-06-16 00:00:00&#x27;,\n",
+       "               &#x27;2100-07-16 12:00:00&#x27;, &#x27;2100-08-16 12:00:00&#x27;,\n",
+       "               &#x27;2100-09-16 00:00:00&#x27;, &#x27;2100-10-16 12:00:00&#x27;,\n",
+       "               &#x27;2100-11-16 00:00:00&#x27;, &#x27;2100-12-16 12:00:00&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1032, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8e5a92c9-2ff6-49d5-bb35-efacc97ef7ea' class='xr-section-summary-in' type='checkbox'  ><label for='section-8e5a92c9-2ff6-49d5-bb35-efacc97ef7ea' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:51Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
+       "Mueller, W.A. et al. (2018): A high‐resolution version of the Max Planck Institute Earth System Model MPI‐ESM1.2‐HR. J. Adv. Model. EarthSyst.,10,1383–1413, doi:10.1029/2017MS001217</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-HR (2017): \n",
+       "aerosol: none, prescribed MACv2-SP\n",
+       "atmos: ECHAM6.3 (spectral T127; 384 x 192 longitude/latitude; 95 levels; top level 0.01 hPa)\n",
+       "atmosChem: none\n",
+       "land: JSBACH3.20\n",
+       "landIce: none/prescribed\n",
+       "ocean: MPIOM1.63 (tripolar TP04, approximately 0.4deg; 802 x 404 longitude/latitude; 40 levels; top grid cell 0-12 m)\n",
+       "ocnBgchem: HAMOCC6\n",
+       "seaIce: unnamed (thermodynamic (Semtner zero-layer) dynamic (Hibler 79) sea ice model)</dd><dt><span>source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(09 May 2019) MD5:e6ef8ececc8f338646ebfb3aeed36bfc</dd><dt><span>title :</span></dt><dd>MPI-ESM1-2-HR output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>tas</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by DKRZ is licensed under a Creative Commons Attribution ShareAlike 4.0 International License (https://creativecommons.org/licenses). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file) and. The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 314MB\n",
+       "Dimensions:    (lat: 192, time: 1032, bnds: 2, lon: 384)\n",
+       "Coordinates:\n",
+       "    height     float64 8B ...\n",
+       "  * lat        (lat) float64 2kB -89.28 -88.36 -87.42 ... 87.42 88.36 89.28\n",
+       "  * lon        (lon) float64 3kB 0.0 0.9375 1.875 2.812 ... 357.2 358.1 359.1\n",
+       "  * time       (time) datetime64[ns] 8kB 2015-01-16T12:00:00 ... 2100-12-16T1...\n",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables:\n",
+       "    lat_bnds   (time, lat, bnds) float64 3MB dask.array<chunksize=(60, 96, 2), meta=np.ndarray>\n",
+       "    lon_bnds   (time, lon, bnds) float64 6MB dask.array<chunksize=(60, 192, 2), meta=np.ndarray>\n",
+       "    tas        (time, lat, lon) float32 304MB dask.array<chunksize=(1, 96, 192), meta=np.ndarray>\n",
+       "    time_bnds  (time, bnds) datetime64[ns] 17kB dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
+       "Attributes: (12/47)\n",
+       "    Conventions:            CF-1.7 CMIP-6.2\n",
+       "    activity_id:            ScenarioMIP AerChemMIP\n",
+       "    branch_method:          standard\n",
+       "    branch_time_in_child:   60265.0\n",
+       "    branch_time_in_parent:  60265.0\n",
+       "    contact:                cmip6-mpi-esm@dkrz.de\n",
+       "    ...                     ...\n",
+       "    title:                  MPI-ESM1-2-HR output prepared for CMIP6\n",
+       "    variable_id:            tas\n",
+       "    variant_label:          r1i1p1f1\n",
+       "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
+       "    cmor_version:           3.4.0\n",
+       "    tracking_id:            hdl:21.14100/d6f0f6b2-b4c2-460b-bc5e-f1c72f932399"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ds2=xr.open_zarr(\n",
+    "    zarr_url,\n",
+    "    consolidated=True,\n",
+    "    storage_options=storage_options,\n",
+    "    chunks={}\n",
+    ")\n",
+    "ds2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46eaa475-6694-4110-a8a2-557658e658d2",
+   "metadata": {},
+   "source": [
+    "### Towards virtually, highly aggregated datasets that include multiple variables of the same kind\n",
+    "\n",
+    "Based on experience, large aggregations are beneficial for data analysis as users can skip finding and merging data sources. E.g. to train an AI model, it helps to simplify the random access within a complete experiment. With cloudify, we can realize a virtual, highly aggregated, dataset that covers the full time series of all variables that share dimensions.\n",
+    "\n",
+    "In our example, we can try to concat and merge *all* monthly atmospheric variables more variables. For that, we use a wildcard for variables in the DRS path."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "806f61be-1f47-4aa5-a029-b2d28e9bac55",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "k204210    52510 4121939  0 10:12 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c6562e74-6d50-4cf3-92d0-27e4f4cae6f8.json\n",
+      "k204210    56270 4121939  0 10:18 ?        00:00:07 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-e22a5303-3b28-41cb-b092-ed92a8ff6221.json\n",
+      "k204210    67839 4121939  0 10:42 ?        00:00:12 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-33489dce-534b-42ed-bbe7-6d125e3f6167.json\n",
+      "k204210   178115  177492  0 11:23 ?        00:00:00 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.resource_tracker import main;main(27)\n",
+      "k204210   178117  177492 19 11:23 ?        00:00:03 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=28, pipe_handle=38) --multiprocessing-fork\n",
+      "k204210   178119  177492 19 11:23 ?        00:00:03 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=28, pipe_handle=44) --multiprocessing-fork\n",
+      "k204210   178190   67839  0 11:23 pts/2    00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
+      "k204210   178192  178190  0 11:23 pts/2    00:00:00 grep cloudify\n",
+      "k204210  4125444 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f2ebf347-166b-4e0f-89ee-e7e663b08a4c.json\n",
+      "k204210  4125453 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-16ae079b-b9fb-4460-bc7c-808797637e88.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ps -ef | grep cloudify"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "a34f6b2f-70f5-4c6d-8c27-4f5bb66fe446",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "!kill 142303"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "47ce9108-5ec3-48f4-88aa-a5991b8dbe18",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "#to get back storage chunks:\n",
+    "del os.environ[\"XPUBLISH_LON_CHUNK_SIZE\"]\n",
+    "del os.environ[\"XPUBLISH_LAT_CHUNK_SIZE\"]\n",
+    "del os.environ[\"L_LOSSY\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "892786b9-ca5b-40aa-8937-40be7e5c56a8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%bash --bg\n",
+    "source activate /work/bm0021/conda-envs/cloudify\n",
+    "python xpublish_example.py \\\n",
+    "    example \\\n",
+    "    /work/ik1017/CMIP6/data/CMIP6/ScenarioMIP/DKRZ/MPI-ESM1-2-HR/ssp370/r1i1p1f1/Amon/*/gn/v20190710/*.nc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "8979a320-71d3-4c80-a7d8-f130b9de2e71",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ds=xr.open_zarr(\n",
+    "    zarr_url,\n",
+    "    consolidated=True,\n",
+    "    storage_options=storage_options\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "a624fa43-e9e9-4c56-b697-7c8820592482",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "body.vscode-dark {\n",
+       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
+       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+       "  --xr-border-color: #1F1F1F;\n",
+       "  --xr-disabled-color: #515151;\n",
+       "  --xr-background-color: #111111;\n",
+       "  --xr-background-color-row-even: #111111;\n",
+       "  --xr-background-color-row-odd: #313131;\n",
+       "}\n",
+       "\n",
+       ".xr-wrap {\n",
+       "  display: block !important;\n",
+       "  min-width: 300px;\n",
+       "  max-width: 700px;\n",
+       "}\n",
+       "\n",
+       ".xr-text-repr-fallback {\n",
+       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
+       "  padding-top: 6px;\n",
+       "  padding-bottom: 6px;\n",
+       "  margin-bottom: 4px;\n",
+       "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-header > div,\n",
+       ".xr-header > ul {\n",
+       "  display: inline;\n",
+       "  margin-top: 0;\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type,\n",
+       ".xr-array-name {\n",
+       "  margin-left: 2px;\n",
+       "  margin-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-obj-type {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-sections {\n",
+       "  padding-left: 0 !important;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input + label {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label {\n",
+       "  cursor: pointer;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-item input:enabled + label:hover {\n",
+       "  color: var(--xr-font-color0);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary {\n",
+       "  grid-column: 1;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  font-weight: 500;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.5em;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label {\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in + label:before {\n",
+       "  display: inline-block;\n",
+       "  content: 'â–º';\n",
+       "  font-size: 11px;\n",
+       "  width: 15px;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:disabled + label:before {\n",
+       "  color: var(--xr-disabled-color);\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label:before {\n",
+       "  content: 'â–¼';\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary,\n",
+       ".xr-section-inline-details {\n",
+       "  padding-top: 4px;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-inline-details {\n",
+       "  grid-column: 2 / -1;\n",
+       "}\n",
+       "\n",
+       ".xr-section-details {\n",
+       "  display: none;\n",
+       "  grid-column: 1 / -1;\n",
+       "  margin-bottom: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap {\n",
+       "  grid-column: 1 / -1;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 20px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-array-wrap > label {\n",
+       "  grid-column: 1;\n",
+       "  vertical-align: top;\n",
+       "}\n",
+       "\n",
+       ".xr-preview {\n",
+       "  color: var(--xr-font-color3);\n",
+       "}\n",
+       "\n",
+       ".xr-array-preview,\n",
+       ".xr-array-data {\n",
+       "  padding: 0 5px !important;\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-array-data,\n",
+       ".xr-array-in:checked ~ .xr-array-preview {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-array-in:checked ~ .xr-array-data,\n",
+       ".xr-array-preview {\n",
+       "  display: inline-block;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list {\n",
+       "  display: inline-block !important;\n",
+       "  list-style: none;\n",
+       "  padding: 0 !important;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li {\n",
+       "  display: inline-block;\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:before {\n",
+       "  content: '(';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list:after {\n",
+       "  content: ')';\n",
+       "}\n",
+       "\n",
+       ".xr-dim-list li:not(:last-child):after {\n",
+       "  content: ',';\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-has-index {\n",
+       "  font-weight: bold;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list,\n",
+       ".xr-var-item {\n",
+       "  display: contents;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > div,\n",
+       ".xr-var-item label,\n",
+       ".xr-var-item > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-even);\n",
+       "  margin-bottom: 0;\n",
+       "}\n",
+       "\n",
+       ".xr-var-item > .xr-var-name:hover span {\n",
+       "  padding-right: 5px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-list > li:nth-child(odd) > div,\n",
+       ".xr-var-list > li:nth-child(odd) > label,\n",
+       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+       "  background-color: var(--xr-background-color-row-odd);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name {\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dims {\n",
+       "  grid-column: 2;\n",
+       "}\n",
+       "\n",
+       ".xr-var-dtype {\n",
+       "  grid-column: 3;\n",
+       "  text-align: right;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-preview {\n",
+       "  grid-column: 4;\n",
+       "}\n",
+       "\n",
+       ".xr-index-preview {\n",
+       "  grid-column: 2 / 5;\n",
+       "  color: var(--xr-font-color2);\n",
+       "}\n",
+       "\n",
+       ".xr-var-name,\n",
+       ".xr-var-dims,\n",
+       ".xr-var-dtype,\n",
+       ".xr-preview,\n",
+       ".xr-attrs dt {\n",
+       "  white-space: nowrap;\n",
+       "  overflow: hidden;\n",
+       "  text-overflow: ellipsis;\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 144GB\n",
+       "Dimensions:    (time: 1032, lev: 95, bnds: 2, lat: 192, lon: 384, plev: 19)\n",
+       "Coordinates:\n",
+       "    height     float64 8B ...\n",
+       "  * lat        (lat) float64 2kB -89.28 -88.36 -87.42 ... 87.42 88.36 89.28\n",
+       "  * lev        (lev) float64 760B 0.9961 0.9826 0.959 ... 2.31e-05 9.816e-06\n",
+       "  * lon        (lon) float64 3kB 0.0 0.9375 1.875 2.812 ... 357.2 358.1 359.1\n",
+       "  * plev       (plev) float64 152B 1e+05 9.25e+04 8.5e+04 ... 1e+03 500.0 100.0\n",
+       "  * time       (time) datetime64[ns] 8kB 2015-01-16T12:00:00 ... 2100-12-16T1...\n",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables: (12/55)\n",
+       "    ap         (time, lev) float64 784kB dask.array&lt;chunksize=(60, 95), meta=np.ndarray&gt;\n",
+       "    ap_bnds    (time, lev, bnds) float64 2MB dask.array&lt;chunksize=(60, 95, 2), meta=np.ndarray&gt;\n",
+       "    b          (time, lev) float64 784kB dask.array&lt;chunksize=(60, 95), meta=np.ndarray&gt;\n",
+       "    b_bnds     (time, lev, bnds) float64 2MB dask.array&lt;chunksize=(60, 95, 2), meta=np.ndarray&gt;\n",
+       "    cct        (time, lat, lon) float32 304MB dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;\n",
+       "    cl         (time, lev, lat, lon) float32 29GB dask.array&lt;chunksize=(1, 48, 96, 192), meta=np.ndarray&gt;\n",
+       "    ...         ...\n",
+       "    ua         (time, plev, lat, lon) float32 6GB dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;\n",
+       "    uas        (time, lat, lon) float32 304MB dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;\n",
+       "    va         (time, plev, lat, lon) float32 6GB dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;\n",
+       "    vas        (time, lat, lon) float32 304MB dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;\n",
+       "    wap        (time, plev, lat, lon) float32 6GB dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;\n",
+       "    zg         (time, plev, lat, lon) float32 6GB dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;\n",
+       "Attributes: (12/47)\n",
+       "    Conventions:            CF-1.7 CMIP-6.2\n",
+       "    activity_id:            ScenarioMIP AerChemMIP\n",
+       "    branch_method:          standard\n",
+       "    branch_time_in_child:   60265.0\n",
+       "    branch_time_in_parent:  60265.0\n",
+       "    contact:                cmip6-mpi-esm@dkrz.de\n",
+       "    ...                     ...\n",
+       "    title:                  MPI-ESM1-2-HR output prepared for CMIP6\n",
+       "    variable_id:            cl\n",
+       "    variant_label:          r1i1p1f1\n",
+       "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
+       "    cmor_version:           3.4.0\n",
+       "    tracking_id:            hdl:21.14100/e496e673-c31f-4e03-a4fe-7f09115fed79</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-32e4b97a-9d1a-4991-ab5b-787b18f50201' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-32e4b97a-9d1a-4991-ab5b-787b18f50201' 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>: 1032</li><li><span class='xr-has-index'>lev</span>: 95</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 192</li><li><span class='xr-has-index'>lon</span>: 384</li><li><span class='xr-has-index'>plev</span>: 19</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2accbae7-6971-4fbf-a641-bff1022cd21e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2accbae7-6971-4fbf-a641-bff1022cd21e' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2e1c0519-c768-4c73-b12d-9df04f3c06b2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e1c0519-c768-4c73-b12d-9df04f3c06b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a807c550-ce4d-4d74-acbf-817b13329905' class='xr-var-data-in' type='checkbox'><label for='data-a807c550-ce4d-4d74-acbf-817b13329905' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-1053b4b3-079b-4eb4-b378-4bd54cb7096f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1053b4b3-079b-4eb4-b378-4bd54cb7096f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-947f95d8-defb-4305-b872-3196d393cd87' class='xr-var-data-in' type='checkbox'><label for='data-947f95d8-defb-4305-b872-3196d393cd87' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
+       "       -83.686567, -82.751728, -81.816839, -80.881913, -79.946962, -79.011992,\n",
+       "       -78.077007, -77.142011, -76.207005, -75.271992, -74.336973, -73.401949,\n",
+       "       -72.466921, -71.531889, -70.596854, -69.661816, -68.726776, -67.791734,\n",
+       "       -66.856691, -65.921645, -64.986599, -64.051551, -63.116502, -62.181452,\n",
+       "       -61.246401, -60.311349, -59.376297, -58.441244, -57.50619 , -56.571136,\n",
+       "       -55.636081, -54.701026, -53.76597 , -52.830914, -51.895857, -50.960801,\n",
+       "       -50.025743, -49.090686, -48.155628, -47.22057 , -46.285512, -45.350454,\n",
+       "       -44.415395, -43.480336, -42.545277, -41.610218, -40.675159, -39.740099,\n",
+       "       -38.805039, -37.86998 , -36.93492 , -35.99986 , -35.064799, -34.129739,\n",
+       "       -33.194679, -32.259618, -31.324558, -30.389497, -29.454436, -28.519375,\n",
+       "       -27.584315, -26.649254, -25.714193, -24.779132, -23.84407 , -22.909009,\n",
+       "       -21.973948, -21.038887, -20.103825, -19.168764, -18.233703, -17.298641,\n",
+       "       -16.36358 , -15.428518, -14.493457, -13.558395, -12.623333, -11.688272,\n",
+       "       -10.75321 ,  -9.818148,  -8.883087,  -7.948025,  -7.012963,  -6.077901,\n",
+       "        -5.14284 ,  -4.207778,  -3.272716,  -2.337654,  -1.402593,  -0.467531,\n",
+       "         0.467531,   1.402593,   2.337654,   3.272716,   4.207778,   5.14284 ,\n",
+       "         6.077901,   7.012963,   7.948025,   8.883087,   9.818148,  10.75321 ,\n",
+       "        11.688272,  12.623333,  13.558395,  14.493457,  15.428518,  16.36358 ,\n",
+       "        17.298641,  18.233703,  19.168764,  20.103825,  21.038887,  21.973948,\n",
+       "        22.909009,  23.84407 ,  24.779132,  25.714193,  26.649254,  27.584315,\n",
+       "        28.519375,  29.454436,  30.389497,  31.324558,  32.259618,  33.194679,\n",
+       "        34.129739,  35.064799,  35.99986 ,  36.93492 ,  37.86998 ,  38.805039,\n",
+       "        39.740099,  40.675159,  41.610218,  42.545277,  43.480336,  44.415395,\n",
+       "        45.350454,  46.285512,  47.22057 ,  48.155628,  49.090686,  50.025743,\n",
+       "        50.960801,  51.895857,  52.830914,  53.76597 ,  54.701026,  55.636081,\n",
+       "        56.571136,  57.50619 ,  58.441244,  59.376297,  60.311349,  61.246401,\n",
+       "        62.181452,  63.116502,  64.051551,  64.986599,  65.921645,  66.856691,\n",
+       "        67.791734,  68.726776,  69.661816,  70.596854,  71.531889,  72.466921,\n",
+       "        73.401949,  74.336973,  75.271992,  76.207005,  77.142011,  78.077007,\n",
+       "        79.011992,  79.946962,  80.881913,  81.816839,  82.751728,  83.686567,\n",
+       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9961 0.9826 ... 9.816e-06</div><input id='attrs-40d49754-cf63-410f-97ae-350e75cd7509' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-40d49754-cf63-410f-97ae-350e75cd7509' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ff5cb11-d73e-454b-a0ee-4cc12a7edf22' class='xr-var-data-in' type='checkbox'><label for='data-9ff5cb11-d73e-454b-a0ee-4cc12a7edf22' title='Show/Hide data 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>bounds :</span></dt><dd>lev_bnds</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>hybrid sigma pressure coordinate</dd><dt><span>standard_name :</span></dt><dd>atmosphere_hybrid_sigma_pressure_coordinate</dd><dt><span>formula :</span></dt><dd>p = ap + b*ps</dd><dt><span>formula_terms :</span></dt><dd>ap: ap b: b ps: ps</dd></dl></div><div class='xr-var-data'><pre>array([9.961500e-01, 9.826500e-01, 9.589556e-01, 9.276460e-01, 8.908394e-01,\n",
+       "       8.501503e-01, 8.068475e-01, 7.620137e-01, 7.164562e-01, 6.707188e-01,\n",
+       "       6.252446e-01, 5.803910e-01, 5.366074e-01, 4.942692e-01, 4.537201e-01,\n",
+       "       4.154341e-01, 3.797069e-01, 3.466272e-01, 3.161519e-01, 2.881811e-01,\n",
+       "       2.625506e-01, 2.391084e-01, 2.177225e-01, 1.982337e-01, 1.804680e-01,\n",
+       "       1.642867e-01, 1.495502e-01, 1.361203e-01, 1.238958e-01, 1.127819e-01,\n",
+       "       1.026525e-01, 9.340927e-02, 8.499143e-02, 7.732509e-02, 7.033860e-02,\n",
+       "       6.396105e-02, 5.814545e-02, 5.284837e-02, 4.802120e-02, 4.362085e-02,\n",
+       "       3.960960e-02, 3.595304e-02, 3.261980e-02, 2.958129e-02, 2.681146e-02,\n",
+       "       2.428654e-02, 2.198489e-02, 1.988675e-02, 1.797414e-02, 1.623065e-02,\n",
+       "       1.464207e-02, 1.319605e-02, 1.188111e-02, 1.068652e-02, 9.602347e-03,\n",
+       "       8.619337e-03, 7.728926e-03, 6.923179e-03, 6.194759e-03, 5.536888e-03,\n",
+       "       4.943310e-03, 4.408264e-03, 3.926449e-03, 3.492988e-03, 3.103407e-03,\n",
+       "       2.753606e-03, 2.439827e-03, 2.158631e-03, 1.906879e-03, 1.681707e-03,\n",
+       "       1.480501e-03, 1.300885e-03, 1.140697e-03, 9.979719e-04, 8.709289e-04,\n",
+       "       7.579535e-04, 6.575843e-04, 5.685002e-04, 4.895081e-04, 4.195318e-04,\n",
+       "       3.577273e-04, 3.034278e-04, 2.559719e-04, 2.147130e-04, 1.790279e-04,\n",
+       "       1.483228e-04, 1.220382e-04, 9.965253e-05, 8.068427e-05, 6.469293e-05,\n",
+       "       5.127906e-05, 4.008352e-05, 3.078596e-05, 2.310285e-05, 9.815852e-06])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-ce1b376e-93e7-4786-a999-73b791cf4a7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce1b376e-93e7-4786-a999-73b791cf4a7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-498da8f4-00d0-4cc1-99e0-e657acc1bde6' class='xr-var-data-in' type='checkbox'><label for='data-498da8f4-00d0-4cc1-99e0-e657acc1bde6' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 500.0 100.0</div><input id='attrs-d03dc8d5-09ef-457d-926d-93a39864153e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d03dc8d5-09ef-457d-926d-93a39864153e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af1092c0-6229-44c1-9ba2-b56115d77291' class='xr-var-data-in' type='checkbox'><label for='data-af1092c0-6229-44c1-9ba2-b56115d77291' title='Show/Hide data 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>units :</span></dt><dd>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><div class='xr-var-data'><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,\n",
+       "        25000.,  20000.,  15000.,  10000.,   7000.,   5000.,   3000.,   2000.,\n",
+       "         1000.,    500.,    100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00 ... 2100-12-...</div><input id='attrs-54c2dd44-a7a6-4b2d-ae1c-227035a0c7f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54c2dd44-a7a6-4b2d-ae1c-227035a0c7f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f712fa6d-1a94-4bc4-8946-1f51c071f2ca' class='xr-var-data-in' type='checkbox'><label for='data-f712fa6d-1a94-4bc4-8946-1f51c071f2ca' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-01-16T12:00:00.000000000&#x27;, &#x27;2015-02-15T00:00:00.000000000&#x27;,\n",
+       "       &#x27;2015-03-16T12:00:00.000000000&#x27;, ..., &#x27;2100-10-16T12:00:00.000000000&#x27;,\n",
+       "       &#x27;2100-11-16T00:00:00.000000000&#x27;, &#x27;2100-12-16T12:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a0cb9e81-b790-4c22-a72e-3083a813483c' class='xr-section-summary-in' type='checkbox'  ><label for='section-a0cb9e81-b790-4c22-a72e-3083a813483c' class='xr-section-summary' >Data variables: <span>(55)</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>ap</span></div><div class='xr-var-dims'>(time, lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 95), meta=np.ndarray&gt;</div><input id='attrs-3924dd00-6ef6-4f15-bfe0-fdc625e54223' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3924dd00-6ef6-4f15-bfe0-fdc625e54223' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d7aee82-84bd-46c4-a0c5-74acbfc04295' class='xr-var-data-in' type='checkbox'><label for='data-1d7aee82-84bd-46c4-a0c5-74acbfc04295' title='Show/Hide data 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>vertical coordinate formula term: ap(k)</dd><dt><span>units :</span></dt><dd>Pa</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> 765.94 kiB </td>\n",
+       "                        <td> 44.53 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 95) </td>\n",
+       "                        <td> (60, 95) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 18 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"88\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"38\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"0\" y1=\"6\" x2=\"38\" y2=\"6\" />\n",
+       "  <line x1=\"0\" y1=\"13\" x2=\"38\" y2=\"13\" />\n",
+       "  <line x1=\"0\" y1=\"20\" x2=\"38\" y2=\"20\" />\n",
+       "  <line x1=\"0\" y1=\"27\" x2=\"38\" y2=\"27\" />\n",
+       "  <line x1=\"0\" y1=\"34\" x2=\"38\" y2=\"34\" />\n",
+       "  <line x1=\"0\" y1=\"41\" x2=\"38\" y2=\"41\" />\n",
+       "  <line x1=\"0\" y1=\"48\" x2=\"38\" y2=\"48\" />\n",
+       "  <line x1=\"0\" y1=\"55\" x2=\"38\" y2=\"55\" />\n",
+       "  <line x1=\"0\" y1=\"62\" x2=\"38\" y2=\"62\" />\n",
+       "  <line x1=\"0\" y1=\"69\" x2=\"38\" y2=\"69\" />\n",
+       "  <line x1=\"0\" y1=\"76\" x2=\"38\" y2=\"76\" />\n",
+       "  <line x1=\"0\" y1=\"83\" x2=\"38\" y2=\"83\" />\n",
+       "  <line x1=\"0\" y1=\"90\" x2=\"38\" y2=\"90\" />\n",
+       "  <line x1=\"0\" y1=\"97\" x2=\"38\" y2=\"97\" />\n",
+       "  <line x1=\"0\" y1=\"104\" x2=\"38\" y2=\"104\" />\n",
+       "  <line x1=\"0\" y1=\"111\" x2=\"38\" y2=\"111\" />\n",
+       "  <line x1=\"0\" y1=\"118\" x2=\"38\" y2=\"118\" />\n",
+       "  <line x1=\"0\" y1=\"120\" x2=\"38\" y2=\"120\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"38\" y1=\"0\" x2=\"38\" y2=\"120\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"0.0,0.0 38.13311816795048,0.0 38.13311816795048,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"19.066559\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >95</text>\n",
+       "  <text x=\"58.133118\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,58.133118,60.000000)\">1032</text>\n",
+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ap_bnds</span></div><div class='xr-var-dims'>(time, lev, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 95, 2), meta=np.ndarray&gt;</div><input id='attrs-921ea4bd-f453-4b93-8d76-829abca660b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-921ea4bd-f453-4b93-8d76-829abca660b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ec264e5-efe3-4559-94ec-5ac222bf6e84' class='xr-var-data-in' type='checkbox'><label for='data-9ec264e5-efe3-4559-94ec-5ac222bf6e84' title='Show/Hide data 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>vertical coordinate formula term: ap(k+1/2)</dd><dt><span>units :</span></dt><dd>Pa</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> 1.50 MiB </td>\n",
+       "                        <td> 89.06 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 95, 2) </td>\n",
+       "                        <td> (60, 95, 2) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 18 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"156\" height=\"158\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"80\" y2=\"70\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"10\" y1=\"38\" x2=\"80\" y2=\"108\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"38\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"42\" />\n",
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+       "  <line x1=\"80\" y1=\"70\" x2=\"80\" y2=\"108\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"10.0,0.0 80.58823529411765,70.58823529411765 80.58823529411765,108.72135346206812 10.0,38.13311816795048\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"10\" y1=\"0\" x2=\"35\" y2=\"0\" style=\"stroke-width:2\" />\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>b</span></div><div class='xr-var-dims'>(time, lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 95), meta=np.ndarray&gt;</div><input id='attrs-42a5ea10-d3fe-4aa5-b924-e6dbfbc2e930' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42a5ea10-d3fe-4aa5-b924-e6dbfbc2e930' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38c9dc1d-a534-48c1-93eb-10ab91c9861c' class='xr-var-data-in' type='checkbox'><label for='data-38c9dc1d-a534-48c1-93eb-10ab91c9861c' title='Show/Hide data 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>vertical coordinate formula term: b(k)</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> 765.94 kiB </td>\n",
+       "                        <td> 44.53 kiB </td>\n",
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+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 95) </td>\n",
+       "                        <td> (60, 95) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 18 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "        </td>\n",
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+       "        </td>\n",
+       "    </tr>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>b_bnds</span></div><div class='xr-var-dims'>(time, lev, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 95, 2), meta=np.ndarray&gt;</div><input id='attrs-0634db90-e337-4816-b215-70f9b6d55560' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0634db90-e337-4816-b215-70f9b6d55560' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63227b98-0404-447c-9189-6ce633da5f15' class='xr-var-data-in' type='checkbox'><label for='data-63227b98-0404-447c-9189-6ce633da5f15' title='Show/Hide data 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>vertical coordinate formula term: b(k+1/2)</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> 1.50 MiB </td>\n",
+       "                        <td> 89.06 kiB </td>\n",
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+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 95, 2) </td>\n",
+       "                        <td> (60, 95, 2) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 18 chunks in 2 graph layers </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
+       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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+       "        </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cct</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-90ee2b2a-ef96-492d-8bd3-03fd8086c497' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-90ee2b2a-ef96-492d-8bd3-03fd8086c497' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e36d65b8-64bb-4c20-967f-302f957113c3' class='xr-var-data-in' type='checkbox'><label for='data-e36d65b8-64bb-4c20-967f-302f957113c3' title='Show/Hide data 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>standard_name :</span></dt><dd>air_pressure_at_convective_cloud_top</dd><dt><span>long_name :</span></dt><dd>Air Pressure at Convective Cloud Top</dd><dt><span>comment :</span></dt><dd>Where convective cloud is present in the grid cell, the instantaneous cloud top altitude should be that of the top of the highest level containing convective cloud. Missing data should be reported in the absence of convective cloud. The time mean should be calculated from these quantities averaging over occasions when convective cloud is present only, and should contain missing data for occasions when no convective cloud is present during the meaning period.</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</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> 290.25 MiB </td>\n",
+       "                        <td> 288.00 kiB </td>\n",
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+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
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+       "                        <td> (1, 192, 384) </td>\n",
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+       "                    <tr>\n",
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+       "                        <th> Data type </th>\n",
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+       "                    <tr>\n",
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+       "                    </tr>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>clwvi</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-806de946-62f9-4b23-b26b-fa19bcdc2f2e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-806de946-62f9-4b23-b26b-fa19bcdc2f2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c36f5be4-85ef-42dd-b1b5-11007221e478' class='xr-var-data-in' type='checkbox'><label for='data-c36f5be4-85ef-42dd-b1b5-11007221e478' title='Show/Hide data 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>standard_name :</span></dt><dd>atmosphere_mass_content_of_cloud_condensed_water</dd><dt><span>long_name :</span></dt><dd>Condensed Water Path</dd><dt><span>comment :</span></dt><dd>Mass of condensed (liquid + ice) water in the column divided by the area of the column (not just the area of the cloudy portion of the column). Includes precipitating hydrometeors ONLY if the precipitating hydrometeors affect the calculation of radiative transfer in model.</dd><dt><span>units :</span></dt><dd>kg m-2</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>co2mass</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60,), meta=np.ndarray&gt;</div><input id='attrs-f60d71c7-ce58-4595-9a74-8ee3183b8861' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f60d71c7-ce58-4595-9a74-8ee3183b8861' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd884ee5-7b65-43dd-8715-e205affb8a78' class='xr-var-data-in' type='checkbox'><label for='data-cd884ee5-7b65-43dd-8715-e205affb8a78' title='Show/Hide data 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>standard_name :</span></dt><dd>atmosphere_mass_of_carbon_dioxide</dd><dt><span>long_name :</span></dt><dd>Total Atmospheric Mass of CO2</dd><dt><span>comment :</span></dt><dd>Total atmospheric mass of Carbon Dioxide</dd><dt><span>units :</span></dt><dd>kg</dd><dt><span>original_name :</span></dt><dd>co2mass_diag</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20).</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
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+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 4.03 kiB </td>\n",
+       "                        <td> 240 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
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+       "                        <td> (60,) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 18 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",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hfls</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-ad1073a4-3e76-4b5b-808e-4c19206055b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ad1073a4-3e76-4b5b-808e-4c19206055b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23db5fcd-f79a-4efe-b813-e6e68d9c60a1' class='xr-var-data-in' type='checkbox'><label for='data-23db5fcd-f79a-4efe-b813-e6e68d9c60a1' title='Show/Hide data 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>standard_name :</span></dt><dd>surface_upward_latent_heat_flux</dd><dt><span>long_name :</span></dt><dd>Surface Upward Latent Heat Flux</dd><dt><span>comment :</span></dt><dd>The surface called &#x27;surface&#x27; means the lower boundary of the atmosphere. &#x27;Upward&#x27; indicates a vector component which is positive when directed upward (negative downward). The surface latent heat flux is the exchange of heat between the surface and the air on account of evaporation (including sublimation). In accordance with common usage in geophysical disciplines, &#x27;flux&#x27; implies per unit area, called &#x27;flux density&#x27; in physics.</dd><dt><span>units :</span></dt><dd>W m-2</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Changed sign. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hur</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-d1696a5f-d56e-412c-8748-2164ce8144a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d1696a5f-d56e-412c-8748-2164ce8144a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d98d078-9c12-481a-807c-03c4bca314a8' class='xr-var-data-in' type='checkbox'><label for='data-3d98d078-9c12-481a-807c-03c4bca314a8' title='Show/Hide data 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>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>long_name :</span></dt><dd>Relative Humidity</dd><dt><span>comment :</span></dt><dd>The relative humidity with respect to liquid water for T&gt; 0 C, and with respect to ice for T&lt;0 C.</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>original_units :</span></dt><dd>1</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Converted units from &#x27;1&#x27; to &#x27;%&#x27;. 2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hus</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-bf74c201-28dc-445a-a1f6-990bde8b4b43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf74c201-28dc-445a-a1f6-990bde8b4b43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5665f35-4381-40fc-83a8-444569b64547' class='xr-var-data-in' type='checkbox'><label for='data-e5665f35-4381-40fc-83a8-444569b64547' title='Show/Hide data 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>standard_name :</span></dt><dd>specific_humidity</dd><dt><span>long_name :</span></dt><dd>Specific Humidity</dd><dt><span>comment :</span></dt><dd>Specific humidity is the mass fraction of water vapor in (moist) air.</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
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+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 5.39 GiB </td>\n",
+       "                        <td> 720.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
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+       "                    </tr>\n",
+       "                    <tr>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>huss</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-124179d7-6034-4d59-8af4-09974754f1d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-124179d7-6034-4d59-8af4-09974754f1d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e40ed98d-a66f-4591-ba64-75adfc52e783' class='xr-var-data-in' type='checkbox'><label for='data-e40ed98d-a66f-4591-ba64-75adfc52e783' title='Show/Hide data 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>standard_name :</span></dt><dd>specific_humidity</dd><dt><span>long_name :</span></dt><dd>Near-Surface Specific Humidity</dd><dt><span>comment :</span></dt><dd>Near-surface (usually, 2 meter) specific humidity.</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:52Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:52Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:52Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</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> 290.25 MiB </td>\n",
+       "                        <td> 288.00 kiB </td>\n",
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+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 3.02 MiB </td>\n",
+       "                        <td> 180.00 kiB </td>\n",
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+       "                        <th> Shape </th>\n",
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+       "                        <td> (60, 192, 2) </td>\n",
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+       "                    <tr>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lev_bnds</span></div><div class='xr-var-dims'>(time, lev, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(60, 95, 2), meta=np.ndarray&gt;</div><input id='attrs-e889a926-2d90-4765-9cb2-2b78318e2caa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e889a926-2d90-4765-9cb2-2b78318e2caa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b75f5af9-3cf3-42d4-b8cf-ab597739073a' class='xr-var-data-in' type='checkbox'><label for='data-b75f5af9-3cf3-42d4-b8cf-ab597739073a' title='Show/Hide data 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 :</span></dt><dd>p = ap + b*ps</dd><dt><span>standard_name :</span></dt><dd>atmosphere_hybrid_sigma_pressure_coordinate</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>formula_terms :</span></dt><dd>ap: ap_bnds b: b_bnds ps: ps</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "        <td>\n",
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+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 1.50 MiB </td>\n",
+       "                        <td> 89.06 kiB </td>\n",
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+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 18 chunks in 2 graph layers </td>\n",
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+       "                        <th> Data type </th>\n",
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+       "                        <td> </td>\n",
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+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 6.05 MiB </td>\n",
+       "                        <td> 360.00 kiB </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>o3</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-8ab0f7a1-4a55-4c6e-a8ac-6bb459814c14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ab0f7a1-4a55-4c6e-a8ac-6bb459814c14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57d6e04d-0e98-49c0-bd66-5bb932c91fb9' class='xr-var-data-in' type='checkbox'><label for='data-57d6e04d-0e98-49c0-bd66-5bb932c91fb9' title='Show/Hide data 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>standard_name :</span></dt><dd>mole_fraction_of_ozone_in_air</dd><dt><span>long_name :</span></dt><dd>Mole Fraction of O3</dd><dt><span>comment :</span></dt><dd>Mole fraction is used in the construction mole_fraction_of_X_in_Y, where X is a material constituent of Y.</dd><dt><span>units :</span></dt><dd>mol mol-1</dd><dt><span>original_name :</span></dt><dd>o3</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:50Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 5.39 GiB </td>\n",
+       "                        <td> 720.00 kiB </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-3d44aeb7-6e36-4748-9a04-6306316a192e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d44aeb7-6e36-4748-9a04-6306316a192e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a6f2fe7-2a73-4bdf-96ad-8cd759eaa8eb' class='xr-var-data-in' type='checkbox'><label for='data-8a6f2fe7-2a73-4bdf-96ad-8cd759eaa8eb' title='Show/Hide data 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>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>comment :</span></dt><dd>includes both liquid and solid phases</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd><dt><span>original_name :</span></dt><dd>pr</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:50Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 290.25 MiB </td>\n",
+       "                        <td> 288.00 kiB </td>\n",
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+       "                        <td> 290.25 MiB </td>\n",
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+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
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+       "                        <th> Bytes </th>\n",
+       "                        <td> 290.25 MiB </td>\n",
+       "                        <td> 288.00 kiB </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsutcs</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-2dcaccf2-c9f5-43a9-9a9a-882422cc4e6e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2dcaccf2-c9f5-43a9-9a9a-882422cc4e6e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaa0d895-21bf-49a0-a157-8ed15bf6b819' class='xr-var-data-in' type='checkbox'><label for='data-aaa0d895-21bf-49a0-a157-8ed15bf6b819' title='Show/Hide data 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>standard_name :</span></dt><dd>toa_outgoing_shortwave_flux_assuming_clear_sky</dd><dt><span>long_name :</span></dt><dd>TOA Outgoing Clear-Sky Shortwave Radiation</dd><dt><span>comment :</span></dt><dd>Calculated in the absence of clouds.</dd><dt><span>units :</span></dt><dd>W m-2</dd><dt><span>original_name :</span></dt><dd>rsutcs</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:50Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\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>sfcWind</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-6cfa15c3-41cb-4eb0-8ee9-418c297dd5c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cfa15c3-41cb-4eb0-8ee9-418c297dd5c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-796a5c73-f36d-4c03-bafd-2b5e2bd03c9a' class='xr-var-data-in' type='checkbox'><label for='data-796a5c73-f36d-4c03-bafd-2b5e2bd03c9a' title='Show/Hide data 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>standard_name :</span></dt><dd>wind_speed</dd><dt><span>long_name :</span></dt><dd>Near-Surface Wind Speed</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 10 meters) wind speed.</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
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+       "    <tr>\n",
+       "        <td>\n",
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+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 5.39 GiB </td>\n",
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+       "                    </tr>\n",
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+       "                        <th> Shape </th>\n",
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+       "                    </tr>\n",
+       "                    <tr>\n",
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+       "                    <tr>\n",
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+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 290.25 MiB </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tauv</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-0dc47459-660f-4703-a454-634d3f185f0a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dc47459-660f-4703-a454-634d3f185f0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be734aa4-5428-44f6-b704-7d16f3314cc5' class='xr-var-data-in' type='checkbox'><label for='data-be734aa4-5428-44f6-b704-7d16f3314cc5' title='Show/Hide data 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>standard_name :</span></dt><dd>surface_downward_northward_stress</dd><dt><span>long_name :</span></dt><dd>Surface Downward Northward Wind Stress</dd><dt><span>comment :</span></dt><dd>Downward northward wind stress at the surface</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                        <td> 290.25 MiB </td>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ts</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-d45cf452-4eec-4ce8-b63e-45a3ddbcb5a1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d45cf452-4eec-4ce8-b63e-45a3ddbcb5a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87b1c1ac-d864-4c90-a271-c1ff4c8a481b' class='xr-var-data-in' type='checkbox'><label for='data-87b1c1ac-d864-4c90-a271-c1ff4c8a481b' title='Show/Hide data 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>standard_name :</span></dt><dd>surface_temperature</dd><dt><span>long_name :</span></dt><dd>Surface Temperature</dd><dt><span>comment :</span></dt><dd>Temperature of the lower boundary of the atmosphere</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:52Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table style=\"border-collapse: collapse;\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
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+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 290.25 MiB </td>\n",
+       "                        <td> 288.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
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+       "                        <td> (1, 192, 384) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
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+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Data type </th>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ua</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-49d83544-e107-484c-8cec-bf0c47898d4e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-49d83544-e107-484c-8cec-bf0c47898d4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e21a62c-4ac2-44ce-8340-36d8c403e84f' class='xr-var-data-in' type='checkbox'><label for='data-2e21a62c-4ac2-44ce-8340-36d8c403e84f' title='Show/Hide data 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>standard_name :</span></dt><dd>eastward_wind</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>comment :</span></dt><dd>Zonal wind (positive in a eastward direction).</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:50Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                    <tr>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-781cce3b-2185-42f2-b32d-a57f4ae0ee4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-781cce3b-2185-42f2-b32d-a57f4ae0ee4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-543bb513-fc25-452c-b665-7f55cbff392a' class='xr-var-data-in' type='checkbox'><label for='data-543bb513-fc25-452c-b665-7f55cbff392a' title='Show/Hide data 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>standard_name :</span></dt><dd>eastward_wind</dd><dt><span>long_name :</span></dt><dd>Eastward Near-Surface Wind</dd><dt><span>comment :</span></dt><dd>Eastward component of the near-surface (usually, 10 meters)  wind</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:52Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</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> 290.25 MiB </td>\n",
+       "                        <td> 288.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 192, 384) </td>\n",
+       "                        <td> (1, 192, 384) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
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+       "                    </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>va</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-250c70c6-1b3d-4adf-9cfa-f280b5d58d96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-250c70c6-1b3d-4adf-9cfa-f280b5d58d96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3558c818-4206-48f2-985a-7d0af47c35b8' class='xr-var-data-in' type='checkbox'><label for='data-3558c818-4206-48f2-985a-7d0af47c35b8' title='Show/Hide data 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>standard_name :</span></dt><dd>northward_wind</dd><dt><span>long_name :</span></dt><dd>Northward Wind</dd><dt><span>comment :</span></dt><dd>Meridional wind (positive in a northward direction).</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:50Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:50Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 5.39 GiB </td>\n",
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+       "                    <tr>\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>vas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 192, 384), meta=np.ndarray&gt;</div><input id='attrs-60b15cbd-9974-48c1-b6ed-fba0fbac497e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60b15cbd-9974-48c1-b6ed-fba0fbac497e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4de3ec47-7544-41fb-9c42-af69be26149e' class='xr-var-data-in' type='checkbox'><label for='data-4de3ec47-7544-41fb-9c42-af69be26149e' title='Show/Hide data 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>standard_name :</span></dt><dd>northward_wind</dd><dt><span>long_name :</span></dt><dd>Northward Near-Surface Wind</dd><dt><span>comment :</span></dt><dd>Northward component of the near surface wind</dd><dt><span>units :</span></dt><dd>m s-1</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 290.25 MiB </td>\n",
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+       "                    \n",
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+       "                        <th> Shape </th>\n",
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+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wap</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-1578fd3c-acec-4d8e-968e-b2893ca476f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1578fd3c-acec-4d8e-968e-b2893ca476f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f334c20-d7b0-4398-91be-c7be3c39465c' class='xr-var-data-in' type='checkbox'><label for='data-4f334c20-d7b0-4398-91be-c7be3c39465c' title='Show/Hide data 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>standard_name :</span></dt><dd>lagrangian_tendency_of_air_pressure</dd><dt><span>long_name :</span></dt><dd>Omega (=dp/dt)</dd><dt><span>comment :</span></dt><dd>Omega (vertical velocity in pressure coordinates, positive downwards)</dd><dt><span>units :</span></dt><dd>Pa s-1</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:51Z altered by CMOR: Inverted axis: lat.</dd></dl></div><div class='xr-var-data'><table>\n",
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+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>zg</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 10, 96, 192), meta=np.ndarray&gt;</div><input id='attrs-7fdfae2d-fd65-4fe8-b601-7a89c7177a1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fdfae2d-fd65-4fe8-b601-7a89c7177a1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d6c505c-db51-4ea9-9735-f3ae3228087f' class='xr-var-data-in' type='checkbox'><label for='data-9d6c505c-db51-4ea9-9735-f3ae3228087f' title='Show/Hide data 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>standard_name :</span></dt><dd>geopotential_height</dd><dt><span>long_name :</span></dt><dd>Geopotential Height</dd><dt><span>comment :</span></dt><dd>Geopotential is the sum of the specific gravitational potential energy relative to the geoid and the specific centripetal potential energy. Geopotential height is the geopotential divided by the standard acceleration due to gravity. It is numerically similar to the altitude (or geometric height) and not to the quantity with standard name height, which is relative to the surface.</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:50Z altered by CMOR: Reordered dimensions, original order: time lat lon plev. 2019-07-20T13:41:50Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:50Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:50Z altered by CMOR: Inverted axis: lat.</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> 5.39 GiB </td>\n",
+       "                        <td> 720.00 kiB </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1032, 19, 192, 384) </td>\n",
+       "                        <td> (1, 10, 96, 192) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Dask graph </th>\n",
+       "                        <td colspan=\"2\"> 8256 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",
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+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-a057b9de-05cc-441e-bc4f-a20865114a77' class='xr-section-summary-in' type='checkbox'  ><label for='section-a057b9de-05cc-441e-bc4f-a20865114a77' class='xr-section-summary' >Indexes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2402ee71-1a2a-4afd-805a-0e2c637893b2' class='xr-index-data-in' type='checkbox'/><label for='index-2402ee71-1a2a-4afd-805a-0e2c637893b2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
+       "       -86.49036676628116, -85.55596048489265,  -84.6213271076488,\n",
+       "       -83.68656681656385, -82.75172847343066, -81.81683872860319,\n",
+       "        -80.8819133467975,\n",
+       "       ...\n",
+       "         80.8819133467975,  81.81683872860319,  82.75172847343066,\n",
+       "        83.68656681656385,   84.6213271076488,  85.55596048489265,\n",
+       "        86.49036676628116,  87.42430374606988,  88.35700351866494,\n",
+       "        89.28422753251364],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-044a080a-6e8e-48f2-b5a2-a9c35373a1ab' class='xr-index-data-in' type='checkbox'/><label for='index-044a080a-6e8e-48f2-b5a2-a9c35373a1ab' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([    0.9961499869823456,     0.9826499819755554,     0.9589555908567136,\n",
+       "           0.9276459693502798,     0.8908393983675643,     0.8501502852051046,\n",
+       "           0.8068474689019394,     0.7620136942249918,     0.7164562136862798,\n",
+       "           0.6707187556893979,     0.6252446440590949,     0.5803910498630256,\n",
+       "           0.5366073683506467,     0.4942692315672581,     0.4537200746596845,\n",
+       "           0.4154341220199812,     0.3797068559311656,     0.3466272163038162,\n",
+       "          0.31615186284801977,     0.2881811466818235,     0.2625505749313972,\n",
+       "           0.2391083761673929,     0.2177224959069833,    0.19823367227649222,\n",
+       "          0.18046804676613204,     0.1642866912611011,     0.1495502438573978,\n",
+       "           0.1361203084601691,    0.12389576315665891,     0.1127819063778702,\n",
+       "          0.10265254219114787,    0.09340926514608601,    0.08499143437525487,\n",
+       "          0.07732509098198866,    0.07033859949420182,    0.06396105122748581,\n",
+       "          0.05814545167160128,   0.052848372347643724,    0.04802119957438934,\n",
+       "         0.043620851838144584,    0.03960959667221811,   0.035953036331112756,\n",
+       "          0.03261979576278374,    0.02958129009375771,   0.026811458381522945,\n",
+       "         0.024286543147051566,    0.02198488918316679,    0.01988675441031335,\n",
+       "          0.01797414241765359,   0.016230649461047374,   0.014642066833209968,\n",
+       "         0.013196053174346163,   0.011881106828660868,   0.010686522473707747,\n",
+       "         0.009602346544997533,   0.008619337479567604,   0.007728925959551567,\n",
+       "         0.006923178769969776,   0.006194759042298915,    0.00553688770278189,\n",
+       "         0.004943309739698989,    0.00440826408485998,   0.003926448676134962,\n",
+       "        0.0034929879294658276,  0.0031034074393196396,   0.002753606269661362,\n",
+       "         0.002439826760149696,   0.002158630883108384,  0.0019068793864594898,\n",
+       "        0.0016817067200655764,  0.0014805012328107652,  0.0013008852943855245,\n",
+       "        0.0011406967724043146,  0.0009979718648560865,  0.0008709289114062885,\n",
+       "        0.0007579534847354583,  0.0006575843101367814,  0.0005685002392614267,\n",
+       "        0.0004895081274191186, 0.00041953176502648504,  0.0003577273067885671,\n",
+       "       0.00030342777834802155, 0.00025597185256773534, 0.00021471303567573402,\n",
+       "        0.0001790279498548529, 0.00014832281342795124, 0.00012203819864095655,\n",
+       "        9.965253293940734e-05,  8.068427314824185e-05,  6.469292667745632e-05,\n",
+       "        5.127906093413877e-05, 4.0083522123670446e-05,  3.078596226644904e-05,\n",
+       "       2.3102853258774366e-05,  9.815852317932415e-06],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-63e72fdf-2d03-46f4-8b0d-33b34d94ceb1' class='xr-index-data-in' type='checkbox'/><label for='index-63e72fdf-2d03-46f4-8b0d-33b34d94ceb1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
+       "         6.5625,      7.5,   8.4375,\n",
+       "       ...\n",
+       "        350.625, 351.5625,    352.5, 353.4375,  354.375, 355.3125,   356.25,\n",
+       "       357.1875,  358.125, 359.0625],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c4e4974b-dffe-4ca4-aa9c-aea5c99632e1' class='xr-index-data-in' type='checkbox'/><label for='index-c4e4974b-dffe-4ca4-aa9c-aea5c99632e1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,\n",
+       "        30000.0,  25000.0,  20000.0,  15000.0,  10000.0,   7000.0,   5000.0,\n",
+       "         3000.0,   2000.0,   1000.0,    500.0,    100.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a30587c8-0a62-44cb-9495-6447b8c00c4e' class='xr-index-data-in' type='checkbox'/><label for='index-a30587c8-0a62-44cb-9495-6447b8c00c4e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-01-16 12:00:00&#x27;, &#x27;2015-02-15 00:00:00&#x27;,\n",
+       "               &#x27;2015-03-16 12:00:00&#x27;, &#x27;2015-04-16 00:00:00&#x27;,\n",
+       "               &#x27;2015-05-16 12:00:00&#x27;, &#x27;2015-06-16 00:00:00&#x27;,\n",
+       "               &#x27;2015-07-16 12:00:00&#x27;, &#x27;2015-08-16 12:00:00&#x27;,\n",
+       "               &#x27;2015-09-16 00:00:00&#x27;, &#x27;2015-10-16 12:00:00&#x27;,\n",
+       "               ...\n",
+       "               &#x27;2100-03-16 12:00:00&#x27;, &#x27;2100-04-16 00:00:00&#x27;,\n",
+       "               &#x27;2100-05-16 12:00:00&#x27;, &#x27;2100-06-16 00:00:00&#x27;,\n",
+       "               &#x27;2100-07-16 12:00:00&#x27;, &#x27;2100-08-16 12:00:00&#x27;,\n",
+       "               &#x27;2100-09-16 00:00:00&#x27;, &#x27;2100-10-16 12:00:00&#x27;,\n",
+       "               &#x27;2100-11-16 00:00:00&#x27;, &#x27;2100-12-16 12:00:00&#x27;],\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1032, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c9035d82-5265-48d4-8e37-09d37442c9b7' class='xr-section-summary-in' type='checkbox'  ><label for='section-c9035d82-5265-48d4-8e37-09d37442c9b7' class='xr-section-summary' >Attributes: <span>(47)</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-1.7 CMIP-6.2</dd><dt><span>activity_id :</span></dt><dd>ScenarioMIP AerChemMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>60265.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>60265.0</dd><dt><span>contact :</span></dt><dd>cmip6-mpi-esm@dkrz.de</dd><dt><span>creation_date :</span></dt><dd>2019-07-20T13:41:52Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>gap-filling scenario reaching 7.0 based on SSP3</dd><dt><span>experiment_id :</span></dt><dd>ssp370</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.DKRZ.MPI-ESM1-2-HR.ssp370.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>gn</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:52Z ; CMOR rewrote data to be consistent with CMIP6, CF-1.7 CMIP-6.2 and CF standards.</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>Deutsches Klimarechenzentrum, Hamburg 20146, Germany</dd><dt><span>institution_id :</span></dt><dd>DKRZ</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>historical</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>parent_time_units :</span></dt><dd>days since 1850-1-1 00:00:00</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>project_id :</span></dt><dd>CMIP6</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>MPI-ESM: Mauritsen, T. et al. (2019), Developments in the MPI‐M Earth System Model version 1.2 (MPI‐ESM1.2) and Its Response to Increasing CO2, J. Adv. Model. Earth Syst.,11, 998-1038, doi:10.1029/2018MS001400,\n",
+       "Mueller, W.A. et al. (2018): A high‐resolution version of the Max Planck Institute Earth System Model MPI‐ESM1.2‐HR. J. Adv. Model. EarthSyst.,10,1383–1413, doi:10.1029/2017MS001217</dd><dt><span>source :</span></dt><dd>MPI-ESM1.2-HR (2017): \n",
+       "aerosol: none, prescribed MACv2-SP\n",
+       "atmos: ECHAM6.3 (spectral T127; 384 x 192 longitude/latitude; 95 levels; top level 0.01 hPa)\n",
+       "atmosChem: none\n",
+       "land: JSBACH3.20\n",
+       "landIce: none/prescribed\n",
+       "ocean: MPIOM1.63 (tripolar TP04, approximately 0.4deg; 802 x 404 longitude/latitude; 40 levels; top grid cell 0-12 m)\n",
+       "ocnBgchem: HAMOCC6\n",
+       "seaIce: unnamed (thermodynamic (Semtner zero-layer) dynamic (Hibler 79) sea ice model)</dd><dt><span>source_id :</span></dt><dd>MPI-ESM1-2-HR</dd><dt><span>source_type :</span></dt><dd>AOGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>table_info :</span></dt><dd>Creation Date:(09 May 2019) MD5:e6ef8ececc8f338646ebfb3aeed36bfc</dd><dt><span>title :</span></dt><dd>MPI-ESM1-2-HR output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>cl</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by DKRZ is licensed under a Creative Commons Attribution ShareAlike 4.0 International License (https://creativecommons.org/licenses). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file) and. The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>cmor_version :</span></dt><dd>3.4.0</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/e496e673-c31f-4e03-a4fe-7f09115fed79</dd></dl></div></li></ul></div></div>"
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+      "text/plain": [
+       "<xarray.Dataset> Size: 144GB\n",
+       "Dimensions:    (time: 1032, lev: 95, bnds: 2, lat: 192, lon: 384, plev: 19)\n",
+       "Coordinates:\n",
+       "    height     float64 8B ...\n",
+       "  * lat        (lat) float64 2kB -89.28 -88.36 -87.42 ... 87.42 88.36 89.28\n",
+       "  * lev        (lev) float64 760B 0.9961 0.9826 0.959 ... 2.31e-05 9.816e-06\n",
+       "  * lon        (lon) float64 3kB 0.0 0.9375 1.875 2.812 ... 357.2 358.1 359.1\n",
+       "  * plev       (plev) float64 152B 1e+05 9.25e+04 8.5e+04 ... 1e+03 500.0 100.0\n",
+       "  * time       (time) datetime64[ns] 8kB 2015-01-16T12:00:00 ... 2100-12-16T1...\n",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables: (12/55)\n",
+       "    ap         (time, lev) float64 784kB dask.array<chunksize=(60, 95), meta=np.ndarray>\n",
+       "    ap_bnds    (time, lev, bnds) float64 2MB dask.array<chunksize=(60, 95, 2), meta=np.ndarray>\n",
+       "    b          (time, lev) float64 784kB dask.array<chunksize=(60, 95), meta=np.ndarray>\n",
+       "    b_bnds     (time, lev, bnds) float64 2MB dask.array<chunksize=(60, 95, 2), meta=np.ndarray>\n",
+       "    cct        (time, lat, lon) float32 304MB dask.array<chunksize=(1, 192, 384), meta=np.ndarray>\n",
+       "    cl         (time, lev, lat, lon) float32 29GB dask.array<chunksize=(1, 48, 96, 192), meta=np.ndarray>\n",
+       "    ...         ...\n",
+       "    ua         (time, plev, lat, lon) float32 6GB dask.array<chunksize=(1, 10, 96, 192), meta=np.ndarray>\n",
+       "    uas        (time, lat, lon) float32 304MB dask.array<chunksize=(1, 192, 384), meta=np.ndarray>\n",
+       "    va         (time, plev, lat, lon) float32 6GB dask.array<chunksize=(1, 10, 96, 192), meta=np.ndarray>\n",
+       "    vas        (time, lat, lon) float32 304MB dask.array<chunksize=(1, 192, 384), meta=np.ndarray>\n",
+       "    wap        (time, plev, lat, lon) float32 6GB dask.array<chunksize=(1, 10, 96, 192), meta=np.ndarray>\n",
+       "    zg         (time, plev, lat, lon) float32 6GB dask.array<chunksize=(1, 10, 96, 192), meta=np.ndarray>\n",
+       "Attributes: (12/47)\n",
+       "    Conventions:            CF-1.7 CMIP-6.2\n",
+       "    activity_id:            ScenarioMIP AerChemMIP\n",
+       "    branch_method:          standard\n",
+       "    branch_time_in_child:   60265.0\n",
+       "    branch_time_in_parent:  60265.0\n",
+       "    contact:                cmip6-mpi-esm@dkrz.de\n",
+       "    ...                     ...\n",
+       "    title:                  MPI-ESM1-2-HR output prepared for CMIP6\n",
+       "    variable_id:            cl\n",
+       "    variant_label:          r1i1p1f1\n",
+       "    license:                CMIP6 model data produced by DKRZ is licensed und...\n",
+       "    cmor_version:           3.4.0\n",
+       "    tracking_id:            hdl:21.14100/e496e673-c31f-4e03-a4fe-7f09115fed79"
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+   "id": "fb6bc1e9-b4e6-4614-9e57-590ddcd4cdca",
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+   "outputs": [
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+      "text/plain": [
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+     "execution_count": 45,
+     "metadata": {},
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+   "execution_count": 46,
+   "id": "feacaed0-df8d-4e52-af8c-acd094cac6f4",
+   "metadata": {
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+       "}\n",
+       "\n",
+       ".xr-var-name:hover,\n",
+       ".xr-var-dims:hover,\n",
+       ".xr-var-dtype:hover,\n",
+       ".xr-attrs dt:hover {\n",
+       "  overflow: visible;\n",
+       "  width: auto;\n",
+       "  z-index: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  display: none;\n",
+       "  background-color: var(--xr-background-color) !important;\n",
+       "  padding-bottom: 5px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+       ".xr-var-data-in:checked ~ .xr-var-data,\n",
+       ".xr-index-data-in:checked ~ .xr-index-data {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       ".xr-var-data > table {\n",
+       "  float: right;\n",
+       "}\n",
+       "\n",
+       ".xr-var-name span,\n",
+       ".xr-var-data,\n",
+       ".xr-index-name div,\n",
+       ".xr-index-data,\n",
+       ".xr-attrs {\n",
+       "  padding-left: 25px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs,\n",
+       ".xr-var-attrs,\n",
+       ".xr-var-data,\n",
+       ".xr-index-data {\n",
+       "  grid-column: 1 / -1;\n",
+       "}\n",
+       "\n",
+       "dl.xr-attrs {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  display: grid;\n",
+       "  grid-template-columns: 125px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt,\n",
+       ".xr-attrs dd {\n",
+       "  padding: 0;\n",
+       "  margin: 0;\n",
+       "  float: left;\n",
+       "  padding-right: 10px;\n",
+       "  width: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt {\n",
+       "  font-weight: normal;\n",
+       "  grid-column: 1;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dt:hover span {\n",
+       "  display: inline-block;\n",
+       "  background: var(--xr-background-color);\n",
+       "  padding-right: 10px;\n",
+       "}\n",
+       "\n",
+       ".xr-attrs dd {\n",
+       "  grid-column: 2;\n",
+       "  white-space: pre-wrap;\n",
+       "  word-break: break-all;\n",
+       "}\n",
+       "\n",
+       ".xr-icon-database,\n",
+       ".xr-icon-file-text2,\n",
+       ".xr-no-icon {\n",
+       "  display: inline-block;\n",
+       "  vertical-align: middle;\n",
+       "  width: 1em;\n",
+       "  height: 1.5em !important;\n",
+       "  stroke-width: 0;\n",
+       "  stroke: currentColor;\n",
+       "  fill: currentColor;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tas&#x27; (lat: 192, lon: 384)&gt; Size: 295kB\n",
+       "array([[243.30435, 243.29459, 243.28091, ..., 243.29654, 243.29459,\n",
+       "        243.19107],\n",
+       "       [244.38638, 244.34927, 244.28873, ..., 244.486  , 244.45865,\n",
+       "        244.42935],\n",
+       "       [244.8649 , 244.78677, 244.64224, ..., 245.03287, 244.98795,\n",
+       "        244.9235 ],\n",
+       "       ...,\n",
+       "       [253.50748, 253.49966, 253.52896, ..., 253.38248, 253.42545,\n",
+       "        253.43912],\n",
+       "       [252.84732, 252.85904, 252.861  , ..., 252.63638, 252.75748,\n",
+       "        252.80826],\n",
+       "       [252.24771, 252.23404, 252.28677, ..., 252.23795, 252.23795,\n",
+       "        252.2399 ]], dtype=float32)\n",
+       "Coordinates:\n",
+       "    height   float64 8B 2.0\n",
+       "  * lat      (lat) float64 2kB -89.28 -88.36 -87.42 -86.49 ... 87.42 88.36 89.28\n",
+       "    lev      float64 8B 0.9961\n",
+       "  * lon      (lon) float64 3kB 0.0 0.9375 1.875 2.812 ... 357.2 358.1 359.1\n",
+       "    plev     float64 8B 1e+05\n",
+       "    time     datetime64[ns] 8B 2015-01-16T12:00:00\n",
+       "Attributes:\n",
+       "    standard_name:  air_temperature\n",
+       "    long_name:      Near-Surface Air Temperature\n",
+       "    comment:        near-surface (usually, 2 meter) air temperature\n",
+       "    units:          K\n",
+       "    cell_methods:   area: time: mean\n",
+       "    cell_measures:  area: areacella\n",
+       "    history:        2019-07-20T13:41:51Z altered by CMOR: Treated scalar dime...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tas'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span class='xr-has-index'>lon</span>: 384</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-618d27ef-de51-4428-b788-4b740075614c' class='xr-array-in' type='checkbox' checked><label for='section-618d27ef-de51-4428-b788-4b740075614c' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>243.3 243.3 243.3 243.3 243.3 243.3 ... 252.2 252.2 252.2 252.2 252.2</span></div><div class='xr-array-data'><pre>array([[243.30435, 243.29459, 243.28091, ..., 243.29654, 243.29459,\n",
+       "        243.19107],\n",
+       "       [244.38638, 244.34927, 244.28873, ..., 244.486  , 244.45865,\n",
+       "        244.42935],\n",
+       "       [244.8649 , 244.78677, 244.64224, ..., 245.03287, 244.98795,\n",
+       "        244.9235 ],\n",
+       "       ...,\n",
+       "       [253.50748, 253.49966, 253.52896, ..., 253.38248, 253.42545,\n",
+       "        253.43912],\n",
+       "       [252.84732, 252.85904, 252.861  , ..., 252.63638, 252.75748,\n",
+       "        252.80826],\n",
+       "       [252.24771, 252.23404, 252.28677, ..., 252.23795, 252.23795,\n",
+       "        252.2399 ]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-9eb78401-43cd-40d1-a831-c98700f09145' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9eb78401-43cd-40d1-a831-c98700f09145' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-a5bc54ce-a5e7-4a3c-ac68-7e7a32b17d64' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5bc54ce-a5e7-4a3c-ac68-7e7a32b17d64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99a93d0e-6cbd-40c2-aded-4c134df516f7' class='xr-var-data-in' type='checkbox'><label for='data-99a93d0e-6cbd-40c2-aded-4c134df516f7' title='Show/Hide data 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>units :</span></dt><dd>m</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>standard_name :</span></dt><dd>height</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.28 -88.36 ... 88.36 89.28</div><input id='attrs-ded1e1c3-589e-4079-9a8f-73ce38383acc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ded1e1c3-589e-4079-9a8f-73ce38383acc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a4efd2b-9147-451b-b68f-d79bec4f461a' class='xr-var-data-in' type='checkbox'><label for='data-6a4efd2b-9147-451b-b68f-d79bec4f461a' title='Show/Hide data 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>bounds :</span></dt><dd>lat_bnds</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>Latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([-89.284228, -88.357004, -87.424304, -86.490367, -85.55596 , -84.621327,\n",
+       "       -83.686567, -82.751728, -81.816839, -80.881913, -79.946962, -79.011992,\n",
+       "       -78.077007, -77.142011, -76.207005, -75.271992, -74.336973, -73.401949,\n",
+       "       -72.466921, -71.531889, -70.596854, -69.661816, -68.726776, -67.791734,\n",
+       "       -66.856691, -65.921645, -64.986599, -64.051551, -63.116502, -62.181452,\n",
+       "       -61.246401, -60.311349, -59.376297, -58.441244, -57.50619 , -56.571136,\n",
+       "       -55.636081, -54.701026, -53.76597 , -52.830914, -51.895857, -50.960801,\n",
+       "       -50.025743, -49.090686, -48.155628, -47.22057 , -46.285512, -45.350454,\n",
+       "       -44.415395, -43.480336, -42.545277, -41.610218, -40.675159, -39.740099,\n",
+       "       -38.805039, -37.86998 , -36.93492 , -35.99986 , -35.064799, -34.129739,\n",
+       "       -33.194679, -32.259618, -31.324558, -30.389497, -29.454436, -28.519375,\n",
+       "       -27.584315, -26.649254, -25.714193, -24.779132, -23.84407 , -22.909009,\n",
+       "       -21.973948, -21.038887, -20.103825, -19.168764, -18.233703, -17.298641,\n",
+       "       -16.36358 , -15.428518, -14.493457, -13.558395, -12.623333, -11.688272,\n",
+       "       -10.75321 ,  -9.818148,  -8.883087,  -7.948025,  -7.012963,  -6.077901,\n",
+       "        -5.14284 ,  -4.207778,  -3.272716,  -2.337654,  -1.402593,  -0.467531,\n",
+       "         0.467531,   1.402593,   2.337654,   3.272716,   4.207778,   5.14284 ,\n",
+       "         6.077901,   7.012963,   7.948025,   8.883087,   9.818148,  10.75321 ,\n",
+       "        11.688272,  12.623333,  13.558395,  14.493457,  15.428518,  16.36358 ,\n",
+       "        17.298641,  18.233703,  19.168764,  20.103825,  21.038887,  21.973948,\n",
+       "        22.909009,  23.84407 ,  24.779132,  25.714193,  26.649254,  27.584315,\n",
+       "        28.519375,  29.454436,  30.389497,  31.324558,  32.259618,  33.194679,\n",
+       "        34.129739,  35.064799,  35.99986 ,  36.93492 ,  37.86998 ,  38.805039,\n",
+       "        39.740099,  40.675159,  41.610218,  42.545277,  43.480336,  44.415395,\n",
+       "        45.350454,  46.285512,  47.22057 ,  48.155628,  49.090686,  50.025743,\n",
+       "        50.960801,  51.895857,  52.830914,  53.76597 ,  54.701026,  55.636081,\n",
+       "        56.571136,  57.50619 ,  58.441244,  59.376297,  60.311349,  61.246401,\n",
+       "        62.181452,  63.116502,  64.051551,  64.986599,  65.921645,  66.856691,\n",
+       "        67.791734,  68.726776,  69.661816,  70.596854,  71.531889,  72.466921,\n",
+       "        73.401949,  74.336973,  75.271992,  76.207005,  77.142011,  78.077007,\n",
+       "        79.011992,  79.946962,  80.881913,  81.816839,  82.751728,  83.686567,\n",
+       "        84.621327,  85.55596 ,  86.490367,  87.424304,  88.357004,  89.284228])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lev</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9961</div><input id='attrs-04926c1c-d7c9-40fd-b993-53b8e5595d17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04926c1c-d7c9-40fd-b993-53b8e5595d17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e17c01d-eb12-4ac7-8368-b5a91fcfc5f6' class='xr-var-data-in' type='checkbox'><label for='data-9e17c01d-eb12-4ac7-8368-b5a91fcfc5f6' title='Show/Hide data 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>bounds :</span></dt><dd>lev_bnds</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>hybrid sigma pressure coordinate</dd><dt><span>standard_name :</span></dt><dd>atmosphere_hybrid_sigma_pressure_coordinate</dd><dt><span>formula :</span></dt><dd>p = ap + b*ps</dd><dt><span>formula_terms :</span></dt><dd>ap: ap b: b ps: ps</dd></dl></div><div class='xr-var-data'><pre>array(0.99614999)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.9375 1.875 ... 358.1 359.1</div><input id='attrs-db1284e4-d733-4f07-952a-1d16b7f8b392' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db1284e4-d733-4f07-952a-1d16b7f8b392' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49f842a0-3717-491a-b93f-a8a64a95e739' class='xr-var-data-in' type='checkbox'><label for='data-49f842a0-3717-491a-b93f-a8a64a95e739' title='Show/Hide data 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>bounds :</span></dt><dd>lon_bnds</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>Longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.    ,   0.9375,   1.875 , ..., 357.1875, 358.125 , 359.0625])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>plev</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05</div><input id='attrs-02135e1b-f79e-4b54-a91a-a44f65310223' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02135e1b-f79e-4b54-a91a-a44f65310223' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b884c94-6804-4309-a641-cccf19391ce4' class='xr-var-data-in' type='checkbox'><label for='data-4b884c94-6804-4309-a641-cccf19391ce4' title='Show/Hide data 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>units :</span></dt><dd>Pa</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd></dl></div><div class='xr-var-data'><pre>array(100000.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-01-16T12:00:00</div><input id='attrs-fddcb8ee-9e43-47d4-a4a7-44d8eab02b4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fddcb8ee-9e43-47d4-a4a7-44d8eab02b4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-841370df-0332-4e17-a996-53aadbf9616f' class='xr-var-data-in' type='checkbox'><label for='data-841370df-0332-4e17-a996-53aadbf9616f' title='Show/Hide data 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>bounds :</span></dt><dd>time_bnds</dd><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2015-01-16T12:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-95f5cd75-f71d-4221-9062-844e32bf0dbb' class='xr-section-summary-in' type='checkbox'  ><label for='section-95f5cd75-f71d-4221-9062-844e32bf0dbb' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db20cb77-234c-4974-9a2b-3003971ea1a2' class='xr-index-data-in' type='checkbox'/><label for='index-db20cb77-234c-4974-9a2b-3003971ea1a2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.28422753251364, -88.35700351866494, -87.42430374606988,\n",
+       "       -86.49036676628116, -85.55596048489265,  -84.6213271076488,\n",
+       "       -83.68656681656385, -82.75172847343066, -81.81683872860319,\n",
+       "        -80.8819133467975,\n",
+       "       ...\n",
+       "         80.8819133467975,  81.81683872860319,  82.75172847343066,\n",
+       "        83.68656681656385,   84.6213271076488,  85.55596048489265,\n",
+       "        86.49036676628116,  87.42430374606988,  88.35700351866494,\n",
+       "        89.28422753251364],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-56f8368d-6fd3-4c2e-bc9c-151542d8f378' class='xr-index-data-in' type='checkbox'/><label for='index-56f8368d-6fd3-4c2e-bc9c-151542d8f378' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([     0.0,   0.9375,    1.875,   2.8125,     3.75,   4.6875,    5.625,\n",
+       "         6.5625,      7.5,   8.4375,\n",
+       "       ...\n",
+       "        350.625, 351.5625,    352.5, 353.4375,  354.375, 355.3125,   356.25,\n",
+       "       357.1875,  358.125, 359.0625],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=384))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d43b84ed-caa8-4beb-b9ef-da73c7bbe25f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d43b84ed-caa8-4beb-b9ef-da73c7bbe25f' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>history :</span></dt><dd>2019-07-20T13:41:51Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2019-07-20T13:41:51Z altered by CMOR: replaced missing value flag (-9e+33) with standard missing value (1e+20). 2019-07-20T13:41:51Z altered by CMOR: Converted type from &#x27;d&#x27; to &#x27;f&#x27;. 2019-07-20T13:41:52Z altered by CMOR: Inverted axis: lat.</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.DataArray 'tas' (lat: 192, lon: 384)> Size: 295kB\n",
+       "array([[243.30435, 243.29459, 243.28091, ..., 243.29654, 243.29459,\n",
+       "        243.19107],\n",
+       "       [244.38638, 244.34927, 244.28873, ..., 244.486  , 244.45865,\n",
+       "        244.42935],\n",
+       "       [244.8649 , 244.78677, 244.64224, ..., 245.03287, 244.98795,\n",
+       "        244.9235 ],\n",
+       "       ...,\n",
+       "       [253.50748, 253.49966, 253.52896, ..., 253.38248, 253.42545,\n",
+       "        253.43912],\n",
+       "       [252.84732, 252.85904, 252.861  , ..., 252.63638, 252.75748,\n",
+       "        252.80826],\n",
+       "       [252.24771, 252.23404, 252.28677, ..., 252.23795, 252.23795,\n",
+       "        252.2399 ]], dtype=float32)\n",
+       "Coordinates:\n",
+       "    height   float64 8B 2.0\n",
+       "  * lat      (lat) float64 2kB -89.28 -88.36 -87.42 -86.49 ... 87.42 88.36 89.28\n",
+       "    lev      float64 8B 0.9961\n",
+       "  * lon      (lon) float64 3kB 0.0 0.9375 1.875 2.812 ... 357.2 358.1 359.1\n",
+       "    plev     float64 8B 1e+05\n",
+       "    time     datetime64[ns] 8B 2015-01-16T12:00:00\n",
+       "Attributes:\n",
+       "    standard_name:  air_temperature\n",
+       "    long_name:      Near-Surface Air Temperature\n",
+       "    comment:        near-surface (usually, 2 meter) air temperature\n",
+       "    units:          K\n",
+       "    cell_methods:   area: time: mean\n",
+       "    cell_measures:  area: areacella\n",
+       "    history:        2019-07-20T13:41:51Z altered by CMOR: Treated scalar dime..."
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "ds.isel(time=0,plev=0,lev=0).drop([\"height\",\"ap\",\"ap_bnds\",\"b\",\"b_bnds\",\"lev_bnds\"]).load()"
+    "ds.isel(time=0,plev=0,lev=0)[\"tas\"].load()#.drop([\"height\",\"ap\",\"ap_bnds\",\"b\",\"b_bnds\",\"lev_bnds\"]).load()"
    ]
   },
   {
diff --git a/workshop/4_kerchunk-input-kerchunk-api.ipynb b/workshop/4_kerchunk-input-kerchunk-api.ipynb
index 0b849a9..fa7a3a8 100644
--- a/workshop/4_kerchunk-input-kerchunk-api.ipynb
+++ b/workshop/4_kerchunk-input-kerchunk-api.ipynb
@@ -53,7 +53,7 @@
    "source": [
     "%%writefile xpublish_references.py\n",
     "\n",
-    "port=9000\n",
+    "port=9010\n",
     "ssl_keyfile=\"/work/bm0021/k204210/cloudify/workshop/key.pem\"\n",
     "ssl_certfile=\"/work/bm0021/k204210/cloudify/workshop/cert.pem\"\n",
     "\n",
@@ -147,7 +147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 4,
    "id": "9a43c4ce-be08-4493-8dd5-a3789f8c0647",
    "metadata": {
     "tags": []
@@ -157,20 +157,40 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "k204210  1753538 1752638  0 08:07 ?        00:00:26 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-16868865-4ac9-4f10-9d8e-59c1bb69e85a.json\n",
-      "k204210  1753566 1752638  0 08:07 ?        00:00:18 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-4fe110eb-67f5-471d-843b-d47538c216e2.json\n",
-      "k204210  1761151 1753566  0 15:57 pts/2    00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
-      "k204210  1761153 1761151  0 15:57 pts/2    00:00:00 grep cloudify\n"
+      "k204210    52510 4121939  0 10:12 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c6562e74-6d50-4cf3-92d0-27e4f4cae6f8.json\n",
+      "k204210    56270 4121939  0 10:18 ?        00:00:07 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-e22a5303-3b28-41cb-b092-ed92a8ff6221.json\n",
+      "k204210    67839 4121939  0 10:42 ?        00:00:13 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-33489dce-534b-42ed-bbe7-6d125e3f6167.json\n",
+      "k204210   198403 4121939  3 11:34 ?        00:00:00 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-16ae079b-b9fb-4460-bc7c-808797637e88.json\n",
+      "k204210   198463  198403  0 11:35 ?        00:00:00 bash\n",
+      "k204210   198487  198463 52 11:35 ?        00:00:05 python xpublish_references.py era5 /work/bm1344/DKRZ/kerchunks_single/testera/E5_sf_an_1D.parquet\n",
+      "k204210   199212  198403 11 11:35 pts/2    00:00:00 /bin/bash -c ps -ef | grep k204210\n",
+      "k204210   199216  199212  0 11:35 pts/2    00:00:00 ps -ef\n",
+      "k204210   199217  199212  0 11:35 pts/2    00:00:00 grep k204210\n",
+      "k204210  4121487 4121482  0 08:57 ?        00:00:00 /bin/bash /var/spool/slurmd/job14671095/slurm_script\n",
+      "k204210  4121939 4121487  8 08:57 ?        00:13:38 /sw/spack-levante/jupyterhub/jupyterhub/bin/python /sw/spack-levante/jupyterhub/jupyterhub/bin/batchspawner-singleuser jupyterhub-singleuser --SingleUserNotebookApp.default_url=/lab/tree//home/k/k204210 --ServerApp.root_dir=/ --KernelSpecManager.ensure_native_kernel=False --ServerApp.disable_user_config=True --ServerApp.ContentsManager.allow_hidden=True\n",
+      "k204210  4124097 4121939  0 08:57 pts/13   00:00:00 /bin/bash -l\n",
+      "k204210  4124109 4121939  0 08:57 pts/14   00:00:00 /bin/bash -l\n",
+      "k204210  4124210 4121939  0 08:57 pts/15   00:00:00 /bin/bash -l\n",
+      "k204210  4125115 4121939  0 08:57 ?        00:00:01 /work/bm1344/conda-envs/virtualizarr/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-991a5929-0b29-4b79-afb2-9ad9962e513f.json\n",
+      "k204210  4125118 4121939  0 08:57 ?        00:00:01 /work/bm1344/conda-envs/virtualizarr/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-0bbcf52e-1759-4e8e-95b7-9f0914202162.json\n",
+      "k204210  4125121 4121939  0 08:57 ?        00:00:00 /bin/bash /sw/spack-levante/jupyterhub/jupyter_kernels/scripts/python3_unstable.sh /home/k/k204210/.local/share/jupyter/runtime/kernel-1f990edb-3439-4064-be93-5851e8a396ef.json\n",
+      "k204210  4125128 4121939  0 08:57 ?        00:00:00 /bin/bash /sw/spack-levante/jupyterhub/jupyter_kernels/scripts/python3_unstable.sh /home/k/k204210/.local/share/jupyter/runtime/kernel-44cd728a-deef-4255-9461-07327e613d97.json\n",
+      "k204210  4125152 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/xesmf/bin/python -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c65fa87a-5d17-4467-82e9-5d4c3a2a04a7.json\n",
+      "k204210  4125443 4121939  0 08:57 ?        00:00:01 /work/bm1344/conda-envs/virtualizarr/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c6b4a066-3a6c-4547-87d4-0757879168fb.json\n",
+      "k204210  4125444 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f2ebf347-166b-4e0f-89ee-e7e663b08a4c.json\n",
+      "k204210  4125445 4121939  0 08:57 ?        00:00:01 /work/bm1344/conda-envs/py_312/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-44b9e81e-0dc4-459c-99b4-1cd8ffa3c663.json\n",
+      "k204210  4125998 4125121  0 08:57 ?        00:00:01 python -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-1f990edb-3439-4064-be93-5851e8a396ef.json\n",
+      "k204210  4125999 4125128  0 08:57 ?        00:00:01 python -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-44cd728a-deef-4255-9461-07327e613d97.json\n"
      ]
     }
    ],
    "source": [
-    "!ps -ef | grep cloudify"
+    "!ps -ef | grep k204210"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "af33c134-f4ba-42f7-9687-7bb9948d5dfe",
    "metadata": {
     "tags": []
@@ -192,7 +212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 5,
    "id": "bd1abfca-5f10-4dfc-a71f-90f0257d10d1",
    "metadata": {
     "tags": []
@@ -202,12 +222,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40354.lvt.dkrz.de:9000\n"
+      "https://l40038.lvt.dkrz.de:9010\n"
      ]
     }
    ],
    "source": [
-    "port=9000\n",
+    "port=9010\n",
     "hostname=!echo $HOSTNAME\n",
     "hosturl=\"https://\"+hostname[0]+\":\"+str(port)\n",
     "print(hosturl)"
@@ -223,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 6,
    "id": "e3befb5e-99ec-4bda-aa47-303641a66320",
    "metadata": {
     "tags": []
@@ -252,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 7,
    "id": "73527b45-950c-4546-9a7e-5f1877cff132",
    "metadata": {
     "tags": []
@@ -262,7 +282,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40354.lvt.dkrz.de:9000/datasets/era5/kerchunk\n"
+      "https://l40038.lvt.dkrz.de:9010/datasets/era5/kerchunk\n"
      ]
     }
    ],
@@ -275,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 8,
    "id": "482f8b5c-0186-494f-91b0-e5a03c370004",
    "metadata": {
     "tags": []
@@ -292,13 +312,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 9,
    "id": "3b7405e3-1957-46ef-b564-942850fec433",
    "metadata": {
-    "collapsed": true,
-    "jupyter": {
-     "outputs_hidden": true
-    },
     "tags": []
    },
    "outputs": [
@@ -703,7 +719,7 @@
        "    responsible_persons:  Angelika Heil, Fabian Wachsmann\n",
        "    title:                The DKRZ ERA5 data pool. Generated using Copernicus...\n",
        "    license:              The ERA5 data are published with the Copernicus Pro...\n",
-       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-30d57a25-4280-4806-ae88-0a49da554150' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-30d57a25-4280-4806-ae88-0a49da554150' 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>: 30955</li><li><span>cell</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-db3cd2e9-b36c-4f20-b22f-87a44588f51a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-db3cd2e9-b36c-4f20-b22f-87a44588f51a' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-c9dc07d3-1483-4b75-bf98-c0b12a1d47ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9dc07d3-1483-4b75-bf98-c0b12a1d47ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8269510f-be78-48b9-a1d9-27d8c5a75ee4' class='xr-var-data-in' type='checkbox'><label for='data-8269510f-be78-48b9-a1d9-27d8c5a75ee4' title='Show/Hide data 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-28f5cb97-89e3-4f42-af3b-ea4f93258ff1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-28f5cb97-89e3-4f42-af3b-ea4f93258ff1' 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>: 30955</li><li><span>cell</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-42c63314-1147-4ae6-b816-bd70975946cb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-42c63314-1147-4ae6-b816-bd70975946cb' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-e6546ea6-3eab-4f0a-990f-d2b96edf71c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6546ea6-3eab-4f0a-990f-d2b96edf71c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f08e8e3-80db-4979-b223-95b620ea323f' class='xr-var-data-in' type='checkbox'><label for='data-3f08e8e3-80db-4979-b223-95b620ea323f' title='Show/Hide data 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -758,7 +774,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-6032c26c-4ca7-4610-9de0-224e1a74642a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6032c26c-4ca7-4610-9de0-224e1a74642a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67edb082-0b19-48fe-b926-da7610e975fe' class='xr-var-data-in' type='checkbox'><label for='data-67edb082-0b19-48fe-b926-da7610e975fe' title='Show/Hide data 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-e5818874-a20f-4d44-9145-a0a231fc36b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5818874-a20f-4d44-9145-a0a231fc36b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed42f2e9-2769-4526-830a-727a2863f555' class='xr-var-data-in' type='checkbox'><label for='data-ed42f2e9-2769-4526-830a-727a2863f555' title='Show/Hide data 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -813,10 +829,10 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</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'>1940-01-01T11:30:00 ... 2024-09-...</div><input id='attrs-4e90fc37-58da-45f2-b451-371d833105df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4e90fc37-58da-45f2-b451-371d833105df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb1b51bf-95b2-4f9f-b8a4-f59256154101' class='xr-var-data-in' type='checkbox'><label for='data-cb1b51bf-95b2-4f9f-b8a4-f59256154101' title='Show/Hide data 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>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000000</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1940-01-01T11:30:00.000000000&#x27;, &#x27;1940-01-02T11:30:00.000000000&#x27;,\n",
+       "</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'>1940-01-01T11:30:00 ... 2024-09-...</div><input id='attrs-b1c13f4f-66fb-4dbb-8a59-90c6733630a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1c13f4f-66fb-4dbb-8a59-90c6733630a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cbe07cb-96c5-42b9-b182-8f6a52f639e7' class='xr-var-data-in' type='checkbox'><label for='data-8cbe07cb-96c5-42b9-b182-8f6a52f639e7' title='Show/Hide data 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>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000000</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1940-01-01T11:30:00.000000000&#x27;, &#x27;1940-01-02T11:30:00.000000000&#x27;,\n",
        "       &#x27;1940-01-03T11:30:00.000000000&#x27;, ..., &#x27;2024-09-28T11:30:00.000000000&#x27;,\n",
        "       &#x27;2024-09-29T11:30:00.000000000&#x27;, &#x27;2024-09-30T11:30:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1641abd-8556-4656-816d-2ef39531f3f6' class='xr-section-summary-in' type='checkbox'  ><label for='section-c1641abd-8556-4656-816d-2ef39531f3f6' class='xr-section-summary' >Data variables: <span>(40)</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>100u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2c857175-f9dc-491c-98d7-444144b34cfa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c857175-f9dc-491c-98d7-444144b34cfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10065208-4a4e-48b6-8d13-ea41c3162bf9' class='xr-var-data-in' type='checkbox'><label for='data-10065208-4a4e-48b6-8d13-ea41c3162bf9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2a8d205e-f9e9-46ee-b517-ae58f0069c2c' class='xr-section-summary-in' type='checkbox'  ><label for='section-2a8d205e-f9e9-46ee-b517-ae58f0069c2c' class='xr-section-summary' >Data variables: <span>(40)</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>100u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-719af892-e10d-42e5-b209-b833b69a806e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-719af892-e10d-42e5-b209-b833b69a806e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd9128d3-b7a3-4e9c-93b7-597da8c2f725' class='xr-var-data-in' type='checkbox'><label for='data-fd9128d3-b7a3-4e9c-93b7-597da8c2f725' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -889,7 +905,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>100v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-0ad41a08-5a15-43d8-82a6-654efa95630a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ad41a08-5a15-43d8-82a6-654efa95630a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-770aac4c-2864-4d4e-bd21-0300d6a27bc5' class='xr-var-data-in' type='checkbox'><label for='data-770aac4c-2864-4d4e-bd21-0300d6a27bc5' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>100v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ac214830-abee-4e57-90e2-ef9df8fa703f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ac214830-abee-4e57-90e2-ef9df8fa703f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90344d87-3eb1-4134-895f-7566714278a6' class='xr-var-data-in' type='checkbox'><label for='data-90344d87-3eb1-4134-895f-7566714278a6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -962,7 +978,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-30638e3e-5442-4723-916e-8234cbb0f0a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30638e3e-5442-4723-916e-8234cbb0f0a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66e918ff-50e4-4740-a9fa-954c297803c8' class='xr-var-data-in' type='checkbox'><label for='data-66e918ff-50e4-4740-a9fa-954c297803c8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a9e8bcfb-f766-489d-9970-05421c14d096' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9e8bcfb-f766-489d-9970-05421c14d096' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fab7bbc2-9581-4152-8f72-3fe874a567a8' class='xr-var-data-in' type='checkbox'><label for='data-fab7bbc2-9581-4152-8f72-3fe874a567a8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1035,7 +1051,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-5ed218d2-809e-4162-9488-3cc743d6713b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ed218d2-809e-4162-9488-3cc743d6713b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdf75538-c11f-41b5-84cb-5cb0137ccab6' class='xr-var-data-in' type='checkbox'><label for='data-bdf75538-c11f-41b5-84cb-5cb0137ccab6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-16b97156-a7de-4608-a41a-cfa45776720f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16b97156-a7de-4608-a41a-cfa45776720f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d2f02e3-c662-471d-a1ba-eb0b3e592948' class='xr-var-data-in' type='checkbox'><label for='data-6d2f02e3-c662-471d-a1ba-eb0b3e592948' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1108,7 +1124,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-79342d59-1ba1-4fa2-817f-7757d32998d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79342d59-1ba1-4fa2-817f-7757d32998d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4b1a94b-a518-4197-98e0-46628ac38d9e' class='xr-var-data-in' type='checkbox'><label for='data-e4b1a94b-a518-4197-98e0-46628ac38d9e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2d</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>cfVarName :</span></dt><dd>d2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c4ec2e55-4a3f-45c0-ab0f-d8648de9edf6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c4ec2e55-4a3f-45c0-ab0f-d8648de9edf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee8525de-05f5-4fca-9ac4-ccfc1f865372' class='xr-var-data-in' type='checkbox'><label for='data-ee8525de-05f5-4fca-9ac4-ccfc1f865372' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2d</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>cfVarName :</span></dt><dd>d2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1181,7 +1197,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2t</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-01e05e2c-fcf9-4a18-a639-44df976da6c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01e05e2c-fcf9-4a18-a639-44df976da6c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b2d4972-4c1c-4d8c-9761-f6369cc35ce1' class='xr-var-data-in' type='checkbox'><label for='data-7b2d4972-4c1c-4d8c-9761-f6369cc35ce1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre temperature</dd><dt><span>cfVarName :</span></dt><dd>t2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2t</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-59517799-5d29-4811-b493-19d8a78b8a31' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59517799-5d29-4811-b493-19d8a78b8a31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91faee72-fed2-4c57-983b-3937e8762b95' class='xr-var-data-in' type='checkbox'><label for='data-91faee72-fed2-4c57-983b-3937e8762b95' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre temperature</dd><dt><span>cfVarName :</span></dt><dd>t2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1254,7 +1270,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>asn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-f3c7c436-a957-4b81-af35-a8d3f6f678c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3c7c436-a957-4b81-af35-a8d3f6f678c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c548523f-c8b2-4eb7-bb2c-b9cd55587f99' class='xr-var-data-in' type='checkbox'><label for='data-c548523f-c8b2-4eb7-bb2c-b9cd55587f99' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>asn</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Snow albedo</dd><dt><span>cfVarName :</span></dt><dd>asn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>asn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-6aff738a-70be-4a88-86f6-172940c3ca77' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6aff738a-70be-4a88-86f6-172940c3ca77' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0e31235-3f30-4ce4-b267-18e34b40d20f' class='xr-var-data-in' type='checkbox'><label for='data-b0e31235-3f30-4ce4-b267-18e34b40d20f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>asn</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Snow albedo</dd><dt><span>cfVarName :</span></dt><dd>asn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1327,7 +1343,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blh</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-57f60f69-d0c4-4e32-ad8c-21a0d1aee8a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57f60f69-d0c4-4e32-ad8c-21a0d1aee8a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96663a6a-d2ba-4a82-aa21-172f93447471' class='xr-var-data-in' type='checkbox'><label for='data-96663a6a-d2ba-4a82-aa21-172f93447471' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>blh</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Boundary layer height</dd><dt><span>cfVarName :</span></dt><dd>blh</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blh</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b0e698a5-49a8-48f3-8f5a-96a3e50a8f02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0e698a5-49a8-48f3-8f5a-96a3e50a8f02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa0b0854-8fa0-4d37-9d9a-5b1f1c576924' class='xr-var-data-in' type='checkbox'><label for='data-aa0b0854-8fa0-4d37-9d9a-5b1f1c576924' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>blh</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Boundary layer height</dd><dt><span>cfVarName :</span></dt><dd>blh</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1400,7 +1416,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ci</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-95ccf63a-2dae-4878-a018-5da8ff382cf0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-95ccf63a-2dae-4878-a018-5da8ff382cf0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cb502e2-6fb9-4738-aa80-918fe7e38e68' class='xr-var-data-in' type='checkbox'><label for='data-8cb502e2-6fb9-4738-aa80-918fe7e38e68' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ci</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Sea ice area fraction</dd><dt><span>cfName :</span></dt><dd>sea_ice_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>siconc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ci</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2d2ddbde-2da4-44f6-a431-6ce70a2f9810' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d2ddbde-2da4-44f6-a431-6ce70a2f9810' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a369a1fe-a8a4-4f23-bf97-c05fe334f2f9' class='xr-var-data-in' type='checkbox'><label for='data-a369a1fe-a8a4-4f23-bf97-c05fe334f2f9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ci</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Sea ice area fraction</dd><dt><span>cfName :</span></dt><dd>sea_ice_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>siconc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1473,7 +1489,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fal</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-668ace96-c853-4b10-aed6-107f069a9aed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-668ace96-c853-4b10-aed6-107f069a9aed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17853925-0865-48fb-9303-5131b035f19d' class='xr-var-data-in' type='checkbox'><label for='data-17853925-0865-48fb-9303-5131b035f19d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fal</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Forecast albedo</dd><dt><span>cfVarName :</span></dt><dd>fal</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fal</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e0770b53-6436-491d-943d-5b24949dfc17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e0770b53-6436-491d-943d-5b24949dfc17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ae40355-6e10-4aad-83f1-ec38cfd5d6be' class='xr-var-data-in' type='checkbox'><label for='data-4ae40355-6e10-4aad-83f1-ec38cfd5d6be' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fal</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Forecast albedo</dd><dt><span>cfVarName :</span></dt><dd>fal</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1546,7 +1562,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-9c209bb2-74a8-42d3-868b-549a0fbb3c4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c209bb2-74a8-42d3-868b-549a0fbb3c4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9da4e80c-055f-4d42-bf84-2f316ed88d4e' class='xr-var-data-in' type='checkbox'><label for='data-9da4e80c-055f-4d42-bf84-2f316ed88d4e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>flsr</dd><dt><span>units :</span></dt><dd>~</dd><dt><span>name :</span></dt><dd>Forecast logarithm of surface roughness for heat</dd><dt><span>cfVarName :</span></dt><dd>flsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-80aba904-7009-478d-98eb-7a73a8bbbb58' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80aba904-7009-478d-98eb-7a73a8bbbb58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af393498-2923-4f86-bcee-47ae671ff36c' class='xr-var-data-in' type='checkbox'><label for='data-af393498-2923-4f86-bcee-47ae671ff36c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>flsr</dd><dt><span>units :</span></dt><dd>~</dd><dt><span>name :</span></dt><dd>Forecast logarithm of surface roughness for heat</dd><dt><span>cfVarName :</span></dt><dd>flsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1619,7 +1635,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-559e809c-ce27-487f-9ba7-d8bdbcc686f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-559e809c-ce27-487f-9ba7-d8bdbcc686f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19baff53-2ee4-440c-8dac-ecd0dc37f34e' class='xr-var-data-in' type='checkbox'><label for='data-19baff53-2ee4-440c-8dac-ecd0dc37f34e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fsr</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Forecast surface roughness</dd><dt><span>cfVarName :</span></dt><dd>fsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-17d938e0-f9c3-4821-899a-830143d1afc0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17d938e0-f9c3-4821-899a-830143d1afc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19cb6ced-cec5-4daf-a6d8-6a158cebd8d9' class='xr-var-data-in' type='checkbox'><label for='data-19cb6ced-cec5-4daf-a6d8-6a158cebd8d9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fsr</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Forecast surface roughness</dd><dt><span>cfVarName :</span></dt><dd>fsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1692,7 +1708,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-325afe11-702f-43fc-84e3-7693b7ed2236' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-325afe11-702f-43fc-84e3-7693b7ed2236' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0568cfae-59f6-437e-83ef-8c0481c2a0a9' class='xr-var-data-in' type='checkbox'><label for='data-0568cfae-59f6-437e-83ef-8c0481c2a0a9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>hcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>High cloud cover</dd><dt><span>cfVarName :</span></dt><dd>hcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c1a08fea-2c74-4bb5-acc0-d19f957cbc71' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1a08fea-2c74-4bb5-acc0-d19f957cbc71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4de5228d-749e-4999-9d0c-ad2e01d4dfb8' class='xr-var-data-in' type='checkbox'><label for='data-4de5228d-749e-4999-9d0c-ad2e01d4dfb8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>hcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>High cloud cover</dd><dt><span>cfVarName :</span></dt><dd>hcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1765,7 +1781,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ie</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-fdcca62a-7ef7-4948-ba3d-b7972c3b3faf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fdcca62a-7ef7-4948-ba3d-b7972c3b3faf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8d435b7-2b6c-49fd-acc7-0657a53dfc90' class='xr-var-data-in' type='checkbox'><label for='data-d8d435b7-2b6c-49fd-acc7-0657a53dfc90' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ie</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>name :</span></dt><dd>Instantaneous moisture flux</dd><dt><span>cfVarName :</span></dt><dd>ie</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ie</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-11beff15-9630-4bba-b52d-57afdc38a339' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11beff15-9630-4bba-b52d-57afdc38a339' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61e35bc3-6e66-49af-8886-b0697f2bfc72' class='xr-var-data-in' type='checkbox'><label for='data-61e35bc3-6e66-49af-8886-b0697f2bfc72' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ie</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>name :</span></dt><dd>Instantaneous moisture flux</dd><dt><span>cfVarName :</span></dt><dd>ie</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1838,7 +1854,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b367694b-0dcf-4b1d-9aed-bc56728560f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b367694b-0dcf-4b1d-9aed-bc56728560f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b1e6777-77b5-46dc-8d83-1740fcdfa948' class='xr-var-data-in' type='checkbox'><label for='data-5b1e6777-77b5-46dc-8d83-1740fcdfa948' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>cfVarName :</span></dt><dd>istl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-43e2e0ba-c249-41bd-91b0-92b175af97b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43e2e0ba-c249-41bd-91b0-92b175af97b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92fbac1e-d8e8-4aaf-849f-c369e854168a' class='xr-var-data-in' type='checkbox'><label for='data-92fbac1e-d8e8-4aaf-849f-c369e854168a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>cfVarName :</span></dt><dd>istl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1911,7 +1927,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-57c4913a-b7be-4e12-92d8-e273eaccc9e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57c4913a-b7be-4e12-92d8-e273eaccc9e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4714ee8b-9944-4210-8b69-3efd16c3dee5' class='xr-var-data-in' type='checkbox'><label for='data-4714ee8b-9944-4210-8b69-3efd16c3dee5' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 2</dd><dt><span>cfVarName :</span></dt><dd>istl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e550c3b2-534b-422b-a4f1-ca399d00aae7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e550c3b2-534b-422b-a4f1-ca399d00aae7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e298498c-3020-45cf-9693-8e75429db1b6' class='xr-var-data-in' type='checkbox'><label for='data-e298498c-3020-45cf-9693-8e75429db1b6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 2</dd><dt><span>cfVarName :</span></dt><dd>istl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1984,7 +2000,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-4d9a4480-416b-4c5b-b8fa-ae1633b533ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d9a4480-416b-4c5b-b8fa-ae1633b533ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d08b1a13-e058-4ae8-9298-c1c47ae29028' class='xr-var-data-in' type='checkbox'><label for='data-d08b1a13-e058-4ae8-9298-c1c47ae29028' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>cfVarName :</span></dt><dd>istl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ef2f0000-f7b3-4c04-a909-4214fc670adc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef2f0000-f7b3-4c04-a909-4214fc670adc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fe6d223-1c57-445e-83f4-cc047f54601e' class='xr-var-data-in' type='checkbox'><label for='data-3fe6d223-1c57-445e-83f4-cc047f54601e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>cfVarName :</span></dt><dd>istl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2057,7 +2073,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-cbc57762-9e3b-4cc2-a49c-3fcb4c3b738a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbc57762-9e3b-4cc2-a49c-3fcb4c3b738a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72cec501-22f8-4ec5-8aef-37e82124be9c' class='xr-var-data-in' type='checkbox'><label for='data-72cec501-22f8-4ec5-8aef-37e82124be9c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 4</dd><dt><span>cfVarName :</span></dt><dd>istl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-abc1f068-ac80-4bf1-a02d-b92fda723f2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-abc1f068-ac80-4bf1-a02d-b92fda723f2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71d56264-e071-4ac5-9182-3e7701d9a554' class='xr-var-data-in' type='checkbox'><label for='data-71d56264-e071-4ac5-9182-3e7701d9a554' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 4</dd><dt><span>cfVarName :</span></dt><dd>istl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2130,7 +2146,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-20e43ad0-08e5-4d25-8147-38a2423039c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20e43ad0-08e5-4d25-8147-38a2423039c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9fb5180-727b-45c4-a240-0116ec86738c' class='xr-var-data-in' type='checkbox'><label for='data-c9fb5180-727b-45c4-a240-0116ec86738c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>lcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Low cloud cover</dd><dt><span>cfVarName :</span></dt><dd>lcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-19a4f2ba-e333-46a0-8e5b-428bde09c042' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19a4f2ba-e333-46a0-8e5b-428bde09c042' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e1b445b-05fa-409b-80e4-98e648a3ca22' class='xr-var-data-in' type='checkbox'><label for='data-5e1b445b-05fa-409b-80e4-98e648a3ca22' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>lcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Low cloud cover</dd><dt><span>cfVarName :</span></dt><dd>lcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2203,7 +2219,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-41fdf424-00f0-42b9-b03a-879485450f0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-41fdf424-00f0-42b9-b03a-879485450f0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7034df7c-4670-41ae-bd18-0fe2af77be4f' class='xr-var-data-in' type='checkbox'><label for='data-7034df7c-4670-41ae-bd18-0fe2af77be4f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>mcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Medium cloud cover</dd><dt><span>cfVarName :</span></dt><dd>mcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3b84c8ec-4f2d-42ef-a6df-38778f9791eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3b84c8ec-4f2d-42ef-a6df-38778f9791eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-191bfb20-d983-497e-a5e7-b73b58a74a97' class='xr-var-data-in' type='checkbox'><label for='data-191bfb20-d983-497e-a5e7-b73b58a74a97' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>mcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Medium cloud cover</dd><dt><span>cfVarName :</span></dt><dd>mcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2276,7 +2292,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-1f797224-5912-4c46-a3ed-9cf16a3dffcf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f797224-5912-4c46-a3ed-9cf16a3dffcf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5222f484-ec77-42bd-b75b-5d0d75d87c75' class='xr-var-data-in' type='checkbox'><label for='data-5222f484-ec77-42bd-b75b-5d0d75d87c75' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>msl</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Mean sea level pressure</dd><dt><span>cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>cfVarName :</span></dt><dd>msl</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b0f1e9a7-e6cb-4a58-b1e2-334d03593437' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0f1e9a7-e6cb-4a58-b1e2-334d03593437' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-361521fe-f2a4-4e8a-9bdb-34dbea6e3771' class='xr-var-data-in' type='checkbox'><label for='data-361521fe-f2a4-4e8a-9bdb-34dbea6e3771' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>msl</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Mean sea level pressure</dd><dt><span>cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>cfVarName :</span></dt><dd>msl</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2349,7 +2365,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-43fdb178-5e5a-4a8c-8f66-3e53a8e12ba9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43fdb178-5e5a-4a8c-8f66-3e53a8e12ba9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c02df86a-b0e8-43a0-8394-9e2a0d142b31' class='xr-var-data-in' type='checkbox'><label for='data-c02df86a-b0e8-43a0-8394-9e2a0d142b31' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>rsn</dd><dt><span>units :</span></dt><dd>kg m**-3</dd><dt><span>name :</span></dt><dd>Snow density</dd><dt><span>cfVarName :</span></dt><dd>rsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-80b11482-3044-435d-8728-543d14757431' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80b11482-3044-435d-8728-543d14757431' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42a068a0-9293-4d40-8098-de142d37990c' class='xr-var-data-in' type='checkbox'><label for='data-42a068a0-9293-4d40-8098-de142d37990c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>rsn</dd><dt><span>units :</span></dt><dd>kg m**-3</dd><dt><span>name :</span></dt><dd>Snow density</dd><dt><span>cfVarName :</span></dt><dd>rsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2422,7 +2438,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-878becf1-fe84-4c59-82f9-0b6cae80d3ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-878becf1-fe84-4c59-82f9-0b6cae80d3ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc16251f-68d2-4c79-8a51-4538200c5a02' class='xr-var-data-in' type='checkbox'><label for='data-dc16251f-68d2-4c79-8a51-4538200c5a02' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sd</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Snow depth</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_surface_snow_amount</dd><dt><span>cfVarName :</span></dt><dd>sd</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-434fcade-0f88-4494-a745-de600d1caa36' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-434fcade-0f88-4494-a745-de600d1caa36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30d281a3-6233-4571-92c9-34fbd612fbad' class='xr-var-data-in' type='checkbox'><label for='data-30d281a3-6233-4571-92c9-34fbd612fbad' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sd</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Snow depth</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_surface_snow_amount</dd><dt><span>cfVarName :</span></dt><dd>sd</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2495,7 +2511,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3df64740-2819-432f-94fe-ab8cab45099b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3df64740-2819-432f-94fe-ab8cab45099b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62ba7ade-b0af-44ed-ad7d-00f26929ecd9' class='xr-var-data-in' type='checkbox'><label for='data-62ba7ade-b0af-44ed-ad7d-00f26929ecd9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>skt</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Skin temperature</dd><dt><span>cfVarName :</span></dt><dd>skt</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-047bb5d7-7f40-4e85-b5cc-9a3fc7f46dc8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-047bb5d7-7f40-4e85-b5cc-9a3fc7f46dc8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7ecd318-8fe9-4d29-8bd3-b8f5558d7fc6' class='xr-var-data-in' type='checkbox'><label for='data-a7ecd318-8fe9-4d29-8bd3-b8f5558d7fc6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>skt</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Skin temperature</dd><dt><span>cfVarName :</span></dt><dd>skt</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2568,7 +2584,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sp</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3c420ae8-73de-440a-9855-3b4a816d1558' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c420ae8-73de-440a-9855-3b4a816d1558' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a4e1969-e8ac-46cb-824b-ee43f97cda93' class='xr-var-data-in' type='checkbox'><label for='data-8a4e1969-e8ac-46cb-824b-ee43f97cda93' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sp</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Surface pressure</dd><dt><span>cfName :</span></dt><dd>surface_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>sp</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sp</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-dab09df0-5124-4a8b-9e9e-ca77ed6d1a22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dab09df0-5124-4a8b-9e9e-ca77ed6d1a22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d37895e-ce99-4dc3-bc67-13c813c4bb34' class='xr-var-data-in' type='checkbox'><label for='data-9d37895e-ce99-4dc3-bc67-13c813c4bb34' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sp</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Surface pressure</dd><dt><span>cfName :</span></dt><dd>surface_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>sp</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2641,7 +2657,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>src</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-118c5920-f207-474f-9a0f-609b030dad91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-118c5920-f207-474f-9a0f-609b030dad91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86547d10-ab0d-4a7e-bfcd-3585e176f5a1' class='xr-var-data-in' type='checkbox'><label for='data-86547d10-ab0d-4a7e-bfcd-3585e176f5a1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>src</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Skin reservoir content</dd><dt><span>cfVarName :</span></dt><dd>src</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>src</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-510d5b1c-677b-476c-9565-934e1ec5be4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-510d5b1c-677b-476c-9565-934e1ec5be4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed904e98-2cb0-4003-8dbf-5db4d5ae3ff1' class='xr-var-data-in' type='checkbox'><label for='data-ed904e98-2cb0-4003-8dbf-5db4d5ae3ff1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>src</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Skin reservoir content</dd><dt><span>cfVarName :</span></dt><dd>src</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2714,7 +2730,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-428b1754-3ece-460c-b58a-1f35665f143d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-428b1754-3ece-460c-b58a-1f35665f143d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d87153f3-70c7-4683-ae8d-7a935f78fb09' class='xr-var-data-in' type='checkbox'><label for='data-d87153f3-70c7-4683-ae8d-7a935f78fb09' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sst</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Sea surface temperature</dd><dt><span>cfVarName :</span></dt><dd>sst</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-f49d3ca7-0159-4e17-80ed-b40a939d6c67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f49d3ca7-0159-4e17-80ed-b40a939d6c67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8369d55a-39a9-428d-b4e0-c5c4e59a154d' class='xr-var-data-in' type='checkbox'><label for='data-8369d55a-39a9-428d-b4e0-c5c4e59a154d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sst</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Sea surface temperature</dd><dt><span>cfVarName :</span></dt><dd>sst</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2787,7 +2803,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-5b1a786f-cac9-47a4-8540-405a94a56a22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b1a786f-cac9-47a4-8540-405a94a56a22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d4ffaea-4fc2-4857-92c5-f020e559e16f' class='xr-var-data-in' type='checkbox'><label for='data-8d4ffaea-4fc2-4857-92c5-f020e559e16f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 1</dd><dt><span>cfName :</span></dt><dd>surface_temperature</dd><dt><span>cfVarName :</span></dt><dd>stl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a0f3965c-5067-4b76-95dd-f460c0a2f256' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0f3965c-5067-4b76-95dd-f460c0a2f256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c8831dd-3c67-427d-b935-c612ddd3379b' class='xr-var-data-in' type='checkbox'><label for='data-3c8831dd-3c67-427d-b935-c612ddd3379b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 1</dd><dt><span>cfName :</span></dt><dd>surface_temperature</dd><dt><span>cfVarName :</span></dt><dd>stl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2860,7 +2876,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-fb3d9c0e-9e24-4a99-a61f-e0b814bb4ba8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb3d9c0e-9e24-4a99-a61f-e0b814bb4ba8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30adbaa3-dfdd-4bfb-b173-3fb2bea96ebc' class='xr-var-data-in' type='checkbox'><label for='data-30adbaa3-dfdd-4bfb-b173-3fb2bea96ebc' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 2</dd><dt><span>cfVarName :</span></dt><dd>stl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-dfd9821c-64f9-4b5c-a9b7-29acdd8fa2ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dfd9821c-64f9-4b5c-a9b7-29acdd8fa2ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-398907c3-cdb2-4933-938c-34399ade7f66' class='xr-var-data-in' type='checkbox'><label for='data-398907c3-cdb2-4933-938c-34399ade7f66' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 2</dd><dt><span>cfVarName :</span></dt><dd>stl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2933,7 +2949,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-867bbab5-60b8-42a9-8d1a-57b800ccdfd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-867bbab5-60b8-42a9-8d1a-57b800ccdfd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be33c443-9e04-4de0-a545-06791f0797b9' class='xr-var-data-in' type='checkbox'><label for='data-be33c443-9e04-4de0-a545-06791f0797b9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 3</dd><dt><span>cfVarName :</span></dt><dd>stl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-19d51c82-377e-41bd-8e5c-06683f259e08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19d51c82-377e-41bd-8e5c-06683f259e08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18a459b1-ad28-49ef-bc1e-9cbad0f92546' class='xr-var-data-in' type='checkbox'><label for='data-18a459b1-ad28-49ef-bc1e-9cbad0f92546' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 3</dd><dt><span>cfVarName :</span></dt><dd>stl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3006,7 +3022,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ffeb2aa3-de06-4d30-a9a9-ce7d866a25ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ffeb2aa3-de06-4d30-a9a9-ce7d866a25ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2eb89d11-8ff2-49fc-9490-5bf1292a1759' class='xr-var-data-in' type='checkbox'><label for='data-2eb89d11-8ff2-49fc-9490-5bf1292a1759' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 4</dd><dt><span>cfVarName :</span></dt><dd>stl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d3c7df90-a43b-4d43-aa1b-ba1cba53a73e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3c7df90-a43b-4d43-aa1b-ba1cba53a73e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f47b756-6ebe-4bb3-b59d-1ed68b03717b' class='xr-var-data-in' type='checkbox'><label for='data-9f47b756-6ebe-4bb3-b59d-1ed68b03717b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 4</dd><dt><span>cfVarName :</span></dt><dd>stl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3079,7 +3095,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-dfbacf18-6c21-4f05-8180-a863ade95b19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dfbacf18-6c21-4f05-8180-a863ade95b19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef20555f-e5b6-4ab4-a80a-9b84993476a1' class='xr-var-data-in' type='checkbox'><label for='data-ef20555f-e5b6-4ab4-a80a-9b84993476a1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl1</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 1</dd><dt><span>cfVarName :</span></dt><dd>swvl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-04a2f17d-8230-40f0-b097-e124e2f4c48a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04a2f17d-8230-40f0-b097-e124e2f4c48a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ee67b8f-0f17-4e17-8429-d9e9cc2e0f10' class='xr-var-data-in' type='checkbox'><label for='data-6ee67b8f-0f17-4e17-8429-d9e9cc2e0f10' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl1</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 1</dd><dt><span>cfVarName :</span></dt><dd>swvl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3152,7 +3168,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-8f36cd6a-4ab8-4410-8c28-845e7c70933b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f36cd6a-4ab8-4410-8c28-845e7c70933b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95e3f7ec-257e-4fbd-87c8-ffe9ec57dc98' class='xr-var-data-in' type='checkbox'><label for='data-95e3f7ec-257e-4fbd-87c8-ffe9ec57dc98' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl2</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>cfVarName :</span></dt><dd>swvl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b31e502c-d6cc-451d-8f29-e9d579566cf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b31e502c-d6cc-451d-8f29-e9d579566cf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9fa037e-9d1e-46f7-b79b-c485bc26c6f5' class='xr-var-data-in' type='checkbox'><label for='data-f9fa037e-9d1e-46f7-b79b-c485bc26c6f5' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl2</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>cfVarName :</span></dt><dd>swvl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3225,7 +3241,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-def43d30-2d42-416d-99ae-dc2e5a2206bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-def43d30-2d42-416d-99ae-dc2e5a2206bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2eff8d7e-0b93-4120-82d3-096d5360a262' class='xr-var-data-in' type='checkbox'><label for='data-2eff8d7e-0b93-4120-82d3-096d5360a262' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl3</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 3</dd><dt><span>cfVarName :</span></dt><dd>swvl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a0e16a48-c5d5-42b2-8fca-91f6521156d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0e16a48-c5d5-42b2-8fca-91f6521156d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8f3727c-26cd-4027-8a60-9b770cf94bb9' class='xr-var-data-in' type='checkbox'><label for='data-e8f3727c-26cd-4027-8a60-9b770cf94bb9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl3</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 3</dd><dt><span>cfVarName :</span></dt><dd>swvl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3298,7 +3314,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-831684d9-7346-462d-83bc-b6d3de6f5102' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-831684d9-7346-462d-83bc-b6d3de6f5102' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a70a4041-fba7-4a89-823d-ecfc2871698a' class='xr-var-data-in' type='checkbox'><label for='data-a70a4041-fba7-4a89-823d-ecfc2871698a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl4</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>cfVarName :</span></dt><dd>swvl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-21dd32a7-500f-4420-aac7-03a69b225f12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21dd32a7-500f-4420-aac7-03a69b225f12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dafa8151-8510-45b6-8f62-58e178bfc4d1' class='xr-var-data-in' type='checkbox'><label for='data-dafa8151-8510-45b6-8f62-58e178bfc4d1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl4</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>cfVarName :</span></dt><dd>swvl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3371,7 +3387,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-9402fbab-b905-4675-ab37-a4daed9a96fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9402fbab-b905-4675-ab37-a4daed9a96fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b125dd6-9998-4775-b688-3f00af47d6c3' class='xr-var-data-in' type='checkbox'><label for='data-2b125dd6-9998-4775-b688-3f00af47d6c3' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Total cloud cover</dd><dt><span>cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>tcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2a5f4bfa-c7b7-4e31-a0cb-5c05c05e38eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a5f4bfa-c7b7-4e31-a0cb-5c05c05e38eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c34bd650-a6ed-4a2b-a356-67a06c97a7cb' class='xr-var-data-in' type='checkbox'><label for='data-c34bd650-a6ed-4a2b-a356-67a06c97a7cb' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Total cloud cover</dd><dt><span>cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>tcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3444,7 +3460,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tco3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-5310a553-a5f4-4297-a383-1e1e56eaca33' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5310a553-a5f4-4297-a383-1e1e56eaca33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9c0f425-7fbb-46a4-b04d-37346ffaa9ea' class='xr-var-data-in' type='checkbox'><label for='data-d9c0f425-7fbb-46a4-b04d-37346ffaa9ea' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tco3</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column ozone</dd><dt><span>cfName :</span></dt><dd>atmosphere_mass_content_of_ozone</dd><dt><span>cfVarName :</span></dt><dd>tco3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tco3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-0d457417-3079-45c8-869b-e62e8a1572e5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d457417-3079-45c8-869b-e62e8a1572e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa64b898-f35c-49d9-b6bb-a5aee20a5616' class='xr-var-data-in' type='checkbox'><label for='data-fa64b898-f35c-49d9-b6bb-a5aee20a5616' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tco3</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column ozone</dd><dt><span>cfName :</span></dt><dd>atmosphere_mass_content_of_ozone</dd><dt><span>cfVarName :</span></dt><dd>tco3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3517,7 +3533,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcw</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3df96e27-88df-4041-b3eb-55c8c48f2962' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3df96e27-88df-4041-b3eb-55c8c48f2962' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7599a032-1622-432c-bc4f-3f8a3f19f145' class='xr-var-data-in' type='checkbox'><label for='data-7599a032-1622-432c-bc4f-3f8a3f19f145' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcw</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column water</dd><dt><span>cfVarName :</span></dt><dd>tcw</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcw</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3596b46d-0168-4e2e-bead-595166a5d01d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3596b46d-0168-4e2e-bead-595166a5d01d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f3737e7-67ab-4bca-a30b-343ae642f555' class='xr-var-data-in' type='checkbox'><label for='data-3f3737e7-67ab-4bca-a30b-343ae642f555' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcw</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column water</dd><dt><span>cfVarName :</span></dt><dd>tcw</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3590,7 +3606,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a0a31958-9743-48ea-bdcb-f123091cf6a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0a31958-9743-48ea-bdcb-f123091cf6a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0bf9ecb9-81ff-4957-b24c-0b5f5f4f0bbe' class='xr-var-data-in' type='checkbox'><label for='data-0bf9ecb9-81ff-4957-b24c-0b5f5f4f0bbe' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcwv</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column vertically-integrated water vapour</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_atmosphere_mass_content_of_water_vapor</dd><dt><span>cfVarName :</span></dt><dd>tcwv</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d65a0932-afe0-4abf-9c24-37647f5c0865' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d65a0932-afe0-4abf-9c24-37647f5c0865' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5dd50294-3456-4d98-a7b6-74a2bbd1655a' class='xr-var-data-in' type='checkbox'><label for='data-5dd50294-3456-4d98-a7b6-74a2bbd1655a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcwv</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column vertically-integrated water vapour</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_atmosphere_mass_content_of_water_vapor</dd><dt><span>cfVarName :</span></dt><dd>tcwv</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3663,7 +3679,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a6471190-2e7d-4823-9023-15e1d59fe0f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6471190-2e7d-4823-9023-15e1d59fe0f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcbb0f13-cfa0-40c4-b375-13923ce74580' class='xr-var-data-in' type='checkbox'><label for='data-fcbb0f13-cfa0-40c4-b375-13923ce74580' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tsn</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature of snow layer</dd><dt><span>cfName :</span></dt><dd>temperature_in_surface_snow</dd><dt><span>cfVarName :</span></dt><dd>tsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-286abcff-64ed-4ed6-b6c8-648ea34e9b8b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-286abcff-64ed-4ed6-b6c8-648ea34e9b8b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2dd2173-1777-4866-8841-c4b97109f7d9' class='xr-var-data-in' type='checkbox'><label for='data-f2dd2173-1777-4866-8841-c4b97109f7d9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tsn</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature of snow layer</dd><dt><span>cfName :</span></dt><dd>temperature_in_surface_snow</dd><dt><span>cfVarName :</span></dt><dd>tsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3736,7 +3752,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-28b2b268-8d08-4bad-b2ac-9753d6b51df0' class='xr-section-summary-in' type='checkbox'  ><label for='section-28b2b268-8d08-4bad-b2ac-9753d6b51df0' 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-2964085f-8fe5-4c7e-a288-d7e2e9b35631' class='xr-index-data-in' type='checkbox'/><label for='index-2964085f-8fe5-4c7e-a288-d7e2e9b35631' 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;1940-01-01 11:30:00&#x27;, &#x27;1940-01-02 11:30:00&#x27;,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-79d086b1-1fba-4e1f-a36b-644dc97d1d65' class='xr-section-summary-in' type='checkbox'  ><label for='section-79d086b1-1fba-4e1f-a36b-644dc97d1d65' 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-91ce1579-7bf1-42f4-aae1-f9eba41ce828' class='xr-index-data-in' type='checkbox'/><label for='index-91ce1579-7bf1-42f4-aae1-f9eba41ce828' 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;1940-01-01 11:30:00&#x27;, &#x27;1940-01-02 11:30:00&#x27;,\n",
        "               &#x27;1940-01-03 11:30:00&#x27;, &#x27;1940-01-04 11:30:00&#x27;,\n",
        "               &#x27;1940-01-05 11:30:00&#x27;, &#x27;1940-01-06 11:30:00&#x27;,\n",
        "               &#x27;1940-01-07 11:30:00&#x27;, &#x27;1940-01-08 11:30:00&#x27;,\n",
@@ -3747,7 +3763,7 @@
        "               &#x27;2024-09-25 11:30:00&#x27;, &#x27;2024-09-26 11:30:00&#x27;,\n",
        "               &#x27;2024-09-27 11:30:00&#x27;, &#x27;2024-09-28 11:30:00&#x27;,\n",
        "               &#x27;2024-09-29 11:30:00&#x27;, &#x27;2024-09-30 11:30:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=30955, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4996dabb-5ee0-4e5d-aff0-a80d85ff8e05' class='xr-section-summary-in' type='checkbox'  ><label for='section-4996dabb-5ee0-4e5d-aff0-a80d85ff8e05' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>daily</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=30955, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e299ed1e-7cac-4aaa-851b-895195d20548' class='xr-section-summary-in' type='checkbox'  ><label for='section-e299ed1e-7cac-4aaa-851b-895195d20548' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>daily</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 5TB\n",
@@ -3787,7 +3803,7 @@
        "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S..."
       ]
      },
-     "execution_count": 19,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3798,7 +3814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 10,
    "id": "e46eeffa-f2b7-4763-9d50-3866f16b2495",
    "metadata": {
     "tags": []
@@ -4205,45 +4221,45 @@
        "    responsible_persons:  Angelika Heil, Fabian Wachsmann\n",
        "    title:                The DKRZ ERA5 data pool. Generated using Copernicus...\n",
        "    license:              The ERA5 data are published with the Copernicus Pro...\n",
-       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-5f761ad2-e3c6-456d-b01b-3f4b326bf92c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5f761ad2-e3c6-456d-b01b-3f4b326bf92c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>cell</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-55dbee0e-fc22-4041-b700-da2af24fd573' class='xr-section-summary-in' type='checkbox'  checked><label for='section-55dbee0e-fc22-4041-b700-da2af24fd573' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.78 89.78 89.78 ... -89.78 -89.78</div><input id='attrs-d15a15a8-e279-4b4f-b8e5-a6e60d13bb71' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d15a15a8-e279-4b4f-b8e5-a6e60d13bb71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4af8eb66-0587-4914-ba1f-540e24cd0aa6' class='xr-var-data-in' type='checkbox'><label for='data-4af8eb66-0587-4914-ba1f-540e24cd0aa6' title='Show/Hide data 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><pre>array([ 89.78487691,  89.78487691,  89.78487691, ..., -89.78487691,\n",
-       "       -89.78487691, -89.78487691])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 20.0 40.0 ... 300.0 320.0 340.0</div><input id='attrs-bd8c52f4-67ae-46d2-a2d5-3c3ecd4aa5e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd8c52f4-67ae-46d2-a2d5-3c3ecd4aa5e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6000e5f-a256-45f2-91ba-94c7de37cf55' class='xr-var-data-in' type='checkbox'><label for='data-e6000e5f-a256-45f2-91ba-94c7de37cf55' title='Show/Hide data 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><pre>array([ nan,  20.,  40., ..., 300., 320., 340.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-09-30T11:30:00</div><input id='attrs-67ddccf7-1eca-4a48-93a5-44e5589346c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67ddccf7-1eca-4a48-93a5-44e5589346c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f1bee63-0e9d-4f36-95ea-183d9c287b3c' class='xr-var-data-in' type='checkbox'><label for='data-4f1bee63-0e9d-4f36-95ea-183d9c287b3c' title='Show/Hide data 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>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000000</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-09-30T11:30:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-17bef983-5c63-4eee-a5a0-76020693a63f' class='xr-section-summary-in' type='checkbox'  ><label for='section-17bef983-5c63-4eee-a5a0-76020693a63f' class='xr-section-summary' >Data variables: <span>(40)</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>100u</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.838 2.636 ... -6.063 -2.922</div><input id='attrs-0fbe7baf-6460-4f3b-a18d-e1578b7d6a02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fbe7baf-6460-4f3b-a18d-e1578b7d6a02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-379f5f39-b1a5-489b-bd6e-f42805fe3ac2' class='xr-var-data-in' type='checkbox'><label for='data-379f5f39-b1a5-489b-bd6e-f42805fe3ac2' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 5.83758545,  2.63641357, -0.87823486, ..., -8.29620361,\n",
-       "       -6.06280518, -2.92218018])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>100v</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.215 -9.827 ... -8.995 -10.81</div><input id='attrs-f44360a9-0f87-4ea7-a688-f31989b185db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f44360a9-0f87-4ea7-a688-f31989b185db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-869c9eb3-9c5a-490d-bf37-6368f6ca29b9' class='xr-var-data-in' type='checkbox'><label for='data-869c9eb3-9c5a-490d-bf37-6368f6ca29b9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ -8.21508789,  -9.82739258, -10.22387695, ...,  -6.40063477,\n",
-       "        -8.99536133, -10.8059082 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10u</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.36 2.381 ... -4.711 -3.002</div><input id='attrs-7ca71285-5ad7-409a-9242-848451ba66f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ca71285-5ad7-409a-9242-848451ba66f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2736ba09-8b16-41dd-8ea5-4cf7e0067ced' class='xr-var-data-in' type='checkbox'><label for='data-2736ba09-8b16-41dd-8ea5-4cf7e0067ced' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 4.36003113,  2.38053894,  0.09147644, ..., -5.73860168,\n",
-       "       -4.71125793, -3.00227356])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10v</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.953 -6.245 ... -4.959 -6.483</div><input id='attrs-caf5ee4e-a287-414a-aee3-79d7c16dde94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-caf5ee4e-a287-414a-aee3-79d7c16dde94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1e0506a-276d-4326-bcd7-6ec9a85eb534' class='xr-var-data-in' type='checkbox'><label for='data-d1e0506a-276d-4326-bcd7-6ec9a85eb534' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-4.95269585, -6.24468803, -6.76226616, ..., -3.0894146 ,\n",
-       "       -4.95855522, -6.48296928])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>259.5 259.7 259.9 ... 219.4 219.4</div><input id='attrs-bfd4d588-2625-4e08-a595-cc06a6b7b765' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfd4d588-2625-4e08-a595-cc06a6b7b765' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccb613bf-270c-43d5-9225-11c5f8ea2abd' class='xr-var-data-in' type='checkbox'><label for='data-ccb613bf-270c-43d5-9225-11c5f8ea2abd' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2d</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>cfVarName :</span></dt><dd>d2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([259.50054932, 259.68609619, 259.87750244, ..., 219.35797119,\n",
-       "       219.38922119, 219.42242432])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2t</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.9 262.1 262.3 ... 223.4 223.5</div><input id='attrs-94653477-1bb1-406a-a8d3-5bc3333592b2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-94653477-1bb1-406a-a8d3-5bc3333592b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d40289c0-db4c-4f82-886e-0f5e1da6637a' class='xr-var-data-in' type='checkbox'><label for='data-d40289c0-db4c-4f82-886e-0f5e1da6637a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre temperature</dd><dt><span>cfVarName :</span></dt><dd>t2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.93292236, 262.12628174, 262.30987549, ..., 223.32745361,\n",
-       "       223.41534424, 223.49542236])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>asn</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.88 0.88 0.88 ... 0.85 0.85 0.85</div><input id='attrs-4428bc6b-173a-4385-9464-0a93be9ecbc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4428bc6b-173a-4385-9464-0a93be9ecbc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bb2513f-13fb-4be4-bfe2-b909f0f0f6b4' class='xr-var-data-in' type='checkbox'><label for='data-8bb2513f-13fb-4be4-bfe2-b909f0f0f6b4' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>asn</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Snow albedo</dd><dt><span>cfVarName :</span></dt><dd>asn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.88000059, 0.88000059, 0.88000059, ..., 0.85000181, 0.85000181,\n",
-       "       0.85000181])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blh</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>212.9 220.9 229.4 ... 147.6 150.0</div><input id='attrs-305bfd1f-9e91-4ef0-b1a6-fff776a9d8eb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-305bfd1f-9e91-4ef0-b1a6-fff776a9d8eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-854ee329-cc44-4a43-95d2-9e2d7e1d8074' class='xr-var-data-in' type='checkbox'><label for='data-854ee329-cc44-4a43-95d2-9e2d7e1d8074' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>blh</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Boundary layer height</dd><dt><span>cfVarName :</span></dt><dd>blh</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([212.86473846, 220.92723846, 229.42723846, ..., 145.61473846,\n",
-       "       147.55223846, 149.98973846])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ci</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9867 0.9805 ... 9.999e+03</div><input id='attrs-6dedb7b3-977a-44d0-8ad1-850e25beeb1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6dedb7b3-977a-44d0-8ad1-850e25beeb1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-baf9502f-33a7-4c81-9a3e-59e6d5a27cd1' class='xr-var-data-in' type='checkbox'><label for='data-baf9502f-33a7-4c81-9a3e-59e6d5a27cd1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ci</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Sea ice area fraction</dd><dt><span>cfName :</span></dt><dd>sea_ice_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>siconc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([9.86663818e-01, 9.80499268e-01, 9.71282959e-01, ...,\n",
-       "       9.99900000e+03, 9.99900000e+03, 9.99900000e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fal</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7554 0.751 0.7448 ... 0.85 0.85</div><input id='attrs-7ac70018-8e81-4812-a029-0b31ac377a9f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ac70018-8e81-4812-a029-0b31ac377a9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-498a5ea0-b4a3-48c2-8c5d-1621b13ecb69' class='xr-var-data-in' type='checkbox'><label for='data-498a5ea0-b4a3-48c2-8c5d-1621b13ecb69' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fal</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Forecast albedo</dd><dt><span>cfVarName :</span></dt><dd>fal</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.7554478 , 0.75103801, 0.74481243, ..., 0.85000652, 0.85000652,\n",
-       "       0.85000652])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flsr</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.94 -6.954 ... -8.948 -8.948</div><input id='attrs-876a5fab-3a1d-451a-9f81-f36642b8a095' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-876a5fab-3a1d-451a-9f81-f36642b8a095' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae3e742c-26ae-401a-b5ba-8212e00adc56' class='xr-var-data-in' type='checkbox'><label for='data-ae3e742c-26ae-401a-b5ba-8212e00adc56' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>flsr</dd><dt><span>units :</span></dt><dd>~</dd><dt><span>name :</span></dt><dd>Forecast logarithm of surface roughness for heat</dd><dt><span>cfVarName :</span></dt><dd>flsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-6.94027901, -6.95443916, -6.97494698, ..., -8.94784737,\n",
-       "       -8.94784737, -8.94784737])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fsr</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0009742 0.0009633 ... 0.0013</div><input id='attrs-8f257fa7-c831-4374-96e5-91547bb86272' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f257fa7-c831-4374-96e5-91547bb86272' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2f38a91-788a-4510-a2e5-4191058ab25a' class='xr-var-data-in' type='checkbox'><label for='data-b2f38a91-788a-4510-a2e5-4191058ab25a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fsr</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Forecast surface roughness</dd><dt><span>cfVarName :</span></dt><dd>fsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.00097416, 0.00096331, 0.00094829, ..., 0.00129996, 0.00129996,\n",
-       "       0.00129996])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6475 0.6383 ... 0.7783 0.7842</div><input id='attrs-1433d022-34a7-441e-a707-a4f9270261fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1433d022-34a7-441e-a707-a4f9270261fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb079a4d-03e7-4bbe-8d1f-ce40a5569ddc' class='xr-var-data-in' type='checkbox'><label for='data-fb079a4d-03e7-4bbe-8d1f-ce40a5569ddc' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>hcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>High cloud cover</dd><dt><span>cfVarName :</span></dt><dd>hcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.64749146, 0.63833618, 0.63415527, ..., 0.78167725, 0.77832031,\n",
-       "       0.78417969])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ie</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.075e-07 -9.192e-07 ... 1.536e-07</div><input id='attrs-e8adf1a6-7058-4300-9c10-1a44a7bce38d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8adf1a6-7058-4300-9c10-1a44a7bce38d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-466ce036-b8fa-4258-9612-82b98f4d82f8' class='xr-var-data-in' type='checkbox'><label for='data-466ce036-b8fa-4258-9612-82b98f4d82f8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ie</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>name :</span></dt><dd>Instantaneous moisture flux</dd><dt><span>cfVarName :</span></dt><dd>ie</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-8.07485776e-07, -9.19244485e-07, -7.85134034e-07, ...,\n",
-       "        1.38737960e-07,  1.46188540e-07,  1.53639121e-07])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.6 261.7 261.8 ... 271.5 271.5</div><input id='attrs-ede0d88f-5b67-406b-b4a5-1d08b3dc741f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ede0d88f-5b67-406b-b4a5-1d08b3dc741f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70a47e28-51c3-472d-8693-9ec0b106ecd6' class='xr-var-data-in' type='checkbox'><label for='data-70a47e28-51c3-472d-8693-9ec0b106ecd6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>cfVarName :</span></dt><dd>istl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.5629425 , 261.71577454, 261.80366516, ..., 271.45991516,\n",
-       "       271.45991516, 271.45991516])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl2</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>262.6 262.7 262.8 ... 271.5 271.5</div><input id='attrs-c98dd799-da84-47dd-9e09-fbac796e1748' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c98dd799-da84-47dd-9e09-fbac796e1748' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c89add8a-a7ef-417a-af56-392298400ef6' class='xr-var-data-in' type='checkbox'><label for='data-c89add8a-a7ef-417a-af56-392298400ef6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 2</dd><dt><span>cfVarName :</span></dt><dd>istl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([262.56436157, 262.68643188, 262.77432251, ..., 271.45986938,\n",
-       "       271.45986938, 271.45986938])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>266.1 266.2 266.2 ... 271.5 271.5</div><input id='attrs-b1fe7730-a227-4126-abba-6d82a200b218' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1fe7730-a227-4126-abba-6d82a200b218' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b215f15b-7e14-4984-b3ec-d7ee0fac6bee' class='xr-var-data-in' type='checkbox'><label for='data-b215f15b-7e14-4984-b3ec-d7ee0fac6bee' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>cfVarName :</span></dt><dd>istl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([266.10595703, 266.16308594, 266.20361328, ..., 271.45996094,\n",
-       "       271.45996094, 271.45996094])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl4</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>269.2 269.3 269.3 ... 271.5 271.5</div><input id='attrs-905faf5f-512b-4429-9132-cfa3eb4820ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-905faf5f-512b-4429-9132-cfa3eb4820ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4df6739-c3e3-4841-a9e3-79e974ebfd60' class='xr-var-data-in' type='checkbox'><label for='data-f4df6739-c3e3-4841-a9e3-79e974ebfd60' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 4</dd><dt><span>cfVarName :</span></dt><dd>istl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([269.24951172, 269.27514648, 269.28955078, ..., 271.45996094,\n",
-       "       271.45996094, 271.45996094])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4417 0.4375 ... 0.9775 0.9871</div><input id='attrs-f67951a7-312f-467c-8a37-1987c76c2c15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f67951a7-312f-467c-8a37-1987c76c2c15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db120bda-2728-43c3-84e2-f5c6a13234cc' class='xr-var-data-in' type='checkbox'><label for='data-db120bda-2728-43c3-84e2-f5c6a13234cc' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>lcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Low cloud cover</dd><dt><span>cfVarName :</span></dt><dd>lcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.44168091, 0.4375    , 0.4354248 , ..., 0.94833374, 0.97750854,\n",
-       "       0.98709106])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8592 0.8417 ... 0.7696 0.7604</div><input id='attrs-4dd0c0b0-444f-4b26-92e2-a35a319e47c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4dd0c0b0-444f-4b26-92e2-a35a319e47c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1df84c82-75b2-4c0f-98a4-97e904a88b85' class='xr-var-data-in' type='checkbox'><label for='data-1df84c82-75b2-4c0f-98a4-97e904a88b85' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>mcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Medium cloud cover</dd><dt><span>cfVarName :</span></dt><dd>mcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.85916138, 0.8416748 , 0.85043335, ..., 0.78167725, 0.76959229,\n",
-       "       0.76040649])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.018e+05 1.018e+05 ... 1.022e+05</div><input id='attrs-c658a773-fdb2-4fe4-82f7-fec4dd498f3e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c658a773-fdb2-4fe4-82f7-fec4dd498f3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-539c5bb3-9460-4ec5-a118-357e99cbc843' class='xr-var-data-in' type='checkbox'><label for='data-539c5bb3-9460-4ec5-a118-357e99cbc843' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>msl</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Mean sea level pressure</dd><dt><span>cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>cfVarName :</span></dt><dd>msl</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([101790.5 , 101774.5 , 101757.75, ..., 102205.5 , 102192.  ,\n",
-       "       102179.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsn</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 300.0 300.0</div><input id='attrs-98bbd866-70d6-4a9e-a9d6-fffce805fba9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98bbd866-70d6-4a9e-a9d6-fffce805fba9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d67c4608-d65b-45ea-8140-a8782601c955' class='xr-var-data-in' type='checkbox'><label for='data-d67c4608-d65b-45ea-8140-a8782601c955' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>rsn</dd><dt><span>units :</span></dt><dd>kg m**-3</dd><dt><span>name :</span></dt><dd>Snow density</dd><dt><span>cfVarName :</span></dt><dd>rsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([100., 100., 100., ..., 300., 300., 300.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 10.0 10.0 10.0</div><input id='attrs-5aa8c4b7-3246-4f9c-b765-cb01b3fb1529' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5aa8c4b7-3246-4f9c-b765-cb01b3fb1529' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-092461bd-57c2-4462-8f54-5c1fcc87e8f7' class='xr-var-data-in' type='checkbox'><label for='data-092461bd-57c2-4462-8f54-5c1fcc87e8f7' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sd</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Snow depth</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_surface_snow_amount</dd><dt><span>cfVarName :</span></dt><dd>sd</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 0.,  0.,  0., ..., 10., 10., 10.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.4 261.7 261.9 ... 221.9 222.0</div><input id='attrs-8ffdcef5-93e0-4856-93c9-ffb7f6576301' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ffdcef5-93e0-4856-93c9-ffb7f6576301' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-046d99b2-ee05-4d11-80d3-29cfca5b43a1' class='xr-var-data-in' type='checkbox'><label for='data-046d99b2-ee05-4d11-80d3-29cfca5b43a1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>skt</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Skin temperature</dd><dt><span>cfVarName :</span></dt><dd>skt</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.41456604, 261.70753479, 261.90480042, ..., 221.98878479,\n",
-       "       221.93800354, 222.04542542])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sp</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.018e+05 1.018e+05 ... 6.936e+04</div><input id='attrs-bd81a580-d8a9-47a0-8649-eb08e4278c1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd81a580-d8a9-47a0-8649-eb08e4278c1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-231d93d6-c1ca-4684-8276-0c52f8e576a0' class='xr-var-data-in' type='checkbox'><label for='data-231d93d6-c1ca-4684-8276-0c52f8e576a0' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sp</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Surface pressure</dd><dt><span>cfName :</span></dt><dd>surface_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>sp</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([101783.453125, 101765.453125, 101750.453125, ...,  69445.453125,\n",
-       "        69429.453125,  69359.453125])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>src</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-95706b4c-f0af-4a69-9f94-c22dcc7db0a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-95706b4c-f0af-4a69-9f94-c22dcc7db0a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b24e59b-d35e-4f86-8fe0-9efe0501c7c9' class='xr-var-data-in' type='checkbox'><label for='data-9b24e59b-d35e-4f86-8fe0-9efe0501c7c9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>src</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Skin reservoir content</dd><dt><span>cfVarName :</span></dt><dd>src</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>271.5 271.5 ... 9.999e+03 9.999e+03</div><input id='attrs-3e9544dd-e817-42c8-80da-706f5cab573c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e9544dd-e817-42c8-80da-706f5cab573c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afbf202c-5985-4f7d-8c03-9836406927e1' class='xr-var-data-in' type='checkbox'><label for='data-afbf202c-5985-4f7d-8c03-9836406927e1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sst</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Sea surface temperature</dd><dt><span>cfVarName :</span></dt><dd>sst</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 271.45996094,  271.45996094,  271.45996094, ..., 9999.        ,\n",
-       "       9999.        , 9999.        ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl1</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.7 261.9 262.1 ... 224.0 224.1</div><input id='attrs-0a836345-59a7-48da-97e5-9e56640cd286' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a836345-59a7-48da-97e5-9e56640cd286' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c12d26d7-4ed7-4e81-b9e6-6befc9612fc7' class='xr-var-data-in' type='checkbox'><label for='data-c12d26d7-4ed7-4e81-b9e6-6befc9612fc7' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 1</dd><dt><span>cfName :</span></dt><dd>surface_temperature</dd><dt><span>cfVarName :</span></dt><dd>stl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.69343567, 261.90437317, 262.08015442, ..., 223.81452942,\n",
-       "       224.02937317, 224.13288879])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl2</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>262.7 262.9 263.0 ... 224.2 224.3</div><input id='attrs-2a0aa986-eff7-45a3-999e-df8773068b56' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a0aa986-eff7-45a3-999e-df8773068b56' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4cf0ca4f-8ae2-4933-a978-c2a4c6af677e' class='xr-var-data-in' type='checkbox'><label for='data-4cf0ca4f-8ae2-4933-a978-c2a4c6af677e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 2</dd><dt><span>cfVarName :</span></dt><dd>stl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([262.69242859, 262.86820984, 263.03031921, ..., 223.94047546,\n",
-       "       224.15531921, 224.26664734])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>266.2 266.3 266.4 ... 224.6 224.7</div><input id='attrs-f39779eb-0e9d-486b-909e-6d5c5862b52c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f39779eb-0e9d-486b-909e-6d5c5862b52c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5016325-dc75-463a-b8d9-1b0f29f36510' class='xr-var-data-in' type='checkbox'><label for='data-e5016325-dc75-463a-b8d9-1b0f29f36510' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 3</dd><dt><span>cfVarName :</span></dt><dd>stl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([266.18309021, 266.27293396, 266.35887146, ..., 224.39207458,\n",
-       "       224.59715271, 224.72410583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl4</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.6 261.9 262.1 ... 225.8 225.9</div><input id='attrs-39ac685d-07c9-42a4-b7f5-31f9594132dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39ac685d-07c9-42a4-b7f5-31f9594132dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e2bd2bf-3c98-4a8a-aab5-4277e87fdc19' class='xr-var-data-in' type='checkbox'><label for='data-2e2bd2bf-3c98-4a8a-aab5-4277e87fdc19' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 4</dd><dt><span>cfVarName :</span></dt><dd>stl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.64779663, 261.92123413, 262.11068726, ..., 225.63021851,\n",
-       "       225.80404663, 225.93295288])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.89e-06 7.89e-06 ... 0.3186 0.292</div><input id='attrs-298f9b44-7092-42aa-9c1e-719964926f27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-298f9b44-7092-42aa-9c1e-719964926f27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8848e0f1-ca96-4fb6-8e3b-65bdb162c25e' class='xr-var-data-in' type='checkbox'><label for='data-8848e0f1-ca96-4fb6-8e3b-65bdb162c25e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl1</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 1</dd><dt><span>cfVarName :</span></dt><dd>swvl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([7.89016485e-06, 7.89016485e-06, 7.89016485e-06, ...,\n",
-       "       2.73140214e-01, 3.18626665e-01, 2.92000078e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.562e-06 2.562e-06 ... 0.2096</div><input id='attrs-3a1d1b55-0ab0-468f-92ea-67c100bc8f93' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a1d1b55-0ab0-468f-92ea-67c100bc8f93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-225f43e6-55bb-438a-8f87-1ebc2e3322a3' class='xr-var-data-in' type='checkbox'><label for='data-225f43e6-55bb-438a-8f87-1ebc2e3322a3' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl2</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>cfVarName :</span></dt><dd>swvl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([2.56160274e-06, 2.56160274e-06, 2.56160274e-06, ...,\n",
-       "       2.35308348e-01, 2.52566038e-01, 2.09566771e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.257e-06 -3.257e-06 ... 0.2521</div><input id='attrs-89f85fac-cae8-4b62-9754-f3674d5185ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89f85fac-cae8-4b62-9754-f3674d5185ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5dc8086-47eb-4bb1-8643-1cc14e1322c7' class='xr-var-data-in' type='checkbox'><label for='data-a5dc8086-47eb-4bb1-8643-1cc14e1322c7' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl3</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 3</dd><dt><span>cfVarName :</span></dt><dd>swvl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-3.25660221e-06, -3.25660221e-06, -3.25660221e-06, ...,\n",
-       "        3.07873330e-01,  3.05462442e-01,  2.52056680e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.1602 0.1602</div><input id='attrs-e7e7b608-a250-48da-ae4d-cd7662c07d08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7e7b608-a250-48da-ae4d-cd7662c07d08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51f3db2d-5872-47c9-a6ad-612ac9754a8a' class='xr-var-data-in' type='checkbox'><label for='data-51f3db2d-5872-47c9-a6ad-612ac9754a8a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl4</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>cfVarName :</span></dt><dd>swvl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.        , 0.        , 0.        , ..., 0.16020203, 0.16020203,\n",
-       "       0.16020203])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9721 0.9683 ... 0.9838 0.9871</div><input id='attrs-0a4450e8-8d5f-445d-b18f-5f63d284a3df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a4450e8-8d5f-445d-b18f-5f63d284a3df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bcca6fa4-3eef-4f04-b57a-eef390cbb6b2' class='xr-var-data-in' type='checkbox'><label for='data-bcca6fa4-3eef-4f04-b57a-eef390cbb6b2' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Total cloud cover</dd><dt><span>cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>tcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.97207642, 0.96832275, 0.9666748 , ..., 0.98126221, 0.98376465,\n",
-       "       0.98709106])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tco3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.006883 0.006877 ... 0.002952</div><input id='attrs-90219dfc-8cb4-43df-b2a3-d2f0bf291229' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-90219dfc-8cb4-43df-b2a3-d2f0bf291229' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41dd6ea3-ba7f-493c-8329-1df926805054' class='xr-var-data-in' type='checkbox'><label for='data-41dd6ea3-ba7f-493c-8329-1df926805054' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tco3</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column ozone</dd><dt><span>cfName :</span></dt><dd>atmosphere_mass_content_of_ozone</dd><dt><span>cfVarName :</span></dt><dd>tco3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.00688299, 0.00687715, 0.00687333, ..., 0.00295564, 0.0029529 ,\n",
-       "       0.00295159])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcw</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.733 5.772 5.815 ... 0.4126 0.4126</div><input id='attrs-35a13720-83a3-4ede-a95b-6ba4394174d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-35a13720-83a3-4ede-a95b-6ba4394174d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-374f400d-6aaa-43f2-9a4d-168733c25216' class='xr-var-data-in' type='checkbox'><label for='data-374f400d-6aaa-43f2-9a4d-168733c25216' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcw</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column water</dd><dt><span>cfVarName :</span></dt><dd>tcw</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([5.73287004, 5.77193254, 5.81490129, ..., 0.41255754, 0.41255754,\n",
-       "       0.41255754])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.655 5.692 5.733 ... 0.4008 0.4008</div><input id='attrs-a38b85ef-1011-4aec-85f9-c34e256685bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a38b85ef-1011-4aec-85f9-c34e256685bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-139af807-6cae-45c1-8b72-27d323763bc1' class='xr-var-data-in' type='checkbox'><label for='data-139af807-6cae-45c1-8b72-27d323763bc1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcwv</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column vertically-integrated water vapour</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_atmosphere_mass_content_of_water_vapor</dd><dt><span>cfVarName :</span></dt><dd>tcwv</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([5.65474206, 5.69185144, 5.73286706, ..., 0.39888269, 0.40083581,\n",
-       "       0.40083581])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsn</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.7 261.9 262.1 ... 221.3 221.3</div><input id='attrs-0cf642d6-c3e1-434f-bd7a-cfae406ffe51' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0cf642d6-c3e1-434f-bd7a-cfae406ffe51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3d76dfa-214c-4489-bb26-2df937d49097' class='xr-var-data-in' type='checkbox'><label for='data-e3d76dfa-214c-4489-bb26-2df937d49097' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tsn</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature of snow layer</dd><dt><span>cfName :</span></dt><dd>temperature_in_surface_snow</dd><dt><span>cfVarName :</span></dt><dd>tsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.6950531 , 261.90403748, 262.07981873, ..., 221.15013123,\n",
-       "       221.2809906 , 221.2888031 ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-834d07b8-2ae3-4857-ab6c-24811d888956' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-834d07b8-2ae3-4857-ab6c-24811d888956' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-efb524ff-4fa5-4084-8c34-64352f92a98c' class='xr-section-summary-in' type='checkbox'  ><label for='section-efb524ff-4fa5-4084-8c34-64352f92a98c' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>daily</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
+       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-83327d51-5708-4b0a-a2ac-a5d0662bbead' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-83327d51-5708-4b0a-a2ac-a5d0662bbead' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>cell</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5c493b42-8164-48f6-9cde-5ce41c4a639a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5c493b42-8164-48f6-9cde-5ce41c4a639a' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.78 89.78 89.78 ... -89.78 -89.78</div><input id='attrs-3d142f09-3d64-4e30-b235-6e4140347b12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d142f09-3d64-4e30-b235-6e4140347b12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e5b5f72-3aad-40c5-af20-699cf9cd68a7' class='xr-var-data-in' type='checkbox'><label for='data-3e5b5f72-3aad-40c5-af20-699cf9cd68a7' title='Show/Hide data 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><pre>array([ 89.78487691,  89.78487691,  89.78487691, ..., -89.78487691,\n",
+       "       -89.78487691, -89.78487691])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan 20.0 40.0 ... 300.0 320.0 340.0</div><input id='attrs-99602145-b898-4d2b-8e08-6b56c3faf117' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99602145-b898-4d2b-8e08-6b56c3faf117' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18357dcc-1334-4b51-b977-55a95e4df0e6' class='xr-var-data-in' type='checkbox'><label for='data-18357dcc-1334-4b51-b977-55a95e4df0e6' title='Show/Hide data 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><pre>array([ nan,  20.,  40., ..., 300., 320., 340.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-09-30T11:30:00</div><input id='attrs-37370dfd-f993-4dfd-9eca-a6c1d7db0ff0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-37370dfd-f993-4dfd-9eca-a6c1d7db0ff0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbbd61d5-61c6-47dc-bc3b-b3770126ee61' class='xr-var-data-in' type='checkbox'><label for='data-cbbd61d5-61c6-47dc-bc3b-b3770126ee61' title='Show/Hide data 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>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000000</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2024-09-30T11:30:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-97647701-cc35-4911-9908-0c95365ba66e' class='xr-section-summary-in' type='checkbox'  ><label for='section-97647701-cc35-4911-9908-0c95365ba66e' class='xr-section-summary' >Data variables: <span>(40)</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>100u</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.838 2.636 ... -6.063 -2.922</div><input id='attrs-97197b3f-ede1-4ec6-9ab0-ece2b6c44c99' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-97197b3f-ede1-4ec6-9ab0-ece2b6c44c99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1554f6bc-97bf-4062-8c38-c594dcdbcf5e' class='xr-var-data-in' type='checkbox'><label for='data-1554f6bc-97bf-4062-8c38-c594dcdbcf5e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 5.83758545,  2.63641357, -0.87823486, ..., -8.29620361,\n",
+       "       -6.06280518, -2.92218018])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>100v</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.215 -9.827 ... -8.995 -10.81</div><input id='attrs-f932ff2f-ea93-4483-ab9b-1082c950cf4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f932ff2f-ea93-4483-ab9b-1082c950cf4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de47781e-ed36-40db-b83c-7ebb89500cad' class='xr-var-data-in' type='checkbox'><label for='data-de47781e-ed36-40db-b83c-7ebb89500cad' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ -8.21508789,  -9.82739258, -10.22387695, ...,  -6.40063477,\n",
+       "        -8.99536133, -10.8059082 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10u</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.36 2.381 ... -4.711 -3.002</div><input id='attrs-ba5c289e-27ac-4562-b155-58901f630f9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ba5c289e-27ac-4562-b155-58901f630f9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95e83b7b-8f4c-425c-b600-9279a0ba27c6' class='xr-var-data-in' type='checkbox'><label for='data-95e83b7b-8f4c-425c-b600-9279a0ba27c6' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 4.36003113,  2.38053894,  0.09147644, ..., -5.73860168,\n",
+       "       -4.71125793, -3.00227356])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10v</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.953 -6.245 ... -4.959 -6.483</div><input id='attrs-1ae1437b-c1c0-43a3-9201-9c606c1e7a81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ae1437b-c1c0-43a3-9201-9c606c1e7a81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d31a5492-593b-471c-90bf-9f4ba5414807' class='xr-var-data-in' type='checkbox'><label for='data-d31a5492-593b-471c-90bf-9f4ba5414807' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-4.95269585, -6.24468803, -6.76226616, ..., -3.0894146 ,\n",
+       "       -4.95855522, -6.48296928])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>259.5 259.7 259.9 ... 219.4 219.4</div><input id='attrs-1e2905d6-59fe-469c-a924-02c7838d24dc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e2905d6-59fe-469c-a924-02c7838d24dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2232d9f7-bdbc-4dad-9191-33dc6876e166' class='xr-var-data-in' type='checkbox'><label for='data-2232d9f7-bdbc-4dad-9191-33dc6876e166' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2d</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>cfVarName :</span></dt><dd>d2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([259.50054932, 259.68609619, 259.87750244, ..., 219.35797119,\n",
+       "       219.38922119, 219.42242432])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2t</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.9 262.1 262.3 ... 223.4 223.5</div><input id='attrs-b4da1188-ddcc-4a16-85e0-b32100a38c49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4da1188-ddcc-4a16-85e0-b32100a38c49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40b9699a-2d50-46ef-b9e0-770754036ba0' class='xr-var-data-in' type='checkbox'><label for='data-40b9699a-2d50-46ef-b9e0-770754036ba0' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre temperature</dd><dt><span>cfVarName :</span></dt><dd>t2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.93292236, 262.12628174, 262.30987549, ..., 223.32745361,\n",
+       "       223.41534424, 223.49542236])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>asn</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.88 0.88 0.88 ... 0.85 0.85 0.85</div><input id='attrs-c7abfc35-4b7f-4963-b71b-61265a883057' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c7abfc35-4b7f-4963-b71b-61265a883057' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58a71863-f75a-4a19-804c-1dc7c0b929e8' class='xr-var-data-in' type='checkbox'><label for='data-58a71863-f75a-4a19-804c-1dc7c0b929e8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>asn</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Snow albedo</dd><dt><span>cfVarName :</span></dt><dd>asn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.88000059, 0.88000059, 0.88000059, ..., 0.85000181, 0.85000181,\n",
+       "       0.85000181])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blh</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>212.9 220.9 229.4 ... 147.6 150.0</div><input id='attrs-305a4753-5a9b-420e-92a4-917cf9fcc184' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-305a4753-5a9b-420e-92a4-917cf9fcc184' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9106099-b620-4d9b-99c7-89590fe81b85' class='xr-var-data-in' type='checkbox'><label for='data-f9106099-b620-4d9b-99c7-89590fe81b85' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>blh</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Boundary layer height</dd><dt><span>cfVarName :</span></dt><dd>blh</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([212.86473846, 220.92723846, 229.42723846, ..., 145.61473846,\n",
+       "       147.55223846, 149.98973846])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ci</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9867 0.9805 ... 9.999e+03</div><input id='attrs-4fcd28f8-8e92-40a1-8f9c-b32327bf1904' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4fcd28f8-8e92-40a1-8f9c-b32327bf1904' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8581b090-2d2b-4b5d-a9e7-3cf8062b85bf' class='xr-var-data-in' type='checkbox'><label for='data-8581b090-2d2b-4b5d-a9e7-3cf8062b85bf' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ci</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Sea ice area fraction</dd><dt><span>cfName :</span></dt><dd>sea_ice_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>siconc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([9.86663818e-01, 9.80499268e-01, 9.71282959e-01, ...,\n",
+       "       9.99900000e+03, 9.99900000e+03, 9.99900000e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fal</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7554 0.751 0.7448 ... 0.85 0.85</div><input id='attrs-61d8526d-5192-45d0-b592-2bc0c46ac8db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-61d8526d-5192-45d0-b592-2bc0c46ac8db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b38b4127-2f9a-4d5b-ba1d-76b0b1204471' class='xr-var-data-in' type='checkbox'><label for='data-b38b4127-2f9a-4d5b-ba1d-76b0b1204471' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fal</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Forecast albedo</dd><dt><span>cfVarName :</span></dt><dd>fal</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.7554478 , 0.75103801, 0.74481243, ..., 0.85000652, 0.85000652,\n",
+       "       0.85000652])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flsr</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-6.94 -6.954 ... -8.948 -8.948</div><input id='attrs-858c2744-a626-4bb9-acf0-b39820080540' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-858c2744-a626-4bb9-acf0-b39820080540' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-492aa039-c68c-4aa5-81ba-315d0999ec3b' class='xr-var-data-in' type='checkbox'><label for='data-492aa039-c68c-4aa5-81ba-315d0999ec3b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>flsr</dd><dt><span>units :</span></dt><dd>~</dd><dt><span>name :</span></dt><dd>Forecast logarithm of surface roughness for heat</dd><dt><span>cfVarName :</span></dt><dd>flsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-6.94027901, -6.95443916, -6.97494698, ..., -8.94784737,\n",
+       "       -8.94784737, -8.94784737])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fsr</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0009742 0.0009633 ... 0.0013</div><input id='attrs-20a346a4-cdce-45f9-b669-6edf026084ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-20a346a4-cdce-45f9-b669-6edf026084ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac42cf72-b9d5-4855-b67f-32f3ea07f55a' class='xr-var-data-in' type='checkbox'><label for='data-ac42cf72-b9d5-4855-b67f-32f3ea07f55a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fsr</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Forecast surface roughness</dd><dt><span>cfVarName :</span></dt><dd>fsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.00097416, 0.00096331, 0.00094829, ..., 0.00129996, 0.00129996,\n",
+       "       0.00129996])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6475 0.6383 ... 0.7783 0.7842</div><input id='attrs-2ce92f55-59df-4a09-9009-aa20fc47f4a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ce92f55-59df-4a09-9009-aa20fc47f4a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf82f95e-12c6-4464-a652-723c4137bb65' class='xr-var-data-in' type='checkbox'><label for='data-cf82f95e-12c6-4464-a652-723c4137bb65' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>hcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>High cloud cover</dd><dt><span>cfVarName :</span></dt><dd>hcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.64749146, 0.63833618, 0.63415527, ..., 0.78167725, 0.77832031,\n",
+       "       0.78417969])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ie</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.075e-07 -9.192e-07 ... 1.536e-07</div><input id='attrs-75ef87f2-2c45-4172-bf99-619a79719df0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-75ef87f2-2c45-4172-bf99-619a79719df0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fccaf6c2-f6dc-44c8-ba5a-5b72e42bf5ea' class='xr-var-data-in' type='checkbox'><label for='data-fccaf6c2-f6dc-44c8-ba5a-5b72e42bf5ea' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ie</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>name :</span></dt><dd>Instantaneous moisture flux</dd><dt><span>cfVarName :</span></dt><dd>ie</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-8.07485776e-07, -9.19244485e-07, -7.85134034e-07, ...,\n",
+       "        1.38737960e-07,  1.46188540e-07,  1.53639121e-07])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.6 261.7 261.8 ... 271.5 271.5</div><input id='attrs-e8063011-11bc-4746-bc03-ad7bcc652f7a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8063011-11bc-4746-bc03-ad7bcc652f7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acb41263-0c7a-4def-8a61-6cc1b960f2aa' class='xr-var-data-in' type='checkbox'><label for='data-acb41263-0c7a-4def-8a61-6cc1b960f2aa' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>cfVarName :</span></dt><dd>istl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.5629425 , 261.71577454, 261.80366516, ..., 271.45991516,\n",
+       "       271.45991516, 271.45991516])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl2</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>262.6 262.7 262.8 ... 271.5 271.5</div><input id='attrs-3bc2aa35-f623-419b-a75e-66c3517183fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3bc2aa35-f623-419b-a75e-66c3517183fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65e344d7-8e8c-461a-bade-da70f2682a80' class='xr-var-data-in' type='checkbox'><label for='data-65e344d7-8e8c-461a-bade-da70f2682a80' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 2</dd><dt><span>cfVarName :</span></dt><dd>istl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([262.56436157, 262.68643188, 262.77432251, ..., 271.45986938,\n",
+       "       271.45986938, 271.45986938])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>266.1 266.2 266.2 ... 271.5 271.5</div><input id='attrs-93af5420-7c84-4a14-9653-cd9a788746b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93af5420-7c84-4a14-9653-cd9a788746b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fd05904-80c4-4c6b-b437-8f561d8a7b7e' class='xr-var-data-in' type='checkbox'><label for='data-7fd05904-80c4-4c6b-b437-8f561d8a7b7e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>cfVarName :</span></dt><dd>istl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([266.10595703, 266.16308594, 266.20361328, ..., 271.45996094,\n",
+       "       271.45996094, 271.45996094])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl4</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>269.2 269.3 269.3 ... 271.5 271.5</div><input id='attrs-7a98bff1-1507-40b5-90ad-2936aa2523ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a98bff1-1507-40b5-90ad-2936aa2523ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97bc2efa-795f-4914-9166-bf1c8bd429e8' class='xr-var-data-in' type='checkbox'><label for='data-97bc2efa-795f-4914-9166-bf1c8bd429e8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 4</dd><dt><span>cfVarName :</span></dt><dd>istl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([269.24951172, 269.27514648, 269.28955078, ..., 271.45996094,\n",
+       "       271.45996094, 271.45996094])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4417 0.4375 ... 0.9775 0.9871</div><input id='attrs-b22832d9-25b2-4d9d-80bc-14ee7e1ea590' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b22832d9-25b2-4d9d-80bc-14ee7e1ea590' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51e13355-d3a1-4ac7-8d5c-4e2e3cd95a5c' class='xr-var-data-in' type='checkbox'><label for='data-51e13355-d3a1-4ac7-8d5c-4e2e3cd95a5c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>lcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Low cloud cover</dd><dt><span>cfVarName :</span></dt><dd>lcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.44168091, 0.4375    , 0.4354248 , ..., 0.94833374, 0.97750854,\n",
+       "       0.98709106])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8592 0.8417 ... 0.7696 0.7604</div><input id='attrs-8066c24f-fa17-4474-86d2-e267d180345e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8066c24f-fa17-4474-86d2-e267d180345e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adfef033-1f3d-4930-826a-46d57f812f87' class='xr-var-data-in' type='checkbox'><label for='data-adfef033-1f3d-4930-826a-46d57f812f87' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>mcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Medium cloud cover</dd><dt><span>cfVarName :</span></dt><dd>mcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.85916138, 0.8416748 , 0.85043335, ..., 0.78167725, 0.76959229,\n",
+       "       0.76040649])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.018e+05 1.018e+05 ... 1.022e+05</div><input id='attrs-3d95651f-3417-4a96-a873-9249294e8d72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d95651f-3417-4a96-a873-9249294e8d72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8109695-a2c3-47d4-82db-4fe31755f0cb' class='xr-var-data-in' type='checkbox'><label for='data-a8109695-a2c3-47d4-82db-4fe31755f0cb' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>msl</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Mean sea level pressure</dd><dt><span>cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>cfVarName :</span></dt><dd>msl</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([101790.5 , 101774.5 , 101757.75, ..., 102205.5 , 102192.  ,\n",
+       "       102179.  ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsn</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>100.0 100.0 100.0 ... 300.0 300.0</div><input id='attrs-b3d19f67-0ae0-42a8-94f0-675d32b45b21' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3d19f67-0ae0-42a8-94f0-675d32b45b21' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdc9c832-9d72-4585-86f7-2e4f384dbeea' class='xr-var-data-in' type='checkbox'><label for='data-fdc9c832-9d72-4585-86f7-2e4f384dbeea' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>rsn</dd><dt><span>units :</span></dt><dd>kg m**-3</dd><dt><span>name :</span></dt><dd>Snow density</dd><dt><span>cfVarName :</span></dt><dd>rsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([100., 100., 100., ..., 300., 300., 300.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 10.0 10.0 10.0</div><input id='attrs-a58a3015-37dc-414d-b159-2e8f580d6009' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a58a3015-37dc-414d-b159-2e8f580d6009' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1533ad19-1db3-4c55-9315-5fe13dc937cb' class='xr-var-data-in' type='checkbox'><label for='data-1533ad19-1db3-4c55-9315-5fe13dc937cb' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sd</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Snow depth</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_surface_snow_amount</dd><dt><span>cfVarName :</span></dt><dd>sd</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 0.,  0.,  0., ..., 10., 10., 10.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.4 261.7 261.9 ... 221.9 222.0</div><input id='attrs-eb2795d6-d3c3-44ba-8d8e-186fb94899c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb2795d6-d3c3-44ba-8d8e-186fb94899c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0213053-ff0c-422c-8115-109645c70382' class='xr-var-data-in' type='checkbox'><label for='data-f0213053-ff0c-422c-8115-109645c70382' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>skt</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Skin temperature</dd><dt><span>cfVarName :</span></dt><dd>skt</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.41456604, 261.70753479, 261.90480042, ..., 221.98878479,\n",
+       "       221.93800354, 222.04542542])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sp</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.018e+05 1.018e+05 ... 6.936e+04</div><input id='attrs-831d2b4f-71b1-4aaf-9167-afbededb4436' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-831d2b4f-71b1-4aaf-9167-afbededb4436' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae5ad534-f544-4da7-9d5e-21249ffcfb39' class='xr-var-data-in' type='checkbox'><label for='data-ae5ad534-f544-4da7-9d5e-21249ffcfb39' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sp</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Surface pressure</dd><dt><span>cfName :</span></dt><dd>surface_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>sp</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([101783.453125, 101765.453125, 101750.453125, ...,  69445.453125,\n",
+       "        69429.453125,  69359.453125])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>src</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-66352e98-729b-4bd5-ac1d-62dd47f3bba4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66352e98-729b-4bd5-ac1d-62dd47f3bba4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ccb6755-62c5-478f-be10-14b3bbbb6ac4' class='xr-var-data-in' type='checkbox'><label for='data-2ccb6755-62c5-478f-be10-14b3bbbb6ac4' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>src</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Skin reservoir content</dd><dt><span>cfVarName :</span></dt><dd>src</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., ..., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>271.5 271.5 ... 9.999e+03 9.999e+03</div><input id='attrs-bd54fb26-f671-439e-b2fa-f1cfe02fd463' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd54fb26-f671-439e-b2fa-f1cfe02fd463' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78bb9443-0462-4813-ab78-ca3f953129fb' class='xr-var-data-in' type='checkbox'><label for='data-78bb9443-0462-4813-ab78-ca3f953129fb' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sst</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Sea surface temperature</dd><dt><span>cfVarName :</span></dt><dd>sst</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([ 271.45996094,  271.45996094,  271.45996094, ..., 9999.        ,\n",
+       "       9999.        , 9999.        ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl1</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.7 261.9 262.1 ... 224.0 224.1</div><input id='attrs-6cf6a698-2ff5-4332-bf75-99771db89eb0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cf6a698-2ff5-4332-bf75-99771db89eb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98cb1d38-f7db-4dad-952a-f6952d35fe1a' class='xr-var-data-in' type='checkbox'><label for='data-98cb1d38-f7db-4dad-952a-f6952d35fe1a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 1</dd><dt><span>cfName :</span></dt><dd>surface_temperature</dd><dt><span>cfVarName :</span></dt><dd>stl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.69343567, 261.90437317, 262.08015442, ..., 223.81452942,\n",
+       "       224.02937317, 224.13288879])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl2</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>262.7 262.9 263.0 ... 224.2 224.3</div><input id='attrs-77c34e7c-5320-4a8f-9e87-5418a0cadcef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77c34e7c-5320-4a8f-9e87-5418a0cadcef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ea6349f-821a-40c2-9bf3-817e4b51d46e' class='xr-var-data-in' type='checkbox'><label for='data-9ea6349f-821a-40c2-9bf3-817e4b51d46e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 2</dd><dt><span>cfVarName :</span></dt><dd>stl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([262.69242859, 262.86820984, 263.03031921, ..., 223.94047546,\n",
+       "       224.15531921, 224.26664734])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>266.2 266.3 266.4 ... 224.6 224.7</div><input id='attrs-d443e525-4b82-4e9c-82b6-5a895a7ae6ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d443e525-4b82-4e9c-82b6-5a895a7ae6ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20053e2d-825d-45c2-95c8-50cf15ca9370' class='xr-var-data-in' type='checkbox'><label for='data-20053e2d-825d-45c2-95c8-50cf15ca9370' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 3</dd><dt><span>cfVarName :</span></dt><dd>stl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([266.18309021, 266.27293396, 266.35887146, ..., 224.39207458,\n",
+       "       224.59715271, 224.72410583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl4</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.6 261.9 262.1 ... 225.8 225.9</div><input id='attrs-8f561c35-e413-4a96-94ef-2fb835fceb43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f561c35-e413-4a96-94ef-2fb835fceb43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98bf9ceb-dbd1-4242-8440-91b23f4b493f' class='xr-var-data-in' type='checkbox'><label for='data-98bf9ceb-dbd1-4242-8440-91b23f4b493f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 4</dd><dt><span>cfVarName :</span></dt><dd>stl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.64779663, 261.92123413, 262.11068726, ..., 225.63021851,\n",
+       "       225.80404663, 225.93295288])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.89e-06 7.89e-06 ... 0.3186 0.292</div><input id='attrs-74babf61-e8b0-4f6b-a99e-38a7694576ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-74babf61-e8b0-4f6b-a99e-38a7694576ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02a6ccb2-298d-4de2-90e1-b726fb32ada4' class='xr-var-data-in' type='checkbox'><label for='data-02a6ccb2-298d-4de2-90e1-b726fb32ada4' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl1</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 1</dd><dt><span>cfVarName :</span></dt><dd>swvl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([7.89016485e-06, 7.89016485e-06, 7.89016485e-06, ...,\n",
+       "       2.73140214e-01, 3.18626665e-01, 2.92000078e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.562e-06 2.562e-06 ... 0.2096</div><input id='attrs-62904721-4f30-4be6-8456-06dc84467ff1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62904721-4f30-4be6-8456-06dc84467ff1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43fdd5de-e990-4d25-aa88-a67c6327d556' class='xr-var-data-in' type='checkbox'><label for='data-43fdd5de-e990-4d25-aa88-a67c6327d556' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl2</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>cfVarName :</span></dt><dd>swvl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([2.56160274e-06, 2.56160274e-06, 2.56160274e-06, ...,\n",
+       "       2.35308348e-01, 2.52566038e-01, 2.09566771e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.257e-06 -3.257e-06 ... 0.2521</div><input id='attrs-72d6072f-f219-40e1-9faa-f5638cde4e0f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72d6072f-f219-40e1-9faa-f5638cde4e0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d8d6762-820a-487e-9bcd-c8cd9aff3af8' class='xr-var-data-in' type='checkbox'><label for='data-4d8d6762-820a-487e-9bcd-c8cd9aff3af8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl3</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 3</dd><dt><span>cfVarName :</span></dt><dd>swvl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([-3.25660221e-06, -3.25660221e-06, -3.25660221e-06, ...,\n",
+       "        3.07873330e-01,  3.05462442e-01,  2.52056680e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.1602 0.1602</div><input id='attrs-0aada52a-fc44-49cf-90e4-e2254c638e31' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0aada52a-fc44-49cf-90e4-e2254c638e31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf62be3f-f61d-48a9-9538-4fa13a33be3b' class='xr-var-data-in' type='checkbox'><label for='data-bf62be3f-f61d-48a9-9538-4fa13a33be3b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl4</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>cfVarName :</span></dt><dd>swvl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.        , 0.        , 0.        , ..., 0.16020203, 0.16020203,\n",
+       "       0.16020203])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9721 0.9683 ... 0.9838 0.9871</div><input id='attrs-8f44ad8e-9dbd-42e1-b47a-c520855ebda6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f44ad8e-9dbd-42e1-b47a-c520855ebda6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4cbeb6d9-ec1f-42e1-95cc-f272b28b6442' class='xr-var-data-in' type='checkbox'><label for='data-4cbeb6d9-ec1f-42e1-95cc-f272b28b6442' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Total cloud cover</dd><dt><span>cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>tcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.97207642, 0.96832275, 0.9666748 , ..., 0.98126221, 0.98376465,\n",
+       "       0.98709106])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tco3</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.006883 0.006877 ... 0.002952</div><input id='attrs-0e159158-333b-4350-b448-a157f0259349' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e159158-333b-4350-b448-a157f0259349' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fe78bd6-e6cf-4696-9e5a-87bc2741f0fc' class='xr-var-data-in' type='checkbox'><label for='data-7fe78bd6-e6cf-4696-9e5a-87bc2741f0fc' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tco3</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column ozone</dd><dt><span>cfName :</span></dt><dd>atmosphere_mass_content_of_ozone</dd><dt><span>cfVarName :</span></dt><dd>tco3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([0.00688299, 0.00687715, 0.00687333, ..., 0.00295564, 0.0029529 ,\n",
+       "       0.00295159])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcw</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.733 5.772 5.815 ... 0.4126 0.4126</div><input id='attrs-7f125231-924c-4671-9010-f3ac43519653' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f125231-924c-4671-9010-f3ac43519653' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44eb75d4-48cf-44c3-9654-4169012caeb8' class='xr-var-data-in' type='checkbox'><label for='data-44eb75d4-48cf-44c3-9654-4169012caeb8' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcw</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column water</dd><dt><span>cfVarName :</span></dt><dd>tcw</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([5.73287004, 5.77193254, 5.81490129, ..., 0.41255754, 0.41255754,\n",
+       "       0.41255754])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.655 5.692 5.733 ... 0.4008 0.4008</div><input id='attrs-f57ec620-5b44-47b2-85a3-996758b81501' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f57ec620-5b44-47b2-85a3-996758b81501' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abc6a0a7-7859-4455-b367-479ec1a386ff' class='xr-var-data-in' type='checkbox'><label for='data-abc6a0a7-7859-4455-b367-479ec1a386ff' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcwv</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column vertically-integrated water vapour</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_atmosphere_mass_content_of_water_vapor</dd><dt><span>cfVarName :</span></dt><dd>tcwv</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([5.65474206, 5.69185144, 5.73286706, ..., 0.39888269, 0.40083581,\n",
+       "       0.40083581])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsn</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>261.7 261.9 262.1 ... 221.3 221.3</div><input id='attrs-87aeab5b-b583-491a-94b7-5934e573270e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87aeab5b-b583-491a-94b7-5934e573270e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-700c1629-7429-4a82-a2ef-4b46e7aaebe0' class='xr-var-data-in' type='checkbox'><label for='data-700c1629-7429-4a82-a2ef-4b46e7aaebe0' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tsn</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature of snow layer</dd><dt><span>cfName :</span></dt><dd>temperature_in_surface_snow</dd><dt><span>cfVarName :</span></dt><dd>tsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><pre>array([261.6950531 , 261.90403748, 262.07981873, ..., 221.15013123,\n",
+       "       221.2809906 , 221.2888031 ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3a19777b-e7ff-4b0d-b0b1-c00675447c9e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3a19777b-e7ff-4b0d-b0b1-c00675447c9e' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-5d53ad39-76ee-470a-8a44-eeeb76497100' class='xr-section-summary-in' type='checkbox'  ><label for='section-5d53ad39-76ee-470a-8a44-eeeb76497100' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>daily</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 182MB\n",
@@ -4283,7 +4299,7 @@
        "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S..."
       ]
      },
-     "execution_count": 50,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4304,7 +4320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 11,
    "id": "5fb665bb-fdd1-47be-81ce-51d71506533c",
    "metadata": {
     "tags": []
@@ -4314,7 +4330,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40354.lvt.dkrz.de:9000/intake.yaml\n"
+      "https://l40038.lvt.dkrz.de:9010/intake.yaml\n"
      ]
     }
    ],
@@ -4325,7 +4341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 12,
    "id": "54d805e3-6e73-46bd-838e-b8d61ecec2d6",
    "metadata": {
     "tags": []
@@ -4337,7 +4353,7 @@
        "['era5']"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4353,7 +4369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 13,
    "id": "62eb5ed4-9635-4e0d-822d-38ca5aad386f",
    "metadata": {
     "tags": []
@@ -4768,7 +4784,7 @@
        "    responsible_persons:  Angelika Heil, Fabian Wachsmann\n",
        "    title:                The DKRZ ERA5 data pool. Generated using Copernicus...\n",
        "    license:              The ERA5 data are published with the Copernicus Pro...\n",
-       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-4d6df1b0-bdb1-4b16-ac72-0694895e65af' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4d6df1b0-bdb1-4b16-ac72-0694895e65af' 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>: 30955</li><li><span>cell</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dad35c42-21ba-4f77-ba4f-0dc2745729db' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dad35c42-21ba-4f77-ba4f-0dc2745729db' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-77190960-0ebf-4d56-ae54-3252a6e292fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77190960-0ebf-4d56-ae54-3252a6e292fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5cbae670-2022-4a61-b7e4-bdd983e1567a' class='xr-var-data-in' type='checkbox'><label for='data-5cbae670-2022-4a61-b7e4-bdd983e1567a' title='Show/Hide data 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-1a564b7d-4d51-4831-8f4e-505c968bf66f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1a564b7d-4d51-4831-8f4e-505c968bf66f' 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>: 30955</li><li><span>cell</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6e03ee40-4c64-41e0-8104-280d725c5958' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e03ee40-4c64-41e0-8104-280d725c5958' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-18c1a2d0-a6bd-4624-b872-de41b2c076a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18c1a2d0-a6bd-4624-b872-de41b2c076a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d9d858b-d4ae-40ac-9423-cbcfd443965c' class='xr-var-data-in' type='checkbox'><label for='data-7d9d858b-d4ae-40ac-9423-cbcfd443965c' title='Show/Hide data 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>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4823,7 +4839,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-bc48fa7d-f6bd-4485-a417-24e2b5b670c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc48fa7d-f6bd-4485-a417-24e2b5b670c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a56c47f8-32c0-4274-a551-a2651c7f0bb3' class='xr-var-data-in' type='checkbox'><label for='data-a56c47f8-32c0-4274-a551-a2651c7f0bb3' title='Show/Hide data 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-79f53b00-11e2-440e-a8ba-cc86eb33cc18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79f53b00-11e2-440e-a8ba-cc86eb33cc18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b10f72c5-906f-45ad-b0e6-5a3bf4fa12d0' class='xr-var-data-in' type='checkbox'><label for='data-b10f72c5-906f-45ad-b0e6-5a3bf4fa12d0' title='Show/Hide data 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>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>source :</span></dt><dd>../../../../../pool/data/ERA5/E5/sf/an/1M/167/E5sf00_1M_1940_167.grb</dd><dt><span>filter_by_keys :</span></dt><dd>{}</dd><dt><span>encode_cf :</span></dt><dd>[&#x27;parameter&#x27;, &#x27;time&#x27;, &#x27;geography&#x27;, &#x27;vertical&#x27;]</dd><dt><span>original_shape :</span></dt><dd>[542080]</dd><dt><span>dtype :</span></dt><dd>float64</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4878,10 +4894,10 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</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'>1940-01-01T11:30:00 ... 2024-09-...</div><input id='attrs-06e88351-dd81-4ab9-bc9a-7aa94295d409' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06e88351-dd81-4ab9-bc9a-7aa94295d409' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f6beee6-9fc3-4fae-a8ba-ebd4d4631d49' class='xr-var-data-in' type='checkbox'><label for='data-0f6beee6-9fc3-4fae-a8ba-ebd4d4631d49' title='Show/Hide data 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>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000000</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1940-01-01T11:30:00.000000000&#x27;, &#x27;1940-01-02T11:30:00.000000000&#x27;,\n",
+       "</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'>1940-01-01T11:30:00 ... 2024-09-...</div><input id='attrs-50c23167-c376-4213-85f8-357703fbd1de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50c23167-c376-4213-85f8-357703fbd1de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7ee3ae4-afe2-4929-8093-19baa017494d' class='xr-var-data-in' type='checkbox'><label for='data-f7ee3ae4-afe2-4929-8093-19baa017494d' title='Show/Hide data 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>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000000</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1940-01-01T11:30:00.000000000&#x27;, &#x27;1940-01-02T11:30:00.000000000&#x27;,\n",
        "       &#x27;1940-01-03T11:30:00.000000000&#x27;, ..., &#x27;2024-09-28T11:30:00.000000000&#x27;,\n",
        "       &#x27;2024-09-29T11:30:00.000000000&#x27;, &#x27;2024-09-30T11:30:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e7d4e979-e5e1-46d4-b0e5-5bf2e4b3ccfe' class='xr-section-summary-in' type='checkbox'  ><label for='section-e7d4e979-e5e1-46d4-b0e5-5bf2e4b3ccfe' class='xr-section-summary' >Data variables: <span>(40)</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>100u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-9de938ed-7eba-45d7-97c0-f1122f78f0b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9de938ed-7eba-45d7-97c0-f1122f78f0b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2572bc1b-9cf8-4d25-968f-453d06fd810b' class='xr-var-data-in' type='checkbox'><label for='data-2572bc1b-9cf8-4d25-968f-453d06fd810b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8bc944d4-189e-483e-a82b-f9c2af0a6c50' class='xr-section-summary-in' type='checkbox'  ><label for='section-8bc944d4-189e-483e-a82b-f9c2af0a6c50' class='xr-section-summary' >Data variables: <span>(40)</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>100u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-6a838e2b-fd16-4375-bdba-62bce4c7a95b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a838e2b-fd16-4375-bdba-62bce4c7a95b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbdef848-30d4-44c3-a7a4-cca5a36cfc47' class='xr-var-data-in' type='checkbox'><label for='data-cbdef848-30d4-44c3-a7a4-cca5a36cfc47' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4954,7 +4970,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>100v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d0cb97d5-f914-41e1-8849-a17e5c43b3d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d0cb97d5-f914-41e1-8849-a17e5c43b3d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-859c348e-aed3-4233-9879-92d7d1f76d8c' class='xr-var-data-in' type='checkbox'><label for='data-859c348e-aed3-4233-9879-92d7d1f76d8c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>100v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-efa6f249-70c7-4761-b07c-d10f95e10b8a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-efa6f249-70c7-4761-b07c-d10f95e10b8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a3ad59a-6706-46d6-8630-ba9a1ddbd3ef' class='xr-var-data-in' type='checkbox'><label for='data-3a3ad59a-6706-46d6-8630-ba9a1ddbd3ef' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>100v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>100 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v100</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5027,7 +5043,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e64830f8-b455-441e-b74a-c242a8ccf5c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e64830f8-b455-441e-b74a-c242a8ccf5c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccc3b53b-4e55-4089-bdfb-644f65ee5087' class='xr-var-data-in' type='checkbox'><label for='data-ccc3b53b-4e55-4089-bdfb-644f65ee5087' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10u</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-5f1f095c-8b05-414a-ba76-4db60aa54a59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f1f095c-8b05-414a-ba76-4db60aa54a59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f643584e-50c1-46a7-94a1-a65eb7df1140' class='xr-var-data-in' type='checkbox'><label for='data-f643584e-50c1-46a7-94a1-a65eb7df1140' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre U wind component</dd><dt><span>cfVarName :</span></dt><dd>u10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5100,7 +5116,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-310c557a-b878-4782-879e-58497580732e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-310c557a-b878-4782-879e-58497580732e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a17524c1-c777-4df4-b144-487779a36801' class='xr-var-data-in' type='checkbox'><label for='data-a17524c1-c777-4df4-b144-487779a36801' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>10v</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-9aaf0b85-a827-4863-b6ad-3af9bd61323c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9aaf0b85-a827-4863-b6ad-3af9bd61323c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7734e6e5-215b-4c14-8ad6-ca58c9395a2b' class='xr-var-data-in' type='checkbox'><label for='data-7734e6e5-215b-4c14-8ad6-ca58c9395a2b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>10v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>10 metre V wind component</dd><dt><span>cfVarName :</span></dt><dd>v10</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5173,7 +5189,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ff64c531-9135-471a-bd4f-fa6f1af99cf5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff64c531-9135-471a-bd4f-fa6f1af99cf5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5eada1a0-7cc4-4e7e-a401-0be7aee8faa1' class='xr-var-data-in' type='checkbox'><label for='data-5eada1a0-7cc4-4e7e-a401-0be7aee8faa1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2d</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>cfVarName :</span></dt><dd>d2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-62a2e3da-048d-4c4c-8a00-2e52ad87fb67' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62a2e3da-048d-4c4c-8a00-2e52ad87fb67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f637ce28-98c5-4fec-9d52-906496048360' class='xr-var-data-in' type='checkbox'><label for='data-f637ce28-98c5-4fec-9d52-906496048360' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2d</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>cfVarName :</span></dt><dd>d2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5246,7 +5262,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2t</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c0539847-9305-45ee-ae61-bfed5edd8747' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c0539847-9305-45ee-ae61-bfed5edd8747' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93ee3124-4ca7-4cec-a405-8fc63a4b5e48' class='xr-var-data-in' type='checkbox'><label for='data-93ee3124-4ca7-4cec-a405-8fc63a4b5e48' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre temperature</dd><dt><span>cfVarName :</span></dt><dd>t2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>2t</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ae61202e-2e80-467c-a3ce-15fdbd3e78b4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ae61202e-2e80-467c-a3ce-15fdbd3e78b4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59cd9827-b3bc-4416-986d-91a17a10815f' class='xr-var-data-in' type='checkbox'><label for='data-59cd9827-b3bc-4416-986d-91a17a10815f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>2t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>2 metre temperature</dd><dt><span>cfVarName :</span></dt><dd>t2m</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5319,7 +5335,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>asn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-1879a76e-7327-469e-a66f-9ed7de6bed14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1879a76e-7327-469e-a66f-9ed7de6bed14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9126be2-9cb3-4036-b347-c43cacaebeea' class='xr-var-data-in' type='checkbox'><label for='data-a9126be2-9cb3-4036-b347-c43cacaebeea' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>asn</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Snow albedo</dd><dt><span>cfVarName :</span></dt><dd>asn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>asn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2d57965f-b4dc-4b90-a683-ce20170187a7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d57965f-b4dc-4b90-a683-ce20170187a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-258913fa-6d2d-4885-a154-20014a0fe862' class='xr-var-data-in' type='checkbox'><label for='data-258913fa-6d2d-4885-a154-20014a0fe862' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>asn</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Snow albedo</dd><dt><span>cfVarName :</span></dt><dd>asn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5392,7 +5408,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blh</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b30baab8-8a33-4078-96ed-b8f528ad414f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b30baab8-8a33-4078-96ed-b8f528ad414f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8108e9bf-9bf6-4bae-9b51-f7c9433d1eab' class='xr-var-data-in' type='checkbox'><label for='data-8108e9bf-9bf6-4bae-9b51-f7c9433d1eab' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>blh</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Boundary layer height</dd><dt><span>cfVarName :</span></dt><dd>blh</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blh</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-faac226d-fb66-4ebd-884a-f54747fa3a20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-faac226d-fb66-4ebd-884a-f54747fa3a20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be4e5e06-0c87-40b8-a930-d8c3a416ab50' class='xr-var-data-in' type='checkbox'><label for='data-be4e5e06-0c87-40b8-a930-d8c3a416ab50' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>blh</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Boundary layer height</dd><dt><span>cfVarName :</span></dt><dd>blh</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5465,7 +5481,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ci</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-6a05a336-c169-4f8a-bfb7-e1fae37d6017' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a05a336-c169-4f8a-bfb7-e1fae37d6017' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37e9675f-57f0-43ef-bcac-227623602c9a' class='xr-var-data-in' type='checkbox'><label for='data-37e9675f-57f0-43ef-bcac-227623602c9a' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ci</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Sea ice area fraction</dd><dt><span>cfName :</span></dt><dd>sea_ice_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>siconc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ci</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-8d00dfb2-79f9-4802-b2f7-884c0d342c00' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d00dfb2-79f9-4802-b2f7-884c0d342c00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba045e82-5bf0-4d3e-9689-7d8e68fbf7d1' class='xr-var-data-in' type='checkbox'><label for='data-ba045e82-5bf0-4d3e-9689-7d8e68fbf7d1' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ci</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Sea ice area fraction</dd><dt><span>cfName :</span></dt><dd>sea_ice_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>siconc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5538,7 +5554,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fal</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-16446783-9284-4e6a-94c6-746b120bb75b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16446783-9284-4e6a-94c6-746b120bb75b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41a24281-2d71-4258-ae38-38e202915c72' class='xr-var-data-in' type='checkbox'><label for='data-41a24281-2d71-4258-ae38-38e202915c72' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fal</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Forecast albedo</dd><dt><span>cfVarName :</span></dt><dd>fal</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fal</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-659664f5-83d1-4ef5-a0f1-2cab2391d1b5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-659664f5-83d1-4ef5-a0f1-2cab2391d1b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25d768b6-5fad-4759-9db3-d0c01d3555b4' class='xr-var-data-in' type='checkbox'><label for='data-25d768b6-5fad-4759-9db3-d0c01d3555b4' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fal</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Forecast albedo</dd><dt><span>cfVarName :</span></dt><dd>fal</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5611,7 +5627,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-dda12991-77c9-41d0-ae83-e228ff6f5807' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dda12991-77c9-41d0-ae83-e228ff6f5807' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82ec4641-3212-4086-8c63-59327a943a95' class='xr-var-data-in' type='checkbox'><label for='data-82ec4641-3212-4086-8c63-59327a943a95' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>flsr</dd><dt><span>units :</span></dt><dd>~</dd><dt><span>name :</span></dt><dd>Forecast logarithm of surface roughness for heat</dd><dt><span>cfVarName :</span></dt><dd>flsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>flsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-1c30da22-bf08-4d5e-be59-edbd70d45847' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c30da22-bf08-4d5e-be59-edbd70d45847' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-970a78b0-6bdf-47af-8efa-ad28e31f8c76' class='xr-var-data-in' type='checkbox'><label for='data-970a78b0-6bdf-47af-8efa-ad28e31f8c76' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>flsr</dd><dt><span>units :</span></dt><dd>~</dd><dt><span>name :</span></dt><dd>Forecast logarithm of surface roughness for heat</dd><dt><span>cfVarName :</span></dt><dd>flsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5684,7 +5700,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-fc67db9a-2332-4ee7-807e-ff7b4268143a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc67db9a-2332-4ee7-807e-ff7b4268143a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f7ff40e-9e2d-4b81-91b8-aa36d2bbb475' class='xr-var-data-in' type='checkbox'><label for='data-4f7ff40e-9e2d-4b81-91b8-aa36d2bbb475' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fsr</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Forecast surface roughness</dd><dt><span>cfVarName :</span></dt><dd>fsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fsr</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-cb2dfcaa-4dae-431b-9f7f-ea02dbde0480' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb2dfcaa-4dae-431b-9f7f-ea02dbde0480' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81b6ef88-607f-489f-836c-1ebac688d47d' class='xr-var-data-in' type='checkbox'><label for='data-81b6ef88-607f-489f-836c-1ebac688d47d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>fsr</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>name :</span></dt><dd>Forecast surface roughness</dd><dt><span>cfVarName :</span></dt><dd>fsr</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5757,7 +5773,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-98e47ca9-12d6-4966-830b-823b6ed57cdb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98e47ca9-12d6-4966-830b-823b6ed57cdb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24640ed7-a5a4-41d5-99af-fe3a452eb906' class='xr-var-data-in' type='checkbox'><label for='data-24640ed7-a5a4-41d5-99af-fe3a452eb906' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>hcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>High cloud cover</dd><dt><span>cfVarName :</span></dt><dd>hcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-334aa313-c4c0-4cc5-b0c9-4b383b17c23d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-334aa313-c4c0-4cc5-b0c9-4b383b17c23d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ffee7fa-4360-4e33-aeb8-c0ac935607a9' class='xr-var-data-in' type='checkbox'><label for='data-4ffee7fa-4360-4e33-aeb8-c0ac935607a9' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>hcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>High cloud cover</dd><dt><span>cfVarName :</span></dt><dd>hcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5830,7 +5846,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ie</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ea79dac6-e40a-4b51-b3b2-72af45571e69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea79dac6-e40a-4b51-b3b2-72af45571e69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83daf72b-1074-47d7-936a-743954fa30bb' class='xr-var-data-in' type='checkbox'><label for='data-83daf72b-1074-47d7-936a-743954fa30bb' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ie</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>name :</span></dt><dd>Instantaneous moisture flux</dd><dt><span>cfVarName :</span></dt><dd>ie</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ie</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-4573b5d9-c556-46ad-bea6-72b0d775def2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4573b5d9-c556-46ad-bea6-72b0d775def2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eec0b123-5e9e-475f-8ce6-0767681414be' class='xr-var-data-in' type='checkbox'><label for='data-eec0b123-5e9e-475f-8ce6-0767681414be' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ie</dd><dt><span>units :</span></dt><dd>kg m**-2 s**-1</dd><dt><span>name :</span></dt><dd>Instantaneous moisture flux</dd><dt><span>cfVarName :</span></dt><dd>ie</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5903,7 +5919,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-11390641-ca12-485b-857a-37a168c73526' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11390641-ca12-485b-857a-37a168c73526' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ebae417-5940-4bff-899a-9473438efa21' class='xr-var-data-in' type='checkbox'><label for='data-6ebae417-5940-4bff-899a-9473438efa21' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>cfVarName :</span></dt><dd>istl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-fb5e779d-09a7-4037-b528-f2cb3d19c709' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb5e779d-09a7-4037-b528-f2cb3d19c709' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-203c3a0c-a46d-418c-831a-4aacc3adde42' class='xr-var-data-in' type='checkbox'><label for='data-203c3a0c-a46d-418c-831a-4aacc3adde42' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>cfVarName :</span></dt><dd>istl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -5976,7 +5992,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ef30d29a-8d85-4970-a678-00ba66554f8c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef30d29a-8d85-4970-a678-00ba66554f8c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd962c1c-1582-428f-8ee3-439aae2e3cec' class='xr-var-data-in' type='checkbox'><label for='data-bd962c1c-1582-428f-8ee3-439aae2e3cec' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 2</dd><dt><span>cfVarName :</span></dt><dd>istl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-f293a0a0-822f-45c9-b267-9691d611683d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f293a0a0-822f-45c9-b267-9691d611683d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ed0b76b-5df5-4c34-9d54-3a5c214d0019' class='xr-var-data-in' type='checkbox'><label for='data-2ed0b76b-5df5-4c34-9d54-3a5c214d0019' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 2</dd><dt><span>cfVarName :</span></dt><dd>istl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6049,7 +6065,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-313f6f3a-cf0c-4add-9bf0-490c0f91e77f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-313f6f3a-cf0c-4add-9bf0-490c0f91e77f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9996842-618a-48ef-83d0-3afbb2058321' class='xr-var-data-in' type='checkbox'><label for='data-e9996842-618a-48ef-83d0-3afbb2058321' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>cfVarName :</span></dt><dd>istl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c18b1cde-1e7e-4ac6-8f4a-47bffc7cc3e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c18b1cde-1e7e-4ac6-8f4a-47bffc7cc3e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79d8f359-29c2-4a63-900f-e23835d37512' class='xr-var-data-in' type='checkbox'><label for='data-79d8f359-29c2-4a63-900f-e23835d37512' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>cfVarName :</span></dt><dd>istl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6122,7 +6138,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d0b3d1c4-3781-4cd6-9dd9-19963a645f3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d0b3d1c4-3781-4cd6-9dd9-19963a645f3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14368ae0-679b-4d88-a9d6-b24d8ceab532' class='xr-var-data-in' type='checkbox'><label for='data-14368ae0-679b-4d88-a9d6-b24d8ceab532' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 4</dd><dt><span>cfVarName :</span></dt><dd>istl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d11e7c90-6193-4119-a4f1-30cbce315ffd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d11e7c90-6193-4119-a4f1-30cbce315ffd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-485d36e3-0adc-4dfc-88bf-0408db85d9ed' class='xr-var-data-in' type='checkbox'><label for='data-485d36e3-0adc-4dfc-88bf-0408db85d9ed' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>istl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Ice temperature layer 4</dd><dt><span>cfVarName :</span></dt><dd>istl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6195,7 +6211,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b91e65f7-57c2-4904-8d08-5ebbd5733752' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b91e65f7-57c2-4904-8d08-5ebbd5733752' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23bf5a18-5e0c-40f8-92da-9a2f8129ef4e' class='xr-var-data-in' type='checkbox'><label for='data-23bf5a18-5e0c-40f8-92da-9a2f8129ef4e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>lcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Low cloud cover</dd><dt><span>cfVarName :</span></dt><dd>lcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ef151fc0-70f2-4275-a3b6-42255096210d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef151fc0-70f2-4275-a3b6-42255096210d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fed0e109-985d-482f-8b7d-2e9a6db92426' class='xr-var-data-in' type='checkbox'><label for='data-fed0e109-985d-482f-8b7d-2e9a6db92426' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>lcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Low cloud cover</dd><dt><span>cfVarName :</span></dt><dd>lcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6268,7 +6284,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-14ddafa4-6ff5-4283-9dc8-09b92305312a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14ddafa4-6ff5-4283-9dc8-09b92305312a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5a764e9-7ca8-4885-988f-ac0bd2a31b40' class='xr-var-data-in' type='checkbox'><label for='data-f5a764e9-7ca8-4885-988f-ac0bd2a31b40' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>mcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Medium cloud cover</dd><dt><span>cfVarName :</span></dt><dd>mcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2ca434bb-4a35-456b-a004-9c4b5fae18b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ca434bb-4a35-456b-a004-9c4b5fae18b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d024c2ee-e0ca-4f7d-a1ff-45cc19eb103d' class='xr-var-data-in' type='checkbox'><label for='data-d024c2ee-e0ca-4f7d-a1ff-45cc19eb103d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>mcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Medium cloud cover</dd><dt><span>cfVarName :</span></dt><dd>mcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6341,7 +6357,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-48faf6ed-7066-43a3-970f-2b79fdc5b328' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48faf6ed-7066-43a3-970f-2b79fdc5b328' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d77ee39b-6d23-48b4-9e30-c1478c494b0d' class='xr-var-data-in' type='checkbox'><label for='data-d77ee39b-6d23-48b4-9e30-c1478c494b0d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>msl</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Mean sea level pressure</dd><dt><span>cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>cfVarName :</span></dt><dd>msl</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ec724ab6-962b-4947-b380-e26712f9f61a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec724ab6-962b-4947-b380-e26712f9f61a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-142fe7a4-c8b9-4b17-9374-c3020651266b' class='xr-var-data-in' type='checkbox'><label for='data-142fe7a4-c8b9-4b17-9374-c3020651266b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>msl</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Mean sea level pressure</dd><dt><span>cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>cfVarName :</span></dt><dd>msl</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6414,7 +6430,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e6566871-3428-4c83-a324-5c53f42207f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e6566871-3428-4c83-a324-5c53f42207f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7adc007a-d220-44c0-9748-56541ca9d6aa' class='xr-var-data-in' type='checkbox'><label for='data-7adc007a-d220-44c0-9748-56541ca9d6aa' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>rsn</dd><dt><span>units :</span></dt><dd>kg m**-3</dd><dt><span>name :</span></dt><dd>Snow density</dd><dt><span>cfVarName :</span></dt><dd>rsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2a1890ea-b757-4d91-a161-4fcaf75907f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a1890ea-b757-4d91-a161-4fcaf75907f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d985f568-e3e2-41cf-a6af-be1342f605f0' class='xr-var-data-in' type='checkbox'><label for='data-d985f568-e3e2-41cf-a6af-be1342f605f0' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>rsn</dd><dt><span>units :</span></dt><dd>kg m**-3</dd><dt><span>name :</span></dt><dd>Snow density</dd><dt><span>cfVarName :</span></dt><dd>rsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6487,7 +6503,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-59e0507f-0980-4a85-a472-caff4d9a989c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59e0507f-0980-4a85-a472-caff4d9a989c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c51b9a9-6cb1-472c-8f47-864e36b8c83f' class='xr-var-data-in' type='checkbox'><label for='data-0c51b9a9-6cb1-472c-8f47-864e36b8c83f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sd</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Snow depth</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_surface_snow_amount</dd><dt><span>cfVarName :</span></dt><dd>sd</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-b18a628a-0eed-4cea-81fe-c33f2a80c03f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b18a628a-0eed-4cea-81fe-c33f2a80c03f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36bbbe6d-d517-4004-b04c-f145cc7a7291' class='xr-var-data-in' type='checkbox'><label for='data-36bbbe6d-d517-4004-b04c-f145cc7a7291' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sd</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Snow depth</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_surface_snow_amount</dd><dt><span>cfVarName :</span></dt><dd>sd</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6560,7 +6576,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-8060fe1f-eeb6-4773-982c-b5ced17970bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8060fe1f-eeb6-4773-982c-b5ced17970bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15ecfea0-d28c-4e3a-8c68-53196640861f' class='xr-var-data-in' type='checkbox'><label for='data-15ecfea0-d28c-4e3a-8c68-53196640861f' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>skt</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Skin temperature</dd><dt><span>cfVarName :</span></dt><dd>skt</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-1be807da-959c-409a-9b4b-73cf7a821076' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1be807da-959c-409a-9b4b-73cf7a821076' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16b52611-f45e-43e3-bdd1-c549227bbf70' class='xr-var-data-in' type='checkbox'><label for='data-16b52611-f45e-43e3-bdd1-c549227bbf70' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>skt</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Skin temperature</dd><dt><span>cfVarName :</span></dt><dd>skt</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6633,7 +6649,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sp</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-39d28d66-d58f-4d1b-b7bf-20e6c5c6f4c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39d28d66-d58f-4d1b-b7bf-20e6c5c6f4c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6648ce5b-c43b-4f89-bc99-6c119c880994' class='xr-var-data-in' type='checkbox'><label for='data-6648ce5b-c43b-4f89-bc99-6c119c880994' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sp</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Surface pressure</dd><dt><span>cfName :</span></dt><dd>surface_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>sp</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sp</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-f4f79519-6733-4608-98d0-e214e37b1c86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f4f79519-6733-4608-98d0-e214e37b1c86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e49ea323-c40b-484a-b305-8f7bd6431daf' class='xr-var-data-in' type='checkbox'><label for='data-e49ea323-c40b-484a-b305-8f7bd6431daf' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sp</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>name :</span></dt><dd>Surface pressure</dd><dt><span>cfName :</span></dt><dd>surface_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>sp</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6706,7 +6722,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>src</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-33abd550-53e6-4319-b555-73f3f1020aa3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33abd550-53e6-4319-b555-73f3f1020aa3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2733a8b3-d726-4d54-a799-de22627644db' class='xr-var-data-in' type='checkbox'><label for='data-2733a8b3-d726-4d54-a799-de22627644db' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>src</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Skin reservoir content</dd><dt><span>cfVarName :</span></dt><dd>src</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>src</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c9169cc0-3ec4-4d72-b474-a353c28f7db1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9169cc0-3ec4-4d72-b474-a353c28f7db1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-672b27cb-d8e1-478c-bf51-8158cbe0b6db' class='xr-var-data-in' type='checkbox'><label for='data-672b27cb-d8e1-478c-bf51-8158cbe0b6db' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>src</dd><dt><span>units :</span></dt><dd>m of water equivalent</dd><dt><span>name :</span></dt><dd>Skin reservoir content</dd><dt><span>cfVarName :</span></dt><dd>src</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6779,7 +6795,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d228f6db-3d0b-4222-88a9-79a66dd91839' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d228f6db-3d0b-4222-88a9-79a66dd91839' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c243d5b-ba46-4ea3-88c6-db89189b53f0' class='xr-var-data-in' type='checkbox'><label for='data-8c243d5b-ba46-4ea3-88c6-db89189b53f0' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sst</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Sea surface temperature</dd><dt><span>cfVarName :</span></dt><dd>sst</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-71eb3c71-76e4-4d57-b95d-c8e193596e82' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-71eb3c71-76e4-4d57-b95d-c8e193596e82' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdc97a2d-2524-488e-81ac-2a4faf49c84c' class='xr-var-data-in' type='checkbox'><label for='data-cdc97a2d-2524-488e-81ac-2a4faf49c84c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>sst</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Sea surface temperature</dd><dt><span>cfVarName :</span></dt><dd>sst</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6852,7 +6868,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2ee0ad17-bcc8-4d8f-976e-613017b55af9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ee0ad17-bcc8-4d8f-976e-613017b55af9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38dddb16-7dc5-4231-9435-d12d9cac62ef' class='xr-var-data-in' type='checkbox'><label for='data-38dddb16-7dc5-4231-9435-d12d9cac62ef' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 1</dd><dt><span>cfName :</span></dt><dd>surface_temperature</dd><dt><span>cfVarName :</span></dt><dd>stl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-117146d5-b653-4566-9e07-ba84f65e726c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-117146d5-b653-4566-9e07-ba84f65e726c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca4e7c2d-0a97-4994-9888-4b16ee21f177' class='xr-var-data-in' type='checkbox'><label for='data-ca4e7c2d-0a97-4994-9888-4b16ee21f177' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl1</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 1</dd><dt><span>cfName :</span></dt><dd>surface_temperature</dd><dt><span>cfVarName :</span></dt><dd>stl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6925,7 +6941,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-bc1a24bc-7c6e-4af7-834b-020b514ce190' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc1a24bc-7c6e-4af7-834b-020b514ce190' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-328bd7fc-81bc-4a6d-87f3-c68a9dd8ed9d' class='xr-var-data-in' type='checkbox'><label for='data-328bd7fc-81bc-4a6d-87f3-c68a9dd8ed9d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 2</dd><dt><span>cfVarName :</span></dt><dd>stl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-59249967-63dd-48ca-9705-38802c64a278' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59249967-63dd-48ca-9705-38802c64a278' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e967969-1b1d-47ec-92d5-a344d54fef53' class='xr-var-data-in' type='checkbox'><label for='data-1e967969-1b1d-47ec-92d5-a344d54fef53' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl2</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 2</dd><dt><span>cfVarName :</span></dt><dd>stl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -6998,7 +7014,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c7bcdd3a-1d5c-4fa4-913f-50070dfd61d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c7bcdd3a-1d5c-4fa4-913f-50070dfd61d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bd9cad3-5089-40d4-bed3-d47bcd5f570b' class='xr-var-data-in' type='checkbox'><label for='data-6bd9cad3-5089-40d4-bed3-d47bcd5f570b' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 3</dd><dt><span>cfVarName :</span></dt><dd>stl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-975abaaf-366e-4e83-867c-15f5e119a20e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-975abaaf-366e-4e83-867c-15f5e119a20e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a56459f5-e52d-40a9-99c0-d861682f4b50' class='xr-var-data-in' type='checkbox'><label for='data-a56459f5-e52d-40a9-99c0-d861682f4b50' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl3</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 3</dd><dt><span>cfVarName :</span></dt><dd>stl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7071,7 +7087,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e7c0e9b8-1c17-49b9-9550-7d77ec48b20d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e7c0e9b8-1c17-49b9-9550-7d77ec48b20d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62042345-af5a-4cc5-b0b3-202844ec2014' class='xr-var-data-in' type='checkbox'><label for='data-62042345-af5a-4cc5-b0b3-202844ec2014' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 4</dd><dt><span>cfVarName :</span></dt><dd>stl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>stl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-0b6de1cb-3713-437b-a643-21455af8bb74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b6de1cb-3713-437b-a643-21455af8bb74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a89bf14-6ccf-40a1-b41c-327ef8a801b5' class='xr-var-data-in' type='checkbox'><label for='data-0a89bf14-6ccf-40a1-b41c-327ef8a801b5' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>stl4</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Soil temperature level 4</dd><dt><span>cfVarName :</span></dt><dd>stl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7144,7 +7160,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-83691116-3f52-4de0-9200-2383c30b8a16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83691116-3f52-4de0-9200-2383c30b8a16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be73f52d-61a5-454e-87ca-88af69c3e23e' class='xr-var-data-in' type='checkbox'><label for='data-be73f52d-61a5-454e-87ca-88af69c3e23e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl1</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 1</dd><dt><span>cfVarName :</span></dt><dd>swvl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl1</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3328eccb-d021-4748-a221-c3a67ca11329' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3328eccb-d021-4748-a221-c3a67ca11329' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f5f8c19-fe8b-4220-9f22-82525c92e0e4' class='xr-var-data-in' type='checkbox'><label for='data-3f5f8c19-fe8b-4220-9f22-82525c92e0e4' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl1</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 1</dd><dt><span>cfVarName :</span></dt><dd>swvl1</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7217,7 +7233,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-55f23e51-2354-4b5c-8c69-7e15f40c9829' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55f23e51-2354-4b5c-8c69-7e15f40c9829' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-477f3005-081a-4db4-b54a-267b29220581' class='xr-var-data-in' type='checkbox'><label for='data-477f3005-081a-4db4-b54a-267b29220581' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl2</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>cfVarName :</span></dt><dd>swvl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ad20eba1-268e-4ba4-8a69-ec3f68e5b4fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ad20eba1-268e-4ba4-8a69-ec3f68e5b4fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fdca47e-b911-4114-ae17-7198578c9792' class='xr-var-data-in' type='checkbox'><label for='data-8fdca47e-b911-4114-ae17-7198578c9792' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl2</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>cfVarName :</span></dt><dd>swvl2</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7290,7 +7306,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-7c51d3c4-e649-4da1-89d4-fb7c73fa06d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7c51d3c4-e649-4da1-89d4-fb7c73fa06d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7087326c-2266-450c-8a7a-9054bf4e1c54' class='xr-var-data-in' type='checkbox'><label for='data-7087326c-2266-450c-8a7a-9054bf4e1c54' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl3</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 3</dd><dt><span>cfVarName :</span></dt><dd>swvl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e3a4104b-2a15-4cb1-92ec-cf4eb311a6f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3a4104b-2a15-4cb1-92ec-cf4eb311a6f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d45cd07a-c5d1-4eac-ae86-def62c67a844' class='xr-var-data-in' type='checkbox'><label for='data-d45cd07a-c5d1-4eac-ae86-def62c67a844' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl3</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 3</dd><dt><span>cfVarName :</span></dt><dd>swvl3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7363,7 +7379,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-78933681-a927-4401-a87d-8516d856e6e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-78933681-a927-4401-a87d-8516d856e6e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aff9e77e-7fd2-4a31-83f0-e31480abc78d' class='xr-var-data-in' type='checkbox'><label for='data-aff9e77e-7fd2-4a31-83f0-e31480abc78d' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl4</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>cfVarName :</span></dt><dd>swvl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-68edb291-9ede-4435-bb1b-399991edf58a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68edb291-9ede-4435-bb1b-399991edf58a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66c0d500-7514-4de8-8bc5-d47311ffb919' class='xr-var-data-in' type='checkbox'><label for='data-66c0d500-7514-4de8-8bc5-d47311ffb919' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>swvl4</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd><dt><span>name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>cfVarName :</span></dt><dd>swvl4</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7436,7 +7452,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-f846fc4b-a256-4ade-a219-7cdba6c8bc1c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f846fc4b-a256-4ade-a219-7cdba6c8bc1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9f46510-b99f-4702-9e53-c03de5c441cf' class='xr-var-data-in' type='checkbox'><label for='data-c9f46510-b99f-4702-9e53-c03de5c441cf' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Total cloud cover</dd><dt><span>cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>tcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-0d84434d-4756-4f14-bb78-f7832204dc43' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d84434d-4756-4f14-bb78-f7832204dc43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c06c6dcc-97d2-4d1b-89df-81c65d2b16f2' class='xr-var-data-in' type='checkbox'><label for='data-c06c6dcc-97d2-4d1b-89df-81c65d2b16f2' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Total cloud cover</dd><dt><span>cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>cfVarName :</span></dt><dd>tcc</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7509,7 +7525,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tco3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d078401f-1f7c-4652-9c2b-de081afd5fb2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d078401f-1f7c-4652-9c2b-de081afd5fb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39b26e5d-4d05-4028-90ed-dfdd0e15ec07' class='xr-var-data-in' type='checkbox'><label for='data-39b26e5d-4d05-4028-90ed-dfdd0e15ec07' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tco3</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column ozone</dd><dt><span>cfName :</span></dt><dd>atmosphere_mass_content_of_ozone</dd><dt><span>cfVarName :</span></dt><dd>tco3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tco3</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2423f2ea-38e5-42b1-8f87-7fcd53b10f1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2423f2ea-38e5-42b1-8f87-7fcd53b10f1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-612ea335-548e-4e56-b338-88f80aadae2e' class='xr-var-data-in' type='checkbox'><label for='data-612ea335-548e-4e56-b338-88f80aadae2e' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tco3</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column ozone</dd><dt><span>cfName :</span></dt><dd>atmosphere_mass_content_of_ozone</dd><dt><span>cfVarName :</span></dt><dd>tco3</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7582,7 +7598,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcw</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-50d1137f-868b-4b89-b7a5-95c19ba8a5f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50d1137f-868b-4b89-b7a5-95c19ba8a5f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8ff652d-1697-43cb-849b-f489a41e9542' class='xr-var-data-in' type='checkbox'><label for='data-a8ff652d-1697-43cb-849b-f489a41e9542' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcw</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column water</dd><dt><span>cfVarName :</span></dt><dd>tcw</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcw</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-88f62139-f71e-4d45-a73c-0d718f3fb728' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88f62139-f71e-4d45-a73c-0d718f3fb728' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8d9268a-0a3a-4e2e-8d02-a643da90ea3c' class='xr-var-data-in' type='checkbox'><label for='data-e8d9268a-0a3a-4e2e-8d02-a643da90ea3c' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcw</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column water</dd><dt><span>cfVarName :</span></dt><dd>tcw</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7655,7 +7671,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d38c4461-721e-48b6-b249-2953fb39ee3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d38c4461-721e-48b6-b249-2953fb39ee3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94d4e858-af59-43bd-93a1-7dcff56cd778' class='xr-var-data-in' type='checkbox'><label for='data-94d4e858-af59-43bd-93a1-7dcff56cd778' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcwv</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column vertically-integrated water vapour</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_atmosphere_mass_content_of_water_vapor</dd><dt><span>cfVarName :</span></dt><dd>tcwv</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-29aea53b-7ca1-4e34-b119-7aa1d39a0f8e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-29aea53b-7ca1-4e34-b119-7aa1d39a0f8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a342ff8-83d4-41e0-8821-0aacc6ead139' class='xr-var-data-in' type='checkbox'><label for='data-6a342ff8-83d4-41e0-8821-0aacc6ead139' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tcwv</dd><dt><span>units :</span></dt><dd>kg m**-2</dd><dt><span>name :</span></dt><dd>Total column vertically-integrated water vapour</dd><dt><span>cfName :</span></dt><dd>lwe_thickness_of_atmosphere_mass_content_of_water_vapor</dd><dt><span>cfVarName :</span></dt><dd>tcwv</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7728,7 +7744,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-9af130c5-a17c-42ae-b418-84e618a25eb7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9af130c5-a17c-42ae-b418-84e618a25eb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df5dea0c-f377-43ae-84a9-c8daaadb40ac' class='xr-var-data-in' type='checkbox'><label for='data-df5dea0c-f377-43ae-84a9-c8daaadb40ac' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tsn</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature of snow layer</dd><dt><span>cfName :</span></dt><dd>temperature_in_surface_snow</dd><dt><span>cfVarName :</span></dt><dd>tsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tsn</span></div><div class='xr-var-dims'>(time, cell)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 542080), meta=np.ndarray&gt;</div><input id='attrs-504bc270-3e37-47b4-bbd1-29da60f8010d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-504bc270-3e37-47b4-bbd1-29da60f8010d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22654667-bd08-44a4-b68b-d216daa2b267' class='xr-var-data-in' type='checkbox'><label for='data-22654667-bd08-44a4-b68b-d216daa2b267' title='Show/Hide data 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>typeOfLevel :</span></dt><dd>surface</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>tsn</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature of snow layer</dd><dt><span>cfName :</span></dt><dd>temperature_in_surface_snow</dd><dt><span>cfVarName :</span></dt><dd>tsn</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -7801,7 +7817,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c3b722f2-7057-49cd-bb88-0b940a9fd0bb' class='xr-section-summary-in' type='checkbox'  ><label for='section-c3b722f2-7057-49cd-bb88-0b940a9fd0bb' 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-bd4f8239-6a72-42f3-9ba1-0b4ae3ccc598' class='xr-index-data-in' type='checkbox'/><label for='index-bd4f8239-6a72-42f3-9ba1-0b4ae3ccc598' 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;1940-01-01 11:30:00&#x27;, &#x27;1940-01-02 11:30:00&#x27;,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-f360da49-aa6c-4d96-9a7c-db180b94f8b6' class='xr-section-summary-in' type='checkbox'  ><label for='section-f360da49-aa6c-4d96-9a7c-db180b94f8b6' 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-6101d630-4648-4cf3-9aac-6b7a2016ef50' class='xr-index-data-in' type='checkbox'/><label for='index-6101d630-4648-4cf3-9aac-6b7a2016ef50' 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;1940-01-01 11:30:00&#x27;, &#x27;1940-01-02 11:30:00&#x27;,\n",
        "               &#x27;1940-01-03 11:30:00&#x27;, &#x27;1940-01-04 11:30:00&#x27;,\n",
        "               &#x27;1940-01-05 11:30:00&#x27;, &#x27;1940-01-06 11:30:00&#x27;,\n",
        "               &#x27;1940-01-07 11:30:00&#x27;, &#x27;1940-01-08 11:30:00&#x27;,\n",
@@ -7812,7 +7828,7 @@
        "               &#x27;2024-09-25 11:30:00&#x27;, &#x27;2024-09-26 11:30:00&#x27;,\n",
        "               &#x27;2024-09-27 11:30:00&#x27;, &#x27;2024-09-28 11:30:00&#x27;,\n",
        "               &#x27;2024-09-29 11:30:00&#x27;, &#x27;2024-09-30 11:30:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=30955, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-156b0a0d-1ab3-4d43-8f77-4a0a3f6b8037' class='xr-section-summary-in' type='checkbox'  ><label for='section-156b0a0d-1ab3-4d43-8f77-4a0a3f6b8037' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>daily</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=30955, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3f74e63d-5919-4f9d-b697-f8ac48f15347' class='xr-section-summary-in' type='checkbox'  ><label for='section-3f74e63d-5919-4f9d-b697-f8ac48f15347' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>daily</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 5TB\n",
@@ -7852,7 +7868,7 @@
        "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S..."
       ]
      },
-     "execution_count": 54,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7863,7 +7879,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 14,
    "id": "9355a45a-2f0f-4923-967c-85afacdfcab7",
    "metadata": {
     "tags": []
@@ -7875,7 +7891,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 15,
    "id": "7d4148b1-5e49-4b0b-8450-2928e823471d",
    "metadata": {
     "tags": []
@@ -8290,7 +8306,7 @@
        "                \n",
        "        <li class=\"pystac-row\">\n",
        "            <span class=\"pystac-k\">created</span>\n",
-       "            <span class=\"pystac-v\">\"2025-01-06T16:01:17.800784\"</span>\n",
+       "            <span class=\"pystac-v\">\"2025-01-08T11:35:50.745060\"</span>\n",
        "        </li>\n",
        "    \n",
        "            \n",
@@ -8450,7 +8466,7 @@
        "                \n",
        "        <li class=\"pystac-row\">\n",
        "            <span class=\"pystac-k\">datetime</span>\n",
-       "            <span class=\"pystac-v\">\"2025-01-06T16:01:17.800784Z\"</span>\n",
+       "            <span class=\"pystac-v\">\"2025-01-08T11:35:50.745060Z\"</span>\n",
        "        </li>\n",
        "    \n",
        "            \n",
@@ -16468,7 +16484,7 @@
        "<Item id=era5>"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -16481,16 +16497,6 @@
     "    json.load(fsspec.open(stac_url,**storage_options).open())\n",
     ")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9f7edcd1-a4ba-40e1-ae6c-2c120e8ffcdb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!cdo=/work/bm0021/cdo_incl_cmor/cdo-test_cmortest_gcc/bin/cdo"
-   ]
   }
  ],
  "metadata": {
diff --git a/workshop/5_catalog-input.ipynb b/workshop/5_catalog-input.ipynb
index 6305a99..481fe5d 100644
--- a/workshop/5_catalog-input.ipynb
+++ b/workshop/5_catalog-input.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 1,
    "id": "571a82ea-d7bc-42e3-8169-ae22ef999065",
    "metadata": {
     "tags": []
@@ -22,7 +22,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Writing xpublish_spoi.py\n"
+      "Overwriting xpublish_spoi.py\n"
      ]
     }
    ],
@@ -105,7 +105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 2,
    "id": "5da13d6b-05f1-4b3b-aecd-1ac3bb635526",
    "metadata": {
     "tags": []
@@ -127,7 +127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 3,
    "id": "9a43c4ce-be08-4493-8dd5-a3789f8c0647",
    "metadata": {
     "tags": []
@@ -137,16 +137,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "k204210  1101263 1100112  0 07:33 ?        00:00:02 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-edc24184-27e4-4966-beb3-6f926e2d6cf0.json\n",
-      "k204210  1101280 1100112  0 07:33 ?        00:00:02 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-99eb3193-dfc0-45c3-9953-a1f29fb0888d.json\n",
-      "k204210  1101285 1100112  0 07:33 ?        00:00:02 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-0ac5cfbe-7cc6-4136-870a-cbac9aa18a7b.json\n",
-      "k204210  1101286 1100112  0 07:33 ?        00:00:02 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-947ea9d3-56f0-426e-9af8-8a5be0180793.json\n",
-      "k204210  1102668 1100112  0 09:10 ?        00:00:21 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f59a40b2-6d4d-41dd-b768-7ee9040e362a.json\n",
-      "k204210  1104705 1104568  0 09:55 ?        00:00:00 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.resource_tracker import main;main(26)\n",
-      "k204210  1104707 1104568  1 09:55 ?        00:00:14 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=27, pipe_handle=37) --multiprocessing-fork\n",
-      "k204210  1104710 1104568  1 09:55 ?        00:00:13 /work/bm0021/conda-envs/cloudify/bin/python -c from multiprocessing.spawn import spawn_main; spawn_main(tracker_fd=27, pipe_handle=37) --multiprocessing-fork\n",
-      "k204210  1105119 1102668  0 10:07 pts/3    00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
-      "k204210  1105121 1105119  0 10:07 pts/3    00:00:00 grep cloudify\n"
+      "k204210    52510 4121939  0 10:12 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-c6562e74-6d50-4cf3-92d0-27e4f4cae6f8.json\n",
+      "k204210    56270 4121939  0 10:18 ?        00:00:07 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-e22a5303-3b28-41cb-b092-ed92a8ff6221.json\n",
+      "k204210    67839 4121939  0 10:42 ?        00:00:13 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-33489dce-534b-42ed-bbe7-6d125e3f6167.json\n",
+      "k204210   198403 4121939 11 11:34 ?        00:00:12 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-16ae079b-b9fb-4460-bc7c-808797637e88.json\n",
+      "k204210   200909 4125444  0 11:36 pts/2    00:00:00 /bin/bash -c ps -ef | grep cloudify\n",
+      "k204210   200912  200909  0 11:36 pts/2    00:00:00 grep cloudify\n",
+      "k204210  4125444 4121939  0 08:57 ?        00:00:01 /work/bm0021/conda-envs/cloudify/bin/python -Xfrozen_modules=off -m ipykernel_launcher -f /home/k/k204210/.local/share/jupyter/runtime/kernel-f2ebf347-166b-4e0f-89ee-e7e663b08a4c.json\n"
      ]
     }
    ],
@@ -168,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 4,
    "id": "5fb665bb-fdd1-47be-81ce-51d71506533c",
    "metadata": {
     "tags": []
@@ -178,7 +175,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://l40072.lvt.dkrz.de:9000/intake.yaml\n"
+      "https://l40038.lvt.dkrz.de:9000/intake.yaml\n"
      ]
     }
    ],
@@ -192,7 +189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 5,
    "id": "54d805e3-6e73-46bd-838e-b8d61ecec2d6",
    "metadata": {
     "tags": []
@@ -210,7 +207,7 @@
        " 'surface_forecast_monthly']"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -227,7 +224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 6,
    "id": "62eb5ed4-9635-4e0d-822d-38ca5aad386f",
    "metadata": {
     "tags": []
@@ -643,7 +640,7 @@
        "    responsible_persons:  Angelika Heil, Fabian Wachsmann\n",
        "    title:                The DKRZ ERA5 data pool. Generated using Copernicus...\n",
        "    license:              The ERA5 data are published with the Copernicus Pro...\n",
-       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-9490f65b-97da-4d74-8e91-eca982599c86' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9490f65b-97da-4d74-8e91-eca982599c86' 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>: 1008</li><li><span class='xr-has-index'>level</span>: 37</li><li><span>value</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-63c68242-488e-42ca-af4a-ed248bdf7127' class='xr-section-summary-in' type='checkbox'  checked><label for='section-63c68242-488e-42ca-af4a-ed248bdf7127' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-11c6d7fa-52df-4960-83be-ddcaab0b562c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11c6d7fa-52df-4960-83be-ddcaab0b562c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef2cc14e-ad98-4802-822f-c49f616707cb' class='xr-var-data-in' type='checkbox'><label for='data-ef2cc14e-ad98-4802-822f-c49f616707cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>\n",
+       "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S...</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-b637f812-d064-4e51-a592-04df25a7d4b2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b637f812-d064-4e51-a592-04df25a7d4b2' 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>: 1008</li><li><span class='xr-has-index'>level</span>: 37</li><li><span>value</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cd373d55-36bc-4c5c-bcd2-8f17a8783038' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cd373d55-36bc-4c5c-bcd2-8f17a8783038' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-5ff63e99-1f79-4bac-ab4d-502e1c73fe0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5ff63e99-1f79-4bac-ab4d-502e1c73fe0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b66e1a1-9fe8-453a-86a5-a848a4e5cfad' class='xr-var-data-in' type='checkbox'><label for='data-0b66e1a1-9fe8-453a-86a5-a848a4e5cfad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -698,10 +695,10 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>level</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 5 7 ... 900 925 950 975 1000</div><input id='attrs-c9a4d9ae-8265-407c-ae10-d02d6234d785' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9a4d9ae-8265-407c-ae10-d02d6234d785' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a09f80f2-26ff-45b8-80aa-71782b7e17ea' class='xr-var-data-in' type='checkbox'><label for='data-a09f80f2-26ff-45b8-80aa-71782b7e17ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>level</span></div><div class='xr-var-dims'>(level)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 5 7 ... 900 925 950 975 1000</div><input id='attrs-8c58fa02-5443-4307-b09d-ba85c13ce071' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8c58fa02-5443-4307-b09d-ba85c13ce071' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66db683c-61d0-4615-9ec7-91e4a45671e5' class='xr-var-data-in' type='checkbox'><label for='data-66db683c-61d0-4615-9ec7-91e4a45671e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
        "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
        "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
-       "       1000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-59bb3c3e-6c36-4747-80f9-f605d795f924' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-59bb3c3e-6c36-4747-80f9-f605d795f924' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b459ef7-611b-4eb6-9028-c649a3f159aa' class='xr-var-data-in' type='checkbox'><label for='data-7b459ef7-611b-4eb6-9028-c649a3f159aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>\n",
+       "       1000])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-28a743c9-eb12-4c93-b6b0-ad5b4c447cb1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28a743c9-eb12-4c93-b6b0-ad5b4c447cb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11f2766f-402e-41d7-92f9-4d81570ea5ee' class='xr-var-data-in' type='checkbox'><label for='data-11f2766f-402e-41d7-92f9-4d81570ea5ee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -756,10 +753,10 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</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'>1940-01-01T12:00:00 ... 2023-12-...</div><input id='attrs-94312652-e85e-4a2f-8520-d5ab1330b008' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-94312652-e85e-4a2f-8520-d5ab1330b008' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-523e3082-c2d8-4b21-bb08-70e3f99cc40f' class='xr-var-data-in' type='checkbox'><label for='data-523e3082-c2d8-4b21-bb08-70e3f99cc40f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1940-01-01T12:00:00.000000000&#x27;, &#x27;1940-02-01T12:00:00.000000000&#x27;,\n",
+       "</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'>1940-01-01T12:00:00 ... 2023-12-...</div><input id='attrs-b1a0759c-b24f-4a89-9a67-5102baff81ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1a0759c-b24f-4a89-9a67-5102baff81ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a338d2d-fe71-4e1e-ba9b-f2a3a43d57bb' class='xr-var-data-in' type='checkbox'><label for='data-1a338d2d-fe71-4e1e-ba9b-f2a3a43d57bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1940-01-01T12:00:00.000000000&#x27;, &#x27;1940-02-01T12:00:00.000000000&#x27;,\n",
        "       &#x27;1940-03-01T12:00:00.000000000&#x27;, ..., &#x27;2023-10-01T12:00:00.000000000&#x27;,\n",
        "       &#x27;2023-11-01T12:00:00.000000000&#x27;, &#x27;2023-12-01T12:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b96b4455-68fe-41ab-acea-de381b21c78a' class='xr-section-summary-in' type='checkbox'  ><label for='section-b96b4455-68fe-41ab-acea-de381b21c78a' class='xr-section-summary' >Data variables: <span>(16)</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>cc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-37e08c83-cc1e-4886-bc1c-5b78712f805b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-37e08c83-cc1e-4886-bc1c-5b78712f805b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4dbb298b-bcbe-4082-94e2-217ccd231830' class='xr-var-data-in' type='checkbox'><label for='data-4dbb298b-bcbe-4082-94e2-217ccd231830' title='Show/Hide data 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>paramId :</span></dt><dd>248</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>cc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Fraction of cloud cover</dd><dt><span>cfVarName :</span></dt><dd>cc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-476beaf3-0289-42ec-9412-df7e2ac2eef4' class='xr-section-summary-in' type='checkbox'  ><label for='section-476beaf3-0289-42ec-9412-df7e2ac2eef4' class='xr-section-summary' >Data variables: <span>(16)</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>cc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ff79ee4c-27a2-4992-8bc9-21530fed425a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff79ee4c-27a2-4992-8bc9-21530fed425a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b492a0d2-6683-41b7-87c8-05f339939efb' class='xr-var-data-in' type='checkbox'><label for='data-b492a0d2-6683-41b7-87c8-05f339939efb' title='Show/Hide data 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>paramId :</span></dt><dd>248</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>cc</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd><dt><span>name :</span></dt><dd>Fraction of cloud cover</dd><dt><span>cfVarName :</span></dt><dd>cc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -909,7 +906,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ciwc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-cb7b20f5-5bef-4ca3-b5d4-af16cc7b8e68' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb7b20f5-5bef-4ca3-b5d4-af16cc7b8e68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f194f1c-877f-4ed2-acc1-311db49b92e9' class='xr-var-data-in' type='checkbox'><label for='data-6f194f1c-877f-4ed2-acc1-311db49b92e9' title='Show/Hide data 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>paramId :</span></dt><dd>247</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ciwc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific cloud ice water content</dd><dt><span>cfVarName :</span></dt><dd>ciwc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ciwc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d57555fb-e95e-4681-8391-9311970ef8ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d57555fb-e95e-4681-8391-9311970ef8ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-105d7f0a-cca8-45cb-b3f6-a4191f786683' class='xr-var-data-in' type='checkbox'><label for='data-105d7f0a-cca8-45cb-b3f6-a4191f786683' title='Show/Hide data 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>paramId :</span></dt><dd>247</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>ciwc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific cloud ice water content</dd><dt><span>cfVarName :</span></dt><dd>ciwc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1059,7 +1056,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>clwc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ab68e24b-c67e-4ea5-bfbd-b24b32a567b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab68e24b-c67e-4ea5-bfbd-b24b32a567b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5fb2bb41-11fb-423d-b133-e03f73e580a2' class='xr-var-data-in' type='checkbox'><label for='data-5fb2bb41-11fb-423d-b133-e03f73e580a2' title='Show/Hide data 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>paramId :</span></dt><dd>246</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>clwc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific cloud liquid water content</dd><dt><span>cfVarName :</span></dt><dd>clwc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>clwc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-57c101ec-fc2f-465d-8f82-6719886cc59e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57c101ec-fc2f-465d-8f82-6719886cc59e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18146d13-5375-437b-8008-23c302f9a46a' class='xr-var-data-in' type='checkbox'><label for='data-18146d13-5375-437b-8008-23c302f9a46a' title='Show/Hide data 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>paramId :</span></dt><dd>246</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>clwc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific cloud liquid water content</dd><dt><span>cfVarName :</span></dt><dd>clwc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1209,7 +1206,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>crwc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-fc9925c2-100b-4374-8e64-47a6443e50a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc9925c2-100b-4374-8e64-47a6443e50a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb8e40a2-d1d4-4e7e-9cd5-2899804c325c' class='xr-var-data-in' type='checkbox'><label for='data-bb8e40a2-d1d4-4e7e-9cd5-2899804c325c' title='Show/Hide data 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>paramId :</span></dt><dd>75</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>crwc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific rain water content</dd><dt><span>cfVarName :</span></dt><dd>crwc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>crwc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-d885de6e-5193-4c3f-a911-1f37c4419553' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d885de6e-5193-4c3f-a911-1f37c4419553' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ce09af3-ae64-447e-a320-fa32bc1c6143' class='xr-var-data-in' type='checkbox'><label for='data-3ce09af3-ae64-447e-a320-fa32bc1c6143' title='Show/Hide data 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>paramId :</span></dt><dd>75</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>crwc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific rain water content</dd><dt><span>cfVarName :</span></dt><dd>crwc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1359,7 +1356,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cswc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-fa3db7ce-817f-4b68-ae49-509909624095' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa3db7ce-817f-4b68-ae49-509909624095' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ebc7d72-ad86-4a4e-8ca6-5a2521f8d252' class='xr-var-data-in' type='checkbox'><label for='data-2ebc7d72-ad86-4a4e-8ca6-5a2521f8d252' title='Show/Hide data 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>paramId :</span></dt><dd>76</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>cswc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific snow water content</dd><dt><span>cfVarName :</span></dt><dd>cswc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cswc</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a5636245-93f3-4e5d-9f60-ba8ed27043a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5636245-93f3-4e5d-9f60-ba8ed27043a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8aa7f121-82d7-40e9-a7cb-1a7d9ab80133' class='xr-var-data-in' type='checkbox'><label for='data-8aa7f121-82d7-40e9-a7cb-1a7d9ab80133' title='Show/Hide data 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>paramId :</span></dt><dd>76</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>cswc</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific snow water content</dd><dt><span>cfVarName :</span></dt><dd>cswc</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1509,7 +1506,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-424c3f5e-0ed7-4c92-964f-fd9de6f5583e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-424c3f5e-0ed7-4c92-964f-fd9de6f5583e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34f586d1-9582-4511-a3be-32dce27d5c99' class='xr-var-data-in' type='checkbox'><label for='data-34f586d1-9582-4511-a3be-32dce27d5c99' title='Show/Hide data 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>paramId :</span></dt><dd>155</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>d</dd><dt><span>units :</span></dt><dd>s**-1</dd><dt><span>name :</span></dt><dd>Divergence</dd><dt><span>cfName :</span></dt><dd>divergence_of_wind</dd><dt><span>cfVarName :</span></dt><dd>d</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2277d051-8434-43d4-a88a-21ab4035011e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2277d051-8434-43d4-a88a-21ab4035011e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c67a0f5-0617-4bc6-99d8-3b81b12b0ae5' class='xr-var-data-in' type='checkbox'><label for='data-2c67a0f5-0617-4bc6-99d8-3b81b12b0ae5' title='Show/Hide data 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>paramId :</span></dt><dd>155</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>d</dd><dt><span>units :</span></dt><dd>s**-1</dd><dt><span>name :</span></dt><dd>Divergence</dd><dt><span>cfName :</span></dt><dd>divergence_of_wind</dd><dt><span>cfVarName :</span></dt><dd>d</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1659,7 +1656,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>o3</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-cf4c1e1b-7a96-40c8-a39b-dea46129cc05' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf4c1e1b-7a96-40c8-a39b-dea46129cc05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ed60a00-d280-449e-acda-b87ca714f4ef' class='xr-var-data-in' type='checkbox'><label for='data-0ed60a00-d280-449e-acda-b87ca714f4ef' title='Show/Hide data 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>paramId :</span></dt><dd>203</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>o3</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Ozone mass mixing ratio</dd><dt><span>cfName :</span></dt><dd>mass_fraction_of_ozone_in_air</dd><dt><span>cfVarName :</span></dt><dd>o3</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>o3</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-656a7e15-6a62-4c98-874b-91c66d9d1f15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-656a7e15-6a62-4c98-874b-91c66d9d1f15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64d6e158-3124-4997-804d-9c91e7010645' class='xr-var-data-in' type='checkbox'><label for='data-64d6e158-3124-4997-804d-9c91e7010645' title='Show/Hide data 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>paramId :</span></dt><dd>203</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>o3</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Ozone mass mixing ratio</dd><dt><span>cfName :</span></dt><dd>mass_fraction_of_ozone_in_air</dd><dt><span>cfVarName :</span></dt><dd>o3</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1809,7 +1806,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pv</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ed1d22fb-3dc8-4c06-95a6-8792b87691f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed1d22fb-3dc8-4c06-95a6-8792b87691f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90d0b7e5-2e9f-481f-ae9c-bbe43d43fe0b' class='xr-var-data-in' type='checkbox'><label for='data-90d0b7e5-2e9f-481f-ae9c-bbe43d43fe0b' title='Show/Hide data 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>paramId :</span></dt><dd>60</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>pv</dd><dt><span>units :</span></dt><dd>K m**2 kg**-1 s**-1</dd><dt><span>name :</span></dt><dd>Potential vorticity</dd><dt><span>cfVarName :</span></dt><dd>pv</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pv</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-3c667b70-3569-4423-8747-6ff069c75b3d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c667b70-3569-4423-8747-6ff069c75b3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e3d9736-d235-443e-b011-d1904ac083fd' class='xr-var-data-in' type='checkbox'><label for='data-8e3d9736-d235-443e-b011-d1904ac083fd' title='Show/Hide data 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>paramId :</span></dt><dd>60</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>pv</dd><dt><span>units :</span></dt><dd>K m**2 kg**-1 s**-1</dd><dt><span>name :</span></dt><dd>Potential vorticity</dd><dt><span>cfVarName :</span></dt><dd>pv</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1959,7 +1956,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-0613412c-a2ac-4db9-9963-4e833da7fbb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0613412c-a2ac-4db9-9963-4e833da7fbb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7834846d-21ec-491f-9177-39ab6ed5c4ea' class='xr-var-data-in' type='checkbox'><label for='data-7834846d-21ec-491f-9177-39ab6ed5c4ea' title='Show/Hide data 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>paramId :</span></dt><dd>133</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>q</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific humidity</dd><dt><span>cfName :</span></dt><dd>specific_humidity</dd><dt><span>cfVarName :</span></dt><dd>q</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-f7f2b3cc-c351-486c-b009-5a7a1f37a2e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f7f2b3cc-c351-486c-b009-5a7a1f37a2e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-630674f1-490d-4d92-a365-b8208a6bd9d7' class='xr-var-data-in' type='checkbox'><label for='data-630674f1-490d-4d92-a365-b8208a6bd9d7' title='Show/Hide data 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>paramId :</span></dt><dd>133</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>q</dd><dt><span>units :</span></dt><dd>kg kg**-1</dd><dt><span>name :</span></dt><dd>Specific humidity</dd><dt><span>cfName :</span></dt><dd>specific_humidity</dd><dt><span>cfVarName :</span></dt><dd>q</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2109,7 +2106,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>r</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-e77ce043-dc7c-4b82-aec5-5576ea074bc4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e77ce043-dc7c-4b82-aec5-5576ea074bc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-014a47bc-8b17-4094-8dee-ae7489a4a01f' class='xr-var-data-in' type='checkbox'><label for='data-014a47bc-8b17-4094-8dee-ae7489a4a01f' title='Show/Hide data 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>paramId :</span></dt><dd>157</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>r</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>name :</span></dt><dd>Relative humidity</dd><dt><span>cfName :</span></dt><dd>relative_humidity</dd><dt><span>cfVarName :</span></dt><dd>r</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>r</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-86f2a3d0-1316-47e9-b135-cd938bee134c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86f2a3d0-1316-47e9-b135-cd938bee134c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af405b5f-1cb8-4729-a17c-11853e676e58' class='xr-var-data-in' type='checkbox'><label for='data-af405b5f-1cb8-4729-a17c-11853e676e58' title='Show/Hide data 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>paramId :</span></dt><dd>157</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>r</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>name :</span></dt><dd>Relative humidity</dd><dt><span>cfName :</span></dt><dd>relative_humidity</dd><dt><span>cfVarName :</span></dt><dd>r</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2259,7 +2256,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-93352bb4-7d2e-4c74-8035-86308dfdc30d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-93352bb4-7d2e-4c74-8035-86308dfdc30d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c416ed00-3e10-4439-a5f5-58103f48ba27' class='xr-var-data-in' type='checkbox'><label for='data-c416ed00-3e10-4439-a5f5-58103f48ba27' title='Show/Hide data 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>paramId :</span></dt><dd>130</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature</dd><dt><span>cfName :</span></dt><dd>air_temperature</dd><dt><span>cfVarName :</span></dt><dd>t</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-ce6e05ad-8567-4e31-9f22-0ac1763f3fa8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce6e05ad-8567-4e31-9f22-0ac1763f3fa8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97a53869-2619-487b-91b5-a5c5baa0a739' class='xr-var-data-in' type='checkbox'><label for='data-97a53869-2619-487b-91b5-a5c5baa0a739' title='Show/Hide data 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>paramId :</span></dt><dd>130</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature</dd><dt><span>cfName :</span></dt><dd>air_temperature</dd><dt><span>cfVarName :</span></dt><dd>t</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2409,7 +2406,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-2f19662a-03ce-4422-a507-20066512ecd9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f19662a-03ce-4422-a507-20066512ecd9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0defe63c-f5ba-4436-b97c-8e8d9b3d74e0' class='xr-var-data-in' type='checkbox'><label for='data-0defe63c-f5ba-4436-b97c-8e8d9b3d74e0' title='Show/Hide data 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>paramId :</span></dt><dd>131</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>U component of wind</dd><dt><span>cfName :</span></dt><dd>eastward_wind</dd><dt><span>cfVarName :</span></dt><dd>u</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a53edcee-2f39-4dd5-a694-2d51f3dc638f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a53edcee-2f39-4dd5-a694-2d51f3dc638f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49d009fb-5ca4-4f64-a9b4-0ec2d0e9e2ce' class='xr-var-data-in' type='checkbox'><label for='data-49d009fb-5ca4-4f64-a9b4-0ec2d0e9e2ce' title='Show/Hide data 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>paramId :</span></dt><dd>131</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>u</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>U component of wind</dd><dt><span>cfName :</span></dt><dd>eastward_wind</dd><dt><span>cfVarName :</span></dt><dd>u</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2559,7 +2556,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-81876a76-c86c-4c10-bdbd-8da7bdea2866' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81876a76-c86c-4c10-bdbd-8da7bdea2866' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c29b4a5e-6ce5-4b45-a2d2-9001cb377948' class='xr-var-data-in' type='checkbox'><label for='data-c29b4a5e-6ce5-4b45-a2d2-9001cb377948' title='Show/Hide data 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>paramId :</span></dt><dd>132</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>V component of wind</dd><dt><span>cfName :</span></dt><dd>northward_wind</dd><dt><span>cfVarName :</span></dt><dd>v</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-04ce201d-8668-41b4-ad6e-8722e970058f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-04ce201d-8668-41b4-ad6e-8722e970058f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a98c7fa-2fe2-4e31-9686-24c1b8e9cd85' class='xr-var-data-in' type='checkbox'><label for='data-8a98c7fa-2fe2-4e31-9686-24c1b8e9cd85' title='Show/Hide data 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>paramId :</span></dt><dd>132</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>v</dd><dt><span>units :</span></dt><dd>m s**-1</dd><dt><span>name :</span></dt><dd>V component of wind</dd><dt><span>cfName :</span></dt><dd>northward_wind</dd><dt><span>cfVarName :</span></dt><dd>v</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2709,7 +2706,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vo</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c1b6e9c6-cf16-4efe-a912-5e4eeff429b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1b6e9c6-cf16-4efe-a912-5e4eeff429b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75143d97-6cde-4a03-8a2a-73c16dd4c5c2' class='xr-var-data-in' type='checkbox'><label for='data-75143d97-6cde-4a03-8a2a-73c16dd4c5c2' title='Show/Hide data 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>paramId :</span></dt><dd>138</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>vo</dd><dt><span>units :</span></dt><dd>s**-1</dd><dt><span>name :</span></dt><dd>Vorticity (relative)</dd><dt><span>cfName :</span></dt><dd>atmosphere_relative_vorticity</dd><dt><span>cfVarName :</span></dt><dd>vo</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vo</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-6c6e7197-1f28-4974-9803-caa5935061ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c6e7197-1f28-4974-9803-caa5935061ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b19cd757-7fe0-4b03-8157-e9e5db9df3dd' class='xr-var-data-in' type='checkbox'><label for='data-b19cd757-7fe0-4b03-8157-e9e5db9df3dd' title='Show/Hide data 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>paramId :</span></dt><dd>138</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>vo</dd><dt><span>units :</span></dt><dd>s**-1</dd><dt><span>name :</span></dt><dd>Vorticity (relative)</dd><dt><span>cfName :</span></dt><dd>atmosphere_relative_vorticity</dd><dt><span>cfVarName :</span></dt><dd>vo</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2859,7 +2856,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>w</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-901d4dc9-611d-4118-81bf-afc8bb4085b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-901d4dc9-611d-4118-81bf-afc8bb4085b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-096f4977-b028-4212-a324-185f4a92adcb' class='xr-var-data-in' type='checkbox'><label for='data-096f4977-b028-4212-a324-185f4a92adcb' title='Show/Hide data 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>paramId :</span></dt><dd>135</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>w</dd><dt><span>units :</span></dt><dd>Pa s**-1</dd><dt><span>name :</span></dt><dd>Vertical velocity</dd><dt><span>cfName :</span></dt><dd>lagrangian_tendency_of_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>w</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>w</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-c797ecae-48d3-43ac-80e9-68dca333a5d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c797ecae-48d3-43ac-80e9-68dca333a5d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab46c95d-a4d6-4296-9144-25e78ae6dd26' class='xr-var-data-in' type='checkbox'><label for='data-ab46c95d-a4d6-4296-9144-25e78ae6dd26' title='Show/Hide data 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>paramId :</span></dt><dd>135</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>w</dd><dt><span>units :</span></dt><dd>Pa s**-1</dd><dt><span>name :</span></dt><dd>Vertical velocity</dd><dt><span>cfName :</span></dt><dd>lagrangian_tendency_of_air_pressure</dd><dt><span>cfVarName :</span></dt><dd>w</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3009,7 +3006,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-405f05b6-757b-4b54-8596-714bb69dfacb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-405f05b6-757b-4b54-8596-714bb69dfacb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c77329ce-7390-4af5-b7d7-bd238fae5e74' class='xr-var-data-in' type='checkbox'><label for='data-c77329ce-7390-4af5-b7d7-bd238fae5e74' title='Show/Hide data 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>paramId :</span></dt><dd>129</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>z</dd><dt><span>units :</span></dt><dd>m**2 s**-2</dd><dt><span>name :</span></dt><dd>Geopotential</dd><dt><span>cfName :</span></dt><dd>geopotential</dd><dt><span>cfVarName :</span></dt><dd>z</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z</span></div><div class='xr-var-dims'>(time, level, value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 542080), meta=np.ndarray&gt;</div><input id='attrs-a5a40449-7ec7-4b57-bd0f-b01fe4fe2bbc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5a40449-7ec7-4b57-bd0f-b01fe4fe2bbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85d08d78-dac0-4bdb-b364-992135122de6' class='xr-var-data-in' type='checkbox'><label for='data-85d08d78-dac0-4bdb-b364-992135122de6' title='Show/Hide data 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>paramId :</span></dt><dd>129</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>z</dd><dt><span>units :</span></dt><dd>m**2 s**-2</dd><dt><span>name :</span></dt><dd>Geopotential</dd><dt><span>cfName :</span></dt><dd>geopotential</dd><dt><span>cfVarName :</span></dt><dd>z</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3159,11 +3156,11 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-2c8088e3-e157-4929-848e-885700653561' class='xr-section-summary-in' type='checkbox'  ><label for='section-2c8088e3-e157-4929-848e-885700653561' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>level</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c4142da5-8524-445e-9251-2eafac5522d9' class='xr-index-data-in' type='checkbox'/><label for='index-c4142da5-8524-445e-9251-2eafac5522d9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c9822f91-b527-40d1-92a6-7b996c5d66f3' class='xr-section-summary-in' type='checkbox'  ><label for='section-c9822f91-b527-40d1-92a6-7b996c5d66f3' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>level</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-02566477-27e5-4321-aba0-a4fc04018aeb' class='xr-index-data-in' type='checkbox'/><label for='index-02566477-27e5-4321-aba0-a4fc04018aeb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([   1,    2,    3,    5,    7,   10,   20,   30,   50,   70,  100,  125,\n",
        "        150,  175,  200,  225,  250,  300,  350,  400,  450,  500,  550,  600,\n",
        "        650,  700,  750,  775,  800,  825,  850,  875,  900,  925,  950,  975,\n",
        "       1000],\n",
-       "      dtype=&#x27;int64&#x27;, name=&#x27;level&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bd7ba577-64e9-4a80-a91f-41c8c9b7422b' class='xr-index-data-in' type='checkbox'/><label for='index-bd7ba577-64e9-4a80-a91f-41c8c9b7422b' 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;1940-01-01 12:00:00&#x27;, &#x27;1940-02-01 12:00:00&#x27;,\n",
+       "      dtype=&#x27;int64&#x27;, name=&#x27;level&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5bf5a9c1-c439-4ddf-9a04-e18c98335050' class='xr-index-data-in' type='checkbox'/><label for='index-5bf5a9c1-c439-4ddf-9a04-e18c98335050' 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;1940-01-01 12:00:00&#x27;, &#x27;1940-02-01 12:00:00&#x27;,\n",
        "               &#x27;1940-03-01 12:00:00&#x27;, &#x27;1940-04-01 12:00:00&#x27;,\n",
        "               &#x27;1940-05-01 12:00:00&#x27;, &#x27;1940-06-01 12:00:00&#x27;,\n",
        "               &#x27;1940-07-01 12:00:00&#x27;, &#x27;1940-08-01 12:00:00&#x27;,\n",
@@ -3174,7 +3171,7 @@
        "               &#x27;2023-07-01 12:00:00&#x27;, &#x27;2023-08-01 12:00:00&#x27;,\n",
        "               &#x27;2023-09-01 12:00:00&#x27;, &#x27;2023-10-01 12:00:00&#x27;,\n",
        "               &#x27;2023-11-01 12:00:00&#x27;, &#x27;2023-12-01 12:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1008, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4acbbc99-fa52-4964-81f2-323a9deeabea' class='xr-section-summary-in' type='checkbox'  ><label for='section-4acbbc99-fa52-4964-81f2-323a9deeabea' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>monthly</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>pressure-level</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1008, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1d794db-c684-4f85-a17f-5be3e90fba91' class='xr-section-summary-in' type='checkbox'  ><label for='section-c1d794db-c684-4f85-a17f-5be3e90fba91' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>project :</span></dt><dd>ECMWF Re-Analysis</dd><dt><span>project_id :</span></dt><dd>ERA</dd><dt><span>institution_id :</span></dt><dd>ECMWF-DKRZ</dd><dt><span>institution :</span></dt><dd>Data from European Centre for Medium-Range Weather Forecasts (ECMWF) distributed by the Germen Climate Computing Center (DKRZ)</dd><dt><span>source_id :</span></dt><dd>IFS</dd><dt><span>source :</span></dt><dd>ECMWF Integrated Forecast System (IFS) CY41R2</dd><dt><span>experiment_id :</span></dt><dd>ERA5</dd><dt><span>simulation_id :</span></dt><dd>ERA5</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>frequency :</span></dt><dd>monthly</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>grid_id :</span></dt><dd>N320</dd><dt><span>grid_type :</span></dt><dd>gaussian_reduced</dd><dt><span>resolution :</span></dt><dd>0.28125 deg</dd><dt><span>level_type :</span></dt><dd>pressure-level</dd><dt><span>data_type :</span></dt><dd>analysis</dd><dt><span>format :</span></dt><dd>kerchunk</dd><dt><span>product :</span></dt><dd>reanalysis</dd><dt><span>responsible_persons :</span></dt><dd>Angelika Heil, Fabian Wachsmann</dd><dt><span>title :</span></dt><dd>The DKRZ ERA5 data pool. Generated using Copernicus Climate Change Service information [2024]. Data distribution by the German Climate Computing Center (DKRZ). Neither the European Commission nor ECMWF is responsible for any use that may be made of the Copernicus information or data it contains</dd><dt><span>license :</span></dt><dd>The ERA5 data are published with the Copernicus Product License with the necessity of attribution. https://cds.climate.copernicus.eu/cdsapp/#!/terms/licence-to-use-copernicus-products</dd><dt><span>references :</span></dt><dd>Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., De Chiara, G., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R.J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Villaume, S., Thépaut, J-N. (2017): Complete ERA5 from 1940: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service (C3S) Data Store (CDS). DOI: 10.24381/cds.143582cf</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 3TB\n",
@@ -3215,7 +3212,7 @@
        "    references:           Hersbach, H., Bell, B., Berrisford, P., Hirahara, S..."
       ]
      },
-     "execution_count": 26,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3228,7 +3225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 7,
    "id": "ad5e9a48-22fa-41fa-b2ba-39b66cba5e54",
    "metadata": {
     "tags": []
@@ -3623,9 +3620,9 @@
        "    cfVarName:                  t\n",
        "    missingValue:               9999\n",
        "    NV:                         0\n",
-       "    gridDefinitionDescription:  Gaussian Latitude/Longitude Grid</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'t'</div><ul class='xr-dim-list'><li><span>value</span>: 542080</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-87a22320-42e1-4957-a33c-098c743d2f6e' class='xr-array-in' type='checkbox' checked><label for='section-87a22320-42e1-4957-a33c-098c743d2f6e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>251.7 251.7 251.7 251.7 251.7 251.6 ... 244.7 244.8 244.9 245.1 245.4</span></div><div class='xr-array-data'><pre>array([251.69160461, 251.71504211, 251.71113586, ..., 244.89863586,\n",
-       "       245.12324524, 245.40840149])</pre></div></div></li><li class='xr-section-item'><input id='section-d42b97ce-4753-492a-ac69-edfc19c40c9b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d42b97ce-4753-492a-ac69-edfc19c40c9b' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.78 89.78 89.78 ... -89.78 -89.78</div><input id='attrs-5562d7ba-c73f-41ce-815f-360424416ec3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5562d7ba-c73f-41ce-815f-360424416ec3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db8444ee-5542-4c6c-8ca5-a48f5a71ed2d' class='xr-var-data-in' type='checkbox'><label for='data-db8444ee-5542-4c6c-8ca5-a48f5a71ed2d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([ 89.78487691,  89.78487691,  89.78487691, ..., -89.78487691,\n",
-       "       -89.78487691, -89.78487691])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>level</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>975</div><input id='attrs-797e8ddb-babd-47ce-b3fc-ed9b26c8e89b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-797e8ddb-babd-47ce-b3fc-ed9b26c8e89b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-581190b1-1699-4d14-80ae-c3d04b43d326' class='xr-var-data-in' type='checkbox'><label for='data-581190b1-1699-4d14-80ae-c3d04b43d326' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(975)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 20.0 40.0 ... 300.0 320.0 340.0</div><input id='attrs-b3fd3cef-1416-4298-a462-e25e3c0ee7ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b3fd3cef-1416-4298-a462-e25e3c0ee7ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2742df8c-3d26-4d60-9f45-745b40bffd20' class='xr-var-data-in' type='checkbox'><label for='data-2742df8c-3d26-4d60-9f45-745b40bffd20' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.,  20.,  40., ..., 300., 320., 340.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1976-03-01T12:00:00</div><input id='attrs-07225d33-9d26-4301-a7d3-1508dfd78fd9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07225d33-9d26-4301-a7d3-1508dfd78fd9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5efb95c-7d4d-4286-8d7b-0b99b2a9b2ef' class='xr-var-data-in' type='checkbox'><label for='data-a5efb95c-7d4d-4286-8d7b-0b99b2a9b2ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;1976-03-01T12:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc37df7e-ef8c-4015-8469-7c91df96c8f5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cc37df7e-ef8c-4015-8469-7c91df96c8f5' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-f7bc3395-12ea-400f-acfc-91aa2181c441' class='xr-section-summary-in' type='checkbox'  ><label for='section-f7bc3395-12ea-400f-acfc-91aa2181c441' 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>paramId :</span></dt><dd>130</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature</dd><dt><span>cfName :</span></dt><dd>air_temperature</dd><dt><span>cfVarName :</span></dt><dd>t</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div></li></ul></div></div>"
+       "    gridDefinitionDescription:  Gaussian Latitude/Longitude Grid</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'t'</div><ul class='xr-dim-list'><li><span>value</span>: 542080</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f3d024a8-3fd8-40ca-a2d8-64e00b1bcf78' class='xr-array-in' type='checkbox' checked><label for='section-f3d024a8-3fd8-40ca-a2d8-64e00b1bcf78' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>251.7 251.7 251.7 251.7 251.7 251.6 ... 244.7 244.8 244.9 245.1 245.4</span></div><div class='xr-array-data'><pre>array([251.69160461, 251.71504211, 251.71113586, ..., 244.89863586,\n",
+       "       245.12324524, 245.40840149])</pre></div></div></li><li class='xr-section-item'><input id='section-353e7238-5f47-4e61-945c-62b682a20c1a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-353e7238-5f47-4e61-945c-62b682a20c1a' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>89.78 89.78 89.78 ... -89.78 -89.78</div><input id='attrs-7133e13a-8615-4b1c-95a4-1e1516551c49' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7133e13a-8615-4b1c-95a4-1e1516551c49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17cda5ae-2e58-4f93-9870-6b7e8413bbe3' class='xr-var-data-in' type='checkbox'><label for='data-17cda5ae-2e58-4f93-9870-6b7e8413bbe3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([ 89.78487691,  89.78487691,  89.78487691, ..., -89.78487691,\n",
+       "       -89.78487691, -89.78487691])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>level</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>975</div><input id='attrs-4c35bdd5-62f2-453d-8848-5c953697bb33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c35bdd5-62f2-453d-8848-5c953697bb33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0810a6f6-2da4-441d-92c8-7ad41088dee1' class='xr-var-data-in' type='checkbox'><label for='data-0810a6f6-2da4-441d-92c8-7ad41088dee1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(975)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(value)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 20.0 40.0 ... 300.0 320.0 340.0</div><input id='attrs-88e9be12-91c1-4de5-bf74-7b747778be5e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88e9be12-91c1-4de5-bf74-7b747778be5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c2968ed-cae1-4eea-8b1b-785a4e416318' class='xr-var-data-in' type='checkbox'><label for='data-0c2968ed-cae1-4eea-8b1b-785a4e416318' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0.,  20.,  40., ..., 300., 320., 340.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1976-03-01T12:00:00</div><input id='attrs-3c9bc3d4-5464-43bc-b164-8e9cf340010c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c9bc3d4-5464-43bc-b164-8e9cf340010c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30b9296d-3a02-4e18-83f1-1bded0f729a0' class='xr-var-data-in' type='checkbox'><label for='data-30b9296d-3a02-4e18-83f1-1bded0f729a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;1976-03-01T12:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4212320-c70a-40b8-a4e0-1a483ad33586' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d4212320-c70a-40b8-a4e0-1a483ad33586' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-e9936871-fb00-4b50-a193-fbf1f9c4a735' class='xr-section-summary-in' type='checkbox'  ><label for='section-e9936871-fb00-4b50-a193-fbf1f9c4a735' 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>paramId :</span></dt><dd>130</dd><dt><span>numberOfPoints :</span></dt><dd>542080</dd><dt><span>typeOfLevel :</span></dt><dd>isobaricInhPa</dd><dt><span>stepUnits :</span></dt><dd>1</dd><dt><span>stepType :</span></dt><dd>avg</dd><dt><span>gridType :</span></dt><dd>reduced_gg</dd><dt><span>shortName :</span></dt><dd>t</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>name :</span></dt><dd>Temperature</dd><dt><span>cfName :</span></dt><dd>air_temperature</dd><dt><span>cfVarName :</span></dt><dd>t</dd><dt><span>missingValue :</span></dt><dd>9999</dd><dt><span>NV :</span></dt><dd>0</dd><dt><span>gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 't' (value: 542080)> Size: 4MB\n",
@@ -3653,7 +3650,7 @@
        "    gridDefinitionDescription:  Gaussian Latitude/Longitude Grid"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
-- 
GitLab