tutorials/cloudless-mosaic-sentinel2.ipynb

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    "## Cloudless Mosaic\n",
    "\n",
    "This tutorial constructs a *cloudless mosaic* (also known as a composite) from a time series of satellite images. We'll see the following:\n",
    "\n",
    "* Find a time series of images at a particular point on Earth\n",
    "* Stack those images together into a single array\n",
    "* Compute the cloudless mosaic by taking a median\n",
    "* Visualize the results\n",
    "\n",
    "This example uses [Sentinel-2 Level-2A](https://planetarycomputer.microsoft.com/dataset/sentinel-2-l2a) data. The techniques used here apply equally well to other remote-sensing datasets."
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    "import numpy as np\n",
    "import xarray as xr\n",
    "\n",
    "import rasterio.features\n",
    "import stackstac\n",
    "import pystac_client\n",
    "import planetary_computer\n",
    "\n",
    "import xrspatial.multispectral as ms\n",
    "\n",
    "from dask_gateway import GatewayCluster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a Dask cluster\n",
    "\n",
    "We're going to process a large amount of data. To cut down on the execution time, we'll use a Dask cluster to do the computation in parallel, adaptively scaling to add and remove workers as needed. See [Scale With Dask](../quickstarts/scale-with-dask.ipynb) for more on using Dask."
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   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "https://pcc-staging.westeurope.cloudapp.azure.com/compute/services/dask-gateway/clusters/staging.5d235feb3f08434baf1868f21aeb3e99/status\n"
     ]
    }
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   "source": [
    "cluster = GatewayCluster()  # Creates the Dask Scheduler. Might take a minute.\n",
    "\n",
    "client = cluster.get_client()\n",
    "\n",
    "cluster.adapt(minimum=4, maximum=24)\n",
    "print(cluster.dashboard_link)"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discover data\n",
    "\n",
    "In this example, we define our area of interest as a GeoJSON object. It's near Redmond, Washington."
   ]
  },
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   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
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    "area_of_interest = {\n",
    "    \"type\": \"Polygon\",\n",
    "    \"coordinates\": [\n",
    "        [\n",
    "            [-122.27508544921875, 47.54687159892238],\n",
    "            [-121.96128845214844, 47.54687159892238],\n",
    "            [-121.96128845214844, 47.745787772920934],\n",
    "            [-122.27508544921875, 47.745787772920934],\n",
    "            [-122.27508544921875, 47.54687159892238],\n",
    "        ]\n",
    "    ],\n",
    "}\n",
    "bbox = rasterio.features.bounds(area_of_interest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `pystac_client` we can search the Planetary Computer's STAC endpoint for items matching our query parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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     "name": "stdout",
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     "text": [
      "138\n"
     ]
    }
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   "source": [
    "stac = pystac_client.Client.open(\n",
    "    \"https://planetarycomputer.microsoft.com/api/stac/v1\",\n",
    "    modifier=planetary_computer.sign_inplace,\n",
    ")\n",
    "\n",
    "search = stac.search(\n",
    "    bbox=bbox,\n",
    "    datetime=\"2016-01-01/2020-12-31\",\n",
    "    collections=[\"sentinel-2-l2a\"],\n",
    "    query={\"eo:cloud_cover\": {\"lt\": 25}},\n",
    ")\n",
    "\n",
    "items = search.item_collection()\n",
    "print(len(items))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So 138 items match our search requirements, over space, time, and cloudiness. Those items will still have *some* clouds over portions of the scenes, though. To create our cloudless mosaic, we'll load the data into an [xarray](https://xarray.pydata.org/en/stable/) DataArray using [stackstac](https://stackstac.readthedocs.io/) and then reduce the time-series of images down to a single image."
   ]
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;stackstac-6f1865b36c5ddc90ada70893ec944f5f&#x27; (time: 138,\n",
       "                                                                band: 3,\n",
       "                                                                y: 1099, x: 1099)&gt;\n",
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       "Coordinates: (12/46)\n",
       "  * time                                     (time) datetime64[ns] 2016-02-08...\n",
       "    id                                       (time) &lt;U54 &#x27;S2A_MSIL2A_20160208...\n",
       "  * band                                     (band) &lt;U5 &#x27;red&#x27; &#x27;green&#x27; &#x27;blue&#x27;\n",
       "  * x                                        (x) float64 4.999e+05 ... 6.097e+05\n",
       "  * y                                        (y) float64 5.3e+06 ... 5.19e+06\n",
       "    s2:processing_baseline                   (time) &lt;U5 &#x27;03.00&#x27; ... &#x27;02.12&#x27;\n",
       "    ...                                       ...\n",
       "    proj:bbox                                object {5190240.0, 609780.0, 499...\n",
       "    gsd                                      float64 10.0\n",
       "    common_name                              (band) &lt;U5 &#x27;red&#x27; &#x27;green&#x27; &#x27;blue&#x27;\n",
       "    center_wavelength                        (band) float64 0.665 0.56 0.49\n",
       "    full_width_half_max                      (band) float64 0.038 0.045 0.098\n",
       "    epsg                                     int64 32610\n",
       "Attributes:\n",
       "    spec:        RasterSpec(epsg=32610, bounds=(499900, 5190200, 609800, 5300...\n",
       "    crs:         epsg:32610\n",
       "    transform:   | 100.00, 0.00, 499900.00|\\n| 0.00,-100.00, 5300100.00|\\n| 0...\n",
       "    resolution:  100</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'>'stackstac-6f1865b36c5ddc90ada70893ec944f5f'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 138</li><li><span class='xr-has-index'>band</span>: 3</li><li><span class='xr-has-index'>y</span>: 1099</li><li><span class='xr-has-index'>x</span>: 1099</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-62c3493f-4305-47e6-b298-ec7f75fe0184' class='xr-array-in' type='checkbox' checked><label for='section-62c3493f-4305-47e6-b298-ec7f75fe0184' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(1, 1, 1099, 1099), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                <tbody>\n",
       "                    \n",
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       "                        <td> 3.73 GiB </td>\n",
       "                        <td> 9.21 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
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       "       &#x27;2018-09-05T18:59:11.024000000&#x27;, &#x27;2018-09-18T19:10:41.024000000&#x27;,\n",
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       "       &#x27;2019-04-26T19:09:21.024000000&#x27;, &#x27;2019-04-28T18:59:29.024000000&#x27;,\n",
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       "       &#x27;2019-06-02T18:59:21.024000000&#x27;, &#x27;2019-06-10T19:09:19.024000000&#x27;,\n",
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       "       &#x27;2019-11-02T19:15:41.024000000&#x27;, &#x27;2019-11-29T19:07:41.024000000&#x27;,\n",
       "       &#x27;2020-02-02T19:06:09.024000000&#x27;, &#x27;2020-02-20T19:14:21.024000000&#x27;,\n",
       "       &#x27;2020-03-16T19:10:29.024000000&#x27;, &#x27;2020-03-18T19:01:11.024000000&#x27;,\n",
       "       &#x27;2020-04-10T19:09:11.024000000&#x27;, &#x27;2020-04-12T18:59:09.024000000&#x27;,\n",
       "       &#x27;2020-05-05T19:09:09.024000000&#x27;, &#x27;2020-05-07T18:59:21.024000000&#x27;,\n",
       "       &#x27;2020-05-10T19:09:21.024000000&#x27;, &#x27;2020-05-27T18:59:21.024000000&#x27;,\n",
       "       &#x27;2020-06-26T18:59:21.024000000&#x27;, &#x27;2020-07-14T19:09:19.024000000&#x27;,\n",
       "       &#x27;2020-07-19T19:09:21.024000000&#x27;, &#x27;2020-07-21T18:59:19.024000000&#x27;,\n",
       "       &#x27;2020-07-26T18:59:21.024000000&#x27;, &#x27;2020-07-29T19:09:21.024000000&#x27;,\n",
       "       &#x27;2020-07-31T18:59:19.024000000&#x27;, &#x27;2020-08-05T18:59:21.024000000&#x27;,\n",
       "       &#x27;2020-08-10T18:59:19.024000000&#x27;, &#x27;2020-08-13T19:09:19.024000000&#x27;,\n",
       "       &#x27;2020-08-15T18:59:21.024000000&#x27;, &#x27;2020-08-23T19:09:19.024000000&#x27;,\n",
       "       &#x27;2020-08-25T18:59:21.024000000&#x27;, &#x27;2020-08-28T19:09:21.024000000&#x27;,\n",
       "       &#x27;2020-08-30T18:59:19.024000000&#x27;, &#x27;2020-09-02T19:09:19.024000000&#x27;,\n",
       "       &#x27;2020-09-04T18:59:21.024000000&#x27;, &#x27;2020-09-07T19:09:31.024000000&#x27;,\n",
       "       &#x27;2020-09-09T18:59:29.024000000&#x27;, &#x27;2020-09-29T19:01:09.024000000&#x27;,\n",
       "       &#x27;2020-10-02T19:12:29.024000000&#x27;, &#x27;2020-11-01T19:15:39.024000000&#x27;,\n",
       "       &#x27;2020-11-08T19:06:19.024000000&#x27;, &#x27;2020-11-21T19:17:19.024000000&#x27;,\n",
       "       &#x27;2020-12-01T19:17:49.024000000&#x27;, &#x27;2020-12-28T19:08:09.024000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U54</div><div class='xr-var-preview xr-preview'>&#x27;S2A_MSIL2A_20160208T190542_R013...</div><input id='attrs-819261e9-f293-459b-801b-a1e9387c1fa7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-819261e9-f293-459b-801b-a1e9387c1fa7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69f030e8-009c-4c2d-9234-6bcf709f4942' class='xr-var-data-in' type='checkbox'><label for='data-69f030e8-009c-4c2d-9234-6bcf709f4942' 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;S2A_MSIL2A_20160208T190542_R013_T10TET_20210528T041016&#x27;,\n",
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       "       &#x27;S2A_MSIL2A_20160421T191022_R056_T10TET_20210211T052628&#x27;,\n",
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       "       &#x27;S2A_MSIL2A_20161207T191802_R056_T10TET_20210213T184712&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170103T190802_R013_T10TET_20210529T144102&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170106T191751_R056_T10TET_20210530T001658&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170523T185921_R013_T10TET_20210209T173835&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170605T190921_R056_T10TET_20210209T204522&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170625T190911_R056_T10TET_20210210T014052&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170702T185921_R013_T10TET_20210210T034922&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170715T190911_R056_T10TET_20210210T092242&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170722T185921_R013_T10TET_20210210T124653&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20170730T190909_R056_T10TET_20210210T170310&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170804T190921_R056_T10TET_20210210T192103&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20170806T185919_R013_T10TET_20210210T204526&#x27;,\n",
       "...\n",
       "       &#x27;S2A_MSIL2A_20200805T185921_R013_T10TET_20201025T023207&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200810T185919_R013_T10TET_20200814T140814&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200813T190919_R056_T10TET_20201025T101153&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200815T185921_R013_T10TET_20200818T093648&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200823T190919_R056_T10TET_20200918T171910&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200825T185921_R013_T10TET_20200827T175050&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200828T190921_R056_T10TET_20200907T112416&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200830T185919_R013_T10TET_20200907T164839&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200902T190919_R056_T10TET_20200907T231347&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200904T185921_R013_T10TET_20200908T004502&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200907T190931_R056_T10TET_20200911T172006&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200909T185929_R013_T10TET_20200911T225318&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200929T190109_R013_T10TET_20201001T085751&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201002T191229_R056_T10TET_20201004T193349&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201101T191539_R056_T10TET_20201102T211503&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201108T190619_R013_T10TET_20201109T194251&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201121T191719_R056_T10TET_20201123T062421&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201201T191749_R056_T10TET_20201203T103951&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201228T190809_R013_T10TET_20210113T180911&#x27;],\n",
       "      dtype=&#x27;&lt;U54&#x27;)</pre></div></li><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'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;red&#x27; &#x27;green&#x27; &#x27;blue&#x27;</div><input id='attrs-95902ea7-6fe1-46d3-895a-33497d1b647b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95902ea7-6fe1-46d3-895a-33497d1b647b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c84c7b1a-5100-4a8c-94ae-50e911d79bfb' class='xr-var-data-in' type='checkbox'><label for='data-c84c7b1a-5100-4a8c-94ae-50e911d79bfb' 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;red&#x27;, &#x27;green&#x27;, &#x27;blue&#x27;], dtype=&#x27;&lt;U5&#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'>float64</div><div class='xr-var-preview xr-preview'>4.999e+05 5e+05 ... 6.097e+05</div><input id='attrs-5a3826f5-4b19-4231-9414-b5382e95390c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a3826f5-4b19-4231-9414-b5382e95390c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b217fff-e08d-4016-b7ae-ae83b5eded89' class='xr-var-data-in' type='checkbox'><label for='data-3b217fff-e08d-4016-b7ae-ae83b5eded89' 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([499900., 500000., 500100., ..., 609500., 609600., 609700.])</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'>5.3e+06 5.3e+06 ... 5.19e+06</div><input id='attrs-ba2bf9bd-eccd-4324-be12-e92d00721035' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba2bf9bd-eccd-4324-be12-e92d00721035' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87b81233-df6f-4d2c-b3d3-3ba8fd5f290e' class='xr-var-data-in' type='checkbox'><label for='data-87b81233-df6f-4d2c-b3d3-3ba8fd5f290e' 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([5300100., 5300000., 5299900., ..., 5190500., 5190400., 5190300.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:processing_baseline</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;03.00&#x27; &#x27;02.12&#x27; ... &#x27;02.12&#x27; &#x27;02.12&#x27;</div><input id='attrs-81c053b2-de9f-4207-af66-dd7eb60452df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81c053b2-de9f-4207-af66-dd7eb60452df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c49b46f6-70e0-496b-8f31-94487f8b93b8' class='xr-var-data-in' type='checkbox'><label for='data-c49b46f6-70e0-496b-8f31-94487f8b93b8' 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;03.00&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;03.00&#x27;, &#x27;03.00&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;03.00&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;,\n",
       "       &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;, &#x27;02.12&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:mean_solar_azimuth</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>160.7 157.6 160.8 ... 170.9 165.6</div><input id='attrs-b74a102e-cea9-4884-ba5f-e0ca9625ae62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b74a102e-cea9-4884-ba5f-e0ca9625ae62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53a6704a-7e8f-4fed-8cd4-947530ebbb03' class='xr-var-data-in' type='checkbox'><label for='data-53a6704a-7e8f-4fed-8cd4-947530ebbb03' 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([160.70663753, 157.59333103, 160.7745074 , 153.21494786,\n",
       "       149.80316568, 154.09135857, 161.11569784, 163.8324209 ,\n",
       "       170.33974524, 164.81520286, 166.81956517, 152.87200633,\n",
       "       155.43405644, 152.81678585, 147.72091922, 152.72248784,\n",
       "       148.97486124, 154.52994564, 155.443401  , 151.66474465,\n",
       "       152.81797412, 158.6510283 , 156.52613181, 161.52832249,\n",
       "       167.50702184, 168.43615745, 165.62450317, 170.90797931,\n",
       "       168.65031576, 170.33259695, 167.76699979, 164.83688916,\n",
       "       165.6084519 , 160.29855547, 159.54782934, 156.69800208,\n",
       "       160.4958807 , 154.45524584, 152.86310479, 151.1386151 ,\n",
       "       148.84751657, 152.38278903, 147.92822648, 152.67741785,\n",
       "       148.34586943, 148.90888158, 153.71159441, 149.68947758,\n",
       "       154.49774207, 155.35766627, 151.61872091, 156.38125504,\n",
       "       157.42542993, 158.60235316, 155.15717551, 160.98210309,\n",
       "       159.05288411, 165.55192346, 167.52811023, 169.83873537,\n",
       "       167.16224649, 170.41257192, 171.57490709, 169.01087529,\n",
       "       171.13842788, 168.20683517, 167.53789437, 163.59447657,\n",
       "       165.65062375, 162.20982697, 162.01104412, 158.99749798,\n",
       "       158.77526709, 161.59797899, 158.39158048, 161.53146812,\n",
       "       160.53626068, 156.33399226, 160.207675  , 159.73546583,\n",
       "       155.22433165, 159.23672657, 152.94120917, 156.3645278 ,\n",
       "       151.20641436, 154.75132711, 152.59760226, 153.16209766,\n",
       "       148.92850823, 153.73304233, 150.56795235, 155.36170799,\n",
       "       151.60828571, 157.43193791, 156.45671858, 162.12553452,\n",
       "       164.71621094, 166.44981958, 171.24484413, 168.64415435,\n",
       "       171.50702967, 168.60512219, 161.27366904, 162.47471241,\n",
       "       161.61090565, 158.38771577, 161.16242653, 157.37393317,\n",
       "       159.7112153 , 155.22823076, 159.24113777, 152.14255584,\n",
       "       147.98616803, 152.66586214, 153.10842649, 148.86916411,\n",
       "       149.63456111, 154.44531626, 150.50706819, 151.54902338,\n",
       "       152.65280533, 157.37977495, 153.86608818, 159.69344332,\n",
       "       156.39362624, 160.90162296, 157.67449547, 162.08618713,\n",
       "       158.9674703 , 163.27013149, 160.21257042, 164.67388951,\n",
       "       168.34785842, 171.49511126, 169.05422731, 171.45575446,\n",
       "       170.86169793, 165.6035432 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:unclassified_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.395 1.643 2.581 ... 6.46 8.58</div><input id='attrs-cd0d933d-74e5-45d6-813c-87d7ff165b6f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd0d933d-74e5-45d6-813c-87d7ff165b6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bb9767d-daf2-4045-b542-d91f77710333' class='xr-var-data-in' type='checkbox'><label for='data-3bb9767d-daf2-4045-b542-d91f77710333' 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([ 7.394707,  1.642846,  2.581037,  3.39089 ,  0.831299,  0.954235,\n",
       "        1.040057,  6.929415,  9.89888 , 17.584589, 11.237461,  1.045946,\n",
       "        0.968423,  1.287026,  2.661785,  1.413407,  1.78506 ,  2.781743,\n",
       "        1.395254, 23.874344,  8.784979,  3.517615,  0.947251,  1.229446,\n",
       "        1.354649,  1.514849,  1.724728,  5.536677,  3.103264,  7.381662,\n",
       "       16.076301,  6.319089,  8.647749,  3.771619, 12.500228,  1.554081,\n",
       "        1.535233,  1.155485,  1.115543,  5.280934,  0.992742,  0.859349,\n",
       "        0.880596,  0.962961,  0.886551,  0.876055,  0.885221,  0.985073,\n",
       "        1.922145,  1.296947,  1.495552,  1.547155, 17.033267, 30.283281,\n",
       "       20.561394,  2.354963,  1.645919,  2.535644,  1.435831,  2.116798,\n",
       "        2.325785,  2.517947,  4.594145,  5.170112,  7.024218,  5.261704,\n",
       "       19.617042,  6.921792, 12.343723,  5.753214,  6.333546,  4.455166,\n",
       "       12.109125,  2.71259 ,  2.371329,  2.569954,  5.016675,  2.88201 ,\n",
       "        1.377552,  1.224048,  7.575382,  1.094998,  1.263709,  3.124019,\n",
       "        1.65608 ,  1.467886,  1.113172,  0.908596,  1.221252,  0.908207,\n",
       "        1.113814,  1.023872,  1.209844,  1.884312,  1.10879 ,  4.480464,\n",
       "        3.574212,  2.072757,  3.041011,  3.221381,  3.247831,  5.399246,\n",
       "       10.142557,  3.158413,  2.246277,  5.294009,  3.257182,  1.632022,\n",
       "        3.700474,  1.446511,  1.732896,  1.103155,  1.277646,  0.991991,\n",
       "        1.167407,  1.26263 ,  0.923307,  0.932377,  2.562061,  1.394824,\n",
       "        0.984245,  1.738879,  1.035986,  0.982437,  1.275216,  1.049667,\n",
       "        1.4299  ,  1.756933,  2.124291,  1.210631,  1.313668,  1.603998,\n",
       "        3.394891,  3.067507,  4.377814,  5.895722,  6.460319,  8.579691])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:datastrip_id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U64</div><div class='xr-var-preview xr-preview'>&#x27;S2A_OPER_MSI_L2A_DS_ESRI_202105...</div><input id='attrs-96465621-d7e6-42f9-9d34-8ac09b5efdd2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96465621-d7e6-42f9-9d34-8ac09b5efdd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eeb95c81-a4eb-4427-9153-71e4523c9db1' class='xr-var-data-in' type='checkbox'><label for='data-eeb95c81-a4eb-4427-9153-71e4523c9db1' 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;S2A_OPER_MSI_L2A_DS_ESRI_20210528T041017_S20160208T190605_N03.00&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210211T023336_S20160408T190712_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210211T052629_S20160421T191704_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210212T062706_S20160720T191655_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210212T083546_S20160727T190238_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210212T150100_S20160816T190939_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210212T192820_S20160829T191558_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210213T043556_S20160925T190612_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210213T184714_S20161207T191829_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210529T144104_S20170103T190949_N03.00&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210530T001658_S20170106T191754_N03.00&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210209T173835_S20170523T191059_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210209T204524_S20170605T191534_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210210T014054_S20170625T191841_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210210T034924_S20170702T190708_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210210T092243_S20170715T191515_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210210T124654_S20170722T191032_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20210210T170311_S20170730T191621_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20210210T192105_S20170804T191650_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20210210T204527_S20170806T190802_N02.12&#x27;,\n",
       "...\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20201025T023208_S20200805T190700_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20200814T140817_S20200810T190422_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201025T101155_S20200813T191815_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20200818T093651_S20200815T190251_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20200918T171913_S20200823T191123_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20200827T175052_S20200825T190743_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20200907T112418_S20200828T191522_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20200907T164841_S20200830T190346_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20200907T231350_S20200902T191252_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20200908T004503_S20200904T190750_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_DS_ESRI_20200911T172010_S20200907T191727_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20200911T225319_S20200909T191047_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201001T085757_S20200929T190122_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201004T193351_S20201002T192031_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201102T211503_S20201101T191542_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201109T194252_S20201108T190937_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201123T062422_S20201121T191908_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20201203T103952_S20201201T191748_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_DS_ESRI_20210113T180913_S20201228T191049_N02.12&#x27;],\n",
       "      dtype=&#x27;&lt;U64&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:nodata_pixel_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.06 4.447 1.042 ... 1.11 3.947</div><input id='attrs-6d8089b5-7fdf-4814-895e-f3ec3ee8ac84' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d8089b5-7fdf-4814-895e-f3ec3ee8ac84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35161df3-ce73-4994-99ba-d610d5efab82' class='xr-var-data-in' type='checkbox'><label for='data-35161df3-ce73-4994-99ba-d610d5efab82' 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([ 4.059688,  4.447188,  1.04202 ,  1.098099,  3.691949,  3.634208,\n",
       "        1.168228,  4.369896,  1.308297,  4.293055,  0.830767,  3.636819,\n",
       "        1.084887,  0.840379,  4.266877,  1.042087,  3.821586,  1.306761,\n",
       "        1.190626,  3.362928,  3.476863,  1.257269,  3.393837,  3.657532,\n",
       "        0.73098 ,  1.101221,  4.678342,  1.17272 ,  3.676673,  1.117976,\n",
       "        3.989081,  3.915767,  1.033172,  3.811059,  3.771597,  3.770405,\n",
       "        1.056088,  3.912907,  4.092432,  4.144485,  4.116556,  1.087452,\n",
       "        3.758833,  1.073726,  3.676265,  3.797416,  1.03277 ,  3.671952,\n",
       "        1.158443,  1.021277,  3.661146,  1.167275,  0.952007,  1.2333  ,\n",
       "        4.105053,  1.295487,  3.367706,  1.400951,  1.166466,  1.131174,\n",
       "        3.647393,  1.165043,  1.014808,  3.418764,  0.946739,  4.041141,\n",
       "        0.953318,  3.890551,  1.014499,  1.038241,  0.972963,  3.949801,\n",
       "        3.829423,  0.857688, 10.47682 ,  0.896059,  1.076493,  3.501176,\n",
       "        1.182962,  1.097342,  3.38839 ,  1.236081,  3.921205,  1.162873,\n",
       "        4.138735,  1.098092,  1.177007,  1.229432,  3.48111 ,  1.234203,\n",
       "        3.482759,  1.25279 , 21.413316,  1.23491 ,  3.595718,  1.23778 ,\n",
       "        3.76014 ,  3.68317 ,  1.024456,  3.530788,  1.240739,  3.66593 ,\n",
       "        4.415931,  0.798342,  0.965703,  3.957498,  0.991931,  3.871566,\n",
       "        0.88858 ,  3.493714,  1.282716,  3.316469,  3.652413,  0.863242,\n",
       "        1.065909,  4.176993,  3.690336,  1.121065,  4.044588,  3.621408,\n",
       "        3.894635,  1.003202,  3.553024,  1.040657,  3.453157,  1.243095,\n",
       "        3.742994,  1.045133,  3.456634,  1.268738,  3.60455 ,  3.834702,\n",
       "        1.011267,  1.07412 ,  3.727648,  1.124625,  1.109927,  3.946998])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:product_uri</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U65</div><div class='xr-var-preview xr-preview'>&#x27;S2A_MSIL2A_20160208T190542_N030...</div><input id='attrs-4077462b-d9fe-4976-8e03-33376e9bfb19' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4077462b-d9fe-4976-8e03-33376e9bfb19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61559f8c-dfd6-423a-94de-fcbdbe65320f' class='xr-var-data-in' type='checkbox'><label for='data-61559f8c-dfd6-423a-94de-fcbdbe65320f' 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;S2A_MSIL2A_20160208T190542_N0300_R013_T10TET_20210528T041016.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160408T190302_N0212_R013_T10TET_20210211T023334.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160421T191022_N0212_R056_T10TET_20210211T052628.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160720T190922_N0212_R056_T10TET_20210212T062705.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160727T185922_N0212_R013_T10TET_20210212T083544.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160816T185922_N0212_R013_T10TET_20210212T150059.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160829T190912_N0212_R056_T10TET_20210212T192817.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20160925T190122_N0212_R013_T10TET_20210213T043555.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20161207T191802_N0212_R056_T10TET_20210213T184712.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170103T190802_N0300_R013_T10TET_20210529T144102.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170106T191751_N0300_R056_T10TET_20210530T001658.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170523T185921_N0212_R013_T10TET_20210209T173835.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170605T190921_N0212_R056_T10TET_20210209T204522.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170625T190911_N0212_R056_T10TET_20210210T014052.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170702T185921_N0212_R013_T10TET_20210210T034922.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170715T190911_N0212_R056_T10TET_20210210T092242.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170722T185921_N0212_R013_T10TET_20210210T124653.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20170730T190909_N0212_R056_T10TET_20210210T170310.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20170804T190921_N0212_R056_T10TET_20210210T192103.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20170806T185919_N0212_R013_T10TET_20210210T204526.SAFE&#x27;,\n",
       "...\n",
       "       &#x27;S2A_MSIL2A_20200805T185921_N0212_R013_T10TET_20201025T023207.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200810T185919_N0212_R013_T10TET_20200814T140814.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200813T190919_N0212_R056_T10TET_20201025T101153.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200815T185921_N0212_R013_T10TET_20200818T093648.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200823T190919_N0212_R056_T10TET_20200918T171910.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200825T185921_N0212_R013_T10TET_20200827T175050.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200828T190921_N0212_R056_T10TET_20200907T112416.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200830T185919_N0212_R013_T10TET_20200907T164839.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200902T190919_N0212_R056_T10TET_20200907T231347.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200904T185921_N0212_R013_T10TET_20200908T004502.SAFE&#x27;,\n",
       "       &#x27;S2A_MSIL2A_20200907T190931_N0212_R056_T10TET_20200911T172006.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200909T185929_N0212_R013_T10TET_20200911T225318.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20200929T190109_N0212_R013_T10TET_20201001T085751.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201002T191229_N0212_R056_T10TET_20201004T193349.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201101T191539_N0212_R056_T10TET_20201102T211503.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201108T190619_N0212_R013_T10TET_20201109T194251.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201121T191719_N0212_R056_T10TET_20201123T062421.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201201T191749_N0212_R056_T10TET_20201203T103951.SAFE&#x27;,\n",
       "       &#x27;S2B_MSIL2A_20201228T190809_N0212_R013_T10TET_20210113T180911.SAFE&#x27;],\n",
       "      dtype=&#x27;&lt;U65&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>instruments</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;msi&#x27;</div><input id='attrs-54719b8a-b46f-4b7d-9f02-1f2c1b104e49' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54719b8a-b46f-4b7d-9f02-1f2c1b104e49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d769382-3116-4a6e-9815-6f45f91373b8' class='xr-var-data-in' type='checkbox'><label for='data-4d769382-3116-4a6e-9815-6f45f91373b8' 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;msi&#x27;, dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;Sentinel 2&#x27;</div><input id='attrs-b356e9b4-befe-439b-a6ad-7298de915c93' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b356e9b4-befe-439b-a6ad-7298de915c93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8455824-0a84-472f-860e-b6ca1eda3562' class='xr-var-data-in' type='checkbox'><label for='data-c8455824-0a84-472f-860e-b6ca1eda3562' 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;Sentinel 2&#x27;, dtype=&#x27;&lt;U10&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:mgrs_tile</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;10TET&#x27;</div><input id='attrs-ae66b4b6-0ad5-4617-9e1d-a7ce08e75501' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae66b4b6-0ad5-4617-9e1d-a7ce08e75501' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e5cd063-68a4-4a68-aea0-5bf9e23b0a04' class='xr-var-data-in' type='checkbox'><label for='data-3e5cd063-68a4-4a68-aea0-5bf9e23b0a04' 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;10TET&#x27;, dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:datatake_type</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;INS-NOBS&#x27;</div><input id='attrs-dc9638df-dce2-4a60-b1c7-9970ab31987f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc9638df-dce2-4a60-b1c7-9970ab31987f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e397688-1d62-4cf7-83be-97a0b2c4ac8c' class='xr-var-data-in' type='checkbox'><label for='data-2e397688-1d62-4cf7-83be-97a0b2c4ac8c' 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;INS-NOBS&#x27;, dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:vegetation_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.52 72.65 56.11 ... 47.51 32.16</div><input id='attrs-43afbfea-6c5c-44a4-9b31-54b7f987ecb5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43afbfea-6c5c-44a4-9b31-54b7f987ecb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6387114-b9f3-4d0a-b6dc-99f1ee4d9087' class='xr-var-data-in' type='checkbox'><label for='data-a6387114-b9f3-4d0a-b6dc-99f1ee4d9087' 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([46.515167, 72.653878, 56.114304, 55.50977 , 76.617217, 72.334498,\n",
       "       73.584998, 55.149132, 39.42329 , 32.658413, 36.68566 , 76.602352,\n",
       "       74.018842, 65.79327 , 63.618165, 73.242867, 70.135695, 64.514399,\n",
       "       72.826201, 41.439322, 49.738026, 51.144123, 73.62029 , 64.977741,\n",
       "       72.338444, 72.624582, 72.384769, 55.00198 , 66.142112, 43.985283,\n",
       "       31.907746, 43.331501, 25.246242, 60.282832, 20.04838 , 70.864141,\n",
       "       72.43343 , 76.103616, 75.695235, 54.707289, 72.487032, 76.252085,\n",
       "       76.350045, 72.362751, 75.191784, 74.972922, 74.309689, 74.402487,\n",
       "       71.297574, 71.319228, 71.295893, 71.853918, 51.648289, 45.058492,\n",
       "       35.183391, 61.564267, 70.857608, 62.990016, 73.801088, 72.592223,\n",
       "       70.764112, 56.994951, 58.508086, 52.176237, 18.280508, 50.980413,\n",
       "       19.33676 , 48.060387, 29.892454, 38.932267, 50.91905 , 56.474954,\n",
       "       29.578462, 61.694038, 60.521543, 45.749921, 47.310326, 59.871876,\n",
       "       72.44454 , 70.826679, 56.827962, 58.99632 , 72.833282, 64.058822,\n",
       "       69.194925, 67.082822, 73.46614 , 76.101834, 72.60564 , 75.747275,\n",
       "       74.878979, 74.835002, 72.732955, 65.148211, 74.875361, 55.914927,\n",
       "       56.863332, 73.250502, 68.046623, 65.941983, 62.176001, 50.325513,\n",
       "       32.280433, 55.795294, 67.092711, 53.03815 , 53.186488, 70.413566,\n",
       "       60.27838 , 75.389236, 67.789984, 74.4048  , 73.603088, 68.675959,\n",
       "       72.683269, 76.473564, 77.052945, 76.423806, 70.652926, 73.470461,\n",
       "       75.761062, 66.351765, 75.416315, 74.643224, 73.5847  , 74.396992,\n",
       "       71.554184, 66.638041, 70.813137, 62.234098, 72.071505, 74.461645,\n",
       "       60.075766, 70.821804, 60.614246, 36.894995, 47.506449, 32.162049])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:granule_id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U62</div><div class='xr-var-preview xr-preview'>&#x27;S2A_OPER_MSI_L2A_TL_ESRI_202105...</div><input id='attrs-78397ed6-04ea-419a-853a-7aeb813b59be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78397ed6-04ea-419a-853a-7aeb813b59be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f87ac5b-57e1-41cb-b9d8-2b1665ad0366' class='xr-var-data-in' type='checkbox'><label for='data-5f87ac5b-57e1-41cb-b9d8-2b1665ad0366' 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;S2A_OPER_MSI_L2A_TL_ESRI_20210528T041017_A003299_T10TET_N03.00&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210211T023336_A004157_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210211T052629_A004343_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210212T062706_A005630_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210212T083546_A005730_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210212T150100_A006016_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210212T192820_A006202_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210213T043556_A006588_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210213T184714_A007632_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210529T144104_A008018_T10TET_N03.00&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210530T001658_A008061_T10TET_N03.00&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210209T173835_A010020_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210209T204524_A010206_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210210T014054_A010492_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210210T034924_A010592_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210210T092243_A010778_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210210T124654_A010878_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20210210T170311_A002084_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20210210T192105_A011064_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20210210T204527_A002184_T10TET_N02.12&#x27;,\n",
       "...\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20201025T023208_A026751_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20200814T140817_A017914_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201025T101155_A017957_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20200818T093651_A026894_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20200918T171913_A018100_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20200827T175052_A027037_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20200907T112418_A027080_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20200907T164841_A018200_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20200907T231350_A018243_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20200908T004503_A027180_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2A_OPER_MSI_L2A_TL_ESRI_20200911T172010_A027223_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20200911T225319_A018343_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201001T085757_A018629_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201004T193351_A018672_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201102T211503_A019101_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201109T194252_A019201_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201123T062422_A019387_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20201203T103952_A019530_T10TET_N02.12&#x27;,\n",
       "       &#x27;S2B_OPER_MSI_L2A_TL_ESRI_20210113T180913_A019916_T10TET_N02.12&#x27;],\n",
       "      dtype=&#x27;&lt;U62&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:degraded_msi_data_percentage</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-c82cec85-2dde-4c7e-9aa2-ef87604841fb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c82cec85-2dde-4c7e-9aa2-ef87604841fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a127e1ba-baff-474b-a558-50f2a8bfc509' class='xr-var-data-in' type='checkbox'><label for='data-a127e1ba-baff-474b-a558-50f2a8bfc509' 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(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:saturated_defective_pixel_percentage</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-75e4e5a9-588b-48da-b119-f70963e12736' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-75e4e5a9-588b-48da-b119-f70963e12736' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04fa52cd-e389-4063-90ea-8f780fa04bbd' class='xr-var-data-in' type='checkbox'><label for='data-04fa52cd-e389-4063-90ea-8f780fa04bbd' 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(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:mean_solar_zenith</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>64.39 41.74 36.47 ... 69.82 71.85</div><input id='attrs-d520b520-e52d-4400-8a4b-b44bb9943f05' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d520b520-e52d-4400-8a4b-b44bb9943f05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-379ae89d-443d-474b-8a8a-821111298dee' class='xr-var-data-in' type='checkbox'><label for='data-379ae89d-443d-474b-8a8a-821111298dee' 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([64.3851963 , 41.73880353, 36.46643523, 29.0427888 , 31.25249081,\n",
       "       36.31507522, 39.72083242, 49.78069255, 70.63607555, 71.49845093,\n",
       "       70.80134411, 28.82206302, 26.41642839, 26.03252712, 27.34875801,\n",
       "       28.1370093 , 30.19437488, 31.08727279, 32.28730592, 33.54450158,\n",
       "       34.85011255, 36.46421408, 39.28308764, 46.07432605, 50.39496136,\n",
       "       52.24827156, 53.36994145, 59.46246991, 62.08247794, 70.61101162,\n",
       "       71.15258097, 71.5201399 , 69.41120583, 62.96116187, 59.50567827,\n",
       "       36.5775642 , 34.98210724, 30.88840574, 28.8703196 , 27.49235263,\n",
       "       26.68029497, 26.77431626, 28.48524484, 28.10297568, 29.25593747,\n",
       "       30.15465208, 29.94218694, 31.15616519, 31.02954373, 32.23239897,\n",
       "       33.4814088 , 33.52546806, 34.92098189, 36.38989675, 37.66295207,\n",
       "       39.56325258, 42.48948756, 46.59394979, 50.29541322, 55.83979463,\n",
       "       56.89310097, 57.63428187, 66.87571941, 67.63650219, 69.04039079,\n",
       "       70.49779583, 71.27584395, 70.39037437, 69.45211485, 57.93256474,\n",
       "       56.03719429, 55.83488797, 53.87621654, 50.10920189, 49.88435059,\n",
       "       48.09795685, 35.05516128, 35.04124953, 33.49822025, 32.0648655 ,\n",
       "       32.17149765, 30.75085888, 28.90466737, 26.98802076, 27.51195661,\n",
       "       26.08800852, 26.2929003 , 28.90465739, 30.09782179, 29.88261165,\n",
       "       32.2083791 , 32.16443795, 33.41293665, 34.84188766, 39.11815479,\n",
       "       41.16448029, 51.3437868 , 55.00182794, 60.97800263, 61.92160015,\n",
       "       62.58679977, 69.65256061, 66.12794976, 59.84723964, 50.20650017,\n",
       "       49.98518469, 40.37985243, 40.24304887, 32.13736789, 32.2393255 ,\n",
       "       30.81477695, 28.15469538, 26.92230609, 28.02159918, 28.86440904,\n",
       "       30.05688459, 31.04824418, 30.91420557, 32.15474265, 33.35257573,\n",
       "       34.65230402, 34.77139642, 36.03408415, 37.78401298, 39.04290975,\n",
       "       39.39861229, 40.65297976, 41.07906148, 42.31869862, 42.81163815,\n",
       "       44.04000347, 51.25564906, 51.97344607, 62.51174953, 64.89541828,\n",
       "       67.92303888, 69.81589416, 71.84870255])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sat:relative_orbit</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>13 13 56 56 13 ... 56 13 56 56 13</div><input id='attrs-96fd665d-24af-4679-b963-2845219ffb9f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96fd665d-24af-4679-b963-2845219ffb9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abcaa511-8185-42e8-ae27-e3c2eba8d253' class='xr-var-data-in' type='checkbox'><label for='data-abcaa511-8185-42e8-ae27-e3c2eba8d253' 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([13, 13, 56, 56, 13, 13, 56, 13, 56, 13, 56, 13, 56, 56, 13, 56, 13,\n",
       "       56, 56, 13, 13, 56, 13, 13, 56, 56, 13, 56, 13, 56, 13, 13, 56, 13,\n",
       "       13, 13, 56, 13, 13, 13, 13, 56, 13, 56, 13, 13, 56, 13, 56, 56, 13,\n",
       "       56, 56, 56, 13, 56, 13, 56, 56, 56, 13, 56, 56, 13, 56, 13, 56, 13,\n",
       "       56, 56, 56, 13, 13, 56, 13, 56, 56, 13, 56, 56, 13, 56, 13, 56, 13,\n",
       "       56, 56, 56, 13, 56, 13, 56, 13, 56, 13, 56, 13, 13, 56, 13, 56, 13,\n",
       "       13, 56, 56, 13, 56, 13, 56, 13, 56, 13, 13, 56, 56, 13, 13, 56, 13,\n",
       "       13, 13, 56, 13, 56, 13, 56, 13, 56, 13, 56, 13, 13, 56, 56, 13, 56,\n",
       "       56, 13])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:high_proba_clouds_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2856 0.1484 10.25 ... 3.675 16.31</div><input id='attrs-c88b7ea0-07cc-4da0-bd37-5319beefea76' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c88b7ea0-07cc-4da0-bd37-5319beefea76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-690c05c5-111b-4fd8-8deb-b17a3e7275af' class='xr-var-data-in' type='checkbox'><label for='data-690c05c5-111b-4fd8-8deb-b17a3e7275af' 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([ 0.285605,  0.14837 , 10.246203, 12.483446,  0.313549,  0.097646,\n",
       "        0.265664,  3.963944,  0.776288,  0.33454 ,  0.601906,  0.294874,\n",
       "        0.100556,  0.3931  , 12.900212,  1.919546,  3.66828 ,  5.899546,\n",
       "        0.163344,  0.236115,  8.706082, 10.328536,  0.236287,  0.032392,\n",
       "        0.197184,  0.244346,  0.212575,  2.648533,  0.143304,  7.431173,\n",
       "        5.646962,  4.582605, 13.930969,  0.253361, 13.049285,  0.120785,\n",
       "        0.134224,  0.276868,  0.683303,  2.000993,  2.781352,  0.220563,\n",
       "        0.321   ,  0.112337,  0.187389,  0.311099,  0.24653 ,  0.172271,\n",
       "        0.041778,  1.115962,  0.295324,  0.205306,  0.051549,  0.098773,\n",
       "        0.044868,  3.502197,  0.250959,  2.373755,  0.271302,  0.246134,\n",
       "        0.098121,  0.065894,  1.869688, 10.136931, 14.759968,  0.109605,\n",
       "        5.912551,  2.155762,  5.358348,  5.819697,  1.634548,  0.301558,\n",
       "       14.184333,  0.258032,  0.166705, 11.815285, 12.800586,  8.136448,\n",
       "        0.482125,  0.163596,  1.40484 ,  0.181674,  1.270847, 11.772918,\n",
       "        0.693823,  0.890509,  1.793509,  0.244491,  1.192033,  0.325765,\n",
       "        0.502843,  0.297089,  0.381224,  0.908956,  0.308986,  9.150688,\n",
       "       10.577255,  0.269497,  0.097957,  0.05161 ,  0.189376,  0.243852,\n",
       "       10.50898 ,  0.117594,  0.220701,  4.100209,  3.613033,  0.412315,\n",
       "        8.38332 ,  0.265142,  1.256071,  0.07389 ,  0.641728,  0.052805,\n",
       "        0.104454,  0.65353 ,  0.346137,  0.396209,  1.641863,  1.528937,\n",
       "        0.353118,  2.063675,  0.342871,  0.274552,  0.616915,  0.339397,\n",
       "        0.381381,  5.628673,  0.252445,  0.377274,  0.273848,  0.245964,\n",
       "       14.868201,  0.219621,  1.145752,  6.04236 ,  3.675069, 16.30924 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:generation_time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U27</div><div class='xr-var-preview xr-preview'>&#x27;2021-05-28T04:10:16.423480Z&#x27; .....</div><input id='attrs-22f5328b-cd9e-4d4c-8ac1-acf4d7339373' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-22f5328b-cd9e-4d4c-8ac1-acf4d7339373' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66632891-8e5d-4af8-96e8-c93badfa0304' class='xr-var-data-in' type='checkbox'><label for='data-66632891-8e5d-4af8-96e8-c93badfa0304' 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;2021-05-28T04:10:16.423480Z&#x27;, &#x27;2021-02-11T02:33:34.188Z&#x27;,\n",
       "       &#x27;2021-02-11T05:26:28.165Z&#x27;, &#x27;2021-02-12T06:27:05.547Z&#x27;,\n",
       "       &#x27;2021-02-12T08:35:44.941Z&#x27;, &#x27;2021-02-12T15:00:59.367Z&#x27;,\n",
       "       &#x27;2021-02-12T19:28:17.892Z&#x27;, &#x27;2021-02-13T04:35:55.326Z&#x27;,\n",
       "       &#x27;2021-02-13T18:47:12.926Z&#x27;, &#x27;2021-05-29T14:41:02.890945Z&#x27;,\n",
       "       &#x27;2021-05-30T00:16:58.40940Z&#x27;, &#x27;2021-02-09T17:38:35.890Z&#x27;,\n",
       "       &#x27;2021-02-09T20:45:22.964Z&#x27;, &#x27;2021-02-10T01:40:52.451Z&#x27;,\n",
       "       &#x27;2021-02-10T03:49:22.876Z&#x27;, &#x27;2021-02-10T09:22:42.131Z&#x27;,\n",
       "       &#x27;2021-02-10T12:46:53.452Z&#x27;, &#x27;2021-02-10T17:03:10.540Z&#x27;,\n",
       "       &#x27;2021-02-10T19:21:03.907Z&#x27;, &#x27;2021-02-10T20:45:26.500Z&#x27;,\n",
       "       &#x27;2021-02-10T22:49:50.483Z&#x27;, &#x27;2020-10-19T22:38:59.762Z&#x27;,\n",
       "       &#x27;2021-02-01T11:52:51.748Z&#x27;, &#x27;2021-02-02T03:38:56.824Z&#x27;,\n",
       "       &#x27;2021-02-02T11:23:47.503Z&#x27;, &#x27;2021-02-02T13:21:07.307Z&#x27;,\n",
       "       &#x27;2021-02-02T14:30:53.656Z&#x27;, &#x27;2020-10-15T01:46:33.723Z&#x27;,\n",
       "       &#x27;2020-10-15T03:11:24.166Z&#x27;, &#x27;2020-10-14T12:39:49.671Z&#x27;,\n",
       "       &#x27;2020-10-14T12:58:31.674Z&#x27;, &#x27;2020-10-14T03:10:26.551Z&#x27;,\n",
       "       &#x27;2020-10-14T06:23:28.228Z&#x27;, &#x27;2020-10-13T20:40:24.353Z&#x27;,\n",
       "       &#x27;2020-10-14T00:23:45.520Z&#x27;, &#x27;2020-10-13T01:54:44.967Z&#x27;,\n",
       "       &#x27;2020-10-13T03:08:05.878Z&#x27;, &#x27;2020-10-12T09:33:21.879Z&#x27;,\n",
       "       &#x27;2020-10-12T13:30:37.132Z&#x27;, &#x27;2020-10-26T13:16:33.309Z&#x27;,\n",
       "...\n",
       "       &#x27;2020-10-03T12:17:02.145Z&#x27;, &#x27;2020-10-03T20:45:22.572Z&#x27;,\n",
       "       &#x27;2020-09-30T14:05:04.766Z&#x27;, &#x27;2020-09-30T04:23:36.838Z&#x27;,\n",
       "       &#x27;2020-10-10T09:26:25.892Z&#x27;, &#x27;2020-10-10T13:52:56.394Z&#x27;,\n",
       "       &#x27;2020-09-25T19:13:01.583Z&#x27;, &#x27;2020-09-23T06:53:46.473Z&#x27;,\n",
       "       &#x27;2020-09-20T16:30:47.322Z&#x27;, &#x27;2020-09-20T21:23:58.743Z&#x27;,\n",
       "       &#x27;2020-09-19T22:01:57.947Z&#x27;, &#x27;2020-09-11T04:00:58.733Z&#x27;,\n",
       "       &#x27;2020-08-24T04:44:17.115Z&#x27;, &#x27;2020-09-18T17:19:07.543Z&#x27;,\n",
       "       &#x27;2020-08-16T17:49:17.368Z&#x27;, &#x27;2020-08-17T01:30:18.783Z&#x27;,\n",
       "       &#x27;2020-10-24T18:38:33.928Z&#x27;, &#x27;2020-08-18T00:37:39.827Z&#x27;,\n",
       "       &#x27;2020-08-18T08:55:54.939Z&#x27;, &#x27;2020-10-25T02:32:07.311Z&#x27;,\n",
       "       &#x27;2020-08-14T14:08:14.944Z&#x27;, &#x27;2020-10-25T10:11:53.422Z&#x27;,\n",
       "       &#x27;2020-08-18T09:36:48.464Z&#x27;, &#x27;2020-09-18T17:19:10.769Z&#x27;,\n",
       "       &#x27;2020-08-27T17:50:50.878Z&#x27;, &#x27;2020-09-07T11:24:16.977Z&#x27;,\n",
       "       &#x27;2020-09-07T16:48:39.196Z&#x27;, &#x27;2020-09-07T23:13:47.965Z&#x27;,\n",
       "       &#x27;2020-09-08T00:45:02.187Z&#x27;, &#x27;2020-09-11T17:20:06.830Z&#x27;,\n",
       "       &#x27;2020-09-11T22:53:18.279Z&#x27;, &#x27;2020-10-01T08:57:51.731Z&#x27;,\n",
       "       &#x27;2020-10-04T19:33:49.388Z&#x27;, &#x27;2020-11-02T21:15:03.594Z&#x27;,\n",
       "       &#x27;2020-11-09T19:42:51.793Z&#x27;, &#x27;2020-11-23T06:24:21.864Z&#x27;,\n",
       "       &#x27;2020-12-03T10:39:51.912Z&#x27;, &#x27;2021-01-13T18:09:11.872Z&#x27;],\n",
       "      dtype=&#x27;&lt;U27&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:snow_ice_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.562 2.935 0.8289 ... 1.234 1.404</div><input id='attrs-0775be00-ab97-4738-80ba-409b68d1f799' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0775be00-ab97-4738-80ba-409b68d1f799' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4d1303b-0446-485a-8297-9d42f45fdae2' class='xr-var-data-in' type='checkbox'><label for='data-c4d1303b-0446-485a-8297-9d42f45fdae2' 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([2.561623e+00, 2.935074e+00, 8.289340e-01, 3.497380e-01,\n",
       "       4.520910e-01, 3.260660e-01, 1.973110e-01, 2.334350e-01,\n",
       "       5.331167e+00, 7.609898e+00, 4.310875e+00, 2.902307e+00,\n",
       "       1.758357e+00, 1.143739e+00, 9.964520e-01, 4.215210e-01,\n",
       "       4.347970e-01, 3.375720e-01, 3.143250e-01, 3.512370e-01,\n",
       "       2.352250e-01, 2.352190e-01, 2.240190e-01, 1.631290e-01,\n",
       "       2.410480e-01, 6.915780e-01, 4.986970e-01, 8.848900e-01,\n",
       "       4.075440e-01, 1.286891e+00, 1.416255e+00, 1.345717e+00,\n",
       "       2.942364e+00, 1.500574e+00, 2.172507e+01, 3.594983e+00,\n",
       "       3.124473e+00, 2.676444e+00, 1.954620e+00, 1.397154e+00,\n",
       "       8.424650e-01, 6.506430e-01, 5.473400e-01, 4.208240e-01,\n",
       "       4.483180e-01, 3.720850e-01, 3.005280e-01, 3.332890e-01,\n",
       "       3.108090e-01, 1.946720e-01, 2.505490e-01, 2.174080e-01,\n",
       "       1.814380e-01, 1.669520e-01, 2.383370e-01, 1.141760e-01,\n",
       "       1.121850e-01, 3.243810e-01, 1.390430e-01, 1.996130e-01,\n",
       "       2.054970e-01, 1.115610e-01, 4.395190e-01, 4.881470e-01,\n",
       "       8.789977e+00, 1.169355e+00, 2.187814e+00, 1.393376e+00,\n",
       "       1.161350e+00, 6.010298e+00, 5.767725e+00, 6.543998e+00,\n",
       "       7.356995e+00, 4.929717e+00, 4.370968e+00, 2.417755e+00,\n",
       "       1.710314e+00, 1.595673e+00, 2.139083e+00, 1.987419e+00,\n",
       "       2.129017e+00, 1.647922e+00, 1.640531e+00, 1.165907e+00,\n",
       "       1.464468e+00, 1.127621e+00, 4.602230e-01, 3.644800e-01,\n",
       "       2.704450e-01, 3.115450e-01, 2.808620e-01, 2.331520e-01,\n",
       "       1.123000e-03, 1.765860e-01, 1.371780e-01, 6.144000e-02,\n",
       "       5.722000e-01, 1.832812e+00, 5.600660e-01, 7.649290e-01,\n",
       "       4.947700e-01, 1.746550e+00, 2.910049e+00, 2.682839e+00,\n",
       "       3.400012e+00, 3.716356e+00, 2.641043e+00, 3.693281e+00,\n",
       "       1.935848e+00, 2.990392e+00, 1.988950e+00, 2.321871e+00,\n",
       "       1.323742e+00, 7.996680e-01, 6.559010e-01, 6.308410e-01,\n",
       "       5.456800e-01, 3.923740e-01, 4.282970e-01, 3.572250e-01,\n",
       "       3.313750e-01, 2.791970e-01, 2.912670e-01, 2.105150e-01,\n",
       "       2.310540e-01, 1.831320e-01, 2.031650e-01, 1.506680e-01,\n",
       "       1.837670e-01, 1.550320e-01, 1.307650e-01, 2.540270e-01,\n",
       "       1.846100e-01, 1.640270e-01, 1.587358e+00, 1.279200e+00,\n",
       "       1.234377e+00, 1.404385e+00])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:medium_proba_clouds_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.12 0.1331 4.597 ... 2.071 6.466</div><input id='attrs-2204f751-7d35-4bc7-87f5-9fde2e4eb4f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2204f751-7d35-4bc7-87f5-9fde2e4eb4f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-efab4886-8821-4eb3-8157-5ae112ece3db' class='xr-var-data-in' type='checkbox'><label for='data-efab4886-8821-4eb3-8157-5ae112ece3db' 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([ 1.120301,  0.133071,  4.597229,  3.090415,  0.133261,  0.04428 ,\n",
       "        0.120669,  4.052807,  1.180914,  2.116943,  3.208586,  0.126429,\n",
       "        0.057468,  3.92868 ,  3.014415,  0.864319,  1.47875 ,  2.731263,\n",
       "        0.066196,  1.982088,  6.185678,  2.893775,  0.09151 ,  0.329671,\n",
       "        0.057774,  0.080968,  0.08206 ,  4.00219 ,  0.367698,  6.473003,\n",
       "        4.631456,  3.066425,  5.49208 ,  0.659074,  6.193522,  0.48952 ,\n",
       "        0.18578 ,  0.150963,  0.311991,  6.511289,  0.63427 ,  0.075368,\n",
       "        0.134463,  0.080905,  0.123312,  0.134462,  0.085676,  0.091081,\n",
       "        0.085385,  0.615538,  0.148402,  0.068691,  0.121686,  1.435127,\n",
       "        5.584598,  3.592366,  0.111581,  1.271717,  0.080622,  0.16833 ,\n",
       "        0.15399 ,  0.546884,  0.826577,  3.061614,  6.770919,  0.584197,\n",
       "        8.89608 ,  2.522587,  7.845623,  7.07762 ,  1.832153,  0.637877,\n",
       "        5.921916,  0.164827,  0.371832,  5.959338,  5.265444,  2.794383,\n",
       "        0.411771,  0.087587, 10.333768,  0.480634,  0.494184,  4.713845,\n",
       "        0.720816,  0.880529,  0.440817,  0.07248 ,  0.77173 ,  0.093664,\n",
       "        0.231815,  0.091625,  0.290491,  0.453895,  0.115293,  3.462468,\n",
       "        2.777688,  0.163813,  0.035781,  0.103151,  0.729406,  0.680595,\n",
       "        6.208298,  0.863962,  0.24766 ,  3.246371, 13.677785,  0.345709,\n",
       "        3.32767 ,  0.38603 ,  1.844523,  0.096954,  0.366022,  0.069933,\n",
       "        0.105276,  0.454663,  0.151699,  0.120276,  1.940389,  0.73282 ,\n",
       "        0.15053 ,  1.072746,  0.151356,  0.074142,  0.339427,  0.114976,\n",
       "        0.235713,  1.149968,  0.115034,  1.699547,  0.097726,  0.082752,\n",
       "        4.575134,  0.065712,  0.680831,  3.296361,  2.071489,  6.466416])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:not_vegetated_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.605 6.902 4.724 ... 3.47 1.764</div><input id='attrs-74aeef12-585f-4490-bcc9-4ab41cc86b4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74aeef12-585f-4490-bcc9-4ab41cc86b4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d08d4bd1-6779-4d05-a14f-0874141ad949' class='xr-var-data-in' type='checkbox'><label for='data-d08d4bd1-6779-4d05-a14f-0874141ad949' 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([ 1.604741,  6.902468,  4.724148,  6.948723,  8.550293,  9.963327,\n",
       "       10.276374, 12.422416,  2.924788,  0.704239,  0.779509,  5.919183,\n",
       "        5.934767,  4.115782,  6.343908,  8.072497,  9.532221,  8.064041,\n",
       "       11.635447, 15.643227, 11.331534, 10.283131, 11.114543, 11.232299,\n",
       "        9.412866,  7.937858,  8.986429,  5.49212 ,  7.365024,  2.128917,\n",
       "        7.07203 ,  3.580826,  3.125614,  6.841119,  3.81203 ,  8.123927,\n",
       "        8.154818,  6.578456,  6.728648,  5.777806,  7.503787,  8.337517,\n",
       "        9.033713,  9.3978  , 10.215703, 10.309087, 10.4978  , 11.129207,\n",
       "       12.686205, 10.54291 , 11.950668, 11.851352, 17.082109,  9.101593,\n",
       "       25.454056,  9.155177, 12.829532,  9.407167,  7.911204,  6.624693,\n",
       "        6.853767,  6.987761,  4.650573,  4.303812,  3.164481,  4.115615,\n",
       "       10.556612,  4.637731,  3.769262,  5.584985,  9.453391, 10.659599,\n",
       "        6.355129, 11.099904, 12.894069,  9.293219,  6.319515,  6.29259 ,\n",
       "        7.128216,  7.106584,  5.671044,  6.436598,  6.784862,  5.936987,\n",
       "        6.015147,  7.127014,  8.472857,  8.473642,  9.182119,  8.745634,\n",
       "        9.816406,  9.575225, 10.046456,  9.15754 ,  9.766462, 10.29752 ,\n",
       "        5.191671,  5.15778 ,  5.589751,  6.331439,  5.722966,  5.191853,\n",
       "        3.619178,  5.659757,  7.21643 ,  8.434015,  6.566054,  8.423138,\n",
       "        6.156155,  6.137389,  6.329153,  6.045223,  6.290432,  6.480319,\n",
       "        6.767954,  7.708924,  7.928471,  7.950327,  9.535755,  9.016984,\n",
       "        9.12929 ,  9.060695,  9.453898,  9.139152,  9.787615,  9.285574,\n",
       "       10.141966,  9.488664, 12.374111,  8.90085 , 11.759762,  7.954067,\n",
       "        6.086313,  4.860784,  4.797184,  3.894184,  3.469761,  1.764327])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:thin_cirrus_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>16.05 2.417 9.463 ... 0.3247 0.1651</div><input id='attrs-7c4b1f49-2eb9-4c28-ab4a-098bea6fc738' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c4b1f49-2eb9-4c28-ab4a-098bea6fc738' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64070fa9-4720-4bab-a080-ef14dbda6ed8' class='xr-var-data-in' type='checkbox'><label for='data-64070fa9-4720-4bab-a080-ef14dbda6ed8' 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([1.6045600e+01, 2.4170140e+00, 9.4630580e+00, 7.3384000e-02,\n",
       "       1.2700000e-04, 3.0470640e+00, 3.4900000e-04, 3.0614610e+00,\n",
       "       2.8443000e-01, 2.0800000e-04, 3.7260190e+00, 3.6996000e-02,\n",
       "       5.4186460e+00, 1.4776215e+01, 3.0000000e-06, 1.5114000e-02,\n",
       "       1.9722500e-01, 3.1300000e-04, 1.1400000e-04, 8.5142020e+00,\n",
       "       3.8991520e+00, 6.2502940e+00, 0.0000000e+00, 1.1038902e+01,\n",
       "       1.2000000e-04, 3.9300000e-04, 2.8554100e-01, 1.0217396e+01,\n",
       "       2.1302910e+00, 3.1368200e-01, 2.7603010e+00, 1.4132340e+00,\n",
       "       3.5998900e-01, 1.3906930e+00, 1.8256350e+00, 3.0728980e+00,\n",
       "       2.3788340e+00, 3.6900000e-04, 4.8172300e-01, 1.2892440e+01,\n",
       "       8.6038900e-01, 4.5600000e-04, 4.4800000e-04, 4.5470190e+00,\n",
       "       4.8475940e+00, 9.7600000e-04, 1.3400000e-04, 4.5630870e+00,\n",
       "       4.7000000e-05, 6.6475000e-02, 1.3477360e+00, 2.5200000e-04,\n",
       "       7.0000000e-06, 6.4000000e-05, 8.8831400e-01, 1.1563729e+01,\n",
       "       2.2208000e-02, 5.4082040e+00, 1.1700000e-04, 1.4484000e-02,\n",
       "       4.7569190e+00, 1.8437168e+01, 1.6453600e-01, 5.0570000e-03,\n",
       "       9.4301200e-01, 9.9871700e-01, 3.5777990e+00, 1.5707230e+00,\n",
       "       4.8474020e+00, 5.7815200e+00, 4.2787400e-01, 3.3020800e-01,\n",
       "       5.2580700e-01, 1.8740000e-03, 2.7670690e+00, 6.6129100e+00,\n",
       "       4.8978480e+00, 1.3651820e+00, 2.5030590e+00, 6.6744980e+00,\n",
       "       5.5907080e+00, 2.2413065e+01, 2.7809140e+00, 3.2807000e-02,\n",
       "       1.0758012e+01, 1.0771953e+01, 2.3515000e-02, 1.1005000e-02,\n",
       "       1.5105380e+00, 3.5300000e-04, 1.4183000e-02, 9.5800000e-04,\n",
       "       3.8000000e-04, 8.9517850e+00, 8.9000000e-05, 7.1569400e-01,\n",
       "       1.2040940e+00, 3.4000000e-05, 4.0347750e+00, 4.8142040e+00,\n",
       "       7.3010580e+00, 1.2683680e+00, 6.1942200e-01, 8.2919230e+00,\n",
       "       3.6665800e-01, 8.4177000e-02, 6.8965680e+00, 5.8185100e-01,\n",
       "       2.0971350e+00, 1.3137800e-01, 6.2570880e+00, 3.0506360e+00,\n",
       "       5.0338030e+00, 1.0001393e+01, 7.0697800e+00, 0.0000000e+00,\n",
       "       2.4000000e-05, 1.7100000e-04, 2.4887230e+00, 4.7091800e-01,\n",
       "       1.5200000e-04, 5.8644800e+00, 2.1700000e-04, 1.3173900e-01,\n",
       "       3.4712000e-02, 3.4000000e-05, 3.0941860e+00, 4.7900000e-04,\n",
       "       6.8915000e-02, 1.5246893e+01, 4.6500000e-04, 1.6390000e-03,\n",
       "       3.0000000e-06, 1.8400000e-04, 3.6979000e-02, 1.3144411e+01,\n",
       "       3.2467100e-01, 1.6510300e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sat:orbit_state</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;descending&#x27; ... &#x27;descending&#x27;</div><input id='attrs-46d3fa5e-c6cd-47fa-a60e-42b19fa65546' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-46d3fa5e-c6cd-47fa-a60e-42b19fa65546' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4d8ba65-8642-40a9-b1d1-76ea09d158c6' class='xr-var-data-in' type='checkbox'><label for='data-c4d8ba65-8642-40a9-b1d1-76ea09d158c6' 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;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;ascending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;ascending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;ascending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;, &#x27;descending&#x27;,\n",
       "       &#x27;descending&#x27;, &#x27;descending&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:dark_features_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.39 1.883 1.254 ... 13.51 14.56</div><input id='attrs-32c0a311-b24b-4418-be16-eb8dee838ca7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32c0a311-b24b-4418-be16-eb8dee838ca7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38c23bd8-327d-43a2-9a7e-4d4dbad8f88f' class='xr-var-data-in' type='checkbox'><label for='data-38c23bd8-327d-43a2-9a7e-4d4dbad8f88f' 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([11.393227,  1.883304,  1.254438,  1.435369,  0.668635,  1.037303,\n",
       "        1.772848,  1.926506, 17.944776, 16.942337, 15.714604,  0.795573,\n",
       "        1.003072,  0.720823,  0.502837,  0.961647,  0.704092,  1.316042,\n",
       "        1.005801,  0.436898,  0.957093,  1.689518,  1.210082,  2.043322,\n",
       "        3.404697,  3.977289,  3.571185,  5.218877,  7.353386, 12.954621,\n",
       "       17.746142, 15.506771, 11.165585, 10.685308,  6.130205,  1.508425,\n",
       "        1.740465,  0.932763,  0.795312,  0.568645,  0.772031,  0.920028,\n",
       "        0.682162,  1.050262,  0.647102,  0.692982,  1.11168 ,  0.781563,\n",
       "        1.027869,  1.287833,  0.915537,  1.540341,  1.18084 ,  0.962746,\n",
       "        0.624482,  1.47593 ,  1.573164,  2.903501,  3.385444,  4.462276,\n",
       "        4.368141,  5.660524, 11.419559, 11.217753, 10.423861, 16.906492,\n",
       "       12.277314, 15.337169, 13.195354,  9.157237,  8.68753 ,  7.230577,\n",
       "        7.18889 ,  5.757732,  4.224869,  4.340592,  1.673682,  1.6889  ,\n",
       "        1.594034,  1.377286,  0.627587,  0.94164 ,  0.834553,  0.806274,\n",
       "        0.622407,  0.86974 ,  1.024185,  1.224301,  0.70661 ,  1.057555,\n",
       "        0.8352  ,  1.297065,  0.715728,  1.45321 ,  1.229191,  1.754266,\n",
       "        2.931931,  4.350612,  7.174431,  7.013633,  8.032735, 17.10532 ,\n",
       "       12.394475, 10.535976,  5.860343,  4.196774,  2.162981,  2.20901 ,\n",
       "        1.627589,  1.064046,  1.331803,  0.738058,  0.551698,  0.949986,\n",
       "        1.010717,  0.750271,  0.649873,  0.981145,  0.833694,  0.871897,\n",
       "        0.859027,  1.331455,  0.927462,  1.698198,  1.154426,  1.693115,\n",
       "        1.369677,  2.047128,  1.709112,  1.665192,  1.754655,  2.994806,\n",
       "        2.97027 ,  6.86717 , 11.21957 , 11.64913 , 13.50642 , 14.55939 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:water_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.507 11.08 9.523 ... 12.74 9.798</div><input id='attrs-97b7336b-f4e1-4491-93bd-4735751985c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-97b7336b-f4e1-4491-93bd-4735751985c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-049f34e9-d68e-4e40-89f6-f7edc2358c91' class='xr-var-data-in' type='checkbox'><label for='data-049f34e9-d68e-4e40-89f6-f7edc2358c91' 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([ 9.50655 , 11.078427,  9.522738, 12.166195, 12.358206, 12.111901,\n",
       "       12.623948, 11.440548, 14.552569, 14.030987, 13.723172, 12.202537,\n",
       "       10.678335,  7.79475 ,  9.807698, 12.463288, 11.643954, 12.567572,\n",
       "       12.540732,  7.49978 ,  9.353431, 10.343223, 12.46073 ,  8.803819,\n",
       "       12.769775, 12.607631, 11.930222,  9.655255, 11.582006, 11.395565,\n",
       "        8.776964, 13.287163, 11.911427, 12.627967, 12.041708, 10.535168,\n",
       "       10.173476, 12.040273, 11.942192, 10.679466, 12.061919, 12.62815 ,\n",
       "       11.997959, 10.939525,  7.389108, 12.278592, 12.508832,  7.477526,\n",
       "       12.500164, 12.749746, 12.104511, 12.53145 , 12.604313, 12.679513,\n",
       "       11.376186,  6.359835, 12.451805, 10.611211, 12.717786, 12.737152,\n",
       "       10.029124,  8.014225, 13.432544,  9.562228, 14.203618, 13.455723,\n",
       "        9.590477, 10.347567,  8.982384, 12.344429, 12.669927, 12.335793,\n",
       "        9.963148, 12.831722, 11.891421,  9.990828, 10.606579, 11.303122,\n",
       "       11.315694, 10.36147 ,  9.766088,  7.583397, 11.480554,  8.194559,\n",
       "        8.630643,  9.664138, 12.459069, 12.513445, 12.275331, 12.742659,\n",
       "       12.062199, 12.556243, 14.541484, 10.960045, 12.375207, 11.519795,\n",
       "       11.897369, 12.26655 , 10.009886, 10.584774, 10.320424, 12.249617,\n",
       "       11.050572, 11.182211, 12.910089, 12.157055,  7.803454, 12.064723,\n",
       "        9.95704 , 12.080286, 10.513621, 12.085   , 10.816842, 11.918814,\n",
       "       10.358963, 11.832625, 12.329768, 12.724151,  9.589529, 11.699309,\n",
       "       12.326572, 11.031749, 12.305065, 12.745297, 12.474465, 12.78944 ,\n",
       "       11.116999, 12.473881, 12.214094,  8.251854, 12.486327, 12.196962,\n",
       "        7.055665, 12.891929, 12.825294,  8.046945, 12.740107,  9.798116])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>eo:cloud_cover</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.45 2.698 24.31 ... 6.071 22.94</div><input id='attrs-599e7261-6e99-4c79-8a3d-a4519806eb0a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-599e7261-6e99-4c79-8a3d-a4519806eb0a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76ed986e-729d-44b2-acfc-f6213bb3b268' class='xr-var-data-in' type='checkbox'><label for='data-76ed986e-729d-44b2-acfc-f6213bb3b268' 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([17.451507,  2.698454, 24.30649 , 15.647245,  0.446937,  3.18899 ,\n",
       "        0.386683, 11.078212,  2.241632,  2.451691,  7.536511,  0.458298,\n",
       "        5.57667 , 19.097995, 15.91463 ,  2.798979,  5.344255,  8.631121,\n",
       "        0.229655, 10.732405, 18.790912, 19.472606,  0.327796, 11.400965,\n",
       "        0.255079,  0.325706,  0.580177, 16.86812 ,  2.641294, 14.217858,\n",
       "       13.038719,  9.062264, 19.783037,  2.303128, 21.068442,  3.683203,\n",
       "        2.698838,  0.4282  ,  1.477017, 21.404722,  4.276011,  0.296387,\n",
       "        0.455911,  4.740261,  5.158296,  0.446537,  0.33234 ,  4.826439,\n",
       "        0.12721 ,  1.797975,  1.791461,  0.274249,  0.173241,  1.533963,\n",
       "        6.51778 , 18.658292,  0.384748,  9.053676,  0.352042,  0.428948,\n",
       "        5.00903 , 19.049945,  2.860801, 13.203601, 22.473899,  1.692519,\n",
       "       18.386429,  6.249072, 18.051373, 18.678837,  3.894575,  1.269643,\n",
       "       20.632056,  0.424733,  3.305606, 24.387533, 22.963878, 12.296013,\n",
       "        3.396955,  6.92568 , 17.329316, 23.075373,  4.545946, 16.51957 ,\n",
       "       12.17265 , 12.542991,  2.257842,  0.327976,  3.474301,  0.419781,\n",
       "        0.748842,  0.389671,  0.672094, 10.314635,  0.424369, 13.32885 ,\n",
       "       14.559036,  0.433345,  4.168514,  4.968965,  8.21984 ,  2.192815,\n",
       "       17.3367  ,  9.273479,  0.835019,  7.430757, 24.187386,  1.339876,\n",
       "       13.808125,  0.78255 ,  9.357683,  3.221481,  6.041552, 10.124131,\n",
       "        7.27951 ,  1.108193,  0.49786 ,  0.516656,  6.070975,  2.732675,\n",
       "        0.5038  ,  9.000901,  0.494444,  0.480433,  0.991054,  0.454406,\n",
       "        3.71128 ,  6.77912 ,  0.436394, 17.323714,  0.372039,  0.330355,\n",
       "       19.443338,  0.285518,  1.863562, 22.483132,  6.071228, 22.940759])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:cloud_shadow_percentage</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.572 0.2055 0.6679 ... 9.011 8.791</div><input id='attrs-2cc2ff42-bbfc-46cc-9ef5-04c24d7d0dda' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2cc2ff42-bbfc-46cc-9ef5-04c24d7d0dda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7ab95dc-b1a3-4c06-8bec-a5184ce1b6af' class='xr-var-data-in' type='checkbox'><label for='data-c7ab95dc-b1a3-4c06-8bec-a5184ce1b6af' 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([ 3.572479,  0.205547,  0.66791 ,  4.552068,  0.075319,  0.083674,\n",
       "        0.117782,  0.820338,  7.682899,  8.017848, 10.012206,  0.073798,\n",
       "        0.061533,  0.046616,  0.154519,  0.625793,  0.419928,  1.787517,\n",
       "        0.05259 ,  0.02279 ,  0.808802,  3.314562,  0.095291,  0.149282,\n",
       "        0.223441,  0.320506,  0.323793,  1.342088,  1.405366,  6.649205,\n",
       "        3.965839,  7.56667 , 17.177983,  1.987445,  2.673941,  0.136072,\n",
       "        0.139271,  0.084766,  0.291435,  0.183982,  1.064013,  0.055846,\n",
       "        0.052273,  0.125618,  0.063141,  0.051732,  0.053911,  0.064412,\n",
       "        0.128029,  0.810689,  0.195822,  0.184129,  0.096506,  0.213458,\n",
       "        0.04438 ,  0.317355,  0.145043,  2.174404,  0.257566,  0.838289,\n",
       "        0.444547,  0.663088,  4.094775,  3.878115, 15.639436,  6.41818 ,\n",
       "        8.047555,  7.052904, 12.604101,  3.538736,  2.274257,  1.030269,\n",
       "        6.816191,  0.549566,  0.420193,  1.250196,  4.399033,  4.069814,\n",
       "        0.603927,  0.190836,  0.073602,  0.22375 ,  0.616564,  0.193866,\n",
       "        0.243688,  0.117793,  0.746515,  0.085722,  0.264306,  0.067344,\n",
       "        0.263702,  0.089767,  0.080313,  0.905459,  0.083438,  2.642739,\n",
       "        4.410247,  0.635643,  1.409716,  1.172895,  1.785428,  5.789087,\n",
       "       10.266036,  1.712026,  0.43912 ,  5.732886,  0.195408,  0.224383,\n",
       "        2.536392,  0.109585,  0.955915,  0.08041 ,  0.094999,  0.059137,\n",
       "        0.076277,  0.232951,  0.072096,  0.079162,  0.326765,  0.456621,\n",
       "        0.104632,  1.205356,  0.075554,  0.100743,  0.501472,  0.147678,\n",
       "        0.472829,  0.66556 ,  0.145095,  0.258632,  0.111284,  0.204145,\n",
       "        0.789139,  1.041254,  2.714972,  9.856695,  9.011336,  8.79128 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:datatake_id</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U34</div><div class='xr-var-preview xr-preview'>&#x27;GS2A_20160208T190542_003299_N03...</div><input id='attrs-cfb17a48-4352-4041-8955-6ed2e2e2cb3c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfb17a48-4352-4041-8955-6ed2e2e2cb3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d3bbe45-76cc-42bf-b206-7e13e92df37b' class='xr-var-data-in' type='checkbox'><label for='data-6d3bbe45-76cc-42bf-b206-7e13e92df37b' 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;GS2A_20160208T190542_003299_N03.00&#x27;,\n",
       "       &#x27;GS2A_20160408T190302_004157_N02.12&#x27;,\n",
       "       &#x27;GS2A_20160421T191022_004343_N02.12&#x27;,\n",
       "       &#x27;GS2A_20160720T190922_005630_N02.12&#x27;,\n",
       "       &#x27;GS2A_20160727T185922_005730_N02.12&#x27;,\n",
       "       &#x27;GS2A_20160816T185922_006016_N02.12&#x27;,\n",
       "       &#x27;GS2A_20160829T190912_006202_N02.12&#x27;,\n",
       "       &#x27;GS2A_20160925T190122_006588_N02.12&#x27;,\n",
       "       &#x27;GS2A_20161207T191802_007632_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170103T190802_008018_N03.00&#x27;,\n",
       "       &#x27;GS2A_20170106T191751_008061_N03.00&#x27;,\n",
       "       &#x27;GS2A_20170523T185921_010020_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170605T190921_010206_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170625T190911_010492_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170702T185921_010592_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170715T190911_010778_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170722T185921_010878_N02.12&#x27;,\n",
       "       &#x27;GS2B_20170730T190909_002084_N02.12&#x27;,\n",
       "       &#x27;GS2A_20170804T190921_011064_N02.12&#x27;,\n",
       "       &#x27;GS2B_20170806T185919_002184_N02.12&#x27;,\n",
       "...\n",
       "       &#x27;GS2B_20200731T185919_017771_N02.12&#x27;,\n",
       "       &#x27;GS2A_20200805T185921_026751_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200810T185919_017914_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200813T190919_017957_N02.12&#x27;,\n",
       "       &#x27;GS2A_20200815T185921_026894_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200823T190919_018100_N02.12&#x27;,\n",
       "       &#x27;GS2A_20200825T185921_027037_N02.12&#x27;,\n",
       "       &#x27;GS2A_20200828T190921_027080_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200830T185919_018200_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200902T190919_018243_N02.12&#x27;,\n",
       "       &#x27;GS2A_20200904T185921_027180_N02.12&#x27;,\n",
       "       &#x27;GS2A_20200907T190931_027223_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200909T185929_018343_N02.12&#x27;,\n",
       "       &#x27;GS2B_20200929T190109_018629_N02.12&#x27;,\n",
       "       &#x27;GS2B_20201002T191229_018672_N02.12&#x27;,\n",
       "       &#x27;GS2B_20201101T191539_019101_N02.12&#x27;,\n",
       "       &#x27;GS2B_20201108T190619_019201_N02.12&#x27;,\n",
       "       &#x27;GS2B_20201121T191719_019387_N02.12&#x27;,\n",
       "       &#x27;GS2B_20201201T191749_019530_N02.12&#x27;,\n",
       "       &#x27;GS2B_20201228T190809_019916_N02.12&#x27;], dtype=&#x27;&lt;U34&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:reflectance_conversion_factor</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.029 0.9994 0.992 ... 1.028 1.034</div><input id='attrs-2647be58-d1e8-4352-bdfa-cbff43f53c27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2647be58-d1e8-4352-bdfa-cbff43f53c27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c12a8d2-20cc-4186-84a5-ff33aac41a2f' class='xr-var-data-in' type='checkbox'><label for='data-2c12a8d2-20cc-4186-84a5-ff33aac41a2f' 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([1.02901433, 0.99938378, 0.99202579, 0.96812428, 0.96918193,\n",
       "       0.97455418, 0.97970708, 0.99341194, 1.0297826 , 1.03427499,\n",
       "       1.03431875, 0.97671247, 0.97224036, 0.96810072, 0.96750671,\n",
       "       0.9676223 , 0.9683392 , 0.96970937, 0.97085335, 0.9713692 ,\n",
       "       0.97280888, 0.97552763, 0.97828709, 0.9878139 , 0.99493153,\n",
       "       0.99777565, 0.99891836, 1.00922617, 1.01308531, 1.02969298,\n",
       "       1.03027017, 1.03426542, 1.03381977, 1.02753569, 1.02360463,\n",
       "       0.99126155, 0.98962815, 0.98110364, 0.97683101, 0.97325402,\n",
       "       0.96939166, 0.96739965, 0.96744203, 0.96760163, 0.96775407,\n",
       "       0.96829897, 0.96873739, 0.96907327, 0.96964739, 0.97077831,\n",
       "       0.97128902, 0.97212268, 0.97367233, 0.97541647, 0.97616363,\n",
       "       0.97944311, 0.98263819, 0.98924987, 0.99476152, 1.00335517,\n",
       "       1.00450098, 1.00622308, 1.02196793, 1.02285992, 1.02616825,\n",
       "       1.0286577 , 1.03416161, 1.03409941, 1.03384991, 1.02241794,\n",
       "       1.02010288, 1.01913938, 1.01663057, 1.0123827 , 1.01128951,\n",
       "       1.00961874, 0.98979049, 0.98872269, 0.98714028, 0.98459443,\n",
       "       0.98361263, 0.98217056, 0.97695016, 0.97400805, 0.97335073,\n",
       "       0.97103204, 0.967674  , 0.96802019, 0.96825957, 0.96868974,\n",
       "       0.97000561, 0.97070394, 0.97120963, 0.9735731 , 0.978036  ,\n",
       "       0.98155853, 0.99571823, 1.00144925, 1.01166946, 1.01275847,\n",
       "       1.01437569, 1.02680648, 1.03081581, 1.02469623, 1.0125473 ,\n",
       "       1.01145564, 0.99835118, 0.99721056, 0.98474471, 0.98375989,\n",
       "       0.98231294, 0.97516647, 0.96797835, 0.96756284, 0.96798717,\n",
       "       0.96822101, 0.96896789, 0.96952584, 0.96993992, 0.97113095,\n",
       "       0.97253332, 0.97347475, 0.97413802, 0.9771026 , 0.97791134,\n",
       "       0.97918147, 0.98005514, 0.98141892, 0.98235171, 0.98380003,\n",
       "       0.98478558, 0.99554701, 0.99725851, 1.01421506, 1.01784208,\n",
       "       1.02390093, 1.02778005, 1.03388801])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>platform</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;Sentinel-2A&#x27; ... &#x27;Sentinel-2B&#x27;</div><input id='attrs-dc310cdc-9f63-4a18-ab17-dcd8eecf3d36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc310cdc-9f63-4a18-ab17-dcd8eecf3d36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54e5a10c-94f1-4cbe-b86f-8cafbaa448c9' class='xr-var-data-in' type='checkbox'><label for='data-54e5a10c-94f1-4cbe-b86f-8cafbaa448c9' 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;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2A&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;,\n",
       "       &#x27;Sentinel-2B&#x27;, &#x27;Sentinel-2B&#x27;], dtype=&#x27;&lt;U11&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s2:product_type</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;S2MSI2A&#x27;</div><input id='attrs-8736e85b-3540-4d65-8a25-a39bb994701f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8736e85b-3540-4d65-8a25-a39bb994701f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a0c324e-cecc-4c38-a6ed-4a91876f7b0b' class='xr-var-data-in' type='checkbox'><label for='data-2a0c324e-cecc-4c38-a6ed-4a91876f7b0b' 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;S2MSI2A&#x27;, dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:epsg</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>32610</div><input id='attrs-94fac5a6-7803-4cb5-914a-fb6552ebd8d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-94fac5a6-7803-4cb5-914a-fb6552ebd8d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a129c30f-652b-4b2f-8818-b2515d1114d3' class='xr-var-data-in' type='checkbox'><label for='data-a129c30f-652b-4b2f-8818-b2515d1114d3' 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(32610)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:shape</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>{10980}</div><input id='attrs-898c2caf-e35a-4f99-9e91-9286511b01a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-898c2caf-e35a-4f99-9e91-9286511b01a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfa87de4-841a-418b-a437-20a69108e3f7' class='xr-var-data-in' type='checkbox'><label for='data-cfa87de4-841a-418b-a437-20a69108e3f7' 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({10980}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:transform</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>{0.0, 5300040.0, 10.0, 499980.0,...</div><input id='attrs-6550c69e-235f-4c3a-ba33-2810d89a13da' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6550c69e-235f-4c3a-ba33-2810d89a13da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff4cc063-f544-4cf4-9e4b-6837f7907378' class='xr-var-data-in' type='checkbox'><label for='data-ff4cc063-f544-4cf4-9e4b-6837f7907378' 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({0.0, 5300040.0, 10.0, 499980.0, -10.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>title</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>&lt;U20</div><div class='xr-var-preview xr-preview'>&#x27;Band 4 - Red - 10m&#x27; ... &#x27;Band 2...</div><input id='attrs-7d8bea06-af16-4664-8342-5bb7d61e2a1e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d8bea06-af16-4664-8342-5bb7d61e2a1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a854d3f8-6277-4eea-9d94-322dba9d9b15' class='xr-var-data-in' type='checkbox'><label for='data-a854d3f8-6277-4eea-9d94-322dba9d9b15' 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;Band 4 - Red - 10m&#x27;, &#x27;Band 3 - Green - 10m&#x27;,\n",
       "       &#x27;Band 2 - Blue - 10m&#x27;], dtype=&#x27;&lt;U20&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:bbox</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>{5190240.0, 609780.0, 499980.0, ...</div><input id='attrs-3fb336b9-7048-45f9-a8da-b3af5d00194d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fb336b9-7048-45f9-a8da-b3af5d00194d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57197f1c-ea07-4780-b3ee-97530c04e3cc' class='xr-var-data-in' type='checkbox'><label for='data-57197f1c-ea07-4780-b3ee-97530c04e3cc' 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({5190240.0, 609780.0, 499980.0, 5300040.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0</div><input id='attrs-61b9c691-7589-45f6-a3b4-465db96ee376' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61b9c691-7589-45f6-a3b4-465db96ee376' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eadfaab6-1b60-4c6c-83ba-2d54400a9fec' class='xr-var-data-in' type='checkbox'><label for='data-eadfaab6-1b60-4c6c-83ba-2d54400a9fec' 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(10.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>common_name</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>&lt;U5</div><div class='xr-var-preview xr-preview'>&#x27;red&#x27; &#x27;green&#x27; &#x27;blue&#x27;</div><input id='attrs-692d821b-217e-42c1-8fe3-3a4a9c4590d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-692d821b-217e-42c1-8fe3-3a4a9c4590d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8462ea39-a74b-4708-9043-94549eb0e315' class='xr-var-data-in' type='checkbox'><label for='data-8462ea39-a74b-4708-9043-94549eb0e315' 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;red&#x27;, &#x27;green&#x27;, &#x27;blue&#x27;], dtype=&#x27;&lt;U5&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>center_wavelength</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.665 0.56 0.49</div><input id='attrs-fbd0a695-ca07-42e8-946e-183d6d700805' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbd0a695-ca07-42e8-946e-183d6d700805' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac670dca-cf6e-4268-a06a-b0ff7ad47d33' class='xr-var-data-in' type='checkbox'><label for='data-ac670dca-cf6e-4268-a06a-b0ff7ad47d33' 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([0.665, 0.56 , 0.49 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>full_width_half_max</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.038 0.045 0.098</div><input id='attrs-5b40d314-a741-4ce5-a907-c71d9e2e1358' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5b40d314-a741-4ce5-a907-c71d9e2e1358' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-927ee7d1-dd32-4f57-b21d-ce75d518b287' class='xr-var-data-in' type='checkbox'><label for='data-927ee7d1-dd32-4f57-b21d-ce75d518b287' 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([0.038, 0.045, 0.098])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epsg</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>32610</div><input id='attrs-ae7f25aa-57fc-401d-b431-56ef15dacb5d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae7f25aa-57fc-401d-b431-56ef15dacb5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37d8c7c7-a0d6-4831-88c2-46967dadc468' class='xr-var-data-in' type='checkbox'><label for='data-37d8c7c7-a0d6-4831-88c2-46967dadc468' 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(32610)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f6028327-0980-446b-ae85-5c2b82ba1b3c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f6028327-0980-446b-ae85-5c2b82ba1b3c' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>spec :</span></dt><dd>RasterSpec(epsg=32610, bounds=(499900, 5190200, 609800, 5300100), resolutions_xy=(100, 100))</dd><dt><span>crs :</span></dt><dd>epsg:32610</dd><dt><span>transform :</span></dt><dd>| 100.00, 0.00, 499900.00|\n",
       "| 0.00,-100.00, 5300100.00|\n",
       "| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>100</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'stackstac-6f1865b36c5ddc90ada70893ec944f5f' (time: 138,\n",
       "                                                                band: 3,\n",
       "                                                                y: 1099, x: 1099)>\n",
       "dask.array<where, shape=(138, 3, 1099, 1099), dtype=float64, chunksize=(1, 1, 1099, 1099), chunktype=numpy.ndarray>\n",
       "Coordinates: (12/46)\n",
       "  * time                                     (time) datetime64[ns] 2016-02-08...\n",
       "    id                                       (time) <U54 'S2A_MSIL2A_20160208...\n",
       "  * band                                     (band) <U5 'red' 'green' 'blue'\n",
       "  * x                                        (x) float64 4.999e+05 ... 6.097e+05\n",
       "  * y                                        (y) float64 5.3e+06 ... 5.19e+06\n",
       "    s2:processing_baseline                   (time) <U5 '03.00' ... '02.12'\n",
       "    ...                                       ...\n",
       "    proj:bbox                                object {5190240.0, 609780.0, 499...\n",
       "    gsd                                      float64 10.0\n",
       "    common_name                              (band) <U5 'red' 'green' 'blue'\n",
       "    center_wavelength                        (band) float64 0.665 0.56 0.49\n",
       "    full_width_half_max                      (band) float64 0.038 0.045 0.098\n",
       "    epsg                                     int64 32610\n",
       "Attributes:\n",
       "    spec:        RasterSpec(epsg=32610, bounds=(499900, 5190200, 609800, 5300...\n",
       "    crs:         epsg:32610\n",
       "    transform:   | 100.00, 0.00, 499900.00|\\n| 0.00,-100.00, 5300100.00|\\n| 0...\n",
       "    resolution:  100"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = (\n",
    "    stackstac.stack(\n",
    "        items,\n",
    "        assets=[\"B04\", \"B03\", \"B02\"],  # red, green, blue\n",
    "        chunksize=4096,\n",
    "        resolution=100,\n",
    "    )\n",
    "    .where(lambda x: x > 0, other=np.nan)  # sentinel-2 uses 0 as nodata\n",
    "    .assign_coords(band=lambda x: x.common_name.rename(\"band\"))  # use common names\n",
    ")\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the data matching our query isn't too large we can persist it in distributed memory. Once in memory, subsequent operations will be much faster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.persist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Median composite\n",
    "\n",
    "Using normal xarray operations, we can [compute the median](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.median.html) over the time dimension. Under the assumption that clouds are transient, the composite shouldn't contain (many) clouds, since they shouldn't be the median pixel value at that point over many images.\n",
    "\n",
    "This will be computed in parallel on the cluster (make sure to open the Dask Dashboard using the link printed out above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "median = data.median(dim=\"time\").compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visualize the data, we'll use xarray-spatial's `true_color` method to convert to red/green/blue values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = ms.true_color(*median)  # expects red, green, blue DataArrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://ai4edatasetspublicassets.blob.core.windows.net/assets/notebook-output/tutorials-cloudless-mosaic-sentinel2.ipynb/9.png\"/>"
      ],
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "ax.set_axis_off()\n",
    "image.plot.imshow(ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Monthly composite\n",
    "\n",
    "Now suppose we don't want to combine images from different parts of the year (for example, we might not want to combine images from January that often include snow with images from July). Again using standard xarray syntax, we can create set of per-month composites by grouping by month and then taking the median."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly = data.groupby(\"time.month\").median().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's convert each of those arrays to a true-color image and plot the results as a grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://ai4edatasetspublicassets.blob.core.windows.net/assets/notebook-output/tutorials-cloudless-mosaic-sentinel2.ipynb/11.png\"/>"
      ],
      "text/plain": [
       "<Figure size 600x800 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = [ms.true_color(*x) for x in monthly]\n",
    "images = xr.concat(images, dim=\"time\")\n",
    "\n",
    "g = images.plot.imshow(x=\"x\", y=\"y\", rgb=\"band\", col=\"time\", col_wrap=3, figsize=(6, 8))\n",
    "for ax in g.axes.flat:\n",
    "    ax.set_axis_off()\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learn more\n",
    "\n",
    "To learn more about using the the Planetary Computer's STAC API, see [Reading data from the STAC API](../quickstarts/reading-stac.ipynb). To learn more about Dask, see [Scaling with Dask](../quickstarts/scale-with-dask.ipynb)."
   ]
  }
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