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Created August 3, 2021 18:53
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MERRA2 -> hourly time series dataframe
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MERRA2_demo.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Demo of fetching hourly MERRA2 data using pydap and xarray\n",
"\n",
"Important notes:\n",
"\n",
"- The username/password won't work for MERRA2 until you accept a EULA for it.\n",
" + See https://disc.gsfc.nasa.gov/data-access and https://disc.gsfc.nasa.gov/earthdata-login\n",
"- The version of pydap on PyPI is pretty out of date, and we need a newer version with a bugfix.\n",
" + See https://github.com/pydap/pydap/issues/121 and https://github.com/pydap/pydap/issues/212.\n",
" + Install the current version with `pip install git+https://github.com/pydap/pydap#egg=pydap`\n",
"- SSL fails when connected to the NREL VPN, so disconnect before fetching data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from pydap.cas.urs import setup_session\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# credentials for EOSDIS/Earthdata\n",
"username = 'redacted'\n",
"password = 'redacted'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dataset = 'M2T1NXRAD'\n",
"base = 'https://goldsmr4.gesdisc.eosdis.nasa.gov/dods'\n",
"url = base + '/' + dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 3.87 s\n"
]
}
],
"source": [
"%%time\n",
"session = setup_session(username, password, check_url=url)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 1.63 s\n"
]
}
],
"source": [
"%%time\n",
"store = xr.backends.PydapDataStore.open(url, session=session)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 12.5 s\n"
]
}
],
"source": [
"%%time\n",
"ds = xr.open_dataset(store)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 34 ms\n"
]
}
],
"source": [
"%%time\n",
"subset = ds.sel({'lat': 40, 'lon': -80, 'time':'2020-01'})"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 12.8 s\n"
]
}
],
"source": [
"%%time\n",
"df = subset[['swgdn', 'albedo']].to_dataframe()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df = df.drop(columns=['lat', 'lon'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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"source": [
"df['swgdn'].plot()"
]
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"cell_type": "code",
"execution_count": 11,
"metadata": {},
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" ts (time) float32 272.9123 272.66986 ... 272.97934 272.9578\n",
"Attributes:\n",
" title: MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-L...\n",
" Conventions: [&#x27;COARDS&#x27;, &#x27;GrADS&#x27;]\n",
" dataType: Grid\n",
" history: Wed Jul 28 10:36:33 GMT 2021 : imported by GrADS Data Serve...</pre><div class='xr-wrap' hidden><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-0de8f4a1-840a-4adc-9f36-0ee1be87d511' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0de8f4a1-840a-4adc-9f36-0ee1be87d511' 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>: 744</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-70139e7c-bc6b-4980-b2fa-8cfcbc201c3c' class='xr-section-summary-in' type='checkbox' checked><label for='section-70139e7c-bc6b-4980-b2fa-8cfcbc201c3c' 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'>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'>2020-01-01T00:30:00.000013 ... 2...</div><input id='attrs-1b8648ce-e042-452e-9f39-e850f42fd711' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b8648ce-e042-452e-9f39-e850f42fd711' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99b3ae2a-f1a8-4c9e-bac4-167d90e41940' class='xr-var-data-in' type='checkbox'><label for='data-99b3ae2a-f1a8-4c9e-bac4-167d90e41940' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grads_dim :</span></dt><dd>t</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>363768</dd><dt><span>grads_min :</span></dt><dd>00:30z01jan1980</dd><dt><span>grads_step :</span></dt><dd>60mn</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>minimum :</span></dt><dd>00:30z01jan1980</dd><dt><span>maximum :</span></dt><dd>23:30z30jun2021</dd><dt><span>resolution :</span></dt><dd>0.041666668</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2020-01-01T00:30:00.000013000&#x27;, &#x27;2020-01-01T01:30:00.000000000&#x27;,\n",
" &#x27;2020-01-01T02:30:00.000000000&#x27;, ..., &#x27;2020-01-31T21:30:00.000013000&#x27;,\n",
" &#x27;2020-01-31T22:30:00.000000000&#x27;, &#x27;2020-01-31T23:30:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>40.0</div><input id='attrs-391fd7e4-2c48-4cb3-9986-295092d2c9bf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-391fd7e4-2c48-4cb3-9986-295092d2c9bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2b34cdd-0c38-4b28-a6a7-ab562d6e705a' class='xr-var-data-in' type='checkbox'><label for='data-b2b34cdd-0c38-4b28-a6a7-ab562d6e705a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grads_dim :</span></dt><dd>y</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>361</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>minimum :</span></dt><dd>-90.0</dd><dt><span>maximum :</span></dt><dd>90.0</dd><dt><span>resolution :</span></dt><dd>0.5</dd></dl></div><div class='xr-var-data'><pre>array(40.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-80.0</div><input id='attrs-f0dad4fa-44b4-4a72-9c9b-030768267faf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0dad4fa-44b4-4a72-9c9b-030768267faf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bad46483-0bb8-4777-9194-e8ae971ea36e' class='xr-var-data-in' type='checkbox'><label for='data-bad46483-0bb8-4777-9194-e8ae971ea36e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grads_dim :</span></dt><dd>x</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>576</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>minimum :</span></dt><dd>-180.0</dd><dt><span>maximum :</span></dt><dd>179.375</dd><dt><span>resolution :</span></dt><dd>0.625</dd></dl></div><div class='xr-var-data'><pre>array(-80.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-257e4290-4322-4b8d-984a-b0c4a89072d4' class='xr-section-summary-in' type='checkbox' ><label for='section-257e4290-4322-4b8d-984a-b0c4a89072d4' class='xr-section-summary' >Data variables: <span>(36)</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>albedo</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan ... 0.16698109 nan</div><input id='attrs-a47ae18e-774e-4ab1-9955-b375bd7be717' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a47ae18e-774e-4ab1-9955-b375bd7be717' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6738296-2015-4518-94bd-5dd7e652c386' class='xr-var-data-in' type='checkbox'><label for='data-f6738296-2015-4518-94bd-5dd7e652c386' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>surface albedo 1 </dd></dl></div><div class='xr-var-data'><pre>array([ nan, nan, nan, ..., 0.163258, 0.166981, nan],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>albnirdf</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d4c02ca2-f387-4177-b989-5f25fa5538c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4c02ca2-f387-4177-b989-5f25fa5538c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f8b7e58-dfe0-4c07-b1f1-6b915d538631' class='xr-var-data-in' type='checkbox'><label for='data-0f8b7e58-dfe0-4c07-b1f1-6b915d538631' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>surface albedo for near infrared diffuse 1 </dd></dl></div><div class='xr-var-data'><pre>array([ nan, nan, nan, ..., 0.206995, 0.20695 , nan],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>albnirdr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bc7560b3-aa51-48bb-a3e1-5fe2ea43acd2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc7560b3-aa51-48bb-a3e1-5fe2ea43acd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d843072c-58a9-4778-bb65-6b44b9d9019e' class='xr-var-data-in' type='checkbox'><label for='data-d843072c-58a9-4778-bb65-6b44b9d9019e' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>surface albedo for near infrared beam 1 </dd></dl></div><div class='xr-var-data'><pre>array([ nan, nan, nan, ..., 0.285797, 0.335729, nan],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>albvisdf</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-680efbd6-892c-44ff-9237-1ea2ed584bd1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-680efbd6-892c-44ff-9237-1ea2ed584bd1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7df3dd71-a074-48cc-aa0e-8d3d1cebcd59' class='xr-var-data-in' type='checkbox'><label for='data-7df3dd71-a074-48cc-aa0e-8d3d1cebcd59' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>surface albedo for visible diffuse 1 </dd></dl></div><div class='xr-var-data'><pre>array([ nan, nan, nan, ..., 0.080957, 0.080893, nan],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>albvisdr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3c7cc404-6157-4769-8d86-522c228c24d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c7cc404-6157-4769-8d86-522c228c24d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-feed9d06-bd2e-4543-a7c4-855d25112bc7' class='xr-var-data-in' type='checkbox'><label for='data-feed9d06-bd2e-4543-a7c4-855d25112bc7' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>surface albedo for visible beam 1 </dd></dl></div><div class='xr-var-data'><pre>array([ nan, nan, nan, ..., 0.087433, 0.093938, nan],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cldhgh</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-18cb6874-8fdc-455e-a305-3a4d71cee594' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18cb6874-8fdc-455e-a305-3a4d71cee594' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3a1e4af-b855-4817-ac39-1eb963d8febd' class='xr-var-data-in' type='checkbox'><label for='data-a3a1e4af-b855-4817-ac39-1eb963d8febd' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>cloud area fraction for high clouds 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.020355, 0. , 0. , ..., 0.060532, 0.023659, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cldlow</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-26cb8399-c2ed-49b9-87dc-2d3656c03361' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26cb8399-c2ed-49b9-87dc-2d3656c03361' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5b0fe67-2c64-4f39-b330-f1001366528f' class='xr-var-data-in' type='checkbox'><label for='data-a5b0fe67-2c64-4f39-b330-f1001366528f' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>cloud area fraction for low clouds 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.622803, 0.586426, 0.597656, ..., 0.591064, 0.629639, 0.665039],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cldmid</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-25316de5-18f7-447b-ad18-fa9301eab2c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25316de5-18f7-447b-ad18-fa9301eab2c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e3cee98-0c2f-4cb1-8928-dd9a25181a66' class='xr-var-data-in' type='checkbox'><label for='data-3e3cee98-0c2f-4cb1-8928-dd9a25181a66' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>cloud area fraction for middle clouds 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.074127, 0. , 0. , ..., 0.264771, 0.369751, 0.327026],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cldtot</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9af4d3be-c650-44bc-a224-f8a99bc22e0e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9af4d3be-c650-44bc-a224-f8a99bc22e0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2e4497d-af12-4c6d-a4f3-77e433868f7e' class='xr-var-data-in' type='checkbox'><label for='data-b2e4497d-af12-4c6d-a4f3-77e433868f7e' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>total cloud area fraction 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.653809, 0.586426, 0.597656, ..., 0.723877, 0.77417 , 0.771484],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emis</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2aceec7c-db23-4018-9ac4-b959bff95eb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2aceec7c-db23-4018-9ac4-b959bff95eb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b65565e4-4e3d-40f9-9db8-8601146f9b46' class='xr-var-data-in' type='checkbox'><label for='data-b65565e4-4e3d-40f9-9db8-8601146f9b46' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>surface emissivity 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.969301, 0.969291, 0.969281, ..., 0.964599, 0.964593, 0.964605],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgab</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0716debd-ac89-4e22-b1bd-6a393c12d9ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0716debd-ac89-4e22-b1bd-6a393c12d9ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a46e093f-04dd-40f8-865b-8a67cfe9cc35' class='xr-var-data-in' type='checkbox'><label for='data-a46e093f-04dd-40f8-865b-8a67cfe9cc35' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface absorbed longwave radiation w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([265.1536 , 261.6456 , 259.5419 , ..., 287.75266, 291.7496 , 293.171 ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgabclr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-99b96d83-3a44-4971-953b-3bf5f07d3636' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-99b96d83-3a44-4971-953b-3bf5f07d3636' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89eca871-8254-49e6-ae1a-00f46c72eca4' class='xr-var-data-in' type='checkbox'><label for='data-89eca871-8254-49e6-ae1a-00f46c72eca4' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface absorbed longwave radiation assuming clear sky w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([215.39432, 214.69348, 213.84752, ..., 240.97017, 240.99039, 239.10101],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgabclrcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f27436e3-939b-4d52-a4c6-bf3e4547db1a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f27436e3-939b-4d52-a4c6-bf3e4547db1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d80ccd2-88d0-426c-ae6f-70f179d4e87f' class='xr-var-data-in' type='checkbox'><label for='data-5d80ccd2-88d0-426c-ae6f-70f179d4e87f' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface absorbed longwave radiation assuming clear sky and no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([215.40063, 214.7051 , 213.87439, ..., 240.87527, 240.5075 , 238.71848],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgem</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-81254e20-81f3-44d2-98b1-4b54aa2eb943' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81254e20-81f3-44d2-98b1-4b54aa2eb943' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-285a7a67-f6af-4ccf-bdb3-c08bed7ee812' class='xr-var-data-in' type='checkbox'><label for='data-285a7a67-f6af-4ccf-bdb3-c08bed7ee812' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>longwave flux emitted from surface w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([305.07065, 303.95755, 302.9565 , ..., 310.02856, 303.88626, 303.77335],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgnt</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e00d3585-bf09-4c03-8853-168392d533c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e00d3585-bf09-4c03-8853-168392d533c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e334d9ae-b238-4dc9-906c-414b783ed512' class='xr-var-data-in' type='checkbox'><label for='data-e334d9ae-b238-4dc9-906c-414b783ed512' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward longwave flux w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([-39.93281 , -42.337837, -43.455795, ..., -22.283611, -12.08872 ,\n",
" -10.59956 ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgntclr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bd62cb18-4f90-44b6-a030-d6423183dc8f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bd62cb18-4f90-44b6-a030-d6423183dc8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a132d67e-1b94-4106-844a-fa2ad5ab07b1' class='xr-var-data-in' type='checkbox'><label for='data-a132d67e-1b94-4106-844a-fa2ad5ab07b1' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward longwave flux assuming clear sky w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([-90.186905, -89.93106 , -89.6842 , ..., -73.01227 , -65.440704,\n",
" -64.5676 ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwgntclrcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-86059ae7-ff25-4d5f-ba84-df2cf4ac6802' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-86059ae7-ff25-4d5f-ba84-df2cf4ac6802' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad3900bd-b165-4f02-baa0-445c3c501482' class='xr-var-data-in' type='checkbox'><label for='data-ad3900bd-b165-4f02-baa0-445c3c501482' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward longwave flux assuming clear sky and no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([-90.18672, -89.96859, -89.69587, ..., -73.0751 , -65.90085, -64.89915],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwtup</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fc932e92-afcc-4b49-86f4-d71dabe9e4b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc932e92-afcc-4b49-86f4-d71dabe9e4b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22333c8c-972c-4caf-becd-dbbeb114d6c6' class='xr-var-data-in' type='checkbox'><label for='data-22333c8c-972c-4caf-becd-dbbeb114d6c6' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>upwelling longwave flux at toa w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([222.01636, 225.31772, 227.29726, ..., 212.29767, 217.6463 , 218.06383],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwtupclr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-14cd4061-0eda-4c7b-bd7b-07f2c949dfee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14cd4061-0eda-4c7b-bd7b-07f2c949dfee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cc28698-52a4-421c-b848-574600f993ff' class='xr-var-data-in' type='checkbox'><label for='data-0cc28698-52a4-421c-b848-574600f993ff' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>upwelling longwave flux at toa assuming clear sky w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([234.14996, 234.47235, 235.62549, ..., 232.64468, 231.99539, 232.44154],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwtupclrcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5a6c6e31-59fa-4660-9ddf-b82e3da0eebe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5a6c6e31-59fa-4660-9ddf-b82e3da0eebe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63309333-4c9e-4522-a983-15c15fc85d61' class='xr-var-data-in' type='checkbox'><label for='data-63309333-4c9e-4522-a983-15c15fc85d61' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>upwelling longwave flux at toa assuming clear sky and no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([234.15048, 234.47235, 235.62549, ..., 232.64467, 231.96393, 232.43864],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swgdn</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 1.2700195 0.0</div><input id='attrs-edf38eea-1bc1-42fd-97b0-3f71736a144f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-edf38eea-1bc1-42fd-97b0-3f71736a144f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b810546-9e4f-47ca-811a-2a90534f887a' class='xr-var-data-in' type='checkbox'><label for='data-6b810546-9e4f-47ca-811a-2a90534f887a' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface incoming shortwave flux w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 48.265625, 1.27002 , 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swgdnclr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4dc94542-fa2e-4c9b-b636-7f54c670ede0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4dc94542-fa2e-4c9b-b636-7f54c670ede0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2eb3eecc-16a8-4597-8b46-34dc2192ab95' class='xr-var-data-in' type='checkbox'><label for='data-2eb3eecc-16a8-4597-8b46-34dc2192ab95' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface incoming shortwave flux assuming clear sky w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 101.71875 , 3.499023,\n",
" 0. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swgnt</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1057a572-93dc-4d81-a359-7516a438f543' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1057a572-93dc-4d81-a359-7516a438f543' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55cce504-23b0-401a-a6c2-5fa6cf623931' class='xr-var-data-in' type='checkbox'><label for='data-55cce504-23b0-401a-a6c2-5fa6cf623931' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward shortwave flux w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 40.390625, 1.057617, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swgntcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-15749bf4-290a-4143-8496-bad0cc18ec92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15749bf4-290a-4143-8496-bad0cc18ec92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b9d3654-eaa2-439d-8665-149ef215a99e' class='xr-var-data-in' type='checkbox'><label for='data-2b9d3654-eaa2-439d-8665-149ef215a99e' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward shortwave flux assuming no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 44.515625, 1.272461, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swgntclr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2577bdfd-9a72-42c9-8454-f45701d43ba1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2577bdfd-9a72-42c9-8454-f45701d43ba1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4127d3af-b218-4b70-bece-284939e2402e' class='xr-var-data-in' type='checkbox'><label for='data-4127d3af-b218-4b70-bece-284939e2402e' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward shortwave flux assuming clear sky w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 85.125 , 2.916992, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swgntclrcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-924e8ac6-670c-41e7-b06f-fc4e1ed0392b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-924e8ac6-670c-41e7-b06f-fc4e1ed0392b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ba3d6fd-413a-4e0e-ac51-0ff72a5d6a4e' class='xr-var-data-in' type='checkbox'><label for='data-2ba3d6fd-413a-4e0e-ac51-0ff72a5d6a4e' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>surface net downward shortwave flux assuming clear sky and no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 98.5 , 3.675781, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swtdn</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b0ba0e59-ed9d-46bc-98be-c6bea8e49b02' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0ba0e59-ed9d-46bc-98be-c6bea8e49b02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cfad5d2-819c-4318-8e02-7d525d4aff23' class='xr-var-data-in' type='checkbox'><label for='data-1cfad5d2-819c-4318-8e02-7d525d4aff23' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>toa incoming shortwave flux w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 200.5 , 12.425781,\n",
" 0. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swtnt</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9c07570d-7d69-4951-ba12-b011e50a3823' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c07570d-7d69-4951-ba12-b011e50a3823' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ca3a64d-ef31-432b-951a-ca464c771c36' class='xr-var-data-in' type='checkbox'><label for='data-4ca3a64d-ef31-432b-951a-ca464c771c36' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>toa net downward shortwave flux w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 93.125 , 5.916016, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swtntcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-19ca1130-a5fa-4760-82bd-2008916f9545' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19ca1130-a5fa-4760-82bd-2008916f9545' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59fbda93-19fc-49a9-8664-29e76fc14818' class='xr-var-data-in' type='checkbox'><label for='data-59fbda93-19fc-49a9-8664-29e76fc14818' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>toa net downward shortwave flux assuming no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 95.25 , 6.023438, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swtntclr</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02c17fff-a9f1-48aa-bc36-5ce8fd96ea14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02c17fff-a9f1-48aa-bc36-5ce8fd96ea14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-369d7000-2bf3-4a80-b101-651f45d0bb8b' class='xr-var-data-in' type='checkbox'><label for='data-369d7000-2bf3-4a80-b101-651f45d0bb8b' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>toa net downward shortwave flux assuming clear sky w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 142.5 , 8.089844,\n",
" 0. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swtntclrcln</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cee6b84f-b230-4223-8d68-b23db1725388' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cee6b84f-b230-4223-8d68-b23db1725388' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dfbe509-05be-4609-91aa-cba6429248a8' class='xr-var-data-in' type='checkbox'><label for='data-6dfbe509-05be-4609-91aa-cba6429248a8' title='Show/Hide data repr'><svg 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>w m-2</dd><dt><span>long_name :</span></dt><dd>toa net downward shortwave flux assuming clear sky and no aerosol w m-2 </dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 0. , 0. , ..., 152.9375 , 8.800781,\n",
" 0. ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tauhgh</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ed47f75a-5798-4bba-a0c0-f8278e84d6f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed47f75a-5798-4bba-a0c0-f8278e84d6f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e078de0e-d8a4-4c98-9f1b-039aa54d335d' class='xr-var-data-in' type='checkbox'><label for='data-e078de0e-d8a4-4c98-9f1b-039aa54d335d' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>in cloud optical thickness of high clouds(export) 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.010082, 0. , 0. , ..., 0.01825 , 0.007265, 0. ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>taulow</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-764e3902-0012-4bff-96c2-31a36b51e380' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-764e3902-0012-4bff-96c2-31a36b51e380' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66969d8a-c584-454c-a5b6-55549018627a' class='xr-var-data-in' type='checkbox'><label for='data-66969d8a-c584-454c-a5b6-55549018627a' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>in cloud optical thickness of low clouds 1 </dd></dl></div><div class='xr-var-data'><pre>array([36.40625 , 45.390625, 48.171875, ..., 37.671875, 47. , 64.40625 ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>taumid</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-58a6744c-8b44-477a-aaf5-839cfa3b578e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58a6744c-8b44-477a-aaf5-839cfa3b578e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f42e974-e904-45fe-803f-94f8d530d6da' class='xr-var-data-in' type='checkbox'><label for='data-4f42e974-e904-45fe-803f-94f8d530d6da' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>in cloud optical thickness of middle clouds 1 </dd></dl></div><div class='xr-var-data'><pre>array([0.058197, 0. , 0. , ..., 4.818359, 7.335938, 4.951172],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tautot</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-beaa627d-56cc-4506-bec8-c8906ea161cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-beaa627d-56cc-4506-bec8-c8906ea161cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e75f0eeb-a32d-43c6-aeaa-ae0bb1bc65a8' class='xr-var-data-in' type='checkbox'><label for='data-e75f0eeb-a32d-43c6-aeaa-ae0bb1bc65a8' title='Show/Hide data repr'><svg 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>1</dd><dt><span>long_name :</span></dt><dd>in cloud optical thickness of all clouds 1 </dd></dl></div><div class='xr-var-data'><pre>array([36.46875 , 45.390625, 48.171875, ..., 42.5 , 54.34375 , 69.375 ],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ts</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f8786e53-f6ac-4375-8f8c-de2cb22a4874' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8786e53-f6ac-4375-8f8c-de2cb22a4874' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f33015f5-a0ba-4a48-99b2-98a5e10236c8' class='xr-var-data-in' type='checkbox'><label for='data-f33015f5-a0ba-4a48-99b2-98a5e10236c8' title='Show/Hide data repr'><svg 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>k</dd><dt><span>long_name :</span></dt><dd>surface skin temperature k </dd></dl></div><div class='xr-var-data'><pre>array([272.9123 , 272.66986, 272.4482 , ..., 274.35382, 272.97934, 272.9578 ],\n",
" dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6a29b794-ee78-4483-b3f9-2c83bbc02216' class='xr-section-summary-in' type='checkbox' checked><label for='section-6a29b794-ee78-4483-b3f9-2c83bbc02216' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics V5.12.4</dd><dt><span>Conventions :</span></dt><dd>[&#x27;COARDS&#x27;, &#x27;GrADS&#x27;]</dd><dt><span>dataType :</span></dt><dd>Grid</dd><dt><span>history :</span></dt><dd>Wed Jul 28 10:36:33 GMT 2021 : imported by GrADS Data Server 2.0</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 744)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2020-01-01T00:30:00.000013 ... 2020-01...\n",
" lat float64 40.0\n",
" lon float64 -80.0\n",
"Data variables:\n",
" albedo (time) float32 nan nan nan nan ... 0.16325806 0.16698109 nan\n",
" albnirdf (time) float32 ...\n",
" albnirdr (time) float32 ...\n",
" albvisdf (time) float32 ...\n",
" albvisdr (time) float32 ...\n",
" cldhgh (time) float32 ...\n",
" cldlow (time) float32 ...\n",
" cldmid (time) float32 ...\n",
" cldtot (time) float32 ...\n",
" emis (time) float32 ...\n",
" lwgab (time) float32 ...\n",
" lwgabclr (time) float32 ...\n",
" lwgabclrcln (time) float32 ...\n",
" lwgem (time) float32 ...\n",
" lwgnt (time) float32 ...\n",
" lwgntclr (time) float32 ...\n",
" lwgntclrcln (time) float32 ...\n",
" lwtup (time) float32 ...\n",
" lwtupclr (time) float32 ...\n",
" lwtupclrcln (time) float32 ...\n",
" swgdn (time) float32 0.0 0.0 0.0 0.0 ... 48.265625 1.2700195 0.0\n",
" swgdnclr (time) float32 ...\n",
" swgnt (time) float32 ...\n",
" swgntcln (time) float32 ...\n",
" swgntclr (time) float32 ...\n",
" swgntclrcln (time) float32 ...\n",
" swtdn (time) float32 ...\n",
" swtnt (time) float32 ...\n",
" swtntcln (time) float32 ...\n",
" swtntclr (time) float32 ...\n",
" swtntclrcln (time) float32 ...\n",
" tauhgh (time) float32 ...\n",
" taulow (time) float32 ...\n",
" taumid (time) float32 ...\n",
" tautot (time) float32 ...\n",
" ts (time) float32 ...\n",
"Attributes:\n",
" title: MERRA-2 tavg1_2d_rad_Nx: 2d,1-Hourly,Time-Averaged,Single-L...\n",
" Conventions: ['COARDS', 'GrADS']\n",
" dataType: Grid\n",
" history: Wed Jul 28 10:36:33 GMT 2021 : imported by GrADS Data Serve..."
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"subset"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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