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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 asset that can be represented as an xarray dataset you can read the data using the following command:\n",
    "\n",
    "```python\n",
    "xr.open_dataset(asset)\n",
    "```\n",
    "\n",
    "If you want to load multiple assets from the same item and/or many items at once use:\n",
    "\n",
    "\n",
    "```python\n",
    "odc.stac.load([items])\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",
    "- pystac - STAC object structures\n",
    "- xarray, rioxarray - data structures\n",
    "- xpystac, odc-stac - helper for loading pystac into xarray objects"
   ]
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  {
   "cell_type": "markdown",
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   "metadata": {},
   "source": [
    "Despite all these install instructions, the import block is very straightforward"
   ]
  },
  {
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   "source": [
    "import odc.stac\n",
    "import planetary_computer\n",
    "import rioxarray\n",
    "import xarray as xr\n",
    "\n",
    "import pystac"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b24745c-b2d5-43d6-9c7e-66458b3a88e3",
   "metadata": {},
   "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",
   "metadata": {},
   "source": [
    "### COGs\n",
    "\n",
    "Read all the data from the COGs referenced by the assets on an item."
   ]
  },
  {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 2GB\n",
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       "Data variables: (12/19)\n",
       "    qa           (time, y, x) int16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    red          (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    blue         (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    drad         (time, y, x) int16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    emis         (time, y, x) int16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    emsd         (time, y, x) int16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    ...           ...\n",
       "    swir16       (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    swir22       (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    coastal      (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    qa_pixel     (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    qa_radsat    (time, y, x) uint16 121MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;\n",
       "    qa_aerosol   (time, y, x) uint8 61MB dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;</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-a6043f1c-5be9-42cd-9f86-295cdeea83b2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a6043f1c-5be9-42cd-9f86-295cdeea83b2' 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'>y</span>: 7801</li><li><span class='xr-has-index'>x</span>: 7761</li><li><span class='xr-has-index'>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9b4c53af-34ee-47ed-bf65-a9566ed28b7d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b4c53af-34ee-47ed-bf65-a9566ed28b7d' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>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-bff80192-c9a4-4ff7-adef-a022c31e0e16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bff80192-c9a4-4ff7-adef-a022c31e0e16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bbb44ed-b0a1-443c-9fb6-36400c3b8e5f' class='xr-var-data-in' type='checkbox'><label for='data-2bbb44ed-b0a1-443c-9fb6-36400c3b8e5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-30.0</dd><dt><span>crs :</span></dt><dd>EPSG:32656</dd></dl></div><div class='xr-var-data'><pre>array([-3713100., -3713130., -3713160., ..., -3947040., -3947070., -3947100.],\n",
       "      shape=(7801,))</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-145bdc35-7bc2-496b-b1e8-dc39c377962d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-145bdc35-7bc2-496b-b1e8-dc39c377962d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ce7cc8d-0321-4d0f-9276-3fa1c7d91c22' class='xr-var-data-in' type='checkbox'><label for='data-5ce7cc8d-0321-4d0f-9276-3fa1c7d91c22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>30.0</dd><dt><span>crs :</span></dt><dd>EPSG:32656</dd></dl></div><div class='xr-var-data'><pre>array([377400., 377430., 377460., ..., 610140., 610170., 610200.],\n",
       "      shape=(7761,))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32656</div><input id='attrs-8290d08c-4874-40ba-9dbd-4e2853e1344f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8290d08c-4874-40ba-9dbd-4e2853e1344f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b3d00dc-bfd1-44fa-8282-bb0e297cfe63' class='xr-var-data-in' type='checkbox'><label for='data-0b3d00dc-bfd1-44fa-8282-bb0e297cfe63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 56N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 56N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,153,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 150°E and 156°E, northern hemisphere between equator and 84°N, onshore and offshore. Russian Federation.&quot;],BBOX[0,150,84,156]],ID[&quot;EPSG&quot;,32656]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 56N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 56N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,153,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 150°E and 156°E, northern hemisphere between equator and 84°N, onshore and offshore. Russian Federation.&quot;],BBOX[0,150,84,156]],ID[&quot;EPSG&quot;,32656]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 56N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>153.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>GeoTransform :</span></dt><dd>377385 30 0 -3713085 0 -30</dd></dl></div><div class='xr-var-data'><pre>array(32656, dtype=int32)</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'>2023-04-08T23:37:51.630731</div><input id='attrs-70905aad-7552-4743-9215-00339f51b07b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70905aad-7552-4743-9215-00339f51b07b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1180e7a-b771-48e3-afd9-857446334cbd' class='xr-var-data-in' type='checkbox'><label for='data-d1180e7a-b771-48e3-afd9-857446334cbd' title='Show/Hide data 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></ul></div></li><li class='xr-section-item'><input id='section-c60187c8-4324-4630-a3ab-aeae91371d74' class='xr-section-summary-in' type='checkbox'  ><label for='section-c60187c8-4324-4630-a3ab-aeae91371d74' 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'>int16</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;</div><input id='attrs-16eb3c1e-b813-4f0a-ae2d-1d4bcc2fd29d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16eb3c1e-b813-4f0a-ae2d-1d4bcc2fd29d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57d1db81-538c-40e7-a36f-9bb1c65f7836' class='xr-var-data-in' type='checkbox'><label for='data-57d1db81-538c-40e7-a36f-9bb1c65f7836' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>nodata :</span></dt><dd>-9999</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 115.48 MiB </td>\n",
       "                        <td> 2.00 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (1, 7801, 7761) </td>\n",
       "                        <td> (1, 1024, 1024) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 64 chunks in 3 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> int16 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>red</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>uint16</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1024, 1024), meta=np.ndarray&gt;</div><input id='attrs-923dd9fa-aa0d-4952-b226-9a506c6c36fb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-923dd9fa-aa0d-4952-b226-9a506c6c36fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b542d0b-443b-4638-8f2b-71acf74aa644' class='xr-var-data-in' type='checkbox'><label for='data-7b542d0b-443b-4638-8f2b-71acf74aa644' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>nodata :</span></dt><dd>0</dd></dl></div><div class='xr-var-data'><table>\n",
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       "       -3713280.0, -3713310.0, -3713340.0, -3713370.0,\n",
       "       ...\n",
       "       -3946830.0, -3946860.0, -3946890.0, -3946920.0, -3946950.0, -3946980.0,\n",
       "       -3947010.0, -3947040.0, -3947070.0, -3947100.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=7801))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-1d11d7c0-660b-45cd-b979-c7ade87c60e0' class='xr-index-data-in' type='checkbox'/><label for='index-1d11d7c0-660b-45cd-b979-c7ade87c60e0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([377400.0, 377430.0, 377460.0, 377490.0, 377520.0, 377550.0, 377580.0,\n",
       "       377610.0, 377640.0, 377670.0,\n",
       "       ...\n",
       "       609930.0, 609960.0, 609990.0, 610020.0, 610050.0, 610080.0, 610110.0,\n",
       "       610140.0, 610170.0, 610200.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=7761))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-75321dfa-ee2a-4b0e-99e0-71d5c74b4489' class='xr-index-data-in' type='checkbox'/><label for='index-75321dfa-ee2a-4b0e-99e0-71d5c74b4489' 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></ul></div></li><li class='xr-section-item'><input id='section-01221e8c-7092-4227-8334-6c91233f9815' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-01221e8c-7092-4227-8334-6c91233f9815' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 2GB\n",
       "Dimensions:      (y: 7801, x: 7761, time: 1)\n",
       "Coordinates:\n",
       "  * y            (y) float64 62kB -3.713e+06 -3.713e+06 ... -3.947e+06\n",
       "  * x            (x) float64 62kB 3.774e+05 3.774e+05 ... 6.102e+05 6.102e+05\n",
       "    spatial_ref  int32 4B 32656\n",
       "  * time         (time) datetime64[ns] 8B 2023-04-08T23:37:51.630731\n",
       "Data variables: (12/19)\n",
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       "    emsd         (time, y, x) int16 121MB dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>\n",
       "    ...           ...\n",
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       "    qa_pixel     (time, y, x) uint16 121MB dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>\n",
       "    qa_radsat    (time, y, x) uint16 121MB dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>\n",
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      ]
     },
     "execution_count": 2,
     "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",
    "\n",
    "ds = odc.stac.load(\n",
    "    [landsat_item], chunks={\"x\": 1024, \"y\": 1024}, patch_url=planetary_computer.sign\n",
    ")\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db92558d-4d8c-4afd-873e-76de202048b7",
   "metadata": {},
   "source": [
    "Let's prove that we really can access the data within the COGs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "add6347a-df37-495e-9794-7d86795d18f8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-08-21T19:56:05.449425Z",
     "iopub.status.busy": "2025-08-21T19:56:05.449167Z",
     "iopub.status.idle": "2025-08-21T19:56:10.768178Z",
     "shell.execute_reply": "2025-08-21T19:56:10.767351Z",
     "shell.execute_reply.started": "2025-08-21T19:56:05.449403Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.68 s, sys: 459 ms, total: 3.14 s\n",
      "Wall time: 5.31 s\n"
     ]
    },
    {
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       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, #111111)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
       "  );\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "  border: 2px solid transparent !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;blue&#x27; ()&gt; Size: 8B\n",
       "array(13940.01841915)\n",
       "Coordinates:\n",
       "    spatial_ref  int32 4B 32656</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'blue'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-929b401f-bf10-4404-aec1-65fd3b27577a' class='xr-array-in' type='checkbox' checked><label for='section-929b401f-bf10-4404-aec1-65fd3b27577a' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.394e+04</span></div><div class='xr-array-data'><pre>array(13940.01841915)</pre></div></div></li><li class='xr-section-item'><input id='section-f5b2a1cc-42c8-4f31-9ca8-7b6763ba3f01' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f5b2a1cc-42c8-4f31-9ca8-7b6763ba3f01' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32656</div><input id='attrs-5c5c8e94-fa1e-4037-aa50-02223f8e8dd0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5c5c8e94-fa1e-4037-aa50-02223f8e8dd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16f9ed09-24f9-4fe1-9218-df035bcc954a' class='xr-var-data-in' type='checkbox'><label for='data-16f9ed09-24f9-4fe1-9218-df035bcc954a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 56N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 56N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,153,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 150°E and 156°E, northern hemisphere between equator and 84°N, onshore and offshore. Russian Federation.&quot;],BBOX[0,150,84,156]],ID[&quot;EPSG&quot;,32656]]</dd><dt><span>crs_wkt :</span></dt><dd>PROJCRS[&quot;WGS 84 / UTM zone 56N&quot;,BASEGEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],ID[&quot;EPSG&quot;,4326]],CONVERSION[&quot;UTM zone 56N&quot;,METHOD[&quot;Transverse Mercator&quot;,ID[&quot;EPSG&quot;,9807]],PARAMETER[&quot;Latitude of natural origin&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8801]],PARAMETER[&quot;Longitude of natural origin&quot;,153,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8802]],PARAMETER[&quot;Scale factor at natural origin&quot;,0.9996,SCALEUNIT[&quot;unity&quot;,1],ID[&quot;EPSG&quot;,8805]],PARAMETER[&quot;False easting&quot;,500000,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8806]],PARAMETER[&quot;False northing&quot;,0,LENGTHUNIT[&quot;metre&quot;,1],ID[&quot;EPSG&quot;,8807]]],CS[Cartesian,2],AXIS[&quot;(E)&quot;,east,ORDER[1],LENGTHUNIT[&quot;metre&quot;,1]],AXIS[&quot;(N)&quot;,north,ORDER[2],LENGTHUNIT[&quot;metre&quot;,1]],USAGE[SCOPE[&quot;Navigation and medium accuracy spatial referencing.&quot;],AREA[&quot;Between 150°E and 156°E, northern hemisphere between equator and 84°N, onshore and offshore. Russian Federation.&quot;],BBOX[0,150,84,156]],ID[&quot;EPSG&quot;,32656]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 56N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>153.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>GeoTransform :</span></dt><dd>377385 30 0 -3713085 0 -30</dd></dl></div><div class='xr-var-data'><pre>array(32656, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-51ae568a-7e76-4a11-a2cf-25fec409a009' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-51ae568a-7e76-4a11-a2cf-25fec409a009' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-b380a4fe-8a22-4af1-af4a-a95fa3603291' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b380a4fe-8a22-4af1-af4a-a95fa3603291' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'blue' ()> Size: 8B\n",
       "array(13940.01841915)\n",
       "Coordinates:\n",
       "    spatial_ref  int32 4B 32656"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "ds.blue.mean().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65ed7b6d-2e24-46cf-a61f-bc17df20588c",
   "metadata": {},
   "source": [
    "For more control over the individual COGs referenced by the assets, you can grab the href off the asset, sign it and then use it directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5873b326-820b-4eec-8ba3-c3207bf8f9ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-08-21T19:56:10.769208Z",
     "iopub.status.busy": "2025-08-21T19:56:10.768974Z",
     "iopub.status.idle": "2025-08-21T19:56:11.425713Z",
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       "    var(--pst-color-on-background, #111111)\n",
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       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
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       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
       "  );\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "  border: 2px solid transparent !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
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       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
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       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
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       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (band: 1, y: 122, x: 122)&gt; Size: 30kB\n",
       "[14884 values with dtype=uint16]\n",
       "Coordinates:\n",
       "  * band         (band) int64 8B 1\n",
       "  * x            (x) float64 976B 3.783e+05 3.802e+05 ... 6.074e+05 6.093e+05\n",
       "  * y            (y) float64 976B -3.714e+06 -3.716e+06 ... -3.946e+06\n",
       "    spatial_ref  int64 8B 0\n",
       "Attributes:\n",
       "    AREA_OR_POINT:  Point\n",
       "    _FillValue:     0\n",
       "    scale_factor:   1.0\n",
       "    add_offset:     0.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>band</span>: 1</li><li><span class='xr-has-index'>y</span>: 122</li><li><span class='xr-has-index'>x</span>: 122</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c9a6c2eb-f478-4ade-a642-d2be52b59426' class='xr-array-in' type='checkbox' checked><label for='section-c9a6c2eb-f478-4ade-a642-d2be52b59426' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[14884 values with dtype=uint16]</pre></div></div></li><li class='xr-section-item'><input id='section-29fd33e3-1096-41c3-b0c1-eb63f2c687ab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-29fd33e3-1096-41c3-b0c1-eb63f2c687ab' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>band</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-b564fb3e-80d2-4034-9ca6-d96cd084e792' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b564fb3e-80d2-4034-9ca6-d96cd084e792' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8121735-c388-4d8e-8c00-a21f322a63b7' class='xr-var-data-in' type='checkbox'><label for='data-b8121735-c388-4d8e-8c00-a21f322a63b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1])</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'>3.783e+05 3.802e+05 ... 6.093e+05</div><input id='attrs-2f428410-1f09-4e21-9baa-9485aa7ac89f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2f428410-1f09-4e21-9baa-9485aa7ac89f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fe5a953-3794-433d-8616-315515fc6b48' class='xr-var-data-in' type='checkbox'><label for='data-2fe5a953-3794-433d-8616-315515fc6b48' title='Show/Hide data 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([378339.221311, 380247.663934, 382156.106557, 384064.54918 ,\n",
       "       385972.991803, 387881.434426, 389789.877049, 391698.319672,\n",
       "       393606.762295, 395515.204918, 397423.647541, 399332.090164,\n",
       "       401240.532787, 403148.97541 , 405057.418033, 406965.860656,\n",
       "       408874.303279, 410782.745902, 412691.188525, 414599.631148,\n",
       "       416508.07377 , 418416.516393, 420324.959016, 422233.401639,\n",
       "       424141.844262, 426050.286885, 427958.729508, 429867.172131,\n",
       "       431775.614754, 433684.057377, 435592.5     , 437500.942623,\n",
       "       439409.385246, 441317.827869, 443226.270492, 445134.713115,\n",
       "       447043.155738, 448951.598361, 450860.040984, 452768.483607,\n",
       "       454676.92623 , 456585.368852, 458493.811475, 460402.254098,\n",
       "       462310.696721, 464219.139344, 466127.581967, 468036.02459 ,\n",
       "       469944.467213, 471852.909836, 473761.352459, 475669.795082,\n",
       "       477578.237705, 479486.680328, 481395.122951, 483303.565574,\n",
       "       485212.008197, 487120.45082 , 489028.893443, 490937.336066,\n",
       "       492845.778689, 494754.221311, 496662.663934, 498571.106557,\n",
       "       500479.54918 , 502387.991803, 504296.434426, 506204.877049,\n",
       "       508113.319672, 510021.762295, 511930.204918, 513838.647541,\n",
       "       515747.090164, 517655.532787, 519563.97541 , 521472.418033,\n",
       "       523380.860656, 525289.303279, 527197.745902, 529106.188525,\n",
       "       531014.631148, 532923.07377 , 534831.516393, 536739.959016,\n",
       "       538648.401639, 540556.844262, 542465.286885, 544373.729508,\n",
       "       546282.172131, 548190.614754, 550099.057377, 552007.5     ,\n",
       "       553915.942623, 555824.385246, 557732.827869, 559641.270492,\n",
       "       561549.713115, 563458.155738, 565366.598361, 567275.040984,\n",
       "       569183.483607, 571091.92623 , 573000.368852, 574908.811475,\n",
       "       576817.254098, 578725.696721, 580634.139344, 582542.581967,\n",
       "       584451.02459 , 586359.467213, 588267.909836, 590176.352459,\n",
       "       592084.795082, 593993.237705, 595901.680328, 597810.122951,\n",
       "       599718.565574, 601627.008197, 603535.45082 , 605443.893443,\n",
       "       607352.336066, 609260.778689])</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'>-3.714e+06 ... -3.946e+06</div><input id='attrs-cf58c38b-a0eb-4110-92b5-344b98562cf6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cf58c38b-a0eb-4110-92b5-344b98562cf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40bc344f-07bd-4b4e-9e14-1d792bd66cbe' class='xr-var-data-in' type='checkbox'><label for='data-40bc344f-07bd-4b4e-9e14-1d792bd66cbe' title='Show/Hide data 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([-3714044.139344, -3715962.418033, -3717880.696721, -3719798.97541 ,\n",
       "       -3721717.254098, -3723635.532787, -3725553.811475, -3727472.090164,\n",
       "       -3729390.368852, -3731308.647541, -3733226.92623 , -3735145.204918,\n",
       "       -3737063.483607, -3738981.762295, -3740900.040984, -3742818.319672,\n",
       "       -3744736.598361, -3746654.877049, -3748573.155738, -3750491.434426,\n",
       "       -3752409.713115, -3754327.991803, -3756246.270492, -3758164.54918 ,\n",
       "       -3760082.827869, -3762001.106557, -3763919.385246, -3765837.663934,\n",
       "       -3767755.942623, -3769674.221311, -3771592.5     , -3773510.778689,\n",
       "       -3775429.057377, -3777347.336066, -3779265.614754, -3781183.893443,\n",
       "       -3783102.172131, -3785020.45082 , -3786938.729508, -3788857.008197,\n",
       "       -3790775.286885, -3792693.565574, -3794611.844262, -3796530.122951,\n",
       "       -3798448.401639, -3800366.680328, -3802284.959016, -3804203.237705,\n",
       "       -3806121.516393, -3808039.795082, -3809958.07377 , -3811876.352459,\n",
       "       -3813794.631148, -3815712.909836, -3817631.188525, -3819549.467213,\n",
       "       -3821467.745902, -3823386.02459 , -3825304.303279, -3827222.581967,\n",
       "       -3829140.860656, -3831059.139344, -3832977.418033, -3834895.696721,\n",
       "       -3836813.97541 , -3838732.254098, -3840650.532787, -3842568.811475,\n",
       "       -3844487.090164, -3846405.368852, -3848323.647541, -3850241.92623 ,\n",
       "       -3852160.204918, -3854078.483607, -3855996.762295, -3857915.040984,\n",
       "       -3859833.319672, -3861751.598361, -3863669.877049, -3865588.155738,\n",
       "       -3867506.434426, -3869424.713115, -3871342.991803, -3873261.270492,\n",
       "       -3875179.54918 , -3877097.827869, -3879016.106557, -3880934.385246,\n",
       "       -3882852.663934, -3884770.942623, -3886689.221311, -3888607.5     ,\n",
       "       -3890525.778689, -3892444.057377, -3894362.336066, -3896280.614754,\n",
       "       -3898198.893443, -3900117.172131, -3902035.45082 , -3903953.729508,\n",
       "       -3905872.008197, -3907790.286885, -3909708.565574, -3911626.844262,\n",
       "       -3913545.122951, -3915463.401639, -3917381.680328, -3919299.959016,\n",
       "       -3921218.237705, -3923136.516393, -3925054.795082, -3926973.07377 ,\n",
       "       -3928891.352459, -3930809.631148, -3932727.909836, -3934646.188525,\n",
       "       -3936564.467213, -3938482.745902, -3940401.02459 , -3942319.303279,\n",
       "       -3944237.581967, -3946155.860656])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-51e03e5c-c5a8-4352-a85a-1e060b3f351f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-51e03e5c-c5a8-4352-a85a-1e060b3f351f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79fa8b0e-2ec6-400e-919b-d19afdbb10d8' class='xr-var-data-in' type='checkbox'><label for='data-79fa8b0e-2ec6-400e-919b-d19afdbb10d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs_wkt :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 56N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,153],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32656&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 56N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>153.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 56N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,153],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32656&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>377385.0 1908.4426229508197 0.0 -3713085.0 0.0 -1918.2786885245903</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-dcc53f81-7be0-40cc-bb60-ed413e31d4a3' class='xr-section-summary-in' type='checkbox'  ><label for='section-dcc53f81-7be0-40cc-bb60-ed413e31d4a3' 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>band</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-f38ad8f9-b99e-4e2c-9461-76074c4befe0' class='xr-index-data-in' type='checkbox'/><label for='index-f38ad8f9-b99e-4e2c-9461-76074c4befe0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1], dtype=&#x27;int64&#x27;, name=&#x27;band&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-8f62de6b-03e3-4239-bd91-3c4edbb88cef' class='xr-index-data-in' type='checkbox'/><label for='index-8f62de6b-03e3-4239-bd91-3c4edbb88cef' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 378339.2213114754,  380247.6639344262, 382156.10655737703,\n",
       "       384064.54918032786,  385972.9918032787,  387881.4344262295,\n",
       "       389789.87704918033,  391698.3196721311,  393606.7622950819,\n",
       "       395515.20491803274,\n",
       "       ...\n",
       "        592084.7950819673,   593993.237704918,  595901.6803278688,\n",
       "        597810.1229508197,  599718.5655737704,  601627.0081967213,\n",
       "        603535.4508196721,  605443.8934426229,  607352.3360655737,\n",
       "        609260.7786885246],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=122))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-6cb89c76-3974-4a95-a909-9143171a0cd4' class='xr-index-data-in' type='checkbox'/><label for='index-6cb89c76-3974-4a95-a909-9143171a0cd4' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-3714044.1393442624,  -3715962.418032787, -3717880.6967213117,\n",
       "        -3719798.975409836,  -3721717.254098361, -3723635.5327868853,\n",
       "         -3725553.81147541, -3727472.0901639345, -3729390.3688524594,\n",
       "       -3731308.6475409837,\n",
       "       ...\n",
       "       -3928891.3524590167,  -3930809.631147541,  -3932727.909836066,\n",
       "       -3934646.1885245903, -3936564.4672131147, -3938482.7459016396,\n",
       "        -3940401.024590164,  -3942319.303278689,  -3944237.581967213,\n",
       "        -3946155.860655738],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=122))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4e382a3b-5a6a-4d27-bf6b-1836d19d120a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4e382a3b-5a6a-4d27-bf6b-1836d19d120a' 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>AREA_OR_POINT :</span></dt><dd>Point</dd><dt><span>_FillValue :</span></dt><dd>0</dd><dt><span>scale_factor :</span></dt><dd>1.0</dd><dt><span>add_offset :</span></dt><dd>0.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (band: 1, y: 122, x: 122)> Size: 30kB\n",
       "[14884 values with dtype=uint16]\n",
       "Coordinates:\n",
       "  * band         (band) int64 8B 1\n",
       "  * x            (x) float64 976B 3.783e+05 3.802e+05 ... 6.074e+05 6.093e+05\n",
       "  * y            (y) float64 976B -3.714e+06 -3.716e+06 ... -3.946e+06\n",
       "    spatial_ref  int64 8B 0\n",
       "Attributes:\n",
       "    AREA_OR_POINT:  Point\n",
       "    _FillValue:     0\n",
       "    scale_factor:   1.0\n",
       "    add_offset:     0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "landsat_asset = landsat_item.assets[\"blue\"]\n",
    "landsat_asset_href = planetary_computer.sign(landsat_asset).href\n",
    "\n",
    "da = rioxarray.open_rasterio(landsat_asset_href, overview_level=5)\n",
    "da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "156a1c68-2d3f-48f1-8833-92d014b148c1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-08-21T19:56:11.426154Z",
     "iopub.status.busy": "2025-08-21T19:56:11.426030Z",
     "iopub.status.idle": "2025-08-21T19:56:11.622313Z",
     "shell.execute_reply": "2025-08-21T19:56:11.621036Z",
     "shell.execute_reply.started": "2025-08-21T19:56:11.426142Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.44 ms, sys: 0 ns, total: 3.44 ms\n",
      "Wall time: 186 ms\n"
     ]
    },
    {
     "data": {
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       "  );\n",
       "}\n",
       "\n",
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       "  display: block !important;\n",
       "  min-width: 300px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
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       "\n",
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       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
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       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
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       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
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       "\n",
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       "  border: 2px solid transparent !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
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       "\n",
       ".xr-section-item input:focus + label {\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
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       "\n",
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       "\n",
       ".xr-section-summary > span {\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-array-wrap {\n",
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       "\n",
       ".xr-array-wrap > label {\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "  background-color: var(--xr-background-color-row-even);\n",
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       "\n",
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       "\n",
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       "\n",
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       "}\n",
       "\n",
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       "\n",
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       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
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       "  white-space: nowrap;\n",
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       "\n",
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       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
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       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
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       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
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       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
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       "\n",
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       "  display: block;\n",
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       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
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       ".xr-index-data,\n",
       ".xr-attrs {\n",
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       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt; Size: 8B\n",
       "array(14472.21996775)\n",
       "Coordinates:\n",
       "    spatial_ref  int64 8B 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-effcdaa2-b8c9-4233-953b-d843ae707431' class='xr-array-in' type='checkbox' checked><label for='section-effcdaa2-b8c9-4233-953b-d843ae707431' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.447e+04</span></div><div class='xr-array-data'><pre>array(14472.21996775)</pre></div></div></li><li class='xr-section-item'><input id='section-015aee5b-e807-4230-b7e4-38453fc501fe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-015aee5b-e807-4230-b7e4-38453fc501fe' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-baea3003-8c3e-4a27-886b-e3b72db87116' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-baea3003-8c3e-4a27-886b-e3b72db87116' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48c58d5c-11fe-481e-a6a2-9271267c02fc' class='xr-var-data-in' type='checkbox'><label for='data-48c58d5c-11fe-481e-a6a2-9271267c02fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs_wkt :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 56N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,153],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32656&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 56N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>153.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 56N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,153],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32656&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>377385.0 1908.4426229508197 0.0 -3713085.0 0.0 -1918.2786885245903</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e6f1f9e0-f332-44b1-b267-d2a935e050cb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e6f1f9e0-f332-44b1-b267-d2a935e050cb' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-e47a02d9-54eb-446b-9242-45a8fa3e6bb3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e47a02d9-54eb-446b-9242-45a8fa3e6bb3' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray ()> Size: 8B\n",
       "array(14472.21996775)\n",
       "Coordinates:\n",
       "    spatial_ref  int64 8B 0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "da.mean()"
   ]
  },
  {
   "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": 6,
   "id": "5176680b-3d58-4c72-bf58-d80051f6de75",
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    "execution": {
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     "iopub.status.busy": "2025-08-21T19:56:11.624335Z",
     "iopub.status.idle": "2025-08-21T19:56:22.617465Z",
     "shell.execute_reply": "2025-08-21T19:56:22.616757Z",
     "shell.execute_reply.started": "2025-08-21T19:56:11.624682Z"
    }
   },
   "outputs": [
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       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 69GB\n",
       "Dimensions:                  (time: 14965, y: 584, x: 284, nv: 2)\n",
       "Coordinates:\n",
       "    lat                      (y, x) float32 663kB dask.array&lt;chunksize=(584, 284), meta=np.ndarray&gt;\n",
       "    lon                      (y, x) float32 663kB dask.array&lt;chunksize=(584, 284), meta=np.ndarray&gt;\n",
       "  * time                     (time) datetime64[ns] 120kB 1980-01-01T12:00:00 ...\n",
       "  * x                        (x) float32 1kB -5.802e+06 ... -5.519e+06\n",
       "  * y                        (y) float32 2kB -3.9e+04 -4e+04 ... -6.22e+05\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    dayl                     (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    lambert_conformal_conic  int16 2B ...\n",
       "    prcp                     (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    srad                     (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    swe                      (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    time_bnds                (time, nv) datetime64[ns] 239kB dask.array&lt;chunksize=(365, 2), meta=np.ndarray&gt;\n",
       "    tmax                     (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    tmin                     (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    vp                       (time, y, x) float32 10GB dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;\n",
       "    yearday                  (time) int16 30kB dask.array&lt;chunksize=(365,), meta=np.ndarray&gt;\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-36ddedf1-2fcd-4ac2-aff9-3db197530f7a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-36ddedf1-2fcd-4ac2-aff9-3db197530f7a' 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-6cc2dd03-b9b3-40d8-8f63-b0772f40f649' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6cc2dd03-b9b3-40d8-8f63-b0772f40f649' 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'>dask.array&lt;chunksize=(584, 284), meta=np.ndarray&gt;</div><input id='attrs-8e098f78-b995-48eb-8f9f-77c0ae618205' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e098f78-b995-48eb-8f9f-77c0ae618205' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf32ae9a-b2ae-4715-9ba9-f8443e6f1113' class='xr-var-data-in' type='checkbox'><label for='data-cf32ae9a-b2ae-4715-9ba9-f8443e6f1113' title='Show/Hide data repr'><svg 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'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 647.88 kiB </td>\n",
       "                        <td> 647.88 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (584, 284) </td>\n",
       "                        <td> (584, 284) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"108\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"58\" y2=\"0\" style=\"stroke-width:2\" />\n",
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       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"58\" y1=\"0\" x2=\"58\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 58.35616438356165,0.0 58.35616438356165,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"29.178082\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >284</text>\n",
       "  <text x=\"78.356164\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,78.356164,60.000000)\">584</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(584, 284), meta=np.ndarray&gt;</div><input id='attrs-1a59ac96-d4b2-4c90-a988-57ee092dbf11' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1a59ac96-d4b2-4c90-a988-57ee092dbf11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c64a2daa-6b45-42f5-ace5-141dd1c5cab0' class='xr-var-data-in' type='checkbox'><label for='data-c64a2daa-6b45-42f5-ace5-141dd1c5cab0' title='Show/Hide data repr'><svg 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'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 647.88 kiB </td>\n",
       "                        <td> 647.88 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (584, 284) </td>\n",
       "                        <td> (584, 284) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"108\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"58\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"120\" x2=\"58\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"58\" y1=\"0\" x2=\"58\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 58.35616438356165,0.0 58.35616438356165,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"29.178082\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >284</text>\n",
       "  <text x=\"78.356164\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,78.356164,60.000000)\">584</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1980-01-01T12:00:00 ... 2020-12-...</div><input id='attrs-2e45a23e-20bc-4a31-a337-20d4b605df04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e45a23e-20bc-4a31-a337-20d4b605df04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef62995c-b476-4354-889a-dae2a5ba9859' class='xr-var-data-in' type='checkbox'><label for='data-ef62995c-b476-4354-889a-dae2a5ba9859' title='Show/Hide data repr'><svg 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",
       "      shape=(14965,), 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-855c7dff-e49b-4b22-a0eb-482acba7b525' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-855c7dff-e49b-4b22-a0eb-482acba7b525' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e609897-10d8-48d9-86b2-010d36f7da2f' class='xr-var-data-in' type='checkbox'><label for='data-9e609897-10d8-48d9-86b2-010d36f7da2f' title='Show/Hide data repr'><svg 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",
       "      shape=(284,), 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-f32e7d0e-535e-48b5-a113-c3c463d2fe60' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f32e7d0e-535e-48b5-a113-c3c463d2fe60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acbf4261-2c3f-4e08-9d90-f1993e9024df' class='xr-var-data-in' type='checkbox'><label for='data-acbf4261-2c3f-4e08-9d90-f1993e9024df' title='Show/Hide data repr'><svg 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",
       "      shape=(584,), dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-401cf7b7-b996-4739-99f2-ebe718cdbdd2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-401cf7b7-b996-4739-99f2-ebe718cdbdd2' 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'>dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;</div><input id='attrs-ea823fa3-9e37-4505-8cfe-ee97170aaa27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea823fa3-9e37-4505-8cfe-ee97170aaa27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94dc4b52-e1a8-4bdc-b07e-905eb1b6d672' class='xr-var-data-in' type='checkbox'><label for='data-94dc4b52-e1a8-4bdc-b07e-905eb1b6d672' title='Show/Hide data repr'><svg 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'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 9.25 GiB </td>\n",
       "                        <td> 230.93 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (14965, 584, 284) </td>\n",
       "                        <td> (365, 584, 284) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 41 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "</table></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-0abd47db-4992-49e3-9726-38b1712d02de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0abd47db-4992-49e3-9726-38b1712d02de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31a4a9c1-f729-44b8-be9d-7e70e6f7a61a' class='xr-var-data-in' type='checkbox'><label for='data-31a4a9c1-f729-44b8-be9d-7e70e6f7a61a' title='Show/Hide data repr'><svg 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'>dask.array&lt;chunksize=(365, 584, 284), meta=np.ndarray&gt;</div><input id='attrs-c1565993-3234-4988-9560-111b62514eba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1565993-3234-4988-9560-111b62514eba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82b8a93c-38c8-4748-841b-e4e97551391f' class='xr-var-data-in' type='checkbox'><label for='data-82b8a93c-38c8-4748-841b-e4e97551391f' title='Show/Hide data repr'><svg 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'><table>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-85619015-70a1-4315-a6c8-5cd2bb311f62' class='xr-section-summary-in' type='checkbox'  ><label for='section-85619015-70a1-4315-a6c8-5cd2bb311f62' 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><input type='checkbox' disabled/><label></label><input id='index-15182cba-2df4-4864-ad9a-3422b912eec1' class='xr-index-data-in' type='checkbox'/><label for='index-15182cba-2df4-4864-ad9a-3422b912eec1' 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><input type='checkbox' disabled/><label></label><input id='index-46df2fbc-4ee6-4562-a3c0-505efb9610d8' class='xr-index-data-in' type='checkbox'/><label for='index-46df2fbc-4ee6-4562-a3c0-505efb9610d8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-5802250.0, -5801250.0, -5800250.0, -5799250.0, -5798250.0, -5797250.0,\n",
       "       -5796250.0, -5795250.0, -5794250.0, -5793250.0,\n",
       "       ...\n",
       "       -5528250.0, -5527250.0, -5526250.0, -5525250.0, -5524250.0, -5523250.0,\n",
       "       -5522250.0, -5521250.0, -5520250.0, -5519250.0],\n",
       "      dtype=&#x27;float32&#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><input type='checkbox' disabled/><label></label><input id='index-1146f208-5881-4ae2-9995-565e9702fb0c' class='xr-index-data-in' type='checkbox'/><label for='index-1146f208-5881-4ae2-9995-565e9702fb0c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -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;float32&#x27;, name=&#x27;y&#x27;, length=584))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2b8e415c-7559-4764-ba26-7ce68a724eb7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2b8e415c-7559-4764-ba26-7ce68a724eb7' 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> Size: 69GB\n",
       "Dimensions:                  (time: 14965, y: 584, x: 284, nv: 2)\n",
       "Coordinates:\n",
       "    lat                      (y, x) float32 663kB dask.array<chunksize=(584, 284), meta=np.ndarray>\n",
       "    lon                      (y, x) float32 663kB dask.array<chunksize=(584, 284), meta=np.ndarray>\n",
       "  * time                     (time) datetime64[ns] 120kB 1980-01-01T12:00:00 ...\n",
       "  * x                        (x) float32 1kB -5.802e+06 ... -5.519e+06\n",
       "  * y                        (y) float32 2kB -3.9e+04 -4e+04 ... -6.22e+05\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    dayl                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    lambert_conformal_conic  int16 2B ...\n",
       "    prcp                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    srad                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    swe                      (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    time_bnds                (time, nv) datetime64[ns] 239kB dask.array<chunksize=(365, 2), meta=np.ndarray>\n",
       "    tmax                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    tmin                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    vp                       (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
       "    yearday                  (time) int16 30kB dask.array<chunksize=(365,), meta=np.ndarray>\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": 6,
     "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",
    "daymet_asset_signed = planetary_computer.sign(daymet_asset)\n",
    "\n",
    "ds = xr.open_dataset(daymet_asset_signed, chunks={})\n",
    "ds"
   ]
  },
  {
   "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.\n",
    "\n",
    "<div class=\"alert alert-warning\">\n",
    "    \n",
    "This will not work for kerchunk>=0.2.8 and xpystac<=0.2.0. Track the xpystac ticket here: [xpystac #48](https://github.com/stac-utils/xpystac/issues/48)\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e69db448-c493-4972-ab1d-a8fb3f8ab71f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-08-21T19:56:22.618362Z",
     "iopub.status.busy": "2025-08-21T19:56:22.618022Z",
     "iopub.status.idle": "2025-08-21T19:56:33.446768Z",
     "shell.execute_reply": "2025-08-21T19:56:33.446285Z",
     "shell.execute_reply.started": "2025-08-21T19:56:22.618347Z"
    }
   },
   "outputs": [
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       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 738GB\n",
       "Dimensions:  (time: 23741, lat: 600, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 5kB -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float64 12kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n",
       "  * time     (time) datetime64[us] 190kB 1950-01-01T12:00:00 ... 2014-12-31T1...\n",
       "Data variables:\n",
       "    hurs     (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    huss     (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    pr       (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    rlds     (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    rsds     (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    sfcWind  (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    tas      (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    tasmax   (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\n",
       "    tasmin   (time, lat, lon) float32 82GB dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;\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-59be5ffe-b20d-4633-a002-f21a07729d81' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-59be5ffe-b20d-4633-a002-f21a07729d81' 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-5f5603a6-8f3a-4072-82a9-a70cee46ad3e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5f5603a6-8f3a-4072-82a9-a70cee46ad3e' 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-8a9d7abf-e5a9-490c-a6c2-4481d12f86ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a9d7abf-e5a9-490c-a6c2-4481d12f86ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45db76b1-22ed-406e-a3e9-1d18a82891ac' class='xr-var-data-in' type='checkbox'><label for='data-45db76b1-22ed-406e-a3e9-1d18a82891ac' title='Show/Hide data repr'><svg 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], shape=(600,))</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-cb3e01d6-2912-4dfe-9eba-dbfc74279842' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cb3e01d6-2912-4dfe-9eba-dbfc74279842' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f8c251a-f8f0-4d47-a03e-64c908d09f62' class='xr-var-data-in' type='checkbox'><label for='data-7f8c251a-f8f0-4d47-a03e-64c908d09f62' title='Show/Hide data repr'><svg 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], shape=(1440,))</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-4f5d27a7-69f5-4c54-b89d-dd666db73ef9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4f5d27a7-69f5-4c54-b89d-dd666db73ef9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-921bd598-7c78-448c-86a5-aa635dc9b4d9' class='xr-var-data-in' type='checkbox'><label for='data-921bd598-7c78-448c-86a5-aa635dc9b4d9' title='Show/Hide data repr'><svg 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",
       "      shape=(23741,), dtype=&#x27;datetime64[us]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7b4b2d5c-1e4e-4f50-895d-cac57c95e1c8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7b4b2d5c-1e4e-4f50-895d-cac57c95e1c8' 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'>dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;</div><input id='attrs-b0fadc69-e09e-4248-b56a-3d9299414127' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0fadc69-e09e-4248-b56a-3d9299414127' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5a85dea-d85e-4a91-afdb-8e0b95ea35be' class='xr-var-data-in' type='checkbox'><label for='data-b5a85dea-d85e-4a91-afdb-8e0b95ea35be' title='Show/Hide data repr'><svg 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'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 76.41 GiB </td>\n",
       "                        <td> 3.30 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (23741, 600, 1440) </td>\n",
       "                        <td> (1, 600, 1440) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 23741 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>huss</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 600, 1440), meta=np.ndarray&gt;</div><input id='attrs-e149e0c9-c6a9-4c37-8305-7b8b78b30e7e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e149e0c9-c6a9-4c37-8305-7b8b78b30e7e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7aeeee2-fbac-44dc-838c-727689c8e8cb' class='xr-var-data-in' type='checkbox'><label for='data-f7aeeee2-fbac-44dc-838c-727689c8e8cb' title='Show/Hide data repr'><svg 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'><table>\n",
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       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 23741 chunks in 2 graph layers </td>\n",
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       "                        <th> Data type </th>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-1dc47598-7142-4a90-98bd-0c0e2de3d6b5' class='xr-section-summary-in' type='checkbox'  ><label for='section-1dc47598-7142-4a90-98bd-0c0e2de3d6b5' 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><input type='checkbox' disabled/><label></label><input id='index-120bd640-7751-4004-9215-2f247b072855' class='xr-index-data-in' type='checkbox'/><label for='index-120bd640-7751-4004-9215-2f247b072855' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-59.875, -59.625, -59.375, -59.125, -58.875, -58.625, -58.375, -58.125,\n",
       "       -57.875, -57.625,\n",
       "       ...\n",
       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
       "        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><input type='checkbox' disabled/><label></label><input id='index-da37ff23-b8bb-450c-ab9f-357704c25a12' class='xr-index-data-in' type='checkbox'/><label for='index-da37ff23-b8bb-450c-ab9f-357704c25a12' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0.125,   0.375,   0.625,   0.875,   1.125,   1.375,   1.625,   1.875,\n",
       "         2.125,   2.375,\n",
       "       ...\n",
       "       357.625, 357.875, 358.125, 358.375, 358.625, 358.875, 359.125, 359.375,\n",
       "       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><input type='checkbox' disabled/><label></label><input id='index-14fab28d-fce9-4c7c-9149-edd3409171d1' class='xr-index-data-in' type='checkbox'/><label for='index-14fab28d-fce9-4c7c-9149-edd3409171d1' 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[us]&#x27;, name=&#x27;time&#x27;, length=23741, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1114fe2-9551-4bb4-b5af-0aef6367bbc1' class='xr-section-summary-in' type='checkbox'  ><label for='section-c1114fe2-9551-4bb4-b5af-0aef6367bbc1' 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> Size: 738GB\n",
       "Dimensions:  (time: 23741, lat: 600, lon: 1440)\n",
       "Coordinates:\n",
       "  * lat      (lat) float64 5kB -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n",
       "  * lon      (lon) float64 12kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n",
       "  * time     (time) datetime64[us] 190kB 1950-01-01T12:00:00 ... 2014-12-31T1...\n",
       "Data variables:\n",
       "    hurs     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    huss     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    pr       (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    rlds     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    rsds     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    sfcWind  (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    tas      (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    tasmax   (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
       "    tasmin   (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\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": 7,
     "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",
    "cmip6_asset_signed = planetary_computer.sign(cmip6_asset)\n",
    "\n",
    "ds = xr.open_dataset(cmip6_asset_signed, chunks={}, patch_url=planetary_computer.sign)\n",
    "ds"
   ]
  }
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