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Load the ERA5 single-level reanalysis dataset from GCP
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{
"cells": [
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"id": "950d4d86",
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"source": [
"## Load ERA5 single-level reanalysis from GCP cloud storage"
]
},
{
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"id": "e79651a7",
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"source": [
"Following the docs on\n",
"* https://console.cloud.google.com/marketplace/product/bigquery-public-data/arco-era5\n",
"* https://github.com/google-research/arco-era5/blob/main/docs/0-Surface-Reanalysis-Walkthrough.ipynb"
]
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (time: 374016, values: 542080)\n",
"Coordinates:\n",
" depthBelowLandLayer float64 ...\n",
" entireAtmosphere float64 ...\n",
" latitude (values) float64 dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;\n",
" longitude (values) float64 dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;\n",
" number int64 ...\n",
" step timedelta64[ns] ...\n",
" surface float64 ...\n",
" * time (time) datetime64[ns] 1979-01-01 ... 2021-08-31T23:0...\n",
" valid_time (time) datetime64[ns] dask.array&lt;chunksize=(48,), meta=np.ndarray&gt;\n",
"Dimensions without coordinates: values\n",
"Data variables: (12/38)\n",
" cape (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" d2m (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" hcc (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" istl1 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" istl2 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" istl3 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" ... ...\n",
" tsn (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" u10 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" u100 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" v10 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" v100 (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
" z (time, values) float32 dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;\n",
"Attributes:\n",
" Conventions: CF-1.7\n",
" GRIB_centre: ecmf\n",
" GRIB_centreDescription: European Centre for Medium-Range Weather Forec...\n",
" GRIB_edition: 1\n",
" GRIB_subCentre: 0\n",
" history: 2022-09-23T18:56 GRIB to CDM+CF via cfgrib-0.9...\n",
" institution: European Centre for Medium-Range Weather Forec...\n",
" pangeo-forge:inputs_hash: 5f4378143e9f42402424280b63472752da3aa79179b53b...\n",
" pangeo-forge:recipe_hash: 0c3415923e347ce9dac9dc5c6d209525f4d45d799bd25b...\n",
" pangeo-forge:version: 0.9.1</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-3e81a08d-f93e-4c71-91af-7448a7a24746' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3e81a08d-f93e-4c71-91af-7448a7a24746' 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>: 374016</li><li><span>values</span>: 542080</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c7b9b216-4d04-463a-adf5-a1cd23f8cad2' class='xr-section-summary-in' type='checkbox' checked><label for='section-c7b9b216-4d04-463a-adf5-a1cd23f8cad2' class='xr-section-summary' >Coordinates: <span>(9)</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>depthBelowLandLayer</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-5d6e7368-1476-45d7-a83f-f5ee71e26ad8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d6e7368-1476-45d7-a83f-f5ee71e26ad8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-195f1366-aa24-4478-a383-97dbbcb7395f' class='xr-var-data-in' type='checkbox'><label for='data-195f1366-aa24-4478-a383-97dbbcb7395f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>soil depth</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>depth</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array(100.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>entireAtmosphere</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-f1b9e4b6-4a6c-4e6b-9777-e357cb00b405' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1b9e4b6-4a6c-4e6b-9777-e357cb00b405' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5a76c0a-2337-4a20-afc8-633ded7aa1d3' class='xr-var-data-in' type='checkbox'><label for='data-f5a76c0a-2337-4a20-afc8-633ded7aa1d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(entireAtmosphere)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-f39521ae-f5dd-4f61-87da-ce4c669ac60c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f39521ae-f5dd-4f61-87da-ce4c669ac60c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f91a274-146c-4ff3-a15f-6f9fdfbfbd78' class='xr-var-data-in' type='checkbox'><label for='data-0f91a274-146c-4ff3-a15f-6f9fdfbfbd78' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>\n",
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" <th> Bytes </th>\n",
" <td> 4.14 MiB </td>\n",
" <td> 4.14 MiB </td>\n",
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" \n",
" <tr>\n",
" <th> Shape </th>\n",
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" <td> (542080,) </td>\n",
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" <tr>\n",
" <th> Count </th>\n",
" <td> 2 Graph Layers </td>\n",
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" <tr>\n",
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" </td>\n",
" <td>\n",
" <svg width=\"170\" height=\"75\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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" </td>\n",
" </tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(542080,), meta=np.ndarray&gt;</div><input id='attrs-8ad1a324-43f0-4366-8657-808175946c19' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ad1a324-43f0-4366-8657-808175946c19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3e2f7f7-82ce-4efb-92ce-f5a90b7ab7ef' class='xr-var-data-in' type='checkbox'><label for='data-e3e2f7f7-82ce-4efb-92ce-f5a90b7ab7ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table>\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 4.14 MiB </td>\n",
" <td> 4.14 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (542080,) </td>\n",
" <td> (542080,) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Count </th>\n",
" <td> 2 Graph Layers </td>\n",
" <td> 1 Chunks </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Type </th>\n",
" <td> float64 </td>\n",
" <td> numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
" </td>\n",
" <td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>number</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8aa5e9bb-74a8-4e91-8172-6ee16eb3347f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8aa5e9bb-74a8-4e91-8172-6ee16eb3347f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab705b2c-0b1b-4d8a-b71c-055e8ced917b' class='xr-var-data-in' type='checkbox'><label for='data-ab705b2c-0b1b-4d8a-b71c-055e8ced917b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ensemble member numerical id</dd><dt><span>standard_name :</span></dt><dd>realization</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>step</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4482be42-594b-4e90-87ae-bf66c011dee6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4482be42-594b-4e90-87ae-bf66c011dee6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea3d7471-8e2f-409d-80c5-fbb7d03e0d39' class='xr-var-data-in' type='checkbox'><label for='data-ea3d7471-8e2f-409d-80c5-fbb7d03e0d39' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array(0, dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>surface</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-a290069f-f5fd-4d1c-95a2-21213dfa5607' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a290069f-f5fd-4d1c-95a2-21213dfa5607' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ddf0080-2847-434b-a503-a5677b3b48ff' class='xr-var-data-in' type='checkbox'><label for='data-2ddf0080-2847-434b-a503-a5677b3b48ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(surface)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1979-01-01 ... 2021-08-31T23:00:00</div><input id='attrs-962caa86-655c-423c-a9de-4bb71c9eb211' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-962caa86-655c-423c-a9de-4bb71c9eb211' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99f7e171-5d50-42ef-8254-717def5931d4' class='xr-var-data-in' type='checkbox'><label for='data-99f7e171-5d50-42ef-8254-717def5931d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1979-01-01T00:00:00.000000000&#x27;, &#x27;1979-01-01T01:00:00.000000000&#x27;,\n",
" &#x27;1979-01-01T02:00:00.000000000&#x27;, ..., &#x27;2021-08-31T21:00:00.000000000&#x27;,\n",
" &#x27;2021-08-31T22:00:00.000000000&#x27;, &#x27;2021-08-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_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'>dask.array&lt;chunksize=(48,), meta=np.ndarray&gt;</div><input id='attrs-d46448d3-d6d7-405a-ba73-c8fb5b8b833d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d46448d3-d6d7-405a-ba73-c8fb5b8b833d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a38a7219-6ec5-4067-9c05-93dd2e3bbbd6' class='xr-var-data-in' type='checkbox'><label for='data-a38a7219-6ec5-4067-9c05-93dd2e3bbbd6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table>\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 2.85 MiB </td>\n",
" <td> 384 B </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (374016,) </td>\n",
" <td> (48,) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Count </th>\n",
" <td> 2 Graph Layers </td>\n",
" <td> 7792 Chunks </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Type </th>\n",
" <td> datetime64[ns] </td>\n",
" <td> numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
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" <td>\n",
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"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c790360d-1e23-42db-b7db-76e926fab3d5' class='xr-section-summary-in' type='checkbox' ><label for='section-c790360d-1e23-42db-b7db-76e926fab3d5' class='xr-section-summary' >Data variables: <span>(38)</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>cape</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-0ea0fcb5-c767-44ca-8043-073af04801f9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ea0fcb5-c767-44ca-8043-073af04801f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56a34c03-96be-43c2-9912-505678a54272' class='xr-var-data-in' type='checkbox'><label for='data-56a34c03-96be-43c2-9912-505678a54272' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>cape</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Convective available potential energy</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>59</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 225, 240, 240, 240, 250, 256, 270, 270, 288, 288, 288, 300, 300, 320, 320, 320, 324, 360, 360, 360, 360, 360, 360, 375, 375, 384, 384, 400, 400, 405, 432, 432, 432, 432, 450, 450, 450, 480, 480, 480, 480, 480, 486, 500, 500, 500, 512, 512, 540, 540, 540, 540, 540, 576, 576, 576, 576, 576, 576, 600, 600, 600, 600, 640, 640, 640, 640, 640, 640, 640, 648, 648, 675, 675, 675, 675, 720, 720, 720, 720, 720, 720, 720, 720, 720, 729, 750, 750, 750, 750, 768, 768, 768, 768, 800, 800, 800, 800, 800, 800, 810, 810, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 900, 900, 900, 900, 900, 900, 900, 900, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 972, 972, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1024, 1024, 1024, 1024, 1024, 1024, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1215, 1215, 1215, 1215, 1215, 1215, 1215, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1215, 1215, 1215, 1215, 1215, 1215, 1215, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1024, 1024, 1024, 1024, 1024, 1024, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 972, 972, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 900, 900, 900, 900, 900, 900, 900, 900, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 810, 810, 800, 800, 800, 800, 800, 800, 768, 768, 768, 768, 750, 750, 750, 750, 729, 720, 720, 720, 720, 720, 720, 720, 720, 720, 675, 675, 675, 675, 648, 648, 640, 640, 640, 640, 640, 640, 640, 600, 600, 600, 600, 576, 576, 576, 576, 576, 576, 540, 540, 540, 540, 540, 512, 512, 500, 500, 500, 486, 480, 480, 480, 480, 480, 450, 450, 450, 432, 432, 432, 432, 405, 400, 400, 384, 384, 375, 375, 360, 360, 360, 360, 360, 360, 324, 320, 320, 320, 300, 300, 288, 288, 288, 270, 270, 256, 250, 240, 240, 240, 225, 216, 216, 216, 200, 192, 192, 180, 180, 180, 160, 150, 144, 144, 135, 125, 120, 120, 108, 100, 96, 90, 81, 75, 72, 72, 64, 60, 50, 45, 40, 36, 25, 18]</dd><dt><span>GRIB_shortName :</span></dt><dd>cape</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_units :</span></dt><dd>J kg**-1</dd><dt><span>long_name :</span></dt><dd>Convective available potential energy</dd><dt><span>standard_name :</span></dt><dd>unknown</dd><dt><span>units :</span></dt><dd>J kg**-1</dd></dl></div><div class='xr-var-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table>\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl1</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-f1f28d44-730d-4dfd-8e0a-7515795aa831' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1f28d44-730d-4dfd-8e0a-7515795aa831' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33882cfc-f3f8-4437-8be6-66c392de2265' class='xr-var-data-in' type='checkbox'><label for='data-33882cfc-f3f8-4437-8be6-66c392de2265' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>istl1</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Ice temperature layer 1</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>35</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>istl3</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-8db78309-9627-4ae4-8256-c4c017e8168c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8db78309-9627-4ae4-8256-c4c017e8168c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1c2667f-94e1-4d2b-bacc-87634b2a877f' class='xr-var-data-in' type='checkbox'><label for='data-c1c2667f-94e1-4d2b-bacc-87634b2a877f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>istl3</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Ice temperature layer 3</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>37</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 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" <td> float32 </td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lcc</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-e93d3bb8-019d-48c2-a422-cbf172068a07' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e93d3bb8-019d-48c2-a422-cbf172068a07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ed17420-b225-4bda-a5a9-9a2c416ccfa7' class='xr-var-data-in' type='checkbox'><label for='data-5ed17420-b225-4bda-a5a9-9a2c416ccfa7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>lcc</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Low cloud cover</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>186</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 225, 240, 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" <tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-46c463bc-1076-4c47-babd-b2bfb2c32d0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46c463bc-1076-4c47-babd-b2bfb2c32d0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a0a8184-a972-4cc6-b8c0-1c712ddd26d4' class='xr-var-data-in' type='checkbox'><label for='data-8a0a8184-a972-4cc6-b8c0-1c712ddd26d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>GRIB_cfVarName :</span></dt><dd>msl</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Mean sea level pressure</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>151</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p80.162</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-c1371005-3426-4809-84ad-4c03ce029a2f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1371005-3426-4809-84ad-4c03ce029a2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1db8936f-14fc-458c-9008-d90dba827248' class='xr-var-data-in' type='checkbox'><label for='data-1db8936f-14fc-458c-9008-d90dba827248' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>skt</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-8a712d49-328e-4a4a-98f2-2d29df180bea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a712d49-328e-4a4a-98f2-2d29df180bea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c657cca6-6c5a-42c5-af3f-e204bb43c3f3' class='xr-var-data-in' type='checkbox'><label for='data-c657cca6-6c5a-42c5-af3f-e204bb43c3f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>skt</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Skin temperature</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>235</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 225, 240, 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-cfe169b9-707b-41d7-9472-00709fe5a039' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cfe169b9-707b-41d7-9472-00709fe5a039' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-527b885e-c740-4d06-bc85-2e07fa3937b4' class='xr-var-data-in' type='checkbox'><label for='data-527b885e-c740-4d06-bc85-2e07fa3937b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>sst</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Sea surface temperature</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>34</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 225, 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:</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>stl2</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Soil temperature level 2</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>170</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 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:</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>stl4</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Soil temperature level 4</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>236</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl2</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-0803d501-3aaf-4e96-9201-88035bcbba88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0803d501-3aaf-4e96-9201-88035bcbba88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee6aef1c-3723-4bed-9bb8-65013e6abb4a' class='xr-var-data-in' type='checkbox'><label for='data-ee6aef1c-3723-4bed-9bb8-65013e6abb4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>swvl2</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Volumetric soil water layer 2</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>40</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 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" <tr>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swvl4</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-223fc80a-3f7d-4059-8c17-c964f1172f73' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-223fc80a-3f7d-4059-8c17-c964f1172f73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29ec6007-2ff4-496f-a841-7ffe428ed581' class='xr-var-data-in' type='checkbox'><label for='data-29ec6007-2ff4-496f-a841-7ffe428ed581' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>swvl4</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>42</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 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450, 450, 450, 432, 432, 432, 432, 405, 400, 400, 384, 384, 375, 375, 360, 360, 360, 360, 360, 360, 324, 320, 320, 320, 300, 300, 288, 288, 288, 270, 270, 256, 250, 240, 240, 240, 225, 216, 216, 216, 200, 192, 192, 180, 180, 180, 160, 150, 144, 144, 135, 125, 120, 120, 108, 100, 96, 90, 81, 75, 72, 72, 64, 60, 50, 45, 40, 36, 25, 18]</dd><dt><span>GRIB_shortName :</span></dt><dd>swvl4</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>depthBelowLandLayer</dd><dt><span>GRIB_units :</span></dt><dd>m**3 m**-3</dd><dt><span>long_name :</span></dt><dd>Volumetric soil water layer 4</dd><dt><span>standard_name :</span></dt><dd>unknown</dd><dt><span>units :</span></dt><dd>m**3 m**-3</dd></dl></div><div class='xr-var-data'><table>\n",
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" <td> 7792 Chunks </td>\n",
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" <tr>\n",
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" <td> float32 </td>\n",
" <td> numpy.ndarray </td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcc</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-1881b5fb-93b1-40e1-8619-67969cccf90e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1881b5fb-93b1-40e1-8619-67969cccf90e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4fe6b7f-47bc-454e-afb1-d949dff796b7' class='xr-var-data-in' type='checkbox'><label for='data-d4fe6b7f-47bc-454e-afb1-d949dff796b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>cloud_area_fraction</dd><dt><span>GRIB_cfVarName :</span></dt><dd>tcc</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Total cloud cover</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>164</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 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450, 450, 450, 432, 432, 432, 432, 405, 400, 400, 384, 384, 375, 375, 360, 360, 360, 360, 360, 360, 324, 320, 320, 320, 300, 300, 288, 288, 288, 270, 270, 256, 250, 240, 240, 240, 225, 216, 216, 216, 200, 192, 192, 180, 180, 180, 160, 150, 144, 144, 135, 125, 120, 120, 108, 100, 96, 90, 81, 75, 72, 72, 64, 60, 50, 45, 40, 36, 25, 18]</dd><dt><span>GRIB_shortName :</span></dt><dd>tcc</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_units :</span></dt><dd>(0 - 1)</dd><dt><span>long_name :</span></dt><dd>Total cloud cover</dd><dt><span>standard_name :</span></dt><dd>cloud_area_fraction</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd></dl></div><div class='xr-var-data'><table>\n",
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" <td> 7792 Chunks </td>\n",
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" <tr>\n",
" <th> Type </th>\n",
" <td> float32 </td>\n",
" <td> numpy.ndarray </td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tciw</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-4d2c8ca8-f1b7-4d35-952b-ebd7b81ea4ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d2c8ca8-f1b7-4d35-952b-ebd7b81ea4ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e9224d4-a07e-4d45-9096-52077aaf0549' class='xr-var-data-in' type='checkbox'><label for='data-6e9224d4-a07e-4d45-9096-52077aaf0549' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>tciw</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Total column cloud ice water</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>79</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tclw</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-81002f84-1884-46cd-a71d-885dcc37b005' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81002f84-1884-46cd-a71d-885dcc37b005' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34a61570-aaad-4bc8-90fb-04f242f194f3' class='xr-var-data-in' type='checkbox'><label for='data-34a61570-aaad-4bc8-90fb-04f242f194f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>tclw</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Total column cloud liquid water</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>78</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 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" <tr>\n",
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" <td> float32 </td>\n",
" <td> numpy.ndarray </td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcsw</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-bfbaa24c-9480-4641-a637-9f99478fd450' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfbaa24c-9480-4641-a637-9f99478fd450' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbf965bc-063c-4a48-a20e-eee55a60f40d' class='xr-var-data-in' type='checkbox'><label for='data-dbf965bc-063c-4a48-a20e-eee55a60f40d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>tcsw</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Total column snow water</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>228090</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 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" <tr>\n",
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" <td> float32 </td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tcwv</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-871ec250-2ed6-432d-ac9a-5a20674b0f79' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-871ec250-2ed6-432d-ac9a-5a20674b0f79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee8c087b-2651-42fd-9780-0d986acd12c5' class='xr-var-data-in' type='checkbox'><label for='data-ee8c087b-2651-42fd-9780-0d986acd12c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v10</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-6b8dec3b-149c-4931-b2ae-87c15958737b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6b8dec3b-149c-4931-b2ae-87c15958737b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4224ef4a-c3f2-4f80-b0bf-58a22cc6a1fe' class='xr-var-data-in' type='checkbox'><label for='data-4224ef4a-c3f2-4f80-b0bf-58a22cc6a1fe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>v10</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>10 metre V wind component</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>166</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z</span></div><div class='xr-var-dims'>(time, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(48, 542080), meta=np.ndarray&gt;</div><input id='attrs-34c08c18-16e5-473f-b987-f6baf614ce0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34c08c18-16e5-473f-b987-f6baf614ce0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffd8520d-73a5-4403-8aba-2bb0c3f6fe06' class='xr-var-data-in' type='checkbox'><label for='data-ffd8520d-73a5-4403-8aba-2bb0c3f6fe06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_N :</span></dt><dd>320</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>geopotential</dd><dt><span>GRIB_cfVarName :</span></dt><dd>z</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>89.784</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-89.784</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.718</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Geopotential</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>542080</dd><dt><span>GRIB_paramId :</span></dt><dd>129</dd><dt><span>GRIB_pl :</span></dt><dd>[18, 25, 36, 40, 45, 50, 60, 64, 72, 72, 75, 81, 90, 96, 100, 108, 120, 120, 125, 135, 144, 144, 150, 160, 180, 180, 180, 192, 192, 200, 216, 216, 216, 225, 240, 240, 240, 250, 256, 270, 270, 288, 288, 288, 300, 300, 320, 320, 320, 324, 360, 360, 360, 360, 360, 360, 375, 375, 384, 384, 400, 400, 405, 432, 432, 432, 432, 450, 450, 450, 480, 480, 480, 480, 480, 486, 500, 500, 500, 512, 512, 540, 540, 540, 540, 540, 576, 576, 576, 576, 576, 576, 600, 600, 600, 600, 640, 640, 640, 640, 640, 640, 640, 648, 648, 675, 675, 675, 675, 720, 720, 720, 720, 720, 720, 720, 720, 720, 729, 750, 750, 750, 750, 768, 768, 768, 768, 800, 800, 800, 800, 800, 800, 810, 810, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 900, 900, 900, 900, 900, 900, 900, 900, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 972, 972, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1024, 1024, 1024, 1024, 1024, 1024, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1215, 1215, 1215, 1215, 1215, 1215, 1215, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1280, 1215, 1215, 1215, 1215, 1215, 1215, 1215, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1125, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1080, 1024, 1024, 1024, 1024, 1024, 1024, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 972, 972, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 960, 900, 900, 900, 900, 900, 900, 900, 900, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 864, 810, 810, 800, 800, 800, 800, 800, 800, 768, 768, 768, 768, 750, 750, 750, 750, 729, 720, 720, 720, 720, 720, 720, 720, 720, 720, 675, 675, 675, 675, 648, 648, 640, 640, 640, 640, 640, 640, 640, 600, 600, 600, 600, 576, 576, 576, 576, 576, 576, 540, 540, 540, 540, 540, 512, 512, 500, 500, 500, 486, 480, 480, 480, 480, 480, 450, 450, 450, 432, 432, 432, 432, 405, 400, 400, 384, 384, 375, 375, 360, 360, 360, 360, 360, 360, 324, 320, 320, 320, 300, 300, 288, 288, 288, 270, 270, 256, 250, 240, 240, 240, 225, 216, 216, 216, 200, 192, 192, 180, 180, 180, 160, 150, 144, 144, 135, 125, 120, 120, 108, 100, 96, 90, 81, 75, 72, 72, 64, 60, 50, 45, 40, 36, 25, 18]</dd><dt><span>GRIB_shortName :</span></dt><dd>z</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_units :</span></dt><dd>m**2 s**-2</dd><dt><span>long_name :</span></dt><dd>Geopotential</dd><dt><span>standard_name :</span></dt><dd>geopotential</dd><dt><span>units :</span></dt><dd>m**2 s**-2</dd></dl></div><div class='xr-var-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table>\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 755.29 GiB </td>\n",
" <td> 99.26 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (374016, 542080) </td>\n",
" <td> (48, 542080) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Count </th>\n",
" <td> 2 Graph Layers </td>\n",
" <td> 7792 Chunks </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Type </th>\n",
" <td> float32 </td>\n",
" <td> numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
" </td>\n",
" <td>\n",
" <svg width=\"170\" height=\"132\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
" <!-- Horizontal lines -->\n",
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"\n",
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"\n",
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"</svg>\n",
" </td>\n",
" </tr>\n",
"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-18df589e-17ab-45ad-85d1-ba64bda5fa55' class='xr-section-summary-in' type='checkbox' ><label for='section-18df589e-17ab-45ad-85d1-ba64bda5fa55' class='xr-section-summary' >Attributes: <span>(10)</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</dd><dt><span>GRIB_centre :</span></dt><dd>ecmf</dd><dt><span>GRIB_centreDescription :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>GRIB_edition :</span></dt><dd>1</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>history :</span></dt><dd>2022-09-23T18:56 GRIB to CDM+CF via cfgrib-0.9.10.1/ecCodes-2.20.0 with {&quot;source&quot;: &quot;tmp/tmp2vvg8mzi.grib&quot;, &quot;filter_by_keys&quot;: {}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd><dt><span>institution :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>pangeo-forge:inputs_hash :</span></dt><dd>5f4378143e9f42402424280b63472752da3aa79179b53b71401ee0ecf2fdc24e</dd><dt><span>pangeo-forge:recipe_hash :</span></dt><dd>0c3415923e347ce9dac9dc5c6d209525f4d45d799bd25b04bf2adf398bfc83bb</dd><dt><span>pangeo-forge:version :</span></dt><dd>0.9.1</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 374016, values: 542080)\n",
"Coordinates:\n",
" depthBelowLandLayer float64 ...\n",
" entireAtmosphere float64 ...\n",
" latitude (values) float64 dask.array<chunksize=(542080,), meta=np.ndarray>\n",
" longitude (values) float64 dask.array<chunksize=(542080,), meta=np.ndarray>\n",
" number int64 ...\n",
" step timedelta64[ns] ...\n",
" surface float64 ...\n",
" * time (time) datetime64[ns] 1979-01-01 ... 2021-08-31T23:0...\n",
" valid_time (time) datetime64[ns] dask.array<chunksize=(48,), meta=np.ndarray>\n",
"Dimensions without coordinates: values\n",
"Data variables: (12/38)\n",
" cape (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" d2m (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" hcc (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" istl1 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" istl2 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" istl3 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" ... ...\n",
" tsn (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" u10 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" u100 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" v10 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" v100 (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
" z (time, values) float32 dask.array<chunksize=(48, 542080), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.7\n",
" GRIB_centre: ecmf\n",
" GRIB_centreDescription: European Centre for Medium-Range Weather Forec...\n",
" GRIB_edition: 1\n",
" GRIB_subCentre: 0\n",
" history: 2022-09-23T18:56 GRIB to CDM+CF via cfgrib-0.9...\n",
" institution: European Centre for Medium-Range Weather Forec...\n",
" pangeo-forge:inputs_hash: 5f4378143e9f42402424280b63472752da3aa79179b53b...\n",
" pangeo-forge:recipe_hash: 0c3415923e347ce9dac9dc5c6d209525f4d45d799bd25b...\n",
" pangeo-forge:version: 0.9.1"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import xarray\n",
"\n",
"single_reanalysis = xarray.open_zarr(\n",
" \"gs://gcp-public-data-arco-era5/co/single-level-reanalysis.zarr\",\n",
" chunks={'time': 48}, \n",
" consolidated=True,\n",
")\n",
"single_reanalysis"
]
},
{
"cell_type": "markdown",
"id": "5c8a762d",
"metadata": {},
"source": [
"## List all the data variables and their long names"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "da112b10",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('cape', 'Convective available potential energy')\n",
"('d2m', '2 metre dewpoint temperature')\n",
"('hcc', 'High cloud cover')\n",
"('istl1', 'Ice temperature layer 1')\n",
"('istl2', 'Ice temperature layer 2')\n",
"('istl3', 'Ice temperature layer 3')\n",
"('istl4', 'Ice temperature layer 4')\n",
"('lcc', 'Low cloud cover')\n",
"('mcc', 'Medium cloud cover')\n",
"('msl', 'Mean sea level pressure')\n",
"('p79.162', 'Vertical integral of divergence of cloud liquid water flux')\n",
"('p80.162', 'Vertical integral of divergence of cloud frozen water flux')\n",
"('siconc', 'Sea ice area fraction')\n",
"('skt', 'Skin temperature')\n",
"('sp', 'Surface pressure')\n",
"('sst', 'Sea surface temperature')\n",
"('stl1', 'Soil temperature level 1')\n",
"('stl2', 'Soil temperature level 2')\n",
"('stl3', 'Soil temperature level 3')\n",
"('stl4', 'Soil temperature level 4')\n",
"('swvl1', 'Volumetric soil water layer 1')\n",
"('swvl2', 'Volumetric soil water layer 2')\n",
"('swvl3', 'Volumetric soil water layer 3')\n",
"('swvl4', 'Volumetric soil water layer 4')\n",
"('t2m', '2 metre temperature')\n",
"('tcc', 'Total cloud cover')\n",
"('tciw', 'Total column cloud ice water')\n",
"('tclw', 'Total column cloud liquid water')\n",
"('tcrw', 'Total column rain water')\n",
"('tcsw', 'Total column snow water')\n",
"('tcw', 'Total column water')\n",
"('tcwv', 'Total column water vapour')\n",
"('tsn', 'Temperature of snow layer')\n",
"('u10', '10 metre U wind component')\n",
"('u100', '100 metre U wind component')\n",
"('v10', '10 metre V wind component')\n",
"('v100', '100 metre V wind component')\n",
"('z', 'Geopotential')\n"
]
}
],
"source": [
"for name in single_reanalysis.data_vars.keys():\n",
" print((name, single_reanalysis[name].attrs[\"long_name\"]))"
]
},
{
"cell_type": "markdown",
"id": "b2609547",
"metadata": {},
"source": [
"## Select a variable and time slice (last available)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7ae1c2d4",
"metadata": {},
"outputs": [],
"source": [
"da = single_reanalysis[\"t2m\"].isel(time=-1)"
]
},
{
"cell_type": "markdown",
"id": "0ef80dbc",
"metadata": {},
"source": [
"## Plot data on Gaussian grid with scatter"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "877f3991",
"metadata": {},
"outputs": [
{
"data": {
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