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    "# How to read data from STAC\n",
    "\n",
    "This notebook shows how to read the data in from a STAC asset using [xarray](https://docs.xarray.dev/en/stable/) and a little hidden helper library called [xpystac](https://pypi.org/project/xpystac/).\n",
    "\n",
    "## tl;dr\n",
    "\n",
    "For any PySTAC object that can be represented as an ndimensional dataset you can read the data using the following command:\n",
    "\n",
    "```python\n",
    "xr.open_dataset(object)\n",
    "```\n",
    "\n",
    "## Dependencies\n",
    "\n",
    "There are lots of optional dependencies depending on where and how the data you are interested in are stored. Here are some of the libraries that you will probably need:\n",
    "\n",
    "- dask - to delay data loading until access\n",
    "- fsspec - to access data from remote storage\n",
    "- pystac - STAC object structures\n",
    "- xarray, rioxarray - data structures\n",
    "- xpystac, stackstac - helper for loading pystac into xarray objects"
   ]
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   "execution_count": 1,
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   "source": [
    "!pip install adlfs dask 'fsspec[http]' planetary_computer stackstac xarray xpystac zarr --quiet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad3fb6dc-3529-47bd-a5b3-f5260f23db88",
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   "source": [
    "Despite all these install instructions, the import block is very straightforward"
   ]
  },
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   "source": [
    "import pystac\n",
    "import xarray as xr"
   ]
  },
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   "id": "6b24745c-b2d5-43d6-9c7e-66458b3a88e3",
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   "source": [
    "## Examples\n",
    "\n",
    "Here are a few examples of the different types of objects that you can open in xarray."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30da7cfd-2861-4095-b15b-9952a7d824d9",
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   "source": [
    "### COGs\n",
    "\n",
    "Read all the data from the COGs referenced by the assets on an item."
   ]
  },
  {
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   "execution_count": 3,
   "id": "c77432e6-8b0d-44d2-a947-ec74a529b8cb",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                      (time: 1, y: 7802, x: 7762, band: 19)\n",
       "Coordinates: (12/32)\n",
       "  * time                         (time) datetime64[ns] 2023-04-08T23:37:51.63...\n",
       "    id                           (time) &lt;U31 ...\n",
       "  * x                            (x) float64 3.774e+05 3.774e+05 ... 6.102e+05\n",
       "  * y                            (y) float64 -3.713e+06 ... -3.947e+06\n",
       "    proj:shape                   object ...\n",
       "    sci:doi                      &lt;U16 ...\n",
       "    ...                           ...\n",
       "    raster:bands                 (band) object ...\n",
       "    classification:bitfields     (band) object ...\n",
       "    common_name                  (band) object ...\n",
       "    center_wavelength            (band) object ...\n",
       "    full_width_half_max          (band) object ...\n",
       "    epsg                         int64 ...\n",
       "Dimensions without coordinates: band\n",
       "Data variables: (12/19)\n",
       "    qa                           (time, y, x) float64 ...\n",
       "    red                          (time, y, x) float64 ...\n",
       "    blue                         (time, y, x) float64 ...\n",
       "    drad                         (time, y, x) float64 ...\n",
       "    emis                         (time, y, x) float64 ...\n",
       "    emsd                         (time, y, x) float64 ...\n",
       "    ...                           ...\n",
       "    swir16                       (time, y, x) float64 ...\n",
       "    swir22                       (time, y, x) float64 ...\n",
       "    coastal                      (time, y, x) float64 ...\n",
       "    qa_pixel                     (time, y, x) float64 ...\n",
       "    qa_radsat                    (time, y, x) float64 ...\n",
       "    qa_aerosol                   (time, y, x) float64 ...\n",
       "Attributes:\n",
       "    spec:        RasterSpec(epsg=32656, bounds=(377370.0, -3947130.0, 610230....\n",
       "    crs:         epsg:32656\n",
       "    transform:   | 30.00, 0.00, 377370.00|\\n| 0.00,-30.00,-3713070.00|\\n| 0.0...\n",
       "    resolution:  30.0</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-b1c68d4f-3e94-452b-938e-7fa1eaf19e68' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b1c68d4f-3e94-452b-938e-7fa1eaf19e68' 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>: 1</li><li><span class='xr-has-index'>y</span>: 7802</li><li><span class='xr-has-index'>x</span>: 7762</li><li><span>band</span>: 19</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-302e1b30-a682-4a59-ba12-c9561014c91c' class='xr-section-summary-in' type='checkbox'  ><label for='section-302e1b30-a682-4a59-ba12-c9561014c91c' class='xr-section-summary' >Coordinates: <span>(32)</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'>2023-04-08T23:37:51.630731</div><input id='attrs-45bd6410-df09-46fe-abec-3507208cfe52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45bd6410-df09-46fe-abec-3507208cfe52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35100bee-d751-4bcc-b8d5-f57859e873f3' class='xr-var-data-in' type='checkbox'><label for='data-35100bee-d751-4bcc-b8d5-f57859e873f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-04-08T23:37:51.630731000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U31</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d670a95d-207d-44fb-960b-86113b77b986' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d670a95d-207d-44fb-960b-86113b77b986' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6c88abb-1919-4900-9ba2-151baba2b67e' class='xr-var-data-in' type='checkbox'><label for='data-e6c88abb-1919-4900-9ba2-151baba2b67e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U31]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.774e+05 3.774e+05 ... 6.102e+05</div><input id='attrs-217e8be8-c5d0-4e06-918a-90b5ab4d1bc4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-217e8be8-c5d0-4e06-918a-90b5ab4d1bc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b22aa23-6240-4866-a433-89425a0ad5ea' class='xr-var-data-in' type='checkbox'><label for='data-4b22aa23-6240-4866-a433-89425a0ad5ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([377370., 377400., 377430., ..., 610140., 610170., 610200.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.713e+06 ... -3.947e+06</div><input id='attrs-9ad5066a-5654-4c19-ae43-e25392a6cdd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ad5066a-5654-4c19-ae43-e25392a6cdd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbda5f9e-aea5-4d7d-8b3d-1b27b2c3c81e' class='xr-var-data-in' type='checkbox'><label for='data-dbda5f9e-aea5-4d7d-8b3d-1b27b2c3c81e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-3713070., -3713100., -3713130., ..., -3947040., -3947070., -3947100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:shape</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-787f65ec-0b9d-41ee-8eb4-de2c34641218' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-787f65ec-0b9d-41ee-8eb4-de2c34641218' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcb85b07-a195-4b54-9454-7f2dc5692c72' class='xr-var-data-in' type='checkbox'><label for='data-fcb85b07-a195-4b54-9454-7f2dc5692c72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sci:doi</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8dcc4aed-2d96-4fe8-b2fd-799c528fef1b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8dcc4aed-2d96-4fe8-b2fd-799c528fef1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-815005ae-62d8-4ccc-bfff-453fd0b5446b' class='xr-var-data-in' type='checkbox'><label for='data-815005ae-62d8-4ccc-bfff-453fd0b5446b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:collection_number</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-475cfb0d-c609-41d8-ac2c-c82b8bac17ed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-475cfb0d-c609-41d8-ac2c-c82b8bac17ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bfbfbf5-19d8-4b94-9c52-f277df3f9544' class='xr-var-data-in' type='checkbox'><label for='data-7bfbfbf5-19d8-4b94-9c52-f277df3f9544' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U2]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:wrs_path</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c9a70530-3b47-4e06-86c7-6a8d2fc70279' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9a70530-3b47-4e06-86c7-6a8d2fc70279' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68841eb4-2033-4ab5-a477-5c0ac9743890' class='xr-var-data-in' type='checkbox'><label for='data-68841eb4-2033-4ab5-a477-5c0ac9743890' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U3]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:wrs_type</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f1be78df-556d-45ff-9a4d-871cd7bae5bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1be78df-556d-45ff-9a4d-871cd7bae5bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61432aa5-a7b7-4ef7-baac-368137a10edb' class='xr-var-data-in' type='checkbox'><label for='data-61432aa5-a7b7-4ef7-baac-368137a10edb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U1]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:wrs_row</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-636ce2af-372d-4f93-8048-752af66727c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-636ce2af-372d-4f93-8048-752af66727c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-828fb426-a361-4fab-8099-c774d7631afb' class='xr-var-data-in' type='checkbox'><label for='data-828fb426-a361-4fab-8099-c774d7631afb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U3]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:cloud_cover_land</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-63104b17-d5f2-453e-87f2-f3819f23a942' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-63104b17-d5f2-453e-87f2-f3819f23a942' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83ae5d52-23cc-4349-b40f-3929053764fb' class='xr-var-data-in' type='checkbox'><label for='data-83ae5d52-23cc-4349-b40f-3929053764fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:scene_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U21</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-36892c33-0c3f-41fa-99d8-518c5f22babc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36892c33-0c3f-41fa-99d8-518c5f22babc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-175597be-64b1-4057-83d3-3f4a87917b03' class='xr-var-data-in' type='checkbox'><label for='data-175597be-64b1-4057-83d3-3f4a87917b03' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U21]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:epsg</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-6943716a-f27e-41d6-a571-ae02c58a198c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6943716a-f27e-41d6-a571-ae02c58a198c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c419e6af-a1d5-453b-971b-90296d6c6a4d' class='xr-var-data-in' type='checkbox'><label for='data-c419e6af-a1d5-453b-971b-90296d6c6a4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>view:sun_azimuth</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-005a8482-f5ca-47e3-ba37-b3a5d05fab82' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-005a8482-f5ca-47e3-ba37-b3a5d05fab82' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-932f55a2-5c32-4959-82ca-97a93c5e54f8' class='xr-var-data-in' type='checkbox'><label for='data-932f55a2-5c32-4959-82ca-97a93c5e54f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>created</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U27</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a5c7f485-8adb-442e-87a2-d35207a8a689' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5c7f485-8adb-442e-87a2-d35207a8a689' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7bcd63c-6033-49fa-86e3-11ba82fc31d2' class='xr-var-data-in' type='checkbox'><label for='data-d7bcd63c-6033-49fa-86e3-11ba82fc31d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U27]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7533871a-f2de-4f56-b9c1-7d192e0f38cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7533871a-f2de-4f56-b9c1-7d192e0f38cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bb63ff5-83e1-4089-9aca-0be3573c9939' class='xr-var-data-in' type='checkbox'><label for='data-4bb63ff5-83e1-4089-9aca-0be3573c9939' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>description</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>&lt;U101</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0ef23adb-b99f-495e-98e7-2aae53f18363' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ef23adb-b99f-495e-98e7-2aae53f18363' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88e65d19-554a-4732-8349-a1489f80faa7' class='xr-var-data-in' type='checkbox'><label for='data-88e65d19-554a-4732-8349-a1489f80faa7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=&lt;U101]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:correction</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U4</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9ce41f83-35fb-483b-b820-73eb677789a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ce41f83-35fb-483b-b820-73eb677789a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ccd1df1e-7e98-4aa3-971f-6649f1eb6177' class='xr-var-data-in' type='checkbox'><label for='data-ccd1df1e-7e98-4aa3-971f-6649f1eb6177' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U4]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>instruments</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-50d44981-e4cf-4c0f-9e81-c0dbf77eb6d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50d44981-e4cf-4c0f-9e81-c0dbf77eb6d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb1c3a34-71f4-4ec1-b42e-230ff63cc913' class='xr-var-data-in' type='checkbox'><label for='data-eb1c3a34-71f4-4ec1-b42e-230ff63cc913' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eo:cloud_cover</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-12d2a197-093d-44c0-be59-e33b381a7d31' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12d2a197-093d-44c0-be59-e33b381a7d31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c01f02a-e1ab-4a59-8862-ae04d43b39dc' class='xr-var-data-in' type='checkbox'><label for='data-9c01f02a-e1ab-4a59-8862-ae04d43b39dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>view:off_nadir</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-dc8f5a3a-be97-45fd-9af6-652f1e159f14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc8f5a3a-be97-45fd-9af6-652f1e159f14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-556ab10f-1651-4774-a568-98260155e5da' class='xr-var-data-in' type='checkbox'><label for='data-556ab10f-1651-4774-a568-98260155e5da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>landsat:collection_category</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-587cb1fd-a211-44be-b164-2ad9448586a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-587cb1fd-a211-44be-b164-2ad9448586a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-758f2a6c-e905-42d4-96ba-7d1812bff963' class='xr-var-data-in' type='checkbox'><label for='data-758f2a6c-e905-42d4-96ba-7d1812bff963' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U2]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>platform</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b9cfb7d9-2bb0-449a-a439-893a9fb21cae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9cfb7d9-2bb0-449a-a439-893a9fb21cae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bd4f555-e03f-46df-89c7-c446c828d238' class='xr-var-data-in' type='checkbox'><label for='data-7bd4f555-e03f-46df-89c7-c446c828d238' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=&lt;U9]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>view:sun_elevation</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-42e3372e-3708-47dc-a07b-88cc5b1c8d3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42e3372e-3708-47dc-a07b-88cc5b1c8d3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54d5c02b-4a8f-4ccc-aae1-559581e44a22' class='xr-var-data-in' type='checkbox'><label for='data-54d5c02b-4a8f-4ccc-aae1-559581e44a22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:transform</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3879ee9b-75fd-4b2c-af2b-8378dfdf55e6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3879ee9b-75fd-4b2c-af2b-8378dfdf55e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75fc3a69-e515-451c-b2b8-5b164ff74eb1' class='xr-var-data-in' type='checkbox'><label for='data-75fc3a69-e515-451c-b2b8-5b164ff74eb1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>title</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>&lt;U68</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2a41ea79-478c-4374-be55-b7a6c7b0a01e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a41ea79-478c-4374-be55-b7a6c7b0a01e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8966c7a-8d06-474e-8fec-2a25399cea5c' class='xr-var-data-in' type='checkbox'><label for='data-e8966c7a-8d06-474e-8fec-2a25399cea5c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=&lt;U68]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>raster:bands</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e5efc638-2581-462f-9c86-3276dcbe1213' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5efc638-2581-462f-9c86-3276dcbe1213' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a0c1f46-aec5-40e3-a10a-8504ccc80f07' class='xr-var-data-in' type='checkbox'><label for='data-4a0c1f46-aec5-40e3-a10a-8504ccc80f07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>classification:bitfields</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-02e0ba7a-ddea-48cf-8f15-7daea7d41125' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02e0ba7a-ddea-48cf-8f15-7daea7d41125' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0f27e65-cd87-4af4-8b6b-754b66313164' class='xr-var-data-in' type='checkbox'><label for='data-a0f27e65-cd87-4af4-8b6b-754b66313164' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>common_name</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-86c6fc32-2e8e-4931-90f5-b478112398c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86c6fc32-2e8e-4931-90f5-b478112398c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bff2b44e-1db9-437b-8b63-98f7ab2cbc70' class='xr-var-data-in' type='checkbox'><label for='data-bff2b44e-1db9-437b-8b63-98f7ab2cbc70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>center_wavelength</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2e147bf3-c6f6-4fe8-a1f2-eb57012c3dd7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2e147bf3-c6f6-4fe8-a1f2-eb57012c3dd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a176e6dc-8422-4136-8136-f01dc89fc90d' class='xr-var-data-in' type='checkbox'><label for='data-a176e6dc-8422-4136-8136-f01dc89fc90d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>full_width_half_max</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-74415c8f-2213-4d45-9915-979f6d6d8a8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74415c8f-2213-4d45-9915-979f6d6d8a8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0096f34-a82c-46dc-8806-c0ac535b1d2f' class='xr-var-data-in' type='checkbox'><label for='data-f0096f34-a82c-46dc-8806-c0ac535b1d2f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[19 values with dtype=object]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epsg</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-e42eef76-de88-4f62-b82c-6878ed3930f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e42eef76-de88-4f62-b82c-6878ed3930f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d5fb64b-76cd-48b5-88a7-ed6ee5a9cd4a' class='xr-var-data-in' type='checkbox'><label for='data-6d5fb64b-76cd-48b5-88a7-ed6ee5a9cd4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-19f4bd94-623a-4518-aaa9-bc7db97bfb97' class='xr-section-summary-in' type='checkbox'  ><label for='section-19f4bd94-623a-4518-aaa9-bc7db97bfb97' class='xr-section-summary' >Data variables: <span>(19)</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>qa</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8cefba56-4675-41a0-83aa-b79be03d71c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cefba56-4675-41a0-83aa-b79be03d71c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f4e3947-e242-4cd3-9c44-8d295eab58e5' class='xr-var-data-in' type='checkbox'><label for='data-1f4e3947-e242-4cd3-9c44-8d295eab58e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>red</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9be1e06b-11b5-4f96-b83b-e97e08f0c1f8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9be1e06b-11b5-4f96-b83b-e97e08f0c1f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb15f303-6a79-4f39-bccd-21a3bc4a4141' class='xr-var-data-in' type='checkbox'><label for='data-bb15f303-6a79-4f39-bccd-21a3bc4a4141' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>blue</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9e3e7a1b-3390-4732-95a2-b6cb061d1683' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9e3e7a1b-3390-4732-95a2-b6cb061d1683' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0a6144c-272c-4aea-aba4-00f3ec5c740e' class='xr-var-data-in' type='checkbox'><label for='data-e0a6144c-272c-4aea-aba4-00f3ec5c740e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>drad</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6352f129-d6e7-423c-a831-73796b1f3005' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6352f129-d6e7-423c-a831-73796b1f3005' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8726e98e-0240-41e8-8d60-0998c51538d9' class='xr-var-data-in' type='checkbox'><label for='data-8726e98e-0240-41e8-8d60-0998c51538d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emis</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ca1b0743-732f-4dce-a06c-b7f24367c64e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ca1b0743-732f-4dce-a06c-b7f24367c64e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d42e2658-123b-47bf-842b-eded5951a6ad' class='xr-var-data-in' type='checkbox'><label for='data-d42e2658-123b-47bf-842b-eded5951a6ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>emsd</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-89b01b4f-d7c9-4cef-b499-6aaf1a2e6510' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89b01b4f-d7c9-4cef-b499-6aaf1a2e6510' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3ec15db-5ea6-47a0-907f-21ec2510f496' class='xr-var-data-in' type='checkbox'><label for='data-f3ec15db-5ea6-47a0-907f-21ec2510f496' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>trad</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e8a7e393-c520-4880-b53f-f38899fdaa67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e8a7e393-c520-4880-b53f-f38899fdaa67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72eda616-0656-470b-b041-4d3170461d20' class='xr-var-data-in' type='checkbox'><label for='data-72eda616-0656-470b-b041-4d3170461d20' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>urad</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-64ad3471-ee01-4436-834e-861462addbb1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64ad3471-ee01-4436-834e-861462addbb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3382a121-2de6-4ffa-80f7-4c4230fb1a5f' class='xr-var-data-in' type='checkbox'><label for='data-3382a121-2de6-4ffa-80f7-4c4230fb1a5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atran</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-237d1185-8bde-43a7-80cf-4871c25137de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-237d1185-8bde-43a7-80cf-4871c25137de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f060ba3-f794-42a1-8ac4-af37d6c4f249' class='xr-var-data-in' type='checkbox'><label for='data-8f060ba3-f794-42a1-8ac4-af37d6c4f249' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>cdist</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c4d2f43c-08e9-466c-86c6-1f709cd883e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c4d2f43c-08e9-466c-86c6-1f709cd883e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1eba0df-b4a5-433b-831d-3f63d99b730e' class='xr-var-data-in' type='checkbox'><label for='data-a1eba0df-b4a5-433b-831d-3f63d99b730e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>green</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-804949d7-178e-4aeb-816d-72a31737411b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-804949d7-178e-4aeb-816d-72a31737411b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76d7ce56-0bc0-4855-a679-a587257ea20f' class='xr-var-data-in' type='checkbox'><label for='data-76d7ce56-0bc0-4855-a679-a587257ea20f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nir08</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-34effe7c-23bc-4dcd-af5b-7d23807fdac3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34effe7c-23bc-4dcd-af5b-7d23807fdac3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf2db486-fd58-4198-a954-3e33aa36a5c4' class='xr-var-data-in' type='checkbox'><label for='data-bf2db486-fd58-4198-a954-3e33aa36a5c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lwir11</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-180f1e65-ba04-4e23-ae53-75d0b62fff5e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-180f1e65-ba04-4e23-ae53-75d0b62fff5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab5da43a-ba32-47aa-b159-dc075f1bace6' class='xr-var-data-in' type='checkbox'><label for='data-ab5da43a-ba32-47aa-b159-dc075f1bace6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swir16</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2a880a76-02ca-4d56-882f-02b940016296' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a880a76-02ca-4d56-882f-02b940016296' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01a59ed4-51db-40b2-8d41-c844c4e42876' class='xr-var-data-in' type='checkbox'><label for='data-01a59ed4-51db-40b2-8d41-c844c4e42876' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swir22</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-71a7cf50-eb6b-4fbd-92ee-a064b08d9027' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71a7cf50-eb6b-4fbd-92ee-a064b08d9027' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-499e9cc6-5bc2-4dfd-bd03-ea0d461f53bc' class='xr-var-data-in' type='checkbox'><label for='data-499e9cc6-5bc2-4dfd-bd03-ea0d461f53bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>coastal</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a92e9973-e817-46d1-b171-916c1f434d10' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a92e9973-e817-46d1-b171-916c1f434d10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8de0c496-d413-4e07-931d-0cb365e1d253' class='xr-var-data-in' type='checkbox'><label for='data-8de0c496-d413-4e07-931d-0cb365e1d253' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qa_pixel</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-79701771-fab4-45f5-962d-53bb02b5941c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79701771-fab4-45f5-962d-53bb02b5941c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a02d67f-6f5c-4d48-a3a2-8711d1ba05d0' class='xr-var-data-in' type='checkbox'><label for='data-7a02d67f-6f5c-4d48-a3a2-8711d1ba05d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qa_radsat</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-74da58a7-098c-444a-88c0-f7e75542552e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74da58a7-098c-444a-88c0-f7e75542552e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6e7a8db-c45f-4afa-afe7-22eaa0041b71' class='xr-var-data-in' type='checkbox'><label for='data-a6e7a8db-c45f-4afa-afe7-22eaa0041b71' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qa_aerosol</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b68ae188-5c67-4807-8425-65837afe828e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b68ae188-5c67-4807-8425-65837afe828e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ab9bb0c-58d0-489a-bacb-016692089bd5' class='xr-var-data-in' type='checkbox'><label for='data-4ab9bb0c-58d0-489a-bacb-016692089bd5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[60559124 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5ee73819-d89a-44ab-9fac-652314cae1c0' class='xr-section-summary-in' type='checkbox'  ><label for='section-5ee73819-d89a-44ab-9fac-652314cae1c0' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-577aa71b-0b58-4d8d-84f8-d6545bf24c43' class='xr-index-data-in' type='checkbox'/><label for='index-577aa71b-0b58-4d8d-84f8-d6545bf24c43' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2023-04-08 23:37:51.630731&#x27;], dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a909ab44-b061-44ac-8699-29b92e8296f2' class='xr-index-data-in' type='checkbox'/><label for='index-a909ab44-b061-44ac-8699-29b92e8296f2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([377370.0, 377400.0, 377430.0, 377460.0, 377490.0, 377520.0,\n",
       "              377550.0, 377580.0, 377610.0, 377640.0,\n",
       "              ...\n",
       "              609930.0, 609960.0, 609990.0, 610020.0, 610050.0, 610080.0,\n",
       "              610110.0, 610140.0, 610170.0, 610200.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=7762))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b935e8db-240b-47a8-9658-bb627b681cbe' class='xr-index-data-in' type='checkbox'/><label for='index-b935e8db-240b-47a8-9658-bb627b681cbe' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-3713070.0, -3713100.0, -3713130.0, -3713160.0, -3713190.0,\n",
       "              -3713220.0, -3713250.0, -3713280.0, -3713310.0, -3713340.0,\n",
       "              ...\n",
       "              -3946830.0, -3946860.0, -3946890.0, -3946920.0, -3946950.0,\n",
       "              -3946980.0, -3947010.0, -3947040.0, -3947070.0, -3947100.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=7802))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02b644ef-4044-4c21-97de-76ef74fd7eb6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-02b644ef-4044-4c21-97de-76ef74fd7eb6' 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>spec :</span></dt><dd>RasterSpec(epsg=32656, bounds=(377370.0, -3947130.0, 610230.0, -3713070.0), resolutions_xy=(30.0, 30.0))</dd><dt><span>crs :</span></dt><dd>epsg:32656</dd><dt><span>transform :</span></dt><dd>| 30.00, 0.00, 377370.00|\n",
       "| 0.00,-30.00,-3713070.00|\n",
       "| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>30.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                      (time: 1, y: 7802, x: 7762, band: 19)\n",
       "Coordinates: (12/32)\n",
       "  * time                         (time) datetime64[ns] 2023-04-08T23:37:51.63...\n",
       "    id                           (time) <U31 ...\n",
       "  * x                            (x) float64 3.774e+05 3.774e+05 ... 6.102e+05\n",
       "  * y                            (y) float64 -3.713e+06 ... -3.947e+06\n",
       "    proj:shape                   object ...\n",
       "    sci:doi                      <U16 ...\n",
       "    ...                           ...\n",
       "    raster:bands                 (band) object ...\n",
       "    classification:bitfields     (band) object ...\n",
       "    common_name                  (band) object ...\n",
       "    center_wavelength            (band) object ...\n",
       "    full_width_half_max          (band) object ...\n",
       "    epsg                         int64 ...\n",
       "Dimensions without coordinates: band\n",
       "Data variables: (12/19)\n",
       "    qa                           (time, y, x) float64 ...\n",
       "    red                          (time, y, x) float64 ...\n",
       "    blue                         (time, y, x) float64 ...\n",
       "    drad                         (time, y, x) float64 ...\n",
       "    emis                         (time, y, x) float64 ...\n",
       "    emsd                         (time, y, x) float64 ...\n",
       "    ...                           ...\n",
       "    swir16                       (time, y, x) float64 ...\n",
       "    swir22                       (time, y, x) float64 ...\n",
       "    coastal                      (time, y, x) float64 ...\n",
       "    qa_pixel                     (time, y, x) float64 ...\n",
       "    qa_radsat                    (time, y, x) float64 ...\n",
       "    qa_aerosol                   (time, y, x) float64 ...\n",
       "Attributes:\n",
       "    spec:        RasterSpec(epsg=32656, bounds=(377370.0, -3947130.0, 610230....\n",
       "    crs:         epsg:32656\n",
       "    transform:   | 30.00, 0.00, 377370.00|\\n| 0.00,-30.00,-3713070.00|\\n| 0.0...\n",
       "    resolution:  30.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "landsat_item = pystac.Item.from_file(\n",
    "    \"https://planetarycomputer.microsoft.com/api/stac/v1/collections/landsat-c2-l2/items/LC09_L2SP_088084_20230408_02_T2\"\n",
    ")\n",
    "xr.open_dataset(landsat_item)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2eceda5-7dc7-482c-a95a-7f24f7698933",
   "metadata": {},
   "source": [
    "### Zarr\n",
    "\n",
    "Read from an asset that references data stored in zarr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5176680b-3d58-4c72-bf58-d80051f6de75",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                  (time: 14965, y: 584, x: 284, nv: 2)\n",
       "Coordinates:\n",
       "    lat                      (y, x) float32 ...\n",
       "    lon                      (y, x) float32 ...\n",
       "  * time                     (time) datetime64[ns] 1980-01-01T12:00:00 ... 20...\n",
       "  * x                        (x) float32 -5.802e+06 -5.801e+06 ... -5.519e+06\n",
       "  * y                        (y) float32 -3.9e+04 -4e+04 ... -6.21e+05 -6.22e+05\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    dayl                     (time, y, x) float32 ...\n",
       "    lambert_conformal_conic  int16 ...\n",
       "    prcp                     (time, y, x) float32 ...\n",
       "    srad                     (time, y, x) float32 ...\n",
       "    swe                      (time, y, x) float32 ...\n",
       "    time_bnds                (time, nv) datetime64[ns] ...\n",
       "    tmax                     (time, y, x) float32 ...\n",
       "    tmin                     (time, y, x) float32 ...\n",
       "    vp                       (time, y, x) float32 ...\n",
       "    yearday                  (time) int16 ...\n",
       "Attributes:\n",
       "    Conventions:       CF-1.6\n",
       "    Version_data:      Daymet Data Version 4.0\n",
       "    Version_software:  Daymet Software Version 4.0\n",
       "    citation:          Please see http://daymet.ornl.gov/ for current Daymet ...\n",
       "    references:        Please see http://daymet.ornl.gov/ for current informa...\n",
       "    source:            Daymet Software Version 4.0\n",
       "    start_year:        1980</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-9c566301-da0f-430c-8690-dd938463af1e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9c566301-da0f-430c-8690-dd938463af1e' 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>: 14965</li><li><span class='xr-has-index'>y</span>: 584</li><li><span class='xr-has-index'>x</span>: 284</li><li><span>nv</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-753223f4-49ba-457b-9523-c2a387034c8a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-753223f4-49ba-457b-9523-c2a387034c8a' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7320d883-bd8d-42b6-ab1c-dc5969155ca5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7320d883-bd8d-42b6-ab1c-dc5969155ca5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdafc2aa-ba82-4ff1-a9fe-2d16f70ecb00' class='xr-var-data-in' type='checkbox'><label for='data-fdafc2aa-ba82-4ff1-a9fe-2d16f70ecb00' title='Show/Hide data repr'><svg 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 coordinate</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'><pre>[165856 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-03801105-c6ba-432e-80dd-a79d6b910fa0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-03801105-c6ba-432e-80dd-a79d6b910fa0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e894872a-dde6-403b-8d7e-788badafad2a' class='xr-var-data-in' type='checkbox'><label for='data-e894872a-dde6-403b-8d7e-788badafad2a' title='Show/Hide data repr'><svg 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 coordinate</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'><pre>[165856 values with dtype=float32]</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'>1980-01-01T12:00:00 ... 2020-12-...</div><input id='attrs-0f0fbc88-6baa-4b53-b73c-bece624e8435' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f0fbc88-6baa-4b53-b73c-bece624e8435' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40d810b5-21c5-4ca0-ad4f-c860774aec0f' class='xr-var-data-in' type='checkbox'><label for='data-40d810b5-21c5-4ca0-ad4f-c860774aec0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>long_name :</span></dt><dd>24-hour day based on local time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1980-01-01T12:00:00.000000000&#x27;, &#x27;1980-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;1980-01-03T12:00:00.000000000&#x27;, ..., &#x27;2020-12-28T12:00:00.000000000&#x27;,\n",
       "       &#x27;2020-12-29T12:00:00.000000000&#x27;, &#x27;2020-12-30T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-5.802e+06 ... -5.519e+06</div><input id='attrs-1b210d7b-a929-4ae3-83a3-79d36337b424' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b210d7b-a929-4ae3-83a3-79d36337b424' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62353ddd-9038-4d2c-82e9-3050dc960195' class='xr-var-data-in' type='checkbox'><label for='data-62353ddd-9038-4d2c-82e9-3050dc960195' title='Show/Hide data repr'><svg 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>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([-5802250., -5801250., -5800250., ..., -5521250., -5520250., -5519250.],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-3.9e+04 -4e+04 ... -6.22e+05</div><input id='attrs-56d8caa3-38c5-42fe-bc7e-9a23c00de7fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56d8caa3-38c5-42fe-bc7e-9a23c00de7fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d375b95-64e1-400a-847e-3f4d5d1e61c1' class='xr-var-data-in' type='checkbox'><label for='data-8d375b95-64e1-400a-847e-3f4d5d1e61c1' title='Show/Hide data repr'><svg 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>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([ -39000.,  -40000.,  -41000., ..., -620000., -621000., -622000.],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e1b0ca3f-4e72-4843-8c40-367d6c9231c8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e1b0ca3f-4e72-4843-8c40-367d6c9231c8' class='xr-section-summary' >Data variables: <span>(10)</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>dayl</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c4ad2bb5-af9d-419e-9b2b-c5542ffa6d5d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c4ad2bb5-af9d-419e-9b2b-c5542ffa6d5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3358d61-9c70-43bf-9aa1-a60dae0a231e' class='xr-var-data-in' type='checkbox'><label for='data-a3358d61-9c70-43bf-9aa1-a60dae0a231e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>daylength</dd><dt><span>units :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lambert_conformal_conic</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5f28738a-7cf6-4deb-9aa8-c9d4ad88e300' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f28738a-7cf6-4deb-9aa8-c9d4ad88e300' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-600b7be0-9240-4e3f-bd40-ac19954eac6f' class='xr-var-data-in' type='checkbox'><label for='data-600b7be0-9240-4e3f-bd40-ac19954eac6f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>false_easting :</span></dt><dd>0.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>grid_mapping_name :</span></dt><dd>lambert_conformal_conic</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>42.5</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-100.0</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>standard_parallel :</span></dt><dd>[25.0, 60.0]</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prcp</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13bd464c-061c-4e06-a43b-f41c12e2461a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13bd464c-061c-4e06-a43b-f41c12e2461a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88604141-4ef2-4613-a0f8-741c7c06e7e0' class='xr-var-data-in' type='checkbox'><label for='data-88604141-4ef2-4613-a0f8-741c7c06e7e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean time: sum</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>daily total precipitation</dd><dt><span>units :</span></dt><dd>mm/day</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>srad</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b302002-9ced-4617-a099-97212d9129d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b302002-9ced-4617-a099-97212d9129d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f8d24d5-eca9-4bb4-9763-5a3681f1d7ac' class='xr-var-data-in' type='checkbox'><label for='data-3f8d24d5-eca9-4bb4-9763-5a3681f1d7ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean time: mean</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>daylight average incident shortwave radiation</dd><dt><span>units :</span></dt><dd>W/m2</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swe</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-954dd358-790d-4c8f-809e-8eb6b3d749fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-954dd358-790d-4c8f-809e-8eb6b3d749fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00c10098-f9c3-4428-809e-00be82156430' class='xr-var-data-in' type='checkbox'><label for='data-00c10098-f9c3-4428-809e-00be82156430' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean time: mean</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>snow water equivalent</dd><dt><span>units :</span></dt><dd>kg/m2</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, nv)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-91657739-5855-479f-b58f-a326310883bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-91657739-5855-479f-b58f-a326310883bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90caa369-c6f7-4385-8d5f-174d8a99224e' class='xr-var-data-in' type='checkbox'><label for='data-90caa369-c6f7-4385-8d5f-174d8a99224e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29930 values with dtype=datetime64[ns]]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmax</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eb6f2e04-238f-43fc-bab0-eec82c97163e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eb6f2e04-238f-43fc-bab0-eec82c97163e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26f0358a-8903-4c3b-9d3f-0aa6121eddf9' class='xr-var-data-in' type='checkbox'><label for='data-26f0358a-8903-4c3b-9d3f-0aa6121eddf9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean time: maximum</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>daily maximum temperature</dd><dt><span>units :</span></dt><dd>degrees C</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmin</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0fde56dd-4215-4728-a154-1113aa92257f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fde56dd-4215-4728-a154-1113aa92257f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e67bce5-131c-4a1b-98e4-ab6ea2746b9d' class='xr-var-data-in' type='checkbox'><label for='data-0e67bce5-131c-4a1b-98e4-ab6ea2746b9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean time: minimum</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>daily minimum temperature</dd><dt><span>units :</span></dt><dd>degrees C</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vp</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-df84995c-20e7-4138-9dae-14778686b7d1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-df84995c-20e7-4138-9dae-14778686b7d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82330cdd-63e1-428b-acc4-1be58356b4b6' class='xr-var-data-in' type='checkbox'><label for='data-82330cdd-63e1-428b-acc4-1be58356b4b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_methods :</span></dt><dd>area: mean time: mean</dd><dt><span>grid_mapping :</span></dt><dd>lambert_conformal_conic</dd><dt><span>long_name :</span></dt><dd>daily average vapor pressure</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><pre>[2482035040 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>yearday</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-af29560f-f49a-4d2e-ae21-6bab406e491c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af29560f-f49a-4d2e-ae21-6bab406e491c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e4ba486-5231-4ba4-a8b4-0b34db9369b2' class='xr-var-data-in' type='checkbox'><label for='data-4e4ba486-5231-4ba4-a8b4-0b34db9369b2' title='Show/Hide data repr'><svg 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>day of year (DOY) starting with day 1 on Januaray 1st</dd></dl></div><div class='xr-var-data'><pre>[14965 values with dtype=int16]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-31501f6b-87b1-412c-a0be-bfb79dd816a1' class='xr-section-summary-in' type='checkbox'  ><label for='section-31501f6b-87b1-412c-a0be-bfb79dd816a1' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a567111b-0629-4829-913e-fc6ba522c6e3' class='xr-index-data-in' type='checkbox'/><label for='index-a567111b-0629-4829-913e-fc6ba522c6e3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1980-01-01 12:00:00&#x27;, &#x27;1980-01-02 12:00:00&#x27;,\n",
       "               &#x27;1980-01-03 12:00:00&#x27;, &#x27;1980-01-04 12:00:00&#x27;,\n",
       "               &#x27;1980-01-05 12:00:00&#x27;, &#x27;1980-01-06 12:00:00&#x27;,\n",
       "               &#x27;1980-01-07 12:00:00&#x27;, &#x27;1980-01-08 12:00:00&#x27;,\n",
       "               &#x27;1980-01-09 12:00:00&#x27;, &#x27;1980-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2020-12-21 12:00:00&#x27;, &#x27;2020-12-22 12:00:00&#x27;,\n",
       "               &#x27;2020-12-23 12:00:00&#x27;, &#x27;2020-12-24 12:00:00&#x27;,\n",
       "               &#x27;2020-12-25 12:00:00&#x27;, &#x27;2020-12-26 12:00:00&#x27;,\n",
       "               &#x27;2020-12-27 12:00:00&#x27;, &#x27;2020-12-28 12:00:00&#x27;,\n",
       "               &#x27;2020-12-29 12:00:00&#x27;, &#x27;2020-12-30 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=14965, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ec0f9c07-e0b9-4041-9dcf-28ac58df559a' class='xr-index-data-in' type='checkbox'/><label for='index-ec0f9c07-e0b9-4041-9dcf-28ac58df559a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-5802250.0, -5801250.0, -5800250.0, -5799250.0, -5798250.0,\n",
       "              -5797250.0, -5796250.0, -5795250.0, -5794250.0, -5793250.0,\n",
       "              ...\n",
       "              -5528250.0, -5527250.0, -5526250.0, -5525250.0, -5524250.0,\n",
       "              -5523250.0, -5522250.0, -5521250.0, -5520250.0, -5519250.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=284))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0504b93d-d789-435f-aa9d-67c3b62d8b37' class='xr-index-data-in' type='checkbox'/><label for='index-0504b93d-d789-435f-aa9d-67c3b62d8b37' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([ -39000.0,  -40000.0,  -41000.0,  -42000.0,  -43000.0,  -44000.0,\n",
       "               -45000.0,  -46000.0,  -47000.0,  -48000.0,\n",
       "              ...\n",
       "              -613000.0, -614000.0, -615000.0, -616000.0, -617000.0, -618000.0,\n",
       "              -619000.0, -620000.0, -621000.0, -622000.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=584))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c94535e0-c1fa-48f9-9332-c153d9043737' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c94535e0-c1fa-48f9-9332-c153d9043737' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>Version_data :</span></dt><dd>Daymet Data Version 4.0</dd><dt><span>Version_software :</span></dt><dd>Daymet Software Version 4.0</dd><dt><span>citation :</span></dt><dd>Please see http://daymet.ornl.gov/ for current Daymet data citation information</dd><dt><span>references :</span></dt><dd>Please see http://daymet.ornl.gov/ for current information on Daymet references</dd><dt><span>source :</span></dt><dd>Daymet Software Version 4.0</dd><dt><span>start_year :</span></dt><dd>1980</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                  (time: 14965, y: 584, x: 284, nv: 2)\n",
       "Coordinates:\n",
       "    lat                      (y, x) float32 ...\n",
       "    lon                      (y, x) float32 ...\n",
       "  * time                     (time) datetime64[ns] 1980-01-01T12:00:00 ... 20...\n",
       "  * x                        (x) float32 -5.802e+06 -5.801e+06 ... -5.519e+06\n",
       "  * y                        (y) float32 -3.9e+04 -4e+04 ... -6.21e+05 -6.22e+05\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    dayl                     (time, y, x) float32 ...\n",
       "    lambert_conformal_conic  int16 ...\n",
       "    prcp                     (time, y, x) float32 ...\n",
       "    srad                     (time, y, x) float32 ...\n",
       "    swe                      (time, y, x) float32 ...\n",
       "    time_bnds                (time, nv) datetime64[ns] ...\n",
       "    tmax                     (time, y, x) float32 ...\n",
       "    tmin                     (time, y, x) float32 ...\n",
       "    vp                       (time, y, x) float32 ...\n",
       "    yearday                  (time) int16 ...\n",
       "Attributes:\n",
       "    Conventions:       CF-1.6\n",
       "    Version_data:      Daymet Data Version 4.0\n",
       "    Version_software:  Daymet Software Version 4.0\n",
       "    citation:          Please see http://daymet.ornl.gov/ for current Daymet ...\n",
       "    references:        Please see http://daymet.ornl.gov/ for current informa...\n",
       "    source:            Daymet Software Version 4.0\n",
       "    start_year:        1980"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daymet_collection = pystac.Collection.from_file(\n",
    "    \"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-daily-hi\"\n",
    ")\n",
    "daymet_asset = daymet_collection.assets[\"zarr-abfs\"]\n",
    "\n",
    "xr.open_dataset(daymet_asset)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd4e0c53-90b0-4276-9caf-9014aa0a31f9",
   "metadata": {},
   "source": [
    "### Reference file\n",
    "\n",
    "If the collection has a reference file we can use that"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "00efc688-a8b8-4b45-8ee8-1aa076a870f4",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (time: 23741, lat: 600, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float64 0.125 0.375 0.625 0.875 ... 359.1 359.4 359.6 359.9\n",
       "  * time     (time) datetime64[us] 1950-01-01T12:00:00 ... 2014-12-31T12:00:00\n",
       "Data variables:\n",
       "    hurs     (time, lat, lon) float32 ...\n",
       "    huss     (time, lat, lon) float32 ...\n",
       "    pr       (time, lat, lon) float32 ...\n",
       "    rlds     (time, lat, lon) float32 ...\n",
       "    rsds     (time, lat, lon) float32 ...\n",
       "    sfcWind  (time, lat, lon) float32 ...\n",
       "    tas      (time, lat, lon) float32 ...\n",
       "    tasmax   (time, lat, lon) float32 ...\n",
       "    tasmin   (time, lat, lon) float32 ...\n",
       "Attributes: (12/22)\n",
       "    Conventions:           CF-1.7\n",
       "    activity:              NEX-GDDP-CMIP6\n",
       "    cmip6_institution_id:  CSIRO-ARCCSS\n",
       "    cmip6_license:         CC-BY-SA 4.0\n",
       "    cmip6_source_id:       ACCESS-CM2\n",
       "    contact:               Dr. Rama Nemani: rama.nemani@nasa.gov, Dr. Bridget...\n",
       "    ...                    ...\n",
       "    scenario:              historical\n",
       "    source:                BCSD\n",
       "    title:                 ACCESS-CM2, r1i1p1f1, historical, global downscale...\n",
       "    tracking_id:           16d27564-470f-41ea-8077-f4cc3efa5bfe\n",
       "    variant_label:         r1i1p1f1\n",
       "    version:               1.0</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-6f9776cf-290e-4acc-9686-950171bf004c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6f9776cf-290e-4acc-9686-950171bf004c' 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>: 23741</li><li><span class='xr-has-index'>lat</span>: 600</li><li><span class='xr-has-index'>lon</span>: 1440</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ce9976af-a21e-43e8-bcd0-d483e35adb55' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ce9976af-a21e-43e8-bcd0-d483e35adb55' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-59.88 -59.62 ... 89.62 89.88</div><input id='attrs-a07c8af0-d910-4f03-9d85-1e568e13494a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a07c8af0-d910-4f03-9d85-1e568e13494a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89ecc878-72ce-4c7f-a45a-11611c5d5853' class='xr-var-data-in' type='checkbox'><label for='data-89ecc878-72ce-4c7f-a45a-11611c5d5853' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-59.875, -59.625, -59.375, ...,  89.375,  89.625,  89.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.125 0.375 0.625 ... 359.6 359.9</div><input id='attrs-e8cd0d45-e3cf-488e-8be2-fc1d0657716b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8cd0d45-e3cf-488e-8be2-fc1d0657716b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-736078e7-c2e8-492d-8515-8bc6a73055c2' class='xr-var-data-in' type='checkbox'><label for='data-736078e7-c2e8-492d-8515-8bc6a73055c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([1.25000e-01, 3.75000e-01, 6.25000e-01, ..., 3.59375e+02, 3.59625e+02,\n",
       "       3.59875e+02])</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[us]</div><div class='xr-var-preview xr-preview'>1950-01-01T12:00:00 ... 2014-12-...</div><input id='attrs-50ed9fb6-0c4a-438f-baba-88036b89abf8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50ed9fb6-0c4a-438f-baba-88036b89abf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7b0b848-cdb9-47d6-bb3f-b845fc56f7b2' class='xr-var-data-in' type='checkbox'><label for='data-e7b0b848-cdb9-47d6-bb3f-b845fc56f7b2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>_FillValue :</span></dt><dd>1970-01-01T00:00:00.000000</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;1950-01-01T12:00:00.000000&#x27;, &#x27;1950-01-02T12:00:00.000000&#x27;,\n",
       "       &#x27;1950-01-03T12:00:00.000000&#x27;, ..., &#x27;2014-12-29T12:00:00.000000&#x27;,\n",
       "       &#x27;2014-12-30T12:00:00.000000&#x27;, &#x27;2014-12-31T12:00:00.000000&#x27;],\n",
       "      dtype=&#x27;datetime64[us]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-41c022f5-bd3b-4ec7-8ec3-e91bca9410f5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-41c022f5-bd3b-4ec7-8ec3-e91bca9410f5' class='xr-section-summary' >Data variables: <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>hurs</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e20987ff-921f-448a-9061-0af0e6936bfa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e20987ff-921f-448a-9061-0af0e6936bfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-216c5173-b0e5-404b-86e2-71b549e1e295' class='xr-var-data-in' type='checkbox'><label for='data-216c5173-b0e5-404b-86e2-71b549e1e295' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>The relative humidity with respect to liquid water for T&gt; 0 C, and with respect to ice for T&lt;0 C.</dd><dt><span>long_name :</span></dt><dd>Near-Surface Relative Humidity</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>huss</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bdbb298d-7b01-4ded-9499-a736bb64abf4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bdbb298d-7b01-4ded-9499-a736bb64abf4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5118492f-6426-4153-830f-35def19faec9' class='xr-var-data-in' type='checkbox'><label for='data-5118492f-6426-4153-830f-35def19faec9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>Near-surface (usually, 2 meter) specific humidity.</dd><dt><span>long_name :</span></dt><dd>Near-Surface Specific Humidity</dd><dt><span>standard_name :</span></dt><dd>specific_humidity</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pr</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-16ea0d24-f488-48bd-b6f5-ebf3e4389818' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16ea0d24-f488-48bd-b6f5-ebf3e4389818' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c42651b7-f0d5-4cb0-a217-e87a832c1bac' class='xr-var-data-in' type='checkbox'><label for='data-c42651b7-f0d5-4cb0-a217-e87a832c1bac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>includes both liquid and solid phases</dd><dt><span>long_name :</span></dt><dd>Precipitation</dd><dt><span>standard_name :</span></dt><dd>precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rlds</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1086b1fd-14c6-4603-9905-47e6c4b507ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1086b1fd-14c6-4603-9905-47e6c4b507ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17c56931-c134-40f6-91ec-d1cc8755efb7' class='xr-var-data-in' type='checkbox'><label for='data-17c56931-c134-40f6-91ec-d1cc8755efb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>The surface called &#x27;surface&#x27; means the lower boundary of the atmosphere. &#x27;longwave&#x27; means longwave radiation. Downwelling radiation is radiation from above. It does not mean &#x27;net downward&#x27;. When thought of as being incident on a surface, a radiative flux is sometimes called &#x27;irradiance&#x27;. In addition, it is identical with the quantity measured by a cosine-collector light-meter and sometimes called &#x27;vector irradiance&#x27;. In accordance with common usage in geophysical disciplines, &#x27;flux&#x27; implies per unit area, called &#x27;flux density&#x27; in physics.</dd><dt><span>long_name :</span></dt><dd>Surface Downwelling Longwave Radiation</dd><dt><span>standard_name :</span></dt><dd>surface_downwelling_longwave_flux_in_air</dd><dt><span>units :</span></dt><dd>W m-2</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rsds</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e99e5126-87a5-4f77-b8e5-7b29197dbb0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e99e5126-87a5-4f77-b8e5-7b29197dbb0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79f2b992-45d5-4fd9-ae87-4d8e2070eb60' class='xr-var-data-in' type='checkbox'><label for='data-79f2b992-45d5-4fd9-ae87-4d8e2070eb60' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>Surface solar irradiance for UV calculations.</dd><dt><span>long_name :</span></dt><dd>Surface Downwelling Shortwave Radiation</dd><dt><span>standard_name :</span></dt><dd>surface_downwelling_shortwave_flux_in_air</dd><dt><span>units :</span></dt><dd>W m-2</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sfcWind</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-608e7960-5210-4cf4-a914-331551212d86' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-608e7960-5210-4cf4-a914-331551212d86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-738436b7-bf84-4682-b25b-20ea14135ebb' class='xr-var-data-in' type='checkbox'><label for='data-738436b7-bf84-4682-b25b-20ea14135ebb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 10 meters) wind speed.</dd><dt><span>long_name :</span></dt><dd>Daily-Mean Near-Surface Wind Speed</dd><dt><span>standard_name :</span></dt><dd>wind_speed</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-37694e7d-b892-47db-99c8-9d987c88f159' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-37694e7d-b892-47db-99c8-9d987c88f159' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5753ef38-ad54-47ca-a765-2b5dd2c1a0c1' class='xr-var-data-in' type='checkbox'><label for='data-5753ef38-ad54-47ca-a765-2b5dd2c1a0c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: mean time: maximum</dd><dt><span>comment :</span></dt><dd>near-surface (usually, 2 meter) air temperature; derived from downscaled tasmax &amp; tasmin</dd><dt><span>long_name :</span></dt><dd>Daily Near-Surface Air Temperature</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30252ebb-22f9-4dad-9627-251e35cb3459' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30252ebb-22f9-4dad-9627-251e35cb3459' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b538828-bd34-4d8a-a07a-40880f399383' class='xr-var-data-in' type='checkbox'><label for='data-7b538828-bd34-4d8a-a07a-40880f399383' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: mean time: maximum</dd><dt><span>comment :</span></dt><dd>maximum near-surface (usually, 2 meter) air temperature (add cell_method attribute &#x27;time: max&#x27;)</dd><dt><span>long_name :</span></dt><dd>Daily Maximum Near-Surface Air Temperature</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tasmin</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c1c71c63-d1c0-465d-ab52-3d5b38ba37a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1c71c63-d1c0-465d-ab52-3d5b38ba37a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbf9d48e-5691-402c-a380-0d079bb1b8c3' class='xr-var-data-in' type='checkbox'><label for='data-fbf9d48e-5691-402c-a380-0d079bb1b8c3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: mean time: minimum</dd><dt><span>comment :</span></dt><dd>minimum near-surface (usually, 2 meter) air temperature (add cell_method attribute &#x27;time: min&#x27;)</dd><dt><span>long_name :</span></dt><dd>Daily Minimum Near-Surface Air Temperature</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><pre>[20512224000 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ccd3f9ee-46f7-4f1e-a481-73778d89158a' class='xr-section-summary-in' type='checkbox'  ><label for='section-ccd3f9ee-46f7-4f1e-a481-73778d89158a' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a682f9a1-0b39-425d-ae59-470d7cde0a70' class='xr-index-data-in' type='checkbox'/><label for='index-a682f9a1-0b39-425d-ae59-470d7cde0a70' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-59.875, -59.625, -59.375, -59.125, -58.875, -58.625, -58.375,\n",
       "              -58.125, -57.875, -57.625,\n",
       "              ...\n",
       "               87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,\n",
       "               89.375,  89.625,  89.875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=600))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c2ed21c0-2958-4aee-bc5e-96a441ec3034' class='xr-index-data-in' type='checkbox'/><label for='index-c2ed21c0-2958-4aee-bc5e-96a441ec3034' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  0.125,   0.375,   0.625,   0.875,   1.125,   1.375,   1.625,\n",
       "                1.875,   2.125,   2.375,\n",
       "              ...\n",
       "              357.625, 357.875, 358.125, 358.375, 358.625, 358.875, 359.125,\n",
       "              359.375, 359.625, 359.875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d924e3ce-3444-4e55-ae4f-a7a257cdf232' class='xr-index-data-in' type='checkbox'/><label for='index-d924e3ce-3444-4e55-ae4f-a7a257cdf232' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1950-01-01 12:00:00&#x27;, &#x27;1950-01-02 12:00:00&#x27;,\n",
       "               &#x27;1950-01-03 12:00:00&#x27;, &#x27;1950-01-04 12:00:00&#x27;,\n",
       "               &#x27;1950-01-05 12:00:00&#x27;, &#x27;1950-01-06 12:00:00&#x27;,\n",
       "               &#x27;1950-01-07 12:00:00&#x27;, &#x27;1950-01-08 12:00:00&#x27;,\n",
       "               &#x27;1950-01-09 12:00:00&#x27;, &#x27;1950-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2014-12-22 12:00:00&#x27;, &#x27;2014-12-23 12:00:00&#x27;,\n",
       "               &#x27;2014-12-24 12:00:00&#x27;, &#x27;2014-12-25 12:00:00&#x27;,\n",
       "               &#x27;2014-12-26 12:00:00&#x27;, &#x27;2014-12-27 12:00:00&#x27;,\n",
       "               &#x27;2014-12-28 12:00:00&#x27;, &#x27;2014-12-29 12:00:00&#x27;,\n",
       "               &#x27;2014-12-30 12:00:00&#x27;, &#x27;2014-12-31 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=23741, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0d80f335-4007-44f2-9024-d7cda2d03e9e' class='xr-section-summary-in' type='checkbox'  ><label for='section-0d80f335-4007-44f2-9024-d7cda2d03e9e' class='xr-section-summary' >Attributes: <span>(22)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>activity :</span></dt><dd>NEX-GDDP-CMIP6</dd><dt><span>cmip6_institution_id :</span></dt><dd>CSIRO-ARCCSS</dd><dt><span>cmip6_license :</span></dt><dd>CC-BY-SA 4.0</dd><dt><span>cmip6_source_id :</span></dt><dd>ACCESS-CM2</dd><dt><span>contact :</span></dt><dd>Dr. Rama Nemani: rama.nemani@nasa.gov, Dr. Bridget Thrasher: bridget@climateanalyticsgroup.org</dd><dt><span>creation_date :</span></dt><dd>2021-10-04T13:59:21.654137+00:00</dd><dt><span>disclaimer :</span></dt><dd>This data is considered provisional and subject to change. This data is provided as is without any warranty of any kind, either express or implied, arising by law or otherwise, including but not limited to warranties of completeness, non-infringement, accuracy, merchantability, or fitness for a particular purpose. The user assumes all risk associated with the use of, or inability to use, this data.</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>history :</span></dt><dd>2021-10-04T13:59:21.654137+00:00: install global attributes</dd><dt><span>institution :</span></dt><dd>NASA Earth Exchange, NASA Ames Research Center, Moffett Field, CA 94035</dd><dt><span>product :</span></dt><dd>output</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>BCSD method: Thrasher et al., 2012, Hydrol. Earth Syst. Sci.,16, 3309-3314. Ref period obs: latest version of the Princeton Global Meteorological Forcings (http://hydrology.princeton.edu/data.php), based on Sheffield et al., 2006, J. Climate, 19 (13), 3088-3111.</dd><dt><span>resolution_id :</span></dt><dd>0.25 degree</dd><dt><span>scenario :</span></dt><dd>historical</dd><dt><span>source :</span></dt><dd>BCSD</dd><dt><span>title :</span></dt><dd>ACCESS-CM2, r1i1p1f1, historical, global downscaled CMIP6 climate projection data</dd><dt><span>tracking_id :</span></dt><dd>16d27564-470f-41ea-8077-f4cc3efa5bfe</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>version :</span></dt><dd>1.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 23741, lat: 600, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float64 0.125 0.375 0.625 0.875 ... 359.1 359.4 359.6 359.9\n",
       "  * time     (time) datetime64[us] 1950-01-01T12:00:00 ... 2014-12-31T12:00:00\n",
       "Data variables:\n",
       "    hurs     (time, lat, lon) float32 ...\n",
       "    huss     (time, lat, lon) float32 ...\n",
       "    pr       (time, lat, lon) float32 ...\n",
       "    rlds     (time, lat, lon) float32 ...\n",
       "    rsds     (time, lat, lon) float32 ...\n",
       "    sfcWind  (time, lat, lon) float32 ...\n",
       "    tas      (time, lat, lon) float32 ...\n",
       "    tasmax   (time, lat, lon) float32 ...\n",
       "    tasmin   (time, lat, lon) float32 ...\n",
       "Attributes: (12/22)\n",
       "    Conventions:           CF-1.7\n",
       "    activity:              NEX-GDDP-CMIP6\n",
       "    cmip6_institution_id:  CSIRO-ARCCSS\n",
       "    cmip6_license:         CC-BY-SA 4.0\n",
       "    cmip6_source_id:       ACCESS-CM2\n",
       "    contact:               Dr. Rama Nemani: rama.nemani@nasa.gov, Dr. Bridget...\n",
       "    ...                    ...\n",
       "    scenario:              historical\n",
       "    source:                BCSD\n",
       "    title:                 ACCESS-CM2, r1i1p1f1, historical, global downscale...\n",
       "    tracking_id:           16d27564-470f-41ea-8077-f4cc3efa5bfe\n",
       "    variant_label:         r1i1p1f1\n",
       "    version:               1.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cmip6_collection = pystac.Collection.from_file(\n",
    "    \"https://planetarycomputer.microsoft.com/api/stac/v1/collections/nasa-nex-gddp-cmip6\"\n",
    ")\n",
    "cmip6_asset = cmip6_collection.assets[\"ACCESS-CM2.historical\"]\n",
    "\n",
    "xr.open_dataset(cmip6_asset)"
   ]
  }
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