diff --git a/docs/examples/parallel-computing-with-dask.ipynb b/docs/examples/parallel-computing-with-dask.ipynb
index b28c3ea6..57baf8ce 100644
--- a/docs/examples/parallel-computing-with-dask.ipynb
+++ b/docs/examples/parallel-computing-with-dask.ipynb
@@ -723,10 +723,10 @@
        "    license:                         CMIP6 model data produced by CSIRO is li...\n",
        "    cmor_version:                    3.4.0\n",
        "    tracking_id:                     hdl:21.14100/af78ae5e-f3a6-4e99-8cfe-5f2...\n",
-       "    DODS_EXTRA.Unlimited_Dimension:  time</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-d01571d3-e84e-4a68-aabb-3befe23b232e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d01571d3-e84e-4a68-aabb-3befe23b232e' 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>: 1980</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 145</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-be41f0c4-5105-4103-b26a-6cb0d5095336' class='xr-section-summary-in' type='checkbox'  checked><label for='section-be41f0c4-5105-4103-b26a-6cb0d5095336' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>1850-01-16T12:00:00 ... 2014-12-...</div><input id='attrs-fc013e25-5eea-4f42-88e0-09eef236d6f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc013e25-5eea-4f42-88e0-09eef236d6f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf24fee5-d2ae-42ce-9961-8f2e1e11786d' class='xr-var-data-in' type='checkbox'><label for='data-bf24fee5-d2ae-42ce-9961-8f2e1e11786d' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;, &#x27;1850-02-15T00:00:00.000000000&#x27;,\n",
+       "    DODS_EXTRA.Unlimited_Dimension:  time</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-0384018b-eee1-44a6-8684-f7ac53b9da35' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0384018b-eee1-44a6-8684-f7ac53b9da35' 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>: 1980</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 145</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4b39e8a7-66ae-41e6-8a64-71a7fc19067d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4b39e8a7-66ae-41e6-8a64-71a7fc19067d' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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'>1850-01-16T12:00:00 ... 2014-12-...</div><input id='attrs-d27daf2c-2798-4420-86f0-ec05d44b9dd9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d27daf2c-2798-4420-86f0-ec05d44b9dd9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef5b441b-12ab-46aa-bff7-d3b69d88ad07' class='xr-var-data-in' type='checkbox'><label for='data-ef5b441b-12ab-46aa-bff7-d3b69d88ad07' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1850-01-16T12:00:00.000000000&#x27;, &#x27;1850-02-15T00:00:00.000000000&#x27;,\n",
        "       &#x27;1850-03-16T12:00:00.000000000&#x27;, ..., &#x27;2014-10-16T12:00:00.000000000&#x27;,\n",
        "       &#x27;2014-11-16T00:00:00.000000000&#x27;, &#x27;2014-12-16T12:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-4856f630-5e3e-4e12-b3a0-1db9abc9ace7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4856f630-5e3e-4e12-b3a0-1db9abc9ace7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5538454-7ab8-4ea8-9500-d710e4f0dab1' class='xr-var-data-in' type='checkbox'><label for='data-c5538454-7ab8-4ea8-9500-d710e4f0dab1' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</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'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-1f109e57-8549-4bca-bed2-26212c9ade2a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f109e57-8549-4bca-bed2-26212c9ade2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79016225-f35c-4b01-910f-2c0b3d509334' class='xr-var-data-in' type='checkbox'><label for='data-79016225-f35c-4b01-910f-2c0b3d509334' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
        "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
        "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
        "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
@@ -742,7 +742,7 @@
        "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
        "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
        "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
-       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-a39c8489-db63-4b28-86c7-93798f6ac6ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a39c8489-db63-4b28-86c7-93798f6ac6ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-333d05ee-d42f-45e2-ba5d-3addfa866a93' class='xr-var-data-in' type='checkbox'><label for='data-333d05ee-d42f-45e2-ba5d-3addfa866a93' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-6bfd75df-de62-484c-993c-fe85c4b6bcb3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6bfd75df-de62-484c-993c-fe85c4b6bcb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd0b57d8-7cdd-4e1a-916c-42cd1b1a9529' class='xr-var-data-in' type='checkbox'><label for='data-fd0b57d8-7cdd-4e1a-916c-42cd1b1a9529' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
        "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
        "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
        "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
@@ -765,7 +765,7 @@
        "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
        "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
        "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
-       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-add7fad6-28fb-480c-94e2-d1c3554ef781' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-add7fad6-28fb-480c-94e2-d1c3554ef781' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef458e4b-25d0-4ad3-9cd2-c3eb864c0b71' class='xr-var-data-in' type='checkbox'><label for='data-ef458e4b-25d0-4ad3-9cd2-c3eb864c0b71' title='Show/Hide data repr'><svg 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></ul></div></li><li class='xr-section-item'><input id='section-43af3a19-3413-4a17-a1fe-d72839cfbdba' class='xr-section-summary-in' type='checkbox'  checked><label for='section-43af3a19-3413-4a17-a1fe-d72839cfbdba' 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>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=(1980, 2), meta=np.ndarray&gt;</div><input id='attrs-87392529-5690-426c-84f1-319e2271cf3e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87392529-5690-426c-84f1-319e2271cf3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54270a48-70b9-43f9-81f9-01e06b47254f' class='xr-var-data-in' type='checkbox'><label for='data-54270a48-70b9-43f9-81f9-01e06b47254f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[1 2]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-48fd77f3-92d2-46fb-b0ab-4c8f364689a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48fd77f3-92d2-46fb-b0ab-4c8f364689a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-718deef7-1b2d-42d3-93e9-315050715d0c' class='xr-var-data-in' type='checkbox'><label for='data-718deef7-1b2d-42d3-93e9-315050715d0c' title='Show/Hide data repr'><svg 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></ul></div></li><li class='xr-section-item'><input id='section-2c361e9b-97cd-4d27-95f7-6a01fdf4eb7f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2c361e9b-97cd-4d27-95f7-6a01fdf4eb7f' 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>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=(1980, 2), meta=np.ndarray&gt;</div><input id='attrs-bfbdd2c4-236b-4b3b-99ab-9e2c89c6f0a9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfbdd2c4-236b-4b3b-99ab-9e2c89c6f0a9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29737bcf-cf04-42cb-8190-4d5f1ea34244' class='xr-var-data-in' type='checkbox'><label for='data-29737bcf-cf04-42cb-8190-4d5f1ea34244' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[1 2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -820,7 +820,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><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'>dask.array&lt;chunksize=(145, 2), meta=np.ndarray&gt;</div><input id='attrs-de60fa17-b697-4213-a012-8b6e9a0d6043' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de60fa17-b697-4213-a012-8b6e9a0d6043' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f63290a-eaf9-42a2-814a-0b8f1e3a3e2d' class='xr-var-data-in' type='checkbox'><label for='data-6f63290a-eaf9-42a2-814a-0b8f1e3a3e2d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><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'>dask.array&lt;chunksize=(145, 2), meta=np.ndarray&gt;</div><input id='attrs-f99c8bfa-8b83-40d4-b34b-bc151b05de58' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f99c8bfa-8b83-40d4-b34b-bc151b05de58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86893800-e0bd-4fae-8339-f5d814428467' class='xr-var-data-in' type='checkbox'><label for='data-86893800-e0bd-4fae-8339-f5d814428467' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -875,7 +875,7 @@
        "</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'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(192, 2), meta=np.ndarray&gt;</div><input id='attrs-0d97b634-8c5b-4e47-9af7-0c492c2eb0c6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d97b634-8c5b-4e47-9af7-0c492c2eb0c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e80882f7-5339-4478-80f7-3ed9612680ea' class='xr-var-data-in' type='checkbox'><label for='data-e80882f7-5339-4478-80f7-3ed9612680ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</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_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'>dask.array&lt;chunksize=(192, 2), meta=np.ndarray&gt;</div><input id='attrs-c974005a-5d39-4cb0-9ee2-238cd73c4087' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c974005a-5d39-4cb0-9ee2-238cd73c4087' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dcdcba5-79c0-454a-9866-28b9e901b63d' class='xr-var-data-in' type='checkbox'><label for='data-6dcdcba5-79c0-454a-9866-28b9e901b63d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -930,7 +930,7 @@
        "</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=(1695, 122, 162), meta=np.ndarray&gt;</div><input id='attrs-ccd7d74c-141c-49dd-b445-b797f98fe53f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ccd7d74c-141c-49dd-b445-b797f98fe53f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db12cc44-bb86-438a-80d7-1cbaad1b8c9d' class='xr-var-data-in' type='checkbox'><label for='data-db12cc44-bb86-438a-80d7-1cbaad1b8c9d' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</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=(1695, 122, 162), meta=np.ndarray&gt;</div><input id='attrs-8f828fc0-1558-4be5-bd1d-3a90d9bda026' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f828fc0-1558-4be5-bd1d-3a90d9bda026' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6febecea-ff23-45d2-8640-09b539f82a0b' class='xr-var-data-in' type='checkbox'><label for='data-6febecea-ff23-45d2-8640-09b539f82a0b' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1014,7 +1014,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-8d9b744c-ea6b-430f-9bbe-42462984a9a0' class='xr-section-summary-in' type='checkbox'  ><label for='section-8d9b744c-ea6b-430f-9bbe-42462984a9a0' 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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0b66ff58-707d-467e-8c84-ec9b7f58bbed' class='xr-index-data-in' type='checkbox'/><label for='index-0b66ff58-707d-467e-8c84-ec9b7f58bbed' 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;1850-01-16 12:00:00&#x27;, &#x27;1850-02-15 00:00:00&#x27;,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-91646b09-adaf-42ea-ab8f-21e56f8d6eb8' class='xr-section-summary-in' type='checkbox'  ><label for='section-91646b09-adaf-42ea-ab8f-21e56f8d6eb8' 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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c1ee0732-b053-4788-889c-b8a63bd58c59' class='xr-index-data-in' type='checkbox'/><label for='index-c1ee0732-b053-4788-889c-b8a63bd58c59' 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;1850-01-16 12:00:00&#x27;, &#x27;1850-02-15 00:00:00&#x27;,\n",
        "               &#x27;1850-03-16 12:00:00&#x27;, &#x27;1850-04-16 00:00:00&#x27;,\n",
        "               &#x27;1850-05-16 12:00:00&#x27;, &#x27;1850-06-16 00:00:00&#x27;,\n",
        "               &#x27;1850-07-16 12:00:00&#x27;, &#x27;1850-08-16 12:00:00&#x27;,\n",
@@ -1025,17 +1025,17 @@
        "               &#x27;2014-07-16 12:00:00&#x27;, &#x27;2014-08-16 12:00:00&#x27;,\n",
        "               &#x27;2014-09-16 00:00:00&#x27;, &#x27;2014-10-16 12:00:00&#x27;,\n",
        "               &#x27;2014-11-16 00:00:00&#x27;, &#x27;2014-12-16 12:00:00&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1980, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4ac43f32-4fa0-4571-aadf-e24b92fc6d4d' class='xr-index-data-in' type='checkbox'/><label for='index-4ac43f32-4fa0-4571-aadf-e24b92fc6d4d' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=1980, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2d0e0c06-05af-4765-8136-6190cee76a8d' class='xr-index-data-in' type='checkbox'/><label for='index-2d0e0c06-05af-4765-8136-6190cee76a8d' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
        "       -78.75,\n",
        "       ...\n",
        "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
        "         90.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-e0877eaa-5a18-4308-8569-e776176dc53a' class='xr-index-data-in' type='checkbox'/><label for='index-e0877eaa-5a18-4308-8569-e776176dc53a' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-f9f2b6aa-b929-4007-8b71-94aa8277883f' class='xr-index-data-in' type='checkbox'/><label for='index-f9f2b6aa-b929-4007-8b71-94aa8277883f' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
        "          15.0,  16.875,\n",
        "       ...\n",
        "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
        "        356.25, 358.125],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4eed352b-9e56-472a-9d64-e7a8f4eba742' class='xr-section-summary-in' type='checkbox'  ><label for='section-4eed352b-9e56-472a-9d64-e7a8f4eba742' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9ffdafa2-16ad-4cf4-8daf-47be1590f136' class='xr-section-summary-in' type='checkbox'  ><label for='section-9ffdafa2-16ad-4cf4-8daf-47be1590f136' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
        "aerosol: CLASSIC (v1.0)\n",
        "atmos: HadGAM2 (r1.1, N96; 192 x 145 longitude/latitude; 38 levels; top level 39255 m)\n",
        "atmosChem: none\n",
@@ -1481,7 +1481,7 @@
        "    cell_methods:   area: time: mean\n",
        "    cell_measures:  area: areacella\n",
        "    history:        2020-06-05T04:06:10Z altered by CMOR: Treated scalar dime...\n",
-       "    _ChunkSizes:    [  1 145 192]</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'>month</span>: 12</li><li><span class='xr-has-index'>lat</span>: 145</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-61e04c3f-302f-4d69-aa8e-2af61003f4f9' class='xr-array-in' type='checkbox' checked><label for='section-61e04c3f-302f-4d69-aa8e-2af61003f4f9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(12, 122, 162), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
+       "    _ChunkSizes:    [  1 145 192]</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'>month</span>: 12</li><li><span class='xr-has-index'>lat</span>: 145</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-adfdfd77-d7e7-40d3-8090-2226ea3151bb' class='xr-array-in' type='checkbox' checked><label for='section-adfdfd77-d7e7-40d3-8090-2226ea3151bb' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(12, 122, 162), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -1563,7 +1563,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></div></li><li class='xr-section-item'><input id='section-c6d7ad90-0de0-4e52-bb7c-e1ffd5298044' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c6d7ad90-0de0-4e52-bb7c-e1ffd5298044' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-b1f0f017-b519-4979-ba4d-518a0fb528ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1f0f017-b519-4979-ba4d-518a0fb528ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f9c0bbc-8ce3-4bef-81be-7b6a931e2369' class='xr-var-data-in' type='checkbox'><label for='data-5f9c0bbc-8ce3-4bef-81be-7b6a931e2369' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "</table></div></div></li><li class='xr-section-item'><input id='section-8753f957-cfa7-4800-86b7-3d154a063420' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8753f957-cfa7-4800-86b7-3d154a063420' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-7fd4df56-7643-4f16-8a08-95df61be05f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fd4df56-7643-4f16-8a08-95df61be05f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a338e18e-ee5e-448f-bab4-f915f28463bf' class='xr-var-data-in' type='checkbox'><label for='data-a338e18e-ee5e-448f-bab4-f915f28463bf' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
        "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
        "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
        "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
@@ -1579,7 +1579,7 @@
        "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
        "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
        "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
-       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-42ffe2f6-5f82-4b57-b89e-472296125a74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42ffe2f6-5f82-4b57-b89e-472296125a74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a07ae443-74ba-41d7-9606-b347a62a64c0' class='xr-var-data-in' type='checkbox'><label for='data-a07ae443-74ba-41d7-9606-b347a62a64c0' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-afd1595e-989b-4dc4-b385-abee3c804dca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-afd1595e-989b-4dc4-b385-abee3c804dca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52692cef-5150-4df2-9182-af96032a6ec3' class='xr-var-data-in' type='checkbox'><label for='data-52692cef-5150-4df2-9182-af96032a6ec3' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
        "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
        "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
        "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
@@ -1602,17 +1602,17 @@
        "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
        "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
        "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
-       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-1925d2d3-4467-49e3-b39a-4a386bc4e49f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1925d2d3-4467-49e3-b39a-4a386bc4e49f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ecb8a20-0c71-4d15-a28a-916bce373769' class='xr-var-data-in' type='checkbox'><label for='data-6ecb8a20-0c71-4d15-a28a-916bce373769' title='Show/Hide data repr'><svg 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'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-88018f56-ae3e-4cab-ad02-9a507df87ec3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-88018f56-ae3e-4cab-ad02-9a507df87ec3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c024050-f907-4607-9c2a-d343b555674d' class='xr-var-data-in' type='checkbox'><label for='data-1c024050-f907-4607-9c2a-d343b555674d' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e79f1241-490d-4b39-accb-380f108b6af5' class='xr-section-summary-in' type='checkbox'  ><label for='section-e79f1241-490d-4b39-accb-380f108b6af5' 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-aaac9a22-0a2c-41bc-a741-a1dbb8c0a8c8' class='xr-index-data-in' type='checkbox'/><label for='index-aaac9a22-0a2c-41bc-a741-a1dbb8c0a8c8' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-3dc78de0-086a-44fa-bcc5-d57d5b5314f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3dc78de0-086a-44fa-bcc5-d57d5b5314f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa15e841-18a1-4319-a22d-03c7003700ea' class='xr-var-data-in' type='checkbox'><label for='data-fa15e841-18a1-4319-a22d-03c7003700ea' title='Show/Hide data repr'><svg 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'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-4a6c4cb5-df05-407a-aa41-3e115ed76f26' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4a6c4cb5-df05-407a-aa41-3e115ed76f26' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b0819d0-aa37-42e5-be1e-47ee97ba8b8e' class='xr-var-data-in' type='checkbox'><label for='data-8b0819d0-aa37-42e5-be1e-47ee97ba8b8e' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-246868b6-22cc-4d40-a4dd-ed50c1e645f5' class='xr-section-summary-in' type='checkbox'  ><label for='section-246868b6-22cc-4d40-a4dd-ed50c1e645f5' 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-389157eb-5a60-49a1-a409-4e8d8b67aa26' class='xr-index-data-in' type='checkbox'/><label for='index-389157eb-5a60-49a1-a409-4e8d8b67aa26' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
        "       -78.75,\n",
        "       ...\n",
        "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
        "         90.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-8db97c62-ce84-4fe9-83f3-577c835aca3d' class='xr-index-data-in' type='checkbox'/><label for='index-8db97c62-ce84-4fe9-83f3-577c835aca3d' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-27aed6e5-d59f-4f09-bd43-633632d6e4ce' class='xr-index-data-in' type='checkbox'/><label for='index-27aed6e5-d59f-4f09-bd43-633632d6e4ce' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
        "          15.0,  16.875,\n",
        "       ...\n",
        "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
        "        356.25, 358.125],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a2608d77-c2dc-49a9-82dd-fb528e2334d0' class='xr-index-data-in' type='checkbox'/><label for='index-a2608d77-c2dc-49a9-82dd-fb528e2334d0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3d96c02a-c071-46c8-beb8-87a845b526ec' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3d96c02a-c071-46c8-beb8-87a845b526ec' class='xr-section-summary' >Attributes: <span>(8)</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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b5a18068-ef17-4394-a85a-22437e758da6' class='xr-index-data-in' type='checkbox'/><label for='index-b5a18068-ef17-4394-a85a-22437e758da6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f1e4200-2bc2-4638-8c6d-f55da893848d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8f1e4200-2bc2-4638-8c6d-f55da893848d' class='xr-section-summary' >Attributes: <span>(8)</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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'tas' (month: 12, lat: 145, lon: 192)> Size: 1MB\n",
@@ -2078,7 +2078,7 @@
        "    cell_methods:   area: time: mean\n",
        "    cell_measures:  area: areacella\n",
        "    history:        2020-06-05T04:06:10Z altered by CMOR: Treated scalar dime...\n",
-       "    _ChunkSizes:    [  1 145 192]</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'>month</span>: 12</li><li><span class='xr-has-index'>lat</span>: 145</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7d8c2bbd-1eb7-4501-9faa-598014f50260' class='xr-array-in' type='checkbox' checked><label for='section-7d8c2bbd-1eb7-4501-9faa-598014f50260' 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>244.9 244.9 244.9 244.9 244.9 244.9 ... 241.9 241.9 241.9 241.9 241.9</span></div><div class='xr-array-data'><pre>array([[[244.93558, 244.93558, 244.93558, ..., 244.93558, 244.93558,\n",
+       "    _ChunkSizes:    [  1 145 192]</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'>month</span>: 12</li><li><span class='xr-has-index'>lat</span>: 145</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-3a0b5b0d-ce0a-4e74-879a-67fe238a493e' class='xr-array-in' type='checkbox' checked><label for='section-3a0b5b0d-ce0a-4e74-879a-67fe238a493e' 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>244.9 244.9 244.9 244.9 244.9 244.9 ... 241.9 241.9 241.9 241.9 241.9</span></div><div class='xr-array-data'><pre>array([[[244.93558, 244.93558, 244.93558, ..., 244.93558, 244.93558,\n",
        "         244.93558],\n",
        "        [246.0015 , 245.97163, 245.94133, ..., 246.08994, 246.0612 ,\n",
        "         246.03232],\n",
@@ -2118,7 +2118,7 @@
        "        [242.83788, 242.85767, 242.87675, ..., 242.77477, 242.79353,\n",
        "         242.81645],\n",
        "        [241.92412, 241.92412, 241.92412, ..., 241.92412, 241.92412,\n",
-       "         241.92412]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-32193499-106f-4668-9141-15d7c617c7aa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-32193499-106f-4668-9141-15d7c617c7aa' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-5c85c1ec-145c-4cdd-9fed-2a69cbb5b6af' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5c85c1ec-145c-4cdd-9fed-2a69cbb5b6af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99ace310-f29a-49a7-9e1b-1bf0943b51b5' class='xr-var-data-in' type='checkbox'><label for='data-99ace310-f29a-49a7-9e1b-1bf0943b51b5' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "         241.92412]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-8ed75a20-6009-4342-af1a-fc99ebbada8e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8ed75a20-6009-4342-af1a-fc99ebbada8e' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-297969b0-a078-465d-8d2f-81d84655aed7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-297969b0-a078-465d-8d2f-81d84655aed7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1b9110c-7fe9-4725-81f2-a9719a70a16c' class='xr-var-data-in' type='checkbox'><label for='data-a1b9110c-7fe9-4725-81f2-a9719a70a16c' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
        "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
        "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
        "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
@@ -2134,7 +2134,7 @@
        "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
        "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
        "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
-       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-f7fc2773-3fd9-4d8a-b25d-acaef1cffd3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f7fc2773-3fd9-4d8a-b25d-acaef1cffd3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b56a003-883e-425e-8334-d07fc3b3115c' class='xr-var-data-in' type='checkbox'><label for='data-7b56a003-883e-425e-8334-d07fc3b3115c' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-a1bb24f4-c21c-4cfc-83a3-fb2acf034b58' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1bb24f4-c21c-4cfc-83a3-fb2acf034b58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a4b0bd8-9cc3-4e0f-8fba-45d57bef265a' class='xr-var-data-in' type='checkbox'><label for='data-2a4b0bd8-9cc3-4e0f-8fba-45d57bef265a' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
        "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
        "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
        "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
@@ -2157,17 +2157,17 @@
        "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
        "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
        "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
-       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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-23824d6c-6ec5-4af7-89f6-abe7e167718b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23824d6c-6ec5-4af7-89f6-abe7e167718b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-007df83a-d490-4591-a597-068974072333' class='xr-var-data-in' type='checkbox'><label for='data-007df83a-d490-4591-a597-068974072333' title='Show/Hide data repr'><svg 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'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-092ce50b-6968-418c-8814-0a5be35c67a8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-092ce50b-6968-418c-8814-0a5be35c67a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01647ccf-2560-4976-9225-fb177530f2d9' class='xr-var-data-in' type='checkbox'><label for='data-01647ccf-2560-4976-9225-fb177530f2d9' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8484e8d4-ed44-4cbc-a231-acd16d7308f9' class='xr-section-summary-in' type='checkbox'  ><label for='section-8484e8d4-ed44-4cbc-a231-acd16d7308f9' 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-8454a144-a459-47cf-aef1-eec1d0bcf389' class='xr-index-data-in' type='checkbox'/><label for='index-8454a144-a459-47cf-aef1-eec1d0bcf389' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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-a235c9cb-9be7-4db6-a154-02451b1c7e35' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a235c9cb-9be7-4db6-a154-02451b1c7e35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d98abc5-f064-49d3-9f84-34864061457e' class='xr-var-data-in' type='checkbox'><label for='data-2d98abc5-f064-49d3-9f84-34864061457e' title='Show/Hide data repr'><svg 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'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-f2186b59-738e-4044-9412-7614cd62dbfd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2186b59-738e-4044-9412-7614cd62dbfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c0bb646-c129-43f5-97bb-c81932e38e84' class='xr-var-data-in' type='checkbox'><label for='data-2c0bb646-c129-43f5-97bb-c81932e38e84' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15d31830-1ed0-431d-8b9e-1dbc4ea5dbba' class='xr-section-summary-in' type='checkbox'  ><label for='section-15d31830-1ed0-431d-8b9e-1dbc4ea5dbba' 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-53d6b59b-2ecb-43fc-8bc6-a10ef980a636' class='xr-index-data-in' type='checkbox'/><label for='index-53d6b59b-2ecb-43fc-8bc6-a10ef980a636' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
        "       -78.75,\n",
        "       ...\n",
        "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
        "         90.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-a0a5fffb-b85c-4c9e-adfc-6742a0652aa6' class='xr-index-data-in' type='checkbox'/><label for='index-a0a5fffb-b85c-4c9e-adfc-6742a0652aa6' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-67fe75e1-b4a8-49ad-84d0-1903a0c5383a' class='xr-index-data-in' type='checkbox'/><label for='index-67fe75e1-b4a8-49ad-84d0-1903a0c5383a' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
        "          15.0,  16.875,\n",
        "       ...\n",
        "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
        "        356.25, 358.125],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5aafa68a-4c6f-4bf2-86cf-343394150693' class='xr-index-data-in' type='checkbox'/><label for='index-5aafa68a-4c6f-4bf2-86cf-343394150693' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3d0ddd87-7dc7-46f2-867f-016c5050b92b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3d0ddd87-7dc7-46f2-867f-016c5050b92b' class='xr-section-summary' >Attributes: <span>(8)</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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-44c97f25-9f89-438f-99ea-30c872959ac2' class='xr-index-data-in' type='checkbox'/><label for='index-44c97f25-9f89-438f-99ea-30c872959ac2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-58f203af-2b9f-400e-a53a-711f7fb4bc04' class='xr-section-summary-in' type='checkbox'  checked><label for='section-58f203af-2b9f-400e-a53a-711f7fb4bc04' class='xr-section-summary' >Attributes: <span>(8)</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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'tas' (month: 12, lat: 145, lon: 192)> Size: 1MB\n",
@@ -2648,7 +2648,7 @@
        "    license:                         CMIP6 model data produced by CSIRO is li...\n",
        "    cmor_version:                    3.4.0\n",
        "    tracking_id:                     hdl:21.14100/af78ae5e-f3a6-4e99-8cfe-5f2...\n",
-       "    DODS_EXTRA.Unlimited_Dimension:  time</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-de5a8db2-d325-4447-9b8e-15d79c61e65c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-de5a8db2-d325-4447-9b8e-15d79c61e65c' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span class='xr-has-index'>time</span>: 1980</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5102e2ec-c2ea-4fae-9fc0-87afdc5a2750' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5102e2ec-c2ea-4fae-9fc0-87afdc5a2750' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-744c7070-133c-4a17-80b6-876f16c22c27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-744c7070-133c-4a17-80b6-876f16c22c27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7345d3c9-b852-45ff-a557-5a61aff6eefb' class='xr-var-data-in' type='checkbox'><label for='data-7345d3c9-b852-45ff-a557-5a61aff6eefb' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "    DODS_EXTRA.Unlimited_Dimension:  time</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-21d302e7-2786-409a-9710-31f5e2ced67d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-21d302e7-2786-409a-9710-31f5e2ced67d' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span class='xr-has-index'>time</span>: 1980</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f0c68632-2d1c-42e8-96e6-6f4b03cdb203' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f0c68632-2d1c-42e8-96e6-6f4b03cdb203' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-6a79b801-0458-4f55-96ac-a5e8eaf66144' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a79b801-0458-4f55-96ac-a5e8eaf66144' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47873e41-afcb-4aca-8361-39b9894870e9' class='xr-var-data-in' type='checkbox'><label for='data-47873e41-afcb-4aca-8361-39b9894870e9' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
        "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
        "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
        "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
@@ -2664,7 +2664,7 @@
        "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
        "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
        "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
-       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-5bb93dd1-7b7b-4cf7-8806-0b97c98659f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5bb93dd1-7b7b-4cf7-8806-0b97c98659f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75cbdc19-8b8f-4a2e-a05a-3f938786a529' class='xr-var-data-in' type='checkbox'><label for='data-75cbdc19-8b8f-4a2e-a05a-3f938786a529' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-6e14c51a-a924-4a61-b37c-6e3fb8776cd7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6e14c51a-a924-4a61-b37c-6e3fb8776cd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2dff47b6-5a2e-4a47-a141-dfe77a3c1640' class='xr-var-data-in' type='checkbox'><label for='data-2dff47b6-5a2e-4a47-a141-dfe77a3c1640' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
        "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
        "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
        "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
@@ -2687,14 +2687,14 @@
        "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
        "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
        "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
-       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-a50ba59d-a1e5-4ae0-bb2a-c8bbe92cbe95' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a50ba59d-a1e5-4ae0-bb2a-c8bbe92cbe95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74dc3d07-910c-4cf1-8a2b-8068b0af7a02' class='xr-var-data-in' type='checkbox'><label for='data-74dc3d07-910c-4cf1-8a2b-8068b0af7a02' title='Show/Hide data repr'><svg 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 00:00:00 ... 2014-12-...</div><input id='attrs-fb617f85-a26c-4f7e-b49f-eb79568fa8bd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb617f85-a26c-4f7e-b49f-eb79568fa8bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-353ad63f-3ece-440b-94dd-b0769699f07c' class='xr-var-data-in' type='checkbox'><label for='data-353ad63f-3ece-440b-94dd-b0769699f07c' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeProlepticGregorian(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-81b851a0-3686-4f0b-b5f9-fe3ac7fb4baa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81b851a0-3686-4f0b-b5f9-fe3ac7fb4baa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07fd7377-91d9-461c-8e43-3ac8b8cdae03' class='xr-var-data-in' type='checkbox'><label for='data-07fd7377-91d9-461c-8e43-3ac8b8cdae03' title='Show/Hide data repr'><svg 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 00:00:00 ... 2014-12-...</div><input id='attrs-84f89d12-fe70-461e-b5ae-9adda3808d3b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-84f89d12-fe70-461e-b5ae-9adda3808d3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da1f99ca-e4e4-4cb9-b4a8-3c5794ddda1d' class='xr-var-data-in' type='checkbox'><label for='data-da1f99ca-e4e4-4cb9-b4a8-3c5794ddda1d' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeProlepticGregorian(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       ...,\n",
        "       cftime.DatetimeProlepticGregorian(2014, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4e3735c-04ca-4b73-a0d1-4d61bf950b66' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d4e3735c-04ca-4b73-a0d1-4d61bf950b66' class='xr-section-summary' >Data variables: <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_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'>dask.array&lt;chunksize=(145, 2), meta=np.ndarray&gt;</div><input id='attrs-d5b90bf6-5c3c-4c2d-a628-88c8512203a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5b90bf6-5c3c-4c2d-a628-88c8512203a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-161324f5-75e0-49d8-acef-c29ea7e33c93' class='xr-var-data-in' type='checkbox'><label for='data-161324f5-75e0-49d8-acef-c29ea7e33c93' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1fcade3c-b8da-420b-92f3-6dedb67f8b08' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1fcade3c-b8da-420b-92f3-6dedb67f8b08' class='xr-section-summary' >Data variables: <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_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'>dask.array&lt;chunksize=(145, 2), meta=np.ndarray&gt;</div><input id='attrs-c5b0c6ea-2f23-4fdd-bcdc-51b42fa636a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5b0c6ea-2f23-4fdd-bcdc-51b42fa636a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-120017d1-ce13-4d21-a88b-908ebebdf2f5' class='xr-var-data-in' type='checkbox'><label for='data-120017d1-ce13-4d21-a88b-908ebebdf2f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2749,7 +2749,7 @@
        "</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'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(192, 2), meta=np.ndarray&gt;</div><input id='attrs-e239266a-91d3-45c4-acb9-33e55e4c97fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e239266a-91d3-45c4-acb9-33e55e4c97fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfa0ecd9-1bf0-4da6-9c4c-f0593cb50db6' class='xr-var-data-in' type='checkbox'><label for='data-bfa0ecd9-1bf0-4da6-9c4c-f0593cb50db6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</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_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'>dask.array&lt;chunksize=(192, 2), meta=np.ndarray&gt;</div><input id='attrs-dd4a010d-cf26-42e6-b033-a1baf88730a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dd4a010d-cf26-42e6-b033-a1baf88730a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce118c3e-0817-435b-99a4-6e220ebfdd56' class='xr-var-data-in' type='checkbox'><label for='data-ce118c3e-0817-435b-99a4-6e220ebfdd56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2804,7 +2804,7 @@
        "</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'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1695, 122, 162), meta=np.ndarray&gt;</div><input id='attrs-adcdf90f-55fd-4a45-8b78-d603dc4fdd1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-adcdf90f-55fd-4a45-8b78-d603dc4fdd1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35492ccc-e49a-4878-b72f-076c142545e6' class='xr-var-data-in' type='checkbox'><label for='data-35492ccc-e49a-4878-b72f-076c142545e6' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>group_average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</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'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1695, 122, 162), meta=np.ndarray&gt;</div><input id='attrs-2f4d10e8-e770-4f5f-88de-43de1f720b06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f4d10e8-e770-4f5f-88de-43de1f720b06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25b55d1f-7ad6-4efa-8d6b-b5d7a212a3b5' class='xr-var-data-in' type='checkbox'><label for='data-25b55d1f-7ad6-4efa-8d6b-b5d7a212a3b5' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>group_average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2888,17 +2888,17 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab4abb9b-ec5e-4669-9cea-f91e0959fd45' class='xr-section-summary-in' type='checkbox'  ><label for='section-ab4abb9b-ec5e-4669-9cea-f91e0959fd45' 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-40bc1bf9-b3b6-49ec-b882-14de2f0ed5ec' class='xr-index-data-in' type='checkbox'/><label for='index-40bc1bf9-b3b6-49ec-b882-14de2f0ed5ec' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-2da14db5-0aab-4480-a719-377a78b243f4' class='xr-section-summary-in' type='checkbox'  ><label for='section-2da14db5-0aab-4480-a719-377a78b243f4' 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-3d6f986e-6ea2-4935-946c-74d8fd5deb86' class='xr-index-data-in' type='checkbox'/><label for='index-3d6f986e-6ea2-4935-946c-74d8fd5deb86' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
        "       -78.75,\n",
        "       ...\n",
        "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
        "         90.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-6623e1f2-f10b-43c9-b16b-269f35c1020e' class='xr-index-data-in' type='checkbox'/><label for='index-6623e1f2-f10b-43c9-b16b-269f35c1020e' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-04f1238a-c1e0-4cce-8b5d-ba13c1d5ebd9' class='xr-index-data-in' type='checkbox'/><label for='index-04f1238a-c1e0-4cce-8b5d-ba13c1d5ebd9' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
        "          15.0,  16.875,\n",
        "       ...\n",
        "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
        "        356.25, 358.125],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</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-d88ea2a7-d506-476d-89eb-8482d941e431' class='xr-index-data-in' type='checkbox'/><label for='index-d88ea2a7-d506-476d-89eb-8482d941e431' 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(CFTimeIndex([1850-01-01 00:00:00, 1850-02-01 00:00:00, 1850-03-01 00:00:00,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</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-1a5459cc-a4cd-4ee7-b623-6774084ee064' class='xr-index-data-in' type='checkbox'/><label for='index-1a5459cc-a4cd-4ee7-b623-6774084ee064' 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(CFTimeIndex([1850-01-01 00:00:00, 1850-02-01 00:00:00, 1850-03-01 00:00:00,\n",
        "             1850-04-01 00:00:00, 1850-05-01 00:00:00, 1850-06-01 00:00:00,\n",
        "             1850-07-01 00:00:00, 1850-08-01 00:00:00, 1850-09-01 00:00:00,\n",
        "             1850-10-01 00:00:00,\n",
@@ -2910,7 +2910,7 @@
        "            dtype=&#x27;object&#x27;,\n",
        "            length=1980,\n",
        "            calendar=&#x27;proleptic_gregorian&#x27;,\n",
-       "            freq=&#x27;MS&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-328c408a-13f6-43fb-8086-3a4ccf704b85' class='xr-section-summary-in' type='checkbox'  ><label for='section-328c408a-13f6-43fb-8086-3a4ccf704b85' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
+       "            freq=&#x27;MS&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6d5c867e-36f1-4432-b0dc-e5994e37de7a' class='xr-section-summary-in' type='checkbox'  ><label for='section-6d5c867e-36f1-4432-b0dc-e5994e37de7a' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
        "aerosol: CLASSIC (v1.0)\n",
        "atmos: HadGAM2 (r1.1, N96; 192 x 145 longitude/latitude; 38 levels; top level 39255 m)\n",
        "atmosChem: none\n",
@@ -3364,7 +3364,7 @@
        "    license:                         CMIP6 model data produced by CSIRO is li...\n",
        "    cmor_version:                    3.4.0\n",
        "    tracking_id:                     hdl:21.14100/af78ae5e-f3a6-4e99-8cfe-5f2...\n",
-       "    DODS_EXTRA.Unlimited_Dimension:  time</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-d8984e2d-c3c1-4979-b82d-db2e55af2470' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d8984e2d-c3c1-4979-b82d-db2e55af2470' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span class='xr-has-index'>time</span>: 1980</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c3a9cda0-29d5-4f27-8fbb-0933497c7952' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c3a9cda0-29d5-4f27-8fbb-0933497c7952' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-a8f03e49-8c93-453f-b889-af33dc731a66' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a8f03e49-8c93-453f-b889-af33dc731a66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b78f66f4-3600-4c03-8b1f-0637c7d194e6' class='xr-var-data-in' type='checkbox'><label for='data-b78f66f4-3600-4c03-8b1f-0637c7d194e6' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "    DODS_EXTRA.Unlimited_Dimension:  time</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-b95e07c7-4039-49c1-9f13-ea5df486aa28' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b95e07c7-4039-49c1-9f13-ea5df486aa28' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li><li><span class='xr-has-index'>time</span>: 1980</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f1be3934-8fc8-4edd-b164-d414c45b15f7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f1be3934-8fc8-4edd-b164-d414c45b15f7' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-28190572-fd47-4132-97d9-74d0caf22550' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-28190572-fd47-4132-97d9-74d0caf22550' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7eea89c8-a8f5-4265-8448-1f5c127e0674' class='xr-var-data-in' type='checkbox'><label for='data-7eea89c8-a8f5-4265-8448-1f5c127e0674' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
        "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
        "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
        "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
@@ -3380,7 +3380,7 @@
        "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
        "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
        "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
-       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-aeb398c3-6062-4384-8137-2ada7db232a3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aeb398c3-6062-4384-8137-2ada7db232a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd1f4602-dc71-42cb-ac64-767262f15c2c' class='xr-var-data-in' type='checkbox'><label for='data-bd1f4602-dc71-42cb-ac64-767262f15c2c' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-602efd15-0b84-440d-8840-0bc86b6bdd40' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-602efd15-0b84-440d-8840-0bc86b6bdd40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e74d44cc-85e9-4362-8ed1-4d72e5c47e9d' class='xr-var-data-in' type='checkbox'><label for='data-e74d44cc-85e9-4362-8ed1-4d72e5c47e9d' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
        "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
        "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
        "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
@@ -3403,14 +3403,14 @@
        "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
        "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
        "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
-       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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-f4145813-4593-4ceb-ae5e-bfd205a5b67f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f4145813-4593-4ceb-ae5e-bfd205a5b67f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eeeb9c12-ab1b-4ed3-8c53-5f10d527bbcb' class='xr-var-data-in' type='checkbox'><label for='data-eeeb9c12-ab1b-4ed3-8c53-5f10d527bbcb' title='Show/Hide data repr'><svg 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 00:00:00 ... 2014-12-...</div><input id='attrs-ce7381fc-9e2f-446b-9af7-55103054f214' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce7381fc-9e2f-446b-9af7-55103054f214' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adea649b-16b9-4343-84f1-0211e2f2ebec' class='xr-var-data-in' type='checkbox'><label for='data-adea649b-16b9-4343-84f1-0211e2f2ebec' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeProlepticGregorian(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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-054582b2-3d9b-4e24-8e11-500c8c6b4480' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-054582b2-3d9b-4e24-8e11-500c8c6b4480' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f27a15a4-a677-4132-b996-e518c9432e36' class='xr-var-data-in' type='checkbox'><label for='data-f27a15a4-a677-4132-b996-e518c9432e36' title='Show/Hide data repr'><svg 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 00:00:00 ... 2014-12-...</div><input id='attrs-98e184c0-7559-4de3-9682-e02361584cf7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98e184c0-7559-4de3-9682-e02361584cf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b52c1313-f7ad-4bf5-ac08-6c16ec14acdf' class='xr-var-data-in' type='checkbox'><label for='data-b52c1313-f7ad-4bf5-ac08-6c16ec14acdf' title='Show/Hide data repr'><svg 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><dt><span>_ChunkSizes :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeProlepticGregorian(1850, 1, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(1850, 2, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(1850, 3, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       ...,\n",
        "       cftime.DatetimeProlepticGregorian(2014, 10, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(2014, 11, 1, 0, 0, 0, 0, has_year_zero=True),\n",
        "       cftime.DatetimeProlepticGregorian(2014, 12, 1, 0, 0, 0, 0, has_year_zero=True)],\n",
-       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a4067985-1e76-4ed7-bf60-a1c76ab1957c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a4067985-1e76-4ed7-bf60-a1c76ab1957c' class='xr-section-summary' >Data variables: <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_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'>-90.0 -89.38 -89.38 ... 89.38 90.0</div><input id='attrs-db5ea887-cd37-4627-b204-4a1b53884b15' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db5ea887-cd37-4627-b204-4a1b53884b15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0e1ca5d-f69a-4c0a-8228-d1bbe34e87ee' class='xr-var-data-in' type='checkbox'><label for='data-a0e1ca5d-f69a-4c0a-8228-d1bbe34e87ee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><pre>array([[-90.   , -89.375],\n",
+       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-50d2c5d4-fad8-4990-8dd0-f1e43fda83fb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-50d2c5d4-fad8-4990-8dd0-f1e43fda83fb' class='xr-section-summary' >Data variables: <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_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'>-90.0 -89.38 -89.38 ... 89.38 90.0</div><input id='attrs-a7627e3a-16b1-4247-aaf4-5794384cb6da' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a7627e3a-16b1-4247-aaf4-5794384cb6da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfc3d001-0ca9-4481-bc84-6a11fad3a894' class='xr-var-data-in' type='checkbox'><label for='data-cfc3d001-0ca9-4481-bc84-6a11fad3a894' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><pre>array([[-90.   , -89.375],\n",
        "       [-89.375, -88.125],\n",
        "       [-88.125, -86.875],\n",
        "       [-86.875, -85.625],\n",
@@ -3450,7 +3450,7 @@
        "       [ 85.625,  86.875],\n",
        "       [ 86.875,  88.125],\n",
        "       [ 88.125,  89.375],\n",
-       "       [ 89.375,  90.   ]])</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'>-0.9375 0.9375 ... 357.2 359.1</div><input id='attrs-4eca6e62-aa8c-406f-ac90-be1876d9ffa1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4eca6e62-aa8c-406f-ac90-be1876d9ffa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76246ed4-5776-4f0a-bdd9-62a139048342' class='xr-var-data-in' type='checkbox'><label for='data-76246ed4-5776-4f0a-bdd9-62a139048342' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</dd></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
+       "       [ 89.375,  90.   ]])</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'>-0.9375 0.9375 ... 357.2 359.1</div><input id='attrs-c4a3c80b-742a-4f12-87fb-9951efe9b7d7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c4a3c80b-742a-4f12-87fb-9951efe9b7d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33187c56-1892-49f3-a5c0-e171ca9f5d15' class='xr-var-data-in' type='checkbox'><label for='data-33187c56-1892-49f3-a5c0-e171ca9f5d15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</dd></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
        "       [  0.9375,   2.8125],\n",
        "       [  2.8125,   4.6875],\n",
        "       [  4.6875,   6.5625],\n",
@@ -3490,7 +3490,7 @@
        "       [351.5625, 353.4375],\n",
        "       [353.4375, 355.3125],\n",
        "       [355.3125, 357.1875],\n",
-       "       [357.1875, 359.0625]])</pre></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'>float64</div><div class='xr-var-preview xr-preview'>246.0 246.0 246.0 ... 247.9 247.9</div><input id='attrs-f76105e5-11ba-4bae-add1-f5b6a0ea87cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f76105e5-11ba-4bae-add1-f5b6a0ea87cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8aaa8da6-ef83-442f-8732-59d38aa1faa6' class='xr-var-data-in' type='checkbox'><label for='data-8aaa8da6-ef83-442f-8732-59d38aa1faa6' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>group_average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</dd></dl></div><div class='xr-var-data'><pre>array([[[245.96302795, 245.96302795, 245.96302795, ..., 245.96302795,\n",
+       "       [357.1875, 359.0625]])</pre></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'>float64</div><div class='xr-var-preview xr-preview'>246.0 246.0 246.0 ... 247.9 247.9</div><input id='attrs-7664ec60-d5c6-4ec2-ae01-50853caccdbf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7664ec60-d5c6-4ec2-ae01-50853caccdbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5984d5c8-61de-4c54-83fc-297db0402b7f' class='xr-var-data-in' type='checkbox'><label for='data-5984d5c8-61de-4c54-83fc-297db0402b7f' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>group_average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</dd></dl></div><div class='xr-var-data'><pre>array([[[245.96302795, 245.96302795, 245.96302795, ..., 245.96302795,\n",
        "         245.96302795, 245.96302795],\n",
        "        [247.19702148, 247.1598053 , 247.10783386, ..., 247.34007263,\n",
        "         247.293396  , 247.24401855],\n",
@@ -3530,17 +3530,17 @@
        "        [248.52098083, 248.53660583, 248.60012817, ..., 248.39794922,\n",
        "         248.4283905 , 248.48358154],\n",
        "        [247.86076355, 247.86076355, 247.86076355, ..., 247.86076355,\n",
-       "         247.86076355, 247.86076355]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d3a5228e-01a5-4fa9-8bc0-3ded70c7b8ed' class='xr-section-summary-in' type='checkbox'  ><label for='section-d3a5228e-01a5-4fa9-8bc0-3ded70c7b8ed' 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-a1e738ec-752a-4ac4-8b4a-325a71f7a0e6' class='xr-index-data-in' type='checkbox'/><label for='index-a1e738ec-752a-4ac4-8b4a-325a71f7a0e6' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "         247.86076355, 247.86076355]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9786f57b-5857-463b-861a-4cfb30121a8c' class='xr-section-summary-in' type='checkbox'  ><label for='section-9786f57b-5857-463b-861a-4cfb30121a8c' 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-2be63cff-5418-43cc-92e0-4b648fd9d16e' class='xr-index-data-in' type='checkbox'/><label for='index-2be63cff-5418-43cc-92e0-4b648fd9d16e' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
        "       -78.75,\n",
        "       ...\n",
        "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
        "         90.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-de9b8425-a6a0-438e-be82-f744c515bb27' class='xr-index-data-in' type='checkbox'/><label for='index-de9b8425-a6a0-438e-be82-f744c515bb27' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-90906c84-6fd3-44f1-9bb8-36db9261fca7' class='xr-index-data-in' type='checkbox'/><label for='index-90906c84-6fd3-44f1-9bb8-36db9261fca7' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
        "          15.0,  16.875,\n",
        "       ...\n",
        "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
        "        356.25, 358.125],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</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-5cf801eb-0317-4657-abb5-c47b3d08d977' class='xr-index-data-in' type='checkbox'/><label for='index-5cf801eb-0317-4657-abb5-c47b3d08d977' 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(CFTimeIndex([1850-01-01 00:00:00, 1850-02-01 00:00:00, 1850-03-01 00:00:00,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</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-061973b0-7602-4121-bb10-b7192a24b8f0' class='xr-index-data-in' type='checkbox'/><label for='index-061973b0-7602-4121-bb10-b7192a24b8f0' 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(CFTimeIndex([1850-01-01 00:00:00, 1850-02-01 00:00:00, 1850-03-01 00:00:00,\n",
        "             1850-04-01 00:00:00, 1850-05-01 00:00:00, 1850-06-01 00:00:00,\n",
        "             1850-07-01 00:00:00, 1850-08-01 00:00:00, 1850-09-01 00:00:00,\n",
        "             1850-10-01 00:00:00,\n",
@@ -3552,7 +3552,7 @@
        "            dtype=&#x27;object&#x27;,\n",
        "            length=1980,\n",
        "            calendar=&#x27;proleptic_gregorian&#x27;,\n",
-       "            freq=&#x27;MS&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-76524009-e95f-4869-af21-b1fa99122dd7' class='xr-section-summary-in' type='checkbox'  ><label for='section-76524009-e95f-4869-af21-b1fa99122dd7' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
+       "            freq=&#x27;MS&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-38b1bb45-52fa-49bf-9e40-277d29486866' class='xr-section-summary-in' type='checkbox'  ><label for='section-38b1bb45-52fa-49bf-9e40-277d29486866' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
        "aerosol: CLASSIC (v1.0)\n",
        "atmos: HadGAM2 (r1.1, N96; 192 x 145 longitude/latitude; 38 levels; top level 39255 m)\n",
        "atmosChem: none\n",
@@ -3660,148 +3660,148 @@
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-      "2024-03-07 13:02:35,853 [INFO]: scheduler.py(__init__:1709) >> State start\n",
-      "2024-03-07 13:02:35,853 [INFO]: scheduler.py(__init__:1709) >> State start\n",
-      "2024-03-07 13:02:35,859 [INFO]: diskutils.py(_check_lock_or_purge:252) >> Found stale lock file and directory '/tmp/dask-scratch-space/scheduler-ce7y41m4', purging\n",
-      "2024-03-07 13:02:35,859 [INFO]: diskutils.py(_check_lock_or_purge:252) >> Found stale lock file and directory '/tmp/dask-scratch-space/scheduler-ce7y41m4', purging\n",
-      "2024-03-07 13:02:35,870 [INFO]: scheduler.py(start_unsafe:4060) >>   Scheduler at:     tcp://127.0.0.1:40189\n",
-      "2024-03-07 13:02:35,870 [INFO]: scheduler.py(start_unsafe:4060) >>   Scheduler at:     tcp://127.0.0.1:40189\n",
-      "2024-03-07 13:02:35,872 [INFO]: scheduler.py(start_unsafe:4075) >>   dashboard at:  http://127.0.0.1:8787/status\n",
-      "2024-03-07 13:02:35,872 [INFO]: scheduler.py(start_unsafe:4075) >>   dashboard at:  http://127.0.0.1:8787/status\n",
-      "2024-03-07 13:02:35,875 [INFO]: scheduler.py(register_worker_plugin:7676) >> Registering Worker plugin shuffle\n",
-      "2024-03-07 13:02:35,875 [INFO]: scheduler.py(register_worker_plugin:7676) >> Registering Worker plugin shuffle\n",
-      "2024-03-07 13:02:35,960 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:38752'\n",
-      "2024-03-07 13:02:35,960 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:38752'\n",
-      "2024-03-07 13:02:36,007 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33373'\n",
-      "2024-03-07 13:02:36,007 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33373'\n",
-      "2024-03-07 13:02:36,018 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35721'\n",
-      "2024-03-07 13:02:36,018 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35721'\n",
-      "2024-03-07 13:02:36,030 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:39174'\n",
-      "2024-03-07 13:02:36,030 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:39174'\n",
-      "2024-03-07 13:02:36,040 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:36866'\n",
-      "2024-03-07 13:02:36,040 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:36866'\n",
-      "2024-03-07 13:02:36,050 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33308'\n",
-      "2024-03-07 13:02:36,050 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33308'\n",
-      "2024-03-07 13:02:36,062 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33080'\n",
-      "2024-03-07 13:02:36,062 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33080'\n",
-      "2024-03-07 13:02:36,073 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35495'\n",
-      "2024-03-07 13:02:36,073 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35495'\n",
-      "2024-03-07 13:02:36,085 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35387'\n",
-      "2024-03-07 13:02:36,085 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35387'\n",
-      "2024-03-07 13:02:36,094 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:43414'\n",
-      "2024-03-07 13:02:36,094 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:43414'\n",
-      "2024-03-07 13:02:36,105 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:32890'\n",
-      "2024-03-07 13:02:36,105 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:32890'\n",
-      "2024-03-07 13:02:36,117 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:38447'\n",
-      "2024-03-07 13:02:36,117 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:38447'\n",
-      "2024-03-07 13:02:36,127 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:44574'\n",
-      "2024-03-07 13:02:36,127 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:44574'\n",
-      "2024-03-07 13:02:36,140 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:46652'\n",
-      "2024-03-07 13:02:36,140 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:46652'\n",
-      "2024-03-07 13:02:36,154 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:45106'\n",
-      "2024-03-07 13:02:36,154 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:45106'\n",
-      "2024-03-07 13:02:36,166 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:39341'\n",
-      "2024-03-07 13:02:36,166 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:39341'\n",
-      "2024-03-07 13:02:38,708 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42445', name: 15, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,708 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42445', name: 15, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,716 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42445\n",
-      "2024-03-07 13:02:38,716 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42445\n",
-      "2024-03-07 13:02:38,718 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58412\n",
-      "2024-03-07 13:02:38,718 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58412\n",
-      "2024-03-07 13:02:38,722 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:37937', name: 5, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,722 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:37937', name: 5, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,725 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:37937\n",
-      "2024-03-07 13:02:38,725 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:37937\n",
-      "2024-03-07 13:02:38,727 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58410\n",
-      "2024-03-07 13:02:38,727 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58410\n",
-      "2024-03-07 13:02:38,731 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:36456', name: 2, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,731 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:36456', name: 2, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,735 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:36456\n",
-      "2024-03-07 13:02:38,735 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:36456\n",
-      "2024-03-07 13:02:38,736 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58422\n",
-      "2024-03-07 13:02:38,736 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58422\n",
-      "2024-03-07 13:02:38,740 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:37120', name: 11, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,740 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:37120', name: 11, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,743 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:37120\n",
-      "2024-03-07 13:02:38,743 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:37120\n",
-      "2024-03-07 13:02:38,745 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58442\n",
-      "2024-03-07 13:02:38,745 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58442\n",
-      "2024-03-07 13:02:38,748 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44317', name: 3, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,748 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44317', name: 3, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,751 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44317\n",
-      "2024-03-07 13:02:38,751 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44317\n",
-      "2024-03-07 13:02:38,753 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58416\n",
-      "2024-03-07 13:02:38,753 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58416\n",
-      "2024-03-07 13:02:38,756 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44241', name: 1, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,756 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44241', name: 1, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,759 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44241\n",
-      "2024-03-07 13:02:38,759 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44241\n",
-      "2024-03-07 13:02:38,761 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58418\n",
-      "2024-03-07 13:02:38,761 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58418\n",
-      "2024-03-07 13:02:38,764 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:33189', name: 0, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,764 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:33189', name: 0, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,767 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:33189\n",
-      "2024-03-07 13:02:38,767 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:33189\n",
-      "2024-03-07 13:02:38,769 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58408\n",
-      "2024-03-07 13:02:38,769 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58408\n",
-      "2024-03-07 13:02:38,774 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44349', name: 12, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,774 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44349', name: 12, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,777 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44349\n",
-      "2024-03-07 13:02:38,777 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44349\n",
-      "2024-03-07 13:02:38,778 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58436\n",
-      "2024-03-07 13:02:38,778 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58436\n",
-      "2024-03-07 13:02:38,782 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39094', name: 13, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,782 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39094', name: 13, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,785 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39094\n",
-      "2024-03-07 13:02:38,785 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39094\n",
-      "2024-03-07 13:02:38,786 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58406\n",
-      "2024-03-07 13:02:38,786 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58406\n",
-      "2024-03-07 13:02:38,789 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42534', name: 10, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,789 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42534', name: 10, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,793 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42534\n",
-      "2024-03-07 13:02:38,793 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42534\n",
-      "2024-03-07 13:02:38,794 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58434\n",
-      "2024-03-07 13:02:38,794 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58434\n",
-      "2024-03-07 13:02:38,798 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42928', name: 6, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,798 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42928', name: 6, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,801 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42928\n",
-      "2024-03-07 13:02:38,801 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42928\n",
-      "2024-03-07 13:02:38,802 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58424\n",
-      "2024-03-07 13:02:38,802 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58424\n",
-      "2024-03-07 13:02:38,805 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42273', name: 4, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,805 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42273', name: 4, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,809 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42273\n",
-      "2024-03-07 13:02:38,809 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42273\n",
-      "2024-03-07 13:02:38,811 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58426\n",
-      "2024-03-07 13:02:38,811 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58426\n",
-      "2024-03-07 13:02:38,814 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:38572', name: 8, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,814 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:38572', name: 8, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,817 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:38572\n",
-      "2024-03-07 13:02:38,817 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:38572\n",
-      "2024-03-07 13:02:38,819 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58432\n",
-      "2024-03-07 13:02:38,819 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58432\n",
-      "2024-03-07 13:02:38,822 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:38072', name: 7, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,822 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:38072', name: 7, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,825 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:38072\n",
-      "2024-03-07 13:02:38,825 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:38072\n",
-      "2024-03-07 13:02:38,827 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58428\n",
-      "2024-03-07 13:02:38,827 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58428\n",
-      "2024-03-07 13:02:38,829 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:34323', name: 14, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,829 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:34323', name: 14, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,833 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:34323\n",
-      "2024-03-07 13:02:38,833 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:34323\n",
-      "2024-03-07 13:02:38,835 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58444\n",
-      "2024-03-07 13:02:38,835 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58444\n",
-      "2024-03-07 13:02:38,837 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39097', name: 9, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,837 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39097', name: 9, status: init, memory: 0, processing: 0>\n",
-      "2024-03-07 13:02:38,841 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39097\n",
-      "2024-03-07 13:02:38,841 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39097\n",
-      "2024-03-07 13:02:38,843 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58402\n",
-      "2024-03-07 13:02:38,843 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58402\n",
-      "2024-03-07 13:02:38,914 [INFO]: scheduler.py(add_client:5650) >> Receive client connection: Client-05200511-dcc6-11ee-9a07-f4e9d4af2192\n",
-      "2024-03-07 13:02:38,914 [INFO]: scheduler.py(add_client:5650) >> Receive client connection: Client-05200511-dcc6-11ee-9a07-f4e9d4af2192\n",
-      "2024-03-07 13:02:38,917 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58514\n",
-      "2024-03-07 13:02:38,917 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:58514\n"
+      "2024-03-07 13:09:52,547 [INFO]: scheduler.py(__init__:1709) >> State start\n",
+      "2024-03-07 13:09:52,547 [INFO]: scheduler.py(__init__:1709) >> State start\n",
+      "2024-03-07 13:09:52,555 [INFO]: diskutils.py(_check_lock_or_purge:252) >> Found stale lock file and directory '/tmp/dask-scratch-space/scheduler-9qwgz2lc', purging\n",
+      "2024-03-07 13:09:52,555 [INFO]: diskutils.py(_check_lock_or_purge:252) >> Found stale lock file and directory '/tmp/dask-scratch-space/scheduler-9qwgz2lc', purging\n",
+      "2024-03-07 13:09:52,571 [INFO]: scheduler.py(start_unsafe:4060) >>   Scheduler at:     tcp://127.0.0.1:43896\n",
+      "2024-03-07 13:09:52,571 [INFO]: scheduler.py(start_unsafe:4060) >>   Scheduler at:     tcp://127.0.0.1:43896\n",
+      "2024-03-07 13:09:52,573 [INFO]: scheduler.py(start_unsafe:4075) >>   dashboard at:  http://127.0.0.1:8787/status\n",
+      "2024-03-07 13:09:52,573 [INFO]: scheduler.py(start_unsafe:4075) >>   dashboard at:  http://127.0.0.1:8787/status\n",
+      "2024-03-07 13:09:52,576 [INFO]: scheduler.py(register_worker_plugin:7676) >> Registering Worker plugin shuffle\n",
+      "2024-03-07 13:09:52,576 [INFO]: scheduler.py(register_worker_plugin:7676) >> Registering Worker plugin shuffle\n",
+      "2024-03-07 13:09:52,732 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:38822'\n",
+      "2024-03-07 13:09:52,732 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:38822'\n",
+      "2024-03-07 13:09:52,763 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:44727'\n",
+      "2024-03-07 13:09:52,763 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:44727'\n",
+      "2024-03-07 13:09:52,774 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:36235'\n",
+      "2024-03-07 13:09:52,774 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:36235'\n",
+      "2024-03-07 13:09:52,786 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:41285'\n",
+      "2024-03-07 13:09:52,786 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:41285'\n",
+      "2024-03-07 13:09:52,798 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:46119'\n",
+      "2024-03-07 13:09:52,798 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:46119'\n",
+      "2024-03-07 13:09:52,811 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35575'\n",
+      "2024-03-07 13:09:52,811 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35575'\n",
+      "2024-03-07 13:09:52,824 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:40190'\n",
+      "2024-03-07 13:09:52,824 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:40190'\n",
+      "2024-03-07 13:09:52,836 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:43923'\n",
+      "2024-03-07 13:09:52,836 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:43923'\n",
+      "2024-03-07 13:09:52,849 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:34367'\n",
+      "2024-03-07 13:09:52,849 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:34367'\n",
+      "2024-03-07 13:09:52,860 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33139'\n",
+      "2024-03-07 13:09:52,860 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:33139'\n",
+      "2024-03-07 13:09:52,873 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:45063'\n",
+      "2024-03-07 13:09:52,873 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:45063'\n",
+      "2024-03-07 13:09:52,890 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35662'\n",
+      "2024-03-07 13:09:52,890 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:35662'\n",
+      "2024-03-07 13:09:52,902 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:45457'\n",
+      "2024-03-07 13:09:52,902 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:45457'\n",
+      "2024-03-07 13:09:52,916 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:37234'\n",
+      "2024-03-07 13:09:52,916 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:37234'\n",
+      "2024-03-07 13:09:52,929 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:34029'\n",
+      "2024-03-07 13:09:52,929 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:34029'\n",
+      "2024-03-07 13:09:52,940 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:37990'\n",
+      "2024-03-07 13:09:52,940 [INFO]: nanny.py(start_unsafe:368) >>         Start Nanny at: 'tcp://127.0.0.1:37990'\n",
+      "2024-03-07 13:09:56,099 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42637', name: 11, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,099 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:42637', name: 11, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,107 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42637\n",
+      "2024-03-07 13:09:56,107 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:42637\n",
+      "2024-03-07 13:09:56,109 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40554\n",
+      "2024-03-07 13:09:56,109 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40554\n",
+      "2024-03-07 13:09:56,115 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:40341', name: 10, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,115 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:40341', name: 10, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,118 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:40341\n",
+      "2024-03-07 13:09:56,118 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:40341\n",
+      "2024-03-07 13:09:56,120 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40544\n",
+      "2024-03-07 13:09:56,120 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40544\n",
+      "2024-03-07 13:09:56,125 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:34543', name: 0, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,125 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:34543', name: 0, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,128 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:34543\n",
+      "2024-03-07 13:09:56,128 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:34543\n",
+      "2024-03-07 13:09:56,130 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40530\n",
+      "2024-03-07 13:09:56,130 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40530\n",
+      "2024-03-07 13:09:56,133 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:33567', name: 2, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,133 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:33567', name: 2, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,135 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:33567\n",
+      "2024-03-07 13:09:56,135 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:33567\n",
+      "2024-03-07 13:09:56,137 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40532\n",
+      "2024-03-07 13:09:56,137 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40532\n",
+      "2024-03-07 13:09:56,142 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39983', name: 4, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,142 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39983', name: 4, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,145 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39983\n",
+      "2024-03-07 13:09:56,145 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39983\n",
+      "2024-03-07 13:09:56,147 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40548\n",
+      "2024-03-07 13:09:56,147 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40548\n",
+      "2024-03-07 13:09:56,150 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:37301', name: 12, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,150 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:37301', name: 12, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,153 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:37301\n",
+      "2024-03-07 13:09:56,153 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:37301\n",
+      "2024-03-07 13:09:56,155 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40550\n",
+      "2024-03-07 13:09:56,155 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40550\n",
+      "2024-03-07 13:09:56,159 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:34582', name: 1, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,159 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:34582', name: 1, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,162 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:34582\n",
+      "2024-03-07 13:09:56,162 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:34582\n",
+      "2024-03-07 13:09:56,164 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40546\n",
+      "2024-03-07 13:09:56,164 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40546\n",
+      "2024-03-07 13:09:56,168 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:45595', name: 9, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,168 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:45595', name: 9, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,171 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:45595\n",
+      "2024-03-07 13:09:56,171 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:45595\n",
+      "2024-03-07 13:09:56,173 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40558\n",
+      "2024-03-07 13:09:56,173 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40558\n",
+      "2024-03-07 13:09:56,177 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44697', name: 15, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,177 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44697', name: 15, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,179 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44697\n",
+      "2024-03-07 13:09:56,179 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44697\n",
+      "2024-03-07 13:09:56,181 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40540\n",
+      "2024-03-07 13:09:56,181 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40540\n",
+      "2024-03-07 13:09:56,184 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44780', name: 8, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,184 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44780', name: 8, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,187 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44780\n",
+      "2024-03-07 13:09:56,187 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44780\n",
+      "2024-03-07 13:09:56,189 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40538\n",
+      "2024-03-07 13:09:56,189 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40538\n",
+      "2024-03-07 13:09:56,194 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:35912', name: 7, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,194 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:35912', name: 7, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,197 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:35912\n",
+      "2024-03-07 13:09:56,197 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:35912\n",
+      "2024-03-07 13:09:56,199 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40536\n",
+      "2024-03-07 13:09:56,199 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40536\n",
+      "2024-03-07 13:09:56,203 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:36265', name: 14, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,203 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:36265', name: 14, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,205 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:36265\n",
+      "2024-03-07 13:09:56,205 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:36265\n",
+      "2024-03-07 13:09:56,207 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40560\n",
+      "2024-03-07 13:09:56,207 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40560\n",
+      "2024-03-07 13:09:56,212 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44864', name: 5, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,212 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44864', name: 5, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,214 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44864\n",
+      "2024-03-07 13:09:56,214 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44864\n",
+      "2024-03-07 13:09:56,216 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40556\n",
+      "2024-03-07 13:09:56,216 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40556\n",
+      "2024-03-07 13:09:56,220 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39642', name: 13, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,220 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:39642', name: 13, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,223 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39642\n",
+      "2024-03-07 13:09:56,223 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:39642\n",
+      "2024-03-07 13:09:56,224 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40542\n",
+      "2024-03-07 13:09:56,224 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40542\n",
+      "2024-03-07 13:09:56,227 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:45112', name: 6, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,227 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:45112', name: 6, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,231 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:45112\n",
+      "2024-03-07 13:09:56,231 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:45112\n",
+      "2024-03-07 13:09:56,232 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40534\n",
+      "2024-03-07 13:09:56,232 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40534\n",
+      "2024-03-07 13:09:56,235 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44485', name: 3, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,235 [INFO]: scheduler.py(add_worker:4412) >> Register worker <WorkerState 'tcp://127.0.0.1:44485', name: 3, status: init, memory: 0, processing: 0>\n",
+      "2024-03-07 13:09:56,239 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44485\n",
+      "2024-03-07 13:09:56,239 [INFO]: scheduler.py(handle_worker:5892) >> Starting worker compute stream, tcp://127.0.0.1:44485\n",
+      "2024-03-07 13:09:56,240 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40552\n",
+      "2024-03-07 13:09:56,240 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40552\n",
+      "2024-03-07 13:09:56,280 [INFO]: scheduler.py(add_client:5650) >> Receive client connection: Client-0939b1c8-dcc7-11ee-9ee0-f4e9d4af2192\n",
+      "2024-03-07 13:09:56,280 [INFO]: scheduler.py(add_client:5650) >> Receive client connection: Client-0939b1c8-dcc7-11ee-9ee0-f4e9d4af2192\n",
+      "2024-03-07 13:09:56,283 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40642\n",
+      "2024-03-07 13:09:56,283 [INFO]: core.py(handle_stream:1019) >> Starting established connection to tcp://127.0.0.1:40642\n"
      ]
     }
    ],
@@ -4250,7 +4250,7 @@
        "    license:                         CMIP6 model data produced by CSIRO is li...\n",
        "    cmor_version:                    3.4.0\n",
        "    tracking_id:                     hdl:21.14100/af78ae5e-f3a6-4e99-8cfe-5f2...\n",
-       "    DODS_EXTRA.Unlimited_Dimension:  time</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-6211630f-da9c-4ff0-894a-9c418e7077c7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6211630f-da9c-4ff0-894a-9c418e7077c7' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7870613a-8478-418c-8193-86540f4171b2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7870613a-8478-418c-8193-86540f4171b2' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-c6f83ca8-ade4-488d-b9ac-8a7b975cc80f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6f83ca8-ade4-488d-b9ac-8a7b975cc80f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e66f0ca-3236-4b42-954a-5a91a0472b9a' class='xr-var-data-in' type='checkbox'><label for='data-4e66f0ca-3236-4b42-954a-5a91a0472b9a' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "    DODS_EXTRA.Unlimited_Dimension:  time</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-3db8a6ae-86d8-41f1-8414-618e39e0f8d6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3db8a6ae-86d8-41f1-8414-618e39e0f8d6' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-733a1937-f592-4a18-8106-232d7c3dfef6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-733a1937-f592-4a18-8106-232d7c3dfef6' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-10c3058d-94ff-47f2-9bf9-8d3d8d408692' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10c3058d-94ff-47f2-9bf9-8d3d8d408692' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbdc2b7e-3428-4330-b2db-845fdfc3f3f2' class='xr-var-data-in' type='checkbox'><label for='data-dbdc2b7e-3428-4330-b2db-845fdfc3f3f2' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
        "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
        "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
        "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
@@ -4266,7 +4266,7 @@
        "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
        "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
        "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
-       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-b5fd9a96-0e23-463d-b658-8812fcd4ce5f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5fd9a96-0e23-463d-b658-8812fcd4ce5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b81088d2-a1cc-48ac-9457-2ac9db8999d8' class='xr-var-data-in' type='checkbox'><label for='data-b81088d2-a1cc-48ac-9457-2ac9db8999d8' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-333125af-bf6c-4afc-85eb-695d2db9b8e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-333125af-bf6c-4afc-85eb-695d2db9b8e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3ab58fb-d520-4cd8-9038-e26ff97fcfba' class='xr-var-data-in' type='checkbox'><label for='data-f3ab58fb-d520-4cd8-9038-e26ff97fcfba' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
        "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
        "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
        "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
@@ -4289,7 +4289,7 @@
        "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
        "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
        "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
-       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-39f4c241-1785-433e-a061-17253641a784' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39f4c241-1785-433e-a061-17253641a784' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6321c51-aab2-4e43-b0a9-1c266cfdb83d' class='xr-var-data-in' type='checkbox'><label for='data-e6321c51-aab2-4e43-b0a9-1c266cfdb83d' title='Show/Hide data repr'><svg 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></ul></div></li><li class='xr-section-item'><input id='section-2d493c29-12a7-428d-a23c-02ad6083ceff' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2d493c29-12a7-428d-a23c-02ad6083ceff' class='xr-section-summary' >Data variables: <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_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'>dask.array&lt;chunksize=(145, 2), meta=np.ndarray&gt;</div><input id='attrs-08defd5c-3c12-4e67-81ae-11e3dc8763d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08defd5c-3c12-4e67-81ae-11e3dc8763d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59b697de-5584-4168-b5a6-6df1a4f4ff01' class='xr-var-data-in' type='checkbox'><label for='data-59b697de-5584-4168-b5a6-6df1a4f4ff01' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><table>\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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'>...</div><input id='attrs-dc2ab91f-3db9-41d0-8f61-1682df0f4242' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc2ab91f-3db9-41d0-8f61-1682df0f4242' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39b6e05a-25d5-47d0-9954-a2f5fe5dc0fb' class='xr-var-data-in' type='checkbox'><label for='data-39b6e05a-25d5-47d0-9954-a2f5fe5dc0fb' title='Show/Hide data repr'><svg 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></ul></div></li><li class='xr-section-item'><input id='section-b2f3211c-b365-4b91-bcd2-c036527ed53f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b2f3211c-b365-4b91-bcd2-c036527ed53f' class='xr-section-summary' >Data variables: <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_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'>dask.array&lt;chunksize=(145, 2), meta=np.ndarray&gt;</div><input id='attrs-0838b2d3-e246-45c7-b660-de20b32477ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0838b2d3-e246-45c7-b660-de20b32477ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf3140c9-e861-4ed4-a8b8-697c1a2ad330' class='xr-var-data-in' type='checkbox'><label for='data-bf3140c9-e861-4ed4-a8b8-697c1a2ad330' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4344,7 +4344,7 @@
        "</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'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(192, 2), meta=np.ndarray&gt;</div><input id='attrs-b5901782-29ed-4b31-b37b-38039b7936df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5901782-29ed-4b31-b37b-38039b7936df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3da7e11-807f-41e2-8298-d76b948777a5' class='xr-var-data-in' type='checkbox'><label for='data-c3da7e11-807f-41e2-8298-d76b948777a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</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_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'>dask.array&lt;chunksize=(192, 2), meta=np.ndarray&gt;</div><input id='attrs-c7342137-4cf0-43e9-ad87-8a4c3fd51ec3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c7342137-4cf0-43e9-ad87-8a4c3fd51ec3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c44dc65-d158-482b-9e3a-27b9e9acd15f' class='xr-var-data-in' type='checkbox'><label for='data-2c44dc65-d158-482b-9e3a-27b9e9acd15f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4399,7 +4399,7 @@
        "</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'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(122, 162), meta=np.ndarray&gt;</div><input id='attrs-05107c34-5454-4071-af7b-f9c9a3c10891' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05107c34-5454-4071-af7b-f9c9a3c10891' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55f91a36-8153-43c2-9bbc-25d5fd713df8' class='xr-var-data-in' type='checkbox'><label for='data-55f91a36-8153-43c2-9bbc-25d5fd713df8' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</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'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(122, 162), meta=np.ndarray&gt;</div><input id='attrs-9beefe7d-03ed-46ac-820f-1d97fc35b7bc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9beefe7d-03ed-46ac-820f-1d97fc35b7bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5241270d-5b76-4bb9-9335-8c04736bcfae' class='xr-var-data-in' type='checkbox'><label for='data-5241270d-5b76-4bb9-9335-8c04736bcfae' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4456,17 +4456,17 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-bd6a5391-f70a-4a96-9364-d9bca611fc58' class='xr-section-summary-in' type='checkbox'  ><label for='section-bd6a5391-f70a-4a96-9364-d9bca611fc58' 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-3e045bb1-7d6f-47e7-9860-274631b773f9' class='xr-index-data-in' type='checkbox'/><label for='index-3e045bb1-7d6f-47e7-9860-274631b773f9' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-058a0b81-ba73-483b-92b1-c1f2c05d8124' class='xr-section-summary-in' type='checkbox'  ><label for='section-058a0b81-ba73-483b-92b1-c1f2c05d8124' 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-eb9e7d09-3f2a-400d-a10f-98244fec0395' class='xr-index-data-in' type='checkbox'/><label for='index-eb9e7d09-3f2a-400d-a10f-98244fec0395' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
        "       -78.75,\n",
        "       ...\n",
        "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
        "         90.0],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-9b4519c8-d244-4334-bb82-5533d0b669a3' class='xr-index-data-in' type='checkbox'/><label for='index-9b4519c8-d244-4334-bb82-5533d0b669a3' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-c2b41831-fec4-4d61-a8eb-1f96e35d7631' class='xr-index-data-in' type='checkbox'/><label for='index-c2b41831-fec4-4d61-a8eb-1f96e35d7631' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
        "          15.0,  16.875,\n",
        "       ...\n",
        "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
        "        356.25, 358.125],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d4cedd36-520e-43b7-95ad-703ac5f2776e' class='xr-section-summary-in' type='checkbox'  ><label for='section-d4cedd36-520e-43b7-95ad-703ac5f2776e' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e0e116bb-81c4-44db-9707-4a78ba454295' class='xr-section-summary-in' type='checkbox'  ><label for='section-e0e116bb-81c4-44db-9707-4a78ba454295' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
        "aerosol: CLASSIC (v1.0)\n",
        "atmos: HadGAM2 (r1.1, N96; 192 x 145 longitude/latitude; 38 levels; top level 39255 m)\n",
        "atmosChem: none\n",
@@ -4521,900 +4521,577 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2024-03-07 13:02:57,383 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:38447'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,383 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:38447'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,388 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:39341'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,388 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:39341'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,392 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:32890'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,392 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:32890'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,396 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:35721'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,396 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:35721'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,399 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:44574'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,399 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:44574'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,403 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:45106'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,403 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:45106'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,407 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:33308'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,407 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:33308'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,410 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:39174'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,410 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:39174'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,414 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:43414'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,414 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:43414'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,417 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:33080'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,417 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:33080'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,422 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:46652'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,422 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:46652'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,427 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58442; closing.\n",
-      "2024-03-07 13:02:57,427 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58442; closing.\n",
-      "2024-03-07 13:02:57,430 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58412; closing.\n",
-      "2024-03-07 13:02:57,430 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58412; closing.\n",
-      "2024-03-07 13:02:57,432 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58434; closing.\n",
-      "2024-03-07 13:02:57,432 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58434; closing.\n",
-      "2024-03-07 13:02:57,436 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58436; closing.\n",
-      "2024-03-07 13:02:57,436 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58436; closing.\n",
-      "2024-03-07 13:02:57,439 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:35495'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,439 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:35495'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,443 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:35387'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,443 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:35387'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,446 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:38752'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,446 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:38752'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,450 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58416; closing.\n",
-      "2024-03-07 13:02:57,450 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58416; closing.\n",
-      "2024-03-07 13:02:57,452 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58410; closing.\n",
-      "2024-03-07 13:02:57,452 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58410; closing.\n",
-      "2024-03-07 13:02:57,456 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58402; closing.\n",
-      "2024-03-07 13:02:57,456 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58402; closing.\n",
-      "2024-03-07 13:02:57,458 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58406; closing.\n",
-      "2024-03-07 13:02:57,458 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58406; closing.\n",
-      "2024-03-07 13:02:57,523 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4181' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,523 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4181' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,530 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4183' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,530 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4183' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,533 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4182' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,533 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4182' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,536 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4184' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,536 [ERROR]: base_events.py(default_exception_handler:1819) >> Task exception was never retrieved\n",
-      "future: <Task finished name='Task-4184' coro=<Client._gather.<locals>.wait() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py:2209> exception=AllExit()>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/client.py\", line 2218, in wait\n",
-      "    raise AllExit()\n",
-      "distributed.client.AllExit\n",
-      "2024-03-07 13:02:57,540 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:37120', name: 11, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.540756')\n",
-      "2024-03-07 13:02:57,540 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:37120', name: 11, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.540756')\n",
-      "2024-03-07 13:02:57,544 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42445', name: 15, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5445564')\n",
-      "2024-03-07 13:02:57,544 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42445', name: 15, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5445564')\n",
-      "2024-03-07 13:02:57,548 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42534', name: 10, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5479383')\n",
-      "2024-03-07 13:02:57,548 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42534', name: 10, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5479383')\n",
-      "2024-03-07 13:02:57,551 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:44349', name: 12, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5512035')\n",
-      "2024-03-07 13:02:57,551 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:44349', name: 12, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5512035')\n",
-      "2024-03-07 13:02:57,554 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:44317', name: 3, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5547435')\n",
-      "2024-03-07 13:02:57,554 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:44317', name: 3, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5547435')\n",
-      "2024-03-07 13:02:57,558 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:37937', name: 5, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5579226')\n",
-      "2024-03-07 13:02:57,558 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:37937', name: 5, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5579226')\n",
-      "2024-03-07 13:02:57,561 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:39097', name: 9, status: closing, memory: 1, processing: 7> (stimulus_id='handle-worker-cleanup-1709845377.5614047')\n",
-      "2024-03-07 13:02:57,561 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:39097', name: 9, status: closing, memory: 1, processing: 7> (stimulus_id='handle-worker-cleanup-1709845377.5614047')\n",
-      "2024-03-07 13:02:57,565 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:39094', name: 13, status: closing, memory: 4, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5654')\n",
-      "2024-03-07 13:02:57,565 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:39094', name: 13, status: closing, memory: 4, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.5654')\n",
-      "2024-03-07 13:02:57,568 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58424; closing.\n",
-      "2024-03-07 13:02:57,568 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58424; closing.\n",
-      "2024-03-07 13:02:57,571 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58422; closing.\n",
-      "2024-03-07 13:02:57,571 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58422; closing.\n",
-      "2024-03-07 13:02:57,574 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58428; closing.\n",
-      "2024-03-07 13:02:57,574 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58428; closing.\n",
-      "2024-03-07 13:02:57,577 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58408; closing.\n",
-      "2024-03-07 13:02:57,577 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58408; closing.\n",
-      "2024-03-07 13:02:57,580 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58432; closing.\n",
-      "2024-03-07 13:02:57,580 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58432; closing.\n",
-      "2024-03-07 13:02:57,586 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58444; closing.\n",
-      "2024-03-07 13:02:57,586 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58444; closing.\n",
-      "2024-03-07 13:02:57,589 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:36866'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,589 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:36866'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,593 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:33373'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,593 [INFO]: nanny.py(close_gracefully:594) >> Closing Nanny gracefully at 'tcp://127.0.0.1:33373'. Reason: worker-close\n",
-      "2024-03-07 13:02:57,608 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42928', name: 6, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.608732')\n",
-      "2024-03-07 13:02:57,608 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42928', name: 6, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.608732')\n",
-      "2024-03-07 13:02:57,611 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:36456', name: 2, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6115592')\n",
-      "2024-03-07 13:02:57,611 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:36456', name: 2, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6115592')\n",
-      "2024-03-07 13:02:57,615 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:38072', name: 7, status: closing, memory: 1, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6149087')\n",
-      "2024-03-07 13:02:57,615 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:38072', name: 7, status: closing, memory: 1, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6149087')\n",
-      "2024-03-07 13:02:57,618 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:33189', name: 0, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6184807')\n",
-      "2024-03-07 13:02:57,618 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:33189', name: 0, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6184807')\n",
-      "2024-03-07 13:02:57,621 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:38572', name: 8, status: closing, memory: 1, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.621107')\n",
-      "2024-03-07 13:02:57,621 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:38572', name: 8, status: closing, memory: 1, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.621107')\n",
-      "2024-03-07 13:02:57,624 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:34323', name: 14, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6244013')\n",
-      "2024-03-07 13:02:57,624 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:34323', name: 14, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6244013')\n",
-      "2024-03-07 13:02:57,639 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58426; closing.\n",
-      "2024-03-07 13:02:57,639 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58426; closing.\n",
-      "2024-03-07 13:02:57,642 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58418; closing.\n",
-      "2024-03-07 13:02:57,642 [INFO]: core.py(handle_stream:1044) >> Received 'close-stream' from tcp://127.0.0.1:58418; closing.\n",
-      "2024-03-07 13:02:57,646 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58408>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,646 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58408>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,654 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58444>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,654 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58444>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,658 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58422>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,658 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58422>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,661 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58428>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,661 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58428>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,665 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58432>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,665 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58432>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,669 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58424>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,669 [INFO]: batched.py(_background_send:122) >> Batched Comm Closed <TCP (closed) Scheduler connection to worker local=tcp://127.0.0.1:40189 remote=tcp://127.0.0.1:58424>\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/batched.py\", line 115, in _background_send\n",
-      "    nbytes = yield coro\n",
-      "             ^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/tornado/gen.py\", line 767, in run\n",
-      "    value = future.result()\n",
-      "            ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/comm/tcp.py\", line 262, in write\n",
-      "    raise CommClosedError()\n",
-      "distributed.comm.core.CommClosedError\n",
-      "2024-03-07 13:02:57,673 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42273', name: 4, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6736407')\n",
-      "2024-03-07 13:02:57,673 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:42273', name: 4, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6736407')\n",
-      "2024-03-07 13:02:57,677 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:44241', name: 1, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6773417')\n",
-      "2024-03-07 13:02:57,677 [INFO]: scheduler.py(remove_worker:5193) >> Remove worker <WorkerState 'tcp://127.0.0.1:44241', name: 1, status: closing, memory: 0, processing: 0> (stimulus_id='handle-worker-cleanup-1709845377.6773417')\n",
-      "2024-03-07 13:02:57,679 [INFO]: scheduler.py(remove_worker:5291) >> Lost all workers\n",
-      "2024-03-07 13:02:57,679 [INFO]: scheduler.py(remove_worker:5291) >> Lost all workers\n",
-      "2024-03-07 13:02:59,779 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122198 exited with status 1\n",
-      "2024-03-07 13:02:59,779 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122198 exited with status 1\n",
-      "2024-03-07 13:02:59,785 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:32890'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,785 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:32890'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,845 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122170 exited with status 1\n",
-      "2024-03-07 13:02:59,845 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122170 exited with status 1\n",
-      "2024-03-07 13:02:59,850 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:39174'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,850 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:39174'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,869 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122201 exited with status 1\n",
-      "2024-03-07 13:02:59,869 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122201 exited with status 1\n",
-      "2024-03-07 13:02:59,875 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122165 exited with status 1\n",
-      "2024-03-07 13:02:59,875 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122165 exited with status 1\n",
-      "2024-03-07 13:02:59,892 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:38447'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,892 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:38447'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,894 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122208 exited with status 1\n",
-      "2024-03-07 13:02:59,894 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122208 exited with status 1\n",
-      "2024-03-07 13:02:59,899 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:35721'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,899 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:35721'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,909 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:44574'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,909 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:44574'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,912 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122188 exited with status 1\n",
-      "2024-03-07 13:02:59,912 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122188 exited with status 1\n",
-      "2024-03-07 13:02:59,919 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:35495'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,919 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:35495'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,967 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122178 exited with status 1\n",
-      "2024-03-07 13:02:59,967 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122178 exited with status 1\n",
-      "2024-03-07 13:02:59,972 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:33308'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:02:59,972 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:33308'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,037 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122218 exited with status 1\n",
-      "2024-03-07 13:03:00,037 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122218 exited with status 1\n",
-      "2024-03-07 13:03:00,048 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:39341'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,048 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:39341'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,062 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122184 exited with status 1\n",
-      "2024-03-07 13:03:00,062 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122184 exited with status 1\n",
-      "2024-03-07 13:03:00,067 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:33080'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,067 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:33080'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,071 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122191 exited with status 1\n",
-      "2024-03-07 13:03:00,071 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122191 exited with status 1\n",
-      "2024-03-07 13:03:00,076 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:35387'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,076 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:35387'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,082 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122216 exited with status 1\n",
-      "2024-03-07 13:03:00,082 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122216 exited with status 1\n",
-      "2024-03-07 13:03:00,087 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:45106'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,087 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:45106'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,121 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122162 exited with status 1\n",
-      "2024-03-07 13:03:00,121 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122162 exited with status 1\n",
-      "2024-03-07 13:03:00,126 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:33373'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,126 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:33373'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,136 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122176 exited with status 1\n",
-      "2024-03-07 13:03:00,136 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122176 exited with status 1\n",
-      "2024-03-07 13:03:00,141 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122158 exited with status 1\n",
-      "2024-03-07 13:03:00,141 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122158 exited with status 1\n",
-      "2024-03-07 13:03:00,146 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:36866'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,146 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:36866'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,149 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:38752'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,149 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:38752'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,180 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122210 exited with status 1\n",
-      "2024-03-07 13:03:00,180 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122210 exited with status 1\n",
-      "2024-03-07 13:03:00,185 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:46652'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:00,185 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:46652'. Reason: nanny-close-gracefully\n",
-      "2024-03-07 13:03:12,685 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:43414'. Reason: nanny-close\n",
-      "2024-03-07 13:03:12,685 [INFO]: nanny.py(close:612) >> Closing Nanny at 'tcp://127.0.0.1:43414'. Reason: nanny-close\n",
-      "2024-03-07 13:03:12,688 [INFO]: nanny.py(kill:856) >> Nanny asking worker to close. Reason: nanny-close\n",
-      "2024-03-07 13:03:12,688 [INFO]: nanny.py(kill:856) >> Nanny asking worker to close. Reason: nanny-close\n",
-      "2024-03-07 13:03:15,891 [WARNING]: nanny.py(kill:877) >> Worker process still alive after 3.1999980163574224 seconds, killing\n",
-      "2024-03-07 13:03:15,891 [WARNING]: nanny.py(kill:877) >> Worker process still alive after 3.1999980163574224 seconds, killing\n",
-      "2024-03-07 13:03:15,929 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122195 was killed by signal 9\n",
-      "2024-03-07 13:03:15,929 [INFO]: nanny.py(mark_stopped:807) >> Worker process 122195 was killed by signal 9\n"
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-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2024-03-07 13:02:57,418 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 0, 0, 1))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n",
-      "2024-03-07 13:02:57,418 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 0, 1, 1))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n",
-      "2024-03-07 13:02:57,419 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 1, 1, 1))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n",
-      "2024-03-07 13:02:57,419 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 1, 1, 0))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n",
-      "2024-03-07 13:02:57,419 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 0, 1, 0))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n",
-      "2024-03-07 13:02:57,419 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 1, 0, 1))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n",
-      "2024-03-07 13:02:57,420 - distributed.worker.state_machine - WARNING - Async instruction for <Task cancelled name=\"execute(('open_dataset-tas-884c69ba55e02bd37d5d9c4e39009c8d', 0, 0, 0))\" coro=<Worker.execute() done, defined at /home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/worker_state_machine.py:3615>> ended with CancelledError\n"
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-      "File \u001b[0;32m~/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/dask/base.py:661\u001b[0m, in \u001b[0;36mcompute\u001b[0;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[1;32m    658\u001b[0m     postcomputes\u001b[38;5;241m.\u001b[39mappend(x\u001b[38;5;241m.\u001b[39m__dask_postcompute__())\n\u001b[1;32m    660\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m shorten_traceback():\n\u001b[0;32m--> 661\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[43mschedule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdsk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkeys\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    663\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m repack([f(r, \u001b[38;5;241m*\u001b[39ma) \u001b[38;5;28;01mfor\u001b[39;00m r, (f, a) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(results, postcomputes)])\n",
-      "File \u001b[0;32m~/miniforge3/envs/xcdat_dask_guide/lib/python3.12/threading.py:655\u001b[0m, in \u001b[0;36mEvent.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    653\u001b[0m signaled \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_flag\n\u001b[1;32m    654\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m signaled:\n\u001b[0;32m--> 655\u001b[0m     signaled \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cond\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    656\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m signaled\n",
-      "File \u001b[0;32m~/miniforge3/envs/xcdat_dask_guide/lib/python3.12/threading.py:359\u001b[0m, in \u001b[0;36mCondition.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    357\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    358\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 359\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m \u001b[43mwaiter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    360\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    361\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m waiter\u001b[38;5;241m.\u001b[39macquire(\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2024-03-07 13:02:59,400 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "2024-03-07 13:02:59,402 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "2024-03-07 13:02:59,410 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "2024-03-07 13:02:59,411 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "2024-03-07 13:02:59,414 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "2024-03-07 13:02:59,417 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "asyncio.exceptions.CancelledError\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "2024-03-07 13:02:59,422 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "2024-03-07 13:02:59,424 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "2024-03-07 13:02:59,428 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "2024-03-07 13:02:59,456 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "2024-03-07 13:02:59,459 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "2024-03-07 13:02:59,610 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "2024-03-07 13:02:59,617 - distributed.nanny - ERROR - Worker process died unexpectedly\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n",
-      "Process Dask Worker process (from Nanny):\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 118, in run\n",
-      "    return self._loop.run_until_complete(task)\n",
-      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/base_events.py\", line 685, in run_until_complete\n",
-      "    return future.result()\n",
-      "           ^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 983, in run\n",
-      "    await worker.finished()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/core.py\", line 630, in finished\n",
-      "    await self._event_finished.wait()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/locks.py\", line 212, in wait\n",
-      "    await fut\n",
-      "asyncio.exceptions.CancelledError\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 314, in _bootstrap\n",
-      "    self.run()\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/multiprocessing/process.py\", line 108, in run\n",
-      "    self._target(*self._args, **self._kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/process.py\", line 202, in _run\n",
-      "    target(*args, **kwargs)\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/site-packages/distributed/nanny.py\", line 1021, in _run\n",
-      "    asyncio_run(run(), loop_factory=get_loop_factory())\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 194, in run\n",
-      "    return runner.run(main)\n",
-      "           ^^^^^^^^^^^^^^^^\n",
-      "  File \"/home/vo13/miniforge3/envs/xcdat_dask_guide/lib/python3.12/asyncio/runners.py\", line 123, in run\n",
-      "    raise KeyboardInterrupt()\n",
-      "KeyboardInterrupt\n"
-     ]
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+       ".xr-no-icon {\n",
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+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 231kB\n",
+       "Dimensions:   (lat: 145, bnds: 2, lon: 192)\n",
+       "Coordinates:\n",
+       "  * lat       (lat) float64 1kB -90.0 -88.75 -87.5 -86.25 ... 87.5 88.75 90.0\n",
+       "  * lon       (lon) float64 2kB 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
+       "    height    float64 8B 2.0\n",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables:\n",
+       "    lat_bnds  (lat, bnds) float64 2kB -90.0 -89.38 -89.38 ... 89.38 89.38 90.0\n",
+       "    lon_bnds  (lon, bnds) float64 3kB -0.9375 0.9375 0.9375 ... 357.2 359.1\n",
+       "    tas       (lat, lon) float64 223kB 225.1 225.1 225.1 ... 254.1 254.1 254.1\n",
+       "Attributes: (12/48)\n",
+       "    Conventions:                     CF-1.7 CMIP-6.2\n",
+       "    activity_id:                     CMIP\n",
+       "    branch_method:                   standard\n",
+       "    branch_time_in_child:            0.0\n",
+       "    branch_time_in_parent:           87658.0\n",
+       "    creation_date:                   2020-06-05T04:06:11Z\n",
+       "    ...                              ...\n",
+       "    variant_label:                   r10i1p1f1\n",
+       "    version:                         v20200605\n",
+       "    license:                         CMIP6 model data produced by CSIRO is li...\n",
+       "    cmor_version:                    3.4.0\n",
+       "    tracking_id:                     hdl:21.14100/af78ae5e-f3a6-4e99-8cfe-5f2...\n",
+       "    DODS_EXTRA.Unlimited_Dimension:  time</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-fe7aeea0-8b9e-44b1-99b7-5a1ab910221c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fe7aeea0-8b9e-44b1-99b7-5a1ab910221c' 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>: 145</li><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lon</span>: 192</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-92594c39-bc55-42c5-8f18-92175a8ffddc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-92594c39-bc55-42c5-8f18-92175a8ffddc' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -88.75 -87.5 ... 88.75 90.0</div><input id='attrs-0a70b21b-1b16-4d65-81a2-d28dc246b5d9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a70b21b-1b16-4d65-81a2-d28dc246b5d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8e4bfe2-0258-4dca-b054-ef5335ba68d3' class='xr-var-data-in' type='checkbox'><label for='data-a8e4bfe2-0258-4dca-b054-ef5335ba68d3' title='Show/Hide data repr'><svg 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([-90.  , -88.75, -87.5 , -86.25, -85.  , -83.75, -82.5 , -81.25, -80.  ,\n",
+       "       -78.75, -77.5 , -76.25, -75.  , -73.75, -72.5 , -71.25, -70.  , -68.75,\n",
+       "       -67.5 , -66.25, -65.  , -63.75, -62.5 , -61.25, -60.  , -58.75, -57.5 ,\n",
+       "       -56.25, -55.  , -53.75, -52.5 , -51.25, -50.  , -48.75, -47.5 , -46.25,\n",
+       "       -45.  , -43.75, -42.5 , -41.25, -40.  , -38.75, -37.5 , -36.25, -35.  ,\n",
+       "       -33.75, -32.5 , -31.25, -30.  , -28.75, -27.5 , -26.25, -25.  , -23.75,\n",
+       "       -22.5 , -21.25, -20.  , -18.75, -17.5 , -16.25, -15.  , -13.75, -12.5 ,\n",
+       "       -11.25, -10.  ,  -8.75,  -7.5 ,  -6.25,  -5.  ,  -3.75,  -2.5 ,  -1.25,\n",
+       "         0.  ,   1.25,   2.5 ,   3.75,   5.  ,   6.25,   7.5 ,   8.75,  10.  ,\n",
+       "        11.25,  12.5 ,  13.75,  15.  ,  16.25,  17.5 ,  18.75,  20.  ,  21.25,\n",
+       "        22.5 ,  23.75,  25.  ,  26.25,  27.5 ,  28.75,  30.  ,  31.25,  32.5 ,\n",
+       "        33.75,  35.  ,  36.25,  37.5 ,  38.75,  40.  ,  41.25,  42.5 ,  43.75,\n",
+       "        45.  ,  46.25,  47.5 ,  48.75,  50.  ,  51.25,  52.5 ,  53.75,  55.  ,\n",
+       "        56.25,  57.5 ,  58.75,  60.  ,  61.25,  62.5 ,  63.75,  65.  ,  66.25,\n",
+       "        67.5 ,  68.75,  70.  ,  71.25,  72.5 ,  73.75,  75.  ,  76.25,  77.5 ,\n",
+       "        78.75,  80.  ,  81.25,  82.5 ,  83.75,  85.  ,  86.25,  87.5 ,  88.75,\n",
+       "        90.  ])</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 1.875 3.75 ... 356.2 358.1</div><input id='attrs-6805ab48-1dd4-4c7d-9fc6-2367e896ddf6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6805ab48-1dd4-4c7d-9fc6-2367e896ddf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f56f5e8-44c8-4273-b3a5-2b001e9389bc' class='xr-var-data-in' type='checkbox'><label for='data-4f56f5e8-44c8-4273-b3a5-2b001e9389bc' title='Show/Hide data repr'><svg 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.   ,   1.875,   3.75 ,   5.625,   7.5  ,   9.375,  11.25 ,  13.125,\n",
+       "        15.   ,  16.875,  18.75 ,  20.625,  22.5  ,  24.375,  26.25 ,  28.125,\n",
+       "        30.   ,  31.875,  33.75 ,  35.625,  37.5  ,  39.375,  41.25 ,  43.125,\n",
+       "        45.   ,  46.875,  48.75 ,  50.625,  52.5  ,  54.375,  56.25 ,  58.125,\n",
+       "        60.   ,  61.875,  63.75 ,  65.625,  67.5  ,  69.375,  71.25 ,  73.125,\n",
+       "        75.   ,  76.875,  78.75 ,  80.625,  82.5  ,  84.375,  86.25 ,  88.125,\n",
+       "        90.   ,  91.875,  93.75 ,  95.625,  97.5  ,  99.375, 101.25 , 103.125,\n",
+       "       105.   , 106.875, 108.75 , 110.625, 112.5  , 114.375, 116.25 , 118.125,\n",
+       "       120.   , 121.875, 123.75 , 125.625, 127.5  , 129.375, 131.25 , 133.125,\n",
+       "       135.   , 136.875, 138.75 , 140.625, 142.5  , 144.375, 146.25 , 148.125,\n",
+       "       150.   , 151.875, 153.75 , 155.625, 157.5  , 159.375, 161.25 , 163.125,\n",
+       "       165.   , 166.875, 168.75 , 170.625, 172.5  , 174.375, 176.25 , 178.125,\n",
+       "       180.   , 181.875, 183.75 , 185.625, 187.5  , 189.375, 191.25 , 193.125,\n",
+       "       195.   , 196.875, 198.75 , 200.625, 202.5  , 204.375, 206.25 , 208.125,\n",
+       "       210.   , 211.875, 213.75 , 215.625, 217.5  , 219.375, 221.25 , 223.125,\n",
+       "       225.   , 226.875, 228.75 , 230.625, 232.5  , 234.375, 236.25 , 238.125,\n",
+       "       240.   , 241.875, 243.75 , 245.625, 247.5  , 249.375, 251.25 , 253.125,\n",
+       "       255.   , 256.875, 258.75 , 260.625, 262.5  , 264.375, 266.25 , 268.125,\n",
+       "       270.   , 271.875, 273.75 , 275.625, 277.5  , 279.375, 281.25 , 283.125,\n",
+       "       285.   , 286.875, 288.75 , 290.625, 292.5  , 294.375, 296.25 , 298.125,\n",
+       "       300.   , 301.875, 303.75 , 305.625, 307.5  , 309.375, 311.25 , 313.125,\n",
+       "       315.   , 316.875, 318.75 , 320.625, 322.5  , 324.375, 326.25 , 328.125,\n",
+       "       330.   , 331.875, 333.75 , 335.625, 337.5  , 339.375, 341.25 , 343.125,\n",
+       "       345.   , 346.875, 348.75 , 350.625, 352.5  , 354.375, 356.25 , 358.125])</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-40461d0b-672c-416d-8cac-bda17334d27a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-40461d0b-672c-416d-8cac-bda17334d27a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0dceb2bb-cb37-480b-8d72-31f615d49be2' class='xr-var-data-in' type='checkbox'><label for='data-0dceb2bb-cb37-480b-8d72-31f615d49be2' title='Show/Hide data repr'><svg 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></ul></div></li><li class='xr-section-item'><input id='section-7382905e-d32f-4f46-a959-045bca67ddc4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7382905e-d32f-4f46-a959-045bca67ddc4' class='xr-section-summary' >Data variables: <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_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'>-90.0 -89.38 -89.38 ... 89.38 90.0</div><input id='attrs-4b079c86-d569-415c-bdcd-4815cff6462c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b079c86-d569-415c-bdcd-4815cff6462c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a23e72b-1b9c-4789-b347-35ed108bad7f' class='xr-var-data-in' type='checkbox'><label for='data-3a23e72b-1b9c-4789-b347-35ed108bad7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[145   2]</dd></dl></div><div class='xr-var-data'><pre>array([[-90.   , -89.375],\n",
+       "       [-89.375, -88.125],\n",
+       "       [-88.125, -86.875],\n",
+       "       [-86.875, -85.625],\n",
+       "       [-85.625, -84.375],\n",
+       "       [-84.375, -83.125],\n",
+       "       [-83.125, -81.875],\n",
+       "       [-81.875, -80.625],\n",
+       "       [-80.625, -79.375],\n",
+       "       [-79.375, -78.125],\n",
+       "       [-78.125, -76.875],\n",
+       "       [-76.875, -75.625],\n",
+       "       [-75.625, -74.375],\n",
+       "       [-74.375, -73.125],\n",
+       "       [-73.125, -71.875],\n",
+       "       [-71.875, -70.625],\n",
+       "       [-70.625, -69.375],\n",
+       "       [-69.375, -68.125],\n",
+       "       [-68.125, -66.875],\n",
+       "       [-66.875, -65.625],\n",
+       "...\n",
+       "       [ 65.625,  66.875],\n",
+       "       [ 66.875,  68.125],\n",
+       "       [ 68.125,  69.375],\n",
+       "       [ 69.375,  70.625],\n",
+       "       [ 70.625,  71.875],\n",
+       "       [ 71.875,  73.125],\n",
+       "       [ 73.125,  74.375],\n",
+       "       [ 74.375,  75.625],\n",
+       "       [ 75.625,  76.875],\n",
+       "       [ 76.875,  78.125],\n",
+       "       [ 78.125,  79.375],\n",
+       "       [ 79.375,  80.625],\n",
+       "       [ 80.625,  81.875],\n",
+       "       [ 81.875,  83.125],\n",
+       "       [ 83.125,  84.375],\n",
+       "       [ 84.375,  85.625],\n",
+       "       [ 85.625,  86.875],\n",
+       "       [ 86.875,  88.125],\n",
+       "       [ 88.125,  89.375],\n",
+       "       [ 89.375,  90.   ]])</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'>-0.9375 0.9375 ... 357.2 359.1</div><input id='attrs-78f5cdbc-1f40-4a91-83fe-63cfd304bbb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-78f5cdbc-1f40-4a91-83fe-63cfd304bbb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-099a98d2-1a1f-486a-aa02-28fe597ca2a4' class='xr-var-data-in' type='checkbox'><label for='data-099a98d2-1a1f-486a-aa02-28fe597ca2a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>_ChunkSizes :</span></dt><dd>[192   2]</dd></dl></div><div class='xr-var-data'><pre>array([[ -0.9375,   0.9375],\n",
+       "       [  0.9375,   2.8125],\n",
+       "       [  2.8125,   4.6875],\n",
+       "       [  4.6875,   6.5625],\n",
+       "       [  6.5625,   8.4375],\n",
+       "       [  8.4375,  10.3125],\n",
+       "       [ 10.3125,  12.1875],\n",
+       "       [ 12.1875,  14.0625],\n",
+       "       [ 14.0625,  15.9375],\n",
+       "       [ 15.9375,  17.8125],\n",
+       "       [ 17.8125,  19.6875],\n",
+       "       [ 19.6875,  21.5625],\n",
+       "       [ 21.5625,  23.4375],\n",
+       "       [ 23.4375,  25.3125],\n",
+       "       [ 25.3125,  27.1875],\n",
+       "       [ 27.1875,  29.0625],\n",
+       "       [ 29.0625,  30.9375],\n",
+       "       [ 30.9375,  32.8125],\n",
+       "       [ 32.8125,  34.6875],\n",
+       "       [ 34.6875,  36.5625],\n",
+       "...\n",
+       "       [321.5625, 323.4375],\n",
+       "       [323.4375, 325.3125],\n",
+       "       [325.3125, 327.1875],\n",
+       "       [327.1875, 329.0625],\n",
+       "       [329.0625, 330.9375],\n",
+       "       [330.9375, 332.8125],\n",
+       "       [332.8125, 334.6875],\n",
+       "       [334.6875, 336.5625],\n",
+       "       [336.5625, 338.4375],\n",
+       "       [338.4375, 340.3125],\n",
+       "       [340.3125, 342.1875],\n",
+       "       [342.1875, 344.0625],\n",
+       "       [344.0625, 345.9375],\n",
+       "       [345.9375, 347.8125],\n",
+       "       [347.8125, 349.6875],\n",
+       "       [349.6875, 351.5625],\n",
+       "       [351.5625, 353.4375],\n",
+       "       [353.4375, 355.3125],\n",
+       "       [355.3125, 357.1875],\n",
+       "       [357.1875, 359.0625]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(lat, lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>225.1 225.1 225.1 ... 254.1 254.1</div><input id='attrs-974ca387-1044-4bb0-b3ab-9f9937844f78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-974ca387-1044-4bb0-b3ab-9f9937844f78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98697e1e-6f07-43f5-b096-5832dac3d1c8' class='xr-var-data-in' type='checkbox'><label for='data-98697e1e-6f07-43f5-b096-5832dac3d1c8' title='Show/Hide data repr'><svg 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>2020-06-05T04:06:10Z altered by CMOR: Treated scalar dimension: &#x27;height&#x27;. 2020-06-05T04:06:10Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).</dd><dt><span>_ChunkSizes :</span></dt><dd>[  1 145 192]</dd><dt><span>operation :</span></dt><dd>temporal_avg</dd><dt><span>mode :</span></dt><dd>average</dd><dt><span>freq :</span></dt><dd>month</dd><dt><span>weighted :</span></dt><dd>True</dd></dl></div><div class='xr-var-data'><pre>array([[225.13517762, 225.13517762, 225.13517762, ..., 225.13517762,\n",
+       "        225.13517762, 225.13517762],\n",
+       "       [228.20914027, 228.17051176, 228.13183991, ..., 228.32591138,\n",
+       "        228.28726323, 228.24906579],\n",
+       "       [229.03124116, 228.91938765, 228.81039232, ..., 229.38232898,\n",
+       "        229.26405672, 229.14696384],\n",
+       "       ...,\n",
+       "       [254.93922775, 254.97486017, 255.01041932, ..., 254.82278912,\n",
+       "        254.86570562, 254.9013746 ],\n",
+       "       [254.64221146, 254.65697536, 254.67096571, ..., 254.59588539,\n",
+       "        254.60929759, 254.62586292],\n",
+       "       [254.07633015, 254.07633015, 254.07633015, ..., 254.07633015,\n",
+       "        254.07633015, 254.07633015]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22a084b8-f6e8-4ff9-97b8-bdc89dda17d1' class='xr-section-summary-in' type='checkbox'  ><label for='section-22a084b8-f6e8-4ff9-97b8-bdc89dda17d1' 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-8e9388f4-3687-46c8-906c-e17a4291002c' class='xr-index-data-in' type='checkbox'/><label for='index-8e9388f4-3687-46c8-906c-e17a4291002c' 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([ -90.0, -88.75,  -87.5, -86.25,  -85.0, -83.75,  -82.5, -81.25,  -80.0,\n",
+       "       -78.75,\n",
+       "       ...\n",
+       "        78.75,   80.0,  81.25,   82.5,  83.75,   85.0,  86.25,   87.5,  88.75,\n",
+       "         90.0],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=145))</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-1be104a1-ab57-471f-acdc-6f45361d7ff9' class='xr-index-data-in' type='checkbox'/><label for='index-1be104a1-ab57-471f-acdc-6f45361d7ff9' 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,   1.875,    3.75,   5.625,     7.5,   9.375,   11.25,  13.125,\n",
+       "          15.0,  16.875,\n",
+       "       ...\n",
+       "        341.25, 343.125,   345.0, 346.875,  348.75, 350.625,   352.5, 354.375,\n",
+       "        356.25, 358.125],\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=192))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dbb4b13c-6d30-4af4-8864-2d74e9cf3dff' class='xr-section-summary-in' type='checkbox'  ><label for='section-dbb4b13c-6d30-4af4-8864-2d74e9cf3dff' class='xr-section-summary' >Attributes: <span>(48)</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>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>87658.0</dd><dt><span>creation_date :</span></dt><dd>2020-06-05T04:06:11Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.30</dd><dt><span>experiment :</span></dt><dd>all-forcing simulation of the recent past</dd><dt><span>experiment_id :</span></dt><dd>historical</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.CSIRO.ACCESS-ESM1-5.historical.none.r10i1p1f1</dd><dt><span>grid :</span></dt><dd>native atmosphere N96 grid (145x192 latxlon)</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>2020-06-05T04:06:11Z ; 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>Commonwealth Scientific and Industrial Research Organisation, Aspendale, Victoria 3195, Australia</dd><dt><span>institution_id :</span></dt><dd>CSIRO</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>250 km</dd><dt><span>notes :</span></dt><dd>Exp: ESM-historical; Local ID: HI-14; Variable: tas ([&#x27;fld_s03i236&#x27;])</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>ACCESS-ESM1-5</dd><dt><span>parent_time_units :</span></dt><dd>days since 0101-1-1</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>realization_index :</span></dt><dd>10</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>run_variant :</span></dt><dd>forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFC11, CFC12, CFC113, HCFC22, HFC125, HFC134a)</dd><dt><span>source :</span></dt><dd>ACCESS-ESM1.5 (2019): \n",
+       "aerosol: CLASSIC (v1.0)\n",
+       "atmos: HadGAM2 (r1.1, N96; 192 x 145 longitude/latitude; 38 levels; top level 39255 m)\n",
+       "atmosChem: none\n",
+       "land: CABLE2.4\n",
+       "landIce: none\n",
+       "ocean: ACCESS-OM2 (MOM5, tripolar primarily 1deg; 360 x 300 longitude/latitude; 50 levels; top grid cell 0-10 m)\n",
+       "ocnBgchem: WOMBAT (same grid as ocean)\n",
+       "seaIce: CICE4.1 (same grid as ocean)</dd><dt><span>source_id :</span></dt><dd>ACCESS-ESM1-5</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:(30 April 2019) MD5:5bd755e94c2173cb3050a0f3480f60c4</dd><dt><span>title :</span></dt><dd>ACCESS-ESM1-5 output prepared for CMIP6</dd><dt><span>variable_id :</span></dt><dd>tas</dd><dt><span>variant_label :</span></dt><dd>r10i1p1f1</dd><dt><span>version :</span></dt><dd>v20200605</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by CSIRO 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). 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/af78ae5e-f3a6-4e99-8cfe-5f29eb467cd1</dd><dt><span>DODS_EXTRA.Unlimited_Dimension :</span></dt><dd>time</dd></dl></div></li></ul></div></div>"
+      ],
+      "text/plain": [
+       "<xarray.Dataset> Size: 231kB\n",
+       "Dimensions:   (lat: 145, bnds: 2, lon: 192)\n",
+       "Coordinates:\n",
+       "  * lat       (lat) float64 1kB -90.0 -88.75 -87.5 -86.25 ... 87.5 88.75 90.0\n",
+       "  * lon       (lon) float64 2kB 0.0 1.875 3.75 5.625 ... 352.5 354.4 356.2 358.1\n",
+       "    height    float64 8B 2.0\n",
+       "Dimensions without coordinates: bnds\n",
+       "Data variables:\n",
+       "    lat_bnds  (lat, bnds) float64 2kB -90.0 -89.38 -89.38 ... 89.38 89.38 90.0\n",
+       "    lon_bnds  (lon, bnds) float64 3kB -0.9375 0.9375 0.9375 ... 357.2 359.1\n",
+       "    tas       (lat, lon) float64 223kB 225.1 225.1 225.1 ... 254.1 254.1 254.1\n",
+       "Attributes: (12/48)\n",
+       "    Conventions:                     CF-1.7 CMIP-6.2\n",
+       "    activity_id:                     CMIP\n",
+       "    branch_method:                   standard\n",
+       "    branch_time_in_child:            0.0\n",
+       "    branch_time_in_parent:           87658.0\n",
+       "    creation_date:                   2020-06-05T04:06:11Z\n",
+       "    ...                              ...\n",
+       "    variant_label:                   r10i1p1f1\n",
+       "    version:                         v20200605\n",
+       "    license:                         CMIP6 model data produced by CSIRO is li...\n",
+       "    cmor_version:                    3.4.0\n",
+       "    tracking_id:                     hdl:21.14100/af78ae5e-f3a6-4e99-8cfe-5f2...\n",
+       "    DODS_EXTRA.Unlimited_Dimension:  time"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [