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"cell_type": "markdown",
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"source": [
"# V. Time series\n",
"---\n",
"**Author(s):** Quentin Yeche, Kenji Ose, Dino Ienco - [UMR TETIS](https://umr-tetis.fr) / [INRAE](https://www.inrae.fr/)\n",
"\n",
"---"
]
},
{
"attachments": {},
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"source": [
"## 1. Introduction\n",
"In this notebook we will introduce the time dimension into our exploration of data cubes. We will also cover handling masks, and specifically cloud cover masks, as well as the extraction of spectral signatures\n",
"\n",
"\n",
"### Outline\n",
"\n",
"In [section 3](#3-getting-a-sentinel-2-image-time-series) we will be retrieving a Sentinel-2 time series from a STAC catalog.\n",
"\n",
"In [section 4](#4-operations-on-the-time-dimension) we will learn about common operations on the time dimension\n",
"\n",
"Finally in [section 5](#5-dealing-with-duplicate-dates) we will see how to deal with duplicate dates in a time series."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Library imports\n",
"\n",
"As usual, we import all the required Python libraries."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# this cell is only useful if you're using an environment like Google Collab or\n",
"# Microsoft Planetary Computer's servers\n",
"def test_import_or_install(imports):\n",
" import importlib\n",
" restart_needed = False\n",
" for import_name, pip_name in imports:\n",
" try:\n",
" importlib.import_module(import_name, package=None)\n",
" except ModuleNotFoundError:\n",
" if not restart_needed:\n",
" restart_needed= True\n",
" print('\\033[91m' + (\"ONE OR MORE LIBRARIES HAVE TO BE INSTALLED, \"\n",
" \"PLEASE RESTART THE NOTEBOOK AFTER THIS CELL FINISHES EXECUTING \"\n",
" \"TO ENSURE PROPER FUNCTIONALITY\") + \"\\x1b[0m\")\n",
" %pip install {pip_name}\n",
" if restart_needed:\n",
" print('\\033[91m' + (\"LIBRARIES HAVE BEEN INSTALLED. \"\n",
" \"PLEASE RESTART THE NOTEBOOK NOW \") + \"\\x1b[0m\")\n",
"\n",
"imports = [('pystac_client', 'pystac-client'),\n",
" ('planetary_computer', 'planetary-computer'),\n",
" ('stackstac', 'stackstac'),\n",
" ]\n",
"\n",
"test_import_or_install(imports)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# STAC access\n",
"import pystac_client\n",
"import planetary_computer\n",
"\n",
"# dataframes\n",
"import pandas as pd\n",
"\n",
"# xarrays\n",
"import xarray as xr\n",
"\n",
"# library for turning STAC objects into xarrays\n",
"import stackstac\n",
"\n",
"# visualization\n",
"from matplotlib import pyplot as plt\n",
"\n",
"# miscellanous\n",
"import numpy as np\n",
"from IPython.display import display\n",
"from datetime import date"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Getting a Sentinel-2 image time series\n",
"\n",
"### 3.1. Request on a STAC catalog\n",
"\n",
"As a practical use case let's consider that we have identified the STAC Collection we're interested in (see [this notebook](01-STAC.ipynb) for a refresher), and we also have an area of interest defined as a bounding box."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"510 items found\n"
]
}
],
"source": [
"aoi_bounds = (3.875107329166124, 43.48641456618909, 4.118824575734205, 43.71739887308995)\n",
"\n",
"# retrieving the relevant STAC Item\n",
"catalog = pystac_client.Client.open(\n",
" \"https://planetarycomputer.microsoft.com/api/stac/v1\",\n",
" modifier=planetary_computer.sign_inplace,\n",
" )\n",
"\n",
"today = date.today()\n",
"last_month = today.replace(month=today.month-1).strftime('%Y-%m')\n",
"time_range = f\"2020-01-01/{last_month}\"\n",
"search = catalog.search(\n",
" collections=['sentinel-2-l2a'],\n",
" datetime=time_range,\n",
" bbox=aoi_bounds\n",
")\n",
"items = search.item_collection()\n",
"print(f\"{len(items)} items found\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a reminder, let's print out the assets description of the first item (or image):"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Description</th>\n",
" </tr>\n",
" <tr>\n",
" <th>asset_key</th>\n",
" <th></th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>AOT</th>\n",
" <td>Aerosol optical thickness (AOT)</td>\n",
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" <th>B01</th>\n",
" <td>Band 1 - Coastal aerosol - 60m</td>\n",
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" <td>Band 2 - Blue - 10m</td>\n",
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" <th>B03</th>\n",
" <td>Band 3 - Green - 10m</td>\n",
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" <tr>\n",
" <th>B04</th>\n",
" <td>Band 4 - Red - 10m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B05</th>\n",
" <td>Band 5 - Vegetation red edge 1 - 20m</td>\n",
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" <tr>\n",
" <th>B06</th>\n",
" <td>Band 6 - Vegetation red edge 2 - 20m</td>\n",
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" <tr>\n",
" <th>B07</th>\n",
" <td>Band 7 - Vegetation red edge 3 - 20m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B08</th>\n",
" <td>Band 8 - NIR - 10m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B09</th>\n",
" <td>Band 9 - Water vapor - 60m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B11</th>\n",
" <td>Band 11 - SWIR (1.6) - 20m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B12</th>\n",
" <td>Band 12 - SWIR (2.2) - 20m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B8A</th>\n",
" <td>Band 8A - Vegetation red edge 4 - 20m</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SCL</th>\n",
" <td>Scene classfication map (SCL)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WVP</th>\n",
" <td>Water vapour (WVP)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>visual</th>\n",
" <td>True color image</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview</th>\n",
" <td>Thumbnail</td>\n",
" </tr>\n",
" <tr>\n",
" <th>safe-manifest</th>\n",
" <td>SAFE manifest</td>\n",
" </tr>\n",
" <tr>\n",
" <th>granule-metadata</th>\n",
" <td>Granule metadata</td>\n",
" </tr>\n",
" <tr>\n",
" <th>inspire-metadata</th>\n",
" <td>INSPIRE metadata</td>\n",
" </tr>\n",
" <tr>\n",
" <th>product-metadata</th>\n",
" <td>Product metadata</td>\n",
" </tr>\n",
" <tr>\n",
" <th>datastrip-metadata</th>\n",
" <td>Datastrip metadata</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tilejson</th>\n",
" <td>TileJSON with default rendering</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rendered_preview</th>\n",
" <td>Rendered preview</td>\n",
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"text/plain": [
" Description\n",
"asset_key \n",
"AOT Aerosol optical thickness (AOT)\n",
"B01 Band 1 - Coastal aerosol - 60m\n",
"B02 Band 2 - Blue - 10m\n",
"B03 Band 3 - Green - 10m\n",
"B04 Band 4 - Red - 10m\n",
"B05 Band 5 - Vegetation red edge 1 - 20m\n",
"B06 Band 6 - Vegetation red edge 2 - 20m\n",
"B07 Band 7 - Vegetation red edge 3 - 20m\n",
"B08 Band 8 - NIR - 10m\n",
"B09 Band 9 - Water vapor - 60m\n",
"B11 Band 11 - SWIR (1.6) - 20m\n",
"B12 Band 12 - SWIR (2.2) - 20m\n",
"B8A Band 8A - Vegetation red edge 4 - 20m\n",
"SCL Scene classfication map (SCL)\n",
"WVP Water vapour (WVP)\n",
"visual True color image\n",
"preview Thumbnail\n",
"safe-manifest SAFE manifest\n",
"granule-metadata Granule metadata\n",
"inspire-metadata INSPIRE metadata\n",
"product-metadata Product metadata\n",
"datastrip-metadata Datastrip metadata\n",
"tilejson TileJSON with default rendering\n",
"rendered_preview Rendered preview"
]
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"source": [
"item = items[0]\n",
"assets = [asset.title for asset in item.assets.values()]\n",
"descriptions = pd.DataFrame(assets, columns=['Description'],\n",
" index=pd.Series(item.assets.keys(), name='asset_key'))\n",
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]
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"attachments": {},
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"source": [
"> <span style='color:red'> **IMPORTANT:** The URLs that we obtain from the STAC Catalog are not valid indefinitely. They expire after about 30 minutes. If you see an error in the notebook, it is likely because the URL that you obtained by running the first few cells has now expired.</span> If that happens you should be able to just run the notebook again from the top to get a new URL. You can get longer-lasting URLs by signing up for Planetary Computer (which is free at the time of writing this notebook). More info [here](https://planetarycomputer.microsoft.com/docs/concepts/sas/). "
]
},
{
"attachments": {},
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"metadata": {},
"source": [
"### 3.2. Creating a datacube from STAC search results\n",
"\n",
"This process is very similar to what we did to create a DataArray in the beginning of the [previous notebook](03-Xarray.ipynb)."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
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"/home/quentin/miniconda3/envs/beyond/lib/python3.11/site-packages/stackstac/prepare.py:364: UserWarning: The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.\n",
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" display: block;\n",
"}\n",
"\n",
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" float: right;\n",
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"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
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".xr-var-data,\n",
".xr-index-data {\n",
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"\n",
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" padding: 0;\n",
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" display: grid;\n",
" grid-template-columns: 125px auto;\n",
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"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
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" margin: 0;\n",
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"\n",
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" font-weight: normal;\n",
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"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
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"\n",
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 510,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<fetch_raster_window, shape=(510, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 510</li><li><span class='xr-has-index'>band</span>: 9</li><li><span class='xr-has-index'>y</span>: 2590</li><li><span class='xr-has-index'>x</span>: 1999</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-756f0517-2cbe-4fbb-8eb4-b0251ec5f87d' class='xr-array-in' type='checkbox' checked><label for='section-756f0517-2cbe-4fbb-8eb4-b0251ec5f87d' 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<chunksize=(1, 1, 1024, 1024), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table style=\"border-collapse: collapse;\">\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 44.26 GiB </td>\n",
" <td> 2.00 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (510, 9, 2590, 1999) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 27540 chunks in 3 graph layers </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Data type </th>\n",
" <td colspan=\"2\"> uint16 numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-dbebf7e2-3830-465a-b6aa-e4e7323cd0a2' class='xr-section-summary-in' type='checkbox' ><label for='section-dbebf7e2-3830-465a-b6aa-e4e7323cd0a2' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-03T10:43:39.024000 ... 2...</div><input id='attrs-762b25a4-b72e-41e1-bb2b-e192863f9f94' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-762b25a4-b72e-41e1-bb2b-e192863f9f94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c1a3067-b4a5-4356-b3b4-a81aa961638d' class='xr-var-data-in' type='checkbox'><label for='data-0c1a3067-b4a5-4356-b3b4-a81aa961638d' 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(['2020-01-03T10:43:39.024000000', '2020-01-05T10:34:21.024000000',\n",
" '2020-01-08T10:44:21.024000000', ..., '2023-07-26T10:36:29.024000000',\n",
" '2023-07-28T10:26:01.024000000', '2023-07-31T10:36:31.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_R008...</div><input id='attrs-ea3d0c08-b5cd-4bb5-8d42-413d34d52f44' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea3d0c08-b5cd-4bb5-8d42-413d34d52f44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a52477c5-631c-46c8-be32-b18160858d84' class='xr-var-data-in' type='checkbox'><label for='data-a52477c5-631c-46c8-be32-b18160858d84' 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(['S2B_MSIL2A_20200103T104339_R008_T31TEJ_20201002T223233',\n",
" 'S2A_MSIL2A_20200105T103421_R108_T31TEJ_20201002T231001',\n",
" 'S2A_MSIL2A_20200108T104421_R008_T31TEJ_20201029T135806',\n",
" 'S2B_MSIL2A_20200110T103319_R108_T31TEJ_20201029T203158',\n",
" 'S2B_MSIL2A_20200113T104309_R008_T31TEJ_20201002T181622',\n",
" 'S2A_MSIL2A_20200115T103401_R108_T31TEJ_20201002T185505',\n",
" 'S2A_MSIL2A_20200118T104351_R008_T31TEJ_20201002T201256',\n",
" 'S2B_MSIL2A_20200120T103239_R108_T31TEJ_20201002T211907',\n",
" 'S2B_MSIL2A_20200123T104229_R008_T31TEJ_20201002T075615',\n",
" 'S2A_MSIL2A_20200125T103321_R108_T31TEJ_20201002T100122',\n",
" 'S2A_MSIL2A_20200128T104301_R008_T31TEJ_20201002T132601',\n",
" 'S2B_MSIL2A_20200130T103159_R108_T31TEJ_20201002T154643',\n",
" 'S2B_MSIL2A_20200202T104149_R008_T31TEJ_20200930T133418',\n",
" 'S2A_MSIL2A_20200204T103221_R108_T31TEJ_20200930T184324',\n",
" 'S2A_MSIL2A_20200207T104211_R008_T31TEJ_20201001T051237',\n",
" 'S2B_MSIL2A_20200209T103059_R108_T31TEJ_20201001T125528',\n",
" 'S2B_MSIL2A_20200212T104049_R008_T31TEJ_20201001T201457',\n",
" 'S2A_MSIL2A_20200214T103121_R108_T31TEJ_20201001T232050',\n",
" 'S2A_MSIL2A_20200217T104111_R008_T31TEJ_20200929T144058',\n",
" 'S2B_MSIL2A_20200219T102949_R108_T31TEJ_20200930T013520',\n",
"...\n",
" 'S2B_MSIL2A_20230616T103629_R008_T31TEJ_20230616T153427',\n",
" 'S2A_MSIL2A_20230618T102601_R108_T31TEJ_20230618T222925',\n",
" 'S2A_MSIL2A_20230621T103631_R008_T31TEJ_20230622T115448',\n",
" 'S2B_MSIL2A_20230623T102559_R108_T31TEJ_20230623T173652',\n",
" 'S2B_MSIL2A_20230626T103629_R008_T31TEJ_20230626T142544',\n",
" 'S2A_MSIL2A_20230628T102601_R108_T31TEJ_20230629T003315',\n",
" 'S2A_MSIL2A_20230701T103631_R008_T31TEJ_20230701T212218',\n",
" 'S2B_MSIL2A_20230703T102609_R108_T31TEJ_20230703T162418',\n",
" 'S2B_MSIL2A_20230706T103629_R008_T31TEJ_20230706T161410',\n",
" 'S2A_MSIL2A_20230708T102601_R108_T31TEJ_20230708T200801',\n",
" 'S2A_MSIL2A_20230711T103631_R008_T31TEJ_20230711T234547',\n",
" 'S2B_MSIL2A_20230713T102649_R108_T31TEJ_20230720T173402',\n",
" 'S2B_MSIL2A_20230716T103629_R008_T31TEJ_20230716T150802',\n",
" 'S2A_MSIL2A_20230718T102601_R108_T31TEJ_20230718T195750',\n",
" 'S2A_MSIL2A_20230721T103631_R008_T31TEJ_20230721T203353',\n",
" 'S2B_MSIL2A_20230723T102609_R108_T31TEJ_20230723T153953',\n",
" 'S2B_MSIL2A_20230726T103629_R008_T31TEJ_20230726T141750',\n",
" 'S2A_MSIL2A_20230728T102601_R108_T31TEJ_20230728T192852',\n",
" 'S2A_MSIL2A_20230731T103631_R008_T31TEJ_20230731T221616'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-5c6bf510-8353-4ebf-8d6c-0a346bc4f336' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c6bf510-8353-4ebf-8d6c-0a346bc4f336' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57ec320a-a8b3-4adc-9b33-4a94ee67d750' class='xr-var-data-in' type='checkbox'><label for='data-57ec320a-a8b3-4adc-9b33-4a94ee67d750' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-d2ad30b6-e48a-4f8a-b27a-c16fdbc7289c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2ad30b6-e48a-4f8a-b27a-c16fdbc7289c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93dc8e8c-ee5f-4508-9faf-ac548b7bf35d' class='xr-var-data-in' type='checkbox'><label for='data-93dc8e8c-ee5f-4508-9faf-ac548b7bf35d' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-81afb243-2a89-4596-b286-5b66284253d7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81afb243-2a89-4596-b286-5b66284253d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0971730-5c1a-42a1-a369-592fc88d0007' class='xr-var-data-in' type='checkbox'><label for='data-d0971730-5c1a-42a1-a369-592fc88d0007' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-54792f07-e1f5-42e6-9107-2258460862d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54792f07-e1f5-42e6-9107-2258460862d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3aba5c39-f5fc-4209-b192-d12c268dcccd' class='xr-var-data-in' type='checkbox'><label for='data-3aba5c39-f5fc-4209-b192-d12c268dcccd' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2B' ... 'Sentinel-2A'</div><input id='attrs-e89eb329-4c04-466f-b71c-baba18294dc1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e89eb329-4c04-466f-b71c-baba18294dc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-378f36db-be4c-41e9-b1a5-f68edfe4552d' class='xr-var-data-in' type='checkbox'><label for='data-378f36db-be4c-41e9-b1a5-f68edfe4552d' 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(['Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
"...\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A'], dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-b75e1db1-fc72-4525-b2ab-276cceb66a57' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b75e1db1-fc72-4525-b2ab-276cceb66a57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-846c53c7-0d5c-4b80-8d98-e00d9bb580d2' class='xr-var-data-in' type='checkbox'><label for='data-846c53c7-0d5c-4b80-8d98-e00d9bb580d2' 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('INS-NOBS', dtype='<U8')</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'>0.1087 7.5e-05 ... 14.66 0.000265</div><input id='attrs-627115ad-4648-43f7-b210-a91f603041b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-627115ad-4648-43f7-b210-a91f603041b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-520e5c46-ded6-4733-9822-56dbd8a265ca' class='xr-var-data-in' type='checkbox'><label for='data-520e5c46-ded6-4733-9822-56dbd8a265ca' 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([1.0868300e-01, 7.5000000e-05, 2.8854130e+00, 1.0386949e+01,\n",
" 2.7148402e+01, 3.4196640e+00, 1.5131871e+01, 1.7712000e-02,\n",
" 1.8439260e+00, 4.1262600e+00, 1.1942256e+01, 1.0113422e+01,\n",
" 2.2374207e+01, 1.6441400e-01, 1.4177540e+01, 1.3958830e+00,\n",
" 5.7239920e+01, 4.1070000e-03, 5.7540300e-01, 2.4923314e+01,\n",
" 1.3219430e+01, 0.0000000e+00, 3.9510800e-01, 1.5915200e-01,\n",
" 2.0346220e+00, 1.2929100e-01, 7.9606260e+00, 2.2227860e+00,\n",
" 4.5557030e+00, 8.5100000e-03, 8.9224300e-01, 2.1304157e+01,\n",
" 1.0158640e+00, 6.1069430e+00, 3.2857890e+00, 6.1366310e+00,\n",
" 7.4299400e-01, 6.5550000e-03, 7.4470230e+00, 4.3100000e-04,\n",
" 1.0551532e+01, 3.2071000e-02, 4.3203140e+00, 0.0000000e+00,\n",
" 8.1020000e-03, 1.3274800e-01, 1.2329350e+00, 3.4614400e-01,\n",
" 8.9047500e-01, 3.1102200e-01, 2.0871556e+01, 1.4813964e+01,\n",
" 1.0515974e+01, 3.6093780e+00, 8.9649700e-01, 3.4470000e-03,\n",
" 3.9522830e+00, 3.4280270e+00, 1.5173670e+00, 2.6108414e+01,\n",
" 2.6990520e+00, 1.5512820e+01, 2.8559600e-01, 3.1341060e+00,\n",
" 4.0313530e+00, 3.8661200e-01, 2.2915637e+01, 8.1324730e+00,\n",
" 3.3998330e+00, 2.8226910e+00, 7.5541200e-01, 6.7418300e-01,\n",
" 6.2643650e+00, 6.5131470e+00, 3.1524280e+00, 0.0000000e+00,\n",
" 4.1800000e-04, 1.4478060e+00, 1.0064670e+00, 1.1962000e-02,\n",
"...\n",
" 2.3443303e+01, 1.3712180e+01, 3.9335280e+00, 1.0976122e+01,\n",
" 1.8224114e+01, 7.0956500e+00, 2.2440460e+00, 7.6100000e-04,\n",
" 3.9038000e-02, 3.1732400e-01, 6.1161220e+00, 0.0000000e+00,\n",
" 2.8617534e+01, 0.0000000e+00, 0.0000000e+00, 2.4992850e+00,\n",
" 0.0000000e+00, 7.9396620e+00, 4.1663020e+00, 2.5771000e-02,\n",
" 4.0490900e-01, 6.4481240e+00, 5.8869940e+00, 2.7728736e+01,\n",
" 8.0577470e+00, 1.5555584e+01, 1.2131810e+00, 3.2201508e+01,\n",
" 1.2236000e-01, 3.6811780e+00, 1.3087986e+01, 3.2945990e+00,\n",
" 1.7894726e+01, 3.7255234e+01, 6.0113000e-02, 2.3753545e+01,\n",
" 3.4943230e+00, 1.8157000e-01, 1.1854300e-01, 2.2504956e+01,\n",
" 2.0136500e+00, 2.0576873e+01, 1.7175200e-01, 4.9168490e+00,\n",
" 1.0985140e+00, 3.7610790e+00, 1.0990430e+00, 9.0565820e+00,\n",
" 3.7225550e+00, 3.7656780e+00, 0.0000000e+00, 5.8417190e+00,\n",
" 1.0960615e+01, 1.4410140e+00, 1.0470000e-03, 2.7118510e+01,\n",
" 4.0919027e+01, 2.9552639e+01, 3.0133942e+01, 1.6304730e+01,\n",
" 3.9428005e+01, 1.6392331e+01, 4.5718600e-01, 5.8860000e-03,\n",
" 0.0000000e+00, 5.1216550e+00, 0.0000000e+00, 2.0641674e+01,\n",
" 2.0990000e-03, 1.9455780e+00, 1.8800000e-03, 5.8700000e-04,\n",
" 1.7270052e+01, 7.4631800e-01, 1.1770000e-03, 1.2840724e+01,\n",
" 1.4656232e+01, 2.6500000e-04])</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'>164.9 162.2 164.3 ... 142.6 147.7</div><input id='attrs-9a02eaa4-fc74-4f6b-bd45-c622bc0da664' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a02eaa4-fc74-4f6b-bd45-c622bc0da664' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d52cacf2-bd88-42d6-84c3-88622a72f4a3' class='xr-var-data-in' type='checkbox'><label for='data-d52cacf2-bd88-42d6-84c3-88622a72f4a3' 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([164.9302763 , 162.24564949, 164.25828509, 161.56018234,\n",
" 163.58926442, 160.87026925, 162.92767882, 160.18673997,\n",
" 162.28312538, 159.51859405, 161.66640794, 158.87281325,\n",
" 161.0878937 , 158.25962097, 160.54300194, 157.69740869,\n",
" 160.06047057, 157.15244055, 159.59803622, 156.66160509,\n",
" 159.19550408, 156.18410841, 158.81162683, 155.7581776 ,\n",
" 158.48434237, 155.34191041, 158.16988034, 154.96797351,\n",
" 157.89842384, 154.58774792, 157.62028671, 154.22775858,\n",
" 157.36301097, 153.841436 , 157.07980338, 153.45496386,\n",
" 156.79675729, 153.0271654 , 156.47846159, 152.56664523,\n",
" 156.10683721, 152.06614975, 155.70741555, 151.44899308,\n",
" 155.16712858, 150.82425804, 154.63737621, 150.02622384,\n",
" 153.91782901, 149.23706412, 153.20513941, 148.26480812,\n",
" 152.29788767, 147.30060651, 151.39586816, 146.17797801,\n",
" 150.33002777, 145.09787463, 149.31051167, 143.93108939,\n",
" 148.2060026 , 142.87951408, 147.22308909, 141.83855555,\n",
" 146.2511423 , 140.98656109, 145.47516987, 140.23817468,\n",
" 144.80814144, 139.74711885, 144.40542522, 139.43801096,\n",
" 144.18765802, 139.42335927, 144.26076417, 139.62088041,\n",
" 144.53658451, 140.10176303, 145.09046253, 140.76931956,\n",
"...\n",
" 160.9874152 , 163.04515413, 160.29887635, 162.39536195,\n",
" 159.64351044, 161.78516118, 161.20530856, 158.38132848,\n",
" 160.65844242, 157.81090066, 160.15797484, 157.2649002 ,\n",
" 159.69362461, 156.74752369, 156.74752369, 159.26885527,\n",
" 156.28735073, 158.90329825, 158.54207606, 155.44797235,\n",
" 158.26745047, 155.02255312, 157.94445643, 154.69676008,\n",
" 157.71217638, 154.29550662, 157.41722242, 153.94366199,\n",
" 157.17349983, 153.52859023, 156.86427133, 153.14452375,\n",
" 156.57370982, 152.67161795, 156.20065534, 152.16446134,\n",
" 155.79198387, 151.57168002, 155.28322304, 150.93448383,\n",
" 154.72833288, 150.17952668, 149.36444319, 153.31789265,\n",
" 148.42174408, 152.43825294, 147.44371313, 151.53275616,\n",
" 146.35305634, 150.49919177, 145.25018587, 149.4496759 ,\n",
" 144.10957384, 148.37555852, 143.01259365, 147.34848207,\n",
" 141.98424797, 146.38721956, 141.08734399, 145.56073741,\n",
" 140.33167852, 144.88594372, 139.78221433, 144.43482415,\n",
" 139.46632944, 144.21012121, 139.40875298, 144.23636154,\n",
" 139.59016403, 144.49684579, 140.01088766, 144.99167387,\n",
" 140.66597829, 145.69600739, 141.54918692, 146.6234217 ,\n",
" 142.60577211, 147.70423156])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_DS_ESRI_202010...</div><input id='attrs-981d0d67-67d4-4178-b2e4-736b13d698c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-981d0d67-67d4-4178-b2e4-736b13d698c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ff8114d-cf14-4aec-80ba-3bf409b6a3ab' class='xr-var-data-in' type='checkbox'><label for='data-1ff8114d-cf14-4aec-80ba-3bf409b6a3ab' 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(['S2B_OPER_MSI_L2A_DS_ESRI_20201002T223233_S20200103T104837_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T231003_S20200105T103421_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201029T135808_S20200108T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201029T203200_S20200110T103314_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T181624_S20200113T104813_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T185507_S20200115T103417_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T201258_S20200118T104425_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T211909_S20200120T103240_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T075618_S20200123T104739_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T100124_S20200125T103416_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T132604_S20200128T104423_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T154645_S20200130T103155_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T133420_S20200202T104835_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200930T184326_S20200204T103415_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T051239_S20200207T104422_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T125531_S20200209T103100_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T201500_S20200212T104614_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T232053_S20200214T103417_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200929T144101_S20200217T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T013523_S20200219T103833_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230616T153429_S20230616T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230618T222926_S20230618T103739_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230622T115449_S20230621T104238_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230623T173653_S20230623T103311_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230626T142546_S20230626T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230629T003315_S20230628T103058_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230701T212219_S20230701T104159_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230703T162420_S20230703T103502_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230706T161411_S20230706T104848_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230708T200802_S20230708T103512_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230711T234549_S20230711T104102_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230720T173403_S20230713T103541_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230716T150804_S20230716T103634_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230718T195751_S20230718T103522_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230721T203354_S20230721T104035_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230723T153955_S20230723T103436_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230726T141752_S20230726T103642_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230728T192853_S20230728T103715_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230731T221617_S20230731T104041_N05.09'],\n",
" dtype='<U64')</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'>0.0 31.7 38.48 ... 44.8 16.69 58.37</div><input id='attrs-64ec009a-f0a7-4ba9-8365-f82afbfa468e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64ec009a-f0a7-4ba9-8365-f82afbfa468e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d456858-d82c-4903-a77c-4313e6123bb3' class='xr-var-data-in' type='checkbox'><label for='data-1d456858-d82c-4903-a77c-4313e6123bb3' 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([0.0000000e+00, 3.1702328e+01, 3.8478914e+01, 1.2123200e+01,\n",
" 7.1174000e-02, 1.2400000e-04, 3.1503940e+01, 0.0000000e+00,\n",
" 1.4070000e-03, 6.8610000e-03, 5.2147340e+00, 9.1789000e-02,\n",
" 9.6931000e-02, 3.4523743e+01, 1.2425020e+01, 2.9858120e+00,\n",
" 7.6847100e+00, 3.1480157e+01, 0.0000000e+00, 8.4281900e-01,\n",
" 5.2313221e+01, 3.5965151e+01, 2.0119000e-02, 0.0000000e+00,\n",
" 4.7130000e-02, 0.0000000e+00, 5.3172952e+01, 4.7075000e-02,\n",
" 6.2007987e+01, 1.9906586e+01, 6.0090393e+01, 1.9015227e+01,\n",
" 1.0854450e+00, 2.9489473e+01, 3.5386428e+01, 1.7855279e+01,\n",
" 3.5502684e+01, 3.5784772e+01, 5.5769718e+01, 3.5448378e+01,\n",
" 4.7163913e+01, 3.6246902e+01, 1.7408000e-01, 0.0000000e+00,\n",
" 0.0000000e+00, 5.0008370e+00, 8.7460000e-03, 2.6633477e+01,\n",
" 4.5802170e+00, 3.8122430e+01, 5.1794654e+01, 9.1556610e+00,\n",
" 2.1593803e+01, 5.2020000e-03, 7.3504442e+01, 4.1473094e+01,\n",
" 7.1315849e+01, 3.9072430e+01, 6.7639208e+01, 1.8590392e+01,\n",
" 6.1013770e+00, 2.1575440e+01, 5.2757323e+01, 1.1294279e+01,\n",
" 6.5809440e+00, 0.0000000e+00, 4.7861516e+01, 3.0476633e+01,\n",
" 6.4791435e+01, 3.5638118e+01, 5.9926808e+01, 2.7655765e+01,\n",
" 4.0207157e+01, 2.7821493e+01, 5.3976583e+01, 3.1624389e+01,\n",
" 6.2343842e+01, 2.9365647e+01, 4.5749632e+01, 2.9579258e+01,\n",
"...\n",
" 2.1000000e-04, 2.5106320e+01, 3.0598319e+01, 1.7520812e+01,\n",
" 1.0895877e+01, 3.2314041e+01, 3.6893266e+01, 3.0160609e+01,\n",
" 4.8572722e+01, 3.1803384e+01, 4.0551013e+01, 2.7766207e+01,\n",
" 3.5095394e+01, 3.0570269e+01, 3.0570269e+01, 1.7083900e-01,\n",
" 0.0000000e+00, 4.9812078e+01, 3.9040837e+01, 3.0973753e+01,\n",
" 0.0000000e+00, 1.0259700e-01, 2.8206867e+01, 2.6580885e+01,\n",
" 1.5200000e-03, 3.1064469e+01, 2.2900000e-04, 1.1548661e+01,\n",
" 5.8215654e+01, 0.0000000e+00, 1.7379382e+01, 3.5441977e+01,\n",
" 4.8095295e+01, 1.8254371e+01, 0.0000000e+00, 4.8980000e-03,\n",
" 5.6049347e+01, 3.5373670e+01, 0.0000000e+00, 1.0441484e+01,\n",
" 2.3245000e-02, 1.9638300e-01, 3.7500009e+01, 2.2765805e+01,\n",
" 0.0000000e+00, 1.0614786e+01, 4.3519070e+00, 5.2217025e+01,\n",
" 2.5154800e-01, 2.6837054e+01, 3.7115306e+01, 4.9987292e+01,\n",
" 3.1730622e+01, 3.1942576e+01, 2.3022674e+01, 2.6317129e+01,\n",
" 0.0000000e+00, 1.9580024e+01, 1.5006973e+01, 4.9002704e+01,\n",
" 1.7998941e+01, 3.5559303e+01, 3.7125567e+01, 5.7597661e+01,\n",
" 3.5653242e+01, 1.5975912e+01, 3.6832348e+01, 4.9454704e+01,\n",
" 3.5079974e+01, 5.8813822e+01, 2.2387521e+01, 5.2053821e+01,\n",
" 1.4621092e+01, 5.7015872e+01, 3.1132731e+01, 4.4797257e+01,\n",
" 1.6686986e+01, 5.8374649e+01])</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'>21.67 0.1168 ... 2.637 0.000272</div><input id='attrs-525066d2-775d-4746-8992-14cb8531892a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-525066d2-775d-4746-8992-14cb8531892a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e4c5a3c-cb16-436b-86d5-ea68b1b3502e' class='xr-var-data-in' type='checkbox'><label for='data-7e4c5a3c-cb16-436b-86d5-ea68b1b3502e' 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([2.1666305e+01, 1.1682200e-01, 9.4512320e+00, 5.7220320e+00,\n",
" 4.9024560e+00, 8.3417070e+01, 1.1235809e+01, 8.0835098e+01,\n",
" 4.9149501e+01, 6.0620624e+01, 4.1161558e+01, 5.3562111e+01,\n",
" 5.0341427e+01, 1.0546890e+00, 3.0022579e+01, 6.7970550e+01,\n",
" 4.3124910e+00, 6.6383500e-01, 7.0534128e+01, 9.0148700e-01,\n",
" 4.3142000e-02, 3.0532200e-01, 6.9273865e+01, 9.3042582e+01,\n",
" 4.5280382e+01, 3.8157856e+01, 6.3699100e-01, 8.5749459e+01,\n",
" 1.0169200e-01, 1.6431867e+01, 6.0899000e-02, 1.5344657e+01,\n",
" 6.6803181e+01, 2.9735550e+00, 5.9412580e+00, 5.2318680e+01,\n",
" 1.1218970e+01, 1.9647400e-01, 4.5119000e-02, 1.4035200e-01,\n",
" 3.2776210e+00, 1.2433000e-01, 7.6952714e+01, 1.3895765e+01,\n",
" 9.6790642e+01, 4.5563510e+01, 8.8586807e+01, 7.7755600e+00,\n",
" 6.7404848e+01, 6.2681700e-01, 2.8795390e+00, 2.2460259e+01,\n",
" 3.3694753e+01, 7.7619344e+01, 5.9413900e-01, 1.8539300e-01,\n",
" 2.1145300e-01, 9.1463000e-02, 1.5534290e+00, 1.6643152e+01,\n",
" 6.2364972e+01, 1.2923379e+01, 1.1460096e+01, 3.4020519e+01,\n",
" 6.0536480e+01, 4.3337202e+01, 6.3142840e+00, 2.3811287e+01,\n",
" 1.2792230e+00, 2.1941700e-01, 7.0742730e+00, 3.3217530e+00,\n",
" 2.2466272e+01, 4.9178580e+00, 6.1889610e+00, 2.0728200e-01,\n",
" 3.4135300e-01, 1.2056870e+00, 1.5900044e+01, 2.5897000e-01,\n",
"...\n",
" 3.2595342e+01, 1.3816990e+01, 1.3065060e+00, 2.4700826e+01,\n",
" 4.0754482e+01, 1.5862210e+01, 1.0937355e+01, 8.8800000e-04,\n",
" 2.0448000e-02, 6.0339200e-01, 2.6870000e-03, 2.3700000e-04,\n",
" 2.4009050e+00, 2.4000000e-04, 2.4000000e-04, 8.2176715e+01,\n",
" 9.9824834e+01, 5.8660000e-03, 3.3354640e+00, 3.2800000e-04,\n",
" 8.7542897e+01, 5.3298235e+01, 3.5109514e+01, 1.4315300e-01,\n",
" 7.6495129e+01, 1.2703000e-01, 9.6656907e+01, 1.7506180e+00,\n",
" 7.4000000e-04, 7.5922251e+01, 2.8468549e+01, 3.5921700e+00,\n",
" 6.1264600e-01, 6.5741000e-02, 6.2055284e+01, 5.8939749e+01,\n",
" 1.4306470e+00, 4.8420100e-01, 6.9735032e+01, 1.6311820e+01,\n",
" 8.6196882e+01, 5.1721615e+01, 8.7700000e-04, 3.2183063e+01,\n",
" 5.0104129e+01, 3.8813066e+01, 6.7379302e+01, 1.2691230e+00,\n",
" 4.2091838e+01, 2.7539891e+01, 1.1258400e-01, 4.4923110e+00,\n",
" 2.1428987e+01, 1.5931140e+01, 1.0711769e+01, 8.9807230e+00,\n",
" 2.5752825e+01, 1.3997807e+01, 1.0355619e+01, 2.6079840e+00,\n",
" 8.3122600e+00, 1.6725363e+01, 2.0590900e-01, 3.5312520e+00,\n",
" 2.3680000e-03, 5.3367776e+01, 3.3050000e-03, 1.0448880e+01,\n",
" 3.0920000e-03, 9.1733900e-01, 6.3837830e+00, 3.9501630e+00,\n",
" 1.7893200e+01, 2.2664190e+00, 3.0920000e-03, 2.6141880e+00,\n",
" 2.6374750e+00, 2.7200000e-04])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0592 0.0004</div><input id='attrs-d6bc7083-7eae-4139-8e2d-4fa5638d4aec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6bc7083-7eae-4139-8e2d-4fa5638d4aec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14a54709-59a6-46ee-b87e-b6cb2da99a1b' class='xr-var-data-in' type='checkbox'><label for='data-14a54709-59a6-46ee-b87e-b6cb2da99a1b' 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([0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
"...\n",
" 5.8900e-02, 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.9100e-02,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.9100e-02, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 5.6700e-02, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 6.0400e-02, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 5.8900e-02, 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.9600e-02,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 2.0000e-04, 0.0000e+00,\n",
" 1.0000e-04, 5.9000e-02, 2.0000e-04, 0.0000e+00, 2.0000e-04,\n",
" 5.9500e-02, 5.9500e-02, 0.0000e+00, 0.0000e+00, 2.0000e-04,\n",
" 2.0000e-04, 1.0000e-04, 0.0000e+00, 5.9300e-02, 0.0000e+00,\n",
" 0.0000e+00, 1.0000e-04, 5.9300e-02, 0.0000e+00, 1.0000e-04,\n",
" 5.0000e-04, 5.9000e-02, 1.1000e-03, 1.0000e-04, 3.0000e-04,\n",
" 5.8400e-02, 0.0000e+00, 0.0000e+00, 2.1000e-03, 5.8800e-02,\n",
" 2.6852e+00, 0.0000e+00, 1.9000e-03, 6.2500e-02, 1.0000e-04,\n",
" 4.9900e-02, 5.8900e-02, 8.4910e-01, 1.7440e-01, 2.0000e-03,\n",
" 5.8800e-02, 3.0340e-01, 1.0000e-04, 5.7000e-03, 6.0100e-02,\n",
" 1.3100e-02, 4.1500e-02, 3.7800e-02, 5.9400e-02, 1.2400e-02,\n",
" 2.0000e-04, 2.5000e-03, 5.9300e-02, 2.0000e-04, 2.0000e-04,\n",
" 2.5000e-03, 5.9300e-02, 2.4000e-03, 1.0000e-04, 2.2000e-03,\n",
" 5.8800e-02, 4.0000e-04, 1.1000e-03, 2.4000e-03, 5.9300e-02,\n",
" 4.0000e-04, 1.0000e-04, 2.2000e-03, 5.9200e-02, 4.0000e-04])</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'>32631</div><input id='attrs-df30795d-7ac0-458b-b943-ad7aab385ec4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-df30795d-7ac0-458b-b943-ad7aab385ec4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c626d60d-d9ff-4f3c-b948-119763121a48' class='xr-var-data-in' type='checkbox'><label for='data-c626d60d-d9ff-4f3c-b948-119763121a48' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '02.12' ... '05.09' '05.09'</div><input id='attrs-de44d06a-de62-44e1-876d-95a5911d8eb9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de44d06a-de62-44e1-876d-95a5911d8eb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64a2d3cb-1907-4239-8e58-62fb86f86538' class='xr-var-data-in' type='checkbox'><label for='data-64a2d3cb-1907-4239-8e58-62fb86f86538' 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(['02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
"...\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_TL_ESRI_202010...</div><input id='attrs-38d12067-684a-4dd0-84e5-1587fe8702e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38d12067-684a-4dd0-84e5-1587fe8702e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2672211f-49ba-41f4-94cf-4a0ea4660477' class='xr-var-data-in' type='checkbox'><label for='data-2672211f-49ba-41f4-94cf-4a0ea4660477' 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(['S2B_OPER_MSI_L2A_TL_ESRI_20201002T223233_A014763_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T231003_A023700_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201029T135808_A023743_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201029T203200_A014863_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T181624_A014906_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T185507_A023843_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T201258_A023886_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T211909_A015006_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T075618_A015049_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T100124_A023986_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T132604_A024029_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T154645_A015149_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T133420_A015192_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200930T184326_A024129_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T051239_A024172_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T125531_A015292_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T201500_A015335_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T232053_A024272_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200929T144101_A024315_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T013523_A015435_T31TEJ_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230616T153429_A032781_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230618T222926_A041718_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230622T115449_A041761_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230623T173653_A032881_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230626T142546_A032924_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230629T003315_A041861_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230701T212219_A041904_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230703T162420_A033024_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230706T161411_A033067_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230708T200802_A042004_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230711T234549_A042047_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230720T173403_A033167_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230716T150804_A033210_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230718T195751_A042147_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230721T203354_A042190_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230723T153955_A033310_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230726T141752_A033353_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230728T192853_A042290_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230731T221617_A042333_T31TEJ_N05.09'],\n",
" dtype='<U62')</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'>0.00012 14.71 12.12 ... 18.12 26.56</div><input id='attrs-5c1fab77-f0ed-48ba-962b-80252ebeac9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c1fab77-f0ed-48ba-962b-80252ebeac9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb5a7d97-2549-4767-bc0b-2bacff1e9625' class='xr-var-data-in' type='checkbox'><label for='data-bb5a7d97-2549-4767-bc0b-2bacff1e9625' 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([1.2000000e-04, 1.4706656e+01, 1.2123384e+01, 3.8015750e+00,\n",
" 1.0528000e-02, 6.9600000e-04, 4.8242970e+00, 2.5160000e-03,\n",
" 2.3454000e-02, 2.8244000e-02, 1.9018250e+00, 5.6840000e-03,\n",
" 2.8908000e-02, 1.2977934e+01, 7.2808890e+00, 2.8365040e+00,\n",
" 2.8868620e+00, 1.4258607e+01, 9.0000000e-05, 6.9677000e-02,\n",
" 1.5982726e+01, 1.5730326e+01, 1.9380000e-03, 7.5800000e-04,\n",
" 1.4545000e-02, 0.0000000e+00, 1.5463294e+01, 2.4783200e-01,\n",
" 1.7367011e+01, 1.2820691e+01, 2.0531189e+01, 6.6192630e+00,\n",
" 2.3604090e+00, 1.5288074e+01, 2.1620597e+01, 5.5914690e+00,\n",
" 1.6040227e+01, 1.7371169e+01, 1.9798072e+01, 1.8371432e+01,\n",
" 1.7248714e+01, 1.7644382e+01, 1.1564000e-01, 0.0000000e+00,\n",
" 0.0000000e+00, 3.8245790e+00, 1.0058700e-01, 1.1776900e+01,\n",
" 3.9063210e+00, 1.4837995e+01, 1.0935697e+01, 4.0888740e+00,\n",
" 5.5970880e+00, 1.7900000e-04, 9.6816320e+00, 1.3017534e+01,\n",
" 1.0671119e+01, 1.3541853e+01, 1.0955246e+01, 3.0881420e+00,\n",
" 4.5784290e+00, 1.2692839e+01, 1.2790015e+01, 7.0250530e+00,\n",
" 4.1349230e+00, 0.0000000e+00, 9.6138990e+00, 1.4482108e+01,\n",
" 1.3834617e+01, 1.9298223e+01, 1.3857374e+01, 2.0804898e+01,\n",
" 1.0594467e+01, 1.7585421e+01, 1.8524289e+01, 2.3992266e+01,\n",
" 2.0670211e+01, 2.5014472e+01, 2.0087214e+01, 2.5673193e+01,\n",
"...\n",
" 1.7174000e-02, 1.0599579e+01, 1.9460253e+01, 1.5832812e+01,\n",
" 9.7120110e+00, 2.3873930e+01, 2.6274985e+01, 2.5288063e+01,\n",
" 3.1973222e+01, 2.4916397e+01, 3.4784305e+01, 2.8724438e+01,\n",
" 2.2206217e+01, 2.6115587e+01, 2.6115587e+01, 1.3435420e+00,\n",
" 0.0000000e+00, 2.7717668e+01, 3.4022409e+01, 2.5931519e+01,\n",
" 0.0000000e+00, 5.7729000e-02, 1.9542609e+01, 1.7428140e+01,\n",
" 5.9690000e-03, 2.0121479e+01, 7.3300000e-04, 8.5250390e+00,\n",
" 2.5312120e+01, 0.0000000e+00, 8.0999570e+00, 1.9652243e+01,\n",
" 1.9748548e+01, 1.5678492e+01, 0.0000000e+00, 4.2711000e-02,\n",
" 2.1929556e+01, 1.9608840e+01, 0.0000000e+00, 2.1580890e+00,\n",
" 1.3557000e-02, 3.8380500e-01, 1.9286516e+01, 7.5675830e+00,\n",
" 0.0000000e+00, 6.3334520e+00, 1.4505210e+00, 1.8110597e+01,\n",
" 5.5877100e-01, 1.0246714e+01, 1.9284204e+01, 1.7094582e+01,\n",
" 1.8732148e+01, 1.5003021e+01, 1.3750531e+01, 1.1384308e+01,\n",
" 5.6200000e-04, 5.4902510e+00, 7.1835060e+00, 1.2930852e+01,\n",
" 1.2606385e+01, 1.3507065e+01, 1.8694259e+01, 1.8217379e+01,\n",
" 2.1777293e+01, 3.7437700e+00, 2.0263363e+01, 6.1273550e+00,\n",
" 2.2562380e+01, 2.2765371e+01, 1.9063121e+01, 2.2736503e+01,\n",
" 1.2644899e+01, 2.1539684e+01, 2.6345292e+01, 2.2295874e+01,\n",
" 1.8122551e+01, 2.6558280e+01])</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'>68.05 68.4 67.6 ... 27.65 29.1 28.7</div><input id='attrs-33449a56-eba0-489e-97df-f9a17967527e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-33449a56-eba0-489e-97df-f9a17967527e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cab50d7-52a8-4d27-8959-3bdba15442c0' class='xr-var-data-in' type='checkbox'><label for='data-1cab50d7-52a8-4d27-8959-3bdba15442c0' 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([68.04652238, 68.40202853, 67.59571552, 67.89745206, 66.96152677,\n",
" 67.21272127, 66.15095713, 66.35368683, 65.1714035 , 65.32840621,\n",
" 64.03186936, 64.14706697, 62.74258495, 62.82004905, 61.31811857,\n",
" 61.35643974, 59.7659851 , 59.77890997, 58.10934731, 58.09148567,\n",
" 56.35337324, 56.31937679, 54.52229333, 54.46758316, 52.622467 ,\n",
" 52.56168606, 50.67832705, 50.60782133, 48.69702681, 48.63123947,\n",
" 46.70174102, 46.63788599, 44.69969292, 44.65227546, 42.71377306,\n",
" 42.68125457, 40.75171801, 40.7474575 , 38.83328674, 38.86119005,\n",
" 36.97319968, 37.03505095, 35.17742287, 35.29713222, 33.47833239,\n",
" 33.63563586, 31.86040493, 32.09885278, 30.37181997, 30.66042201,\n",
" 28.98975139, 29.373741 , 27.76085489, 28.20964051, 26.66127783,\n",
" 27.21641469, 25.7331396 , 26.36386276, 24.95103567, 25.69304915,\n",
" 24.35035761, 25.17129392, 23.90307781, 24.83176541, 23.63745086,\n",
" 24.64070456, 23.52383303, 24.62342942, 23.58273689, 24.74529264,\n",
" 23.78328765, 25.02366355, 24.13913964, 25.42629981, 24.62230888,\n",
" 25.96653087, 25.24349803, 26.61720708, 25.97739631, 27.39291665,\n",
" 26.83762507, 28.26315761, 27.79545787, 29.24724546, 28.86644539,\n",
" 30.31576109, 30.0251001 , 31.48652981, 31.28571888, 32.73662006,\n",
" 32.62741189, 34.07939499, 34.05900599, 35.49373411, 35.56092503,\n",
" 36.98673362, 37.1368365 , 38.54007049, 38.77063317, 40.15799318,\n",
"...\n",
" 64.59630183, 64.88592944, 65.68914872, 65.88567547, 66.63516924,\n",
" 66.72854517, 67.4267652 , 67.40949193, 68.04764253, 67.91225878,\n",
" 68.49891006, 68.23858254, 68.76806897, 68.37978882, 68.85163887,\n",
" 68.33105248, 68.7482981 , 68.09406873, 68.45694391, 67.67105895,\n",
" 67.9789134 , 67.0629279 , 67.32226581, 66.27798656, 66.48901551,\n",
" 65.32284156, 65.48335441, 64.20343597, 62.93437456, 63.01639321,\n",
" 61.52855072, 61.57246747, 59.99635636, 60.01026603, 58.35355827,\n",
" 58.34240741, 58.34240741, 56.61374975, 56.57633515, 54.78779962,\n",
" 52.90312984, 52.83390396, 50.95587946, 50.89778277, 48.98872509,\n",
" 48.90996626, 46.98444888, 46.9267688 , 44.9889975 , 44.93126515,\n",
" 42.99245388, 42.96404282, 41.03166016, 41.01574314, 39.10195412,\n",
" 39.12563767, 37.23388264, 37.29197908, 35.42950054, 35.5378541 ,\n",
" 33.71280842, 33.86676957, 32.0863304 , 32.30728235, 30.85927095,\n",
" 29.18095918, 29.54879505, 27.92850347, 28.36797511, 26.80908138,\n",
" 27.34645561, 25.85331557, 26.47608074, 25.05364621, 25.77540679,\n",
" 24.4230374 , 25.23817916, 23.95798012, 24.86823362, 23.66288897,\n",
" 24.65912906, 23.53124944, 24.61461554, 23.56366243, 24.72188928,\n",
" 23.7464083 , 24.97345127, 24.07628284, 25.35880202, 24.54245976,\n",
" 25.87581525, 25.14127512, 26.51630894, 25.86398257, 27.27134457,\n",
" 26.70526594, 28.13082318, 27.65063088, 29.0964524 , 28.70308172])</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'>78.22 0.3948 ... 4.226 0.002409</div><input id='attrs-2d747608-f0ad-4756-96ff-66f882dc3a70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d747608-f0ad-4756-96ff-66f882dc3a70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e74ffc80-a532-4a7d-9236-5561cb73b06e' class='xr-var-data-in' type='checkbox'><label for='data-e74ffc80-a532-4a7d-9236-5561cb73b06e' 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([7.8218740e+01, 3.9484100e-01, 6.1138900e+00, 1.6930054e+01,\n",
" 6.7663318e+01, 1.2757714e+01, 1.6347915e+01, 1.1142278e+01,\n",
" 4.3361041e+01, 9.2953320e+00, 1.0091483e+01, 2.9253817e+01,\n",
" 2.6658133e+01, 8.3832400e-01, 1.2125426e+01, 6.9110200e+00,\n",
" 1.9167137e+01, 9.9387800e-01, 2.8156331e+01, 7.3185962e+01,\n",
" 2.5909000e-01, 5.3293900e-01, 1.0745704e+01, 1.9598530e+00,\n",
" 5.1429230e+01, 5.0944018e+01, 2.4007990e+00, 1.0310436e+01,\n",
" 6.6536600e-01, 3.9446600e+00, 1.4961100e-01, 3.4363541e+01,\n",
" 1.1075532e+01, 1.5843990e+00, 7.5903270e+00, 1.5818289e+01,\n",
" 5.6267810e+00, 4.7918100e-01, 9.5671900e-01, 3.3866800e-01,\n",
" 3.2924780e+00, 2.5769100e-01, 1.4409468e+01, 8.5107833e+01,\n",
" 5.6682000e-02, 1.2987390e+01, 8.0019580e+00, 2.5050510e+00,\n",
" 6.2115520e+00, 1.0663390e+00, 1.5496760e+00, 2.4653903e+01,\n",
" 1.2281980e+01, 1.4557822e+01, 5.1374100e-01, 4.2125200e-01,\n",
" 1.5969100e-01, 3.0815900e-01, 8.2676600e-01, 2.0040378e+01,\n",
" 9.0178200e+00, 1.2389641e+01, 3.0064200e+00, 3.9677850e+00,\n",
" 1.7012265e+01, 5.6276184e+01, 4.3933570e+00, 1.3606685e+01,\n",
" 7.7683200e-01, 4.2970500e-01, 2.1463470e+00, 1.9988550e+00,\n",
" 1.0504992e+01, 3.7016620e+00, 1.6233720e+00, 4.5890600e-01,\n",
" 4.0983600e-01, 1.6989260e+00, 1.4543780e+00, 4.6369900e-01,\n",
"...\n",
" 4.1520429e+01, 2.3920378e+01, 2.0316530e+00, 1.3400739e+01,\n",
" 1.8965489e+01, 3.7815770e+00, 3.9362560e+00, 1.6802000e-02,\n",
" 2.4129700e-01, 7.8221900e-01, 2.2678000e-02, 6.8490000e-03,\n",
" 6.0698010e+00, 5.2890000e-03, 5.2890000e-03, 6.8673390e+00,\n",
" 1.7516500e-01, 9.8507000e-02, 3.4418140e+00, 1.2487000e-02,\n",
" 1.2001675e+01, 4.0073407e+01, 7.3010010e+00, 1.0877920e+00,\n",
" 1.3185972e+01, 5.8245800e-01, 1.8147420e+00, 1.4459459e+01,\n",
" 4.6450000e-03, 5.2666970e+00, 1.5502557e+01, 3.2671630e+00,\n",
" 8.6580300e-01, 3.5145980e+00, 3.7880158e+01, 1.5166341e+01,\n",
" 1.9441060e+00, 7.8384800e-01, 3.0132505e+01, 4.7858217e+01,\n",
" 1.1184511e+01, 1.5173048e+01, 1.1453000e-02, 1.4179967e+01,\n",
" 4.8797333e+01, 3.2871914e+01, 1.1069769e+01, 4.1983140e+00,\n",
" 3.6900857e+01, 1.3906251e+01, 3.0686000e-01, 3.6939560e+00,\n",
" 5.9394730e+00, 1.1607372e+01, 6.6550080e+00, 1.0364594e+01,\n",
" 3.3311471e+01, 2.3344229e+01, 2.9464597e+01, 2.9317820e+00,\n",
" 9.0404760e+00, 1.5232103e+01, 2.5047000e-01, 3.8695060e+00,\n",
" 3.8700000e-02, 8.4127430e+00, 3.9361000e-02, 8.6182820e+00,\n",
" 3.4461000e-02, 1.5144970e+00, 5.0750670e+00, 3.3664320e+00,\n",
" 1.6905463e+01, 2.2059280e+00, 2.7272000e-02, 2.6195270e+00,\n",
" 4.2260840e+00, 2.4090000e-03])</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'>0.0 5.09 8.46 ... 0.7425 0.1712</div><input id='attrs-c37544a3-b515-49b3-baa9-ff3a419ad5d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c37544a3-b515-49b3-baa9-ff3a419ad5d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6880548-01dc-46a6-ac45-b0ce52c8900d' class='xr-var-data-in' type='checkbox'><label for='data-c6880548-01dc-46a6-ac45-b0ce52c8900d' 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([0.0000000e+00, 5.0902210e+00, 8.4595130e+00, 2.0137106e+01,\n",
" 1.2009600e-01, 1.3319600e-01, 4.9762540e+00, 3.7414790e+00,\n",
" 1.2253050e+00, 2.8138320e+00, 7.6264080e+00, 2.0070450e+00,\n",
" 1.4181200e-01, 3.5815440e+00, 1.1884362e+01, 3.0559820e+00,\n",
" 9.6974800e-01, 3.8475710e+00, 6.0920000e-03, 4.6859000e-02,\n",
" 2.0987990e+00, 2.0665870e+00, 1.7524360e+00, 9.0760000e-03,\n",
" 1.0952090e+00, 3.2200000e-04, 1.7360500e+00, 8.5771000e-01,\n",
" 1.6024670e+00, 5.0106150e+00, 1.9529300e+00, 6.6768500e-01,\n",
" 7.5213830e+00, 2.7921070e+00, 1.0235066e+01, 1.6439850e+00,\n",
" 7.0177090e+00, 1.5207690e+00, 1.5572180e+00, 1.6197080e+00,\n",
" 3.7339560e+00, 1.5547690e+00, 1.8755100e-01, 1.4500000e-04,\n",
" 7.6000000e-05, 6.8353490e+00, 1.0031690e+00, 3.5603370e+00,\n",
" 2.7700010e+00, 1.6894290e+00, 1.2114460e+00, 1.9804640e+00,\n",
" 2.7668320e+00, 2.0675500e-01, 6.3288100e-01, 1.1464670e+00,\n",
" 4.9085800e-01, 1.0677510e+00, 1.1223450e+00, 1.1400800e-01,\n",
" 5.0801330e+00, 4.2693060e+00, 2.8866260e+00, 3.1452610e+00,\n",
" 2.3275970e+00, 0.0000000e+00, 1.5302570e+00, 6.9303100e-01,\n",
" 4.6375100e-01, 8.9661900e-01, 2.2186660e+00, 2.5727250e+00,\n",
" 4.5943740e+00, 1.7550380e+00, 1.5457450e+00, 8.5337200e-01,\n",
" 6.3957000e-01, 1.1019120e+00, 1.5090530e+00, 8.4609800e-01,\n",
"...\n",
" 8.7310000e-03, 8.3844600e-01, 1.3552700e-01, 1.1405630e+00,\n",
" 8.6715100e-01, 6.6647500e-01, 3.2165100e-01, 3.0507000e-02,\n",
" 1.0444200e-01, 5.2538000e-02, 5.5610000e-03, 3.9294000e-02,\n",
" 2.1835000e-02, 2.2935000e-02, 2.2935000e-02, 1.7604000e-02,\n",
" 0.0000000e+00, 4.9570000e-03, 8.5727400e-01, 1.6423000e-02,\n",
" 0.0000000e+00, 9.7690000e-03, 1.6425760e+00, 5.7810000e-03,\n",
" 1.2196000e-02, 1.8648000e-02, 1.4600000e-04, 7.2677800e-01,\n",
" 3.8792300e-01, 1.1500000e-04, 3.4008220e+00, 1.0788640e+00,\n",
" 4.7375400e-01, 9.6105500e-01, 0.0000000e+00, 4.1078000e-02,\n",
" 1.0322780e+00, 9.6379200e-01, 0.0000000e+00, 9.6705000e-02,\n",
" 7.3420000e-03, 2.0403000e-02, 7.1517900e-01, 2.6162160e+00,\n",
" 0.0000000e+00, 1.7805250e+00, 7.5482700e-01, 3.7330300e-01,\n",
" 3.1737000e-02, 1.9672230e+00, 8.6586300e-01, 3.1686000e-01,\n",
" 1.0501840e+00, 1.7747990e+00, 7.5425300e-01, 8.5061100e-01,\n",
" 0.0000000e+00, 4.2074200e-01, 1.0674490e+00, 3.5177400e-01,\n",
" 8.3576500e-01, 1.6463320e+00, 8.6667800e-01, 4.9959000e-01,\n",
" 6.3226600e-01, 2.3434790e+00, 6.7311900e-01, 2.0494400e-01,\n",
" 6.3778500e-01, 2.1043100e-01, 9.0671700e-01, 5.7706800e-01,\n",
" 4.1583500e-01, 7.1109600e-01, 5.6884900e-01, 5.1140800e-01,\n",
" 7.4254800e-01, 1.7119400e-01])</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-9a3fc3e3-df7d-4655-809a-a026fba0e46f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a3fc3e3-df7d-4655-809a-a026fba0e46f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43a2546f-a151-4795-808e-1da4ffd932ef' class='xr-var-data-in' type='checkbox'><label for='data-43a2546f-a151-4795-808e-1da4ffd932ef' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-9c20b3e2-3005-492c-be8f-288dd57d292d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c20b3e2-3005-492c-be8f-288dd57d292d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5f86dab-3cdd-4452-a090-1d56b899736b' class='xr-var-data-in' type='checkbox'><label for='data-a5f86dab-3cdd-4452-a090-1d56b899736b' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-58ab9e7f-ca2c-47c3-ba8b-f376fa1cacee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58ab9e7f-ca2c-47c3-ba8b-f376fa1cacee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ecac969f-894d-4e0c-bbc0-b279736daa3a' class='xr-var-data-in' type='checkbox'><label for='data-ecac969f-894d-4e0c-bbc0-b279736daa3a' 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('31TEJ', dtype='<U5')</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'>0.0 0.1588 ... 0.007604 0.001138</div><input id='attrs-1a050785-705c-4ba4-8bf2-800867945d99' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a050785-705c-4ba4-8bf2-800867945d99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a63955e7-a5ec-4ea7-8cff-a2df3d7b5182' class='xr-var-data-in' type='checkbox'><label for='data-a63955e7-a5ec-4ea7-8cff-a2df3d7b5182' 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([0.0000000e+00, 1.5883600e-01, 2.0627000e-02, 1.8669600e-01,\n",
" 0.0000000e+00, 1.4160000e-03, 3.3012200e-01, 2.1454700e-01,\n",
" 3.7011260e+00, 5.2913050e+00, 3.0670930e+00, 4.4213480e+00,\n",
" 9.1780000e-03, 5.5895000e-02, 2.5989000e-02, 5.3223000e-02,\n",
" 2.3420000e-03, 4.0200000e-02, 6.4345200e-01, 0.0000000e+00,\n",
" 2.2760000e-03, 2.1791000e-02, 1.5425314e+01, 1.7556650e+00,\n",
" 1.3700000e-03, 1.0755041e+01, 5.8245000e-02, 0.0000000e+00,\n",
" 1.6920000e-03, 8.0046000e-02, 2.5410000e-03, 0.0000000e+00,\n",
" 5.7399700e-01, 3.6820000e-03, 4.5800000e-04, 0.0000000e+00,\n",
" 6.8080000e-03, 1.7130000e-03, 1.8600000e-04, 1.5550000e-03,\n",
" 2.2900000e-04, 3.1210000e-03, 4.9754600e-01, 9.9625800e-01,\n",
" 3.1116620e+00, 3.3810000e-03, 5.4057900e-01, 1.4620000e-03,\n",
" 4.2358650e+00, 5.0230000e-03, 1.0020000e-03, 8.5180000e-03,\n",
" 7.5600000e-04, 1.5600000e-04, 5.0000000e-05, 7.3700000e-04,\n",
" 3.8200000e-04, 1.4640000e-03, 8.1600000e-04, 0.0000000e+00,\n",
" 4.5839000e-02, 4.2040000e-03, 5.0300000e-03, 6.1730000e-03,\n",
" 9.2370000e-03, 0.0000000e+00, 4.5800000e-04, 3.0460000e-03,\n",
" 8.1600000e-04, 2.6171000e-02, 2.8040000e-03, 1.9957000e-02,\n",
" 1.0980000e-03, 4.7410000e-03, 2.1200000e-03, 9.5460000e-03,\n",
" 1.4030000e-03, 6.7510000e-03, 1.9010000e-03, 7.3220000e-03,\n",
"...\n",
" 0.0000000e+00, 4.2910000e-02, 1.5117900e-01, 9.3703600e-01,\n",
" 0.0000000e+00, 5.2514500e-01, 5.3475500e-01, 1.6017400e-01,\n",
" 7.6392300e-01, 2.3574100e-01, 8.9100300e-01, 1.5350400e-01,\n",
" 3.2069200e-01, 1.2785000e-01, 1.2785000e-01, 8.1950000e-03,\n",
" 0.0000000e+00, 1.0179000e-02, 4.3654500e-01, 1.0807300e-01,\n",
" 0.0000000e+00, 0.0000000e+00, 1.0900000e-04, 2.3851000e-02,\n",
" 2.0900000e-04, 3.2300000e-04, 0.0000000e+00, 5.8255000e-02,\n",
" 3.0190000e-03, 0.0000000e+00, 4.7100000e-04, 1.6132000e-02,\n",
" 1.1050000e-03, 1.5988000e-02, 3.6000000e-05, 0.0000000e+00,\n",
" 2.3260000e-03, 2.5834000e-02, 9.6000000e-05, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 6.6133000e-02, 3.8690000e-03,\n",
" 0.0000000e+00, 6.1000000e-04, 0.0000000e+00, 2.5580000e-03,\n",
" 0.0000000e+00, 3.7200000e-04, 9.6740000e-03, 1.5300000e-04,\n",
" 6.0160000e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 1.0300000e-04, 8.9620000e-03, 3.6200000e-04,\n",
" 6.9730000e-03, 7.5000000e-04, 6.9720000e-03, 1.0980000e-03,\n",
" 0.0000000e+00, 1.2040000e-03, 3.5070000e-03, 1.3340000e-03,\n",
" 7.6040000e-03, 1.1380000e-03])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-8cd811c7-c236-4080-b556-e33a4fd2af3e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cd811c7-c236-4080-b556-e33a4fd2af3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64a9c9c2-85c2-4034-a0c8-9b017477d31c' class='xr-var-data-in' type='checkbox'><label for='data-64a9c9c2-85c2-4034-a0c8-9b017477d31c' 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(['descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
"...\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'ascending', 'ascending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending'], dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_N021...</div><input id='attrs-95525c8b-07f2-4e59-a0e6-6a8e34766ceb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95525c8b-07f2-4e59-a0e6-6a8e34766ceb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05d9385d-9e2b-41f9-b0c4-cda8bd3f762b' class='xr-var-data-in' type='checkbox'><label for='data-05d9385d-9e2b-41f9-b0c4-cda8bd3f762b' 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(['S2B_MSIL2A_20200103T104339_N0212_R008_T31TEJ_20201002T223233.SAFE',\n",
" 'S2A_MSIL2A_20200105T103421_N0212_R108_T31TEJ_20201002T231001.SAFE',\n",
" 'S2A_MSIL2A_20200108T104421_N0212_R008_T31TEJ_20201029T135806.SAFE',\n",
" 'S2B_MSIL2A_20200110T103319_N0212_R108_T31TEJ_20201029T203158.SAFE',\n",
" 'S2B_MSIL2A_20200113T104309_N0212_R008_T31TEJ_20201002T181622.SAFE',\n",
" 'S2A_MSIL2A_20200115T103401_N0212_R108_T31TEJ_20201002T185505.SAFE',\n",
" 'S2A_MSIL2A_20200118T104351_N0212_R008_T31TEJ_20201002T201256.SAFE',\n",
" 'S2B_MSIL2A_20200120T103239_N0212_R108_T31TEJ_20201002T211907.SAFE',\n",
" 'S2B_MSIL2A_20200123T104229_N0212_R008_T31TEJ_20201002T075615.SAFE',\n",
" 'S2A_MSIL2A_20200125T103321_N0212_R108_T31TEJ_20201002T100122.SAFE',\n",
" 'S2A_MSIL2A_20200128T104301_N0212_R008_T31TEJ_20201002T132601.SAFE',\n",
" 'S2B_MSIL2A_20200130T103159_N0212_R108_T31TEJ_20201002T154643.SAFE',\n",
" 'S2B_MSIL2A_20200202T104149_N0212_R008_T31TEJ_20200930T133418.SAFE',\n",
" 'S2A_MSIL2A_20200204T103221_N0212_R108_T31TEJ_20200930T184324.SAFE',\n",
" 'S2A_MSIL2A_20200207T104211_N0212_R008_T31TEJ_20201001T051237.SAFE',\n",
" 'S2B_MSIL2A_20200209T103059_N0212_R108_T31TEJ_20201001T125528.SAFE',\n",
" 'S2B_MSIL2A_20200212T104049_N0212_R008_T31TEJ_20201001T201457.SAFE',\n",
" 'S2A_MSIL2A_20200214T103121_N0212_R108_T31TEJ_20201001T232050.SAFE',\n",
" 'S2A_MSIL2A_20200217T104111_N0212_R008_T31TEJ_20200929T144058.SAFE',\n",
" 'S2B_MSIL2A_20200219T102949_N0212_R108_T31TEJ_20200930T013520.SAFE',\n",
"...\n",
" 'S2B_MSIL2A_20230616T103629_N0509_R008_T31TEJ_20230616T153427.SAFE',\n",
" 'S2A_MSIL2A_20230618T102601_N0509_R108_T31TEJ_20230618T222925.SAFE',\n",
" 'S2A_MSIL2A_20230621T103631_N0509_R008_T31TEJ_20230622T115448.SAFE',\n",
" 'S2B_MSIL2A_20230623T102559_N0509_R108_T31TEJ_20230623T173652.SAFE',\n",
" 'S2B_MSIL2A_20230626T103629_N0509_R008_T31TEJ_20230626T142544.SAFE',\n",
" 'S2A_MSIL2A_20230628T102601_N0509_R108_T31TEJ_20230629T003315.SAFE',\n",
" 'S2A_MSIL2A_20230701T103631_N0509_R008_T31TEJ_20230701T212218.SAFE',\n",
" 'S2B_MSIL2A_20230703T102609_N0509_R108_T31TEJ_20230703T162418.SAFE',\n",
" 'S2B_MSIL2A_20230706T103629_N0509_R008_T31TEJ_20230706T161410.SAFE',\n",
" 'S2A_MSIL2A_20230708T102601_N0509_R108_T31TEJ_20230708T200801.SAFE',\n",
" 'S2A_MSIL2A_20230711T103631_N0509_R008_T31TEJ_20230711T234547.SAFE',\n",
" 'S2B_MSIL2A_20230713T102649_N0509_R108_T31TEJ_20230720T173402.SAFE',\n",
" 'S2B_MSIL2A_20230716T103629_N0509_R008_T31TEJ_20230716T150802.SAFE',\n",
" 'S2A_MSIL2A_20230718T102601_N0509_R108_T31TEJ_20230718T195750.SAFE',\n",
" 'S2A_MSIL2A_20230721T103631_N0509_R008_T31TEJ_20230721T203353.SAFE',\n",
" 'S2B_MSIL2A_20230723T102609_N0509_R108_T31TEJ_20230723T153953.SAFE',\n",
" 'S2B_MSIL2A_20230726T103629_N0509_R008_T31TEJ_20230726T141750.SAFE',\n",
" 'S2A_MSIL2A_20230728T102601_N0509_R108_T31TEJ_20230728T192852.SAFE',\n",
" 'S2A_MSIL2A_20230731T103631_N0509_R008_T31TEJ_20230731T221616.SAFE'],\n",
" dtype='<U65')</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'>8 108 8 108 8 108 ... 8 108 8 108 8</div><input id='attrs-42babccc-2b16-433d-b69f-5388a5ae55ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42babccc-2b16-433d-b69f-5388a5ae55ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd7949c8-d639-4cfd-a221-66bb7d85feb3' class='xr-var-data-in' type='checkbox'><label for='data-fd7949c8-d639-4cfd-a221-66bb7d85feb3' 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([ 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 8, 108, 108, 108, 8, 108, 8,\n",
" 108, 8, 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 108, 8, 108, 8, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8])</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'>99.99 0.5117 ... 21.52 0.002946</div><input id='attrs-e9c85272-c0ce-4f0b-8097-749fe0a30bfb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9c85272-c0ce-4f0b-8097-749fe0a30bfb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ebca373-4fe6-469d-8ad6-5fdff0bb4314' class='xr-var-data-in' type='checkbox'><label for='data-7ebca373-4fe6-469d-8ad6-5fdff0bb4314' 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([9.9993728e+01, 5.1173800e-01, 1.8450535e+01, 3.3039036e+01,\n",
" 9.9714175e+01, 9.9594448e+01, 4.2715595e+01, 9.1995088e+01,\n",
" 9.4354468e+01, 7.4042216e+01, 6.3195297e+01, 9.2929349e+01,\n",
" 9.9373767e+01, 2.0574280e+00, 5.6325545e+01, 7.6277453e+01,\n",
" 8.0719548e+01, 1.6618200e+00, 9.9265862e+01, 9.9010764e+01,\n",
" 1.3521662e+01, 8.3826200e-01, 8.0414678e+01, 9.5161587e+01,\n",
" 9.8744234e+01, 8.9231166e+01, 1.0998416e+01, 9.8282681e+01,\n",
" 5.3227610e+00, 2.0385037e+01, 1.1027540e+00, 7.1012355e+01,\n",
" 7.8894577e+01, 1.0664897e+01, 1.6817373e+01, 7.4273600e+01,\n",
" 1.7588745e+01, 6.8221000e-01, 8.4488610e+00, 4.7945100e-01,\n",
" 1.7121631e+01, 4.1409200e-01, 9.5682495e+01, 9.9003598e+01,\n",
" 9.6855426e+01, 5.8683649e+01, 9.7821701e+01, 1.0626755e+01,\n",
" 7.4506875e+01, 2.0041780e+00, 2.5300771e+01, 6.1928126e+01,\n",
" 5.6492706e+01, 9.5786544e+01, 2.0043760e+00, 6.1009100e-01,\n",
" 4.3234260e+00, 3.8276490e+00, 3.8975620e+00, 6.2791944e+01,\n",
" 7.4081844e+01, 4.0825840e+01, 1.4752113e+01, 4.1122411e+01,\n",
" 8.1580099e+01, 9.9999998e+01, 3.3623279e+01, 4.5550445e+01,\n",
" 5.4558880e+00, 3.4718130e+00, 9.9760320e+00, 5.9947910e+00,\n",
" 3.9235629e+01, 1.5132667e+01, 1.0964762e+01, 6.6618700e-01,\n",
" 7.5160700e-01, 4.3524190e+00, 1.8360889e+01, 7.3463000e-01,\n",
"...\n",
" 9.7559071e+01, 5.1449549e+01, 7.2716870e+00, 4.9077690e+01,\n",
" 7.7944082e+01, 2.6739436e+01, 1.7117657e+01, 1.8451000e-02,\n",
" 3.0078200e-01, 1.7029350e+00, 6.1414880e+00, 7.0860000e-03,\n",
" 3.7088239e+01, 5.5290000e-03, 5.5290000e-03, 9.1543347e+01,\n",
" 1.0000000e+02, 8.0440340e+00, 1.0943580e+01, 3.8586000e-02,\n",
" 9.9949485e+01, 9.9819767e+01, 4.8297510e+01, 2.8959683e+01,\n",
" 9.7738850e+01, 1.6265073e+01, 9.9684834e+01, 4.8411584e+01,\n",
" 1.2774500e-01, 8.4870130e+01, 5.7059097e+01, 1.0153931e+01,\n",
" 1.9373174e+01, 4.0835571e+01, 9.9995553e+01, 9.7859633e+01,\n",
" 6.8690760e+00, 1.4496180e+00, 9.9986076e+01, 8.6674994e+01,\n",
" 9.9395037e+01, 8.7471539e+01, 1.8408300e-01, 5.1279879e+01,\n",
" 9.9999976e+01, 7.5446057e+01, 7.9548115e+01, 1.4524019e+01,\n",
" 8.2715249e+01, 4.5211822e+01, 4.1944300e-01, 1.4027986e+01,\n",
" 3.8329077e+01, 2.8979525e+01, 1.7367823e+01, 4.6463826e+01,\n",
" 9.9983323e+01, 6.6894674e+01, 6.9954157e+01, 2.1844496e+01,\n",
" 5.6780744e+01, 4.8349798e+01, 9.1356400e-01, 7.4066450e+00,\n",
" 4.1069000e-02, 6.6902173e+01, 4.2666000e-02, 3.9708835e+01,\n",
" 3.9651000e-02, 4.3774140e+00, 1.1460730e+01, 7.3171820e+00,\n",
" 5.2068716e+01, 5.2186660e+00, 3.1540000e-02, 1.8074439e+01,\n",
" 2.1519792e+01, 2.9460000e-03])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2B_20200103T104339_014763_N02...</div><input id='attrs-8d550708-d621-43c7-8e00-73271887e175' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d550708-d621-43c7-8e00-73271887e175' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f36a6fd-ba3c-4260-a4c2-a8dab1c300a6' class='xr-var-data-in' type='checkbox'><label for='data-1f36a6fd-ba3c-4260-a4c2-a8dab1c300a6' 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(['GS2B_20200103T104339_014763_N02.12',\n",
" 'GS2A_20200105T103421_023700_N02.12',\n",
" 'GS2A_20200108T104421_023743_N02.12',\n",
" 'GS2B_20200110T103319_014863_N02.12',\n",
" 'GS2B_20200113T104309_014906_N02.12',\n",
" 'GS2A_20200115T103401_023843_N02.12',\n",
" 'GS2A_20200118T104351_023886_N02.12',\n",
" 'GS2B_20200120T103239_015006_N02.12',\n",
" 'GS2B_20200123T104229_015049_N02.12',\n",
" 'GS2A_20200125T103321_023986_N02.12',\n",
" 'GS2A_20200128T104301_024029_N02.12',\n",
" 'GS2B_20200130T103159_015149_N02.12',\n",
" 'GS2B_20200202T104149_015192_N02.12',\n",
" 'GS2A_20200204T103221_024129_N02.12',\n",
" 'GS2A_20200207T104211_024172_N02.12',\n",
" 'GS2B_20200209T103059_015292_N02.12',\n",
" 'GS2B_20200212T104049_015335_N02.12',\n",
" 'GS2A_20200214T103121_024272_N02.12',\n",
" 'GS2A_20200217T104111_024315_N02.12',\n",
" 'GS2B_20200219T102949_015435_N02.12',\n",
"...\n",
" 'GS2B_20230613T102609_032738_N05.09',\n",
" 'GS2B_20230616T103629_032781_N05.09',\n",
" 'GS2A_20230618T102601_041718_N05.09',\n",
" 'GS2A_20230621T103631_041761_N05.09',\n",
" 'GS2B_20230623T102559_032881_N05.09',\n",
" 'GS2B_20230626T103629_032924_N05.09',\n",
" 'GS2A_20230628T102601_041861_N05.09',\n",
" 'GS2A_20230701T103631_041904_N05.09',\n",
" 'GS2B_20230703T102609_033024_N05.09',\n",
" 'GS2B_20230706T103629_033067_N05.09',\n",
" 'GS2A_20230708T102601_042004_N05.09',\n",
" 'GS2A_20230711T103631_042047_N05.09',\n",
" 'GS2B_20230713T102649_033167_N05.09',\n",
" 'GS2B_20230716T103629_033210_N05.09',\n",
" 'GS2A_20230718T102601_042147_N05.09',\n",
" 'GS2A_20230721T103631_042190_N05.09',\n",
" 'GS2B_20230723T102609_033310_N05.09',\n",
" 'GS2B_20230726T103629_033353_N05.09',\n",
" 'GS2A_20230728T102601_042290_N05.09',\n",
" 'GS2A_20230731T103631_042333_N05.09'], dtype='<U34')</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'>0.0 43.84 13.88 ... 41.99 14.86</div><input id='attrs-0cb40c17-e687-4c72-8926-553245c22454' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0cb40c17-e687-4c72-8926-553245c22454' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce714dfc-8afe-4524-9391-7dd6fe49cef0' class='xr-var-data-in' type='checkbox'><label for='data-ce714dfc-8afe-4524-9391-7dd6fe49cef0' 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([0.0000000e+00, 4.3836725e+01, 1.3878916e+01, 2.5676882e+01,\n",
" 4.2800000e-04, 5.0000000e-05, 1.0153680e+00, 6.5815000e-02,\n",
" 2.1356900e-01, 1.5353993e+01, 9.9014700e+00, 2.0290300e-01,\n",
" 2.7560000e-03, 4.3713456e+01, 3.9452100e+00, 1.3229746e+01,\n",
" 6.9882910e+00, 4.3577990e+01, 4.4569000e-02, 2.8460000e-03,\n",
" 1.1626204e+01, 4.3333516e+01, 2.1217080e+00, 3.0598530e+00,\n",
" 0.0000000e+00, 1.3471000e-02, 1.5026735e+01, 5.6085200e-01,\n",
" 1.1288168e+01, 3.7890154e+01, 1.4048238e+01, 2.5363150e+00,\n",
" 8.6571140e+00, 3.7071285e+01, 1.3156360e+01, 8.5690000e-03,\n",
" 1.4936779e+01, 4.3152466e+01, 1.3390812e+01, 4.2647630e+01,\n",
" 1.1278205e+01, 4.2730123e+01, 3.3244180e+00, 0.0000000e+00,\n",
" 3.2837000e-02, 2.4139503e+01, 5.2254300e-01, 4.3379679e+01,\n",
" 9.6795960e+00, 4.1903582e+01, 9.3913530e+00, 2.2774310e+01,\n",
" 1.2128563e+01, 3.9784600e+00, 1.3610286e+01, 4.2439231e+01,\n",
" 1.2694168e+01, 4.1409051e+01, 1.4723067e+01, 1.5374921e+01,\n",
" 9.5352270e+00, 1.9201536e+01, 1.4824210e+01, 3.3603212e+01,\n",
" 5.1668110e+00, 0.0000000e+00, 6.4626510e+00, 8.0771240e+00,\n",
" 1.4707918e+01, 3.9829147e+01, 1.3306947e+01, 4.2118454e+01,\n",
" 3.9911780e+00, 3.5386914e+01, 1.4175439e+01, 4.2154261e+01,\n",
" 1.4718948e+01, 3.8933629e+01, 1.3567846e+01, 4.2443728e+01,\n",
"...\n",
" 4.6041000e-02, 2.3045750e+00, 4.0410316e+01, 9.6266020e+00,\n",
" 5.0589000e-02, 1.2096865e+01, 1.5134023e+01, 4.4180778e+01,\n",
" 1.4864933e+01, 4.1170549e+01, 1.5047394e+01, 4.3217397e+01,\n",
" 3.0747040e+00, 4.3101624e+01, 4.3101624e+01, 3.8890580e+00,\n",
" 0.0000000e+00, 1.3446300e+01, 1.3372247e+01, 4.2902151e+01,\n",
" 0.0000000e+00, 0.0000000e+00, 1.3514950e+00, 2.6954296e+01,\n",
" 1.7323760e+00, 3.2528049e+01, 1.9600000e-04, 3.0142745e+01,\n",
" 1.5041175e+01, 1.5129757e+01, 1.0875811e+01, 3.3472255e+01,\n",
" 1.1042180e+01, 2.4032435e+01, 0.0000000e+00, 1.0785400e-01,\n",
" 1.2574367e+01, 4.1613743e+01, 0.0000000e+00, 1.2235400e-01,\n",
" 1.1510000e-03, 1.1906657e+01, 4.2240530e+01, 1.1034201e+01,\n",
" 2.3000000e-05, 3.6646960e+00, 1.1581052e+01, 1.3154280e+01,\n",
" 1.3579734e+01, 1.0030816e+01, 4.1980177e+01, 1.4517096e+01,\n",
" 9.3039630e+00, 1.4647445e+01, 4.0796447e+01, 1.3051032e+01,\n",
" 4.6070000e-03, 5.0791770e+00, 4.2442400e+00, 1.2981088e+01,\n",
" 8.1545610e+00, 6.2175300e-01, 4.2190224e+01, 1.4791043e+01,\n",
" 4.1880885e+01, 9.9417390e+00, 4.2145279e+01, 3.8344570e+00,\n",
" 4.1659626e+01, 1.3693227e+01, 4.1995192e+01, 1.4858130e+01,\n",
" 1.7735900e+01, 1.4251472e+01, 4.1913053e+01, 1.2712008e+01,\n",
" 4.1993299e+01, 1.4861973e+01])</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'>0.006146 3.513 ... 0.006257 0.02891</div><input id='attrs-768b2288-52a8-40c4-97d1-ccb6c33389a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-768b2288-52a8-40c4-97d1-ccb6c33389a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b16711e-601c-4d58-b799-d29f64b527e4' class='xr-var-data-in' type='checkbox'><label for='data-9b16711e-601c-4d58-b799-d29f64b527e4' 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([6.1460000e-03, 3.5134430e+00, 7.7361670e+00, 3.5991130e+00,\n",
" 8.0660000e-02, 2.7006900e-01, 1.0630748e+01, 2.1981670e+00,\n",
" 4.2349900e-01, 1.5589150e+00, 2.9928770e+00, 3.1781500e-01,\n",
" 1.2499600e-01, 2.4829180e+00, 3.7580270e+00, 8.6149900e-01,\n",
" 6.5890600e-01, 2.7570950e+00, 3.9940000e-02, 2.5739000e-02,\n",
" 4.3805360e+00, 1.9818460e+00, 1.4547100e-01, 1.3063000e-02,\n",
" 6.9704000e-02, 0.0000000e+00, 3.2297710e+00, 3.8520000e-03,\n",
" 2.2201660e+00, 1.9091590e+00, 2.1976440e+00, 1.4639100e-01,\n",
" 5.8214500e-01, 1.9104740e+00, 1.8918090e+00, 2.8393000e-01,\n",
" 2.2962440e+00, 1.4367470e+00, 9.7620400e-01, 1.3978530e+00,\n",
" 1.2109620e+00, 1.3783770e+00, 1.6035000e-02, 0.0000000e+00,\n",
" 0.0000000e+00, 9.8816800e-01, 2.6810000e-03, 2.1841150e+00,\n",
" 1.9419300e-01, 1.3347480e+00, 4.4749000e-01, 2.8186000e-02,\n",
" 6.0162000e-01, 1.4802000e-02, 4.7843900e-01, 1.1810550e+00,\n",
" 4.1771600e-01, 1.0364870e+00, 4.8277200e-01, 2.8415000e-02,\n",
" 2.1607400e-01, 6.0136500e-01, 8.6685900e-01, 7.6708200e-01,\n",
" 1.0675500e-01, 0.0000000e+00, 3.9132300e-01, 5.6719500e-01,\n",
" 4.8499800e-01, 7.7425100e-01, 3.2300800e-01, 7.6127100e-01,\n",
" 4.2364800e-01, 1.2939490e+00, 4.6754000e-01, 6.5274000e-01,\n",
" 5.0277900e-01, 7.8637200e-01, 4.1334000e-01, 6.7685300e-01,\n",
"...\n",
" 0.0000000e+00, 1.8574360e+00, 1.5439100e-01, 2.0282170e+00,\n",
" 1.0647600e-01, 2.2649580e+00, 2.7667990e+00, 1.6141700e-01,\n",
" 3.3053370e+00, 1.1629300e-01, 2.5792420e+00, 9.1363000e-02,\n",
" 1.8503190e+00, 5.6208000e-02, 5.6208000e-02, 2.8384000e-02,\n",
" 0.0000000e+00, 9.1649000e-01, 5.1844600e-01, 2.5044000e-02,\n",
" 0.0000000e+00, 0.0000000e+00, 2.0772300e-01, 5.1470000e-03,\n",
" 0.0000000e+00, 1.9130000e-03, 2.3900000e-04, 5.9118000e-02,\n",
" 9.1235400e-01, 0.0000000e+00, 1.1876070e+00, 3.3363000e-02,\n",
" 5.1584800e-01, 4.3620000e-03, 0.0000000e+00, 0.0000000e+00,\n",
" 4.7793500e-01, 2.1847000e-02, 0.0000000e+00, 1.1940000e-02,\n",
" 0.0000000e+00, 0.0000000e+00, 7.5510000e-03, 7.5660000e-02,\n",
" 0.0000000e+00, 4.9525000e-02, 1.6270000e-03, 4.1894000e-02,\n",
" 0.0000000e+00, 1.3245000e-02, 1.4377000e-02, 2.4811000e-02,\n",
" 1.2940000e-02, 1.7644000e-02, 8.5840000e-03, 2.5448000e-02,\n",
" 0.0000000e+00, 1.0010000e-02, 2.6730000e-03, 3.1556000e-02,\n",
" 6.9570000e-03, 1.3840000e-03, 3.3076000e-02, 2.9569000e-02,\n",
" 1.5246000e-02, 9.0962000e-02, 1.8063000e-02, 2.8062000e-02,\n",
" 1.0494000e-02, 1.2893000e-02, 1.5466000e-02, 4.0746000e-02,\n",
" 6.0280000e-03, 4.0199000e-02, 3.8300000e-03, 5.3354000e-02,\n",
" 6.2570000e-03, 2.8908000e-02])</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'>0.0 0.4801 ... 0.921 0.000912</div><input id='attrs-f79e6727-13ee-4810-8851-2bfced25f124' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f79e6727-13ee-4810-8851-2bfced25f124' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a58bb13d-1e12-48bd-9603-6e40588b715a' class='xr-var-data-in' type='checkbox'><label for='data-a58bb13d-1e12-48bd-9603-6e40588b715a' 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([0.0000000e+00, 4.8005200e-01, 8.5194500e-01, 1.4363900e+00,\n",
" 2.9360000e-03, 0.0000000e+00, 4.0036760e+00, 1.7823870e+00,\n",
" 5.7173000e-02, 9.0463500e-01, 6.1002950e+00, 2.4066000e-02,\n",
" 2.2165500e-01, 6.0708000e-01, 4.3549630e+00, 6.9977800e-01,\n",
" 8.9592000e-02, 2.3765580e+00, 0.0000000e+00, 1.2980000e-03,\n",
" 7.4582000e-02, 6.2522000e-02, 1.1834100e-01, 0.0000000e+00,\n",
" 2.7807000e-02, 0.0000000e+00, 3.1453600e-01, 0.0000000e+00,\n",
" 1.8975400e-01, 1.9977150e+00, 7.4313000e-02, 2.7620000e-03,\n",
" 3.2493000e-01, 2.7800090e+00, 8.9190800e-01, 3.4317000e-01,\n",
" 6.6108060e+00, 5.0155000e-02, 5.8928000e-02, 3.3994000e-02,\n",
" 2.2423880e+00, 2.8235000e-02, 2.2400000e-03, 0.0000000e+00,\n",
" 0.0000000e+00, 5.2453300e-01, 0.0000000e+00, 1.8372770e+00,\n",
" 1.2693100e-01, 1.0261300e-01, 9.1758500e-01, 3.5860000e-02,\n",
" 8.1863000e-01, 7.9030000e-03, 8.7896000e-02, 1.3178800e-01,\n",
" 8.6486000e-02, 4.3313000e-02, 1.1789870e+00, 1.2178000e-02,\n",
" 3.6108400e-01, 8.2946800e-01, 1.1178200e+00, 3.0365260e+00,\n",
" 9.3636000e-02, 0.0000000e+00, 5.1661400e-01, 1.5041800e-01,\n",
" 2.6057600e-01, 6.5657000e-02, 3.8836300e-01, 7.2138000e-02,\n",
" 9.5244500e-01, 1.0197740e+00, 3.4351900e-01, 4.7238000e-02,\n",
" 3.7164400e-01, 4.3880200e-01, 3.1012500e-01, 3.8919000e-02,\n",
"...\n",
" 2.3687720e+00, 7.8011890e+00, 1.8183260e+00, 3.8362710e+00,\n",
" 4.2381300e-01, 1.5191500e+00, 9.5686700e-01, 0.0000000e+00,\n",
" 1.1463800e-01, 2.1650000e-03, 0.0000000e+00, 7.1100000e-04,\n",
" 3.4260000e-01, 0.0000000e+00, 0.0000000e+00, 2.9990350e+00,\n",
" 0.0000000e+00, 4.8294000e-02, 8.0865800e-01, 4.4510000e-03,\n",
" 5.0517000e-02, 1.0137000e-02, 7.5110900e-01, 4.2216000e-02,\n",
" 5.0888000e-01, 4.6000000e-05, 3.1362900e-01, 5.2781900e-01,\n",
" 7.0000000e-06, 0.0000000e+00, 1.9968550e+00, 1.5123400e-01,\n",
" 7.5009400e-01, 2.1772700e-01, 4.4060000e-03, 1.9438240e+00,\n",
" 1.0651220e+00, 9.4265700e-01, 1.3825000e-02, 4.9443500e-01,\n",
" 5.5966300e-01, 2.1216000e-02, 0.0000000e+00, 4.6567860e+00,\n",
" 0.0000000e+00, 2.1103450e+00, 2.3119540e+00, 1.5763250e+00,\n",
" 2.8629630e+00, 5.6927550e+00, 3.1095500e-01, 4.0312210e+00,\n",
" 8.3505100e-01, 7.6349890e+00, 4.2996890e+00, 1.9076450e+00,\n",
" 1.1507000e-02, 2.5251210e+00, 2.5409990e+00, 2.8575290e+00,\n",
" 3.6166480e+00, 3.1436900e-01, 1.7662900e-01, 1.4581170e+00,\n",
" 0.0000000e+00, 1.0018610e+00, 1.6201000e-02, 6.4127600e-01,\n",
" 3.1140000e-03, 1.2609400e-01, 4.1642800e+00, 2.4154500e+00,\n",
" 2.5075320e+00, 1.2218140e+00, 1.2000000e-03, 1.5543210e+00,\n",
" 9.2096300e-01, 9.1200000e-04])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-10-02T22:32:33.857Z' ... '...</div><input id='attrs-8c006bc6-4ff1-48e1-9a7b-6bb3ddfe8a0b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8c006bc6-4ff1-48e1-9a7b-6bb3ddfe8a0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-972ba601-593e-4291-8483-610f3bfa15f1' class='xr-var-data-in' type='checkbox'><label for='data-972ba601-593e-4291-8483-610f3bfa15f1' 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(['2020-10-02T22:32:33.857Z', '2020-10-02T23:10:01.274Z',\n",
" '2020-10-29T13:58:06.345Z', '2020-10-29T20:31:58.948Z',\n",
" '2020-10-02T18:16:22.839Z', '2020-10-02T18:55:05.152Z',\n",
" '2020-10-02T20:12:56.321Z', '2020-10-02T21:19:07.212Z',\n",
" '2020-10-02T07:56:15.776Z', '2020-10-02T10:01:22.671Z',\n",
" '2020-10-02T13:26:01.655Z', '2020-10-02T15:46:43.207Z',\n",
" '2020-09-30T13:34:18.314Z', '2020-09-30T18:43:24.922Z',\n",
" '2020-10-01T05:12:37.299Z', '2020-10-01T12:55:28.641Z',\n",
" '2020-10-01T20:14:57.467Z', '2020-10-01T23:20:50.446Z',\n",
" '2020-09-29T14:40:58.950Z', '2020-09-30T01:35:20.937Z',\n",
" '2020-09-27T20:31:39.756Z', '2020-09-28T02:49:24.392Z',\n",
" '2020-09-28T17:18:42.436Z', '2020-09-29T07:17:16.831Z',\n",
" '2020-09-26T04:17:17.615Z', '2020-09-28T18:55:39.836Z',\n",
" '2020-09-30T03:47:06.423Z', '2020-10-05T04:54:46.930Z',\n",
" '2020-10-08T16:36:29.416Z', '2020-10-10T09:00:30.962Z',\n",
" '2020-10-10T17:31:51.744Z', '2020-10-13T09:09:10.954Z',\n",
" '2020-10-15T07:33:18.849Z', '2020-10-19T12:46:18.857Z',\n",
" '2020-11-01T18:36:57.922Z', '2020-10-21T08:15:13.965Z',\n",
" '2020-09-24T18:08:23.302Z', '2020-09-24T23:06:41.787Z',\n",
" '2020-09-25T08:51:49.732Z', '2020-09-25T16:57:22.622Z',\n",
"...\n",
" '2023-04-27T17:30:25.675929Z', '2023-04-29T18:45:10.955018Z',\n",
" '2023-05-04T15:41:51.473069Z', '2023-05-07T16:31:49.840075Z',\n",
" '2023-05-09T18:32:10.345907Z', '2023-05-12T21:02:29.471543Z',\n",
" '2023-05-14T23:27:20.716043Z', '2023-05-17T15:24:52.751677Z',\n",
" '2023-05-19T19:28:45.696802Z', '2023-05-22T19:30:19.83067Z',\n",
" '2023-05-24T16:18:25.224262Z', '2023-05-27T15:46:22.547584Z',\n",
" '2023-05-29T19:48:21.950946Z', '2023-06-02T00:06:39.608852Z',\n",
" '2023-06-03T16:22:53.884086Z', '2023-06-06T15:45:22.536576Z',\n",
" '2023-06-08T19:48:41.46662Z', '2023-06-11T20:03:38.125823Z',\n",
" '2023-06-13T17:33:42.262403Z', '2023-06-16T15:34:27.728136Z',\n",
" '2023-06-18T22:29:25.162069Z', '2023-06-22T11:54:48.477175Z',\n",
" '2023-06-23T17:36:52.642105Z', '2023-06-26T14:25:44.964716Z',\n",
" '2023-06-29T00:33:15.57853Z', '2023-07-01T21:22:18.126087Z',\n",
" '2023-07-03T16:24:18.912148Z', '2023-07-06T16:14:10.864725Z',\n",
" '2023-07-08T20:08:01.650358Z', '2023-07-11T23:45:47.806015Z',\n",
" '2023-07-20T17:34:02.737025Z', '2023-07-16T15:08:02.348482Z',\n",
" '2023-07-18T19:57:50.605051Z', '2023-07-21T20:33:53.43496Z',\n",
" '2023-07-23T15:39:53.868073Z', '2023-07-26T14:17:50.929055Z',\n",
" '2023-07-28T19:28:52.580105Z', '2023-07-31T22:16:16.247462Z'],\n",
" dtype='<U27')</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'>1.034 1.034 1.034 ... 0.9691 0.9697</div><input id='attrs-dcb8bab0-a8d7-485e-8866-31ea09f9057b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dcb8bab0-a8d7-485e-8866-31ea09f9057b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a4a2465-dd86-43ca-88b3-2087d0789422' class='xr-var-data-in' type='checkbox'><label for='data-5a4a2465-dd86-43ca-88b3-2087d0789422' 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([1.03422893, 1.03429447, 1.0343151 , 1.03427692, 1.03414119,\n",
" 1.03399958, 1.03370861, 1.03346496, 1.03302127, 1.0326773 ,\n",
" 1.03208464, 1.03164373, 1.0309071 , 1.03037246, 1.02949804,\n",
" 1.02887478, 1.02786993, 1.02716249, 1.02603553, 1.02525068,\n",
" 1.02401095, 1.02315405, 1.02181163, 1.02089095, 1.01945691,\n",
" 1.01847807, 1.01696369, 1.01593724, 1.01435485, 1.01328522,\n",
" 1.01164699, 1.01054719, 1.00886603, 1.00773916, 1.00602795,\n",
" 1.00488861, 1.00316032, 1.00201071, 1.00027842, 0.99913374,\n",
" 0.99741006, 0.99627205, 0.99456988, 0.99345349, 0.99178474,\n",
" 0.99069132, 0.98906826, 0.98801205, 0.98644584, 0.98542786,\n",
" 0.98392962, 0.98296308, 0.98154278, 0.98062839, 0.97929598,\n",
" 0.97844544, 0.9772095 , 0.97642338, 0.97529251, 0.97458066,\n",
" 0.97356191, 0.97292475, 0.97202514, 0.97147058, 0.97069557,\n",
" 0.97022389, 0.96957877, 0.96919579, 0.96868439, 0.96839026,\n",
" 0.96801609, 0.96781443, 0.96757962, 0.96747049, 0.96737674,\n",
" 0.96736149, 0.96740919, 0.96748782, 0.96767684, 0.96784838,\n",
" 0.96817739, 0.96844179, 0.96890882, 0.96926283, 0.96986485,\n",
" 0.97030833, 0.97104152, 0.971569 , 0.9724287 , 0.97303994,\n",
" 0.97402053, 0.97470793, 0.97580314, 0.97656633, 0.97776885,\n",
" 0.97859825, 0.97990028, 0.98079534, 0.98218799, 0.98313735,\n",
"...\n",
" 1.02305226, 1.02433913, 1.02515676, 1.02633521, 1.02707823,\n",
" 1.02813858, 1.02879983, 1.02973333, 1.03030826, 1.03110708,\n",
" 1.03159005, 1.0322475 , 1.03263512, 1.03314562, 1.03343411,\n",
" 1.03379339, 1.03398064, 1.03418562, 1.03426983, 1.03431879,\n",
" 1.03429936, 1.03419185, 1.03406895, 1.03380594, 1.03358048,\n",
" 1.03316414, 1.03283833, 1.03227227, 1.03113739, 1.03061967,\n",
" 1.02976967, 1.02916173, 1.02817991, 1.02748762, 1.02638215,\n",
" 1.02561036, 1.02561036, 1.02439034, 1.02354642, 1.02222184,\n",
" 1.01989334, 1.01892523, 1.01742462, 1.01640532, 1.01483434,\n",
" 1.01377304, 1.0121441 , 1.01104797, 1.00937375, 1.00825222,\n",
" 1.00654556, 1.00540686, 1.00368075, 1.00253353, 1.00080081,\n",
" 0.99965366, 0.99792746, 0.99678876, 0.99508159, 0.99395971,\n",
" 0.99228405, 0.99118696, 0.98955465, 0.98849023, 0.9858885 ,\n",
" 0.984377 , 0.98339981, 0.98196465, 0.98104127, 0.97969211,\n",
" 0.97882884, 0.97757479, 0.97677735, 0.97562679, 0.97490052,\n",
" 0.97386005, 0.97321057, 0.97228881, 0.97171855, 0.97092057,\n",
" 0.97043408, 0.96976504, 0.96936548, 0.9688296 , 0.9685195 ,\n",
" 0.96812021, 0.96790153, 0.96764135, 0.96751548, 0.96739607,\n",
" 0.9673638 , 0.96738589, 0.96744745, 0.96761089, 0.96776584,\n",
" 0.96806965, 0.96831705, 0.96875927, 0.96909753, 0.96967538])</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'>3.37 86.8 2.7e-05 ... 85.47 1.3e-05</div><input id='attrs-e342858e-d350-4567-8766-4aab5c67630c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e342858e-d350-4567-8766-4aab5c67630c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ca11cc5-89d3-4f3c-a947-aabbb215cc11' class='xr-var-data-in' type='checkbox'><label for='data-9ca11cc5-89d3-4f3c-a947-aabbb215cc11' 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([3.3704530e+00, 8.6796421e+01, 2.7000000e-05, 8.6404943e+01,\n",
" 0.0000000e+00, 8.6646038e+01, 0.0000000e+00, 8.6419177e+01,\n",
" 0.0000000e+00, 8.6702383e+01, 0.0000000e+00, 8.6282438e+01,\n",
" 3.5565570e+00, 8.6709630e+01, 1.0000000e-05, 8.6902714e+01,\n",
" 7.0000000e-06, 8.7075198e+01, 0.0000000e+00, 8.6710054e+01,\n",
" 1.5600000e-04, 8.6844796e+01, 0.0000000e+00, 8.6436981e+01,\n",
" 0.0000000e+00, 8.6602026e+01, 4.3800000e-04, 8.6390322e+01,\n",
" 2.7000000e-05, 8.6354893e+01, 2.0000000e-05, 8.6303973e+01,\n",
" 1.0600000e-04, 8.6123246e+01, 7.0000000e-06, 8.6099058e+01,\n",
" 2.3000000e-05, 8.6637402e+01, 7.0000000e-06, 8.6130780e+01,\n",
" 1.3000000e-05, 8.6075383e+01, 0.0000000e+00, 8.6287159e+01,\n",
" 0.0000000e+00, 8.5671264e+01, 0.0000000e+00, 8.6614352e+01,\n",
" 0.0000000e+00, 8.5401481e+01, 0.0000000e+00, 8.6251116e+01,\n",
" 0.0000000e+00, 8.5138667e+01, 1.0000000e-05, 8.6042690e+01,\n",
" 0.0000000e+00, 8.5047299e+01, 3.0000000e-06, 8.5777998e+01,\n",
" 0.0000000e+00, 8.5163736e+01, 1.7000000e-05, 8.5811377e+01,\n",
" 0.0000000e+00, 8.5290748e+01, 3.0000000e-05, 8.5949367e+01,\n",
" 7.0000000e-06, 8.5572934e+01, 7.0000000e-06, 8.6151540e+01,\n",
" 3.0000000e-06, 8.6003751e+01, 7.0000000e-06, 8.6479372e+01,\n",
" 2.0000000e-05, 8.6140436e+01, 7.0000000e-06, 8.6769384e+01,\n",
"...\n",
" 8.7345755e+01, 8.9420000e-03, 8.6263728e+01, 2.5200000e-04,\n",
" 8.6660165e+01, 8.6000000e-05, 7.2030000e-03, 8.6927396e+01,\n",
" 8.6000000e-05, 8.5595191e+01, 7.8000000e-04, 8.6000574e+01,\n",
" 0.0000000e+00, 8.6199254e+01, 8.6199254e+01, 0.0000000e+00,\n",
" 8.6242968e+01, 0.0000000e+00, 1.2300000e-04, 8.5838044e+01,\n",
" 0.0000000e+00, 8.6482435e+01, 0.0000000e+00, 8.5366088e+01,\n",
" 0.0000000e+00, 8.5606086e+01, 0.0000000e+00, 8.5778695e+01,\n",
" 6.3640000e-03, 8.5632497e+01, 7.0000000e-06, 8.5500842e+01,\n",
" 3.0000000e-06, 8.4788871e+01, 0.0000000e+00, 8.5978472e+01,\n",
" 1.4700000e-03, 8.5101956e+01, 0.0000000e+00, 8.5188878e+01,\n",
" 0.0000000e+00, 8.5299850e+01, 8.5631555e+01, 7.0000000e-06,\n",
" 8.5733622e+01, 0.0000000e+00, 8.5518599e+01, 0.0000000e+00,\n",
" 8.5280329e+01, 0.0000000e+00, 8.5253203e+01, 0.0000000e+00,\n",
" 8.5000300e+01, 1.3000000e-05, 8.5737193e+01, 0.0000000e+00,\n",
" 8.5237676e+01, 0.0000000e+00, 8.5602850e+01, 0.0000000e+00,\n",
" 8.5358894e+01, 0.0000000e+00, 8.6017036e+01, 0.0000000e+00,\n",
" 8.5571367e+01, 0.0000000e+00, 8.5746151e+01, 3.8048740e+00,\n",
" 8.5298270e+01, 7.0000000e-06, 8.6055970e+01, 3.0000000e-06,\n",
" 8.5743588e+01, 0.0000000e+00, 8.5619843e+01, 3.0000000e-06,\n",
" 8.5470814e+01, 1.3000000e-05])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-f48bd412-a478-447e-aee0-310891f1ca18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f48bd412-a478-447e-aee0-310891f1ca18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f4d654b-95e4-44d3-8972-2c99c0c47de5' class='xr-var-data-in' type='checkbox'><label for='data-0f4d654b-95e4-44d3-8972-2c99c0c47de5' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-0ecd9629-810d-4164-bc2e-9d8bea06bfa2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ecd9629-810d-4164-bc2e-9d8bea06bfa2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae00fcf1-9cc2-45d2-837f-4377ab8c40b1' class='xr-var-data-in' type='checkbox'><label for='data-ae00fcf1-9cc2-45d2-837f-4377ab8c40b1' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-585abd03-c739-4b8f-b4be-d2c9d3e9384b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-585abd03-c739-4b8f-b4be-d2c9d3e9384b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e600a92e-670c-42b5-b247-e0b43585dd9b' class='xr-var-data-in' type='checkbox'><label for='data-e600a92e-670c-42b5-b247-e0b43585dd9b' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-f9b2ea46-323c-4c4a-909b-b96ebcb71ba3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9b2ea46-323c-4c4a-909b-b96ebcb71ba3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4d721ea-0faa-4ca2-ab6f-4af60e70c39e' class='xr-var-data-in' type='checkbox'><label for='data-f4d721ea-0faa-4ca2-ab6f-4af60e70c39e' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-b055afdc-094b-4e2f-a740-9fbdc00d86ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b055afdc-094b-4e2f-a740-9fbdc00d86ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a48789f4-44fa-4501-8eb6-d1ce69f5b6b3' class='xr-var-data-in' type='checkbox'><label for='data-a48789f4-44fa-4501-8eb6-d1ce69f5b6b3' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-d1f7dc89-446b-44d4-a8fa-7d4a224931f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1f7dc89-446b-44d4-a8fa-7d4a224931f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-268d63f5-dc71-428a-a350-de9348cb6647' class='xr-var-data-in' type='checkbox'><label for='data-268d63f5-dc71-428a-a350-de9348cb6647' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-8fc2421b-fec3-40c5-afae-d8ff061fc32b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8fc2421b-fec3-40c5-afae-d8ff061fc32b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da0b25cf-98ba-4f5d-9fd1-6c1c2b871c12' class='xr-var-data-in' type='checkbox'><label for='data-da0b25cf-98ba-4f5d-9fd1-6c1c2b871c12' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-c7df9d51-51dd-45ec-bf93-37130cc19af2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c7df9d51-51dd-45ec-bf93-37130cc19af2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7eb7e4a4-46cc-4f6b-95f2-01a16d51c0ba' class='xr-var-data-in' type='checkbox'><label for='data-7eb7e4a4-46cc-4f6b-95f2-01a16d51c0ba' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-271f4ecb-d02c-43e5-97ae-6e0128bfec3c' class='xr-section-summary-in' type='checkbox' ><label for='section-271f4ecb-d02c-43e5-97ae-6e0128bfec3c' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e1412596-0bb0-4d64-a4c6-dfa4e9e6226d' class='xr-index-data-in' type='checkbox'/><label for='index-e1412596-0bb0-4d64-a4c6-dfa4e9e6226d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-01-03 10:43:39.024000', '2020-01-05 10:34:21.024000',\n",
" '2020-01-08 10:44:21.024000', '2020-01-10 10:33:19.024000',\n",
" '2020-01-13 10:43:09.025000', '2020-01-15 10:34:01.025000',\n",
" '2020-01-18 10:43:51.024000', '2020-01-20 10:32:39.024000',\n",
" '2020-01-23 10:42:29.024000', '2020-01-25 10:33:21.024000',\n",
" ...\n",
" '2023-07-08 10:26:01.024000', '2023-07-11 10:36:31.024000',\n",
" '2023-07-13 10:26:49.024000', '2023-07-16 10:36:29.024000',\n",
" '2023-07-18 10:26:01.024000', '2023-07-21 10:36:31.024000',\n",
" '2023-07-23 10:26:09.024000', '2023-07-26 10:36:29.024000',\n",
" '2023-07-28 10:26:01.024000', '2023-07-31 10:36:31.024000'],\n",
" dtype='datetime64[ns]', name='time', length=510, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a5560984-e59e-4617-ad7c-5cc4b54ddb35' class='xr-index-data-in' type='checkbox'/><label for='index-a5560984-e59e-4617-ad7c-5cc4b54ddb35' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-82f14bef-1285-4abc-a372-92577c69728b' class='xr-index-data-in' type='checkbox'/><label for='index-82f14bef-1285-4abc-a372-92577c69728b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-44f5ed9e-5534-49aa-b1c0-cafffbcf5860' class='xr-index-data-in' type='checkbox'/><label for='index-44f5ed9e-5534-49aa-b1c0-cafffbcf5860' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7d80b447-5f67-4667-8fbb-aec078140fa8' class='xr-section-summary-in' type='checkbox' checked><label for='section-7d80b447-5f67-4667-8fbb-aec078140fa8' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 510,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<fetch_raster_window, shape=(510, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bands = ['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12']\n",
"FILL_VALUE = 2**16-1\n",
"array = stackstac.stack(\n",
" items,\n",
" assets = bands,\n",
" resolution=10,\n",
" dtype=\"uint16\",\n",
" fill_value=FILL_VALUE,\n",
" bounds_latlon=aoi_bounds,\n",
" )\n",
"array "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that in a few lines of code we have created a DataArray which data has a size in the tens of gigabytes. The idea of lazy computations and not downloading data until necessary starts to make a lot more sense with these sizes. When we also consider the fact our area of interest is only about 5% of a full Sentinel-2 tile, the ability to download only part of a tile also becomes very important. If we had to download the entire tiles before creating this array the volume of data would probably be measured in terabytes!"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3. Checking for invalid values\n",
"\n",
"Before moving on, it is always a good idea to check the validity of the DataArray we just created. There are two main things to check for:\n",
" - The presence of fill values. As described in the [previous notebook](03-Xarray.ipynb), the fill value is used by `stackstac.stack` in order to replace missing STAC Assets.\n",
" - The presence of NODATA values. In our case (Sentinel-2) pixel values of 0 are used to flag that the pixel does not contain valid data.\n",
"\n",
"Of course, checking for these values necessitate to download the data. Thus we can really only look at a sample."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data contains 0 fill value pixels\n"
]
}
],
"source": [
"# we're only taking the first 4 dates\n",
"sample = array.isel(time=slice(0,4))\n",
"fill_values = xr.where(sample == FILL_VALUE, 1, 0).sum().values\n",
"\n",
"print(f\"Data contains {fill_values} fill value pixels\")\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"As expected we see no fill values. Indeed we have no missing Asset in any of our Items. Our collection of STAC Items is homogenous, all Sentinel-2 Items contain the right Assets."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3.2 Checking for NODATA\n",
"\n",
"There are two situations in which NODATA pixels can appear. The first is extents which do not strictly overlap. Satellite images are almost always distributed as multi-dimensional array with a rectangular shape. If the bounds do not exactly match then the image is completed with NODATA values to make up a rectangular shape.\n",
"\n",
"\n",
"<figure align=\"center\">\n",
" <img src=\"resources/extent_nodata.png\" width=\"30%\" alt=\"STAC Item diagram\">\n",
" <figcaption>Sentinel-2 image with NODATA values\n",
" </figcaption>\n",
"</figure>\n",
"\n",
"The second situation where NODATA values can appear is when some pixels are flagged as invalid despite being inside the boundaries of the area being captured by the captor. Typically the amount of such invalid pixels is very low."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"49.1% of values are NODATA\n"
]
}
],
"source": [
"no_data = xr.where(sample == 0, 1, 0).sum().values\n",
"print(f\"{no_data/sample.size:.1%} of values are NODATA\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that almost half of the pixels in the sample are invalid. So it appears that at least some our images do not fully overlap with our area of interest.\n",
" \n",
"The first thing we can look at is the `s2:nodata_pixel_percentage`. It gives us the percentage of pixels with NODATA in the tile for each date.\n",
"\n",
"<span style='color:red'> **IMPORTANT:**</span> Planetary Computer provides a few metadata properties along with the data.\n",
" For Sentinel-2 the most useful include:\n",
" - `s2:nodata_pixel_percentage`\n",
" - `s2:water_percentage`\n",
" - `s2:vegetation_percentage`\n",
" - `eo:cloud_cover`\n",
" - `s2:high_proba_clouds_percentage`\n",
" - `s2:cloud_shadow_percentage`\n",
" \n",
"However <span style='color:red'> **these values were computed from the whole tile (an area of up to 110 x 110 km²), and they are NOT updated when only a sub-section of a tile is considered or downloaded**</span>. The values can still be used as a proxy or rough estimate without having to download the data. It is particularly useful when gathering data in order to decide what to keep or throw out. But be careful not to confuse them with the actual value which can be computed from a sub-section of a tile. For instance a Sentinel-2 tile could have a low value for `eo:cloud_cover`, indicating that there are relatively few clouds in the whole tile. But that doesn't mean that our area of interest could not contain some of these few clouds, leading to unusable data.\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['3.37 %', '86.80 %', '0.00 %', '86.40 %']"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[f'{pct:.2f} %' for pct in sample['s2:nodata_pixel_percentage']]"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Half the dates have more than 85% of their pixels labelled as NODATA, while the others have few to none. Let's see if this behavior applies to the whole data cube:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
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},
"metadata": {},
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}
],
"source": [
"array['s2:nodata_pixel_percentage'].plot.hist()\n",
"plt.title('nodata pixel percentage')\n",
"plt.ylabel('image count')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"It appears that we are dealing with two different types Sentinel-2 images, one of which only has a small amount of valid values. We can know more by looking at the `sat:relative_orbit` coordinate of our array. It gives us the number of the orbit during which the image was captured:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
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" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'sat:relative_orbit' (time: 510)>\n",
"array([ 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 8, 108, 108, 108, 8, 108, 8,\n",
" 108, 8, 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 108, 8, 108, 8, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8])\n",
"Coordinates: (12/36)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" instruments <U3 'msi'\n",
" platform (time) <U11 'Sentinel-2B' ... 'S...\n",
" s2:datatake_type <U8 'INS-NOBS'\n",
" s2:thin_cirrus_percentage (time) float64 0.1087 ... 0.000265\n",
" ... ...\n",
" s2:generation_time (time) <U27 '2020-10-02T22:32:33...\n",
" s2:reflectance_conversion_factor (time) float64 1.034 ... 0.9697\n",
" s2:nodata_pixel_percentage (time) float64 3.37 ... 1.3e-05\n",
" s2:product_type <U7 'S2MSI2A'\n",
" proj:bbox object {609780.0, 4900020.0, 479...\n",
" epsg int64 32631</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'>'sat:relative_orbit'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 510</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f9e3b06e-3e1e-426c-9e19-d43aec97afdf' class='xr-array-in' type='checkbox' checked><label for='section-f9e3b06e-3e1e-426c-9e19-d43aec97afdf' 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>8 108 8 108 8 108 8 108 8 108 8 ... 8 108 8 108 8 108 8 108 8 108 8</span></div><div class='xr-array-data'><pre>array([ 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 8, 108, 108, 108, 8, 108, 8,\n",
" 108, 8, 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 108, 8, 108, 8, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8])</pre></div></div></li><li class='xr-section-item'><input id='section-cba106f9-5d16-41ad-a682-f73334f4eccf' class='xr-section-summary-in' type='checkbox' ><label for='section-cba106f9-5d16-41ad-a682-f73334f4eccf' class='xr-section-summary' >Coordinates: <span>(36)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-03T10:43:39.024000 ... 2...</div><input id='attrs-61ed277d-94ac-453b-9d52-c36b1093852f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61ed277d-94ac-453b-9d52-c36b1093852f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9568dfcf-7435-40c0-9c4c-3d285d40ec51' class='xr-var-data-in' type='checkbox'><label for='data-9568dfcf-7435-40c0-9c4c-3d285d40ec51' 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(['2020-01-03T10:43:39.024000000', '2020-01-05T10:34:21.024000000',\n",
" '2020-01-08T10:44:21.024000000', ..., '2023-07-26T10:36:29.024000000',\n",
" '2023-07-28T10:26:01.024000000', '2023-07-31T10:36:31.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_R008...</div><input id='attrs-340c8d52-2f2c-4512-b03a-4a00f8f615db' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-340c8d52-2f2c-4512-b03a-4a00f8f615db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33d3287b-cead-443f-b0ed-ef688c5a14f7' class='xr-var-data-in' type='checkbox'><label for='data-33d3287b-cead-443f-b0ed-ef688c5a14f7' 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(['S2B_MSIL2A_20200103T104339_R008_T31TEJ_20201002T223233',\n",
" 'S2A_MSIL2A_20200105T103421_R108_T31TEJ_20201002T231001',\n",
" 'S2A_MSIL2A_20200108T104421_R008_T31TEJ_20201029T135806',\n",
" 'S2B_MSIL2A_20200110T103319_R108_T31TEJ_20201029T203158',\n",
" 'S2B_MSIL2A_20200113T104309_R008_T31TEJ_20201002T181622',\n",
" 'S2A_MSIL2A_20200115T103401_R108_T31TEJ_20201002T185505',\n",
" 'S2A_MSIL2A_20200118T104351_R008_T31TEJ_20201002T201256',\n",
" 'S2B_MSIL2A_20200120T103239_R108_T31TEJ_20201002T211907',\n",
" 'S2B_MSIL2A_20200123T104229_R008_T31TEJ_20201002T075615',\n",
" 'S2A_MSIL2A_20200125T103321_R108_T31TEJ_20201002T100122',\n",
" 'S2A_MSIL2A_20200128T104301_R008_T31TEJ_20201002T132601',\n",
" 'S2B_MSIL2A_20200130T103159_R108_T31TEJ_20201002T154643',\n",
" 'S2B_MSIL2A_20200202T104149_R008_T31TEJ_20200930T133418',\n",
" 'S2A_MSIL2A_20200204T103221_R108_T31TEJ_20200930T184324',\n",
" 'S2A_MSIL2A_20200207T104211_R008_T31TEJ_20201001T051237',\n",
" 'S2B_MSIL2A_20200209T103059_R108_T31TEJ_20201001T125528',\n",
" 'S2B_MSIL2A_20200212T104049_R008_T31TEJ_20201001T201457',\n",
" 'S2A_MSIL2A_20200214T103121_R108_T31TEJ_20201001T232050',\n",
" 'S2A_MSIL2A_20200217T104111_R008_T31TEJ_20200929T144058',\n",
" 'S2B_MSIL2A_20200219T102949_R108_T31TEJ_20200930T013520',\n",
"...\n",
" 'S2B_MSIL2A_20230616T103629_R008_T31TEJ_20230616T153427',\n",
" 'S2A_MSIL2A_20230618T102601_R108_T31TEJ_20230618T222925',\n",
" 'S2A_MSIL2A_20230621T103631_R008_T31TEJ_20230622T115448',\n",
" 'S2B_MSIL2A_20230623T102559_R108_T31TEJ_20230623T173652',\n",
" 'S2B_MSIL2A_20230626T103629_R008_T31TEJ_20230626T142544',\n",
" 'S2A_MSIL2A_20230628T102601_R108_T31TEJ_20230629T003315',\n",
" 'S2A_MSIL2A_20230701T103631_R008_T31TEJ_20230701T212218',\n",
" 'S2B_MSIL2A_20230703T102609_R108_T31TEJ_20230703T162418',\n",
" 'S2B_MSIL2A_20230706T103629_R008_T31TEJ_20230706T161410',\n",
" 'S2A_MSIL2A_20230708T102601_R108_T31TEJ_20230708T200801',\n",
" 'S2A_MSIL2A_20230711T103631_R008_T31TEJ_20230711T234547',\n",
" 'S2B_MSIL2A_20230713T102649_R108_T31TEJ_20230720T173402',\n",
" 'S2B_MSIL2A_20230716T103629_R008_T31TEJ_20230716T150802',\n",
" 'S2A_MSIL2A_20230718T102601_R108_T31TEJ_20230718T195750',\n",
" 'S2A_MSIL2A_20230721T103631_R008_T31TEJ_20230721T203353',\n",
" 'S2B_MSIL2A_20230723T102609_R108_T31TEJ_20230723T153953',\n",
" 'S2B_MSIL2A_20230726T103629_R008_T31TEJ_20230726T141750',\n",
" 'S2A_MSIL2A_20230728T102601_R108_T31TEJ_20230728T192852',\n",
" 'S2A_MSIL2A_20230731T103631_R008_T31TEJ_20230731T221616'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-b091b27b-f812-4ba8-b83a-ee635c3ab539' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b091b27b-f812-4ba8-b83a-ee635c3ab539' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f833a0c-46b1-4730-9b64-9df215790874' class='xr-var-data-in' type='checkbox'><label for='data-6f833a0c-46b1-4730-9b64-9df215790874' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2B' ... 'Sentinel-2A'</div><input id='attrs-4a89f4d1-d2ed-44a7-a4c6-adefbf6227a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a89f4d1-d2ed-44a7-a4c6-adefbf6227a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fef98fb-ae3a-4a06-bfb1-b3f922bc620f' class='xr-var-data-in' type='checkbox'><label for='data-2fef98fb-ae3a-4a06-bfb1-b3f922bc620f' 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(['Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
"...\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A'], dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-96391b6e-b551-4098-9452-497dd3da51bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96391b6e-b551-4098-9452-497dd3da51bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9383b06d-6baf-4281-a709-64bf5e9e6075' class='xr-var-data-in' type='checkbox'><label for='data-9383b06d-6baf-4281-a709-64bf5e9e6075' 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('INS-NOBS', dtype='<U8')</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'>0.1087 7.5e-05 ... 14.66 0.000265</div><input id='attrs-cfcc1219-cf84-4957-bf6b-8724de1b0014' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfcc1219-cf84-4957-bf6b-8724de1b0014' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f0dccf0-4d5a-4885-bbe6-daaf921e9f8d' class='xr-var-data-in' type='checkbox'><label for='data-2f0dccf0-4d5a-4885-bbe6-daaf921e9f8d' 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([1.0868300e-01, 7.5000000e-05, 2.8854130e+00, 1.0386949e+01,\n",
" 2.7148402e+01, 3.4196640e+00, 1.5131871e+01, 1.7712000e-02,\n",
" 1.8439260e+00, 4.1262600e+00, 1.1942256e+01, 1.0113422e+01,\n",
" 2.2374207e+01, 1.6441400e-01, 1.4177540e+01, 1.3958830e+00,\n",
" 5.7239920e+01, 4.1070000e-03, 5.7540300e-01, 2.4923314e+01,\n",
" 1.3219430e+01, 0.0000000e+00, 3.9510800e-01, 1.5915200e-01,\n",
" 2.0346220e+00, 1.2929100e-01, 7.9606260e+00, 2.2227860e+00,\n",
" 4.5557030e+00, 8.5100000e-03, 8.9224300e-01, 2.1304157e+01,\n",
" 1.0158640e+00, 6.1069430e+00, 3.2857890e+00, 6.1366310e+00,\n",
" 7.4299400e-01, 6.5550000e-03, 7.4470230e+00, 4.3100000e-04,\n",
" 1.0551532e+01, 3.2071000e-02, 4.3203140e+00, 0.0000000e+00,\n",
" 8.1020000e-03, 1.3274800e-01, 1.2329350e+00, 3.4614400e-01,\n",
" 8.9047500e-01, 3.1102200e-01, 2.0871556e+01, 1.4813964e+01,\n",
" 1.0515974e+01, 3.6093780e+00, 8.9649700e-01, 3.4470000e-03,\n",
" 3.9522830e+00, 3.4280270e+00, 1.5173670e+00, 2.6108414e+01,\n",
" 2.6990520e+00, 1.5512820e+01, 2.8559600e-01, 3.1341060e+00,\n",
" 4.0313530e+00, 3.8661200e-01, 2.2915637e+01, 8.1324730e+00,\n",
" 3.3998330e+00, 2.8226910e+00, 7.5541200e-01, 6.7418300e-01,\n",
" 6.2643650e+00, 6.5131470e+00, 3.1524280e+00, 0.0000000e+00,\n",
" 4.1800000e-04, 1.4478060e+00, 1.0064670e+00, 1.1962000e-02,\n",
"...\n",
" 2.3443303e+01, 1.3712180e+01, 3.9335280e+00, 1.0976122e+01,\n",
" 1.8224114e+01, 7.0956500e+00, 2.2440460e+00, 7.6100000e-04,\n",
" 3.9038000e-02, 3.1732400e-01, 6.1161220e+00, 0.0000000e+00,\n",
" 2.8617534e+01, 0.0000000e+00, 0.0000000e+00, 2.4992850e+00,\n",
" 0.0000000e+00, 7.9396620e+00, 4.1663020e+00, 2.5771000e-02,\n",
" 4.0490900e-01, 6.4481240e+00, 5.8869940e+00, 2.7728736e+01,\n",
" 8.0577470e+00, 1.5555584e+01, 1.2131810e+00, 3.2201508e+01,\n",
" 1.2236000e-01, 3.6811780e+00, 1.3087986e+01, 3.2945990e+00,\n",
" 1.7894726e+01, 3.7255234e+01, 6.0113000e-02, 2.3753545e+01,\n",
" 3.4943230e+00, 1.8157000e-01, 1.1854300e-01, 2.2504956e+01,\n",
" 2.0136500e+00, 2.0576873e+01, 1.7175200e-01, 4.9168490e+00,\n",
" 1.0985140e+00, 3.7610790e+00, 1.0990430e+00, 9.0565820e+00,\n",
" 3.7225550e+00, 3.7656780e+00, 0.0000000e+00, 5.8417190e+00,\n",
" 1.0960615e+01, 1.4410140e+00, 1.0470000e-03, 2.7118510e+01,\n",
" 4.0919027e+01, 2.9552639e+01, 3.0133942e+01, 1.6304730e+01,\n",
" 3.9428005e+01, 1.6392331e+01, 4.5718600e-01, 5.8860000e-03,\n",
" 0.0000000e+00, 5.1216550e+00, 0.0000000e+00, 2.0641674e+01,\n",
" 2.0990000e-03, 1.9455780e+00, 1.8800000e-03, 5.8700000e-04,\n",
" 1.7270052e+01, 7.4631800e-01, 1.1770000e-03, 1.2840724e+01,\n",
" 1.4656232e+01, 2.6500000e-04])</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'>164.9 162.2 164.3 ... 142.6 147.7</div><input id='attrs-85315bfa-9796-4ecb-886e-aecc6ca26003' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85315bfa-9796-4ecb-886e-aecc6ca26003' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6bcaabb-0c36-4fab-89ca-297c309f047f' class='xr-var-data-in' type='checkbox'><label for='data-d6bcaabb-0c36-4fab-89ca-297c309f047f' 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([164.9302763 , 162.24564949, 164.25828509, 161.56018234,\n",
" 163.58926442, 160.87026925, 162.92767882, 160.18673997,\n",
" 162.28312538, 159.51859405, 161.66640794, 158.87281325,\n",
" 161.0878937 , 158.25962097, 160.54300194, 157.69740869,\n",
" 160.06047057, 157.15244055, 159.59803622, 156.66160509,\n",
" 159.19550408, 156.18410841, 158.81162683, 155.7581776 ,\n",
" 158.48434237, 155.34191041, 158.16988034, 154.96797351,\n",
" 157.89842384, 154.58774792, 157.62028671, 154.22775858,\n",
" 157.36301097, 153.841436 , 157.07980338, 153.45496386,\n",
" 156.79675729, 153.0271654 , 156.47846159, 152.56664523,\n",
" 156.10683721, 152.06614975, 155.70741555, 151.44899308,\n",
" 155.16712858, 150.82425804, 154.63737621, 150.02622384,\n",
" 153.91782901, 149.23706412, 153.20513941, 148.26480812,\n",
" 152.29788767, 147.30060651, 151.39586816, 146.17797801,\n",
" 150.33002777, 145.09787463, 149.31051167, 143.93108939,\n",
" 148.2060026 , 142.87951408, 147.22308909, 141.83855555,\n",
" 146.2511423 , 140.98656109, 145.47516987, 140.23817468,\n",
" 144.80814144, 139.74711885, 144.40542522, 139.43801096,\n",
" 144.18765802, 139.42335927, 144.26076417, 139.62088041,\n",
" 144.53658451, 140.10176303, 145.09046253, 140.76931956,\n",
"...\n",
" 160.9874152 , 163.04515413, 160.29887635, 162.39536195,\n",
" 159.64351044, 161.78516118, 161.20530856, 158.38132848,\n",
" 160.65844242, 157.81090066, 160.15797484, 157.2649002 ,\n",
" 159.69362461, 156.74752369, 156.74752369, 159.26885527,\n",
" 156.28735073, 158.90329825, 158.54207606, 155.44797235,\n",
" 158.26745047, 155.02255312, 157.94445643, 154.69676008,\n",
" 157.71217638, 154.29550662, 157.41722242, 153.94366199,\n",
" 157.17349983, 153.52859023, 156.86427133, 153.14452375,\n",
" 156.57370982, 152.67161795, 156.20065534, 152.16446134,\n",
" 155.79198387, 151.57168002, 155.28322304, 150.93448383,\n",
" 154.72833288, 150.17952668, 149.36444319, 153.31789265,\n",
" 148.42174408, 152.43825294, 147.44371313, 151.53275616,\n",
" 146.35305634, 150.49919177, 145.25018587, 149.4496759 ,\n",
" 144.10957384, 148.37555852, 143.01259365, 147.34848207,\n",
" 141.98424797, 146.38721956, 141.08734399, 145.56073741,\n",
" 140.33167852, 144.88594372, 139.78221433, 144.43482415,\n",
" 139.46632944, 144.21012121, 139.40875298, 144.23636154,\n",
" 139.59016403, 144.49684579, 140.01088766, 144.99167387,\n",
" 140.66597829, 145.69600739, 141.54918692, 146.6234217 ,\n",
" 142.60577211, 147.70423156])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_DS_ESRI_202010...</div><input id='attrs-6cff6b5b-a13f-45f6-880c-c3d1a2762769' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6cff6b5b-a13f-45f6-880c-c3d1a2762769' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-db8eede0-7435-4a60-b742-5903827037f2' class='xr-var-data-in' type='checkbox'><label for='data-db8eede0-7435-4a60-b742-5903827037f2' 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(['S2B_OPER_MSI_L2A_DS_ESRI_20201002T223233_S20200103T104837_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T231003_S20200105T103421_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201029T135808_S20200108T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201029T203200_S20200110T103314_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T181624_S20200113T104813_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T185507_S20200115T103417_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T201258_S20200118T104425_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T211909_S20200120T103240_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T075618_S20200123T104739_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T100124_S20200125T103416_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T132604_S20200128T104423_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T154645_S20200130T103155_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T133420_S20200202T104835_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200930T184326_S20200204T103415_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T051239_S20200207T104422_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T125531_S20200209T103100_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T201500_S20200212T104614_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T232053_S20200214T103417_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200929T144101_S20200217T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T013523_S20200219T103833_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230616T153429_S20230616T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230618T222926_S20230618T103739_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230622T115449_S20230621T104238_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230623T173653_S20230623T103311_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230626T142546_S20230626T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230629T003315_S20230628T103058_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230701T212219_S20230701T104159_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230703T162420_S20230703T103502_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230706T161411_S20230706T104848_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230708T200802_S20230708T103512_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230711T234549_S20230711T104102_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230720T173403_S20230713T103541_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230716T150804_S20230716T103634_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230718T195751_S20230718T103522_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230721T203354_S20230721T104035_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230723T153955_S20230723T103436_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230726T141752_S20230726T103642_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230728T192853_S20230728T103715_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230731T221617_S20230731T104041_N05.09'],\n",
" dtype='<U64')</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'>0.0 31.7 38.48 ... 44.8 16.69 58.37</div><input id='attrs-20c8eb65-dafb-4057-994e-0b85c10c1f27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20c8eb65-dafb-4057-994e-0b85c10c1f27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-922a4cd8-0401-43e3-8755-cc7a2113dbdc' class='xr-var-data-in' type='checkbox'><label for='data-922a4cd8-0401-43e3-8755-cc7a2113dbdc' 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([0.0000000e+00, 3.1702328e+01, 3.8478914e+01, 1.2123200e+01,\n",
" 7.1174000e-02, 1.2400000e-04, 3.1503940e+01, 0.0000000e+00,\n",
" 1.4070000e-03, 6.8610000e-03, 5.2147340e+00, 9.1789000e-02,\n",
" 9.6931000e-02, 3.4523743e+01, 1.2425020e+01, 2.9858120e+00,\n",
" 7.6847100e+00, 3.1480157e+01, 0.0000000e+00, 8.4281900e-01,\n",
" 5.2313221e+01, 3.5965151e+01, 2.0119000e-02, 0.0000000e+00,\n",
" 4.7130000e-02, 0.0000000e+00, 5.3172952e+01, 4.7075000e-02,\n",
" 6.2007987e+01, 1.9906586e+01, 6.0090393e+01, 1.9015227e+01,\n",
" 1.0854450e+00, 2.9489473e+01, 3.5386428e+01, 1.7855279e+01,\n",
" 3.5502684e+01, 3.5784772e+01, 5.5769718e+01, 3.5448378e+01,\n",
" 4.7163913e+01, 3.6246902e+01, 1.7408000e-01, 0.0000000e+00,\n",
" 0.0000000e+00, 5.0008370e+00, 8.7460000e-03, 2.6633477e+01,\n",
" 4.5802170e+00, 3.8122430e+01, 5.1794654e+01, 9.1556610e+00,\n",
" 2.1593803e+01, 5.2020000e-03, 7.3504442e+01, 4.1473094e+01,\n",
" 7.1315849e+01, 3.9072430e+01, 6.7639208e+01, 1.8590392e+01,\n",
" 6.1013770e+00, 2.1575440e+01, 5.2757323e+01, 1.1294279e+01,\n",
" 6.5809440e+00, 0.0000000e+00, 4.7861516e+01, 3.0476633e+01,\n",
" 6.4791435e+01, 3.5638118e+01, 5.9926808e+01, 2.7655765e+01,\n",
" 4.0207157e+01, 2.7821493e+01, 5.3976583e+01, 3.1624389e+01,\n",
" 6.2343842e+01, 2.9365647e+01, 4.5749632e+01, 2.9579258e+01,\n",
"...\n",
" 2.1000000e-04, 2.5106320e+01, 3.0598319e+01, 1.7520812e+01,\n",
" 1.0895877e+01, 3.2314041e+01, 3.6893266e+01, 3.0160609e+01,\n",
" 4.8572722e+01, 3.1803384e+01, 4.0551013e+01, 2.7766207e+01,\n",
" 3.5095394e+01, 3.0570269e+01, 3.0570269e+01, 1.7083900e-01,\n",
" 0.0000000e+00, 4.9812078e+01, 3.9040837e+01, 3.0973753e+01,\n",
" 0.0000000e+00, 1.0259700e-01, 2.8206867e+01, 2.6580885e+01,\n",
" 1.5200000e-03, 3.1064469e+01, 2.2900000e-04, 1.1548661e+01,\n",
" 5.8215654e+01, 0.0000000e+00, 1.7379382e+01, 3.5441977e+01,\n",
" 4.8095295e+01, 1.8254371e+01, 0.0000000e+00, 4.8980000e-03,\n",
" 5.6049347e+01, 3.5373670e+01, 0.0000000e+00, 1.0441484e+01,\n",
" 2.3245000e-02, 1.9638300e-01, 3.7500009e+01, 2.2765805e+01,\n",
" 0.0000000e+00, 1.0614786e+01, 4.3519070e+00, 5.2217025e+01,\n",
" 2.5154800e-01, 2.6837054e+01, 3.7115306e+01, 4.9987292e+01,\n",
" 3.1730622e+01, 3.1942576e+01, 2.3022674e+01, 2.6317129e+01,\n",
" 0.0000000e+00, 1.9580024e+01, 1.5006973e+01, 4.9002704e+01,\n",
" 1.7998941e+01, 3.5559303e+01, 3.7125567e+01, 5.7597661e+01,\n",
" 3.5653242e+01, 1.5975912e+01, 3.6832348e+01, 4.9454704e+01,\n",
" 3.5079974e+01, 5.8813822e+01, 2.2387521e+01, 5.2053821e+01,\n",
" 1.4621092e+01, 5.7015872e+01, 3.1132731e+01, 4.4797257e+01,\n",
" 1.6686986e+01, 5.8374649e+01])</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'>21.67 0.1168 ... 2.637 0.000272</div><input id='attrs-74d38228-fbe5-4a6f-afa6-8d9fb991610a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74d38228-fbe5-4a6f-afa6-8d9fb991610a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adb1247e-5b29-4ec0-9190-b736c87b04fc' class='xr-var-data-in' type='checkbox'><label for='data-adb1247e-5b29-4ec0-9190-b736c87b04fc' 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([2.1666305e+01, 1.1682200e-01, 9.4512320e+00, 5.7220320e+00,\n",
" 4.9024560e+00, 8.3417070e+01, 1.1235809e+01, 8.0835098e+01,\n",
" 4.9149501e+01, 6.0620624e+01, 4.1161558e+01, 5.3562111e+01,\n",
" 5.0341427e+01, 1.0546890e+00, 3.0022579e+01, 6.7970550e+01,\n",
" 4.3124910e+00, 6.6383500e-01, 7.0534128e+01, 9.0148700e-01,\n",
" 4.3142000e-02, 3.0532200e-01, 6.9273865e+01, 9.3042582e+01,\n",
" 4.5280382e+01, 3.8157856e+01, 6.3699100e-01, 8.5749459e+01,\n",
" 1.0169200e-01, 1.6431867e+01, 6.0899000e-02, 1.5344657e+01,\n",
" 6.6803181e+01, 2.9735550e+00, 5.9412580e+00, 5.2318680e+01,\n",
" 1.1218970e+01, 1.9647400e-01, 4.5119000e-02, 1.4035200e-01,\n",
" 3.2776210e+00, 1.2433000e-01, 7.6952714e+01, 1.3895765e+01,\n",
" 9.6790642e+01, 4.5563510e+01, 8.8586807e+01, 7.7755600e+00,\n",
" 6.7404848e+01, 6.2681700e-01, 2.8795390e+00, 2.2460259e+01,\n",
" 3.3694753e+01, 7.7619344e+01, 5.9413900e-01, 1.8539300e-01,\n",
" 2.1145300e-01, 9.1463000e-02, 1.5534290e+00, 1.6643152e+01,\n",
" 6.2364972e+01, 1.2923379e+01, 1.1460096e+01, 3.4020519e+01,\n",
" 6.0536480e+01, 4.3337202e+01, 6.3142840e+00, 2.3811287e+01,\n",
" 1.2792230e+00, 2.1941700e-01, 7.0742730e+00, 3.3217530e+00,\n",
" 2.2466272e+01, 4.9178580e+00, 6.1889610e+00, 2.0728200e-01,\n",
" 3.4135300e-01, 1.2056870e+00, 1.5900044e+01, 2.5897000e-01,\n",
"...\n",
" 3.2595342e+01, 1.3816990e+01, 1.3065060e+00, 2.4700826e+01,\n",
" 4.0754482e+01, 1.5862210e+01, 1.0937355e+01, 8.8800000e-04,\n",
" 2.0448000e-02, 6.0339200e-01, 2.6870000e-03, 2.3700000e-04,\n",
" 2.4009050e+00, 2.4000000e-04, 2.4000000e-04, 8.2176715e+01,\n",
" 9.9824834e+01, 5.8660000e-03, 3.3354640e+00, 3.2800000e-04,\n",
" 8.7542897e+01, 5.3298235e+01, 3.5109514e+01, 1.4315300e-01,\n",
" 7.6495129e+01, 1.2703000e-01, 9.6656907e+01, 1.7506180e+00,\n",
" 7.4000000e-04, 7.5922251e+01, 2.8468549e+01, 3.5921700e+00,\n",
" 6.1264600e-01, 6.5741000e-02, 6.2055284e+01, 5.8939749e+01,\n",
" 1.4306470e+00, 4.8420100e-01, 6.9735032e+01, 1.6311820e+01,\n",
" 8.6196882e+01, 5.1721615e+01, 8.7700000e-04, 3.2183063e+01,\n",
" 5.0104129e+01, 3.8813066e+01, 6.7379302e+01, 1.2691230e+00,\n",
" 4.2091838e+01, 2.7539891e+01, 1.1258400e-01, 4.4923110e+00,\n",
" 2.1428987e+01, 1.5931140e+01, 1.0711769e+01, 8.9807230e+00,\n",
" 2.5752825e+01, 1.3997807e+01, 1.0355619e+01, 2.6079840e+00,\n",
" 8.3122600e+00, 1.6725363e+01, 2.0590900e-01, 3.5312520e+00,\n",
" 2.3680000e-03, 5.3367776e+01, 3.3050000e-03, 1.0448880e+01,\n",
" 3.0920000e-03, 9.1733900e-01, 6.3837830e+00, 3.9501630e+00,\n",
" 1.7893200e+01, 2.2664190e+00, 3.0920000e-03, 2.6141880e+00,\n",
" 2.6374750e+00, 2.7200000e-04])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0592 0.0004</div><input id='attrs-cd204815-2ea2-43e0-aa6c-3de38462342e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd204815-2ea2-43e0-aa6c-3de38462342e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64ae473d-2a57-4158-bea2-c066b3c799b5' class='xr-var-data-in' type='checkbox'><label for='data-64ae473d-2a57-4158-bea2-c066b3c799b5' 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([0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
"...\n",
" 5.8900e-02, 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.9100e-02,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.9100e-02, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 5.6700e-02, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 6.0400e-02, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 5.8900e-02, 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.9600e-02,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 2.0000e-04, 0.0000e+00,\n",
" 1.0000e-04, 5.9000e-02, 2.0000e-04, 0.0000e+00, 2.0000e-04,\n",
" 5.9500e-02, 5.9500e-02, 0.0000e+00, 0.0000e+00, 2.0000e-04,\n",
" 2.0000e-04, 1.0000e-04, 0.0000e+00, 5.9300e-02, 0.0000e+00,\n",
" 0.0000e+00, 1.0000e-04, 5.9300e-02, 0.0000e+00, 1.0000e-04,\n",
" 5.0000e-04, 5.9000e-02, 1.1000e-03, 1.0000e-04, 3.0000e-04,\n",
" 5.8400e-02, 0.0000e+00, 0.0000e+00, 2.1000e-03, 5.8800e-02,\n",
" 2.6852e+00, 0.0000e+00, 1.9000e-03, 6.2500e-02, 1.0000e-04,\n",
" 4.9900e-02, 5.8900e-02, 8.4910e-01, 1.7440e-01, 2.0000e-03,\n",
" 5.8800e-02, 3.0340e-01, 1.0000e-04, 5.7000e-03, 6.0100e-02,\n",
" 1.3100e-02, 4.1500e-02, 3.7800e-02, 5.9400e-02, 1.2400e-02,\n",
" 2.0000e-04, 2.5000e-03, 5.9300e-02, 2.0000e-04, 2.0000e-04,\n",
" 2.5000e-03, 5.9300e-02, 2.4000e-03, 1.0000e-04, 2.2000e-03,\n",
" 5.8800e-02, 4.0000e-04, 1.1000e-03, 2.4000e-03, 5.9300e-02,\n",
" 4.0000e-04, 1.0000e-04, 2.2000e-03, 5.9200e-02, 4.0000e-04])</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'>32631</div><input id='attrs-9b45e1ac-c04c-4366-b312-0dc8af5da952' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b45e1ac-c04c-4366-b312-0dc8af5da952' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79016bcc-da45-4929-898f-336458b10dcf' class='xr-var-data-in' type='checkbox'><label for='data-79016bcc-da45-4929-898f-336458b10dcf' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '02.12' ... '05.09' '05.09'</div><input id='attrs-1863b138-174f-436c-a0cc-c471390fa031' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1863b138-174f-436c-a0cc-c471390fa031' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d5cf314-bc79-4412-ae08-eabfc3b3a7a0' class='xr-var-data-in' type='checkbox'><label for='data-9d5cf314-bc79-4412-ae08-eabfc3b3a7a0' 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(['02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
"...\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_TL_ESRI_202010...</div><input id='attrs-b2f159a4-7109-4c14-8d94-bcba043dee52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b2f159a4-7109-4c14-8d94-bcba043dee52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d7c6c23-1d63-4dd8-9e3a-d68e30c18bf7' class='xr-var-data-in' type='checkbox'><label for='data-4d7c6c23-1d63-4dd8-9e3a-d68e30c18bf7' 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(['S2B_OPER_MSI_L2A_TL_ESRI_20201002T223233_A014763_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T231003_A023700_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201029T135808_A023743_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201029T203200_A014863_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T181624_A014906_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T185507_A023843_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T201258_A023886_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T211909_A015006_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T075618_A015049_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T100124_A023986_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T132604_A024029_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T154645_A015149_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T133420_A015192_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200930T184326_A024129_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T051239_A024172_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T125531_A015292_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T201500_A015335_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T232053_A024272_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200929T144101_A024315_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T013523_A015435_T31TEJ_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230616T153429_A032781_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230618T222926_A041718_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230622T115449_A041761_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230623T173653_A032881_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230626T142546_A032924_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230629T003315_A041861_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230701T212219_A041904_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230703T162420_A033024_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230706T161411_A033067_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230708T200802_A042004_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230711T234549_A042047_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230720T173403_A033167_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230716T150804_A033210_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230718T195751_A042147_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230721T203354_A042190_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230723T153955_A033310_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230726T141752_A033353_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230728T192853_A042290_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230731T221617_A042333_T31TEJ_N05.09'],\n",
" dtype='<U62')</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'>0.00012 14.71 12.12 ... 18.12 26.56</div><input id='attrs-fa074dd5-649a-4d59-a6b4-81b4a5b651bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa074dd5-649a-4d59-a6b4-81b4a5b651bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0828b7c-8e86-4117-8c11-dd2100ac0a47' class='xr-var-data-in' type='checkbox'><label for='data-f0828b7c-8e86-4117-8c11-dd2100ac0a47' 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([1.2000000e-04, 1.4706656e+01, 1.2123384e+01, 3.8015750e+00,\n",
" 1.0528000e-02, 6.9600000e-04, 4.8242970e+00, 2.5160000e-03,\n",
" 2.3454000e-02, 2.8244000e-02, 1.9018250e+00, 5.6840000e-03,\n",
" 2.8908000e-02, 1.2977934e+01, 7.2808890e+00, 2.8365040e+00,\n",
" 2.8868620e+00, 1.4258607e+01, 9.0000000e-05, 6.9677000e-02,\n",
" 1.5982726e+01, 1.5730326e+01, 1.9380000e-03, 7.5800000e-04,\n",
" 1.4545000e-02, 0.0000000e+00, 1.5463294e+01, 2.4783200e-01,\n",
" 1.7367011e+01, 1.2820691e+01, 2.0531189e+01, 6.6192630e+00,\n",
" 2.3604090e+00, 1.5288074e+01, 2.1620597e+01, 5.5914690e+00,\n",
" 1.6040227e+01, 1.7371169e+01, 1.9798072e+01, 1.8371432e+01,\n",
" 1.7248714e+01, 1.7644382e+01, 1.1564000e-01, 0.0000000e+00,\n",
" 0.0000000e+00, 3.8245790e+00, 1.0058700e-01, 1.1776900e+01,\n",
" 3.9063210e+00, 1.4837995e+01, 1.0935697e+01, 4.0888740e+00,\n",
" 5.5970880e+00, 1.7900000e-04, 9.6816320e+00, 1.3017534e+01,\n",
" 1.0671119e+01, 1.3541853e+01, 1.0955246e+01, 3.0881420e+00,\n",
" 4.5784290e+00, 1.2692839e+01, 1.2790015e+01, 7.0250530e+00,\n",
" 4.1349230e+00, 0.0000000e+00, 9.6138990e+00, 1.4482108e+01,\n",
" 1.3834617e+01, 1.9298223e+01, 1.3857374e+01, 2.0804898e+01,\n",
" 1.0594467e+01, 1.7585421e+01, 1.8524289e+01, 2.3992266e+01,\n",
" 2.0670211e+01, 2.5014472e+01, 2.0087214e+01, 2.5673193e+01,\n",
"...\n",
" 1.7174000e-02, 1.0599579e+01, 1.9460253e+01, 1.5832812e+01,\n",
" 9.7120110e+00, 2.3873930e+01, 2.6274985e+01, 2.5288063e+01,\n",
" 3.1973222e+01, 2.4916397e+01, 3.4784305e+01, 2.8724438e+01,\n",
" 2.2206217e+01, 2.6115587e+01, 2.6115587e+01, 1.3435420e+00,\n",
" 0.0000000e+00, 2.7717668e+01, 3.4022409e+01, 2.5931519e+01,\n",
" 0.0000000e+00, 5.7729000e-02, 1.9542609e+01, 1.7428140e+01,\n",
" 5.9690000e-03, 2.0121479e+01, 7.3300000e-04, 8.5250390e+00,\n",
" 2.5312120e+01, 0.0000000e+00, 8.0999570e+00, 1.9652243e+01,\n",
" 1.9748548e+01, 1.5678492e+01, 0.0000000e+00, 4.2711000e-02,\n",
" 2.1929556e+01, 1.9608840e+01, 0.0000000e+00, 2.1580890e+00,\n",
" 1.3557000e-02, 3.8380500e-01, 1.9286516e+01, 7.5675830e+00,\n",
" 0.0000000e+00, 6.3334520e+00, 1.4505210e+00, 1.8110597e+01,\n",
" 5.5877100e-01, 1.0246714e+01, 1.9284204e+01, 1.7094582e+01,\n",
" 1.8732148e+01, 1.5003021e+01, 1.3750531e+01, 1.1384308e+01,\n",
" 5.6200000e-04, 5.4902510e+00, 7.1835060e+00, 1.2930852e+01,\n",
" 1.2606385e+01, 1.3507065e+01, 1.8694259e+01, 1.8217379e+01,\n",
" 2.1777293e+01, 3.7437700e+00, 2.0263363e+01, 6.1273550e+00,\n",
" 2.2562380e+01, 2.2765371e+01, 1.9063121e+01, 2.2736503e+01,\n",
" 1.2644899e+01, 2.1539684e+01, 2.6345292e+01, 2.2295874e+01,\n",
" 1.8122551e+01, 2.6558280e+01])</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'>68.05 68.4 67.6 ... 27.65 29.1 28.7</div><input id='attrs-fa4d2cd5-c2d6-4265-8d17-f874c2d75c6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa4d2cd5-c2d6-4265-8d17-f874c2d75c6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10b8f405-3551-48a2-a43b-495f55c561cc' class='xr-var-data-in' type='checkbox'><label for='data-10b8f405-3551-48a2-a43b-495f55c561cc' 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([68.04652238, 68.40202853, 67.59571552, 67.89745206, 66.96152677,\n",
" 67.21272127, 66.15095713, 66.35368683, 65.1714035 , 65.32840621,\n",
" 64.03186936, 64.14706697, 62.74258495, 62.82004905, 61.31811857,\n",
" 61.35643974, 59.7659851 , 59.77890997, 58.10934731, 58.09148567,\n",
" 56.35337324, 56.31937679, 54.52229333, 54.46758316, 52.622467 ,\n",
" 52.56168606, 50.67832705, 50.60782133, 48.69702681, 48.63123947,\n",
" 46.70174102, 46.63788599, 44.69969292, 44.65227546, 42.71377306,\n",
" 42.68125457, 40.75171801, 40.7474575 , 38.83328674, 38.86119005,\n",
" 36.97319968, 37.03505095, 35.17742287, 35.29713222, 33.47833239,\n",
" 33.63563586, 31.86040493, 32.09885278, 30.37181997, 30.66042201,\n",
" 28.98975139, 29.373741 , 27.76085489, 28.20964051, 26.66127783,\n",
" 27.21641469, 25.7331396 , 26.36386276, 24.95103567, 25.69304915,\n",
" 24.35035761, 25.17129392, 23.90307781, 24.83176541, 23.63745086,\n",
" 24.64070456, 23.52383303, 24.62342942, 23.58273689, 24.74529264,\n",
" 23.78328765, 25.02366355, 24.13913964, 25.42629981, 24.62230888,\n",
" 25.96653087, 25.24349803, 26.61720708, 25.97739631, 27.39291665,\n",
" 26.83762507, 28.26315761, 27.79545787, 29.24724546, 28.86644539,\n",
" 30.31576109, 30.0251001 , 31.48652981, 31.28571888, 32.73662006,\n",
" 32.62741189, 34.07939499, 34.05900599, 35.49373411, 35.56092503,\n",
" 36.98673362, 37.1368365 , 38.54007049, 38.77063317, 40.15799318,\n",
"...\n",
" 64.59630183, 64.88592944, 65.68914872, 65.88567547, 66.63516924,\n",
" 66.72854517, 67.4267652 , 67.40949193, 68.04764253, 67.91225878,\n",
" 68.49891006, 68.23858254, 68.76806897, 68.37978882, 68.85163887,\n",
" 68.33105248, 68.7482981 , 68.09406873, 68.45694391, 67.67105895,\n",
" 67.9789134 , 67.0629279 , 67.32226581, 66.27798656, 66.48901551,\n",
" 65.32284156, 65.48335441, 64.20343597, 62.93437456, 63.01639321,\n",
" 61.52855072, 61.57246747, 59.99635636, 60.01026603, 58.35355827,\n",
" 58.34240741, 58.34240741, 56.61374975, 56.57633515, 54.78779962,\n",
" 52.90312984, 52.83390396, 50.95587946, 50.89778277, 48.98872509,\n",
" 48.90996626, 46.98444888, 46.9267688 , 44.9889975 , 44.93126515,\n",
" 42.99245388, 42.96404282, 41.03166016, 41.01574314, 39.10195412,\n",
" 39.12563767, 37.23388264, 37.29197908, 35.42950054, 35.5378541 ,\n",
" 33.71280842, 33.86676957, 32.0863304 , 32.30728235, 30.85927095,\n",
" 29.18095918, 29.54879505, 27.92850347, 28.36797511, 26.80908138,\n",
" 27.34645561, 25.85331557, 26.47608074, 25.05364621, 25.77540679,\n",
" 24.4230374 , 25.23817916, 23.95798012, 24.86823362, 23.66288897,\n",
" 24.65912906, 23.53124944, 24.61461554, 23.56366243, 24.72188928,\n",
" 23.7464083 , 24.97345127, 24.07628284, 25.35880202, 24.54245976,\n",
" 25.87581525, 25.14127512, 26.51630894, 25.86398257, 27.27134457,\n",
" 26.70526594, 28.13082318, 27.65063088, 29.0964524 , 28.70308172])</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'>78.22 0.3948 ... 4.226 0.002409</div><input id='attrs-a77bd602-15f6-4e0b-9cdd-6761c6e43f4a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a77bd602-15f6-4e0b-9cdd-6761c6e43f4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9529d19-5763-4b9c-aa19-9d93caef5328' class='xr-var-data-in' type='checkbox'><label for='data-e9529d19-5763-4b9c-aa19-9d93caef5328' 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([7.8218740e+01, 3.9484100e-01, 6.1138900e+00, 1.6930054e+01,\n",
" 6.7663318e+01, 1.2757714e+01, 1.6347915e+01, 1.1142278e+01,\n",
" 4.3361041e+01, 9.2953320e+00, 1.0091483e+01, 2.9253817e+01,\n",
" 2.6658133e+01, 8.3832400e-01, 1.2125426e+01, 6.9110200e+00,\n",
" 1.9167137e+01, 9.9387800e-01, 2.8156331e+01, 7.3185962e+01,\n",
" 2.5909000e-01, 5.3293900e-01, 1.0745704e+01, 1.9598530e+00,\n",
" 5.1429230e+01, 5.0944018e+01, 2.4007990e+00, 1.0310436e+01,\n",
" 6.6536600e-01, 3.9446600e+00, 1.4961100e-01, 3.4363541e+01,\n",
" 1.1075532e+01, 1.5843990e+00, 7.5903270e+00, 1.5818289e+01,\n",
" 5.6267810e+00, 4.7918100e-01, 9.5671900e-01, 3.3866800e-01,\n",
" 3.2924780e+00, 2.5769100e-01, 1.4409468e+01, 8.5107833e+01,\n",
" 5.6682000e-02, 1.2987390e+01, 8.0019580e+00, 2.5050510e+00,\n",
" 6.2115520e+00, 1.0663390e+00, 1.5496760e+00, 2.4653903e+01,\n",
" 1.2281980e+01, 1.4557822e+01, 5.1374100e-01, 4.2125200e-01,\n",
" 1.5969100e-01, 3.0815900e-01, 8.2676600e-01, 2.0040378e+01,\n",
" 9.0178200e+00, 1.2389641e+01, 3.0064200e+00, 3.9677850e+00,\n",
" 1.7012265e+01, 5.6276184e+01, 4.3933570e+00, 1.3606685e+01,\n",
" 7.7683200e-01, 4.2970500e-01, 2.1463470e+00, 1.9988550e+00,\n",
" 1.0504992e+01, 3.7016620e+00, 1.6233720e+00, 4.5890600e-01,\n",
" 4.0983600e-01, 1.6989260e+00, 1.4543780e+00, 4.6369900e-01,\n",
"...\n",
" 4.1520429e+01, 2.3920378e+01, 2.0316530e+00, 1.3400739e+01,\n",
" 1.8965489e+01, 3.7815770e+00, 3.9362560e+00, 1.6802000e-02,\n",
" 2.4129700e-01, 7.8221900e-01, 2.2678000e-02, 6.8490000e-03,\n",
" 6.0698010e+00, 5.2890000e-03, 5.2890000e-03, 6.8673390e+00,\n",
" 1.7516500e-01, 9.8507000e-02, 3.4418140e+00, 1.2487000e-02,\n",
" 1.2001675e+01, 4.0073407e+01, 7.3010010e+00, 1.0877920e+00,\n",
" 1.3185972e+01, 5.8245800e-01, 1.8147420e+00, 1.4459459e+01,\n",
" 4.6450000e-03, 5.2666970e+00, 1.5502557e+01, 3.2671630e+00,\n",
" 8.6580300e-01, 3.5145980e+00, 3.7880158e+01, 1.5166341e+01,\n",
" 1.9441060e+00, 7.8384800e-01, 3.0132505e+01, 4.7858217e+01,\n",
" 1.1184511e+01, 1.5173048e+01, 1.1453000e-02, 1.4179967e+01,\n",
" 4.8797333e+01, 3.2871914e+01, 1.1069769e+01, 4.1983140e+00,\n",
" 3.6900857e+01, 1.3906251e+01, 3.0686000e-01, 3.6939560e+00,\n",
" 5.9394730e+00, 1.1607372e+01, 6.6550080e+00, 1.0364594e+01,\n",
" 3.3311471e+01, 2.3344229e+01, 2.9464597e+01, 2.9317820e+00,\n",
" 9.0404760e+00, 1.5232103e+01, 2.5047000e-01, 3.8695060e+00,\n",
" 3.8700000e-02, 8.4127430e+00, 3.9361000e-02, 8.6182820e+00,\n",
" 3.4461000e-02, 1.5144970e+00, 5.0750670e+00, 3.3664320e+00,\n",
" 1.6905463e+01, 2.2059280e+00, 2.7272000e-02, 2.6195270e+00,\n",
" 4.2260840e+00, 2.4090000e-03])</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'>0.0 5.09 8.46 ... 0.7425 0.1712</div><input id='attrs-dc2ca2eb-af8c-4d40-8250-29c7484c14c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc2ca2eb-af8c-4d40-8250-29c7484c14c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a39aa62b-7830-4371-8c49-a5a4102ab003' class='xr-var-data-in' type='checkbox'><label for='data-a39aa62b-7830-4371-8c49-a5a4102ab003' 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([0.0000000e+00, 5.0902210e+00, 8.4595130e+00, 2.0137106e+01,\n",
" 1.2009600e-01, 1.3319600e-01, 4.9762540e+00, 3.7414790e+00,\n",
" 1.2253050e+00, 2.8138320e+00, 7.6264080e+00, 2.0070450e+00,\n",
" 1.4181200e-01, 3.5815440e+00, 1.1884362e+01, 3.0559820e+00,\n",
" 9.6974800e-01, 3.8475710e+00, 6.0920000e-03, 4.6859000e-02,\n",
" 2.0987990e+00, 2.0665870e+00, 1.7524360e+00, 9.0760000e-03,\n",
" 1.0952090e+00, 3.2200000e-04, 1.7360500e+00, 8.5771000e-01,\n",
" 1.6024670e+00, 5.0106150e+00, 1.9529300e+00, 6.6768500e-01,\n",
" 7.5213830e+00, 2.7921070e+00, 1.0235066e+01, 1.6439850e+00,\n",
" 7.0177090e+00, 1.5207690e+00, 1.5572180e+00, 1.6197080e+00,\n",
" 3.7339560e+00, 1.5547690e+00, 1.8755100e-01, 1.4500000e-04,\n",
" 7.6000000e-05, 6.8353490e+00, 1.0031690e+00, 3.5603370e+00,\n",
" 2.7700010e+00, 1.6894290e+00, 1.2114460e+00, 1.9804640e+00,\n",
" 2.7668320e+00, 2.0675500e-01, 6.3288100e-01, 1.1464670e+00,\n",
" 4.9085800e-01, 1.0677510e+00, 1.1223450e+00, 1.1400800e-01,\n",
" 5.0801330e+00, 4.2693060e+00, 2.8866260e+00, 3.1452610e+00,\n",
" 2.3275970e+00, 0.0000000e+00, 1.5302570e+00, 6.9303100e-01,\n",
" 4.6375100e-01, 8.9661900e-01, 2.2186660e+00, 2.5727250e+00,\n",
" 4.5943740e+00, 1.7550380e+00, 1.5457450e+00, 8.5337200e-01,\n",
" 6.3957000e-01, 1.1019120e+00, 1.5090530e+00, 8.4609800e-01,\n",
"...\n",
" 8.7310000e-03, 8.3844600e-01, 1.3552700e-01, 1.1405630e+00,\n",
" 8.6715100e-01, 6.6647500e-01, 3.2165100e-01, 3.0507000e-02,\n",
" 1.0444200e-01, 5.2538000e-02, 5.5610000e-03, 3.9294000e-02,\n",
" 2.1835000e-02, 2.2935000e-02, 2.2935000e-02, 1.7604000e-02,\n",
" 0.0000000e+00, 4.9570000e-03, 8.5727400e-01, 1.6423000e-02,\n",
" 0.0000000e+00, 9.7690000e-03, 1.6425760e+00, 5.7810000e-03,\n",
" 1.2196000e-02, 1.8648000e-02, 1.4600000e-04, 7.2677800e-01,\n",
" 3.8792300e-01, 1.1500000e-04, 3.4008220e+00, 1.0788640e+00,\n",
" 4.7375400e-01, 9.6105500e-01, 0.0000000e+00, 4.1078000e-02,\n",
" 1.0322780e+00, 9.6379200e-01, 0.0000000e+00, 9.6705000e-02,\n",
" 7.3420000e-03, 2.0403000e-02, 7.1517900e-01, 2.6162160e+00,\n",
" 0.0000000e+00, 1.7805250e+00, 7.5482700e-01, 3.7330300e-01,\n",
" 3.1737000e-02, 1.9672230e+00, 8.6586300e-01, 3.1686000e-01,\n",
" 1.0501840e+00, 1.7747990e+00, 7.5425300e-01, 8.5061100e-01,\n",
" 0.0000000e+00, 4.2074200e-01, 1.0674490e+00, 3.5177400e-01,\n",
" 8.3576500e-01, 1.6463320e+00, 8.6667800e-01, 4.9959000e-01,\n",
" 6.3226600e-01, 2.3434790e+00, 6.7311900e-01, 2.0494400e-01,\n",
" 6.3778500e-01, 2.1043100e-01, 9.0671700e-01, 5.7706800e-01,\n",
" 4.1583500e-01, 7.1109600e-01, 5.6884900e-01, 5.1140800e-01,\n",
" 7.4254800e-01, 1.7119400e-01])</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-436a8ed8-3c6e-47e0-afb8-9b295ef3ba1e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-436a8ed8-3c6e-47e0-afb8-9b295ef3ba1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72bf4e4f-941d-4d6e-a9a3-31cc4287b799' class='xr-var-data-in' type='checkbox'><label for='data-72bf4e4f-941d-4d6e-a9a3-31cc4287b799' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-fdb4af8d-d1e9-4a13-b43a-70f83d03b2a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdb4af8d-d1e9-4a13-b43a-70f83d03b2a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf6592e3-5756-456e-bfcc-3bd343fc029d' class='xr-var-data-in' type='checkbox'><label for='data-bf6592e3-5756-456e-bfcc-3bd343fc029d' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-1f48ca2f-e53e-431e-935f-cf67a93b0fb7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f48ca2f-e53e-431e-935f-cf67a93b0fb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cef9f248-9092-469e-a4f9-27c25a23b888' class='xr-var-data-in' type='checkbox'><label for='data-cef9f248-9092-469e-a4f9-27c25a23b888' 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('31TEJ', dtype='<U5')</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'>0.0 0.1588 ... 0.007604 0.001138</div><input id='attrs-4ea7c6dc-b259-40e6-a070-4a91d9188de2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ea7c6dc-b259-40e6-a070-4a91d9188de2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa51f134-e7e1-4255-bc27-fb6f309067e2' class='xr-var-data-in' type='checkbox'><label for='data-fa51f134-e7e1-4255-bc27-fb6f309067e2' 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([0.0000000e+00, 1.5883600e-01, 2.0627000e-02, 1.8669600e-01,\n",
" 0.0000000e+00, 1.4160000e-03, 3.3012200e-01, 2.1454700e-01,\n",
" 3.7011260e+00, 5.2913050e+00, 3.0670930e+00, 4.4213480e+00,\n",
" 9.1780000e-03, 5.5895000e-02, 2.5989000e-02, 5.3223000e-02,\n",
" 2.3420000e-03, 4.0200000e-02, 6.4345200e-01, 0.0000000e+00,\n",
" 2.2760000e-03, 2.1791000e-02, 1.5425314e+01, 1.7556650e+00,\n",
" 1.3700000e-03, 1.0755041e+01, 5.8245000e-02, 0.0000000e+00,\n",
" 1.6920000e-03, 8.0046000e-02, 2.5410000e-03, 0.0000000e+00,\n",
" 5.7399700e-01, 3.6820000e-03, 4.5800000e-04, 0.0000000e+00,\n",
" 6.8080000e-03, 1.7130000e-03, 1.8600000e-04, 1.5550000e-03,\n",
" 2.2900000e-04, 3.1210000e-03, 4.9754600e-01, 9.9625800e-01,\n",
" 3.1116620e+00, 3.3810000e-03, 5.4057900e-01, 1.4620000e-03,\n",
" 4.2358650e+00, 5.0230000e-03, 1.0020000e-03, 8.5180000e-03,\n",
" 7.5600000e-04, 1.5600000e-04, 5.0000000e-05, 7.3700000e-04,\n",
" 3.8200000e-04, 1.4640000e-03, 8.1600000e-04, 0.0000000e+00,\n",
" 4.5839000e-02, 4.2040000e-03, 5.0300000e-03, 6.1730000e-03,\n",
" 9.2370000e-03, 0.0000000e+00, 4.5800000e-04, 3.0460000e-03,\n",
" 8.1600000e-04, 2.6171000e-02, 2.8040000e-03, 1.9957000e-02,\n",
" 1.0980000e-03, 4.7410000e-03, 2.1200000e-03, 9.5460000e-03,\n",
" 1.4030000e-03, 6.7510000e-03, 1.9010000e-03, 7.3220000e-03,\n",
"...\n",
" 0.0000000e+00, 4.2910000e-02, 1.5117900e-01, 9.3703600e-01,\n",
" 0.0000000e+00, 5.2514500e-01, 5.3475500e-01, 1.6017400e-01,\n",
" 7.6392300e-01, 2.3574100e-01, 8.9100300e-01, 1.5350400e-01,\n",
" 3.2069200e-01, 1.2785000e-01, 1.2785000e-01, 8.1950000e-03,\n",
" 0.0000000e+00, 1.0179000e-02, 4.3654500e-01, 1.0807300e-01,\n",
" 0.0000000e+00, 0.0000000e+00, 1.0900000e-04, 2.3851000e-02,\n",
" 2.0900000e-04, 3.2300000e-04, 0.0000000e+00, 5.8255000e-02,\n",
" 3.0190000e-03, 0.0000000e+00, 4.7100000e-04, 1.6132000e-02,\n",
" 1.1050000e-03, 1.5988000e-02, 3.6000000e-05, 0.0000000e+00,\n",
" 2.3260000e-03, 2.5834000e-02, 9.6000000e-05, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 6.6133000e-02, 3.8690000e-03,\n",
" 0.0000000e+00, 6.1000000e-04, 0.0000000e+00, 2.5580000e-03,\n",
" 0.0000000e+00, 3.7200000e-04, 9.6740000e-03, 1.5300000e-04,\n",
" 6.0160000e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 1.0300000e-04, 8.9620000e-03, 3.6200000e-04,\n",
" 6.9730000e-03, 7.5000000e-04, 6.9720000e-03, 1.0980000e-03,\n",
" 0.0000000e+00, 1.2040000e-03, 3.5070000e-03, 1.3340000e-03,\n",
" 7.6040000e-03, 1.1380000e-03])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-25b2a9eb-0f20-4d27-91a9-53e567e46e14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25b2a9eb-0f20-4d27-91a9-53e567e46e14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da77b63e-25a2-481b-8136-c0a59da60f28' class='xr-var-data-in' type='checkbox'><label for='data-da77b63e-25a2-481b-8136-c0a59da60f28' 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(['descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
"...\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'ascending', 'ascending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending'], dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_N021...</div><input id='attrs-f6a1ebf3-7485-4e2d-b785-b94550c9a395' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6a1ebf3-7485-4e2d-b785-b94550c9a395' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-188c9794-7ec6-46fa-89c4-920643a1ac55' class='xr-var-data-in' type='checkbox'><label for='data-188c9794-7ec6-46fa-89c4-920643a1ac55' 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(['S2B_MSIL2A_20200103T104339_N0212_R008_T31TEJ_20201002T223233.SAFE',\n",
" 'S2A_MSIL2A_20200105T103421_N0212_R108_T31TEJ_20201002T231001.SAFE',\n",
" 'S2A_MSIL2A_20200108T104421_N0212_R008_T31TEJ_20201029T135806.SAFE',\n",
" 'S2B_MSIL2A_20200110T103319_N0212_R108_T31TEJ_20201029T203158.SAFE',\n",
" 'S2B_MSIL2A_20200113T104309_N0212_R008_T31TEJ_20201002T181622.SAFE',\n",
" 'S2A_MSIL2A_20200115T103401_N0212_R108_T31TEJ_20201002T185505.SAFE',\n",
" 'S2A_MSIL2A_20200118T104351_N0212_R008_T31TEJ_20201002T201256.SAFE',\n",
" 'S2B_MSIL2A_20200120T103239_N0212_R108_T31TEJ_20201002T211907.SAFE',\n",
" 'S2B_MSIL2A_20200123T104229_N0212_R008_T31TEJ_20201002T075615.SAFE',\n",
" 'S2A_MSIL2A_20200125T103321_N0212_R108_T31TEJ_20201002T100122.SAFE',\n",
" 'S2A_MSIL2A_20200128T104301_N0212_R008_T31TEJ_20201002T132601.SAFE',\n",
" 'S2B_MSIL2A_20200130T103159_N0212_R108_T31TEJ_20201002T154643.SAFE',\n",
" 'S2B_MSIL2A_20200202T104149_N0212_R008_T31TEJ_20200930T133418.SAFE',\n",
" 'S2A_MSIL2A_20200204T103221_N0212_R108_T31TEJ_20200930T184324.SAFE',\n",
" 'S2A_MSIL2A_20200207T104211_N0212_R008_T31TEJ_20201001T051237.SAFE',\n",
" 'S2B_MSIL2A_20200209T103059_N0212_R108_T31TEJ_20201001T125528.SAFE',\n",
" 'S2B_MSIL2A_20200212T104049_N0212_R008_T31TEJ_20201001T201457.SAFE',\n",
" 'S2A_MSIL2A_20200214T103121_N0212_R108_T31TEJ_20201001T232050.SAFE',\n",
" 'S2A_MSIL2A_20200217T104111_N0212_R008_T31TEJ_20200929T144058.SAFE',\n",
" 'S2B_MSIL2A_20200219T102949_N0212_R108_T31TEJ_20200930T013520.SAFE',\n",
"...\n",
" 'S2B_MSIL2A_20230616T103629_N0509_R008_T31TEJ_20230616T153427.SAFE',\n",
" 'S2A_MSIL2A_20230618T102601_N0509_R108_T31TEJ_20230618T222925.SAFE',\n",
" 'S2A_MSIL2A_20230621T103631_N0509_R008_T31TEJ_20230622T115448.SAFE',\n",
" 'S2B_MSIL2A_20230623T102559_N0509_R108_T31TEJ_20230623T173652.SAFE',\n",
" 'S2B_MSIL2A_20230626T103629_N0509_R008_T31TEJ_20230626T142544.SAFE',\n",
" 'S2A_MSIL2A_20230628T102601_N0509_R108_T31TEJ_20230629T003315.SAFE',\n",
" 'S2A_MSIL2A_20230701T103631_N0509_R008_T31TEJ_20230701T212218.SAFE',\n",
" 'S2B_MSIL2A_20230703T102609_N0509_R108_T31TEJ_20230703T162418.SAFE',\n",
" 'S2B_MSIL2A_20230706T103629_N0509_R008_T31TEJ_20230706T161410.SAFE',\n",
" 'S2A_MSIL2A_20230708T102601_N0509_R108_T31TEJ_20230708T200801.SAFE',\n",
" 'S2A_MSIL2A_20230711T103631_N0509_R008_T31TEJ_20230711T234547.SAFE',\n",
" 'S2B_MSIL2A_20230713T102649_N0509_R108_T31TEJ_20230720T173402.SAFE',\n",
" 'S2B_MSIL2A_20230716T103629_N0509_R008_T31TEJ_20230716T150802.SAFE',\n",
" 'S2A_MSIL2A_20230718T102601_N0509_R108_T31TEJ_20230718T195750.SAFE',\n",
" 'S2A_MSIL2A_20230721T103631_N0509_R008_T31TEJ_20230721T203353.SAFE',\n",
" 'S2B_MSIL2A_20230723T102609_N0509_R108_T31TEJ_20230723T153953.SAFE',\n",
" 'S2B_MSIL2A_20230726T103629_N0509_R008_T31TEJ_20230726T141750.SAFE',\n",
" 'S2A_MSIL2A_20230728T102601_N0509_R108_T31TEJ_20230728T192852.SAFE',\n",
" 'S2A_MSIL2A_20230731T103631_N0509_R008_T31TEJ_20230731T221616.SAFE'],\n",
" dtype='<U65')</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'>8 108 8 108 8 108 ... 8 108 8 108 8</div><input id='attrs-dba71d4a-289d-4562-9484-17edd4b714b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dba71d4a-289d-4562-9484-17edd4b714b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2d1cb08-4b31-4ddd-bda1-56dad5b365c3' class='xr-var-data-in' type='checkbox'><label for='data-f2d1cb08-4b31-4ddd-bda1-56dad5b365c3' 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([ 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 8, 108, 108, 108, 8, 108, 8,\n",
" 108, 8, 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 108, 8, 108, 8, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8])</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'>99.99 0.5117 ... 21.52 0.002946</div><input id='attrs-25a97838-16ee-464d-8c81-68ca50e5bd36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25a97838-16ee-464d-8c81-68ca50e5bd36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74b8eca4-1db8-464f-a774-5b6087f94eb4' class='xr-var-data-in' type='checkbox'><label for='data-74b8eca4-1db8-464f-a774-5b6087f94eb4' 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([9.9993728e+01, 5.1173800e-01, 1.8450535e+01, 3.3039036e+01,\n",
" 9.9714175e+01, 9.9594448e+01, 4.2715595e+01, 9.1995088e+01,\n",
" 9.4354468e+01, 7.4042216e+01, 6.3195297e+01, 9.2929349e+01,\n",
" 9.9373767e+01, 2.0574280e+00, 5.6325545e+01, 7.6277453e+01,\n",
" 8.0719548e+01, 1.6618200e+00, 9.9265862e+01, 9.9010764e+01,\n",
" 1.3521662e+01, 8.3826200e-01, 8.0414678e+01, 9.5161587e+01,\n",
" 9.8744234e+01, 8.9231166e+01, 1.0998416e+01, 9.8282681e+01,\n",
" 5.3227610e+00, 2.0385037e+01, 1.1027540e+00, 7.1012355e+01,\n",
" 7.8894577e+01, 1.0664897e+01, 1.6817373e+01, 7.4273600e+01,\n",
" 1.7588745e+01, 6.8221000e-01, 8.4488610e+00, 4.7945100e-01,\n",
" 1.7121631e+01, 4.1409200e-01, 9.5682495e+01, 9.9003598e+01,\n",
" 9.6855426e+01, 5.8683649e+01, 9.7821701e+01, 1.0626755e+01,\n",
" 7.4506875e+01, 2.0041780e+00, 2.5300771e+01, 6.1928126e+01,\n",
" 5.6492706e+01, 9.5786544e+01, 2.0043760e+00, 6.1009100e-01,\n",
" 4.3234260e+00, 3.8276490e+00, 3.8975620e+00, 6.2791944e+01,\n",
" 7.4081844e+01, 4.0825840e+01, 1.4752113e+01, 4.1122411e+01,\n",
" 8.1580099e+01, 9.9999998e+01, 3.3623279e+01, 4.5550445e+01,\n",
" 5.4558880e+00, 3.4718130e+00, 9.9760320e+00, 5.9947910e+00,\n",
" 3.9235629e+01, 1.5132667e+01, 1.0964762e+01, 6.6618700e-01,\n",
" 7.5160700e-01, 4.3524190e+00, 1.8360889e+01, 7.3463000e-01,\n",
"...\n",
" 9.7559071e+01, 5.1449549e+01, 7.2716870e+00, 4.9077690e+01,\n",
" 7.7944082e+01, 2.6739436e+01, 1.7117657e+01, 1.8451000e-02,\n",
" 3.0078200e-01, 1.7029350e+00, 6.1414880e+00, 7.0860000e-03,\n",
" 3.7088239e+01, 5.5290000e-03, 5.5290000e-03, 9.1543347e+01,\n",
" 1.0000000e+02, 8.0440340e+00, 1.0943580e+01, 3.8586000e-02,\n",
" 9.9949485e+01, 9.9819767e+01, 4.8297510e+01, 2.8959683e+01,\n",
" 9.7738850e+01, 1.6265073e+01, 9.9684834e+01, 4.8411584e+01,\n",
" 1.2774500e-01, 8.4870130e+01, 5.7059097e+01, 1.0153931e+01,\n",
" 1.9373174e+01, 4.0835571e+01, 9.9995553e+01, 9.7859633e+01,\n",
" 6.8690760e+00, 1.4496180e+00, 9.9986076e+01, 8.6674994e+01,\n",
" 9.9395037e+01, 8.7471539e+01, 1.8408300e-01, 5.1279879e+01,\n",
" 9.9999976e+01, 7.5446057e+01, 7.9548115e+01, 1.4524019e+01,\n",
" 8.2715249e+01, 4.5211822e+01, 4.1944300e-01, 1.4027986e+01,\n",
" 3.8329077e+01, 2.8979525e+01, 1.7367823e+01, 4.6463826e+01,\n",
" 9.9983323e+01, 6.6894674e+01, 6.9954157e+01, 2.1844496e+01,\n",
" 5.6780744e+01, 4.8349798e+01, 9.1356400e-01, 7.4066450e+00,\n",
" 4.1069000e-02, 6.6902173e+01, 4.2666000e-02, 3.9708835e+01,\n",
" 3.9651000e-02, 4.3774140e+00, 1.1460730e+01, 7.3171820e+00,\n",
" 5.2068716e+01, 5.2186660e+00, 3.1540000e-02, 1.8074439e+01,\n",
" 2.1519792e+01, 2.9460000e-03])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2B_20200103T104339_014763_N02...</div><input id='attrs-9549f403-2d27-4b34-a980-5ea7062a2fca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9549f403-2d27-4b34-a980-5ea7062a2fca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-204db7cd-b027-47ed-9f6a-25cdc0d44788' class='xr-var-data-in' type='checkbox'><label for='data-204db7cd-b027-47ed-9f6a-25cdc0d44788' 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(['GS2B_20200103T104339_014763_N02.12',\n",
" 'GS2A_20200105T103421_023700_N02.12',\n",
" 'GS2A_20200108T104421_023743_N02.12',\n",
" 'GS2B_20200110T103319_014863_N02.12',\n",
" 'GS2B_20200113T104309_014906_N02.12',\n",
" 'GS2A_20200115T103401_023843_N02.12',\n",
" 'GS2A_20200118T104351_023886_N02.12',\n",
" 'GS2B_20200120T103239_015006_N02.12',\n",
" 'GS2B_20200123T104229_015049_N02.12',\n",
" 'GS2A_20200125T103321_023986_N02.12',\n",
" 'GS2A_20200128T104301_024029_N02.12',\n",
" 'GS2B_20200130T103159_015149_N02.12',\n",
" 'GS2B_20200202T104149_015192_N02.12',\n",
" 'GS2A_20200204T103221_024129_N02.12',\n",
" 'GS2A_20200207T104211_024172_N02.12',\n",
" 'GS2B_20200209T103059_015292_N02.12',\n",
" 'GS2B_20200212T104049_015335_N02.12',\n",
" 'GS2A_20200214T103121_024272_N02.12',\n",
" 'GS2A_20200217T104111_024315_N02.12',\n",
" 'GS2B_20200219T102949_015435_N02.12',\n",
"...\n",
" 'GS2B_20230613T102609_032738_N05.09',\n",
" 'GS2B_20230616T103629_032781_N05.09',\n",
" 'GS2A_20230618T102601_041718_N05.09',\n",
" 'GS2A_20230621T103631_041761_N05.09',\n",
" 'GS2B_20230623T102559_032881_N05.09',\n",
" 'GS2B_20230626T103629_032924_N05.09',\n",
" 'GS2A_20230628T102601_041861_N05.09',\n",
" 'GS2A_20230701T103631_041904_N05.09',\n",
" 'GS2B_20230703T102609_033024_N05.09',\n",
" 'GS2B_20230706T103629_033067_N05.09',\n",
" 'GS2A_20230708T102601_042004_N05.09',\n",
" 'GS2A_20230711T103631_042047_N05.09',\n",
" 'GS2B_20230713T102649_033167_N05.09',\n",
" 'GS2B_20230716T103629_033210_N05.09',\n",
" 'GS2A_20230718T102601_042147_N05.09',\n",
" 'GS2A_20230721T103631_042190_N05.09',\n",
" 'GS2B_20230723T102609_033310_N05.09',\n",
" 'GS2B_20230726T103629_033353_N05.09',\n",
" 'GS2A_20230728T102601_042290_N05.09',\n",
" 'GS2A_20230731T103631_042333_N05.09'], dtype='<U34')</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'>0.0 43.84 13.88 ... 41.99 14.86</div><input id='attrs-769bce78-f8dc-42d7-aefb-f176b9b6df17' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-769bce78-f8dc-42d7-aefb-f176b9b6df17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bfd570d-38ef-4583-9c2b-1726d74bad96' class='xr-var-data-in' type='checkbox'><label for='data-8bfd570d-38ef-4583-9c2b-1726d74bad96' 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([0.0000000e+00, 4.3836725e+01, 1.3878916e+01, 2.5676882e+01,\n",
" 4.2800000e-04, 5.0000000e-05, 1.0153680e+00, 6.5815000e-02,\n",
" 2.1356900e-01, 1.5353993e+01, 9.9014700e+00, 2.0290300e-01,\n",
" 2.7560000e-03, 4.3713456e+01, 3.9452100e+00, 1.3229746e+01,\n",
" 6.9882910e+00, 4.3577990e+01, 4.4569000e-02, 2.8460000e-03,\n",
" 1.1626204e+01, 4.3333516e+01, 2.1217080e+00, 3.0598530e+00,\n",
" 0.0000000e+00, 1.3471000e-02, 1.5026735e+01, 5.6085200e-01,\n",
" 1.1288168e+01, 3.7890154e+01, 1.4048238e+01, 2.5363150e+00,\n",
" 8.6571140e+00, 3.7071285e+01, 1.3156360e+01, 8.5690000e-03,\n",
" 1.4936779e+01, 4.3152466e+01, 1.3390812e+01, 4.2647630e+01,\n",
" 1.1278205e+01, 4.2730123e+01, 3.3244180e+00, 0.0000000e+00,\n",
" 3.2837000e-02, 2.4139503e+01, 5.2254300e-01, 4.3379679e+01,\n",
" 9.6795960e+00, 4.1903582e+01, 9.3913530e+00, 2.2774310e+01,\n",
" 1.2128563e+01, 3.9784600e+00, 1.3610286e+01, 4.2439231e+01,\n",
" 1.2694168e+01, 4.1409051e+01, 1.4723067e+01, 1.5374921e+01,\n",
" 9.5352270e+00, 1.9201536e+01, 1.4824210e+01, 3.3603212e+01,\n",
" 5.1668110e+00, 0.0000000e+00, 6.4626510e+00, 8.0771240e+00,\n",
" 1.4707918e+01, 3.9829147e+01, 1.3306947e+01, 4.2118454e+01,\n",
" 3.9911780e+00, 3.5386914e+01, 1.4175439e+01, 4.2154261e+01,\n",
" 1.4718948e+01, 3.8933629e+01, 1.3567846e+01, 4.2443728e+01,\n",
"...\n",
" 4.6041000e-02, 2.3045750e+00, 4.0410316e+01, 9.6266020e+00,\n",
" 5.0589000e-02, 1.2096865e+01, 1.5134023e+01, 4.4180778e+01,\n",
" 1.4864933e+01, 4.1170549e+01, 1.5047394e+01, 4.3217397e+01,\n",
" 3.0747040e+00, 4.3101624e+01, 4.3101624e+01, 3.8890580e+00,\n",
" 0.0000000e+00, 1.3446300e+01, 1.3372247e+01, 4.2902151e+01,\n",
" 0.0000000e+00, 0.0000000e+00, 1.3514950e+00, 2.6954296e+01,\n",
" 1.7323760e+00, 3.2528049e+01, 1.9600000e-04, 3.0142745e+01,\n",
" 1.5041175e+01, 1.5129757e+01, 1.0875811e+01, 3.3472255e+01,\n",
" 1.1042180e+01, 2.4032435e+01, 0.0000000e+00, 1.0785400e-01,\n",
" 1.2574367e+01, 4.1613743e+01, 0.0000000e+00, 1.2235400e-01,\n",
" 1.1510000e-03, 1.1906657e+01, 4.2240530e+01, 1.1034201e+01,\n",
" 2.3000000e-05, 3.6646960e+00, 1.1581052e+01, 1.3154280e+01,\n",
" 1.3579734e+01, 1.0030816e+01, 4.1980177e+01, 1.4517096e+01,\n",
" 9.3039630e+00, 1.4647445e+01, 4.0796447e+01, 1.3051032e+01,\n",
" 4.6070000e-03, 5.0791770e+00, 4.2442400e+00, 1.2981088e+01,\n",
" 8.1545610e+00, 6.2175300e-01, 4.2190224e+01, 1.4791043e+01,\n",
" 4.1880885e+01, 9.9417390e+00, 4.2145279e+01, 3.8344570e+00,\n",
" 4.1659626e+01, 1.3693227e+01, 4.1995192e+01, 1.4858130e+01,\n",
" 1.7735900e+01, 1.4251472e+01, 4.1913053e+01, 1.2712008e+01,\n",
" 4.1993299e+01, 1.4861973e+01])</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'>0.006146 3.513 ... 0.006257 0.02891</div><input id='attrs-b62e78b4-bcd5-4a5a-98f2-469f605172c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b62e78b4-bcd5-4a5a-98f2-469f605172c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-591f9295-b4ca-41c7-93f6-7084dc017ddd' class='xr-var-data-in' type='checkbox'><label for='data-591f9295-b4ca-41c7-93f6-7084dc017ddd' 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([6.1460000e-03, 3.5134430e+00, 7.7361670e+00, 3.5991130e+00,\n",
" 8.0660000e-02, 2.7006900e-01, 1.0630748e+01, 2.1981670e+00,\n",
" 4.2349900e-01, 1.5589150e+00, 2.9928770e+00, 3.1781500e-01,\n",
" 1.2499600e-01, 2.4829180e+00, 3.7580270e+00, 8.6149900e-01,\n",
" 6.5890600e-01, 2.7570950e+00, 3.9940000e-02, 2.5739000e-02,\n",
" 4.3805360e+00, 1.9818460e+00, 1.4547100e-01, 1.3063000e-02,\n",
" 6.9704000e-02, 0.0000000e+00, 3.2297710e+00, 3.8520000e-03,\n",
" 2.2201660e+00, 1.9091590e+00, 2.1976440e+00, 1.4639100e-01,\n",
" 5.8214500e-01, 1.9104740e+00, 1.8918090e+00, 2.8393000e-01,\n",
" 2.2962440e+00, 1.4367470e+00, 9.7620400e-01, 1.3978530e+00,\n",
" 1.2109620e+00, 1.3783770e+00, 1.6035000e-02, 0.0000000e+00,\n",
" 0.0000000e+00, 9.8816800e-01, 2.6810000e-03, 2.1841150e+00,\n",
" 1.9419300e-01, 1.3347480e+00, 4.4749000e-01, 2.8186000e-02,\n",
" 6.0162000e-01, 1.4802000e-02, 4.7843900e-01, 1.1810550e+00,\n",
" 4.1771600e-01, 1.0364870e+00, 4.8277200e-01, 2.8415000e-02,\n",
" 2.1607400e-01, 6.0136500e-01, 8.6685900e-01, 7.6708200e-01,\n",
" 1.0675500e-01, 0.0000000e+00, 3.9132300e-01, 5.6719500e-01,\n",
" 4.8499800e-01, 7.7425100e-01, 3.2300800e-01, 7.6127100e-01,\n",
" 4.2364800e-01, 1.2939490e+00, 4.6754000e-01, 6.5274000e-01,\n",
" 5.0277900e-01, 7.8637200e-01, 4.1334000e-01, 6.7685300e-01,\n",
"...\n",
" 0.0000000e+00, 1.8574360e+00, 1.5439100e-01, 2.0282170e+00,\n",
" 1.0647600e-01, 2.2649580e+00, 2.7667990e+00, 1.6141700e-01,\n",
" 3.3053370e+00, 1.1629300e-01, 2.5792420e+00, 9.1363000e-02,\n",
" 1.8503190e+00, 5.6208000e-02, 5.6208000e-02, 2.8384000e-02,\n",
" 0.0000000e+00, 9.1649000e-01, 5.1844600e-01, 2.5044000e-02,\n",
" 0.0000000e+00, 0.0000000e+00, 2.0772300e-01, 5.1470000e-03,\n",
" 0.0000000e+00, 1.9130000e-03, 2.3900000e-04, 5.9118000e-02,\n",
" 9.1235400e-01, 0.0000000e+00, 1.1876070e+00, 3.3363000e-02,\n",
" 5.1584800e-01, 4.3620000e-03, 0.0000000e+00, 0.0000000e+00,\n",
" 4.7793500e-01, 2.1847000e-02, 0.0000000e+00, 1.1940000e-02,\n",
" 0.0000000e+00, 0.0000000e+00, 7.5510000e-03, 7.5660000e-02,\n",
" 0.0000000e+00, 4.9525000e-02, 1.6270000e-03, 4.1894000e-02,\n",
" 0.0000000e+00, 1.3245000e-02, 1.4377000e-02, 2.4811000e-02,\n",
" 1.2940000e-02, 1.7644000e-02, 8.5840000e-03, 2.5448000e-02,\n",
" 0.0000000e+00, 1.0010000e-02, 2.6730000e-03, 3.1556000e-02,\n",
" 6.9570000e-03, 1.3840000e-03, 3.3076000e-02, 2.9569000e-02,\n",
" 1.5246000e-02, 9.0962000e-02, 1.8063000e-02, 2.8062000e-02,\n",
" 1.0494000e-02, 1.2893000e-02, 1.5466000e-02, 4.0746000e-02,\n",
" 6.0280000e-03, 4.0199000e-02, 3.8300000e-03, 5.3354000e-02,\n",
" 6.2570000e-03, 2.8908000e-02])</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'>0.0 0.4801 ... 0.921 0.000912</div><input id='attrs-585ffa4f-a37c-444e-94b4-1efe708f3656' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-585ffa4f-a37c-444e-94b4-1efe708f3656' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbccd9e8-db46-4c8c-a825-ab635f8258d5' class='xr-var-data-in' type='checkbox'><label for='data-fbccd9e8-db46-4c8c-a825-ab635f8258d5' 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([0.0000000e+00, 4.8005200e-01, 8.5194500e-01, 1.4363900e+00,\n",
" 2.9360000e-03, 0.0000000e+00, 4.0036760e+00, 1.7823870e+00,\n",
" 5.7173000e-02, 9.0463500e-01, 6.1002950e+00, 2.4066000e-02,\n",
" 2.2165500e-01, 6.0708000e-01, 4.3549630e+00, 6.9977800e-01,\n",
" 8.9592000e-02, 2.3765580e+00, 0.0000000e+00, 1.2980000e-03,\n",
" 7.4582000e-02, 6.2522000e-02, 1.1834100e-01, 0.0000000e+00,\n",
" 2.7807000e-02, 0.0000000e+00, 3.1453600e-01, 0.0000000e+00,\n",
" 1.8975400e-01, 1.9977150e+00, 7.4313000e-02, 2.7620000e-03,\n",
" 3.2493000e-01, 2.7800090e+00, 8.9190800e-01, 3.4317000e-01,\n",
" 6.6108060e+00, 5.0155000e-02, 5.8928000e-02, 3.3994000e-02,\n",
" 2.2423880e+00, 2.8235000e-02, 2.2400000e-03, 0.0000000e+00,\n",
" 0.0000000e+00, 5.2453300e-01, 0.0000000e+00, 1.8372770e+00,\n",
" 1.2693100e-01, 1.0261300e-01, 9.1758500e-01, 3.5860000e-02,\n",
" 8.1863000e-01, 7.9030000e-03, 8.7896000e-02, 1.3178800e-01,\n",
" 8.6486000e-02, 4.3313000e-02, 1.1789870e+00, 1.2178000e-02,\n",
" 3.6108400e-01, 8.2946800e-01, 1.1178200e+00, 3.0365260e+00,\n",
" 9.3636000e-02, 0.0000000e+00, 5.1661400e-01, 1.5041800e-01,\n",
" 2.6057600e-01, 6.5657000e-02, 3.8836300e-01, 7.2138000e-02,\n",
" 9.5244500e-01, 1.0197740e+00, 3.4351900e-01, 4.7238000e-02,\n",
" 3.7164400e-01, 4.3880200e-01, 3.1012500e-01, 3.8919000e-02,\n",
"...\n",
" 2.3687720e+00, 7.8011890e+00, 1.8183260e+00, 3.8362710e+00,\n",
" 4.2381300e-01, 1.5191500e+00, 9.5686700e-01, 0.0000000e+00,\n",
" 1.1463800e-01, 2.1650000e-03, 0.0000000e+00, 7.1100000e-04,\n",
" 3.4260000e-01, 0.0000000e+00, 0.0000000e+00, 2.9990350e+00,\n",
" 0.0000000e+00, 4.8294000e-02, 8.0865800e-01, 4.4510000e-03,\n",
" 5.0517000e-02, 1.0137000e-02, 7.5110900e-01, 4.2216000e-02,\n",
" 5.0888000e-01, 4.6000000e-05, 3.1362900e-01, 5.2781900e-01,\n",
" 7.0000000e-06, 0.0000000e+00, 1.9968550e+00, 1.5123400e-01,\n",
" 7.5009400e-01, 2.1772700e-01, 4.4060000e-03, 1.9438240e+00,\n",
" 1.0651220e+00, 9.4265700e-01, 1.3825000e-02, 4.9443500e-01,\n",
" 5.5966300e-01, 2.1216000e-02, 0.0000000e+00, 4.6567860e+00,\n",
" 0.0000000e+00, 2.1103450e+00, 2.3119540e+00, 1.5763250e+00,\n",
" 2.8629630e+00, 5.6927550e+00, 3.1095500e-01, 4.0312210e+00,\n",
" 8.3505100e-01, 7.6349890e+00, 4.2996890e+00, 1.9076450e+00,\n",
" 1.1507000e-02, 2.5251210e+00, 2.5409990e+00, 2.8575290e+00,\n",
" 3.6166480e+00, 3.1436900e-01, 1.7662900e-01, 1.4581170e+00,\n",
" 0.0000000e+00, 1.0018610e+00, 1.6201000e-02, 6.4127600e-01,\n",
" 3.1140000e-03, 1.2609400e-01, 4.1642800e+00, 2.4154500e+00,\n",
" 2.5075320e+00, 1.2218140e+00, 1.2000000e-03, 1.5543210e+00,\n",
" 9.2096300e-01, 9.1200000e-04])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-10-02T22:32:33.857Z' ... '...</div><input id='attrs-35622bd8-41a9-4579-be49-87b0b8c021ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35622bd8-41a9-4579-be49-87b0b8c021ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c085e503-9875-4772-99d2-f50d75c6fb4d' class='xr-var-data-in' type='checkbox'><label for='data-c085e503-9875-4772-99d2-f50d75c6fb4d' 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(['2020-10-02T22:32:33.857Z', '2020-10-02T23:10:01.274Z',\n",
" '2020-10-29T13:58:06.345Z', '2020-10-29T20:31:58.948Z',\n",
" '2020-10-02T18:16:22.839Z', '2020-10-02T18:55:05.152Z',\n",
" '2020-10-02T20:12:56.321Z', '2020-10-02T21:19:07.212Z',\n",
" '2020-10-02T07:56:15.776Z', '2020-10-02T10:01:22.671Z',\n",
" '2020-10-02T13:26:01.655Z', '2020-10-02T15:46:43.207Z',\n",
" '2020-09-30T13:34:18.314Z', '2020-09-30T18:43:24.922Z',\n",
" '2020-10-01T05:12:37.299Z', '2020-10-01T12:55:28.641Z',\n",
" '2020-10-01T20:14:57.467Z', '2020-10-01T23:20:50.446Z',\n",
" '2020-09-29T14:40:58.950Z', '2020-09-30T01:35:20.937Z',\n",
" '2020-09-27T20:31:39.756Z', '2020-09-28T02:49:24.392Z',\n",
" '2020-09-28T17:18:42.436Z', '2020-09-29T07:17:16.831Z',\n",
" '2020-09-26T04:17:17.615Z', '2020-09-28T18:55:39.836Z',\n",
" '2020-09-30T03:47:06.423Z', '2020-10-05T04:54:46.930Z',\n",
" '2020-10-08T16:36:29.416Z', '2020-10-10T09:00:30.962Z',\n",
" '2020-10-10T17:31:51.744Z', '2020-10-13T09:09:10.954Z',\n",
" '2020-10-15T07:33:18.849Z', '2020-10-19T12:46:18.857Z',\n",
" '2020-11-01T18:36:57.922Z', '2020-10-21T08:15:13.965Z',\n",
" '2020-09-24T18:08:23.302Z', '2020-09-24T23:06:41.787Z',\n",
" '2020-09-25T08:51:49.732Z', '2020-09-25T16:57:22.622Z',\n",
"...\n",
" '2023-04-27T17:30:25.675929Z', '2023-04-29T18:45:10.955018Z',\n",
" '2023-05-04T15:41:51.473069Z', '2023-05-07T16:31:49.840075Z',\n",
" '2023-05-09T18:32:10.345907Z', '2023-05-12T21:02:29.471543Z',\n",
" '2023-05-14T23:27:20.716043Z', '2023-05-17T15:24:52.751677Z',\n",
" '2023-05-19T19:28:45.696802Z', '2023-05-22T19:30:19.83067Z',\n",
" '2023-05-24T16:18:25.224262Z', '2023-05-27T15:46:22.547584Z',\n",
" '2023-05-29T19:48:21.950946Z', '2023-06-02T00:06:39.608852Z',\n",
" '2023-06-03T16:22:53.884086Z', '2023-06-06T15:45:22.536576Z',\n",
" '2023-06-08T19:48:41.46662Z', '2023-06-11T20:03:38.125823Z',\n",
" '2023-06-13T17:33:42.262403Z', '2023-06-16T15:34:27.728136Z',\n",
" '2023-06-18T22:29:25.162069Z', '2023-06-22T11:54:48.477175Z',\n",
" '2023-06-23T17:36:52.642105Z', '2023-06-26T14:25:44.964716Z',\n",
" '2023-06-29T00:33:15.57853Z', '2023-07-01T21:22:18.126087Z',\n",
" '2023-07-03T16:24:18.912148Z', '2023-07-06T16:14:10.864725Z',\n",
" '2023-07-08T20:08:01.650358Z', '2023-07-11T23:45:47.806015Z',\n",
" '2023-07-20T17:34:02.737025Z', '2023-07-16T15:08:02.348482Z',\n",
" '2023-07-18T19:57:50.605051Z', '2023-07-21T20:33:53.43496Z',\n",
" '2023-07-23T15:39:53.868073Z', '2023-07-26T14:17:50.929055Z',\n",
" '2023-07-28T19:28:52.580105Z', '2023-07-31T22:16:16.247462Z'],\n",
" dtype='<U27')</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'>1.034 1.034 1.034 ... 0.9691 0.9697</div><input id='attrs-acd9ff41-cfcd-4e82-88f9-f2a7aebc7e96' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-acd9ff41-cfcd-4e82-88f9-f2a7aebc7e96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e0fb9ea-e915-48e1-b0a5-c561528b57e7' class='xr-var-data-in' type='checkbox'><label for='data-8e0fb9ea-e915-48e1-b0a5-c561528b57e7' 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([1.03422893, 1.03429447, 1.0343151 , 1.03427692, 1.03414119,\n",
" 1.03399958, 1.03370861, 1.03346496, 1.03302127, 1.0326773 ,\n",
" 1.03208464, 1.03164373, 1.0309071 , 1.03037246, 1.02949804,\n",
" 1.02887478, 1.02786993, 1.02716249, 1.02603553, 1.02525068,\n",
" 1.02401095, 1.02315405, 1.02181163, 1.02089095, 1.01945691,\n",
" 1.01847807, 1.01696369, 1.01593724, 1.01435485, 1.01328522,\n",
" 1.01164699, 1.01054719, 1.00886603, 1.00773916, 1.00602795,\n",
" 1.00488861, 1.00316032, 1.00201071, 1.00027842, 0.99913374,\n",
" 0.99741006, 0.99627205, 0.99456988, 0.99345349, 0.99178474,\n",
" 0.99069132, 0.98906826, 0.98801205, 0.98644584, 0.98542786,\n",
" 0.98392962, 0.98296308, 0.98154278, 0.98062839, 0.97929598,\n",
" 0.97844544, 0.9772095 , 0.97642338, 0.97529251, 0.97458066,\n",
" 0.97356191, 0.97292475, 0.97202514, 0.97147058, 0.97069557,\n",
" 0.97022389, 0.96957877, 0.96919579, 0.96868439, 0.96839026,\n",
" 0.96801609, 0.96781443, 0.96757962, 0.96747049, 0.96737674,\n",
" 0.96736149, 0.96740919, 0.96748782, 0.96767684, 0.96784838,\n",
" 0.96817739, 0.96844179, 0.96890882, 0.96926283, 0.96986485,\n",
" 0.97030833, 0.97104152, 0.971569 , 0.9724287 , 0.97303994,\n",
" 0.97402053, 0.97470793, 0.97580314, 0.97656633, 0.97776885,\n",
" 0.97859825, 0.97990028, 0.98079534, 0.98218799, 0.98313735,\n",
"...\n",
" 1.02305226, 1.02433913, 1.02515676, 1.02633521, 1.02707823,\n",
" 1.02813858, 1.02879983, 1.02973333, 1.03030826, 1.03110708,\n",
" 1.03159005, 1.0322475 , 1.03263512, 1.03314562, 1.03343411,\n",
" 1.03379339, 1.03398064, 1.03418562, 1.03426983, 1.03431879,\n",
" 1.03429936, 1.03419185, 1.03406895, 1.03380594, 1.03358048,\n",
" 1.03316414, 1.03283833, 1.03227227, 1.03113739, 1.03061967,\n",
" 1.02976967, 1.02916173, 1.02817991, 1.02748762, 1.02638215,\n",
" 1.02561036, 1.02561036, 1.02439034, 1.02354642, 1.02222184,\n",
" 1.01989334, 1.01892523, 1.01742462, 1.01640532, 1.01483434,\n",
" 1.01377304, 1.0121441 , 1.01104797, 1.00937375, 1.00825222,\n",
" 1.00654556, 1.00540686, 1.00368075, 1.00253353, 1.00080081,\n",
" 0.99965366, 0.99792746, 0.99678876, 0.99508159, 0.99395971,\n",
" 0.99228405, 0.99118696, 0.98955465, 0.98849023, 0.9858885 ,\n",
" 0.984377 , 0.98339981, 0.98196465, 0.98104127, 0.97969211,\n",
" 0.97882884, 0.97757479, 0.97677735, 0.97562679, 0.97490052,\n",
" 0.97386005, 0.97321057, 0.97228881, 0.97171855, 0.97092057,\n",
" 0.97043408, 0.96976504, 0.96936548, 0.9688296 , 0.9685195 ,\n",
" 0.96812021, 0.96790153, 0.96764135, 0.96751548, 0.96739607,\n",
" 0.9673638 , 0.96738589, 0.96744745, 0.96761089, 0.96776584,\n",
" 0.96806965, 0.96831705, 0.96875927, 0.96909753, 0.96967538])</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'>3.37 86.8 2.7e-05 ... 85.47 1.3e-05</div><input id='attrs-b10fa1e4-b98b-4edd-ad60-1a1f687dbe9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b10fa1e4-b98b-4edd-ad60-1a1f687dbe9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bed7e602-ef41-43a4-8431-3f96dee88e09' class='xr-var-data-in' type='checkbox'><label for='data-bed7e602-ef41-43a4-8431-3f96dee88e09' 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([3.3704530e+00, 8.6796421e+01, 2.7000000e-05, 8.6404943e+01,\n",
" 0.0000000e+00, 8.6646038e+01, 0.0000000e+00, 8.6419177e+01,\n",
" 0.0000000e+00, 8.6702383e+01, 0.0000000e+00, 8.6282438e+01,\n",
" 3.5565570e+00, 8.6709630e+01, 1.0000000e-05, 8.6902714e+01,\n",
" 7.0000000e-06, 8.7075198e+01, 0.0000000e+00, 8.6710054e+01,\n",
" 1.5600000e-04, 8.6844796e+01, 0.0000000e+00, 8.6436981e+01,\n",
" 0.0000000e+00, 8.6602026e+01, 4.3800000e-04, 8.6390322e+01,\n",
" 2.7000000e-05, 8.6354893e+01, 2.0000000e-05, 8.6303973e+01,\n",
" 1.0600000e-04, 8.6123246e+01, 7.0000000e-06, 8.6099058e+01,\n",
" 2.3000000e-05, 8.6637402e+01, 7.0000000e-06, 8.6130780e+01,\n",
" 1.3000000e-05, 8.6075383e+01, 0.0000000e+00, 8.6287159e+01,\n",
" 0.0000000e+00, 8.5671264e+01, 0.0000000e+00, 8.6614352e+01,\n",
" 0.0000000e+00, 8.5401481e+01, 0.0000000e+00, 8.6251116e+01,\n",
" 0.0000000e+00, 8.5138667e+01, 1.0000000e-05, 8.6042690e+01,\n",
" 0.0000000e+00, 8.5047299e+01, 3.0000000e-06, 8.5777998e+01,\n",
" 0.0000000e+00, 8.5163736e+01, 1.7000000e-05, 8.5811377e+01,\n",
" 0.0000000e+00, 8.5290748e+01, 3.0000000e-05, 8.5949367e+01,\n",
" 7.0000000e-06, 8.5572934e+01, 7.0000000e-06, 8.6151540e+01,\n",
" 3.0000000e-06, 8.6003751e+01, 7.0000000e-06, 8.6479372e+01,\n",
" 2.0000000e-05, 8.6140436e+01, 7.0000000e-06, 8.6769384e+01,\n",
"...\n",
" 8.7345755e+01, 8.9420000e-03, 8.6263728e+01, 2.5200000e-04,\n",
" 8.6660165e+01, 8.6000000e-05, 7.2030000e-03, 8.6927396e+01,\n",
" 8.6000000e-05, 8.5595191e+01, 7.8000000e-04, 8.6000574e+01,\n",
" 0.0000000e+00, 8.6199254e+01, 8.6199254e+01, 0.0000000e+00,\n",
" 8.6242968e+01, 0.0000000e+00, 1.2300000e-04, 8.5838044e+01,\n",
" 0.0000000e+00, 8.6482435e+01, 0.0000000e+00, 8.5366088e+01,\n",
" 0.0000000e+00, 8.5606086e+01, 0.0000000e+00, 8.5778695e+01,\n",
" 6.3640000e-03, 8.5632497e+01, 7.0000000e-06, 8.5500842e+01,\n",
" 3.0000000e-06, 8.4788871e+01, 0.0000000e+00, 8.5978472e+01,\n",
" 1.4700000e-03, 8.5101956e+01, 0.0000000e+00, 8.5188878e+01,\n",
" 0.0000000e+00, 8.5299850e+01, 8.5631555e+01, 7.0000000e-06,\n",
" 8.5733622e+01, 0.0000000e+00, 8.5518599e+01, 0.0000000e+00,\n",
" 8.5280329e+01, 0.0000000e+00, 8.5253203e+01, 0.0000000e+00,\n",
" 8.5000300e+01, 1.3000000e-05, 8.5737193e+01, 0.0000000e+00,\n",
" 8.5237676e+01, 0.0000000e+00, 8.5602850e+01, 0.0000000e+00,\n",
" 8.5358894e+01, 0.0000000e+00, 8.6017036e+01, 0.0000000e+00,\n",
" 8.5571367e+01, 0.0000000e+00, 8.5746151e+01, 3.8048740e+00,\n",
" 8.5298270e+01, 7.0000000e-06, 8.6055970e+01, 3.0000000e-06,\n",
" 8.5743588e+01, 0.0000000e+00, 8.5619843e+01, 3.0000000e-06,\n",
" 8.5470814e+01, 1.3000000e-05])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-077e982e-5317-407f-a4f2-bb7672d1944d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-077e982e-5317-407f-a4f2-bb7672d1944d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e67f1da7-72d8-41b4-bcc7-460adbe614d3' class='xr-var-data-in' type='checkbox'><label for='data-e67f1da7-72d8-41b4-bcc7-460adbe614d3' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-072d5201-ed2d-4cf7-958d-53d336cde667' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-072d5201-ed2d-4cf7-958d-53d336cde667' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83025398-c56d-43b9-894d-13eab4981903' class='xr-var-data-in' type='checkbox'><label for='data-83025398-c56d-43b9-894d-13eab4981903' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epsg</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>32631</div><input id='attrs-c12388f1-72ab-43a2-a3db-9a59b781e717' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c12388f1-72ab-43a2-a3db-9a59b781e717' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3a510c2-b2ab-4f84-9307-aa19689875fd' class='xr-var-data-in' type='checkbox'><label for='data-e3a510c2-b2ab-4f84-9307-aa19689875fd' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9e5141b5-68ad-48d6-9d2a-4f70ba6d7371' class='xr-section-summary-in' type='checkbox' ><label for='section-9e5141b5-68ad-48d6-9d2a-4f70ba6d7371' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ceb47a79-b3bd-434c-8112-05c9096eb209' class='xr-index-data-in' type='checkbox'/><label for='index-ceb47a79-b3bd-434c-8112-05c9096eb209' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-01-03 10:43:39.024000', '2020-01-05 10:34:21.024000',\n",
" '2020-01-08 10:44:21.024000', '2020-01-10 10:33:19.024000',\n",
" '2020-01-13 10:43:09.025000', '2020-01-15 10:34:01.025000',\n",
" '2020-01-18 10:43:51.024000', '2020-01-20 10:32:39.024000',\n",
" '2020-01-23 10:42:29.024000', '2020-01-25 10:33:21.024000',\n",
" ...\n",
" '2023-07-08 10:26:01.024000', '2023-07-11 10:36:31.024000',\n",
" '2023-07-13 10:26:49.024000', '2023-07-16 10:36:29.024000',\n",
" '2023-07-18 10:26:01.024000', '2023-07-21 10:36:31.024000',\n",
" '2023-07-23 10:26:09.024000', '2023-07-26 10:36:29.024000',\n",
" '2023-07-28 10:26:01.024000', '2023-07-31 10:36:31.024000'],\n",
" dtype='datetime64[ns]', name='time', length=510, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5131710a-b883-46da-a4de-eb8e8816e437' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5131710a-b883-46da-a4de-eb8e8816e437' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'sat:relative_orbit' (time: 510)>\n",
"array([ 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 8, 108, 108, 108, 8, 108, 8,\n",
" 108, 8, 108, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 108, 8, 108, 8, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8,\n",
" 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108, 8, 108,\n",
" 8, 108, 8])\n",
"Coordinates: (12/36)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" instruments <U3 'msi'\n",
" platform (time) <U11 'Sentinel-2B' ... 'S...\n",
" s2:datatake_type <U8 'INS-NOBS'\n",
" s2:thin_cirrus_percentage (time) float64 0.1087 ... 0.000265\n",
" ... ...\n",
" s2:generation_time (time) <U27 '2020-10-02T22:32:33...\n",
" s2:reflectance_conversion_factor (time) float64 1.034 ... 0.9697\n",
" s2:nodata_pixel_percentage (time) float64 3.37 ... 1.3e-05\n",
" s2:product_type <U7 'S2MSI2A'\n",
" proj:bbox object {609780.0, 4900020.0, 479...\n",
" epsg int64 32631"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"array['sat:relative_orbit']"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The images were captured with two different orbits: 8 and 108. Let's plot the same histogram as before, but discriminating between the two orbits:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"array.sel(time=array.time['sat:relative_orbit']==8)['s2:nodata_pixel_percentage'].plot.hist()\n",
"array.sel(time=array.time['sat:relative_orbit']==108)['s2:nodata_pixel_percentage'].plot.hist()\n",
"plt.legend(['Orbit 8', 'Orbit 108'])\n",
"plt.title('NODATA values percentage per orbit')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"As suspected, one of the two orbits is mainly at fault: orbit 108. However, let's keep in mind that these values we're looking at from `s2:nodata_pixel_percentage` are for the whole satellite image which corresponds to a much bigger area than ours. But at this point there is little chance that our area happens to overlap with this small portion of valid pixels.\n",
"\n",
"We can check it with a similar test to what we did for the fill values:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"98.1% of pixels in the array are NODATA\n"
]
}
],
"source": [
"# selecting from our sample the dates with orbit 108\n",
"sample_108 = sample.sel(time=sample.time['sat:relative_orbit']==108)\n",
"\n",
"# counting the number of NODATA pixels as a percentage\n",
"# of overall pixel count\n",
"nodata_108 = xr.where(sample_108==0,1,0).sum().values\n",
"print(f\"{nodata_108/sample_108.size:.1%} of pixels in the array are NODATA\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Our area of interest falls almost entirely outside of the area of validity for the images with orbit 108. Thus we need to simply restrict our study to orbit 8."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 253,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(253, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
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" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
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"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
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" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 253</li><li><span class='xr-has-index'>band</span>: 9</li><li><span class='xr-has-index'>y</span>: 2590</li><li><span class='xr-has-index'>x</span>: 1999</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c32ba2f9-ce33-48ae-945e-5384f491e22c' class='xr-array-in' type='checkbox' checked><label for='section-c32ba2f9-ce33-48ae-945e-5384f491e22c' 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<chunksize=(1, 1, 1024, 1024), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
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" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 21.96 GiB </td>\n",
" <td> 2.00 MiB </td>\n",
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" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (253, 9, 2590, 1999) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
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" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 13662 chunks in 4 graph layers </td>\n",
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" <line x1=\"121\" y1=\"13\" x2=\"213\" y2=\"13\" />\n",
" <line x1=\"122\" y1=\"14\" x2=\"215\" y2=\"14\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"108\" y1=\"0\" x2=\"122\" y2=\"14\" style=\"stroke-width:2\" />\n",
" <line x1=\"155\" y1=\"0\" x2=\"170\" y2=\"14\" />\n",
" <line x1=\"200\" y1=\"0\" x2=\"215\" y2=\"14\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Colored Rectangle -->\n",
" <polygon points=\"108.0,0.0 200.6177606177606,0.0 215.566358567515,14.948597949754403 122.9485979497544,14.948597949754403\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
"\n",
" <!-- Horizontal lines -->\n",
" <line x1=\"122\" y1=\"14\" x2=\"215\" y2=\"14\" style=\"stroke-width:2\" />\n",
" <line x1=\"122\" y1=\"62\" x2=\"215\" y2=\"62\" />\n",
" <line x1=\"122\" y1=\"109\" x2=\"215\" y2=\"109\" />\n",
" <line x1=\"122\" y1=\"134\" x2=\"215\" y2=\"134\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"122\" y1=\"14\" x2=\"122\" y2=\"134\" style=\"stroke-width:2\" />\n",
" <line x1=\"170\" y1=\"14\" x2=\"170\" y2=\"134\" />\n",
" <line x1=\"215\" y1=\"14\" x2=\"215\" y2=\"134\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Colored Rectangle -->\n",
" <polygon points=\"122.9485979497544,14.948597949754403 215.566358567515,14.948597949754403 215.566358567515,134.9485979497544 122.9485979497544,134.9485979497544\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
"\n",
" <!-- Text -->\n",
" <text x=\"169.257478\" y=\"154.948598\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >1999</text>\n",
" <text x=\"235.566359\" y=\"74.948598\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,235.566359,74.948598)\">2590</text>\n",
" <text x=\"105.474299\" y=\"147.474299\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,105.474299,147.474299)\">9</text>\n",
"</svg>\n",
" </td>\n",
" </tr>\n",
"</table></div></div></li><li class='xr-section-item'><input id='section-c4e23891-a439-420d-92bc-2de0f847a6ed' class='xr-section-summary-in' type='checkbox' ><label for='section-c4e23891-a439-420d-92bc-2de0f847a6ed' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-03T10:43:39.024000 ... 2...</div><input id='attrs-38dee5eb-82d1-47d4-aecc-f388b5b83124' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-38dee5eb-82d1-47d4-aecc-f388b5b83124' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65831174-41ce-4737-be0e-9ba7dbdfc6db' class='xr-var-data-in' type='checkbox'><label for='data-65831174-41ce-4737-be0e-9ba7dbdfc6db' 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(['2020-01-03T10:43:39.024000000', '2020-01-08T10:44:21.024000000',\n",
" '2020-01-13T10:43:09.025000000', ..., '2023-07-21T10:36:31.024000000',\n",
" '2023-07-26T10:36:29.024000000', '2023-07-31T10:36:31.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_R008...</div><input id='attrs-d3c85801-55ba-4a70-9a96-1a9d47a7945d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3c85801-55ba-4a70-9a96-1a9d47a7945d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f3fef4d-2170-4134-9cd6-174f98599ea8' class='xr-var-data-in' type='checkbox'><label for='data-8f3fef4d-2170-4134-9cd6-174f98599ea8' 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(['S2B_MSIL2A_20200103T104339_R008_T31TEJ_20201002T223233',\n",
" 'S2A_MSIL2A_20200108T104421_R008_T31TEJ_20201029T135806',\n",
" 'S2B_MSIL2A_20200113T104309_R008_T31TEJ_20201002T181622',\n",
" 'S2A_MSIL2A_20200118T104351_R008_T31TEJ_20201002T201256',\n",
" 'S2B_MSIL2A_20200123T104229_R008_T31TEJ_20201002T075615',\n",
" 'S2A_MSIL2A_20200128T104301_R008_T31TEJ_20201002T132601',\n",
" 'S2B_MSIL2A_20200202T104149_R008_T31TEJ_20200930T133418',\n",
" 'S2A_MSIL2A_20200207T104211_R008_T31TEJ_20201001T051237',\n",
" 'S2B_MSIL2A_20200212T104049_R008_T31TEJ_20201001T201457',\n",
" 'S2A_MSIL2A_20200217T104111_R008_T31TEJ_20200929T144058',\n",
" 'S2B_MSIL2A_20200222T103939_R008_T31TEJ_20200927T203139',\n",
" 'S2A_MSIL2A_20200227T104021_R008_T31TEJ_20200928T171842',\n",
" 'S2B_MSIL2A_20200303T103829_R008_T31TEJ_20200926T041717',\n",
" 'S2A_MSIL2A_20200308T104021_R008_T31TEJ_20200930T034706',\n",
" 'S2B_MSIL2A_20200313T103719_R008_T31TEJ_20201008T163629',\n",
" 'S2A_MSIL2A_20200318T104021_R008_T31TEJ_20201010T173151',\n",
" 'S2B_MSIL2A_20200323T103639_R008_T31TEJ_20201015T073318',\n",
" 'S2A_MSIL2A_20200328T104021_R008_T31TEJ_20201101T183657',\n",
" 'S2B_MSIL2A_20200402T103619_R008_T31TEJ_20200924T180823',\n",
" 'S2A_MSIL2A_20200407T104021_R008_T31TEJ_20200925T085149',\n",
"...\n",
" 'S2B_MSIL2A_20230427T103629_R008_T31TEJ_20230427T173025',\n",
" 'S2B_MSIL2A_20230507T103629_R008_T31TEJ_20230507T163149',\n",
" 'S2A_MSIL2A_20230512T103621_R008_T31TEJ_20230512T210229',\n",
" 'S2B_MSIL2A_20230517T103629_R008_T31TEJ_20230517T152452',\n",
" 'S2A_MSIL2A_20230522T103631_R008_T31TEJ_20230522T193019',\n",
" 'S2B_MSIL2A_20230527T103629_R008_T31TEJ_20230527T154622',\n",
" 'S2A_MSIL2A_20230601T104021_R008_T31TEJ_20230602T000639',\n",
" 'S2B_MSIL2A_20230606T103629_R008_T31TEJ_20230606T154522',\n",
" 'S2A_MSIL2A_20230611T103631_R008_T31TEJ_20230611T200338',\n",
" 'S2B_MSIL2A_20230616T103629_R008_T31TEJ_20230616T153427',\n",
" 'S2A_MSIL2A_20230621T103631_R008_T31TEJ_20230622T115448',\n",
" 'S2B_MSIL2A_20230626T103629_R008_T31TEJ_20230626T142544',\n",
" 'S2A_MSIL2A_20230701T103631_R008_T31TEJ_20230701T212218',\n",
" 'S2B_MSIL2A_20230706T103629_R008_T31TEJ_20230706T161410',\n",
" 'S2A_MSIL2A_20230711T103631_R008_T31TEJ_20230711T234547',\n",
" 'S2B_MSIL2A_20230716T103629_R008_T31TEJ_20230716T150802',\n",
" 'S2A_MSIL2A_20230721T103631_R008_T31TEJ_20230721T203353',\n",
" 'S2B_MSIL2A_20230726T103629_R008_T31TEJ_20230726T141750',\n",
" 'S2A_MSIL2A_20230731T103631_R008_T31TEJ_20230731T221616'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-25ac3f38-8c57-43a1-b1d7-79e2e8b0d0cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25ac3f38-8c57-43a1-b1d7-79e2e8b0d0cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bed04ae-b8d2-4c51-b2e0-c48924c9db05' class='xr-var-data-in' type='checkbox'><label for='data-9bed04ae-b8d2-4c51-b2e0-c48924c9db05' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-211b5258-c405-432b-bf7f-96c4be34ef1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-211b5258-c405-432b-bf7f-96c4be34ef1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da1e420a-84fb-4c15-96cf-8ef144232406' class='xr-var-data-in' type='checkbox'><label for='data-da1e420a-84fb-4c15-96cf-8ef144232406' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-24234346-d2e8-4301-b90b-24e9d650985a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24234346-d2e8-4301-b90b-24e9d650985a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e92d08c6-8284-4600-9648-22172b709f63' class='xr-var-data-in' type='checkbox'><label for='data-e92d08c6-8284-4600-9648-22172b709f63' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-58a3a369-e5c3-4fe9-9231-f632d59ad3bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58a3a369-e5c3-4fe9-9231-f632d59ad3bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86b3e2b9-52ea-49d0-a78c-4f317eb6b480' class='xr-var-data-in' type='checkbox'><label for='data-86b3e2b9-52ea-49d0-a78c-4f317eb6b480' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2B' ... 'Sentinel-2A'</div><input id='attrs-e07d2b23-f084-4508-be0e-c0416aaef0b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e07d2b23-f084-4508-be0e-c0416aaef0b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7c0faed-f96c-4930-9b91-3d678c919fb7' class='xr-var-data-in' type='checkbox'><label for='data-e7c0faed-f96c-4930-9b91-3d678c919fb7' 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(['Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
"...\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A'], dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-86159eb9-eac2-4db9-8d90-0a2c77375721' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86159eb9-eac2-4db9-8d90-0a2c77375721' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89d122b7-c1cb-4b9f-b3a9-cd29122dfb24' class='xr-var-data-in' type='checkbox'><label for='data-89d122b7-c1cb-4b9f-b3a9-cd29122dfb24' 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('INS-NOBS', dtype='<U8')</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'>0.1087 2.885 ... 12.84 0.000265</div><input id='attrs-67ff76d6-0be2-42fb-bfe5-fbd3d5cf5cec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67ff76d6-0be2-42fb-bfe5-fbd3d5cf5cec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee5a5728-9b30-4444-ab53-0f9d21e84a8e' class='xr-var-data-in' type='checkbox'><label for='data-ee5a5728-9b30-4444-ab53-0f9d21e84a8e' 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([1.0868300e-01, 2.8854130e+00, 2.7148402e+01, 1.5131871e+01,\n",
" 1.8439260e+00, 1.1942256e+01, 2.2374207e+01, 1.4177540e+01,\n",
" 5.7239920e+01, 5.7540300e-01, 1.3219430e+01, 3.9510800e-01,\n",
" 2.0346220e+00, 7.9606260e+00, 4.5557030e+00, 8.9224300e-01,\n",
" 1.0158640e+00, 3.2857890e+00, 7.4299400e-01, 7.4470230e+00,\n",
" 1.0551532e+01, 4.3203140e+00, 8.1020000e-03, 1.2329350e+00,\n",
" 8.9047500e-01, 2.0871556e+01, 1.0515974e+01, 8.9649700e-01,\n",
" 3.9522830e+00, 1.5173670e+00, 2.6990520e+00, 2.8559600e-01,\n",
" 4.0313530e+00, 2.2915637e+01, 3.3998330e+00, 7.5541200e-01,\n",
" 6.2643650e+00, 3.1524280e+00, 4.1800000e-04, 1.0064670e+00,\n",
" 2.9500000e-04, 1.0925010e+00, 3.3198360e+00, 8.3000000e-05,\n",
" 1.5448283e+01, 1.4253600e-01, 2.1600000e-04, 2.0200000e-04,\n",
" 1.1061980e+00, 1.6900000e-04, 1.2501220e+00, 1.0720000e-03,\n",
" 1.0589380e+00, 1.2727890e+00, 2.6811808e+01, 5.3401280e+00,\n",
" 4.8878740e+00, 6.0138490e+00, 1.6837470e+00, 2.7916700e+00,\n",
" 1.9333808e+01, 6.2237000e-01, 5.0800000e-04, 2.7535870e+00,\n",
" 3.3000000e-05, 7.4606320e+00, 2.2791441e+01, 3.4947430e+00,\n",
" 1.3989440e+00, 1.4356820e+00, 4.3472300e-01, 4.2937860e+00,\n",
" 3.2820130e+00, 2.0710491e+01, 1.0600887e+01, 1.2999330e+00,\n",
" 3.4848590e+00, 2.2572420e+00, 1.3991160e+00, 3.0859700e-01,\n",
"...\n",
" 6.9438100e-01, 2.6600000e-04, 4.1770000e-03, 2.5481000e-02,\n",
" 1.0745500e-01, 1.0925300e-01, 9.6944000e-02, 4.2233000e-02,\n",
" 4.2233000e-02, 1.2105843e+01, 2.0660390e+00, 4.3000000e-05,\n",
" 3.3997720e+00, 4.6266900e-01, 1.0384133e+01, 5.5395000e-02,\n",
" 1.2429640e+01, 1.1587217e+01, 8.2087790e+00, 3.8261190e+00,\n",
" 5.6982900e-01, 3.7693387e+01, 2.2146569e+01, 1.9293000e-02,\n",
" 7.0133100e-01, 1.4718790e+01, 1.3311061e+01, 1.4954625e+01,\n",
" 1.0781182e+01, 1.8702716e+01, 1.0370493e+01, 1.0415090e+00,\n",
" 1.1812000e-02, 1.6057898e+01, 2.8929900e-01, 1.9058960e+00,\n",
" 4.3189560e+00, 1.6181764e+01, 1.3712180e+01, 1.0976122e+01,\n",
" 7.0956500e+00, 2.2440460e+00, 3.9038000e-02, 6.1161220e+00,\n",
" 2.8617534e+01, 2.4992850e+00, 7.9396620e+00, 4.1663020e+00,\n",
" 4.0490900e-01, 5.8869940e+00, 8.0577470e+00, 1.2131810e+00,\n",
" 1.2236000e-01, 1.3087986e+01, 1.7894726e+01, 6.0113000e-02,\n",
" 3.4943230e+00, 1.1854300e-01, 2.0136500e+00, 4.9168490e+00,\n",
" 3.7610790e+00, 9.0565820e+00, 3.7656780e+00, 5.8417190e+00,\n",
" 1.4410140e+00, 2.7118510e+01, 2.9552639e+01, 1.6304730e+01,\n",
" 1.6392331e+01, 5.8860000e-03, 5.1216550e+00, 2.0641674e+01,\n",
" 1.9455780e+00, 5.8700000e-04, 7.4631800e-01, 1.2840724e+01,\n",
" 2.6500000e-04])</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'>164.9 164.3 163.6 ... 146.6 147.7</div><input id='attrs-bce39f71-1e4e-403a-aef7-cb3785bf892b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bce39f71-1e4e-403a-aef7-cb3785bf892b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe4d86ca-b035-4625-950a-b0aa834b8c67' class='xr-var-data-in' type='checkbox'><label for='data-fe4d86ca-b035-4625-950a-b0aa834b8c67' 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([164.9302763 , 164.25828509, 163.58926442, 162.92767882,\n",
" 162.28312538, 161.66640794, 161.0878937 , 160.54300194,\n",
" 160.06047057, 159.59803622, 159.19550408, 158.81162683,\n",
" 158.48434237, 158.16988034, 157.89842384, 157.62028671,\n",
" 157.36301097, 157.07980338, 156.79675729, 156.47846159,\n",
" 156.10683721, 155.70741555, 155.16712858, 154.63737621,\n",
" 153.91782901, 153.20513941, 152.29788767, 151.39586816,\n",
" 150.33002777, 149.31051167, 148.2060026 , 147.22308909,\n",
" 146.2511423 , 145.47516987, 144.80814144, 144.40542522,\n",
" 144.18765802, 144.26076417, 144.53658451, 145.09046253,\n",
" 145.81060154, 146.77661386, 147.86128113, 149.12789173,\n",
" 150.45605487, 151.89426608, 153.34422127, 154.84630496,\n",
" 156.32198377, 157.79809326, 159.2102964 , 160.58508771,\n",
" 161.86198689, 163.08927753, 164.19238371, 165.22112352,\n",
" 166.11400912, 166.91230625, 167.57050601, 168.12842778,\n",
" 168.54789934, 168.86667304, 169.04192983, 169.12247217,\n",
" 169.06803462, 168.67296085, 168.33447748, 167.91164173,\n",
" 167.41647238, 166.85809172, 166.27261439, 165.63366218,\n",
" 164.98744879, 164.3128105 , 163.64796872, 162.98120062,\n",
" 161.7275991 , 161.15010343, 160.6050903 , 160.10014928,\n",
"...\n",
" 145.07799627, 145.74765997, 146.70626657, 147.75424289,\n",
" 149.02804548, 150.31329122, 151.79335812, 153.18330748,\n",
" 153.18330748, 154.74735317, 156.15665332, 157.69655185,\n",
" 159.06421215, 160.48610065, 161.73795143, 162.9861167 ,\n",
" 164.06723261, 165.12964754, 165.99753464, 166.83320116,\n",
" 167.49108321, 168.06828792, 168.49044141, 168.8361352 ,\n",
" 169.01487634, 169.1194455 , 169.07722437, 168.94000496,\n",
" 168.69935323, 168.37776728, 167.95129364, 167.48516274,\n",
" 166.93504304, 166.33522808, 165.70793863, 165.05154541,\n",
" 164.37697938, 163.70990151, 163.04515413, 162.39536195,\n",
" 161.78516118, 161.20530856, 160.65844242, 160.15797484,\n",
" 159.69362461, 159.26885527, 158.90329825, 158.54207606,\n",
" 158.26745047, 157.94445643, 157.71217638, 157.41722242,\n",
" 157.17349983, 156.86427133, 156.57370982, 156.20065534,\n",
" 155.79198387, 155.28322304, 154.72833288, 153.31789265,\n",
" 152.43825294, 151.53275616, 150.49919177, 149.4496759 ,\n",
" 148.37555852, 147.34848207, 146.38721956, 145.56073741,\n",
" 144.88594372, 144.43482415, 144.21012121, 144.23636154,\n",
" 144.49684579, 144.99167387, 145.69600739, 146.6234217 ,\n",
" 147.70423156])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_DS_ESRI_202010...</div><input id='attrs-86739121-2ca7-47c2-b27a-b4f19721af06' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86739121-2ca7-47c2-b27a-b4f19721af06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77cb75c7-80ba-45df-bfc2-cc8b31abe633' class='xr-var-data-in' type='checkbox'><label for='data-77cb75c7-80ba-45df-bfc2-cc8b31abe633' 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(['S2B_OPER_MSI_L2A_DS_ESRI_20201002T223233_S20200103T104837_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201029T135808_S20200108T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T181624_S20200113T104813_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T201258_S20200118T104425_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T075618_S20200123T104739_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T132604_S20200128T104423_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T133420_S20200202T104835_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T051239_S20200207T104422_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T201500_S20200212T104614_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200929T144101_S20200217T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200927T203143_S20200222T104314_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200928T171845_S20200227T104643_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200926T041720_S20200303T104450_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200930T034712_S20200308T104402_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201008T163632_S20200313T104333_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201010T173152_S20200318T104818_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201015T073319_S20200323T104515_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201101T183700_S20200328T104145_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200924T180824_S20200402T103949_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200925T085152_S20200407T104802_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230427T173026_S20230427T104555_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230507T163151_S20230507T103648_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230512T210230_S20230512T104038_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230517T152454_S20230517T103641_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230522T193020_S20230522T104204_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230527T154624_S20230527T103641_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230602T000640_S20230601T104107_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230606T154523_S20230606T103638_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230611T200338_S20230611T104650_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230616T153429_S20230616T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230622T115449_S20230621T104238_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230626T142546_S20230626T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230701T212219_S20230701T104159_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230706T161411_S20230706T104848_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230711T234549_S20230711T104102_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230716T150804_S20230716T103634_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230721T203354_S20230721T104035_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230726T141752_S20230726T103642_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230731T221617_S20230731T104041_N05.09'],\n",
" dtype='<U64')</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'>0.0 38.48 0.07117 ... 44.8 58.37</div><input id='attrs-15d58e83-841b-41e7-a0ee-9a7137965f87' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15d58e83-841b-41e7-a0ee-9a7137965f87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-820305a3-2d3f-4363-926b-fac172cf92ff' class='xr-var-data-in' type='checkbox'><label for='data-820305a3-2d3f-4363-926b-fac172cf92ff' 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([0.0000000e+00, 3.8478914e+01, 7.1174000e-02, 3.1503940e+01,\n",
" 1.4070000e-03, 5.2147340e+00, 9.6931000e-02, 1.2425020e+01,\n",
" 7.6847100e+00, 0.0000000e+00, 5.2313221e+01, 2.0119000e-02,\n",
" 4.7130000e-02, 5.3172952e+01, 6.2007987e+01, 6.0090393e+01,\n",
" 1.0854450e+00, 3.5386428e+01, 3.5502684e+01, 5.5769718e+01,\n",
" 4.7163913e+01, 1.7408000e-01, 0.0000000e+00, 8.7460000e-03,\n",
" 4.5802170e+00, 5.1794654e+01, 2.1593803e+01, 7.3504442e+01,\n",
" 7.1315849e+01, 6.7639208e+01, 6.1013770e+00, 5.2757323e+01,\n",
" 6.5809440e+00, 4.7861516e+01, 6.4791435e+01, 5.9926808e+01,\n",
" 4.0207157e+01, 5.3976583e+01, 6.2343842e+01, 4.5749632e+01,\n",
" 3.7381741e+01, 5.7668751e+01, 5.6685525e+01, 5.7833403e+01,\n",
" 3.0569357e+01, 3.9611840e+01, 1.2379810e+01, 5.7586592e+01,\n",
" 2.7056655e+01, 5.9663051e+01, 3.0522100e+00, 6.0262901e+01,\n",
" 6.4424800e-01, 1.1482580e+00, 1.8225327e+01, 6.7040490e+00,\n",
" 1.0554280e+00, 1.0915166e+01, 1.5579440e+00, 5.2899277e+01,\n",
" 1.1354600e-01, 5.7994000e+00, 5.0600400e+00, 0.0000000e+00,\n",
" 5.7835823e+01, 4.4432000e+00, 1.1497666e+01, 9.3802000e-02,\n",
" 3.2554099e+01, 1.3805500e-01, 4.4800000e-04, 3.1110778e+01,\n",
" 0.0000000e+00, 1.8451744e+01, 8.4853840e+00, 3.1655475e+01,\n",
" 2.5210842e+01, 5.3582270e+00, 0.0000000e+00, 3.9021102e+01,\n",
"...\n",
" 5.4838026e+01, 5.2442181e+01, 5.3305817e+01, 5.2449971e+01,\n",
" 4.7898594e+01, 4.9468571e+01, 4.6579400e+01, 4.7611818e+01,\n",
" 4.7611818e+01, 2.4510084e+01, 2.2468834e+01, 1.5789510e+01,\n",
" 2.1659409e+01, 0.0000000e+00, 6.2926871e+01, 2.3413880e+01,\n",
" 4.4574100e+00, 6.4343894e+01, 2.1846099e+01, 7.2287700e-01,\n",
" 1.2900000e-04, 2.3611368e+01, 4.5567900e-01, 0.0000000e+00,\n",
" 7.3590000e-03, 5.1824600e-01, 1.1633870e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 4.6357000e-02, 5.3906200e+00, 8.0705610e+00, 0.0000000e+00,\n",
" 7.6000000e-05, 7.9012920e+00, 2.5106320e+01, 1.7520812e+01,\n",
" 3.2314041e+01, 3.6893266e+01, 4.8572722e+01, 4.0551013e+01,\n",
" 3.5095394e+01, 1.7083900e-01, 4.9812078e+01, 3.9040837e+01,\n",
" 0.0000000e+00, 2.8206867e+01, 1.5200000e-03, 2.2900000e-04,\n",
" 5.8215654e+01, 1.7379382e+01, 4.8095295e+01, 0.0000000e+00,\n",
" 5.6049347e+01, 0.0000000e+00, 2.3245000e-02, 2.2765805e+01,\n",
" 1.0614786e+01, 5.2217025e+01, 2.6837054e+01, 4.9987292e+01,\n",
" 3.1942576e+01, 2.6317129e+01, 1.9580024e+01, 4.9002704e+01,\n",
" 3.5559303e+01, 5.7597661e+01, 1.5975912e+01, 4.9454704e+01,\n",
" 5.8813822e+01, 5.2053821e+01, 5.7015872e+01, 4.4797257e+01,\n",
" 5.8374649e+01])</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'>21.67 9.451 ... 2.614 0.000272</div><input id='attrs-a37df44f-54f6-46ca-a3fb-962a3ec32641' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a37df44f-54f6-46ca-a3fb-962a3ec32641' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0099fc66-1dd3-45d5-86d7-85058aff28fd' class='xr-var-data-in' type='checkbox'><label for='data-0099fc66-1dd3-45d5-86d7-85058aff28fd' 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([2.1666305e+01, 9.4512320e+00, 4.9024560e+00, 1.1235809e+01,\n",
" 4.9149501e+01, 4.1161558e+01, 5.0341427e+01, 3.0022579e+01,\n",
" 4.3124910e+00, 7.0534128e+01, 4.3142000e-02, 6.9273865e+01,\n",
" 4.5280382e+01, 6.3699100e-01, 1.0169200e-01, 6.0899000e-02,\n",
" 6.6803181e+01, 5.9412580e+00, 1.1218970e+01, 4.5119000e-02,\n",
" 3.2776210e+00, 7.6952714e+01, 9.6790642e+01, 8.8586807e+01,\n",
" 6.7404848e+01, 2.8795390e+00, 3.3694753e+01, 5.9413900e-01,\n",
" 2.1145300e-01, 1.5534290e+00, 6.2364972e+01, 1.1460096e+01,\n",
" 6.0536480e+01, 6.3142840e+00, 1.2792230e+00, 7.0742730e+00,\n",
" 2.2466272e+01, 6.1889610e+00, 3.4135300e-01, 1.5900044e+01,\n",
" 4.2182538e+01, 3.0712640e+00, 2.2264700e-01, 6.4154000e-02,\n",
" 2.3145415e+01, 6.6844000e-02, 5.2149129e+01, 7.3530000e-02,\n",
" 2.6478723e+01, 5.0527000e-02, 5.3915399e+01, 2.6095000e-02,\n",
" 4.6804270e+01, 7.8542793e+01, 1.9131638e+01, 5.2228624e+01,\n",
" 7.0975769e+01, 4.5255628e+01, 8.9022005e+01, 5.2721600e+00,\n",
" 1.5952027e+01, 6.3151246e+01, 5.7391340e+01, 7.0614225e+01,\n",
" 4.0531000e-02, 6.0957849e+01, 2.8052869e+01, 6.5046579e+01,\n",
" 9.6706230e+00, 6.2031126e+01, 9.5382816e+01, 1.1938851e+01,\n",
" 5.0235635e+01, 9.1594760e+00, 4.4847426e+01, 1.9153368e+01,\n",
" 2.0862225e+01, 3.9045084e+01, 7.7959883e+01, 1.0510650e+01,\n",
"...\n",
" 1.3600000e-04, 2.2800000e-04, 5.0400000e-04, 1.4001000e-02,\n",
" 1.2365120e+00, 9.5988000e-02, 2.4490300e+00, 2.3435480e+00,\n",
" 2.3435480e+00, 2.3947768e+01, 2.2156194e+01, 2.6625153e+01,\n",
" 3.3861145e+01, 8.0258840e+01, 1.9967000e-02, 3.7183836e+01,\n",
" 5.5809736e+01, 1.7237000e-02, 3.9529580e+01, 7.6870203e+01,\n",
" 9.6798474e+01, 1.0152123e+01, 2.0119831e+01, 5.8800918e+01,\n",
" 7.8499579e+01, 5.8449435e+01, 5.2176082e+01, 5.6100225e+01,\n",
" 1.7369439e+01, 3.1635582e+01, 7.8827769e+01, 9.1232812e+01,\n",
" 9.4156462e+01, 3.9978215e+01, 6.3688284e+01, 8.5275722e+01,\n",
" 7.5899589e+01, 3.7201458e+01, 1.3816990e+01, 2.4700826e+01,\n",
" 1.5862210e+01, 1.0937355e+01, 2.0448000e-02, 2.6870000e-03,\n",
" 2.4009050e+00, 8.2176715e+01, 5.8660000e-03, 3.3354640e+00,\n",
" 8.7542897e+01, 3.5109514e+01, 7.6495129e+01, 9.6656907e+01,\n",
" 7.4000000e-04, 2.8468549e+01, 6.1264600e-01, 6.2055284e+01,\n",
" 1.4306470e+00, 6.9735032e+01, 8.6196882e+01, 3.2183063e+01,\n",
" 3.8813066e+01, 1.2691230e+00, 2.7539891e+01, 4.4923110e+00,\n",
" 1.5931140e+01, 8.9807230e+00, 1.3997807e+01, 2.6079840e+00,\n",
" 1.6725363e+01, 3.5312520e+00, 5.3367776e+01, 1.0448880e+01,\n",
" 9.1733900e-01, 3.9501630e+00, 2.2664190e+00, 2.6141880e+00,\n",
" 2.7200000e-04])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0022 0.0004</div><input id='attrs-aa53496b-61d3-4ffe-8bce-14ce14b9c18f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa53496b-61d3-4ffe-8bce-14ce14b9c18f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-557d6d76-b352-4db5-8b56-8420463dc4f2' class='xr-var-data-in' type='checkbox'><label for='data-557d6d76-b352-4db5-8b56-8420463dc4f2' 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([0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
"...\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 2.0000e-04, 1.0000e-04, 2.0000e-04,\n",
" 2.0000e-04, 0.0000e+00, 2.0000e-04, 2.0000e-04, 0.0000e+00,\n",
" 0.0000e+00, 1.0000e-04, 0.0000e+00, 5.0000e-04, 1.1000e-03,\n",
" 3.0000e-04, 0.0000e+00, 2.1000e-03, 2.6852e+00, 1.9000e-03,\n",
" 4.9900e-02, 8.4910e-01, 2.0000e-03, 3.0340e-01, 5.7000e-03,\n",
" 1.3100e-02, 3.7800e-02, 1.2400e-02, 2.5000e-03, 2.0000e-04,\n",
" 2.5000e-03, 2.4000e-03, 2.2000e-03, 4.0000e-04, 2.4000e-03,\n",
" 4.0000e-04, 2.2000e-03, 4.0000e-04])</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'>32631</div><input id='attrs-624a9c9a-4a6e-4055-b66f-004de7a5a5aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-624a9c9a-4a6e-4055-b66f-004de7a5a5aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37d22ed2-c529-4087-bce5-1c22a217be75' class='xr-var-data-in' type='checkbox'><label for='data-37d22ed2-c529-4087-bce5-1c22a217be75' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '02.12' ... '05.09' '05.09'</div><input id='attrs-757b8c30-2e4b-4626-9f30-805711ae3eca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-757b8c30-2e4b-4626-9f30-805711ae3eca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-267e24d9-6ad4-4c80-806b-ce6553784bc1' class='xr-var-data-in' type='checkbox'><label for='data-267e24d9-6ad4-4c80-806b-ce6553784bc1' 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(['02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '03.00', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '02.12', '03.00', '02.12',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '04.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_TL_ESRI_202010...</div><input id='attrs-141a835d-45a3-42d4-95e7-a656da57d9ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-141a835d-45a3-42d4-95e7-a656da57d9ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bca1bf4-768e-4e4d-8040-3124ed52fccd' class='xr-var-data-in' type='checkbox'><label for='data-2bca1bf4-768e-4e4d-8040-3124ed52fccd' 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(['S2B_OPER_MSI_L2A_TL_ESRI_20201002T223233_A014763_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201029T135808_A023743_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T181624_A014906_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T201258_A023886_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T075618_A015049_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T132604_A024029_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T133420_A015192_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T051239_A024172_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T201500_A015335_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200929T144101_A024315_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200927T203143_A015478_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200928T171845_A024458_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200926T041720_A015621_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200930T034712_A024601_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201008T163632_A015764_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201010T173152_A024744_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201015T073319_A015907_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201101T183700_A024887_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200924T180824_A016050_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200925T085152_A025030_T31TEJ_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230427T173026_A032066_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230507T163151_A032209_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230512T210230_A041189_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230517T152454_A032352_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230522T193020_A041332_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230527T154624_A032495_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230602T000640_A041475_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230606T154523_A032638_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230611T200338_A041618_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230616T153429_A032781_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230622T115449_A041761_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230626T142546_A032924_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230701T212219_A041904_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230706T161411_A033067_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230711T234549_A042047_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230716T150804_A033210_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230721T203354_A042190_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230726T141752_A033353_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230731T221617_A042333_T31TEJ_N05.09'],\n",
" dtype='<U62')</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'>0.00012 12.12 ... 22.3 26.56</div><input id='attrs-f0df3fe5-2df2-4e11-9ba8-6af4b1ba27f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f0df3fe5-2df2-4e11-9ba8-6af4b1ba27f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9448761-510f-4fa7-89e4-258696248fa7' class='xr-var-data-in' type='checkbox'><label for='data-c9448761-510f-4fa7-89e4-258696248fa7' 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([1.2000000e-04, 1.2123384e+01, 1.0528000e-02, 4.8242970e+00,\n",
" 2.3454000e-02, 1.9018250e+00, 2.8908000e-02, 7.2808890e+00,\n",
" 2.8868620e+00, 9.0000000e-05, 1.5982726e+01, 1.9380000e-03,\n",
" 1.4545000e-02, 1.5463294e+01, 1.7367011e+01, 2.0531189e+01,\n",
" 2.3604090e+00, 2.1620597e+01, 1.6040227e+01, 1.9798072e+01,\n",
" 1.7248714e+01, 1.1564000e-01, 0.0000000e+00, 1.0058700e-01,\n",
" 3.9063210e+00, 1.0935697e+01, 5.5970880e+00, 9.6816320e+00,\n",
" 1.0671119e+01, 1.0955246e+01, 4.5784290e+00, 1.2790015e+01,\n",
" 4.1349230e+00, 9.6138990e+00, 1.3834617e+01, 1.3857374e+01,\n",
" 1.0594467e+01, 1.8524289e+01, 2.0670211e+01, 2.0087214e+01,\n",
" 1.1515748e+01, 2.2202727e+01, 2.6353493e+01, 2.6641861e+01,\n",
" 1.5991968e+01, 2.5933760e+01, 9.8516600e+00, 2.6864383e+01,\n",
" 1.4621483e+01, 2.4634181e+01, 3.9510090e+00, 2.3771377e+01,\n",
" 7.3982500e-01, 7.4488800e-01, 5.1099800e+00, 5.3731610e+00,\n",
" 7.2166000e-02, 3.3870560e+00, 6.7592700e-01, 1.3865747e+01,\n",
" 1.2050400e-01, 5.4577160e+00, 2.7623870e+00, 2.1900000e-04,\n",
" 1.6929872e+01, 1.7885870e+00, 4.9529330e+00, 1.1805200e-01,\n",
" 1.1317340e+01, 2.9086500e-01, 1.3370000e-03, 1.4678766e+01,\n",
" 0.0000000e+00, 6.9574620e+00, 3.0565390e+00, 1.2657425e+01,\n",
" 1.8922639e+01, 3.8022370e+00, 1.5600000e-04, 1.8877666e+01,\n",
"...\n",
" 2.9401350e+01, 3.1679520e+01, 3.1629980e+01, 3.2332867e+01,\n",
" 3.3463436e+01, 3.5072258e+01, 3.0677825e+01, 2.9250774e+01,\n",
" 2.9250774e+01, 1.1860555e+01, 1.5346527e+01, 9.8917390e+00,\n",
" 8.4102430e+00, 0.0000000e+00, 1.4460914e+01, 8.9924150e+00,\n",
" 3.8118290e+00, 1.2893145e+01, 8.8854250e+00, 6.6929100e-01,\n",
" 3.1500000e-04, 4.3872050e+00, 4.9741000e-02, 0.0000000e+00,\n",
" 1.0807900e-01, 1.4767700e-01, 3.3821220e+00, 1.3040000e-03,\n",
" 9.2530000e-03, 1.4530000e-03, 7.0000000e-06, 2.0940000e-03,\n",
" 1.1939900e-01, 5.9839760e+00, 8.0330590e+00, 5.5400000e-04,\n",
" 1.3600000e-03, 8.5417780e+00, 1.0599579e+01, 1.5832812e+01,\n",
" 2.3873930e+01, 2.6274985e+01, 3.1973222e+01, 3.4784305e+01,\n",
" 2.2206217e+01, 1.3435420e+00, 2.7717668e+01, 3.4022409e+01,\n",
" 0.0000000e+00, 1.9542609e+01, 5.9690000e-03, 7.3300000e-04,\n",
" 2.5312120e+01, 8.0999570e+00, 1.9748548e+01, 0.0000000e+00,\n",
" 2.1929556e+01, 0.0000000e+00, 1.3557000e-02, 7.5675830e+00,\n",
" 6.3334520e+00, 1.8110597e+01, 1.0246714e+01, 1.7094582e+01,\n",
" 1.5003021e+01, 1.1384308e+01, 5.4902510e+00, 1.2930852e+01,\n",
" 1.3507065e+01, 1.8217379e+01, 3.7437700e+00, 6.1273550e+00,\n",
" 2.2765371e+01, 2.2736503e+01, 2.1539684e+01, 2.2295874e+01,\n",
" 2.6558280e+01])</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'>68.05 67.6 66.96 ... 27.65 28.7</div><input id='attrs-cb237f59-d3fc-40b3-9a13-6d1ee048af70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb237f59-d3fc-40b3-9a13-6d1ee048af70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad681384-6192-4036-887f-ca28a66f92d2' class='xr-var-data-in' type='checkbox'><label for='data-ad681384-6192-4036-887f-ca28a66f92d2' 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([68.04652238, 67.59571552, 66.96152677, 66.15095713, 65.1714035 ,\n",
" 64.03186936, 62.74258495, 61.31811857, 59.7659851 , 58.10934731,\n",
" 56.35337324, 54.52229333, 52.622467 , 50.67832705, 48.69702681,\n",
" 46.70174102, 44.69969292, 42.71377306, 40.75171801, 38.83328674,\n",
" 36.97319968, 35.17742287, 33.47833239, 31.86040493, 30.37181997,\n",
" 28.98975139, 27.76085489, 26.66127783, 25.7331396 , 24.95103567,\n",
" 24.35035761, 23.90307781, 23.63745086, 23.52383303, 23.58273689,\n",
" 23.78328765, 24.13913964, 24.62230888, 25.24349803, 25.97739631,\n",
" 26.83762507, 27.79545787, 28.86644539, 30.0251001 , 31.28571888,\n",
" 32.62741189, 34.05900599, 35.56092503, 37.1368365 , 38.77063317,\n",
" 40.46356685, 42.20016762, 43.97876353, 45.77882448, 47.59895691,\n",
" 49.41908158, 51.23570039, 53.02989244, 54.79358566, 56.50654408,\n",
" 58.15887723, 59.73194829, 61.21773403, 62.59650625, 63.85974499,\n",
" 65.97299711, 66.80121692, 67.46442408, 67.95388126, 68.26306265,\n",
" 68.38273129, 68.31696719, 68.05955971, 67.61841319, 66.99176081,\n",
" 66.19003688, 64.08428973, 62.80199995, 61.38357627, 59.84083237,\n",
" 58.18802742, 56.43732055, 54.60913337, 52.7137468 , 50.77063864,\n",
" 48.79202356, 46.79514906, 44.79527864, 42.80656211, 40.84667634,\n",
" 38.92539251, 37.06344645, 35.26748875, 33.5563467 , 31.94437935,\n",
" 30.43909951, 29.06124824, 27.81545588, 26.71815007, 25.77342186,\n",
"...\n",
" 42.89813038, 40.94085644, 37.1490465 , 35.34178605, 33.63814243,\n",
" 32.00674455, 30.51309149, 29.11507768, 27.87398604, 26.75902562,\n",
" 25.81586222, 25.01514879, 24.40405027, 23.93592174, 23.65696471,\n",
" 23.51947038, 23.56732883, 23.74444363, 24.09527057, 24.55692461,\n",
" 25.17677683, 25.8902671 , 26.74596978, 27.69146368, 28.7579849 ,\n",
" 29.90440637, 31.16393779, 32.48709666, 33.9215787 , 33.9215787 ,\n",
" 35.4042015 , 36.98727519, 38.60551271, 40.30241617, 42.02702655,\n",
" 43.80688149, 45.60280597, 47.42762391, 49.24543495, 51.06808294,\n",
" 52.85999904, 54.62810183, 56.34528855, 58.00637374, 59.58626059,\n",
" 61.08199184, 62.4688991 , 63.74334754, 64.88592944, 65.88567547,\n",
" 66.72854517, 67.40949193, 67.91225878, 68.23858254, 68.37978882,\n",
" 68.33105248, 68.09406873, 67.67105895, 67.0629279 , 66.27798656,\n",
" 65.32284156, 64.20343597, 62.93437456, 61.52855072, 59.99635636,\n",
" 58.35355827, 56.61374975, 54.78779962, 52.90312984, 50.95587946,\n",
" 48.98872509, 46.98444888, 44.9889975 , 42.99245388, 41.03166016,\n",
" 39.10195412, 37.23388264, 35.42950054, 33.71280842, 32.0863304 ,\n",
" 29.18095918, 27.92850347, 26.80908138, 25.85331557, 25.05364621,\n",
" 24.4230374 , 23.95798012, 23.66288897, 23.53124944, 23.56366243,\n",
" 23.7464083 , 24.07628284, 24.54245976, 25.14127512, 25.86398257,\n",
" 26.70526594, 27.65063088, 28.70308172])</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'>78.22 6.114 67.66 ... 2.62 0.002409</div><input id='attrs-4b9d3a45-1b98-4551-ae66-99d2ed5d3c3b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b9d3a45-1b98-4551-ae66-99d2ed5d3c3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b58ee85-8273-4b6e-8e3b-c626ecdc2001' class='xr-var-data-in' type='checkbox'><label for='data-7b58ee85-8273-4b6e-8e3b-c626ecdc2001' 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([7.8218740e+01, 6.1138900e+00, 6.7663318e+01, 1.6347915e+01,\n",
" 4.3361041e+01, 1.0091483e+01, 2.6658133e+01, 1.2125426e+01,\n",
" 1.9167137e+01, 2.8156331e+01, 2.5909000e-01, 1.0745704e+01,\n",
" 5.1429230e+01, 2.4007990e+00, 6.6536600e-01, 1.4961100e-01,\n",
" 1.1075532e+01, 7.5903270e+00, 5.6267810e+00, 9.5671900e-01,\n",
" 3.2924780e+00, 1.4409468e+01, 5.6682000e-02, 8.0019580e+00,\n",
" 6.2115520e+00, 1.5496760e+00, 1.2281980e+01, 5.1374100e-01,\n",
" 1.5969100e-01, 8.2676600e-01, 9.0178200e+00, 3.0064200e+00,\n",
" 1.7012265e+01, 4.3933570e+00, 7.7683200e-01, 2.1463470e+00,\n",
" 1.0504992e+01, 1.6233720e+00, 4.0983600e-01, 1.4543780e+00,\n",
" 3.7103460e+00, 1.6361660e+00, 5.1385000e-01, 8.5614000e-02,\n",
" 1.0286333e+01, 1.2288700e-01, 6.4770100e+00, 8.4057000e-02,\n",
" 5.3664340e+00, 8.4346000e-02, 1.7542945e+01, 6.8882000e-02,\n",
" 3.2982442e+01, 6.6870780e+00, 2.5822815e+01, 1.0938583e+01,\n",
" 2.2711803e+01, 1.4323071e+01, 5.7079270e+00, 3.4106060e+00,\n",
" 6.4398855e+01, 9.2723380e+00, 7.2383450e+00, 2.5572926e+01,\n",
" 9.9794000e-02, 1.1001108e+01, 1.9346300e+01, 1.5353711e+01,\n",
" 6.1613610e+00, 5.9829860e+00, 3.7441020e+00, 6.7772630e+00,\n",
" 4.3234786e+01, 1.3331419e+01, 1.0815834e+01, 3.9320680e+00,\n",
" 2.7577880e+00, 1.2102167e+01, 1.6811433e+01, 3.1714240e+00,\n",
"...\n",
" 1.3300000e-03, 3.2780000e-03, 8.7790000e-03, 3.4479000e-02,\n",
" 1.2089640e+00, 8.3868000e-02, 2.6489660e+00, 2.7253780e+00,\n",
" 2.7253780e+00, 2.1259432e+01, 1.4619356e+01, 1.8742625e+01,\n",
" 1.1868575e+01, 1.9207737e+01, 1.3063000e-01, 1.3765752e+01,\n",
" 2.0850189e+01, 2.2079100e-01, 1.2565210e+01, 9.9131790e+00,\n",
" 2.3202340e+00, 1.9014426e+01, 5.7030773e+01, 4.0922126e+01,\n",
" 1.8565311e+01, 2.3543482e+01, 2.6487124e+01, 2.3786868e+01,\n",
" 6.9407618e+01, 4.8707828e+01, 1.0792695e+01, 6.1807860e+00,\n",
" 4.0595520e+00, 2.6289591e+01, 9.1737580e+00, 1.2065969e+01,\n",
" 1.5470922e+01, 1.4784034e+01, 2.3920378e+01, 1.3400739e+01,\n",
" 3.7815770e+00, 3.9362560e+00, 2.4129700e-01, 2.2678000e-02,\n",
" 6.0698010e+00, 6.8673390e+00, 9.8507000e-02, 3.4418140e+00,\n",
" 1.2001675e+01, 7.3010010e+00, 1.3185972e+01, 1.8147420e+00,\n",
" 4.6450000e-03, 1.5502557e+01, 8.6580300e-01, 3.7880158e+01,\n",
" 1.9441060e+00, 3.0132505e+01, 1.1184511e+01, 1.4179967e+01,\n",
" 3.2871914e+01, 4.1983140e+00, 1.3906251e+01, 3.6939560e+00,\n",
" 1.1607372e+01, 1.0364594e+01, 2.3344229e+01, 2.9317820e+00,\n",
" 1.5232103e+01, 3.8695060e+00, 8.4127430e+00, 8.6182820e+00,\n",
" 1.5144970e+00, 3.3664320e+00, 2.2059280e+00, 2.6195270e+00,\n",
" 2.4090000e-03])</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'>0.0 8.46 0.1201 ... 0.5114 0.1712</div><input id='attrs-4d1fbfcf-22ac-4216-82ab-51578819c937' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d1fbfcf-22ac-4216-82ab-51578819c937' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d14e39a-9a8d-4f35-9319-85fd7c6ebb4e' class='xr-var-data-in' type='checkbox'><label for='data-1d14e39a-9a8d-4f35-9319-85fd7c6ebb4e' 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([0.0000000e+00, 8.4595130e+00, 1.2009600e-01, 4.9762540e+00,\n",
" 1.2253050e+00, 7.6264080e+00, 1.4181200e-01, 1.1884362e+01,\n",
" 9.6974800e-01, 6.0920000e-03, 2.0987990e+00, 1.7524360e+00,\n",
" 1.0952090e+00, 1.7360500e+00, 1.6024670e+00, 1.9529300e+00,\n",
" 7.5213830e+00, 1.0235066e+01, 7.0177090e+00, 1.5572180e+00,\n",
" 3.7339560e+00, 1.8755100e-01, 7.6000000e-05, 1.0031690e+00,\n",
" 2.7700010e+00, 1.2114460e+00, 2.7668320e+00, 6.3288100e-01,\n",
" 4.9085800e-01, 1.1223450e+00, 5.0801330e+00, 2.8866260e+00,\n",
" 2.3275970e+00, 1.5302570e+00, 4.6375100e-01, 2.2186660e+00,\n",
" 4.5943740e+00, 1.5457450e+00, 6.3957000e-01, 1.5090530e+00,\n",
" 2.8910120e+00, 9.9675200e-01, 5.4202200e-01, 2.9906300e-01,\n",
" 3.7366170e+00, 5.9358800e-01, 6.7696590e+00, 2.9371200e-01,\n",
" 4.9639340e+00, 3.9968000e-01, 3.9976380e+00, 6.2005800e-01,\n",
" 2.0239150e+00, 3.5080940e+00, 1.8386040e+00, 4.9717320e+00,\n",
" 1.9822100e-01, 6.8115500e+00, 9.1460900e-01, 6.0717000e+00,\n",
" 1.0514000e-02, 8.1079230e+00, 6.8011100e+00, 6.3000000e-04,\n",
" 3.3535720e+00, 5.5652470e+00, 2.2567970e+00, 3.4406420e+00,\n",
" 1.0353766e+01, 1.4733130e+00, 1.1630400e-01, 5.9717540e+00,\n",
" 6.5524000e-02, 7.9428280e+00, 4.5579410e+00, 6.7508760e+00,\n",
" 6.8710130e+00, 8.9565200e+00, 5.5620000e-02, 5.7025040e+00,\n",
"...\n",
" 1.9119000e-01, 1.9589000e-01, 1.7714600e-01, 1.9277700e-01,\n",
" 2.3427300e-01, 1.8244100e-01, 6.4375700e-01, 6.0025900e-01,\n",
" 6.0025900e-01, 4.7952100e-01, 1.0813140e+00, 1.3796600e+00,\n",
" 2.3909590e+00, 0.0000000e+00, 1.4299900e-01, 2.0673040e+00,\n",
" 1.1886790e+00, 1.0850000e-03, 2.2242330e+00, 9.0245000e-02,\n",
" 1.1180000e-03, 8.6418800e-01, 1.6340000e-02, 0.0000000e+00,\n",
" 2.8016000e-02, 1.7790000e-02, 1.0601200e-01, 6.7350000e-03,\n",
" 0.0000000e+00, 1.0000000e-05, 0.0000000e+00, 0.0000000e+00,\n",
" 1.2467100e-01, 4.7836300e-01, 3.7181300e+00, 0.0000000e+00,\n",
" 1.1480000e-03, 1.8877500e-01, 8.3844600e-01, 1.1405630e+00,\n",
" 6.6647500e-01, 3.2165100e-01, 1.0444200e-01, 5.5610000e-03,\n",
" 2.1835000e-02, 1.7604000e-02, 4.9570000e-03, 8.5727400e-01,\n",
" 0.0000000e+00, 1.6425760e+00, 1.2196000e-02, 1.4600000e-04,\n",
" 3.8792300e-01, 3.4008220e+00, 4.7375400e-01, 0.0000000e+00,\n",
" 1.0322780e+00, 0.0000000e+00, 7.3420000e-03, 2.6162160e+00,\n",
" 1.7805250e+00, 3.7330300e-01, 1.9672230e+00, 3.1686000e-01,\n",
" 1.7747990e+00, 8.5061100e-01, 4.2074200e-01, 3.5177400e-01,\n",
" 1.6463320e+00, 4.9959000e-01, 2.3434790e+00, 2.0494400e-01,\n",
" 2.1043100e-01, 5.7706800e-01, 7.1109600e-01, 5.1140800e-01,\n",
" 1.7119400e-01])</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-c3f3ae8a-c0af-480f-8b2e-6c7a904dfd5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c3f3ae8a-c0af-480f-8b2e-6c7a904dfd5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1966ce09-624a-4ca6-8556-0bd50551d4ba' class='xr-var-data-in' type='checkbox'><label for='data-1966ce09-624a-4ca6-8556-0bd50551d4ba' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-0e7c1d09-56c4-44aa-b70e-7508b5d32f9e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0e7c1d09-56c4-44aa-b70e-7508b5d32f9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9579a7f-927d-4f4f-9162-8e6b8a2e6471' class='xr-var-data-in' type='checkbox'><label for='data-a9579a7f-927d-4f4f-9162-8e6b8a2e6471' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-1fae22a1-f212-4686-9d54-aa97e5b21db9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1fae22a1-f212-4686-9d54-aa97e5b21db9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64cb02ef-1854-4410-9bab-4373d439c11c' class='xr-var-data-in' type='checkbox'><label for='data-64cb02ef-1854-4410-9bab-4373d439c11c' 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('31TEJ', dtype='<U5')</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'>0.0 0.02063 ... 0.001334 0.001138</div><input id='attrs-e309cd5e-f045-47f0-9956-ebd7ce509d18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e309cd5e-f045-47f0-9956-ebd7ce509d18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7ee3dc2-3a7a-4f36-9823-b501d5e71e16' class='xr-var-data-in' type='checkbox'><label for='data-e7ee3dc2-3a7a-4f36-9823-b501d5e71e16' 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([0.0000000e+00, 2.0627000e-02, 0.0000000e+00, 3.3012200e-01,\n",
" 3.7011260e+00, 3.0670930e+00, 9.1780000e-03, 2.5989000e-02,\n",
" 2.3420000e-03, 6.4345200e-01, 2.2760000e-03, 1.5425314e+01,\n",
" 1.3700000e-03, 5.8245000e-02, 1.6920000e-03, 2.5410000e-03,\n",
" 5.7399700e-01, 4.5800000e-04, 6.8080000e-03, 1.8600000e-04,\n",
" 2.2900000e-04, 4.9754600e-01, 3.1116620e+00, 5.4057900e-01,\n",
" 4.2358650e+00, 1.0020000e-03, 7.5600000e-04, 5.0000000e-05,\n",
" 3.8200000e-04, 8.1600000e-04, 4.5839000e-02, 5.0300000e-03,\n",
" 9.2370000e-03, 4.5800000e-04, 8.1600000e-04, 2.8040000e-03,\n",
" 1.0980000e-03, 2.1200000e-03, 1.4030000e-03, 1.9010000e-03,\n",
" 3.1500000e-04, 1.2940000e-03, 7.1000000e-04, 1.2380000e-03,\n",
" 3.3240000e-03, 1.5960000e-03, 4.8533700e-01, 1.7220000e-03,\n",
" 4.1338300e-01, 9.6500000e-04, 4.5152900e+00, 1.3770000e-03,\n",
" 8.7190950e+00, 2.9235110e+00, 5.5700000e-04, 5.8381890e+00,\n",
" 1.0000000e-05, 2.9290210e+00, 6.4800000e-03, 3.7890000e-03,\n",
" 0.0000000e+00, 2.8507000e-02, 3.8982920e+00, 7.3272200e-01,\n",
" 4.2140000e-03, 3.5377890e+00, 0.0000000e+00, 6.4472380e+00,\n",
" 3.8956700e-01, 1.9020627e+01, 1.7433900e-01, 2.1453520e+00,\n",
" 3.1783840e+00, 5.7953060e+00, 5.2927500e-01, 1.1974100e+00,\n",
" 2.4370500e-01, 8.6380530e+00, 3.6805820e+00, 4.6785000e-02,\n",
"...\n",
" 1.8020000e-03, 2.1890000e-03, 2.6410000e-03, 2.1400000e-03,\n",
" 2.2590000e-03, 1.7450000e-03, 2.3900000e-04, 3.9200000e-04,\n",
" 3.9200000e-04, 7.0000000e-06, 7.3300000e-04, 1.1840000e-03,\n",
" 1.0000000e-04, 0.0000000e+00, 1.3000000e-05, 1.4100000e-03,\n",
" 0.0000000e+00, 2.7900000e-04, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 3.2258400e-01, 0.0000000e+00, 0.0000000e+00, 1.2817000e-02,\n",
" 6.2700000e-04, 3.8550000e-03, 0.0000000e+00, 6.3000000e-05,\n",
" 0.0000000e+00, 4.5320000e-03, 4.2910000e-02, 9.3703600e-01,\n",
" 5.2514500e-01, 5.3475500e-01, 7.6392300e-01, 8.9100300e-01,\n",
" 3.2069200e-01, 8.1950000e-03, 1.0179000e-02, 4.3654500e-01,\n",
" 0.0000000e+00, 1.0900000e-04, 2.0900000e-04, 0.0000000e+00,\n",
" 3.0190000e-03, 4.7100000e-04, 1.1050000e-03, 3.6000000e-05,\n",
" 2.3260000e-03, 9.6000000e-05, 0.0000000e+00, 3.8690000e-03,\n",
" 6.1000000e-04, 2.5580000e-03, 3.7200000e-04, 1.5300000e-04,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 1.0300000e-04, 3.6200000e-04,\n",
" 7.5000000e-04, 1.0980000e-03, 1.2040000e-03, 1.3340000e-03,\n",
" 1.1380000e-03])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-59a27a90-dbfe-4099-b1d1-71e145743421' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-59a27a90-dbfe-4099-b1d1-71e145743421' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d809d643-dc1e-4a08-bb66-4d5ca417803d' class='xr-var-data-in' type='checkbox'><label for='data-d809d643-dc1e-4a08-bb66-4d5ca417803d' 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(['descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
"...\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'ascending', 'ascending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'ascending', 'descending', 'ascending', 'descending', 'ascending',\n",
" 'descending', 'ascending', 'descending', 'descending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending'],\n",
" dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_N021...</div><input id='attrs-a83c6cbc-b9f0-4398-b813-137235bebe15' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a83c6cbc-b9f0-4398-b813-137235bebe15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd3ad24a-fc46-4a10-b69f-2bfcfebe3efa' class='xr-var-data-in' type='checkbox'><label for='data-cd3ad24a-fc46-4a10-b69f-2bfcfebe3efa' 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(['S2B_MSIL2A_20200103T104339_N0212_R008_T31TEJ_20201002T223233.SAFE',\n",
" 'S2A_MSIL2A_20200108T104421_N0212_R008_T31TEJ_20201029T135806.SAFE',\n",
" 'S2B_MSIL2A_20200113T104309_N0212_R008_T31TEJ_20201002T181622.SAFE',\n",
" 'S2A_MSIL2A_20200118T104351_N0212_R008_T31TEJ_20201002T201256.SAFE',\n",
" 'S2B_MSIL2A_20200123T104229_N0212_R008_T31TEJ_20201002T075615.SAFE',\n",
" 'S2A_MSIL2A_20200128T104301_N0212_R008_T31TEJ_20201002T132601.SAFE',\n",
" 'S2B_MSIL2A_20200202T104149_N0212_R008_T31TEJ_20200930T133418.SAFE',\n",
" 'S2A_MSIL2A_20200207T104211_N0212_R008_T31TEJ_20201001T051237.SAFE',\n",
" 'S2B_MSIL2A_20200212T104049_N0212_R008_T31TEJ_20201001T201457.SAFE',\n",
" 'S2A_MSIL2A_20200217T104111_N0212_R008_T31TEJ_20200929T144058.SAFE',\n",
" 'S2B_MSIL2A_20200222T103939_N0212_R008_T31TEJ_20200927T203139.SAFE',\n",
" 'S2A_MSIL2A_20200227T104021_N0212_R008_T31TEJ_20200928T171842.SAFE',\n",
" 'S2B_MSIL2A_20200303T103829_N0212_R008_T31TEJ_20200926T041717.SAFE',\n",
" 'S2A_MSIL2A_20200308T104021_N0212_R008_T31TEJ_20200930T034706.SAFE',\n",
" 'S2B_MSIL2A_20200313T103719_N0212_R008_T31TEJ_20201008T163629.SAFE',\n",
" 'S2A_MSIL2A_20200318T104021_N0212_R008_T31TEJ_20201010T173151.SAFE',\n",
" 'S2B_MSIL2A_20200323T103639_N0212_R008_T31TEJ_20201015T073318.SAFE',\n",
" 'S2A_MSIL2A_20200328T104021_N0212_R008_T31TEJ_20201101T183657.SAFE',\n",
" 'S2B_MSIL2A_20200402T103619_N0212_R008_T31TEJ_20200924T180823.SAFE',\n",
" 'S2A_MSIL2A_20200407T104021_N0212_R008_T31TEJ_20200925T085149.SAFE',\n",
"...\n",
" 'S2B_MSIL2A_20230427T103629_N0509_R008_T31TEJ_20230427T173025.SAFE',\n",
" 'S2B_MSIL2A_20230507T103629_N0509_R008_T31TEJ_20230507T163149.SAFE',\n",
" 'S2A_MSIL2A_20230512T103621_N0509_R008_T31TEJ_20230512T210229.SAFE',\n",
" 'S2B_MSIL2A_20230517T103629_N0509_R008_T31TEJ_20230517T152452.SAFE',\n",
" 'S2A_MSIL2A_20230522T103631_N0509_R008_T31TEJ_20230522T193019.SAFE',\n",
" 'S2B_MSIL2A_20230527T103629_N0509_R008_T31TEJ_20230527T154622.SAFE',\n",
" 'S2A_MSIL2A_20230601T104021_N0509_R008_T31TEJ_20230602T000639.SAFE',\n",
" 'S2B_MSIL2A_20230606T103629_N0509_R008_T31TEJ_20230606T154522.SAFE',\n",
" 'S2A_MSIL2A_20230611T103631_N0509_R008_T31TEJ_20230611T200338.SAFE',\n",
" 'S2B_MSIL2A_20230616T103629_N0509_R008_T31TEJ_20230616T153427.SAFE',\n",
" 'S2A_MSIL2A_20230621T103631_N0509_R008_T31TEJ_20230622T115448.SAFE',\n",
" 'S2B_MSIL2A_20230626T103629_N0509_R008_T31TEJ_20230626T142544.SAFE',\n",
" 'S2A_MSIL2A_20230701T103631_N0509_R008_T31TEJ_20230701T212218.SAFE',\n",
" 'S2B_MSIL2A_20230706T103629_N0509_R008_T31TEJ_20230706T161410.SAFE',\n",
" 'S2A_MSIL2A_20230711T103631_N0509_R008_T31TEJ_20230711T234547.SAFE',\n",
" 'S2B_MSIL2A_20230716T103629_N0509_R008_T31TEJ_20230716T150802.SAFE',\n",
" 'S2A_MSIL2A_20230721T103631_N0509_R008_T31TEJ_20230721T203353.SAFE',\n",
" 'S2B_MSIL2A_20230726T103629_N0509_R008_T31TEJ_20230726T141750.SAFE',\n",
" 'S2A_MSIL2A_20230731T103631_N0509_R008_T31TEJ_20230731T221616.SAFE'],\n",
" dtype='<U65')</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'>8 8 8 8 8 8 8 8 ... 8 8 8 8 8 8 8 8</div><input id='attrs-58b594ea-9861-4516-9f65-626d02830b38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58b594ea-9861-4516-9f65-626d02830b38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-296689d3-68e2-4d20-bbd9-bf3bc12d83f1' class='xr-var-data-in' type='checkbox'><label for='data-296689d3-68e2-4d20-bbd9-bf3bc12d83f1' 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([8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8])</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'>99.99 18.45 ... 18.07 0.002946</div><input id='attrs-f6ef7af6-6daa-4c2e-ac6c-d8ce56ce2da6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6ef7af6-6daa-4c2e-ac6c-d8ce56ce2da6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09f00b74-33b7-4edb-afe7-c6027fcbb2a5' class='xr-var-data-in' type='checkbox'><label for='data-09f00b74-33b7-4edb-afe7-c6027fcbb2a5' 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([9.9993728e+01, 1.8450535e+01, 9.9714175e+01, 4.2715595e+01,\n",
" 9.4354468e+01, 6.3195297e+01, 9.9373767e+01, 5.6325545e+01,\n",
" 8.0719548e+01, 9.9265862e+01, 1.3521662e+01, 8.0414678e+01,\n",
" 9.8744234e+01, 1.0998416e+01, 5.3227610e+00, 1.1027540e+00,\n",
" 7.8894577e+01, 1.6817373e+01, 1.7588745e+01, 8.4488610e+00,\n",
" 1.7121631e+01, 9.5682495e+01, 9.6855426e+01, 9.7821701e+01,\n",
" 7.4506875e+01, 2.5300771e+01, 5.6492706e+01, 2.0043760e+00,\n",
" 4.3234260e+00, 3.8975620e+00, 7.4081844e+01, 1.4752113e+01,\n",
" 8.1580099e+01, 3.3623279e+01, 5.4558880e+00, 9.9760320e+00,\n",
" 3.9235629e+01, 1.0964762e+01, 7.5160700e-01, 1.8360889e+01,\n",
" 4.5893179e+01, 5.7999310e+00, 4.0563340e+00, 1.4985000e-01,\n",
" 4.8880030e+01, 3.3226700e-01, 5.8626354e+01, 1.5779000e-01,\n",
" 3.2951355e+01, 1.3504300e-01, 7.2708466e+01, 9.6048000e-02,\n",
" 8.0845650e+01, 8.6502660e+01, 7.1766262e+01, 6.8507335e+01,\n",
" 9.8575445e+01, 6.5592548e+01, 9.6413679e+01, 1.1474437e+01,\n",
" 9.9684690e+01, 7.3045955e+01, 6.4630192e+01, 9.8940738e+01,\n",
" 1.4035900e-01, 7.9419589e+01, 7.0190610e+01, 8.3895032e+01,\n",
" 1.7230929e+01, 6.9449794e+01, 9.9561641e+01, 2.3009900e+01,\n",
" 9.6752435e+01, 4.3201385e+01, 6.6264147e+01, 2.4385369e+01,\n",
" 2.7104872e+01, 5.3404492e+01, 9.6170433e+01, 1.3990671e+01,\n",
"...\n",
" 6.9584700e-01, 3.7710000e-03, 1.3460000e-02, 7.3961000e-02,\n",
" 2.5529310e+00, 2.8911000e-01, 5.1949400e+00, 5.1111590e+00,\n",
" 5.1111590e+00, 5.7313043e+01, 3.8841587e+01, 4.5367822e+01,\n",
" 4.9129492e+01, 9.9929243e+01, 1.0534731e+01, 5.1004982e+01,\n",
" 8.9089566e+01, 1.1825244e+01, 6.0303569e+01, 9.0609491e+01,\n",
" 9.9688536e+01, 6.6859937e+01, 9.9297172e+01, 9.9742335e+01,\n",
" 9.7766227e+01, 9.6711701e+01, 9.1974264e+01, 9.4841719e+01,\n",
" 9.7558242e+01, 9.9046123e+01, 9.9990958e+01, 9.8455101e+01,\n",
" 9.8227829e+01, 8.2325709e+01, 7.3151344e+01, 9.9247587e+01,\n",
" 9.5689464e+01, 6.8167257e+01, 5.1449549e+01, 4.9077690e+01,\n",
" 2.6739436e+01, 1.7117657e+01, 3.0078200e-01, 6.1414880e+00,\n",
" 3.7088239e+01, 9.1543347e+01, 8.0440340e+00, 1.0943580e+01,\n",
" 9.9949485e+01, 4.8297510e+01, 9.7738850e+01, 9.9684834e+01,\n",
" 1.2774500e-01, 5.7059097e+01, 1.9373174e+01, 9.9995553e+01,\n",
" 6.8690760e+00, 9.9986076e+01, 9.9395037e+01, 5.1279879e+01,\n",
" 7.5446057e+01, 1.4524019e+01, 4.5211822e+01, 1.4027986e+01,\n",
" 2.8979525e+01, 4.6463826e+01, 6.6894674e+01, 2.1844496e+01,\n",
" 4.8349798e+01, 7.4066450e+00, 6.6902173e+01, 3.9708835e+01,\n",
" 4.3774140e+00, 7.3171820e+00, 5.2186660e+00, 1.8074439e+01,\n",
" 2.9460000e-03])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2B_20200103T104339_014763_N02...</div><input id='attrs-fab10300-1df6-45ba-8238-e4b78c54d021' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fab10300-1df6-45ba-8238-e4b78c54d021' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7433087e-daa6-4364-bf8f-66f0b6aa2096' class='xr-var-data-in' type='checkbox'><label for='data-7433087e-daa6-4364-bf8f-66f0b6aa2096' 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(['GS2B_20200103T104339_014763_N02.12',\n",
" 'GS2A_20200108T104421_023743_N02.12',\n",
" 'GS2B_20200113T104309_014906_N02.12',\n",
" 'GS2A_20200118T104351_023886_N02.12',\n",
" 'GS2B_20200123T104229_015049_N02.12',\n",
" 'GS2A_20200128T104301_024029_N02.12',\n",
" 'GS2B_20200202T104149_015192_N02.12',\n",
" 'GS2A_20200207T104211_024172_N02.12',\n",
" 'GS2B_20200212T104049_015335_N02.12',\n",
" 'GS2A_20200217T104111_024315_N02.12',\n",
" 'GS2B_20200222T103939_015478_N02.12',\n",
" 'GS2A_20200227T104021_024458_N02.12',\n",
" 'GS2B_20200303T103829_015621_N02.12',\n",
" 'GS2A_20200308T104021_024601_N02.12',\n",
" 'GS2B_20200313T103719_015764_N02.12',\n",
" 'GS2A_20200318T104021_024744_N02.12',\n",
" 'GS2B_20200323T103639_015907_N02.12',\n",
" 'GS2A_20200328T104021_024887_N02.12',\n",
" 'GS2B_20200402T103619_016050_N02.12',\n",
" 'GS2A_20200407T104021_025030_N02.12',\n",
"...\n",
" 'GS2A_20230422T103621_040903_N05.09',\n",
" 'GS2B_20230427T103629_032066_N05.09',\n",
" 'GS2B_20230507T103629_032209_N05.09',\n",
" 'GS2A_20230512T103621_041189_N05.09',\n",
" 'GS2B_20230517T103629_032352_N05.09',\n",
" 'GS2A_20230522T103631_041332_N05.09',\n",
" 'GS2B_20230527T103629_032495_N05.09',\n",
" 'GS2A_20230601T104021_041475_N05.09',\n",
" 'GS2B_20230606T103629_032638_N05.09',\n",
" 'GS2A_20230611T103631_041618_N05.09',\n",
" 'GS2B_20230616T103629_032781_N05.09',\n",
" 'GS2A_20230621T103631_041761_N05.09',\n",
" 'GS2B_20230626T103629_032924_N05.09',\n",
" 'GS2A_20230701T103631_041904_N05.09',\n",
" 'GS2B_20230706T103629_033067_N05.09',\n",
" 'GS2A_20230711T103631_042047_N05.09',\n",
" 'GS2B_20230716T103629_033210_N05.09',\n",
" 'GS2A_20230721T103631_042190_N05.09',\n",
" 'GS2B_20230726T103629_033353_N05.09',\n",
" 'GS2A_20230731T103631_042333_N05.09'], dtype='<U34')</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'>0.0 13.88 0.000428 ... 12.71 14.86</div><input id='attrs-e4f24317-5d6c-41f4-af48-94a34dcfc395' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4f24317-5d6c-41f4-af48-94a34dcfc395' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fb8a35c-ddda-4510-af20-243f2aadb247' class='xr-var-data-in' type='checkbox'><label for='data-4fb8a35c-ddda-4510-af20-243f2aadb247' 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([0.0000000e+00, 1.3878916e+01, 4.2800000e-04, 1.0153680e+00,\n",
" 2.1356900e-01, 9.9014700e+00, 2.7560000e-03, 3.9452100e+00,\n",
" 6.9882910e+00, 4.4569000e-02, 1.1626204e+01, 2.1217080e+00,\n",
" 0.0000000e+00, 1.5026735e+01, 1.1288168e+01, 1.4048238e+01,\n",
" 8.6571140e+00, 1.3156360e+01, 1.4936779e+01, 1.3390812e+01,\n",
" 1.1278205e+01, 3.3244180e+00, 3.2837000e-02, 5.2254300e-01,\n",
" 9.6795960e+00, 9.3913530e+00, 1.2128563e+01, 1.3610286e+01,\n",
" 1.2694168e+01, 1.4723067e+01, 9.5352270e+00, 1.4824210e+01,\n",
" 5.1668110e+00, 6.4626510e+00, 1.4707918e+01, 1.3306947e+01,\n",
" 3.9911780e+00, 1.4175439e+01, 1.4718948e+01, 1.3567846e+01,\n",
" 1.7442740e+00, 1.2883309e+01, 1.1966159e+01, 1.4825389e+01,\n",
" 5.0483900e-01, 3.3092821e+01, 7.7061430e+00, 1.4829008e+01,\n",
" 1.4577532e+01, 1.4862269e+01, 1.0414829e+01, 1.4875513e+01,\n",
" 6.0793490e+00, 4.6074800e+00, 2.5165480e+00, 7.0742500e+00,\n",
" 5.6930000e-03, 7.0407530e+00, 6.3900000e-03, 1.2648790e+01,\n",
" 6.5282000e-02, 2.4492490e+00, 1.0062340e+01, 3.1746100e-01,\n",
" 1.5100895e+01, 3.2794000e-02, 6.4828020e+00, 3.9048480e+00,\n",
" 1.3534838e+01, 7.6800180e+00, 5.8100000e-04, 1.3639989e+01,\n",
" 1.3840000e-03, 6.9779770e+00, 8.7798190e+00, 1.0093682e+01,\n",
" 1.2481048e+01, 5.7299840e+00, 1.9280000e-03, 1.4792979e+01,\n",
"...\n",
" 1.4850077e+01, 1.5649903e+01, 1.4844915e+01, 1.4835027e+01,\n",
" 1.4768760e+01, 1.4845173e+01, 1.4860256e+01, 1.4912759e+01,\n",
" 1.4912759e+01, 5.6684680e+00, 1.2027390e+01, 1.3779162e+01,\n",
" 1.0204373e+01, 0.0000000e+00, 1.1766865e+01, 1.2015823e+01,\n",
" 9.0747200e-01, 1.0820579e+01, 4.4107450e+00, 9.6516300e-01,\n",
" 0.0000000e+00, 1.0312200e-01, 9.0690000e-02, 0.0000000e+00,\n",
" 7.4268500e-01, 1.3417000e-02, 9.6024600e-01, 1.8786740e+00,\n",
" 2.9710300e-01, 7.8170000e-03, 0.0000000e+00, 5.2400000e-04,\n",
" 1.3800000e-03, 3.9826740e+00, 8.9542000e-02, 8.0000000e-05,\n",
" 2.5058290e+00, 1.0611738e+01, 2.3045750e+00, 9.6266020e+00,\n",
" 1.2096865e+01, 1.5134023e+01, 1.4864933e+01, 1.5047394e+01,\n",
" 3.0747040e+00, 3.8890580e+00, 1.3446300e+01, 1.3372247e+01,\n",
" 0.0000000e+00, 1.3514950e+00, 1.7323760e+00, 1.9600000e-04,\n",
" 1.5041175e+01, 1.0875811e+01, 1.1042180e+01, 0.0000000e+00,\n",
" 1.2574367e+01, 0.0000000e+00, 1.1510000e-03, 1.1034201e+01,\n",
" 3.6646960e+00, 1.3154280e+01, 1.0030816e+01, 1.4517096e+01,\n",
" 1.4647445e+01, 1.3051032e+01, 5.0791770e+00, 1.2981088e+01,\n",
" 6.2175300e-01, 1.4791043e+01, 9.9417390e+00, 3.8344570e+00,\n",
" 1.3693227e+01, 1.4858130e+01, 1.4251472e+01, 1.2712008e+01,\n",
" 1.4861973e+01])</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'>0.006146 7.736 ... 0.05335 0.02891</div><input id='attrs-b077d6de-5b60-438e-b3f9-fc75da968a8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b077d6de-5b60-438e-b3f9-fc75da968a8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-529ef826-91ed-4ca2-a778-c7229ff26160' class='xr-var-data-in' type='checkbox'><label for='data-529ef826-91ed-4ca2-a778-c7229ff26160' 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([6.1460000e-03, 7.7361670e+00, 8.0660000e-02, 1.0630748e+01,\n",
" 4.2349900e-01, 2.9928770e+00, 1.2499600e-01, 3.7580270e+00,\n",
" 6.5890600e-01, 3.9940000e-02, 4.3805360e+00, 1.4547100e-01,\n",
" 6.9704000e-02, 3.2297710e+00, 2.2201660e+00, 2.1976440e+00,\n",
" 5.8214500e-01, 1.8918090e+00, 2.2962440e+00, 9.7620400e-01,\n",
" 1.2109620e+00, 1.6035000e-02, 0.0000000e+00, 2.6810000e-03,\n",
" 1.9419300e-01, 4.4749000e-01, 6.0162000e-01, 4.7843900e-01,\n",
" 4.1771600e-01, 4.8277200e-01, 2.1607400e-01, 8.6685900e-01,\n",
" 1.0675500e-01, 3.9132300e-01, 4.8499800e-01, 3.2300800e-01,\n",
" 4.2364800e-01, 4.6754000e-01, 5.0277900e-01, 4.1334000e-01,\n",
" 1.7599100e-01, 2.8548000e-01, 3.4813800e-01, 2.3650900e-01,\n",
" 2.1634000e-01, 4.1101000e-01, 1.3338480e+00, 2.5235800e-01,\n",
" 1.6026560e+00, 2.8539100e-01, 4.1166100e-01, 3.5885800e-01,\n",
" 6.0105000e-01, 2.6152500e-01, 4.5179000e-01, 6.7481200e-01,\n",
" 5.6091000e-02, 1.0887720e+00, 1.8169800e-01, 2.5037310e+00,\n",
" 4.0840000e-03, 2.1043560e+00, 2.5996770e+00, 8.2320000e-03,\n",
" 6.3647080e+00, 1.9731490e+00, 3.0957790e+00, 1.0155940e+00,\n",
" 1.0096677e+01, 1.8364240e+00, 1.2299900e-01, 6.6115600e+00,\n",
" 2.1830000e-03, 7.6445830e+00, 6.0275680e+00, 7.3270070e+00,\n",
" 5.7001040e+00, 3.7523470e+00, 9.1284000e-02, 5.3233930e+00,\n",
"...\n",
" 2.1705000e-02, 2.5847000e-02, 2.5637000e-02, 3.8922000e-02,\n",
" 5.0342000e-02, 5.2574000e-02, 8.6984000e-02, 1.2439700e-01,\n",
" 1.2439700e-01, 1.1039400e-01, 2.4516000e-02, 4.0332000e-02,\n",
" 1.0489000e-01, 0.0000000e+00, 1.6739200e-01, 1.8401000e-02,\n",
" 4.1900000e-03, 1.1547300e-01, 8.7329000e-02, 1.0320000e-03,\n",
" 1.8280000e-03, 3.7029700e-01, 0.0000000e+00, 1.0869000e-02,\n",
" 8.8920000e-03, 1.4838400e-01, 2.6297000e-02, 4.5398000e-02,\n",
" 6.2140000e-03, 9.0086000e-02, 1.1610000e-03, 7.3182000e-02,\n",
" 2.6702000e-02, 7.1120600e-01, 2.9295160e+00, 6.1261000e-02,\n",
" 6.3271000e-02, 9.6667600e-01, 1.8574360e+00, 2.0282170e+00,\n",
" 2.2649580e+00, 2.7667990e+00, 3.3053370e+00, 2.5792420e+00,\n",
" 1.8503190e+00, 2.8384000e-02, 9.1649000e-01, 5.1844600e-01,\n",
" 0.0000000e+00, 2.0772300e-01, 0.0000000e+00, 2.3900000e-04,\n",
" 9.1235400e-01, 1.1876070e+00, 5.1584800e-01, 0.0000000e+00,\n",
" 4.7793500e-01, 0.0000000e+00, 0.0000000e+00, 7.5660000e-02,\n",
" 4.9525000e-02, 4.1894000e-02, 1.3245000e-02, 2.4811000e-02,\n",
" 1.7644000e-02, 2.5448000e-02, 1.0010000e-02, 3.1556000e-02,\n",
" 1.3840000e-03, 2.9569000e-02, 9.0962000e-02, 2.8062000e-02,\n",
" 1.2893000e-02, 4.0746000e-02, 4.0199000e-02, 5.3354000e-02,\n",
" 2.8908000e-02])</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'>0.0 0.8519 ... 1.554 0.000912</div><input id='attrs-fd38fa32-3bbd-456b-8037-62665fd752b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fd38fa32-3bbd-456b-8037-62665fd752b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f68c124-cbbe-4035-b661-5cf041070756' class='xr-var-data-in' type='checkbox'><label for='data-7f68c124-cbbe-4035-b661-5cf041070756' 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([0.0000000e+00, 8.5194500e-01, 2.9360000e-03, 4.0036760e+00,\n",
" 5.7173000e-02, 6.1002950e+00, 2.2165500e-01, 4.3549630e+00,\n",
" 8.9592000e-02, 0.0000000e+00, 7.4582000e-02, 1.1834100e-01,\n",
" 2.7807000e-02, 3.1453600e-01, 1.8975400e-01, 7.4313000e-02,\n",
" 3.2493000e-01, 8.9190800e-01, 6.6108060e+00, 5.8928000e-02,\n",
" 2.2423880e+00, 2.2400000e-03, 0.0000000e+00, 0.0000000e+00,\n",
" 1.2693100e-01, 9.1758500e-01, 8.1863000e-01, 8.7896000e-02,\n",
" 8.6486000e-02, 1.1789870e+00, 3.6108400e-01, 1.1178200e+00,\n",
" 9.3636000e-02, 5.1661400e-01, 2.6057600e-01, 3.8836300e-01,\n",
" 9.5244500e-01, 3.4351900e-01, 3.7164400e-01, 3.1012500e-01,\n",
" 3.9773900e-01, 1.6175100e-01, 4.7621000e-02, 1.2687000e-02,\n",
" 9.7525000e-02, 2.3117000e-02, 2.8471900e+00, 1.4436000e-02,\n",
" 3.8130020e+00, 1.9416000e-02, 9.4889500e-01, 1.3872000e-02,\n",
" 3.4686700e-01, 3.0358600e-01, 9.0932000e-02, 8.5647400e-01,\n",
" 3.6941000e-02, 2.2351320e+00, 2.4327100e-01, 5.3253300e-01,\n",
" 1.3800000e-03, 3.0068950e+00, 4.1859690e+00, 0.0000000e+00,\n",
" 2.7055800e-01, 3.2396510e+00, 1.5234120e+00, 1.0847940e+00,\n",
" 4.5227830e+00, 1.1089900e-01, 2.2352000e-02, 2.8318960e+00,\n",
" 9.0000000e-05, 3.0287130e+00, 2.2993290e+00, 5.9327600e+00,\n",
" 3.4657750e+00, 1.0358141e+01, 0.0000000e+00, 2.2449020e+00,\n",
"...\n",
" 0.0000000e+00, 6.9300000e-04, 4.0100000e-04, 7.4330000e-02,\n",
" 1.0294030e+00, 8.8122000e-02, 1.9565960e+00, 2.3884450e+00,\n",
" 2.3884450e+00, 5.7926000e-02, 1.0209101e+01, 1.3750592e+01,\n",
" 8.1005390e+00, 7.0756000e-02, 2.1600000e-04, 2.4857810e+00,\n",
" 5.4085400e-01, 3.0200000e-04, 2.2425970e+00, 6.9418910e+00,\n",
" 3.0807500e-01, 3.8038820e+00, 9.0381000e-02, 2.4679100e-01,\n",
" 1.3387450e+00, 2.4427790e+00, 2.3876690e+00, 3.2261680e+00,\n",
" 1.8066070e+00, 8.5450900e-01, 7.8770000e-03, 1.4562820e+00,\n",
" 1.4530340e+00, 1.1236040e+00, 4.0078500e+00, 6.9045600e-01,\n",
" 1.7388510e+00, 3.6179550e+00, 7.8011890e+00, 3.8362710e+00,\n",
" 1.5191500e+00, 9.5686700e-01, 1.1463800e-01, 0.0000000e+00,\n",
" 3.4260000e-01, 2.9990350e+00, 4.8294000e-02, 8.0865800e-01,\n",
" 5.0517000e-02, 7.5110900e-01, 5.0888000e-01, 3.1362900e-01,\n",
" 7.0000000e-06, 1.9968550e+00, 7.5009400e-01, 4.4060000e-03,\n",
" 1.0651220e+00, 1.3825000e-02, 5.5966300e-01, 4.6567860e+00,\n",
" 2.1103450e+00, 1.5763250e+00, 5.6927550e+00, 4.0312210e+00,\n",
" 7.6349890e+00, 1.9076450e+00, 2.5251210e+00, 2.8575290e+00,\n",
" 3.1436900e-01, 1.4581170e+00, 1.0018610e+00, 6.4127600e-01,\n",
" 1.2609400e-01, 2.4154500e+00, 1.2218140e+00, 1.5543210e+00,\n",
" 9.1200000e-04])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-10-02T22:32:33.857Z' ... '...</div><input id='attrs-393bf30c-4f3c-48af-a1fc-758d0fcd18bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-393bf30c-4f3c-48af-a1fc-758d0fcd18bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7fd82eb-bc0e-441e-b906-bdd7ea9213c5' class='xr-var-data-in' type='checkbox'><label for='data-e7fd82eb-bc0e-441e-b906-bdd7ea9213c5' 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(['2020-10-02T22:32:33.857Z', '2020-10-29T13:58:06.345Z',\n",
" '2020-10-02T18:16:22.839Z', '2020-10-02T20:12:56.321Z',\n",
" '2020-10-02T07:56:15.776Z', '2020-10-02T13:26:01.655Z',\n",
" '2020-09-30T13:34:18.314Z', '2020-10-01T05:12:37.299Z',\n",
" '2020-10-01T20:14:57.467Z', '2020-09-29T14:40:58.950Z',\n",
" '2020-09-27T20:31:39.756Z', '2020-09-28T17:18:42.436Z',\n",
" '2020-09-26T04:17:17.615Z', '2020-09-30T03:47:06.423Z',\n",
" '2020-10-08T16:36:29.416Z', '2020-10-10T17:31:51.744Z',\n",
" '2020-10-15T07:33:18.849Z', '2020-11-01T18:36:57.922Z',\n",
" '2020-09-24T18:08:23.302Z', '2020-09-25T08:51:49.732Z',\n",
" '2020-09-23T06:21:00.393Z', '2020-09-23T21:11:31.207Z',\n",
" '2020-09-21T16:48:47.537Z', '2020-09-22T07:17:55.882Z',\n",
" '2020-09-20T06:04:51.994Z', '2020-09-20T20:53:50.485Z',\n",
" '2020-09-17T23:06:24.366Z', '2020-09-09T23:39:44.938Z',\n",
" '2020-09-19T01:09:14.559Z', '2020-09-19T01:09:13.332Z',\n",
" '2020-08-25T19:00:57.774Z', '2020-08-26T08:40:23.582Z',\n",
" '2020-10-24T03:37:36.201Z', '2020-08-22T23:10:30.422Z',\n",
" '2020-09-19T01:09:17.517Z', '2020-08-24T04:20:25.329Z',\n",
" '2020-08-24T20:54:20.816Z', '2020-08-25T10:08:13.271Z',\n",
" '2020-09-19T01:09:19.978Z', '2020-08-16T08:09:58.341Z',\n",
"...\n",
" '2023-01-17T20:15:03.565055Z', '2023-01-23T21:54:10.249686Z',\n",
" '2023-01-28T14:19:05.593112Z', '2023-02-02T06:03:25.251171Z',\n",
" '2023-02-07T08:10:07.664062Z', '2023-02-12T02:49:39.803770Z',\n",
" '2023-02-17T06:36:02.759973Z', '2023-02-26T12:41:17.972084Z',\n",
" '2023-02-28T09:11:55.136542Z', '2023-03-03T19:32:17.302299Z',\n",
" '2023-03-08T17:15:11.252323Z', '2023-03-13T19:26:49.671011Z',\n",
" '2023-03-18T18:24:13.532931Z', '2023-03-23T21:57:31.941622Z',\n",
" '2023-03-28T16:55:13.355230Z', '2023-04-02T21:23:19.118600Z',\n",
" '2023-04-07T16:17:32.247494Z', '2023-04-12T22:34:21.593150Z',\n",
" '2023-04-17T16:03:17.800762Z', '2023-04-23T17:41:01.994145Z',\n",
" '2023-04-27T17:30:25.675929Z', '2023-05-07T16:31:49.840075Z',\n",
" '2023-05-12T21:02:29.471543Z', '2023-05-17T15:24:52.751677Z',\n",
" '2023-05-22T19:30:19.83067Z', '2023-05-27T15:46:22.547584Z',\n",
" '2023-06-02T00:06:39.608852Z', '2023-06-06T15:45:22.536576Z',\n",
" '2023-06-11T20:03:38.125823Z', '2023-06-16T15:34:27.728136Z',\n",
" '2023-06-22T11:54:48.477175Z', '2023-06-26T14:25:44.964716Z',\n",
" '2023-07-01T21:22:18.126087Z', '2023-07-06T16:14:10.864725Z',\n",
" '2023-07-11T23:45:47.806015Z', '2023-07-16T15:08:02.348482Z',\n",
" '2023-07-21T20:33:53.43496Z', '2023-07-26T14:17:50.929055Z',\n",
" '2023-07-31T22:16:16.247462Z'], dtype='<U27')</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'>1.034 1.034 1.034 ... 0.9688 0.9697</div><input id='attrs-0f00ca71-5040-4e81-b418-982c791b34ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f00ca71-5040-4e81-b418-982c791b34ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1918aa80-51e5-4807-b295-279ceb6242ef' class='xr-var-data-in' type='checkbox'><label for='data-1918aa80-51e5-4807-b295-279ceb6242ef' 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([1.03422893, 1.0343151 , 1.03414119, 1.03370861, 1.03302127,\n",
" 1.03208464, 1.0309071 , 1.02949804, 1.02786993, 1.02603553,\n",
" 1.02401095, 1.02181163, 1.01945691, 1.01696369, 1.01435485,\n",
" 1.01164699, 1.00886603, 1.00602795, 1.00316032, 1.00027842,\n",
" 0.99741006, 0.99456988, 0.99178474, 0.98906826, 0.98644584,\n",
" 0.98392962, 0.98154278, 0.97929598, 0.9772095 , 0.97529251,\n",
" 0.97356191, 0.97202514, 0.97069557, 0.96957877, 0.96868439,\n",
" 0.96801609, 0.96757962, 0.96737674, 0.96740919, 0.96767684,\n",
" 0.96817739, 0.96890882, 0.96986485, 0.97104152, 0.9724287 ,\n",
" 0.97402053, 0.97580314, 0.97776885, 0.97990028, 0.98218799,\n",
" 0.98461143, 0.9871595 , 0.98980905, 0.99254711, 0.99534903,\n",
" 0.99819948, 1.00107374, 1.0039538 , 1.00681599, 1.00964032,\n",
" 1.01240411, 1.01508637, 1.01766606, 1.02012275, 1.0224368 ,\n",
" 1.02656346, 1.02834223, 1.02991115, 1.03125717, 1.03236883,\n",
" 1.03323713, 1.03385432, 1.03421545, 1.03431728, 1.03415899,\n",
" 1.03374203, 1.03214813, 1.03098458, 1.02958952, 1.02797384,\n",
" 1.02615192, 1.02413785, 1.02194921, 1.01960238, 1.01711834,\n",
" 1.01451404, 1.01181389, 1.00903409, 1.00620166, 1.00333223,\n",
" 1.00045361, 0.99758082, 0.99474134, 0.99194938, 0.98923113,\n",
" 0.98659969, 0.98407927, 0.98168159, 0.97942831, 0.97732957,\n",
"...\n",
" 1.00637363, 1.00350733, 0.9977549 , 0.99491133, 0.99211737,\n",
" 0.98939268, 0.98675682, 0.98422787, 0.98182352, 0.97955989,\n",
" 0.97745241, 0.97551503, 0.97376056, 0.97220044, 0.97084479,\n",
" 0.96970233, 0.96878037, 0.96808475, 0.96761993, 0.96738878,\n",
" 0.9673928 , 0.96763196, 0.96810473, 0.96880814, 0.96973773,\n",
" 0.9708876 , 0.97225038, 0.97381735, 0.97557822, 0.97557822,\n",
" 0.97752167, 0.97963467, 0.98190337, 0.98431224, 0.98684514,\n",
" 0.9894844 , 0.99221223, 0.99500809, 0.99785359, 1.00072633,\n",
" 1.00360692, 1.00647237, 1.00930256, 1.01207438, 1.01476797,\n",
" 1.01736077, 1.0198337 , 1.02216565, 1.02433913, 1.02633521,\n",
" 1.02813858, 1.02973333, 1.03110708, 1.0322475 , 1.03314562,\n",
" 1.03379339, 1.03418562, 1.03431879, 1.03419185, 1.03380594,\n",
" 1.03316414, 1.03227227, 1.03113739, 1.02976967, 1.02817991,\n",
" 1.02638215, 1.02439034, 1.02222184, 1.01989334, 1.01742462,\n",
" 1.01483434, 1.0121441 , 1.00937375, 1.00654556, 1.00368075,\n",
" 1.00080081, 0.99792746, 0.99508159, 0.99228405, 0.98955465,\n",
" 0.984377 , 0.98196465, 0.97969211, 0.97757479, 0.97562679,\n",
" 0.97386005, 0.97228881, 0.97092057, 0.96976504, 0.9688296 ,\n",
" 0.96812021, 0.96764135, 0.96739607, 0.96738589, 0.96761089,\n",
" 0.96806965, 0.96875927, 0.96967538])</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'>3.37 2.7e-05 0.0 ... 3e-06 1.3e-05</div><input id='attrs-85a1b90a-e302-4fc7-8cb4-3badf7957dda' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85a1b90a-e302-4fc7-8cb4-3badf7957dda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcbe757a-738b-4fca-b9c7-ec084e7373e0' class='xr-var-data-in' type='checkbox'><label for='data-fcbe757a-738b-4fca-b9c7-ec084e7373e0' 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([3.3704530e+00, 2.7000000e-05, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 3.5565570e+00, 1.0000000e-05,\n",
" 7.0000000e-06, 0.0000000e+00, 1.5600000e-04, 0.0000000e+00,\n",
" 0.0000000e+00, 4.3800000e-04, 2.7000000e-05, 2.0000000e-05,\n",
" 1.0600000e-04, 7.0000000e-06, 2.3000000e-05, 7.0000000e-06,\n",
" 1.3000000e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0000000e-05,\n",
" 0.0000000e+00, 3.0000000e-06, 0.0000000e+00, 1.7000000e-05,\n",
" 0.0000000e+00, 3.0000000e-05, 7.0000000e-06, 7.0000000e-06,\n",
" 3.0000000e-06, 7.0000000e-06, 2.0000000e-05, 7.0000000e-06,\n",
" 0.0000000e+00, 3.0000000e-06, 7.0000000e-06, 2.0000000e-05,\n",
" 0.0000000e+00, 5.5521816e+01, 7.0000000e-06, 3.6000000e-05,\n",
" 4.0000000e-05, 7.0000000e-05, 3.0000000e-06, 1.0000000e-05,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0000000e-05,\n",
" 0.0000000e+00, 3.0000000e-06, 1.0000000e-05, 0.0000000e+00,\n",
" 4.7400000e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 2.0000000e-05, 0.0000000e+00, 0.0000000e+00, 4.3000000e-05,\n",
" 0.0000000e+00, 7.0000000e-06, 0.0000000e+00, 1.2710000e-03,\n",
" 7.0000000e-06, 0.0000000e+00, 0.0000000e+00, 5.5100000e-04,\n",
"...\n",
" 3.0000000e-06, 5.2548230e+00, 5.6000000e-05, 7.0000000e-05,\n",
" 3.0000000e-06, 3.0000000e-06, 3.0000000e-06, 9.4200000e-04,\n",
" 9.4200000e-04, 3.0000000e-06, 1.0000000e-05, 0.0000000e+00,\n",
" 6.3000000e-05, 0.0000000e+00, 3.9200000e-04, 2.5500000e-04,\n",
" 0.0000000e+00, 2.1894000e-02, 3.0000000e-06, 3.0000000e-06,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.0000000e-05,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 7.3000000e-05, 0.0000000e+00, 0.0000000e+00,\n",
" 5.3000000e-05, 1.3000000e-05, 8.9420000e-03, 2.5200000e-04,\n",
" 8.6000000e-05, 7.2030000e-03, 8.6000000e-05, 7.8000000e-04,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.2300000e-04,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 6.3640000e-03, 7.0000000e-06, 3.0000000e-06, 0.0000000e+00,\n",
" 1.4700000e-03, 0.0000000e+00, 0.0000000e+00, 7.0000000e-06,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 1.3000000e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.8048740e+00,\n",
" 7.0000000e-06, 3.0000000e-06, 0.0000000e+00, 3.0000000e-06,\n",
" 1.3000000e-05])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-29a8533b-b9c0-404d-9d8b-d8c6b09192b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-29a8533b-b9c0-404d-9d8b-d8c6b09192b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffc66771-4ab8-4308-99aa-d99261682b21' class='xr-var-data-in' type='checkbox'><label for='data-ffc66771-4ab8-4308-99aa-d99261682b21' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-dd65546d-3b75-42bb-926f-318990beb036' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd65546d-3b75-42bb-926f-318990beb036' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11844058-605b-4734-9fd7-e07d7bb5c421' class='xr-var-data-in' type='checkbox'><label for='data-11844058-605b-4734-9fd7-e07d7bb5c421' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-700bfcd0-23c5-496d-8079-d454e00df57d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-700bfcd0-23c5-496d-8079-d454e00df57d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92289b6f-dc7d-4a9d-af04-3d8ec7d4f721' class='xr-var-data-in' type='checkbox'><label for='data-92289b6f-dc7d-4a9d-af04-3d8ec7d4f721' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-ac327f45-7e28-4abb-96ae-7ee73c7bfd76' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ac327f45-7e28-4abb-96ae-7ee73c7bfd76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-319e13bb-4558-4c34-8107-2227b459c72e' class='xr-var-data-in' type='checkbox'><label for='data-319e13bb-4558-4c34-8107-2227b459c72e' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-41d4a262-7981-4032-ab0f-4ea59eaf1448' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41d4a262-7981-4032-ab0f-4ea59eaf1448' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7816d23e-7e16-418b-a93b-564d9d354612' class='xr-var-data-in' type='checkbox'><label for='data-7816d23e-7e16-418b-a93b-564d9d354612' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-3ef35624-b107-4d42-bbfe-8696a5f73cdf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3ef35624-b107-4d42-bbfe-8696a5f73cdf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24383423-4ccb-4dfe-9e06-f4b6143fcc05' class='xr-var-data-in' type='checkbox'><label for='data-24383423-4ccb-4dfe-9e06-f4b6143fcc05' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-0f737043-dc5a-4277-ad47-8cfc4ecec7f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f737043-dc5a-4277-ad47-8cfc4ecec7f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44507e8f-f2fe-4359-be9d-533460aef630' class='xr-var-data-in' type='checkbox'><label for='data-44507e8f-f2fe-4359-be9d-533460aef630' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-caff38b3-857a-40ba-915d-2c553174dca6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-caff38b3-857a-40ba-915d-2c553174dca6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2061957-6453-4202-b72c-84ca1c675fb1' class='xr-var-data-in' type='checkbox'><label for='data-d2061957-6453-4202-b72c-84ca1c675fb1' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-576b0d47-8503-4cfb-be1a-a84fd8225283' class='xr-section-summary-in' type='checkbox' ><label for='section-576b0d47-8503-4cfb-be1a-a84fd8225283' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-32908e26-a9d1-440a-af75-d1a45e362664' class='xr-index-data-in' type='checkbox'/><label for='index-32908e26-a9d1-440a-af75-d1a45e362664' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-01-03 10:43:39.024000', '2020-01-08 10:44:21.024000',\n",
" '2020-01-13 10:43:09.025000', '2020-01-18 10:43:51.024000',\n",
" '2020-01-23 10:42:29.024000', '2020-01-28 10:43:01.024000',\n",
" '2020-02-02 10:41:49.024000', '2020-02-07 10:42:11.024000',\n",
" '2020-02-12 10:40:49.024000', '2020-02-17 10:41:11.024000',\n",
" ...\n",
" '2023-06-16 10:36:29.025000', '2023-06-21 10:36:31.024000',\n",
" '2023-06-26 10:36:29.024000', '2023-07-01 10:36:31.024000',\n",
" '2023-07-06 10:36:29.024000', '2023-07-11 10:36:31.024000',\n",
" '2023-07-16 10:36:29.024000', '2023-07-21 10:36:31.024000',\n",
" '2023-07-26 10:36:29.024000', '2023-07-31 10:36:31.024000'],\n",
" dtype='datetime64[ns]', name='time', length=253, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6a5f9e1c-66f8-4a44-84f3-3c3532c1e45d' class='xr-index-data-in' type='checkbox'/><label for='index-6a5f9e1c-66f8-4a44-84f3-3c3532c1e45d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4da461be-c92d-4e49-bdc7-c38d46c9bc08' class='xr-index-data-in' type='checkbox'/><label for='index-4da461be-c92d-4e49-bdc7-c38d46c9bc08' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bb112abf-c812-4e21-af49-4ce58acd10ce' class='xr-index-data-in' type='checkbox'/><label for='index-bb112abf-c812-4e21-af49-4ce58acd10ce' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d9317031-8a4d-4738-b930-50cc926f9fe6' class='xr-section-summary-in' type='checkbox' checked><label for='section-d9317031-8a4d-4738-b930-50cc926f9fe6' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 253,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(253, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"array = array.sel(time=array.time['sat:relative_orbit']==8)\n",
"array"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In the previous histograms we could see that even with orbit 8 there were a few values with higher than average amounts of invalid pixels:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
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".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 3,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(3, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-08-15...\n",
" id (time) <U54 'S2A_MSIL2A_20200815...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3</li><li><span class='xr-has-index'>band</span>: 9</li><li><span class='xr-has-index'>y</span>: 2590</li><li><span class='xr-has-index'>x</span>: 1999</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-eae771ff-acec-472b-a443-dc7c1d7f9c82' class='xr-array-in' type='checkbox' checked><label for='section-eae771ff-acec-472b-a443-dc7c1d7f9c82' 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<chunksize=(1, 1, 1024, 1024), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table style=\"border-collapse: collapse;\">\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 266.63 MiB </td>\n",
" <td> 2.00 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (3, 9, 2590, 1999) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 162 chunks in 5 graph layers </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Data type </th>\n",
" <td colspan=\"2\"> uint16 numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
" </td>\n",
" <td>\n",
" <svg width=\"347\" height=\"184\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
"\n",
" <!-- Horizontal lines -->\n",
" <line x1=\"0\" y1=\"0\" x2=\"25\" y2=\"0\" style=\"stroke-width:2\" />\n",
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"\n",
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"\n",
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"\n",
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"\n",
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" <text x=\"156.257478\" y=\"154.948598\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >1999</text>\n",
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" <text x=\"92.474299\" y=\"147.474299\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,92.474299,147.474299)\">9</text>\n",
"</svg>\n",
" </td>\n",
" </tr>\n",
"</table></div></div></li><li class='xr-section-item'><input id='section-a2688a93-be74-4891-bd8a-9a76ec43e6a2' class='xr-section-summary-in' type='checkbox' ><label for='section-a2688a93-be74-4891-bd8a-9a76ec43e6a2' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-08-15T10:40:31.024000 ... 2...</div><input id='attrs-a9325267-7a24-4d31-9074-5a492594c719' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9325267-7a24-4d31-9074-5a492594c719' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e7ea3b5-b272-49ed-bac3-6ebc540e988f' class='xr-var-data-in' type='checkbox'><label for='data-1e7ea3b5-b272-49ed-bac3-6ebc540e988f' 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(['2020-08-15T10:40:31.024000000', '2021-04-27T10:36:19.024000000',\n",
" '2022-07-21T10:36:29.024000000'], dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2A_MSIL2A_20200815T104031_R008...</div><input id='attrs-439f7197-f26c-47e4-9769-870b3bbe4fe5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-439f7197-f26c-47e4-9769-870b3bbe4fe5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edb8c533-1dfd-4bff-82b6-a2a8691fe41b' class='xr-var-data-in' type='checkbox'><label for='data-edb8c533-1dfd-4bff-82b6-a2a8691fe41b' 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(['S2A_MSIL2A_20200815T104031_R008_T31TEJ_20200818T104841',\n",
" 'S2B_MSIL2A_20210427T103619_R008_T31TEJ_20210612T134626',\n",
" 'S2B_MSIL2A_20220721T103629_R008_T31TEJ_20220723T172929'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-2f439378-226e-49f0-abb2-1902700c06d7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2f439378-226e-49f0-abb2-1902700c06d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b8237bd-f4c5-4430-b84b-1ab8ee88a523' class='xr-var-data-in' type='checkbox'><label for='data-8b8237bd-f4c5-4430-b84b-1ab8ee88a523' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-2a4b0cac-98ac-404b-a2fc-18f6fe5e6597' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a4b0cac-98ac-404b-a2fc-18f6fe5e6597' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a6c0a10-5660-42a3-ac3c-a1da70aa56db' class='xr-var-data-in' type='checkbox'><label for='data-8a6c0a10-5660-42a3-ac3c-a1da70aa56db' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-29fd0cde-85b7-4fa8-95ae-17f1bdc9eb33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-29fd0cde-85b7-4fa8-95ae-17f1bdc9eb33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-148dd09a-5f8f-4d96-9f5d-0982f3bd7785' class='xr-var-data-in' type='checkbox'><label for='data-148dd09a-5f8f-4d96-9f5d-0982f3bd7785' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-7509f346-f2fa-4d3f-8fa8-67f9bb1b9841' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7509f346-f2fa-4d3f-8fa8-67f9bb1b9841' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1de67f70-b037-4a00-ad68-c48af6b4cb25' class='xr-var-data-in' type='checkbox'><label for='data-1de67f70-b037-4a00-ad68-c48af6b4cb25' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2A' ... 'Sentinel-2B'</div><input id='attrs-88a0ab52-562e-4d71-9ca9-135447fe9ec0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88a0ab52-562e-4d71-9ca9-135447fe9ec0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37b23c3c-7ccc-4c97-bd04-2c33e20b2f9a' class='xr-var-data-in' type='checkbox'><label for='data-37b23c3c-7ccc-4c97-bd04-2c33e20b2f9a' 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(['Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B'], dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-89f14dc3-29a9-49f2-ba0c-29a5c70e2e66' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89f14dc3-29a9-49f2-ba0c-29a5c70e2e66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eea8045d-4fb4-4c93-b3c1-3f612eed5904' class='xr-var-data-in' type='checkbox'><label for='data-eea8045d-4fb4-4c93-b3c1-3f612eed5904' 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('INS-NOBS', dtype='<U8')</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'>0.1425 1.038 0.000266</div><input id='attrs-8aedb8e9-2945-45ae-9dd7-675b7786de94' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8aedb8e9-2945-45ae-9dd7-675b7786de94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10bf3bad-2eba-4baf-859d-6a66cbe943eb' class='xr-var-data-in' type='checkbox'><label for='data-10bf3bad-2eba-4baf-859d-6a66cbe943eb' 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([1.425360e-01, 1.037709e+00, 2.660000e-04])</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'>151.9 154.6 145.7</div><input id='attrs-99f7644f-d173-4321-a8d3-953d71d1ed0d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99f7644f-d173-4321-a8d3-953d71d1ed0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eba7cb86-fa91-4af9-94a8-54bac73e2778' class='xr-var-data-in' type='checkbox'><label for='data-eba7cb86-fa91-4af9-94a8-54bac73e2778' 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([151.89426608, 154.62393272, 145.74765997])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2A_OPER_MSI_L2A_DS_ESRI_202008...</div><input id='attrs-9f31f779-2650-4d65-9366-88eb5fa9fd53' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9f31f779-2650-4d65-9366-88eb5fa9fd53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-355c3fe3-1829-49a4-93de-c646a9d9a3a9' class='xr-var-data-in' type='checkbox'><label for='data-355c3fe3-1829-49a4-93de-c646a9d9a3a9' 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(['S2A_OPER_MSI_L2A_DS_ESRI_20200818T104842_S20200815T104857_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20210612T134630_S20210427T104841_N03.00',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20220723T172930_S20220721T104848_N04.00'],\n",
" dtype='<U64')</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'>39.61 0.268 52.44</div><input id='attrs-ae3b6ee1-3eb1-4a58-8ca1-8402bcfedf3c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae3b6ee1-3eb1-4a58-8ca1-8402bcfedf3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-490f1617-04c3-4a91-87ee-c87d0bc9bd80' class='xr-var-data-in' type='checkbox'><label for='data-490f1617-04c3-4a91-87ee-c87d0bc9bd80' 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([39.61184 , 0.268046, 52.442181])</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'>0.06684 81.91 0.000228</div><input id='attrs-ddf3406b-2a1f-4e0d-9aff-0cbe71836e4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddf3406b-2a1f-4e0d-9aff-0cbe71836e4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7747ce5a-3682-4bcd-834b-0806785fb85c' class='xr-var-data-in' type='checkbox'><label for='data-7747ce5a-3682-4bcd-834b-0806785fb85c' 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([6.6844000e-02, 8.1909657e+01, 2.2800000e-04])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0</div><input id='attrs-3fd7ca71-dd51-4de2-a444-5d5af654c58a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fd7ca71-dd51-4de2-a444-5d5af654c58a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68123fba-80dc-44a4-ac6c-9eb379ad2a39' class='xr-var-data-in' type='checkbox'><label for='data-68123fba-80dc-44a4-ac6c-9eb379ad2a39' 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., 0.])</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'>32631</div><input id='attrs-f025d676-2f66-4c49-8b17-11e6892c7f9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f025d676-2f66-4c49-8b17-11e6892c7f9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bef08fa-0c71-428c-9459-17a225c1b8aa' class='xr-var-data-in' type='checkbox'><label for='data-3bef08fa-0c71-428c-9459-17a225c1b8aa' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '03.00' '04.00'</div><input id='attrs-41dae85c-5416-46fb-a332-5e03b99e3a61' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41dae85c-5416-46fb-a332-5e03b99e3a61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-450ba4cb-d43a-4810-8bb4-1899a422338b' class='xr-var-data-in' type='checkbox'><label for='data-450ba4cb-d43a-4810-8bb4-1899a422338b' 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(['02.12', '03.00', '04.00'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2A_OPER_MSI_L2A_TL_ESRI_202008...</div><input id='attrs-07fedd99-84ee-46f0-8039-b1d729b5aff0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07fedd99-84ee-46f0-8039-b1d729b5aff0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc717121-6463-4cf9-9ed6-15532d1accb9' class='xr-var-data-in' type='checkbox'><label for='data-dc717121-6463-4cf9-9ed6-15532d1accb9' 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(['S2A_OPER_MSI_L2A_TL_ESRI_20200818T104842_A026889_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20210612T134630_A021627_T31TEJ_N03.00',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20220723T172930_A028062_T31TEJ_N04.00'],\n",
" dtype='<U62')</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'>25.93 0.3201 31.68</div><input id='attrs-7bdb0e67-5592-48d6-bd65-ebcc72441f55' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7bdb0e67-5592-48d6-bd65-ebcc72441f55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71a0eca5-8e41-4a5b-af59-5b5f00f1a369' class='xr-var-data-in' type='checkbox'><label for='data-71a0eca5-8e41-4a5b-af59-5b5f00f1a369' 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([25.93376, 0.32006, 31.67952])</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'>32.63 31.94 26.75</div><input id='attrs-5865d0dc-084a-4165-b798-f9d29a41beaa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5865d0dc-084a-4165-b798-f9d29a41beaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80ad18e7-fc67-40fd-b10e-11cc35f391c7' class='xr-var-data-in' type='checkbox'><label for='data-80ad18e7-fc67-40fd-b10e-11cc35f391c7' 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([32.62741189, 31.94437935, 26.74596978])</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'>0.1229 14.34 0.003278</div><input id='attrs-e9e49d9f-9cd9-4b9b-a8d5-1cfbab5f4dbf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9e49d9f-9cd9-4b9b-a8d5-1cfbab5f4dbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e08762ea-7b2b-4778-8fdb-78a7d302dbd2' class='xr-var-data-in' type='checkbox'><label for='data-e08762ea-7b2b-4778-8fdb-78a7d302dbd2' 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([1.228870e-01, 1.434187e+01, 3.278000e-03])</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'>0.5936 1.078 0.1959</div><input id='attrs-057dc700-cb11-47ee-9e02-a00c8ce697bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-057dc700-cb11-47ee-9e02-a00c8ce697bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a45b434-efab-49e6-9fd8-21d8f4690805' class='xr-var-data-in' type='checkbox'><label for='data-0a45b434-efab-49e6-9fd8-21d8f4690805' 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([0.593588, 1.077526, 0.19589 ])</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-7e125247-3dfa-4dae-996f-86049c9a4d6c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e125247-3dfa-4dae-996f-86049c9a4d6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb726610-642c-42cc-8822-3da13ba14900' class='xr-var-data-in' type='checkbox'><label for='data-eb726610-642c-42cc-8822-3da13ba14900' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-f2eeaa86-5004-4965-b89f-530e88901d01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2eeaa86-5004-4965-b89f-530e88901d01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fc4123e-2e22-4178-8c39-d038fe054e70' class='xr-var-data-in' type='checkbox'><label for='data-3fc4123e-2e22-4178-8c39-d038fe054e70' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-5c8ed38e-9ca6-45a8-902c-52fb3a7f36b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c8ed38e-9ca6-45a8-902c-52fb3a7f36b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99e9b50a-fbb6-4d3b-9848-353cf9122f05' class='xr-var-data-in' type='checkbox'><label for='data-99e9b50a-fbb6-4d3b-9848-353cf9122f05' 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('31TEJ', dtype='<U5')</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'>0.001596 0.6062 0.002189</div><input id='attrs-0c6d1f77-a6c8-4efb-99b4-44bf080ae7e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c6d1f77-a6c8-4efb-99b4-44bf080ae7e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67c214dd-356a-432d-b0b6-435f8714ba83' class='xr-var-data-in' type='checkbox'><label for='data-67c214dd-356a-432d-b0b6-435f8714ba83' 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([0.001596, 0.606164, 0.002189])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-52069188-ba40-4fde-a28b-cb69573af216' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52069188-ba40-4fde-a28b-cb69573af216' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15b9b9b1-88e3-4b81-b0b8-3a36a49a08d1' class='xr-var-data-in' type='checkbox'><label for='data-15b9b9b1-88e3-4b81-b0b8-3a36a49a08d1' 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(['descending', 'descending', 'descending'], dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2A_MSIL2A_20200815T104031_N021...</div><input id='attrs-615a1c8a-6eac-49eb-b0d5-5140fdbf5b6b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-615a1c8a-6eac-49eb-b0d5-5140fdbf5b6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f395c11e-f264-4cf7-805c-ad5165640ac3' class='xr-var-data-in' type='checkbox'><label for='data-f395c11e-f264-4cf7-805c-ad5165640ac3' 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(['S2A_MSIL2A_20200815T104031_N0212_R008_T31TEJ_20200818T104841.SAFE',\n",
" 'S2B_MSIL2A_20210427T103619_N0300_R008_T31TEJ_20210612T134626.SAFE',\n",
" 'S2B_MSIL2A_20220721T103629_N0400_R008_T31TEJ_20220723T172929.SAFE'],\n",
" dtype='<U65')</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'>8 8 8</div><input id='attrs-03c54516-9345-4694-9a1a-e23137a55d40' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-03c54516-9345-4694-9a1a-e23137a55d40' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0082dfc-684f-4f57-895b-2a80c3ecf333' class='xr-var-data-in' type='checkbox'><label for='data-d0082dfc-684f-4f57-895b-2a80c3ecf333' 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([8, 8, 8])</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'>0.3323 97.29 0.003771</div><input id='attrs-f15916e5-7641-4a50-9f19-ce09a5cfe2d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f15916e5-7641-4a50-9f19-ce09a5cfe2d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea9ecb95-2e90-4192-8f1c-c06ee90c5bf4' class='xr-var-data-in' type='checkbox'><label for='data-ea9ecb95-2e90-4192-8f1c-c06ee90c5bf4' 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([3.3226700e-01, 9.7289236e+01, 3.7710000e-03])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2A_20200815T104031_026889_N02...</div><input id='attrs-5ff2e33e-0444-464b-8cf0-9e6717f66318' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ff2e33e-0444-464b-8cf0-9e6717f66318' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-237110e1-fd43-459f-a451-3ea8351d716a' class='xr-var-data-in' type='checkbox'><label for='data-237110e1-fd43-459f-a451-3ea8351d716a' 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(['GS2A_20200815T104031_026889_N02.12',\n",
" 'GS2B_20210427T103619_021627_N03.00',\n",
" 'GS2B_20220721T103629_028062_N04.00'], dtype='<U34')</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'>33.09 0.3772 15.65</div><input id='attrs-5391ee8d-0205-4d96-8380-64e2f11601c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5391ee8d-0205-4d96-8380-64e2f11601c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4261848-89cd-4606-b319-d667ebfce17f' class='xr-var-data-in' type='checkbox'><label for='data-b4261848-89cd-4606-b319-d667ebfce17f' 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([33.092821, 0.377226, 15.649903])</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'>0.411 0.0534 0.02585</div><input id='attrs-3cde72f6-65dd-495a-9aa6-7bc2ab9e6836' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3cde72f6-65dd-495a-9aa6-7bc2ab9e6836' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3aef1dba-ba84-48bf-9a37-b2608c917341' class='xr-var-data-in' type='checkbox'><label for='data-3aef1dba-ba84-48bf-9a37-b2608c917341' 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([0.41101 , 0.053402, 0.025847])</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'>0.02312 0.008348 0.000693</div><input id='attrs-91b6fc72-9264-4158-bbe5-f517e5a39cb7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-91b6fc72-9264-4158-bbe5-f517e5a39cb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ddb86f0-fb3d-4e9f-af51-d8fdf7c56f14' class='xr-var-data-in' type='checkbox'><label for='data-5ddb86f0-fb3d-4e9f-af51-d8fdf7c56f14' 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([0.023117, 0.008348, 0.000693])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-08-18T10:48:41.439Z' ... '...</div><input id='attrs-89ec0c79-bfb1-4be9-8a95-1ae4e44c4275' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89ec0c79-bfb1-4be9-8a95-1ae4e44c4275' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f9771ba-b616-474d-8c32-43c5ba84a9b0' class='xr-var-data-in' type='checkbox'><label for='data-8f9771ba-b616-474d-8c32-43c5ba84a9b0' 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(['2020-08-18T10:48:41.439Z', '2021-06-12T13:46:26.486095Z',\n",
" '2022-07-23T17:29:29.613339Z'], dtype='<U27')</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'>0.974 0.9892 0.9681</div><input id='attrs-18a50e0b-f2b3-4340-86c5-e467d5e79d65' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-18a50e0b-f2b3-4340-86c5-e467d5e79d65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63e8be04-c131-428f-9526-0748164966da' class='xr-var-data-in' type='checkbox'><label for='data-63e8be04-c131-428f-9526-0748164966da' 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([0.97402053, 0.98923113, 0.96810473])</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'>55.52 25.16 5.255</div><input id='attrs-3a853f85-0a61-487f-9fbe-d74fb0d4fc34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3a853f85-0a61-487f-9fbe-d74fb0d4fc34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75057617-d536-4650-8d77-67c0dd51df37' class='xr-var-data-in' type='checkbox'><label for='data-75057617-d536-4650-8d77-67c0dd51df37' 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([55.521816, 25.164628, 5.254823])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-9a99f7c3-fddb-4a32-8a2e-3831da8ad937' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a99f7c3-fddb-4a32-8a2e-3831da8ad937' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb65452b-581d-49aa-9012-c9e299d1c94a' class='xr-var-data-in' type='checkbox'><label for='data-cb65452b-581d-49aa-9012-c9e299d1c94a' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-14fc10ec-3193-4ac6-bd4a-3c8cddbc8d42' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-14fc10ec-3193-4ac6-bd4a-3c8cddbc8d42' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c7768c2-68a4-4fa1-8576-f89881988a88' class='xr-var-data-in' type='checkbox'><label for='data-0c7768c2-68a4-4fa1-8576-f89881988a88' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-2c0a5a2e-a1b2-4008-a48a-d5297cf22b89' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c0a5a2e-a1b2-4008-a48a-d5297cf22b89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b4c13d3-97a9-4619-8359-220b5ab244e2' class='xr-var-data-in' type='checkbox'><label for='data-0b4c13d3-97a9-4619-8359-220b5ab244e2' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-62334135-c418-49c2-a31a-e1b6fd5b94de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-62334135-c418-49c2-a31a-e1b6fd5b94de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-592ab484-185d-4729-8c78-3b26cc9218fd' class='xr-var-data-in' type='checkbox'><label for='data-592ab484-185d-4729-8c78-3b26cc9218fd' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-acafac7e-caff-4853-874d-336603280795' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-acafac7e-caff-4853-874d-336603280795' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-228dc335-dfb8-4558-be84-dfbe37fde58a' class='xr-var-data-in' type='checkbox'><label for='data-228dc335-dfb8-4558-be84-dfbe37fde58a' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-52ee3e60-cd12-4993-91ce-818122223989' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52ee3e60-cd12-4993-91ce-818122223989' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bcce683-9e16-4786-8b6b-9a70d9bf5f0d' class='xr-var-data-in' type='checkbox'><label for='data-7bcce683-9e16-4786-8b6b-9a70d9bf5f0d' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-df36632f-2260-4b52-b207-9494ee2dd59d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-df36632f-2260-4b52-b207-9494ee2dd59d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-111e0823-44b0-4fa8-aebb-38df12500539' class='xr-var-data-in' type='checkbox'><label for='data-111e0823-44b0-4fa8-aebb-38df12500539' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-4f0b7c53-0b3d-4731-84bd-0e1eef7e6574' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f0b7c53-0b3d-4731-84bd-0e1eef7e6574' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13374284-de89-4ca8-821c-da11e676cc27' class='xr-var-data-in' type='checkbox'><label for='data-13374284-de89-4ca8-821c-da11e676cc27' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-00ba5a71-5b82-44e1-8156-824ec1bc2175' class='xr-section-summary-in' type='checkbox' ><label for='section-00ba5a71-5b82-44e1-8156-824ec1bc2175' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-41356cfc-3ef6-4d0f-9e07-705f94822d61' class='xr-index-data-in' type='checkbox'/><label for='index-41356cfc-3ef6-4d0f-9e07-705f94822d61' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-08-15 10:40:31.024000', '2021-04-27 10:36:19.024000',\n",
" '2022-07-21 10:36:29.024000'],\n",
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fc9e16e5-994c-44ba-b847-5e6567ba61fd' class='xr-index-data-in' type='checkbox'/><label for='index-fc9e16e5-994c-44ba-b847-5e6567ba61fd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4ad0f7a0-17e8-409b-9334-11ac2ab57dec' class='xr-index-data-in' type='checkbox'/><label for='index-4ad0f7a0-17e8-409b-9334-11ac2ab57dec' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4dcb5ff1-9a9a-417e-8459-bc699539f4f2' class='xr-index-data-in' type='checkbox'/><label for='index-4dcb5ff1-9a9a-417e-8459-bc699539f4f2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4366025d-255d-4672-847f-5d8cf412deac' class='xr-section-summary-in' type='checkbox' checked><label for='section-4366025d-255d-4672-847f-5d8cf412deac' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 3,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(3, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-08-15...\n",
" id (time) <U54 'S2A_MSIL2A_20200815...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"array.sel(time=array.time['s2:nodata_pixel_percentage']>5)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Feel free to take a look at these dates and their data to decide whether they should be kept. Let's just decide to remove them, as this is only 3 dates out of 246"
]
},
{
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 250,\n",
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" <line x1=\"116\" y1=\"8\" x2=\"208\" y2=\"8\" />\n",
" <line x1=\"117\" y1=\"9\" x2=\"210\" y2=\"9\" />\n",
" <line x1=\"119\" y1=\"11\" x2=\"212\" y2=\"11\" />\n",
" <line x1=\"121\" y1=\"13\" x2=\"213\" y2=\"13\" />\n",
" <line x1=\"122\" y1=\"14\" x2=\"215\" y2=\"14\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"108\" y1=\"0\" x2=\"122\" y2=\"14\" style=\"stroke-width:2\" />\n",
" <line x1=\"155\" y1=\"0\" x2=\"170\" y2=\"14\" />\n",
" <line x1=\"200\" y1=\"0\" x2=\"215\" y2=\"14\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Colored Rectangle -->\n",
" <polygon points=\"108.0,0.0 200.6177606177606,0.0 215.566358567515,14.948597949754403 122.9485979497544,14.948597949754403\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
"\n",
" <!-- Horizontal lines -->\n",
" <line x1=\"122\" y1=\"14\" x2=\"215\" y2=\"14\" style=\"stroke-width:2\" />\n",
" <line x1=\"122\" y1=\"62\" x2=\"215\" y2=\"62\" />\n",
" <line x1=\"122\" y1=\"109\" x2=\"215\" y2=\"109\" />\n",
" <line x1=\"122\" y1=\"134\" x2=\"215\" y2=\"134\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"122\" y1=\"14\" x2=\"122\" y2=\"134\" style=\"stroke-width:2\" />\n",
" <line x1=\"170\" y1=\"14\" x2=\"170\" y2=\"134\" />\n",
" <line x1=\"215\" y1=\"14\" x2=\"215\" y2=\"134\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Colored Rectangle -->\n",
" <polygon points=\"122.9485979497544,14.948597949754403 215.566358567515,14.948597949754403 215.566358567515,134.9485979497544 122.9485979497544,134.9485979497544\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
"\n",
" <!-- Text -->\n",
" <text x=\"169.257478\" y=\"154.948598\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >1999</text>\n",
" <text x=\"235.566359\" y=\"74.948598\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,235.566359,74.948598)\">2590</text>\n",
" <text x=\"105.474299\" y=\"147.474299\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,105.474299,147.474299)\">9</text>\n",
"</svg>\n",
" </td>\n",
" </tr>\n",
"</table></div></div></li><li class='xr-section-item'><input id='section-f8f4161a-072a-412e-a07a-da452b67e24b' class='xr-section-summary-in' type='checkbox' ><label for='section-f8f4161a-072a-412e-a07a-da452b67e24b' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-03T10:43:39.024000 ... 2...</div><input id='attrs-98de4f33-1641-4e3b-a254-8d8e054df304' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-98de4f33-1641-4e3b-a254-8d8e054df304' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e08720f-af4c-45e4-8196-f2b0fd1c22e1' class='xr-var-data-in' type='checkbox'><label for='data-8e08720f-af4c-45e4-8196-f2b0fd1c22e1' 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(['2020-01-03T10:43:39.024000000', '2020-01-08T10:44:21.024000000',\n",
" '2020-01-13T10:43:09.025000000', ..., '2023-07-21T10:36:31.024000000',\n",
" '2023-07-26T10:36:29.024000000', '2023-07-31T10:36:31.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_R008...</div><input id='attrs-a3ad1986-e83e-4d4c-b29c-4d3b5ab6ddd8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a3ad1986-e83e-4d4c-b29c-4d3b5ab6ddd8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b631b792-be0c-449d-b3e0-3962c949e643' class='xr-var-data-in' type='checkbox'><label for='data-b631b792-be0c-449d-b3e0-3962c949e643' 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(['S2B_MSIL2A_20200103T104339_R008_T31TEJ_20201002T223233',\n",
" 'S2A_MSIL2A_20200108T104421_R008_T31TEJ_20201029T135806',\n",
" 'S2B_MSIL2A_20200113T104309_R008_T31TEJ_20201002T181622',\n",
" 'S2A_MSIL2A_20200118T104351_R008_T31TEJ_20201002T201256',\n",
" 'S2B_MSIL2A_20200123T104229_R008_T31TEJ_20201002T075615',\n",
" 'S2A_MSIL2A_20200128T104301_R008_T31TEJ_20201002T132601',\n",
" 'S2B_MSIL2A_20200202T104149_R008_T31TEJ_20200930T133418',\n",
" 'S2A_MSIL2A_20200207T104211_R008_T31TEJ_20201001T051237',\n",
" 'S2B_MSIL2A_20200212T104049_R008_T31TEJ_20201001T201457',\n",
" 'S2A_MSIL2A_20200217T104111_R008_T31TEJ_20200929T144058',\n",
" 'S2B_MSIL2A_20200222T103939_R008_T31TEJ_20200927T203139',\n",
" 'S2A_MSIL2A_20200227T104021_R008_T31TEJ_20200928T171842',\n",
" 'S2B_MSIL2A_20200303T103829_R008_T31TEJ_20200926T041717',\n",
" 'S2A_MSIL2A_20200308T104021_R008_T31TEJ_20200930T034706',\n",
" 'S2B_MSIL2A_20200313T103719_R008_T31TEJ_20201008T163629',\n",
" 'S2A_MSIL2A_20200318T104021_R008_T31TEJ_20201010T173151',\n",
" 'S2B_MSIL2A_20200323T103639_R008_T31TEJ_20201015T073318',\n",
" 'S2A_MSIL2A_20200328T104021_R008_T31TEJ_20201101T183657',\n",
" 'S2B_MSIL2A_20200402T103619_R008_T31TEJ_20200924T180823',\n",
" 'S2A_MSIL2A_20200407T104021_R008_T31TEJ_20200925T085149',\n",
"...\n",
" 'S2B_MSIL2A_20230427T103629_R008_T31TEJ_20230427T173025',\n",
" 'S2B_MSIL2A_20230507T103629_R008_T31TEJ_20230507T163149',\n",
" 'S2A_MSIL2A_20230512T103621_R008_T31TEJ_20230512T210229',\n",
" 'S2B_MSIL2A_20230517T103629_R008_T31TEJ_20230517T152452',\n",
" 'S2A_MSIL2A_20230522T103631_R008_T31TEJ_20230522T193019',\n",
" 'S2B_MSIL2A_20230527T103629_R008_T31TEJ_20230527T154622',\n",
" 'S2A_MSIL2A_20230601T104021_R008_T31TEJ_20230602T000639',\n",
" 'S2B_MSIL2A_20230606T103629_R008_T31TEJ_20230606T154522',\n",
" 'S2A_MSIL2A_20230611T103631_R008_T31TEJ_20230611T200338',\n",
" 'S2B_MSIL2A_20230616T103629_R008_T31TEJ_20230616T153427',\n",
" 'S2A_MSIL2A_20230621T103631_R008_T31TEJ_20230622T115448',\n",
" 'S2B_MSIL2A_20230626T103629_R008_T31TEJ_20230626T142544',\n",
" 'S2A_MSIL2A_20230701T103631_R008_T31TEJ_20230701T212218',\n",
" 'S2B_MSIL2A_20230706T103629_R008_T31TEJ_20230706T161410',\n",
" 'S2A_MSIL2A_20230711T103631_R008_T31TEJ_20230711T234547',\n",
" 'S2B_MSIL2A_20230716T103629_R008_T31TEJ_20230716T150802',\n",
" 'S2A_MSIL2A_20230721T103631_R008_T31TEJ_20230721T203353',\n",
" 'S2B_MSIL2A_20230726T103629_R008_T31TEJ_20230726T141750',\n",
" 'S2A_MSIL2A_20230731T103631_R008_T31TEJ_20230731T221616'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-e13d2f25-c5f3-4604-b818-ca94f653d1db' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e13d2f25-c5f3-4604-b818-ca94f653d1db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-520aca53-812c-4dae-b510-ba0157864951' class='xr-var-data-in' type='checkbox'><label for='data-520aca53-812c-4dae-b510-ba0157864951' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-34313310-cb5d-4b6e-8f4a-cba2d9b86307' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34313310-cb5d-4b6e-8f4a-cba2d9b86307' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98dcb936-5c3d-439e-8b76-6e3338b38022' class='xr-var-data-in' type='checkbox'><label for='data-98dcb936-5c3d-439e-8b76-6e3338b38022' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-328e06ff-d70a-43f4-a371-51b309a73346' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-328e06ff-d70a-43f4-a371-51b309a73346' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4281eb64-a0c0-41a9-a445-5d30dc027ddb' class='xr-var-data-in' type='checkbox'><label for='data-4281eb64-a0c0-41a9-a445-5d30dc027ddb' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-a9a44020-baad-4fda-8ed8-6a39d09b7d34' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9a44020-baad-4fda-8ed8-6a39d09b7d34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1dad014f-b7e3-41a7-b73d-cf288a2a10d9' class='xr-var-data-in' type='checkbox'><label for='data-1dad014f-b7e3-41a7-b73d-cf288a2a10d9' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2B' ... 'Sentinel-2A'</div><input id='attrs-d8bc2854-63a5-4e50-8e41-90b8cd044cc5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8bc2854-63a5-4e50-8e41-90b8cd044cc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e25dfe08-d603-4983-8bba-264910b1268f' class='xr-var-data-in' type='checkbox'><label for='data-e25dfe08-d603-4983-8bba-264910b1268f' 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(['Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
"...\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A'], dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-817e0d78-1d2d-47ac-897d-cd8ecec87590' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-817e0d78-1d2d-47ac-897d-cd8ecec87590' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63a22a94-8b2e-4fb8-8409-2416ea355d23' class='xr-var-data-in' type='checkbox'><label for='data-63a22a94-8b2e-4fb8-8409-2416ea355d23' 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('INS-NOBS', dtype='<U8')</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'>0.1087 2.885 ... 12.84 0.000265</div><input id='attrs-526baf01-b684-4dfc-88c1-f5eb12570a43' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-526baf01-b684-4dfc-88c1-f5eb12570a43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6d68487-c89f-4566-819d-95524efaf48e' class='xr-var-data-in' type='checkbox'><label for='data-a6d68487-c89f-4566-819d-95524efaf48e' 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([1.0868300e-01, 2.8854130e+00, 2.7148402e+01, 1.5131871e+01,\n",
" 1.8439260e+00, 1.1942256e+01, 2.2374207e+01, 1.4177540e+01,\n",
" 5.7239920e+01, 5.7540300e-01, 1.3219430e+01, 3.9510800e-01,\n",
" 2.0346220e+00, 7.9606260e+00, 4.5557030e+00, 8.9224300e-01,\n",
" 1.0158640e+00, 3.2857890e+00, 7.4299400e-01, 7.4470230e+00,\n",
" 1.0551532e+01, 4.3203140e+00, 8.1020000e-03, 1.2329350e+00,\n",
" 8.9047500e-01, 2.0871556e+01, 1.0515974e+01, 8.9649700e-01,\n",
" 3.9522830e+00, 1.5173670e+00, 2.6990520e+00, 2.8559600e-01,\n",
" 4.0313530e+00, 2.2915637e+01, 3.3998330e+00, 7.5541200e-01,\n",
" 6.2643650e+00, 3.1524280e+00, 4.1800000e-04, 1.0064670e+00,\n",
" 2.9500000e-04, 1.0925010e+00, 3.3198360e+00, 8.3000000e-05,\n",
" 1.5448283e+01, 2.1600000e-04, 2.0200000e-04, 1.1061980e+00,\n",
" 1.6900000e-04, 1.2501220e+00, 1.0720000e-03, 1.0589380e+00,\n",
" 1.2727890e+00, 2.6811808e+01, 5.3401280e+00, 4.8878740e+00,\n",
" 6.0138490e+00, 1.6837470e+00, 2.7916700e+00, 1.9333808e+01,\n",
" 6.2237000e-01, 5.0800000e-04, 2.7535870e+00, 3.3000000e-05,\n",
" 7.4606320e+00, 2.2791441e+01, 3.4947430e+00, 1.3989440e+00,\n",
" 1.4356820e+00, 4.3472300e-01, 4.2937860e+00, 3.2820130e+00,\n",
" 2.0710491e+01, 1.0600887e+01, 1.2999330e+00, 3.4848590e+00,\n",
" 2.2572420e+00, 1.3991160e+00, 3.0859700e-01, 5.6940250e+00,\n",
"...\n",
" 1.5376906e+01, 4.4800000e-04, 6.9438100e-01, 4.1770000e-03,\n",
" 2.5481000e-02, 1.0745500e-01, 1.0925300e-01, 9.6944000e-02,\n",
" 4.2233000e-02, 4.2233000e-02, 1.2105843e+01, 2.0660390e+00,\n",
" 4.3000000e-05, 3.3997720e+00, 4.6266900e-01, 1.0384133e+01,\n",
" 5.5395000e-02, 1.2429640e+01, 1.1587217e+01, 8.2087790e+00,\n",
" 3.8261190e+00, 5.6982900e-01, 3.7693387e+01, 2.2146569e+01,\n",
" 1.9293000e-02, 7.0133100e-01, 1.4718790e+01, 1.3311061e+01,\n",
" 1.4954625e+01, 1.0781182e+01, 1.8702716e+01, 1.0370493e+01,\n",
" 1.0415090e+00, 1.1812000e-02, 1.6057898e+01, 2.8929900e-01,\n",
" 1.9058960e+00, 4.3189560e+00, 1.6181764e+01, 1.3712180e+01,\n",
" 1.0976122e+01, 7.0956500e+00, 2.2440460e+00, 3.9038000e-02,\n",
" 6.1161220e+00, 2.8617534e+01, 2.4992850e+00, 7.9396620e+00,\n",
" 4.1663020e+00, 4.0490900e-01, 5.8869940e+00, 8.0577470e+00,\n",
" 1.2131810e+00, 1.2236000e-01, 1.3087986e+01, 1.7894726e+01,\n",
" 6.0113000e-02, 3.4943230e+00, 1.1854300e-01, 2.0136500e+00,\n",
" 4.9168490e+00, 3.7610790e+00, 9.0565820e+00, 3.7656780e+00,\n",
" 5.8417190e+00, 1.4410140e+00, 2.7118510e+01, 2.9552639e+01,\n",
" 1.6304730e+01, 1.6392331e+01, 5.8860000e-03, 5.1216550e+00,\n",
" 2.0641674e+01, 1.9455780e+00, 5.8700000e-04, 7.4631800e-01,\n",
" 1.2840724e+01, 2.6500000e-04])</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'>164.9 164.3 163.6 ... 146.6 147.7</div><input id='attrs-d14d7303-357f-4b2a-bbd8-72db4b6f4d7d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d14d7303-357f-4b2a-bbd8-72db4b6f4d7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e2cf83e-2842-4c88-ab20-4bfd49b2811e' class='xr-var-data-in' type='checkbox'><label for='data-4e2cf83e-2842-4c88-ab20-4bfd49b2811e' 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([164.9302763 , 164.25828509, 163.58926442, 162.92767882,\n",
" 162.28312538, 161.66640794, 161.0878937 , 160.54300194,\n",
" 160.06047057, 159.59803622, 159.19550408, 158.81162683,\n",
" 158.48434237, 158.16988034, 157.89842384, 157.62028671,\n",
" 157.36301097, 157.07980338, 156.79675729, 156.47846159,\n",
" 156.10683721, 155.70741555, 155.16712858, 154.63737621,\n",
" 153.91782901, 153.20513941, 152.29788767, 151.39586816,\n",
" 150.33002777, 149.31051167, 148.2060026 , 147.22308909,\n",
" 146.2511423 , 145.47516987, 144.80814144, 144.40542522,\n",
" 144.18765802, 144.26076417, 144.53658451, 145.09046253,\n",
" 145.81060154, 146.77661386, 147.86128113, 149.12789173,\n",
" 150.45605487, 153.34422127, 154.84630496, 156.32198377,\n",
" 157.79809326, 159.2102964 , 160.58508771, 161.86198689,\n",
" 163.08927753, 164.19238371, 165.22112352, 166.11400912,\n",
" 166.91230625, 167.57050601, 168.12842778, 168.54789934,\n",
" 168.86667304, 169.04192983, 169.12247217, 169.06803462,\n",
" 168.67296085, 168.33447748, 167.91164173, 167.41647238,\n",
" 166.85809172, 166.27261439, 165.63366218, 164.98744879,\n",
" 164.3128105 , 163.64796872, 162.98120062, 161.7275991 ,\n",
" 161.15010343, 160.6050903 , 160.10014928, 159.63712452,\n",
"...\n",
" 144.29978078, 144.50444033, 145.07799627, 146.70626657,\n",
" 147.75424289, 149.02804548, 150.31329122, 151.79335812,\n",
" 153.18330748, 153.18330748, 154.74735317, 156.15665332,\n",
" 157.69655185, 159.06421215, 160.48610065, 161.73795143,\n",
" 162.9861167 , 164.06723261, 165.12964754, 165.99753464,\n",
" 166.83320116, 167.49108321, 168.06828792, 168.49044141,\n",
" 168.8361352 , 169.01487634, 169.1194455 , 169.07722437,\n",
" 168.94000496, 168.69935323, 168.37776728, 167.95129364,\n",
" 167.48516274, 166.93504304, 166.33522808, 165.70793863,\n",
" 165.05154541, 164.37697938, 163.70990151, 163.04515413,\n",
" 162.39536195, 161.78516118, 161.20530856, 160.65844242,\n",
" 160.15797484, 159.69362461, 159.26885527, 158.90329825,\n",
" 158.54207606, 158.26745047, 157.94445643, 157.71217638,\n",
" 157.41722242, 157.17349983, 156.86427133, 156.57370982,\n",
" 156.20065534, 155.79198387, 155.28322304, 154.72833288,\n",
" 153.31789265, 152.43825294, 151.53275616, 150.49919177,\n",
" 149.4496759 , 148.37555852, 147.34848207, 146.38721956,\n",
" 145.56073741, 144.88594372, 144.43482415, 144.21012121,\n",
" 144.23636154, 144.49684579, 144.99167387, 145.69600739,\n",
" 146.6234217 , 147.70423156])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_DS_ESRI_202010...</div><input id='attrs-e6e31801-99cf-4825-a65a-583baf7dc959' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6e31801-99cf-4825-a65a-583baf7dc959' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd6920ac-627a-478a-9307-4d9637cf92b6' class='xr-var-data-in' type='checkbox'><label for='data-cd6920ac-627a-478a-9307-4d9637cf92b6' 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(['S2B_OPER_MSI_L2A_DS_ESRI_20201002T223233_S20200103T104837_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201029T135808_S20200108T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T181624_S20200113T104813_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T201258_S20200118T104425_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T075618_S20200123T104739_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T132604_S20200128T104423_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T133420_S20200202T104835_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T051239_S20200207T104422_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T201500_S20200212T104614_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200929T144101_S20200217T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200927T203143_S20200222T104314_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200928T171845_S20200227T104643_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200926T041720_S20200303T104450_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200930T034712_S20200308T104402_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201008T163632_S20200313T104333_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201010T173152_S20200318T104818_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201015T073319_S20200323T104515_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201101T183700_S20200328T104145_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200924T180824_S20200402T103949_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200925T085152_S20200407T104802_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230427T173026_S20230427T104555_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230507T163151_S20230507T103648_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230512T210230_S20230512T104038_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230517T152454_S20230517T103641_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230522T193020_S20230522T104204_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230527T154624_S20230527T103641_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230602T000640_S20230601T104107_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230606T154523_S20230606T103638_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230611T200338_S20230611T104650_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230616T153429_S20230616T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230622T115449_S20230621T104238_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230626T142546_S20230626T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230701T212219_S20230701T104159_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230706T161411_S20230706T104848_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230711T234549_S20230711T104102_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230716T150804_S20230716T103634_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230721T203354_S20230721T104035_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230726T141752_S20230726T103642_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230731T221617_S20230731T104041_N05.09'],\n",
" dtype='<U64')</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'>0.0 38.48 0.07117 ... 44.8 58.37</div><input id='attrs-43935c04-c69c-41f6-ac34-63eccf47c560' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43935c04-c69c-41f6-ac34-63eccf47c560' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4aeb40f7-44e0-4c94-b1c2-5835a774a13d' class='xr-var-data-in' type='checkbox'><label for='data-4aeb40f7-44e0-4c94-b1c2-5835a774a13d' 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([0.0000000e+00, 3.8478914e+01, 7.1174000e-02, 3.1503940e+01,\n",
" 1.4070000e-03, 5.2147340e+00, 9.6931000e-02, 1.2425020e+01,\n",
" 7.6847100e+00, 0.0000000e+00, 5.2313221e+01, 2.0119000e-02,\n",
" 4.7130000e-02, 5.3172952e+01, 6.2007987e+01, 6.0090393e+01,\n",
" 1.0854450e+00, 3.5386428e+01, 3.5502684e+01, 5.5769718e+01,\n",
" 4.7163913e+01, 1.7408000e-01, 0.0000000e+00, 8.7460000e-03,\n",
" 4.5802170e+00, 5.1794654e+01, 2.1593803e+01, 7.3504442e+01,\n",
" 7.1315849e+01, 6.7639208e+01, 6.1013770e+00, 5.2757323e+01,\n",
" 6.5809440e+00, 4.7861516e+01, 6.4791435e+01, 5.9926808e+01,\n",
" 4.0207157e+01, 5.3976583e+01, 6.2343842e+01, 4.5749632e+01,\n",
" 3.7381741e+01, 5.7668751e+01, 5.6685525e+01, 5.7833403e+01,\n",
" 3.0569357e+01, 1.2379810e+01, 5.7586592e+01, 2.7056655e+01,\n",
" 5.9663051e+01, 3.0522100e+00, 6.0262901e+01, 6.4424800e-01,\n",
" 1.1482580e+00, 1.8225327e+01, 6.7040490e+00, 1.0554280e+00,\n",
" 1.0915166e+01, 1.5579440e+00, 5.2899277e+01, 1.1354600e-01,\n",
" 5.7994000e+00, 5.0600400e+00, 0.0000000e+00, 5.7835823e+01,\n",
" 4.4432000e+00, 1.1497666e+01, 9.3802000e-02, 3.2554099e+01,\n",
" 1.3805500e-01, 4.4800000e-04, 3.1110778e+01, 0.0000000e+00,\n",
" 1.8451744e+01, 8.4853840e+00, 3.1655475e+01, 2.5210842e+01,\n",
" 5.3582270e+00, 0.0000000e+00, 3.9021102e+01, 0.0000000e+00,\n",
"...\n",
" 4.6671179e+01, 5.7382029e+01, 5.4838026e+01, 5.3305817e+01,\n",
" 5.2449971e+01, 4.7898594e+01, 4.9468571e+01, 4.6579400e+01,\n",
" 4.7611818e+01, 4.7611818e+01, 2.4510084e+01, 2.2468834e+01,\n",
" 1.5789510e+01, 2.1659409e+01, 0.0000000e+00, 6.2926871e+01,\n",
" 2.3413880e+01, 4.4574100e+00, 6.4343894e+01, 2.1846099e+01,\n",
" 7.2287700e-01, 1.2900000e-04, 2.3611368e+01, 4.5567900e-01,\n",
" 0.0000000e+00, 7.3590000e-03, 5.1824600e-01, 1.1633870e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 4.6357000e-02, 5.3906200e+00, 8.0705610e+00,\n",
" 0.0000000e+00, 7.6000000e-05, 7.9012920e+00, 2.5106320e+01,\n",
" 1.7520812e+01, 3.2314041e+01, 3.6893266e+01, 4.8572722e+01,\n",
" 4.0551013e+01, 3.5095394e+01, 1.7083900e-01, 4.9812078e+01,\n",
" 3.9040837e+01, 0.0000000e+00, 2.8206867e+01, 1.5200000e-03,\n",
" 2.2900000e-04, 5.8215654e+01, 1.7379382e+01, 4.8095295e+01,\n",
" 0.0000000e+00, 5.6049347e+01, 0.0000000e+00, 2.3245000e-02,\n",
" 2.2765805e+01, 1.0614786e+01, 5.2217025e+01, 2.6837054e+01,\n",
" 4.9987292e+01, 3.1942576e+01, 2.6317129e+01, 1.9580024e+01,\n",
" 4.9002704e+01, 3.5559303e+01, 5.7597661e+01, 1.5975912e+01,\n",
" 4.9454704e+01, 5.8813822e+01, 5.2053821e+01, 5.7015872e+01,\n",
" 4.4797257e+01, 5.8374649e+01])</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'>21.67 9.451 ... 2.614 0.000272</div><input id='attrs-5396d9ae-43f3-484c-92f7-6d7b2d39ea88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5396d9ae-43f3-484c-92f7-6d7b2d39ea88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5af811d8-eca5-432c-a0b4-a95deba2fd17' class='xr-var-data-in' type='checkbox'><label for='data-5af811d8-eca5-432c-a0b4-a95deba2fd17' 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([2.1666305e+01, 9.4512320e+00, 4.9024560e+00, 1.1235809e+01,\n",
" 4.9149501e+01, 4.1161558e+01, 5.0341427e+01, 3.0022579e+01,\n",
" 4.3124910e+00, 7.0534128e+01, 4.3142000e-02, 6.9273865e+01,\n",
" 4.5280382e+01, 6.3699100e-01, 1.0169200e-01, 6.0899000e-02,\n",
" 6.6803181e+01, 5.9412580e+00, 1.1218970e+01, 4.5119000e-02,\n",
" 3.2776210e+00, 7.6952714e+01, 9.6790642e+01, 8.8586807e+01,\n",
" 6.7404848e+01, 2.8795390e+00, 3.3694753e+01, 5.9413900e-01,\n",
" 2.1145300e-01, 1.5534290e+00, 6.2364972e+01, 1.1460096e+01,\n",
" 6.0536480e+01, 6.3142840e+00, 1.2792230e+00, 7.0742730e+00,\n",
" 2.2466272e+01, 6.1889610e+00, 3.4135300e-01, 1.5900044e+01,\n",
" 4.2182538e+01, 3.0712640e+00, 2.2264700e-01, 6.4154000e-02,\n",
" 2.3145415e+01, 5.2149129e+01, 7.3530000e-02, 2.6478723e+01,\n",
" 5.0527000e-02, 5.3915399e+01, 2.6095000e-02, 4.6804270e+01,\n",
" 7.8542793e+01, 1.9131638e+01, 5.2228624e+01, 7.0975769e+01,\n",
" 4.5255628e+01, 8.9022005e+01, 5.2721600e+00, 1.5952027e+01,\n",
" 6.3151246e+01, 5.7391340e+01, 7.0614225e+01, 4.0531000e-02,\n",
" 6.0957849e+01, 2.8052869e+01, 6.5046579e+01, 9.6706230e+00,\n",
" 6.2031126e+01, 9.5382816e+01, 1.1938851e+01, 5.0235635e+01,\n",
" 9.1594760e+00, 4.4847426e+01, 1.9153368e+01, 2.0862225e+01,\n",
" 3.9045084e+01, 7.7959883e+01, 1.0510650e+01, 8.7870479e+01,\n",
"...\n",
" 5.4357350e+00, 5.7100000e-04, 1.3600000e-04, 5.0400000e-04,\n",
" 1.4001000e-02, 1.2365120e+00, 9.5988000e-02, 2.4490300e+00,\n",
" 2.3435480e+00, 2.3435480e+00, 2.3947768e+01, 2.2156194e+01,\n",
" 2.6625153e+01, 3.3861145e+01, 8.0258840e+01, 1.9967000e-02,\n",
" 3.7183836e+01, 5.5809736e+01, 1.7237000e-02, 3.9529580e+01,\n",
" 7.6870203e+01, 9.6798474e+01, 1.0152123e+01, 2.0119831e+01,\n",
" 5.8800918e+01, 7.8499579e+01, 5.8449435e+01, 5.2176082e+01,\n",
" 5.6100225e+01, 1.7369439e+01, 3.1635582e+01, 7.8827769e+01,\n",
" 9.1232812e+01, 9.4156462e+01, 3.9978215e+01, 6.3688284e+01,\n",
" 8.5275722e+01, 7.5899589e+01, 3.7201458e+01, 1.3816990e+01,\n",
" 2.4700826e+01, 1.5862210e+01, 1.0937355e+01, 2.0448000e-02,\n",
" 2.6870000e-03, 2.4009050e+00, 8.2176715e+01, 5.8660000e-03,\n",
" 3.3354640e+00, 8.7542897e+01, 3.5109514e+01, 7.6495129e+01,\n",
" 9.6656907e+01, 7.4000000e-04, 2.8468549e+01, 6.1264600e-01,\n",
" 6.2055284e+01, 1.4306470e+00, 6.9735032e+01, 8.6196882e+01,\n",
" 3.2183063e+01, 3.8813066e+01, 1.2691230e+00, 2.7539891e+01,\n",
" 4.4923110e+00, 1.5931140e+01, 8.9807230e+00, 1.3997807e+01,\n",
" 2.6079840e+00, 1.6725363e+01, 3.5312520e+00, 5.3367776e+01,\n",
" 1.0448880e+01, 9.1733900e-01, 3.9501630e+00, 2.2664190e+00,\n",
" 2.6141880e+00, 2.7200000e-04])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0022 0.0004</div><input id='attrs-5effabf6-db65-40f8-9c50-9999389fbc01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5effabf6-db65-40f8-9c50-9999389fbc01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaa2dbe0-f017-4cc7-887b-17d2d4bb20f3' class='xr-var-data-in' type='checkbox'><label for='data-aaa2dbe0-f017-4cc7-887b-17d2d4bb20f3' 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([0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
"...\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 2.0000e-04,\n",
" 1.0000e-04, 2.0000e-04, 2.0000e-04, 0.0000e+00, 2.0000e-04,\n",
" 2.0000e-04, 0.0000e+00, 0.0000e+00, 1.0000e-04, 0.0000e+00,\n",
" 5.0000e-04, 1.1000e-03, 3.0000e-04, 0.0000e+00, 2.1000e-03,\n",
" 2.6852e+00, 1.9000e-03, 4.9900e-02, 8.4910e-01, 2.0000e-03,\n",
" 3.0340e-01, 5.7000e-03, 1.3100e-02, 3.7800e-02, 1.2400e-02,\n",
" 2.5000e-03, 2.0000e-04, 2.5000e-03, 2.4000e-03, 2.2000e-03,\n",
" 4.0000e-04, 2.4000e-03, 4.0000e-04, 2.2000e-03, 4.0000e-04])</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'>32631</div><input id='attrs-41ce0afd-dc9b-4498-80e3-907c27950350' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41ce0afd-dc9b-4498-80e3-907c27950350' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5cb4335-ea44-4de2-aecc-b26e08536e3e' class='xr-var-data-in' type='checkbox'><label for='data-b5cb4335-ea44-4de2-aecc-b26e08536e3e' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '02.12' ... '05.09' '05.09'</div><input id='attrs-9be1df4c-b0f6-42e9-82cb-4c62ea77b002' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9be1df4c-b0f6-42e9-82cb-4c62ea77b002' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9e2ec09-38bb-462d-9260-a0cf5b7f5f1a' class='xr-var-data-in' type='checkbox'><label for='data-a9e2ec09-38bb-462d-9260-a0cf5b7f5f1a' 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(['02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '03.00', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '02.12', '03.00', '02.12', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '04.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_TL_ESRI_202010...</div><input id='attrs-8595b9f9-bff2-4482-a47b-9675a8dce51f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8595b9f9-bff2-4482-a47b-9675a8dce51f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8e9817c-6441-4d2f-8c6a-88982652ec2e' class='xr-var-data-in' type='checkbox'><label for='data-e8e9817c-6441-4d2f-8c6a-88982652ec2e' 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(['S2B_OPER_MSI_L2A_TL_ESRI_20201002T223233_A014763_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201029T135808_A023743_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T181624_A014906_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T201258_A023886_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T075618_A015049_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T132604_A024029_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T133420_A015192_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T051239_A024172_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T201500_A015335_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200929T144101_A024315_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200927T203143_A015478_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200928T171845_A024458_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200926T041720_A015621_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200930T034712_A024601_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201008T163632_A015764_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201010T173152_A024744_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201015T073319_A015907_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201101T183700_A024887_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200924T180824_A016050_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200925T085152_A025030_T31TEJ_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230427T173026_A032066_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230507T163151_A032209_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230512T210230_A041189_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230517T152454_A032352_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230522T193020_A041332_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230527T154624_A032495_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230602T000640_A041475_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230606T154523_A032638_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230611T200338_A041618_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230616T153429_A032781_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230622T115449_A041761_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230626T142546_A032924_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230701T212219_A041904_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230706T161411_A033067_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230711T234549_A042047_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230716T150804_A033210_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230721T203354_A042190_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230726T141752_A033353_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230731T221617_A042333_T31TEJ_N05.09'],\n",
" dtype='<U62')</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'>0.00012 12.12 ... 22.3 26.56</div><input id='attrs-71ffa068-ec7c-42e3-ab2d-75caedfd888b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71ffa068-ec7c-42e3-ab2d-75caedfd888b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f59e800f-f83e-4e98-9f15-9a86d7ece202' class='xr-var-data-in' type='checkbox'><label for='data-f59e800f-f83e-4e98-9f15-9a86d7ece202' 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([1.2000000e-04, 1.2123384e+01, 1.0528000e-02, 4.8242970e+00,\n",
" 2.3454000e-02, 1.9018250e+00, 2.8908000e-02, 7.2808890e+00,\n",
" 2.8868620e+00, 9.0000000e-05, 1.5982726e+01, 1.9380000e-03,\n",
" 1.4545000e-02, 1.5463294e+01, 1.7367011e+01, 2.0531189e+01,\n",
" 2.3604090e+00, 2.1620597e+01, 1.6040227e+01, 1.9798072e+01,\n",
" 1.7248714e+01, 1.1564000e-01, 0.0000000e+00, 1.0058700e-01,\n",
" 3.9063210e+00, 1.0935697e+01, 5.5970880e+00, 9.6816320e+00,\n",
" 1.0671119e+01, 1.0955246e+01, 4.5784290e+00, 1.2790015e+01,\n",
" 4.1349230e+00, 9.6138990e+00, 1.3834617e+01, 1.3857374e+01,\n",
" 1.0594467e+01, 1.8524289e+01, 2.0670211e+01, 2.0087214e+01,\n",
" 1.1515748e+01, 2.2202727e+01, 2.6353493e+01, 2.6641861e+01,\n",
" 1.5991968e+01, 9.8516600e+00, 2.6864383e+01, 1.4621483e+01,\n",
" 2.4634181e+01, 3.9510090e+00, 2.3771377e+01, 7.3982500e-01,\n",
" 7.4488800e-01, 5.1099800e+00, 5.3731610e+00, 7.2166000e-02,\n",
" 3.3870560e+00, 6.7592700e-01, 1.3865747e+01, 1.2050400e-01,\n",
" 5.4577160e+00, 2.7623870e+00, 2.1900000e-04, 1.6929872e+01,\n",
" 1.7885870e+00, 4.9529330e+00, 1.1805200e-01, 1.1317340e+01,\n",
" 2.9086500e-01, 1.3370000e-03, 1.4678766e+01, 0.0000000e+00,\n",
" 6.9574620e+00, 3.0565390e+00, 1.2657425e+01, 1.8922639e+01,\n",
" 3.8022370e+00, 1.5600000e-04, 1.8877666e+01, 0.0000000e+00,\n",
"...\n",
" 1.5122621e+01, 2.7577889e+01, 2.9401350e+01, 3.1629980e+01,\n",
" 3.2332867e+01, 3.3463436e+01, 3.5072258e+01, 3.0677825e+01,\n",
" 2.9250774e+01, 2.9250774e+01, 1.1860555e+01, 1.5346527e+01,\n",
" 9.8917390e+00, 8.4102430e+00, 0.0000000e+00, 1.4460914e+01,\n",
" 8.9924150e+00, 3.8118290e+00, 1.2893145e+01, 8.8854250e+00,\n",
" 6.6929100e-01, 3.1500000e-04, 4.3872050e+00, 4.9741000e-02,\n",
" 0.0000000e+00, 1.0807900e-01, 1.4767700e-01, 3.3821220e+00,\n",
" 1.3040000e-03, 9.2530000e-03, 1.4530000e-03, 7.0000000e-06,\n",
" 2.0940000e-03, 1.1939900e-01, 5.9839760e+00, 8.0330590e+00,\n",
" 5.5400000e-04, 1.3600000e-03, 8.5417780e+00, 1.0599579e+01,\n",
" 1.5832812e+01, 2.3873930e+01, 2.6274985e+01, 3.1973222e+01,\n",
" 3.4784305e+01, 2.2206217e+01, 1.3435420e+00, 2.7717668e+01,\n",
" 3.4022409e+01, 0.0000000e+00, 1.9542609e+01, 5.9690000e-03,\n",
" 7.3300000e-04, 2.5312120e+01, 8.0999570e+00, 1.9748548e+01,\n",
" 0.0000000e+00, 2.1929556e+01, 0.0000000e+00, 1.3557000e-02,\n",
" 7.5675830e+00, 6.3334520e+00, 1.8110597e+01, 1.0246714e+01,\n",
" 1.7094582e+01, 1.5003021e+01, 1.1384308e+01, 5.4902510e+00,\n",
" 1.2930852e+01, 1.3507065e+01, 1.8217379e+01, 3.7437700e+00,\n",
" 6.1273550e+00, 2.2765371e+01, 2.2736503e+01, 2.1539684e+01,\n",
" 2.2295874e+01, 2.6558280e+01])</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'>68.05 67.6 66.96 ... 27.65 28.7</div><input id='attrs-3dff4e6a-6721-45df-97f6-1871e28be32e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3dff4e6a-6721-45df-97f6-1871e28be32e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9bac3d2-7f11-4341-bd43-62278ed3a904' class='xr-var-data-in' type='checkbox'><label for='data-e9bac3d2-7f11-4341-bd43-62278ed3a904' 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([68.04652238, 67.59571552, 66.96152677, 66.15095713, 65.1714035 ,\n",
" 64.03186936, 62.74258495, 61.31811857, 59.7659851 , 58.10934731,\n",
" 56.35337324, 54.52229333, 52.622467 , 50.67832705, 48.69702681,\n",
" 46.70174102, 44.69969292, 42.71377306, 40.75171801, 38.83328674,\n",
" 36.97319968, 35.17742287, 33.47833239, 31.86040493, 30.37181997,\n",
" 28.98975139, 27.76085489, 26.66127783, 25.7331396 , 24.95103567,\n",
" 24.35035761, 23.90307781, 23.63745086, 23.52383303, 23.58273689,\n",
" 23.78328765, 24.13913964, 24.62230888, 25.24349803, 25.97739631,\n",
" 26.83762507, 27.79545787, 28.86644539, 30.0251001 , 31.28571888,\n",
" 34.05900599, 35.56092503, 37.1368365 , 38.77063317, 40.46356685,\n",
" 42.20016762, 43.97876353, 45.77882448, 47.59895691, 49.41908158,\n",
" 51.23570039, 53.02989244, 54.79358566, 56.50654408, 58.15887723,\n",
" 59.73194829, 61.21773403, 62.59650625, 63.85974499, 65.97299711,\n",
" 66.80121692, 67.46442408, 67.95388126, 68.26306265, 68.38273129,\n",
" 68.31696719, 68.05955971, 67.61841319, 66.99176081, 66.19003688,\n",
" 64.08428973, 62.80199995, 61.38357627, 59.84083237, 58.18802742,\n",
" 56.43732055, 54.60913337, 52.7137468 , 50.77063864, 48.79202356,\n",
" 46.79514906, 44.79527864, 42.80656211, 40.84667634, 38.92539251,\n",
" 37.06344645, 35.26748875, 33.5563467 , 30.43909951, 29.06124824,\n",
" 27.81545588, 26.71815007, 25.77342186, 24.99155371, 24.37513533,\n",
"...\n",
" 48.88991582, 46.88721981, 44.89369186, 42.89813038, 40.94085644,\n",
" 37.1490465 , 35.34178605, 33.63814243, 32.00674455, 30.51309149,\n",
" 29.11507768, 27.87398604, 26.75902562, 25.81586222, 25.01514879,\n",
" 24.40405027, 23.93592174, 23.65696471, 23.51947038, 23.56732883,\n",
" 23.74444363, 24.09527057, 24.55692461, 25.17677683, 25.8902671 ,\n",
" 27.69146368, 28.7579849 , 29.90440637, 31.16393779, 32.48709666,\n",
" 33.9215787 , 33.9215787 , 35.4042015 , 36.98727519, 38.60551271,\n",
" 40.30241617, 42.02702655, 43.80688149, 45.60280597, 47.42762391,\n",
" 49.24543495, 51.06808294, 52.85999904, 54.62810183, 56.34528855,\n",
" 58.00637374, 59.58626059, 61.08199184, 62.4688991 , 63.74334754,\n",
" 64.88592944, 65.88567547, 66.72854517, 67.40949193, 67.91225878,\n",
" 68.23858254, 68.37978882, 68.33105248, 68.09406873, 67.67105895,\n",
" 67.0629279 , 66.27798656, 65.32284156, 64.20343597, 62.93437456,\n",
" 61.52855072, 59.99635636, 58.35355827, 56.61374975, 54.78779962,\n",
" 52.90312984, 50.95587946, 48.98872509, 46.98444888, 44.9889975 ,\n",
" 42.99245388, 41.03166016, 39.10195412, 37.23388264, 35.42950054,\n",
" 33.71280842, 32.0863304 , 29.18095918, 27.92850347, 26.80908138,\n",
" 25.85331557, 25.05364621, 24.4230374 , 23.95798012, 23.66288897,\n",
" 23.53124944, 23.56366243, 23.7464083 , 24.07628284, 24.54245976,\n",
" 25.14127512, 25.86398257, 26.70526594, 27.65063088, 28.70308172])</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'>78.22 6.114 67.66 ... 2.62 0.002409</div><input id='attrs-26633f4c-b4bc-44d8-9757-bfd4f7a263c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-26633f4c-b4bc-44d8-9757-bfd4f7a263c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a9cfe10-cd5f-47cf-bc69-513a99e4cf9e' class='xr-var-data-in' type='checkbox'><label for='data-5a9cfe10-cd5f-47cf-bc69-513a99e4cf9e' 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([7.8218740e+01, 6.1138900e+00, 6.7663318e+01, 1.6347915e+01,\n",
" 4.3361041e+01, 1.0091483e+01, 2.6658133e+01, 1.2125426e+01,\n",
" 1.9167137e+01, 2.8156331e+01, 2.5909000e-01, 1.0745704e+01,\n",
" 5.1429230e+01, 2.4007990e+00, 6.6536600e-01, 1.4961100e-01,\n",
" 1.1075532e+01, 7.5903270e+00, 5.6267810e+00, 9.5671900e-01,\n",
" 3.2924780e+00, 1.4409468e+01, 5.6682000e-02, 8.0019580e+00,\n",
" 6.2115520e+00, 1.5496760e+00, 1.2281980e+01, 5.1374100e-01,\n",
" 1.5969100e-01, 8.2676600e-01, 9.0178200e+00, 3.0064200e+00,\n",
" 1.7012265e+01, 4.3933570e+00, 7.7683200e-01, 2.1463470e+00,\n",
" 1.0504992e+01, 1.6233720e+00, 4.0983600e-01, 1.4543780e+00,\n",
" 3.7103460e+00, 1.6361660e+00, 5.1385000e-01, 8.5614000e-02,\n",
" 1.0286333e+01, 6.4770100e+00, 8.4057000e-02, 5.3664340e+00,\n",
" 8.4346000e-02, 1.7542945e+01, 6.8882000e-02, 3.2982442e+01,\n",
" 6.6870780e+00, 2.5822815e+01, 1.0938583e+01, 2.2711803e+01,\n",
" 1.4323071e+01, 5.7079270e+00, 3.4106060e+00, 6.4398855e+01,\n",
" 9.2723380e+00, 7.2383450e+00, 2.5572926e+01, 9.9794000e-02,\n",
" 1.1001108e+01, 1.9346300e+01, 1.5353711e+01, 6.1613610e+00,\n",
" 5.9829860e+00, 3.7441020e+00, 6.7772630e+00, 4.3234786e+01,\n",
" 1.3331419e+01, 1.0815834e+01, 3.9320680e+00, 2.7577880e+00,\n",
" 1.2102167e+01, 1.6811433e+01, 3.1714240e+00, 6.3805000e+00,\n",
"...\n",
" 7.8987860e+00, 4.3760000e-03, 1.3300000e-03, 8.7790000e-03,\n",
" 3.4479000e-02, 1.2089640e+00, 8.3868000e-02, 2.6489660e+00,\n",
" 2.7253780e+00, 2.7253780e+00, 2.1259432e+01, 1.4619356e+01,\n",
" 1.8742625e+01, 1.1868575e+01, 1.9207737e+01, 1.3063000e-01,\n",
" 1.3765752e+01, 2.0850189e+01, 2.2079100e-01, 1.2565210e+01,\n",
" 9.9131790e+00, 2.3202340e+00, 1.9014426e+01, 5.7030773e+01,\n",
" 4.0922126e+01, 1.8565311e+01, 2.3543482e+01, 2.6487124e+01,\n",
" 2.3786868e+01, 6.9407618e+01, 4.8707828e+01, 1.0792695e+01,\n",
" 6.1807860e+00, 4.0595520e+00, 2.6289591e+01, 9.1737580e+00,\n",
" 1.2065969e+01, 1.5470922e+01, 1.4784034e+01, 2.3920378e+01,\n",
" 1.3400739e+01, 3.7815770e+00, 3.9362560e+00, 2.4129700e-01,\n",
" 2.2678000e-02, 6.0698010e+00, 6.8673390e+00, 9.8507000e-02,\n",
" 3.4418140e+00, 1.2001675e+01, 7.3010010e+00, 1.3185972e+01,\n",
" 1.8147420e+00, 4.6450000e-03, 1.5502557e+01, 8.6580300e-01,\n",
" 3.7880158e+01, 1.9441060e+00, 3.0132505e+01, 1.1184511e+01,\n",
" 1.4179967e+01, 3.2871914e+01, 4.1983140e+00, 1.3906251e+01,\n",
" 3.6939560e+00, 1.1607372e+01, 1.0364594e+01, 2.3344229e+01,\n",
" 2.9317820e+00, 1.5232103e+01, 3.8695060e+00, 8.4127430e+00,\n",
" 8.6182820e+00, 1.5144970e+00, 3.3664320e+00, 2.2059280e+00,\n",
" 2.6195270e+00, 2.4090000e-03])</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'>0.0 8.46 0.1201 ... 0.5114 0.1712</div><input id='attrs-028b07dd-2151-4602-974a-a8b5c3e7a850' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-028b07dd-2151-4602-974a-a8b5c3e7a850' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77d13260-d86b-4b04-81c4-5dfed8866c1b' class='xr-var-data-in' type='checkbox'><label for='data-77d13260-d86b-4b04-81c4-5dfed8866c1b' 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([0.0000000e+00, 8.4595130e+00, 1.2009600e-01, 4.9762540e+00,\n",
" 1.2253050e+00, 7.6264080e+00, 1.4181200e-01, 1.1884362e+01,\n",
" 9.6974800e-01, 6.0920000e-03, 2.0987990e+00, 1.7524360e+00,\n",
" 1.0952090e+00, 1.7360500e+00, 1.6024670e+00, 1.9529300e+00,\n",
" 7.5213830e+00, 1.0235066e+01, 7.0177090e+00, 1.5572180e+00,\n",
" 3.7339560e+00, 1.8755100e-01, 7.6000000e-05, 1.0031690e+00,\n",
" 2.7700010e+00, 1.2114460e+00, 2.7668320e+00, 6.3288100e-01,\n",
" 4.9085800e-01, 1.1223450e+00, 5.0801330e+00, 2.8866260e+00,\n",
" 2.3275970e+00, 1.5302570e+00, 4.6375100e-01, 2.2186660e+00,\n",
" 4.5943740e+00, 1.5457450e+00, 6.3957000e-01, 1.5090530e+00,\n",
" 2.8910120e+00, 9.9675200e-01, 5.4202200e-01, 2.9906300e-01,\n",
" 3.7366170e+00, 6.7696590e+00, 2.9371200e-01, 4.9639340e+00,\n",
" 3.9968000e-01, 3.9976380e+00, 6.2005800e-01, 2.0239150e+00,\n",
" 3.5080940e+00, 1.8386040e+00, 4.9717320e+00, 1.9822100e-01,\n",
" 6.8115500e+00, 9.1460900e-01, 6.0717000e+00, 1.0514000e-02,\n",
" 8.1079230e+00, 6.8011100e+00, 6.3000000e-04, 3.3535720e+00,\n",
" 5.5652470e+00, 2.2567970e+00, 3.4406420e+00, 1.0353766e+01,\n",
" 1.4733130e+00, 1.1630400e-01, 5.9717540e+00, 6.5524000e-02,\n",
" 7.9428280e+00, 4.5579410e+00, 6.7508760e+00, 6.8710130e+00,\n",
" 8.9565200e+00, 5.5620000e-02, 5.7025040e+00, 1.1300000e-04,\n",
"...\n",
" 1.1898100e-01, 1.6402700e-01, 1.9119000e-01, 1.7714600e-01,\n",
" 1.9277700e-01, 2.3427300e-01, 1.8244100e-01, 6.4375700e-01,\n",
" 6.0025900e-01, 6.0025900e-01, 4.7952100e-01, 1.0813140e+00,\n",
" 1.3796600e+00, 2.3909590e+00, 0.0000000e+00, 1.4299900e-01,\n",
" 2.0673040e+00, 1.1886790e+00, 1.0850000e-03, 2.2242330e+00,\n",
" 9.0245000e-02, 1.1180000e-03, 8.6418800e-01, 1.6340000e-02,\n",
" 0.0000000e+00, 2.8016000e-02, 1.7790000e-02, 1.0601200e-01,\n",
" 6.7350000e-03, 0.0000000e+00, 1.0000000e-05, 0.0000000e+00,\n",
" 0.0000000e+00, 1.2467100e-01, 4.7836300e-01, 3.7181300e+00,\n",
" 0.0000000e+00, 1.1480000e-03, 1.8877500e-01, 8.3844600e-01,\n",
" 1.1405630e+00, 6.6647500e-01, 3.2165100e-01, 1.0444200e-01,\n",
" 5.5610000e-03, 2.1835000e-02, 1.7604000e-02, 4.9570000e-03,\n",
" 8.5727400e-01, 0.0000000e+00, 1.6425760e+00, 1.2196000e-02,\n",
" 1.4600000e-04, 3.8792300e-01, 3.4008220e+00, 4.7375400e-01,\n",
" 0.0000000e+00, 1.0322780e+00, 0.0000000e+00, 7.3420000e-03,\n",
" 2.6162160e+00, 1.7805250e+00, 3.7330300e-01, 1.9672230e+00,\n",
" 3.1686000e-01, 1.7747990e+00, 8.5061100e-01, 4.2074200e-01,\n",
" 3.5177400e-01, 1.6463320e+00, 4.9959000e-01, 2.3434790e+00,\n",
" 2.0494400e-01, 2.1043100e-01, 5.7706800e-01, 7.1109600e-01,\n",
" 5.1140800e-01, 1.7119400e-01])</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-1d15bbfe-7d3b-4387-b9dd-bdb0358d4691' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1d15bbfe-7d3b-4387-b9dd-bdb0358d4691' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a8e8cee-8b79-4b5d-9b80-7942ead820a1' class='xr-var-data-in' type='checkbox'><label for='data-3a8e8cee-8b79-4b5d-9b80-7942ead820a1' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-85bc0b5f-1c79-4575-8ece-e5610f08c947' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85bc0b5f-1c79-4575-8ece-e5610f08c947' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c406a0ae-a9a9-4158-9665-84b7a7aa1430' class='xr-var-data-in' type='checkbox'><label for='data-c406a0ae-a9a9-4158-9665-84b7a7aa1430' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-7a83431e-2fb2-41ef-abed-e2b655d3d69c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a83431e-2fb2-41ef-abed-e2b655d3d69c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d7e6360-4c62-4d65-9a0e-6d2f3c45f0e7' class='xr-var-data-in' type='checkbox'><label for='data-2d7e6360-4c62-4d65-9a0e-6d2f3c45f0e7' 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('31TEJ', dtype='<U5')</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'>0.0 0.02063 ... 0.001334 0.001138</div><input id='attrs-88ed4b42-7cbd-4b78-8bb0-3417e042bc52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88ed4b42-7cbd-4b78-8bb0-3417e042bc52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-143e5077-3c0d-49e0-921c-e6140ebfd86a' class='xr-var-data-in' type='checkbox'><label for='data-143e5077-3c0d-49e0-921c-e6140ebfd86a' 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([0.0000000e+00, 2.0627000e-02, 0.0000000e+00, 3.3012200e-01,\n",
" 3.7011260e+00, 3.0670930e+00, 9.1780000e-03, 2.5989000e-02,\n",
" 2.3420000e-03, 6.4345200e-01, 2.2760000e-03, 1.5425314e+01,\n",
" 1.3700000e-03, 5.8245000e-02, 1.6920000e-03, 2.5410000e-03,\n",
" 5.7399700e-01, 4.5800000e-04, 6.8080000e-03, 1.8600000e-04,\n",
" 2.2900000e-04, 4.9754600e-01, 3.1116620e+00, 5.4057900e-01,\n",
" 4.2358650e+00, 1.0020000e-03, 7.5600000e-04, 5.0000000e-05,\n",
" 3.8200000e-04, 8.1600000e-04, 4.5839000e-02, 5.0300000e-03,\n",
" 9.2370000e-03, 4.5800000e-04, 8.1600000e-04, 2.8040000e-03,\n",
" 1.0980000e-03, 2.1200000e-03, 1.4030000e-03, 1.9010000e-03,\n",
" 3.1500000e-04, 1.2940000e-03, 7.1000000e-04, 1.2380000e-03,\n",
" 3.3240000e-03, 4.8533700e-01, 1.7220000e-03, 4.1338300e-01,\n",
" 9.6500000e-04, 4.5152900e+00, 1.3770000e-03, 8.7190950e+00,\n",
" 2.9235110e+00, 5.5700000e-04, 5.8381890e+00, 1.0000000e-05,\n",
" 2.9290210e+00, 6.4800000e-03, 3.7890000e-03, 0.0000000e+00,\n",
" 2.8507000e-02, 3.8982920e+00, 7.3272200e-01, 4.2140000e-03,\n",
" 3.5377890e+00, 0.0000000e+00, 6.4472380e+00, 3.8956700e-01,\n",
" 1.9020627e+01, 1.7433900e-01, 2.1453520e+00, 3.1783840e+00,\n",
" 5.7953060e+00, 5.2927500e-01, 1.1974100e+00, 2.4370500e-01,\n",
" 8.6380530e+00, 3.6805820e+00, 4.6785000e-02, 5.3822000e-02,\n",
"...\n",
" 1.4070000e-03, 2.3260000e-03, 1.8020000e-03, 2.6410000e-03,\n",
" 2.1400000e-03, 2.2590000e-03, 1.7450000e-03, 2.3900000e-04,\n",
" 3.9200000e-04, 3.9200000e-04, 7.0000000e-06, 7.3300000e-04,\n",
" 1.1840000e-03, 1.0000000e-04, 0.0000000e+00, 1.3000000e-05,\n",
" 1.4100000e-03, 0.0000000e+00, 2.7900000e-04, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 3.2258400e-01, 0.0000000e+00, 0.0000000e+00,\n",
" 1.2817000e-02, 6.2700000e-04, 3.8550000e-03, 0.0000000e+00,\n",
" 6.3000000e-05, 0.0000000e+00, 4.5320000e-03, 4.2910000e-02,\n",
" 9.3703600e-01, 5.2514500e-01, 5.3475500e-01, 7.6392300e-01,\n",
" 8.9100300e-01, 3.2069200e-01, 8.1950000e-03, 1.0179000e-02,\n",
" 4.3654500e-01, 0.0000000e+00, 1.0900000e-04, 2.0900000e-04,\n",
" 0.0000000e+00, 3.0190000e-03, 4.7100000e-04, 1.1050000e-03,\n",
" 3.6000000e-05, 2.3260000e-03, 9.6000000e-05, 0.0000000e+00,\n",
" 3.8690000e-03, 6.1000000e-04, 2.5580000e-03, 3.7200000e-04,\n",
" 1.5300000e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0300000e-04,\n",
" 3.6200000e-04, 7.5000000e-04, 1.0980000e-03, 1.2040000e-03,\n",
" 1.3340000e-03, 1.1380000e-03])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-4c28259a-827e-4a81-be23-79c6e5e0396d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c28259a-827e-4a81-be23-79c6e5e0396d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0949a733-be8a-47fc-bc83-fcca3478fcc1' class='xr-var-data-in' type='checkbox'><label for='data-0949a733-be8a-47fc-bc83-fcca3478fcc1' 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(['descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
"...\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'ascending',\n",
" 'descending', 'ascending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'descending', 'ascending', 'descending', 'ascending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'ascending', 'descending', 'ascending', 'descending', 'descending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending'],\n",
" dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_N021...</div><input id='attrs-e79ee41f-548f-4b95-ad6f-af0ca92b576c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e79ee41f-548f-4b95-ad6f-af0ca92b576c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2dc522e-a3ef-43bd-a384-c487a4695b74' class='xr-var-data-in' type='checkbox'><label for='data-a2dc522e-a3ef-43bd-a384-c487a4695b74' 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(['S2B_MSIL2A_20200103T104339_N0212_R008_T31TEJ_20201002T223233.SAFE',\n",
" 'S2A_MSIL2A_20200108T104421_N0212_R008_T31TEJ_20201029T135806.SAFE',\n",
" 'S2B_MSIL2A_20200113T104309_N0212_R008_T31TEJ_20201002T181622.SAFE',\n",
" 'S2A_MSIL2A_20200118T104351_N0212_R008_T31TEJ_20201002T201256.SAFE',\n",
" 'S2B_MSIL2A_20200123T104229_N0212_R008_T31TEJ_20201002T075615.SAFE',\n",
" 'S2A_MSIL2A_20200128T104301_N0212_R008_T31TEJ_20201002T132601.SAFE',\n",
" 'S2B_MSIL2A_20200202T104149_N0212_R008_T31TEJ_20200930T133418.SAFE',\n",
" 'S2A_MSIL2A_20200207T104211_N0212_R008_T31TEJ_20201001T051237.SAFE',\n",
" 'S2B_MSIL2A_20200212T104049_N0212_R008_T31TEJ_20201001T201457.SAFE',\n",
" 'S2A_MSIL2A_20200217T104111_N0212_R008_T31TEJ_20200929T144058.SAFE',\n",
" 'S2B_MSIL2A_20200222T103939_N0212_R008_T31TEJ_20200927T203139.SAFE',\n",
" 'S2A_MSIL2A_20200227T104021_N0212_R008_T31TEJ_20200928T171842.SAFE',\n",
" 'S2B_MSIL2A_20200303T103829_N0212_R008_T31TEJ_20200926T041717.SAFE',\n",
" 'S2A_MSIL2A_20200308T104021_N0212_R008_T31TEJ_20200930T034706.SAFE',\n",
" 'S2B_MSIL2A_20200313T103719_N0212_R008_T31TEJ_20201008T163629.SAFE',\n",
" 'S2A_MSIL2A_20200318T104021_N0212_R008_T31TEJ_20201010T173151.SAFE',\n",
" 'S2B_MSIL2A_20200323T103639_N0212_R008_T31TEJ_20201015T073318.SAFE',\n",
" 'S2A_MSIL2A_20200328T104021_N0212_R008_T31TEJ_20201101T183657.SAFE',\n",
" 'S2B_MSIL2A_20200402T103619_N0212_R008_T31TEJ_20200924T180823.SAFE',\n",
" 'S2A_MSIL2A_20200407T104021_N0212_R008_T31TEJ_20200925T085149.SAFE',\n",
"...\n",
" 'S2B_MSIL2A_20230427T103629_N0509_R008_T31TEJ_20230427T173025.SAFE',\n",
" 'S2B_MSIL2A_20230507T103629_N0509_R008_T31TEJ_20230507T163149.SAFE',\n",
" 'S2A_MSIL2A_20230512T103621_N0509_R008_T31TEJ_20230512T210229.SAFE',\n",
" 'S2B_MSIL2A_20230517T103629_N0509_R008_T31TEJ_20230517T152452.SAFE',\n",
" 'S2A_MSIL2A_20230522T103631_N0509_R008_T31TEJ_20230522T193019.SAFE',\n",
" 'S2B_MSIL2A_20230527T103629_N0509_R008_T31TEJ_20230527T154622.SAFE',\n",
" 'S2A_MSIL2A_20230601T104021_N0509_R008_T31TEJ_20230602T000639.SAFE',\n",
" 'S2B_MSIL2A_20230606T103629_N0509_R008_T31TEJ_20230606T154522.SAFE',\n",
" 'S2A_MSIL2A_20230611T103631_N0509_R008_T31TEJ_20230611T200338.SAFE',\n",
" 'S2B_MSIL2A_20230616T103629_N0509_R008_T31TEJ_20230616T153427.SAFE',\n",
" 'S2A_MSIL2A_20230621T103631_N0509_R008_T31TEJ_20230622T115448.SAFE',\n",
" 'S2B_MSIL2A_20230626T103629_N0509_R008_T31TEJ_20230626T142544.SAFE',\n",
" 'S2A_MSIL2A_20230701T103631_N0509_R008_T31TEJ_20230701T212218.SAFE',\n",
" 'S2B_MSIL2A_20230706T103629_N0509_R008_T31TEJ_20230706T161410.SAFE',\n",
" 'S2A_MSIL2A_20230711T103631_N0509_R008_T31TEJ_20230711T234547.SAFE',\n",
" 'S2B_MSIL2A_20230716T103629_N0509_R008_T31TEJ_20230716T150802.SAFE',\n",
" 'S2A_MSIL2A_20230721T103631_N0509_R008_T31TEJ_20230721T203353.SAFE',\n",
" 'S2B_MSIL2A_20230726T103629_N0509_R008_T31TEJ_20230726T141750.SAFE',\n",
" 'S2A_MSIL2A_20230731T103631_N0509_R008_T31TEJ_20230731T221616.SAFE'],\n",
" dtype='<U65')</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'>8 8 8 8 8 8 8 8 ... 8 8 8 8 8 8 8 8</div><input id='attrs-d2987d4d-6488-4a74-add4-ce3ebbdef3b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2987d4d-6488-4a74-add4-ce3ebbdef3b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a184bbc3-af66-43fb-b326-005c8c68a31d' class='xr-var-data-in' type='checkbox'><label for='data-a184bbc3-af66-43fb-b326-005c8c68a31d' 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([8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8])</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'>99.99 18.45 ... 18.07 0.002946</div><input id='attrs-5b01f007-48d1-46d7-b7a5-75a94308742e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5b01f007-48d1-46d7-b7a5-75a94308742e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c31f6b79-6071-4607-a4f7-bc7eb355845f' class='xr-var-data-in' type='checkbox'><label for='data-c31f6b79-6071-4607-a4f7-bc7eb355845f' 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([9.9993728e+01, 1.8450535e+01, 9.9714175e+01, 4.2715595e+01,\n",
" 9.4354468e+01, 6.3195297e+01, 9.9373767e+01, 5.6325545e+01,\n",
" 8.0719548e+01, 9.9265862e+01, 1.3521662e+01, 8.0414678e+01,\n",
" 9.8744234e+01, 1.0998416e+01, 5.3227610e+00, 1.1027540e+00,\n",
" 7.8894577e+01, 1.6817373e+01, 1.7588745e+01, 8.4488610e+00,\n",
" 1.7121631e+01, 9.5682495e+01, 9.6855426e+01, 9.7821701e+01,\n",
" 7.4506875e+01, 2.5300771e+01, 5.6492706e+01, 2.0043760e+00,\n",
" 4.3234260e+00, 3.8975620e+00, 7.4081844e+01, 1.4752113e+01,\n",
" 8.1580099e+01, 3.3623279e+01, 5.4558880e+00, 9.9760320e+00,\n",
" 3.9235629e+01, 1.0964762e+01, 7.5160700e-01, 1.8360889e+01,\n",
" 4.5893179e+01, 5.7999310e+00, 4.0563340e+00, 1.4985000e-01,\n",
" 4.8880030e+01, 5.8626354e+01, 1.5779000e-01, 3.2951355e+01,\n",
" 1.3504300e-01, 7.2708466e+01, 9.6048000e-02, 8.0845650e+01,\n",
" 8.6502660e+01, 7.1766262e+01, 6.8507335e+01, 9.8575445e+01,\n",
" 6.5592548e+01, 9.6413679e+01, 1.1474437e+01, 9.9684690e+01,\n",
" 7.3045955e+01, 6.4630192e+01, 9.8940738e+01, 1.4035900e-01,\n",
" 7.9419589e+01, 7.0190610e+01, 8.3895032e+01, 1.7230929e+01,\n",
" 6.9449794e+01, 9.9561641e+01, 2.3009900e+01, 9.6752435e+01,\n",
" 4.3201385e+01, 6.6264147e+01, 2.4385369e+01, 2.7104872e+01,\n",
" 5.3404492e+01, 9.6170433e+01, 1.3990671e+01, 9.9945004e+01,\n",
"...\n",
" 2.8711426e+01, 5.3950000e-03, 6.9584700e-01, 1.3460000e-02,\n",
" 7.3961000e-02, 2.5529310e+00, 2.8911000e-01, 5.1949400e+00,\n",
" 5.1111590e+00, 5.1111590e+00, 5.7313043e+01, 3.8841587e+01,\n",
" 4.5367822e+01, 4.9129492e+01, 9.9929243e+01, 1.0534731e+01,\n",
" 5.1004982e+01, 8.9089566e+01, 1.1825244e+01, 6.0303569e+01,\n",
" 9.0609491e+01, 9.9688536e+01, 6.6859937e+01, 9.9297172e+01,\n",
" 9.9742335e+01, 9.7766227e+01, 9.6711701e+01, 9.1974264e+01,\n",
" 9.4841719e+01, 9.7558242e+01, 9.9046123e+01, 9.9990958e+01,\n",
" 9.8455101e+01, 9.8227829e+01, 8.2325709e+01, 7.3151344e+01,\n",
" 9.9247587e+01, 9.5689464e+01, 6.8167257e+01, 5.1449549e+01,\n",
" 4.9077690e+01, 2.6739436e+01, 1.7117657e+01, 3.0078200e-01,\n",
" 6.1414880e+00, 3.7088239e+01, 9.1543347e+01, 8.0440340e+00,\n",
" 1.0943580e+01, 9.9949485e+01, 4.8297510e+01, 9.7738850e+01,\n",
" 9.9684834e+01, 1.2774500e-01, 5.7059097e+01, 1.9373174e+01,\n",
" 9.9995553e+01, 6.8690760e+00, 9.9986076e+01, 9.9395037e+01,\n",
" 5.1279879e+01, 7.5446057e+01, 1.4524019e+01, 4.5211822e+01,\n",
" 1.4027986e+01, 2.8979525e+01, 4.6463826e+01, 6.6894674e+01,\n",
" 2.1844496e+01, 4.8349798e+01, 7.4066450e+00, 6.6902173e+01,\n",
" 3.9708835e+01, 4.3774140e+00, 7.3171820e+00, 5.2186660e+00,\n",
" 1.8074439e+01, 2.9460000e-03])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2B_20200103T104339_014763_N02...</div><input id='attrs-dd34e61e-34a9-45c3-a991-022ebabb8f92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd34e61e-34a9-45c3-a991-022ebabb8f92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0735e22e-e785-4469-90db-8bc08ad4e704' class='xr-var-data-in' type='checkbox'><label for='data-0735e22e-e785-4469-90db-8bc08ad4e704' 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(['GS2B_20200103T104339_014763_N02.12',\n",
" 'GS2A_20200108T104421_023743_N02.12',\n",
" 'GS2B_20200113T104309_014906_N02.12',\n",
" 'GS2A_20200118T104351_023886_N02.12',\n",
" 'GS2B_20200123T104229_015049_N02.12',\n",
" 'GS2A_20200128T104301_024029_N02.12',\n",
" 'GS2B_20200202T104149_015192_N02.12',\n",
" 'GS2A_20200207T104211_024172_N02.12',\n",
" 'GS2B_20200212T104049_015335_N02.12',\n",
" 'GS2A_20200217T104111_024315_N02.12',\n",
" 'GS2B_20200222T103939_015478_N02.12',\n",
" 'GS2A_20200227T104021_024458_N02.12',\n",
" 'GS2B_20200303T103829_015621_N02.12',\n",
" 'GS2A_20200308T104021_024601_N02.12',\n",
" 'GS2B_20200313T103719_015764_N02.12',\n",
" 'GS2A_20200318T104021_024744_N02.12',\n",
" 'GS2B_20200323T103639_015907_N02.12',\n",
" 'GS2A_20200328T104021_024887_N02.12',\n",
" 'GS2B_20200402T103619_016050_N02.12',\n",
" 'GS2A_20200407T104021_025030_N02.12',\n",
"...\n",
" 'GS2A_20230422T103621_040903_N05.09',\n",
" 'GS2B_20230427T103629_032066_N05.09',\n",
" 'GS2B_20230507T103629_032209_N05.09',\n",
" 'GS2A_20230512T103621_041189_N05.09',\n",
" 'GS2B_20230517T103629_032352_N05.09',\n",
" 'GS2A_20230522T103631_041332_N05.09',\n",
" 'GS2B_20230527T103629_032495_N05.09',\n",
" 'GS2A_20230601T104021_041475_N05.09',\n",
" 'GS2B_20230606T103629_032638_N05.09',\n",
" 'GS2A_20230611T103631_041618_N05.09',\n",
" 'GS2B_20230616T103629_032781_N05.09',\n",
" 'GS2A_20230621T103631_041761_N05.09',\n",
" 'GS2B_20230626T103629_032924_N05.09',\n",
" 'GS2A_20230701T103631_041904_N05.09',\n",
" 'GS2B_20230706T103629_033067_N05.09',\n",
" 'GS2A_20230711T103631_042047_N05.09',\n",
" 'GS2B_20230716T103629_033210_N05.09',\n",
" 'GS2A_20230721T103631_042190_N05.09',\n",
" 'GS2B_20230726T103629_033353_N05.09',\n",
" 'GS2A_20230731T103631_042333_N05.09'], dtype='<U34')</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'>0.0 13.88 0.000428 ... 12.71 14.86</div><input id='attrs-86ff3b5c-c81f-4365-91fd-f287226a2d09' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86ff3b5c-c81f-4365-91fd-f287226a2d09' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b994ccca-e700-474e-9b50-2f7b1f69bc72' class='xr-var-data-in' type='checkbox'><label for='data-b994ccca-e700-474e-9b50-2f7b1f69bc72' 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([0.0000000e+00, 1.3878916e+01, 4.2800000e-04, 1.0153680e+00,\n",
" 2.1356900e-01, 9.9014700e+00, 2.7560000e-03, 3.9452100e+00,\n",
" 6.9882910e+00, 4.4569000e-02, 1.1626204e+01, 2.1217080e+00,\n",
" 0.0000000e+00, 1.5026735e+01, 1.1288168e+01, 1.4048238e+01,\n",
" 8.6571140e+00, 1.3156360e+01, 1.4936779e+01, 1.3390812e+01,\n",
" 1.1278205e+01, 3.3244180e+00, 3.2837000e-02, 5.2254300e-01,\n",
" 9.6795960e+00, 9.3913530e+00, 1.2128563e+01, 1.3610286e+01,\n",
" 1.2694168e+01, 1.4723067e+01, 9.5352270e+00, 1.4824210e+01,\n",
" 5.1668110e+00, 6.4626510e+00, 1.4707918e+01, 1.3306947e+01,\n",
" 3.9911780e+00, 1.4175439e+01, 1.4718948e+01, 1.3567846e+01,\n",
" 1.7442740e+00, 1.2883309e+01, 1.1966159e+01, 1.4825389e+01,\n",
" 5.0483900e-01, 7.7061430e+00, 1.4829008e+01, 1.4577532e+01,\n",
" 1.4862269e+01, 1.0414829e+01, 1.4875513e+01, 6.0793490e+00,\n",
" 4.6074800e+00, 2.5165480e+00, 7.0742500e+00, 5.6930000e-03,\n",
" 7.0407530e+00, 6.3900000e-03, 1.2648790e+01, 6.5282000e-02,\n",
" 2.4492490e+00, 1.0062340e+01, 3.1746100e-01, 1.5100895e+01,\n",
" 3.2794000e-02, 6.4828020e+00, 3.9048480e+00, 1.3534838e+01,\n",
" 7.6800180e+00, 5.8100000e-04, 1.3639989e+01, 1.3840000e-03,\n",
" 6.9779770e+00, 8.7798190e+00, 1.0093682e+01, 1.2481048e+01,\n",
" 5.7299840e+00, 1.9280000e-03, 1.4792979e+01, 0.0000000e+00,\n",
"...\n",
" 9.0916920e+00, 1.4846165e+01, 1.4850077e+01, 1.4844915e+01,\n",
" 1.4835027e+01, 1.4768760e+01, 1.4845173e+01, 1.4860256e+01,\n",
" 1.4912759e+01, 1.4912759e+01, 5.6684680e+00, 1.2027390e+01,\n",
" 1.3779162e+01, 1.0204373e+01, 0.0000000e+00, 1.1766865e+01,\n",
" 1.2015823e+01, 9.0747200e-01, 1.0820579e+01, 4.4107450e+00,\n",
" 9.6516300e-01, 0.0000000e+00, 1.0312200e-01, 9.0690000e-02,\n",
" 0.0000000e+00, 7.4268500e-01, 1.3417000e-02, 9.6024600e-01,\n",
" 1.8786740e+00, 2.9710300e-01, 7.8170000e-03, 0.0000000e+00,\n",
" 5.2400000e-04, 1.3800000e-03, 3.9826740e+00, 8.9542000e-02,\n",
" 8.0000000e-05, 2.5058290e+00, 1.0611738e+01, 2.3045750e+00,\n",
" 9.6266020e+00, 1.2096865e+01, 1.5134023e+01, 1.4864933e+01,\n",
" 1.5047394e+01, 3.0747040e+00, 3.8890580e+00, 1.3446300e+01,\n",
" 1.3372247e+01, 0.0000000e+00, 1.3514950e+00, 1.7323760e+00,\n",
" 1.9600000e-04, 1.5041175e+01, 1.0875811e+01, 1.1042180e+01,\n",
" 0.0000000e+00, 1.2574367e+01, 0.0000000e+00, 1.1510000e-03,\n",
" 1.1034201e+01, 3.6646960e+00, 1.3154280e+01, 1.0030816e+01,\n",
" 1.4517096e+01, 1.4647445e+01, 1.3051032e+01, 5.0791770e+00,\n",
" 1.2981088e+01, 6.2175300e-01, 1.4791043e+01, 9.9417390e+00,\n",
" 3.8344570e+00, 1.3693227e+01, 1.4858130e+01, 1.4251472e+01,\n",
" 1.2712008e+01, 1.4861973e+01])</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'>0.006146 7.736 ... 0.05335 0.02891</div><input id='attrs-f5fe1a80-0773-4f12-9dd8-d37bda641612' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5fe1a80-0773-4f12-9dd8-d37bda641612' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b674079-584d-4e87-aab7-855b87f332dc' class='xr-var-data-in' type='checkbox'><label for='data-0b674079-584d-4e87-aab7-855b87f332dc' 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([6.1460000e-03, 7.7361670e+00, 8.0660000e-02, 1.0630748e+01,\n",
" 4.2349900e-01, 2.9928770e+00, 1.2499600e-01, 3.7580270e+00,\n",
" 6.5890600e-01, 3.9940000e-02, 4.3805360e+00, 1.4547100e-01,\n",
" 6.9704000e-02, 3.2297710e+00, 2.2201660e+00, 2.1976440e+00,\n",
" 5.8214500e-01, 1.8918090e+00, 2.2962440e+00, 9.7620400e-01,\n",
" 1.2109620e+00, 1.6035000e-02, 0.0000000e+00, 2.6810000e-03,\n",
" 1.9419300e-01, 4.4749000e-01, 6.0162000e-01, 4.7843900e-01,\n",
" 4.1771600e-01, 4.8277200e-01, 2.1607400e-01, 8.6685900e-01,\n",
" 1.0675500e-01, 3.9132300e-01, 4.8499800e-01, 3.2300800e-01,\n",
" 4.2364800e-01, 4.6754000e-01, 5.0277900e-01, 4.1334000e-01,\n",
" 1.7599100e-01, 2.8548000e-01, 3.4813800e-01, 2.3650900e-01,\n",
" 2.1634000e-01, 1.3338480e+00, 2.5235800e-01, 1.6026560e+00,\n",
" 2.8539100e-01, 4.1166100e-01, 3.5885800e-01, 6.0105000e-01,\n",
" 2.6152500e-01, 4.5179000e-01, 6.7481200e-01, 5.6091000e-02,\n",
" 1.0887720e+00, 1.8169800e-01, 2.5037310e+00, 4.0840000e-03,\n",
" 2.1043560e+00, 2.5996770e+00, 8.2320000e-03, 6.3647080e+00,\n",
" 1.9731490e+00, 3.0957790e+00, 1.0155940e+00, 1.0096677e+01,\n",
" 1.8364240e+00, 1.2299900e-01, 6.6115600e+00, 2.1830000e-03,\n",
" 7.6445830e+00, 6.0275680e+00, 7.3270070e+00, 5.7001040e+00,\n",
" 3.7523470e+00, 9.1284000e-02, 5.3233930e+00, 1.0620000e-03,\n",
"...\n",
" 1.7163000e-02, 2.2170000e-02, 2.1705000e-02, 2.5637000e-02,\n",
" 3.8922000e-02, 5.0342000e-02, 5.2574000e-02, 8.6984000e-02,\n",
" 1.2439700e-01, 1.2439700e-01, 1.1039400e-01, 2.4516000e-02,\n",
" 4.0332000e-02, 1.0489000e-01, 0.0000000e+00, 1.6739200e-01,\n",
" 1.8401000e-02, 4.1900000e-03, 1.1547300e-01, 8.7329000e-02,\n",
" 1.0320000e-03, 1.8280000e-03, 3.7029700e-01, 0.0000000e+00,\n",
" 1.0869000e-02, 8.8920000e-03, 1.4838400e-01, 2.6297000e-02,\n",
" 4.5398000e-02, 6.2140000e-03, 9.0086000e-02, 1.1610000e-03,\n",
" 7.3182000e-02, 2.6702000e-02, 7.1120600e-01, 2.9295160e+00,\n",
" 6.1261000e-02, 6.3271000e-02, 9.6667600e-01, 1.8574360e+00,\n",
" 2.0282170e+00, 2.2649580e+00, 2.7667990e+00, 3.3053370e+00,\n",
" 2.5792420e+00, 1.8503190e+00, 2.8384000e-02, 9.1649000e-01,\n",
" 5.1844600e-01, 0.0000000e+00, 2.0772300e-01, 0.0000000e+00,\n",
" 2.3900000e-04, 9.1235400e-01, 1.1876070e+00, 5.1584800e-01,\n",
" 0.0000000e+00, 4.7793500e-01, 0.0000000e+00, 0.0000000e+00,\n",
" 7.5660000e-02, 4.9525000e-02, 4.1894000e-02, 1.3245000e-02,\n",
" 2.4811000e-02, 1.7644000e-02, 2.5448000e-02, 1.0010000e-02,\n",
" 3.1556000e-02, 1.3840000e-03, 2.9569000e-02, 9.0962000e-02,\n",
" 2.8062000e-02, 1.2893000e-02, 4.0746000e-02, 4.0199000e-02,\n",
" 5.3354000e-02, 2.8908000e-02])</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'>0.0 0.8519 ... 1.554 0.000912</div><input id='attrs-94f3416a-9bc4-4606-b8ee-58d0bce10f95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-94f3416a-9bc4-4606-b8ee-58d0bce10f95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93903752-694d-4173-b9d9-38a4cdc16512' class='xr-var-data-in' type='checkbox'><label for='data-93903752-694d-4173-b9d9-38a4cdc16512' 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([0.0000000e+00, 8.5194500e-01, 2.9360000e-03, 4.0036760e+00,\n",
" 5.7173000e-02, 6.1002950e+00, 2.2165500e-01, 4.3549630e+00,\n",
" 8.9592000e-02, 0.0000000e+00, 7.4582000e-02, 1.1834100e-01,\n",
" 2.7807000e-02, 3.1453600e-01, 1.8975400e-01, 7.4313000e-02,\n",
" 3.2493000e-01, 8.9190800e-01, 6.6108060e+00, 5.8928000e-02,\n",
" 2.2423880e+00, 2.2400000e-03, 0.0000000e+00, 0.0000000e+00,\n",
" 1.2693100e-01, 9.1758500e-01, 8.1863000e-01, 8.7896000e-02,\n",
" 8.6486000e-02, 1.1789870e+00, 3.6108400e-01, 1.1178200e+00,\n",
" 9.3636000e-02, 5.1661400e-01, 2.6057600e-01, 3.8836300e-01,\n",
" 9.5244500e-01, 3.4351900e-01, 3.7164400e-01, 3.1012500e-01,\n",
" 3.9773900e-01, 1.6175100e-01, 4.7621000e-02, 1.2687000e-02,\n",
" 9.7525000e-02, 2.8471900e+00, 1.4436000e-02, 3.8130020e+00,\n",
" 1.9416000e-02, 9.4889500e-01, 1.3872000e-02, 3.4686700e-01,\n",
" 3.0358600e-01, 9.0932000e-02, 8.5647400e-01, 3.6941000e-02,\n",
" 2.2351320e+00, 2.4327100e-01, 5.3253300e-01, 1.3800000e-03,\n",
" 3.0068950e+00, 4.1859690e+00, 0.0000000e+00, 2.7055800e-01,\n",
" 3.2396510e+00, 1.5234120e+00, 1.0847940e+00, 4.5227830e+00,\n",
" 1.1089900e-01, 2.2352000e-02, 2.8318960e+00, 9.0000000e-05,\n",
" 3.0287130e+00, 2.2993290e+00, 5.9327600e+00, 3.4657750e+00,\n",
" 1.0358141e+01, 0.0000000e+00, 2.2449020e+00, 0.0000000e+00,\n",
"...\n",
" 2.6553000e-01, 0.0000000e+00, 0.0000000e+00, 4.0100000e-04,\n",
" 7.4330000e-02, 1.0294030e+00, 8.8122000e-02, 1.9565960e+00,\n",
" 2.3884450e+00, 2.3884450e+00, 5.7926000e-02, 1.0209101e+01,\n",
" 1.3750592e+01, 8.1005390e+00, 7.0756000e-02, 2.1600000e-04,\n",
" 2.4857810e+00, 5.4085400e-01, 3.0200000e-04, 2.2425970e+00,\n",
" 6.9418910e+00, 3.0807500e-01, 3.8038820e+00, 9.0381000e-02,\n",
" 2.4679100e-01, 1.3387450e+00, 2.4427790e+00, 2.3876690e+00,\n",
" 3.2261680e+00, 1.8066070e+00, 8.5450900e-01, 7.8770000e-03,\n",
" 1.4562820e+00, 1.4530340e+00, 1.1236040e+00, 4.0078500e+00,\n",
" 6.9045600e-01, 1.7388510e+00, 3.6179550e+00, 7.8011890e+00,\n",
" 3.8362710e+00, 1.5191500e+00, 9.5686700e-01, 1.1463800e-01,\n",
" 0.0000000e+00, 3.4260000e-01, 2.9990350e+00, 4.8294000e-02,\n",
" 8.0865800e-01, 5.0517000e-02, 7.5110900e-01, 5.0888000e-01,\n",
" 3.1362900e-01, 7.0000000e-06, 1.9968550e+00, 7.5009400e-01,\n",
" 4.4060000e-03, 1.0651220e+00, 1.3825000e-02, 5.5966300e-01,\n",
" 4.6567860e+00, 2.1103450e+00, 1.5763250e+00, 5.6927550e+00,\n",
" 4.0312210e+00, 7.6349890e+00, 1.9076450e+00, 2.5251210e+00,\n",
" 2.8575290e+00, 3.1436900e-01, 1.4581170e+00, 1.0018610e+00,\n",
" 6.4127600e-01, 1.2609400e-01, 2.4154500e+00, 1.2218140e+00,\n",
" 1.5543210e+00, 9.1200000e-04])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-10-02T22:32:33.857Z' ... '...</div><input id='attrs-7eb386b9-2962-4731-b5cc-0a1719db2547' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7eb386b9-2962-4731-b5cc-0a1719db2547' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8807a997-b642-4506-a1f9-31f11a1dec7a' class='xr-var-data-in' type='checkbox'><label for='data-8807a997-b642-4506-a1f9-31f11a1dec7a' 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(['2020-10-02T22:32:33.857Z', '2020-10-29T13:58:06.345Z',\n",
" '2020-10-02T18:16:22.839Z', '2020-10-02T20:12:56.321Z',\n",
" '2020-10-02T07:56:15.776Z', '2020-10-02T13:26:01.655Z',\n",
" '2020-09-30T13:34:18.314Z', '2020-10-01T05:12:37.299Z',\n",
" '2020-10-01T20:14:57.467Z', '2020-09-29T14:40:58.950Z',\n",
" '2020-09-27T20:31:39.756Z', '2020-09-28T17:18:42.436Z',\n",
" '2020-09-26T04:17:17.615Z', '2020-09-30T03:47:06.423Z',\n",
" '2020-10-08T16:36:29.416Z', '2020-10-10T17:31:51.744Z',\n",
" '2020-10-15T07:33:18.849Z', '2020-11-01T18:36:57.922Z',\n",
" '2020-09-24T18:08:23.302Z', '2020-09-25T08:51:49.732Z',\n",
" '2020-09-23T06:21:00.393Z', '2020-09-23T21:11:31.207Z',\n",
" '2020-09-21T16:48:47.537Z', '2020-09-22T07:17:55.882Z',\n",
" '2020-09-20T06:04:51.994Z', '2020-09-20T20:53:50.485Z',\n",
" '2020-09-17T23:06:24.366Z', '2020-09-09T23:39:44.938Z',\n",
" '2020-09-19T01:09:14.559Z', '2020-09-19T01:09:13.332Z',\n",
" '2020-08-25T19:00:57.774Z', '2020-08-26T08:40:23.582Z',\n",
" '2020-10-24T03:37:36.201Z', '2020-08-22T23:10:30.422Z',\n",
" '2020-09-19T01:09:17.517Z', '2020-08-24T04:20:25.329Z',\n",
" '2020-08-24T20:54:20.816Z', '2020-08-25T10:08:13.271Z',\n",
" '2020-09-19T01:09:19.978Z', '2020-08-16T08:09:58.341Z',\n",
"...\n",
" '2023-01-23T21:54:10.249686Z', '2023-01-28T14:19:05.593112Z',\n",
" '2023-02-02T06:03:25.251171Z', '2023-02-07T08:10:07.664062Z',\n",
" '2023-02-12T02:49:39.803770Z', '2023-02-17T06:36:02.759973Z',\n",
" '2023-02-26T12:41:17.972084Z', '2023-02-28T09:11:55.136542Z',\n",
" '2023-03-03T19:32:17.302299Z', '2023-03-08T17:15:11.252323Z',\n",
" '2023-03-13T19:26:49.671011Z', '2023-03-18T18:24:13.532931Z',\n",
" '2023-03-23T21:57:31.941622Z', '2023-03-28T16:55:13.355230Z',\n",
" '2023-04-02T21:23:19.118600Z', '2023-04-07T16:17:32.247494Z',\n",
" '2023-04-12T22:34:21.593150Z', '2023-04-17T16:03:17.800762Z',\n",
" '2023-04-23T17:41:01.994145Z', '2023-04-27T17:30:25.675929Z',\n",
" '2023-05-07T16:31:49.840075Z', '2023-05-12T21:02:29.471543Z',\n",
" '2023-05-17T15:24:52.751677Z', '2023-05-22T19:30:19.83067Z',\n",
" '2023-05-27T15:46:22.547584Z', '2023-06-02T00:06:39.608852Z',\n",
" '2023-06-06T15:45:22.536576Z', '2023-06-11T20:03:38.125823Z',\n",
" '2023-06-16T15:34:27.728136Z', '2023-06-22T11:54:48.477175Z',\n",
" '2023-06-26T14:25:44.964716Z', '2023-07-01T21:22:18.126087Z',\n",
" '2023-07-06T16:14:10.864725Z', '2023-07-11T23:45:47.806015Z',\n",
" '2023-07-16T15:08:02.348482Z', '2023-07-21T20:33:53.43496Z',\n",
" '2023-07-26T14:17:50.929055Z', '2023-07-31T22:16:16.247462Z'],\n",
" dtype='<U27')</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'>1.034 1.034 1.034 ... 0.9688 0.9697</div><input id='attrs-fa25b80c-9014-4dba-8a5d-17876a9a5083' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa25b80c-9014-4dba-8a5d-17876a9a5083' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbd23337-b780-4632-a7b9-479dccd0b16f' class='xr-var-data-in' type='checkbox'><label for='data-cbd23337-b780-4632-a7b9-479dccd0b16f' 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([1.03422893, 1.0343151 , 1.03414119, 1.03370861, 1.03302127,\n",
" 1.03208464, 1.0309071 , 1.02949804, 1.02786993, 1.02603553,\n",
" 1.02401095, 1.02181163, 1.01945691, 1.01696369, 1.01435485,\n",
" 1.01164699, 1.00886603, 1.00602795, 1.00316032, 1.00027842,\n",
" 0.99741006, 0.99456988, 0.99178474, 0.98906826, 0.98644584,\n",
" 0.98392962, 0.98154278, 0.97929598, 0.9772095 , 0.97529251,\n",
" 0.97356191, 0.97202514, 0.97069557, 0.96957877, 0.96868439,\n",
" 0.96801609, 0.96757962, 0.96737674, 0.96740919, 0.96767684,\n",
" 0.96817739, 0.96890882, 0.96986485, 0.97104152, 0.9724287 ,\n",
" 0.97580314, 0.97776885, 0.97990028, 0.98218799, 0.98461143,\n",
" 0.9871595 , 0.98980905, 0.99254711, 0.99534903, 0.99819948,\n",
" 1.00107374, 1.0039538 , 1.00681599, 1.00964032, 1.01240411,\n",
" 1.01508637, 1.01766606, 1.02012275, 1.0224368 , 1.02656346,\n",
" 1.02834223, 1.02991115, 1.03125717, 1.03236883, 1.03323713,\n",
" 1.03385432, 1.03421545, 1.03431728, 1.03415899, 1.03374203,\n",
" 1.03214813, 1.03098458, 1.02958952, 1.02797384, 1.02615192,\n",
" 1.02413785, 1.02194921, 1.01960238, 1.01711834, 1.01451404,\n",
" 1.01181389, 1.00903409, 1.00620166, 1.00333223, 1.00045361,\n",
" 0.99758082, 0.99474134, 0.99194938, 0.98659969, 0.98407927,\n",
" 0.98168159, 0.97942831, 0.97732957, 0.97540395, 0.97366 ,\n",
"...\n",
" 1.01467506, 1.01197877, 1.00920485, 1.00637363, 1.00350733,\n",
" 0.9977549 , 0.99491133, 0.99211737, 0.98939268, 0.98675682,\n",
" 0.98422787, 0.98182352, 0.97955989, 0.97745241, 0.97551503,\n",
" 0.97376056, 0.97220044, 0.97084479, 0.96970233, 0.96878037,\n",
" 0.96808475, 0.96761993, 0.96738878, 0.9673928 , 0.96763196,\n",
" 0.96880814, 0.96973773, 0.9708876 , 0.97225038, 0.97381735,\n",
" 0.97557822, 0.97557822, 0.97752167, 0.97963467, 0.98190337,\n",
" 0.98431224, 0.98684514, 0.9894844 , 0.99221223, 0.99500809,\n",
" 0.99785359, 1.00072633, 1.00360692, 1.00647237, 1.00930256,\n",
" 1.01207438, 1.01476797, 1.01736077, 1.0198337 , 1.02216565,\n",
" 1.02433913, 1.02633521, 1.02813858, 1.02973333, 1.03110708,\n",
" 1.0322475 , 1.03314562, 1.03379339, 1.03418562, 1.03431879,\n",
" 1.03419185, 1.03380594, 1.03316414, 1.03227227, 1.03113739,\n",
" 1.02976967, 1.02817991, 1.02638215, 1.02439034, 1.02222184,\n",
" 1.01989334, 1.01742462, 1.01483434, 1.0121441 , 1.00937375,\n",
" 1.00654556, 1.00368075, 1.00080081, 0.99792746, 0.99508159,\n",
" 0.99228405, 0.98955465, 0.984377 , 0.98196465, 0.97969211,\n",
" 0.97757479, 0.97562679, 0.97386005, 0.97228881, 0.97092057,\n",
" 0.96976504, 0.9688296 , 0.96812021, 0.96764135, 0.96739607,\n",
" 0.96738589, 0.96761089, 0.96806965, 0.96875927, 0.96967538])</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'>3.37 2.7e-05 0.0 ... 3e-06 1.3e-05</div><input id='attrs-70b821b4-0351-4f05-8e82-30886a07f056' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70b821b4-0351-4f05-8e82-30886a07f056' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aba80ad1-6521-4faf-946b-f67bca7fda6e' class='xr-var-data-in' type='checkbox'><label for='data-aba80ad1-6521-4faf-946b-f67bca7fda6e' 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([3.370453e+00, 2.700000e-05, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 3.556557e+00, 1.000000e-05,\n",
" 7.000000e-06, 0.000000e+00, 1.560000e-04, 0.000000e+00,\n",
" 0.000000e+00, 4.380000e-04, 2.700000e-05, 2.000000e-05,\n",
" 1.060000e-04, 7.000000e-06, 2.300000e-05, 7.000000e-06,\n",
" 1.300000e-05, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 1.000000e-05,\n",
" 0.000000e+00, 3.000000e-06, 0.000000e+00, 1.700000e-05,\n",
" 0.000000e+00, 3.000000e-05, 7.000000e-06, 7.000000e-06,\n",
" 3.000000e-06, 7.000000e-06, 2.000000e-05, 7.000000e-06,\n",
" 0.000000e+00, 3.000000e-06, 7.000000e-06, 2.000000e-05,\n",
" 0.000000e+00, 7.000000e-06, 3.600000e-05, 4.000000e-05,\n",
" 7.000000e-05, 3.000000e-06, 1.000000e-05, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 2.000000e-05, 0.000000e+00,\n",
" 3.000000e-06, 1.000000e-05, 0.000000e+00, 4.740000e-04,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 2.000000e-05,\n",
" 0.000000e+00, 0.000000e+00, 4.300000e-05, 0.000000e+00,\n",
" 7.000000e-06, 0.000000e+00, 1.271000e-03, 7.000000e-06,\n",
" 0.000000e+00, 0.000000e+00, 5.510000e-04, 0.000000e+00,\n",
"...\n",
" 0.000000e+00, 7.000000e-06, 3.000000e-06, 5.600000e-05,\n",
" 7.000000e-05, 3.000000e-06, 3.000000e-06, 3.000000e-06,\n",
" 9.420000e-04, 9.420000e-04, 3.000000e-06, 1.000000e-05,\n",
" 0.000000e+00, 6.300000e-05, 0.000000e+00, 3.920000e-04,\n",
" 2.550000e-04, 0.000000e+00, 2.189400e-02, 3.000000e-06,\n",
" 3.000000e-06, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 4.000000e-05, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 7.300000e-05, 0.000000e+00,\n",
" 0.000000e+00, 5.300000e-05, 1.300000e-05, 8.942000e-03,\n",
" 2.520000e-04, 8.600000e-05, 7.203000e-03, 8.600000e-05,\n",
" 7.800000e-04, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 1.230000e-04, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 6.364000e-03, 7.000000e-06, 3.000000e-06,\n",
" 0.000000e+00, 1.470000e-03, 0.000000e+00, 0.000000e+00,\n",
" 7.000000e-06, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 1.300000e-05, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 3.804874e+00, 7.000000e-06, 3.000000e-06, 0.000000e+00,\n",
" 3.000000e-06, 1.300000e-05])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-9994f0cc-0aa8-40e3-b8d1-65d2b15f6b33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9994f0cc-0aa8-40e3-b8d1-65d2b15f6b33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0517128d-433e-410c-8fc2-08e14a8ee475' class='xr-var-data-in' type='checkbox'><label for='data-0517128d-433e-410c-8fc2-08e14a8ee475' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-3d95c746-7340-45cf-a6e4-c90ce60f5b54' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d95c746-7340-45cf-a6e4-c90ce60f5b54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-46fcdd75-cd00-4967-b20f-bf203f19a2cc' class='xr-var-data-in' type='checkbox'><label for='data-46fcdd75-cd00-4967-b20f-bf203f19a2cc' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-67cb23bd-b605-4d8e-964a-e56c4e7768f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67cb23bd-b605-4d8e-964a-e56c4e7768f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfe12b27-a8a5-4d38-8b23-e96b273c6055' class='xr-var-data-in' type='checkbox'><label for='data-cfe12b27-a8a5-4d38-8b23-e96b273c6055' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-23387dca-6f12-41ff-be74-344f5687aeb1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-23387dca-6f12-41ff-be74-344f5687aeb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7ddb8f8-fdc3-4c07-b32e-7c7c4e36ad07' class='xr-var-data-in' type='checkbox'><label for='data-e7ddb8f8-fdc3-4c07-b32e-7c7c4e36ad07' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-86e9c0c0-acb3-4d65-881e-6c5db4572230' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86e9c0c0-acb3-4d65-881e-6c5db4572230' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c191392d-ac59-46cb-b5cf-30309a3ae9a8' class='xr-var-data-in' type='checkbox'><label for='data-c191392d-ac59-46cb-b5cf-30309a3ae9a8' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-49b3627f-0abe-43a3-8308-ba341ff90214' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-49b3627f-0abe-43a3-8308-ba341ff90214' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f987fb97-61c1-4c02-8fce-7ce4f5d2816e' class='xr-var-data-in' type='checkbox'><label for='data-f987fb97-61c1-4c02-8fce-7ce4f5d2816e' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-f1ac61d7-2f18-45dd-8a46-070ac2723354' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1ac61d7-2f18-45dd-8a46-070ac2723354' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ef760c6-5491-4eb0-a655-e2b6c9135cd1' class='xr-var-data-in' type='checkbox'><label for='data-4ef760c6-5491-4eb0-a655-e2b6c9135cd1' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-7ce3470d-3d66-4b67-a9b5-87fa94d3714a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ce3470d-3d66-4b67-a9b5-87fa94d3714a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5e749ff9-1a37-47fc-88b1-d603decd84de' class='xr-var-data-in' type='checkbox'><label for='data-5e749ff9-1a37-47fc-88b1-d603decd84de' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0ee26310-fb97-412e-97d4-e3ac3ae73cfe' class='xr-section-summary-in' type='checkbox' ><label for='section-0ee26310-fb97-412e-97d4-e3ac3ae73cfe' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-95c9d677-3e6c-4655-858e-bc11637fb8a3' class='xr-index-data-in' type='checkbox'/><label for='index-95c9d677-3e6c-4655-858e-bc11637fb8a3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-01-03 10:43:39.024000', '2020-01-08 10:44:21.024000',\n",
" '2020-01-13 10:43:09.025000', '2020-01-18 10:43:51.024000',\n",
" '2020-01-23 10:42:29.024000', '2020-01-28 10:43:01.024000',\n",
" '2020-02-02 10:41:49.024000', '2020-02-07 10:42:11.024000',\n",
" '2020-02-12 10:40:49.024000', '2020-02-17 10:41:11.024000',\n",
" ...\n",
" '2023-06-16 10:36:29.025000', '2023-06-21 10:36:31.024000',\n",
" '2023-06-26 10:36:29.024000', '2023-07-01 10:36:31.024000',\n",
" '2023-07-06 10:36:29.024000', '2023-07-11 10:36:31.024000',\n",
" '2023-07-16 10:36:29.024000', '2023-07-21 10:36:31.024000',\n",
" '2023-07-26 10:36:29.024000', '2023-07-31 10:36:31.024000'],\n",
" dtype='datetime64[ns]', name='time', length=250, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a8a5882f-95a6-44b5-aa3d-c773628a6a70' class='xr-index-data-in' type='checkbox'/><label for='index-a8a5882f-95a6-44b5-aa3d-c773628a6a70' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-645b76bd-4cf2-4ad0-b44a-c4d8ba392fbb' class='xr-index-data-in' type='checkbox'/><label for='index-645b76bd-4cf2-4ad0-b44a-c4d8ba392fbb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-40587a00-cd88-4a8f-8260-9b99d41eaed6' class='xr-index-data-in' type='checkbox'/><label for='index-40587a00-cd88-4a8f-8260-9b99d41eaed6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cf59c427-75ba-464a-80ab-c928c63a0dd3' class='xr-section-summary-in' type='checkbox' checked><label for='section-cf59c427-75ba-464a-80ab-c928c63a0dd3' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 250,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(250, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"array = array.sel(time=array.time['s2:nodata_pixel_percentage'] <5)\n",
"array"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.3.4 Extra: The relationship between Sentinel-2 tiles and orbits\n",
"\n",
"Sentinel-2 utilizes the concept of tiles. A Sentinel-2 tile delimits an area of 100x100 km². Each tile has a unique code. The tile that our area of interest falls in is the tile 31TEJ (oftentimes the T is added in front: T31TEJ). \n",
"\n",
"> **Note:** As an aside this code can be found in `s2:mgrs_tile` and as part of the `s2:granule_id` coordinate of our array. More information on the naming conventions used by Sentinel-2 can be found [here](https://sentinels.copernicus.eu/web/sentinel/user-guides/sentinel-2-msi/naming-convention#:~:text=The%20top%2Dlevel%20SENTINEL%2D2,separated%20by%20an%20underscore%20(_).&text=The%20Mission%20Identifier%20(MMM)%20denotes,for%20the%20SENTINEL%2D2B%20instrument.).\n",
"\n",
"In order to capture an image in the area delimited by the tile 31TEJ the satellite has to fly over the area along an orbit. For tile 31TEJ this orbit is orbit 8. But in order to ensure that there exists overlap between the tiles, data is actually captured with some overlap in a 110x110 km² area. \n",
"\n",
"Here is now the explanation for the two orbits. The images we see with orbit 108 actually correspond to the acquisition for a different, neighboring tile 31TJG. But since there is overlap between the two images, a small area near the edge of tile 31TEJ is covered by the acquisitions made with orbit 108.\n",
"\n",
"> **Note:** A useful interactive map of the Sentinel-2 tiling grid is available [here](https://eatlas.org.au/data/uuid/f7468d15-12be-4e3f-a246-b2882a324f59) (it can take a few seconds for the map to load in completely). It clearly shows the different tiles, their codes and the overlap between them."
]
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{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Operations on the time dimension\n",
"\n",
"In the [previous notebook](02-Single-date.ipynb) we covered how to manipulate Xarrays. Now that we have introduced multiple dates in our time dimension, there are a few more tools which are useful when dealing with temporal data."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.1. Pandas dates and inexact matching\n",
"\n",
"There are situations in which having to match the exact values is not desirable. Date objects are usually given with a high degree of precision, and it is not practical having to always specify hours minutes and seconds in situations where the date would suffice. There are a few things which help alleviate this annoyance.\n",
"\n",
"The first is that Xarray uses the same logic as pandas for its date indexes. Even though the values are datetime64 objects, they can be selected with regular strings for convenience. For instance \"`2023`\" will correctly match all datetime64 objects between `2023-01-01T00:00:00` and `2023-12-31T23:59:59`, and `2023-01` will correctly match all datetime64 objects of the January 2023, etc.\n",
"\n",
"The other tool is the ability of the `sel` method to select inexact matches. This behavior is not limited to time dimensions, but it is particularly applicable for dates. By default, `sel` only matches exact values. However the `method` parameter can enable inexact matches:\n",
" - `pad` or `ffill` will match the nearest value below\n",
" - `backfill` or `bfill` will match the nearest value above\n",
" - `nearest` will match the nearest value\n",
"\n",
" Another parameter of `sel` is `tolerance`. It allows to set a limit on the distance between the specified value and a possible match. For dates it can used with a `timedelta64` objet or a string like `'5D'` (5 days), `'5M3W'` (5 months 3 weeks), `'2Y15h34s'`(2 years 15 hours and 34 seconds), etc.\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dates:\n",
" ['2020-01-18T10:43:51.024000000' '2020-01-23T10:42:29.024000000'\n",
" '2020-01-28T10:43:01.024000000' '2020-02-02T10:41:49.024000000']\n",
"\n",
"2020-01: \n",
" ['2020-01-18T10:43:51.024000000' '2020-01-23T10:42:29.024000000'\n",
" '2020-01-28T10:43:01.024000000']\n",
"\n",
"nearest 2020-01-18 \n",
" 2020-01-18T10:43:51.024000000\n",
"\n",
"backfill 2020-01-18\n",
" 2020-01-23T10:42:29.024000000\n",
"\n",
"pad 2020-01-22 \n",
" 2020-01-18T10:43:51.024000000\n",
"\n",
"pad 2023-01-22\n",
" 2020-01-18T10:43:51.024000000\n",
"\n",
"pad 2023-01-22 with tolerance 4 days 14 hours\n",
" 2020-01-18T10:43:51.024000000\n"
]
}
],
"source": [
"few_dates = array.isel(time=slice(3,7)).time\n",
"print(f\"Dates:\\n {few_dates.values}\")\n",
"\n",
"# does not match the last date as it is in February\n",
"print(f\"\\n2020-01: \\n {few_dates.sel(time='2020-01').values}\")\n",
"\n",
"# matches 2020-01-18 as it is the nearest\n",
"print(f\"\\nnearest 2020-01-18 \\n\",\n",
" f\"{few_dates.sel(time='2020-01-20', method='nearest').values}\")\n",
"\n",
"# matches 2020-01-23 as it is the nearest date after 2020-01-20\n",
"print(f\"\\nbackfill 2020-01-18\\n\",\n",
" f\"{few_dates.sel(time='2020-01-20', method='backfill').values}\")\n",
"\n",
"# matches 2020-01-18 as it is the nearest date before 2020-01-22\n",
"print(f\"\\npad 2020-01-22 \\n\",\n",
" f\"{few_dates.sel(time='2020-01-22', method='pad').values}\")\n",
"\n",
"# 2020-01-23 is treated as 2020-01-23T00:00:00\n",
"# which comes before 2020-01-23T10:42:29.0240\n",
"# thus 2020-01-18 is the correct match\n",
"print(f\"\\npad 2023-01-22\\n\",\n",
" f\"{few_dates.sel(time='2020-01-23', method='pad').values}\")\n",
"\n",
"print(f\"\\npad 2023-01-22 with tolerance 4 days 14 hours\\n\",\n",
" f\"{few_dates.sel(time='2020-01-23', method='pad', tolerance='4D14h').values}\")\n",
"\n",
"# this one would fail to get a match and give an error\n",
"#print(f\"\\npad 2023-01-22 with tolerance 4 days 13 hours and 5 seconds\\n\",\n",
"# f\"{few_dates.sel(time='2020-01-23', method='pad', tolerance='4D13h5s').values}\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Another thing inherited from pandas is the `dt` accessor. It allows accessing specific components of a datetime64 object. The full list of components can be found [here](https://pandas.pydata.org/docs/user_guide/timeseries.html#time-date-components)."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
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" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
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"\n",
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" grid-column: 1;\n",
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"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
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"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
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"\n",
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" grid-column: 4;\n",
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"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
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"\n",
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".xr-var-dims,\n",
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".xr-preview,\n",
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"\n",
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".xr-index-data {\n",
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"\n",
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"\n",
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".xr-index-name div,\n",
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"\n",
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"\n",
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" padding-right: 10px;\n",
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"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
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" padding-right: 10px;\n",
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"\n",
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 6,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(6, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-09-04...\n",
" id (time) <U54 'S2A_MSIL2A_20200904...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 6</li><li><span class='xr-has-index'>band</span>: 9</li><li><span class='xr-has-index'>y</span>: 2590</li><li><span class='xr-has-index'>x</span>: 1999</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7b7c40e0-6182-4158-8a9e-fc6a7e5570cf' class='xr-array-in' type='checkbox' checked><label for='section-7b7c40e0-6182-4158-8a9e-fc6a7e5570cf' 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<chunksize=(1, 1, 1024, 1024), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table style=\"border-collapse: collapse;\">\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 533.26 MiB </td>\n",
" <td> 2.00 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (6, 9, 2590, 1999) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 324 chunks in 6 graph layers </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Data type </th>\n",
" <td colspan=\"2\"> uint16 numpy.ndarray </td>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-84b1c50f-48de-4c22-b56b-c7a90afa7b4d' class='xr-section-summary-in' type='checkbox' ><label for='section-84b1c50f-48de-4c22-b56b-c7a90afa7b4d' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-09-04T10:40:31.024000 ... 2...</div><input id='attrs-85552729-0cb5-4f9b-91c0-2e4bf553a50f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85552729-0cb5-4f9b-91c0-2e4bf553a50f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a425c5c-514a-48fb-8228-27bb52371d96' class='xr-var-data-in' type='checkbox'><label for='data-0a425c5c-514a-48fb-8228-27bb52371d96' 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(['2020-09-04T10:40:31.024000000', '2020-10-04T10:40:31.024000000',\n",
" '2021-09-04T10:36:19.024000000', '2021-10-04T10:38:09.024000000',\n",
" '2022-09-04T10:36:41.024000000', '2022-10-04T10:39:11.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2A_MSIL2A_20200904T104031_R008...</div><input id='attrs-e8c05378-6092-4544-a03f-7ca9192912d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e8c05378-6092-4544-a03f-7ca9192912d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2baa0f2a-c31b-4421-aba0-6153f89b02a5' class='xr-var-data-in' type='checkbox'><label for='data-2baa0f2a-c31b-4421-aba0-6153f89b02a5' 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(['S2A_MSIL2A_20200904T104031_R008_T31TEJ_20200908T012047',\n",
" 'S2A_MSIL2A_20201004T104031_R008_T31TEJ_20201006T010239',\n",
" 'S2B_MSIL2A_20210904T103619_R008_T31TEJ_20210904T203217',\n",
" 'S2B_MSIL2A_20211004T103809_R008_T31TEJ_20211004T221257',\n",
" 'S2A_MSIL2A_20220904T103641_R008_T31TEJ_20220905T004544',\n",
" 'S2A_MSIL2A_20221004T103911_R008_T31TEJ_20221005T043648'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-f48a24b5-febe-482e-8025-74a9ecbb2589' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f48a24b5-febe-482e-8025-74a9ecbb2589' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2765a15-36e7-4123-bb71-d0c74d85be79' class='xr-var-data-in' type='checkbox'><label for='data-f2765a15-36e7-4123-bb71-d0c74d85be79' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-2cafa094-7273-4301-a685-3e7061b83f00' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2cafa094-7273-4301-a685-3e7061b83f00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38d527af-07ba-4ab0-abb8-11509848f333' class='xr-var-data-in' type='checkbox'><label for='data-38d527af-07ba-4ab0-abb8-11509848f333' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-6871388f-c558-4d7d-8406-19001117916b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6871388f-c558-4d7d-8406-19001117916b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcb7c7b4-e9f5-450d-8bf2-a17694153a3b' class='xr-var-data-in' type='checkbox'><label for='data-fcb7c7b4-e9f5-450d-8bf2-a17694153a3b' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-434654d4-3630-4559-bdb3-b54d10ced8d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-434654d4-3630-4559-bdb3-b54d10ced8d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc9a68aa-c4ee-4b6b-bccd-535364e72df4' class='xr-var-data-in' type='checkbox'><label for='data-bc9a68aa-c4ee-4b6b-bccd-535364e72df4' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2A' ... 'Sentinel-2A'</div><input id='attrs-5d49e39f-52c8-4060-91ef-aba300527b4c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5d49e39f-52c8-4060-91ef-aba300527b4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-214d6821-b855-419e-9e44-5462aa88f111' class='xr-var-data-in' type='checkbox'><label for='data-214d6821-b855-419e-9e44-5462aa88f111' 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(['Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2A'], dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-00a32994-c4f8-4717-b786-a15003a876fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-00a32994-c4f8-4717-b786-a15003a876fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a5fa46f-e922-4ba2-830a-a71682a6062c' class='xr-var-data-in' type='checkbox'><label for='data-1a5fa46f-e922-4ba2-830a-a71682a6062c' 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('INS-NOBS', dtype='<U8')</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'>0.000169 5.34 ... 4.3e-05 11.59</div><input id='attrs-9f3ca1cd-5abb-4428-96a2-4fbba70cfd02' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9f3ca1cd-5abb-4428-96a2-4fbba70cfd02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e84d41c8-b38b-42cb-b09b-37778344d9d9' class='xr-var-data-in' type='checkbox'><label for='data-e84d41c8-b38b-42cb-b09b-37778344d9d9' 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([1.6900000e-04, 5.3401280e+00, 2.5875860e+00, 0.0000000e+00,\n",
" 4.3000000e-05, 1.1587217e+01])</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'>157.8 165.2 157.7 165.1 157.7 165.1</div><input id='attrs-4ecef58a-a690-4a53-bf67-fd95cb4b1356' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ecef58a-a690-4a53-bf67-fd95cb4b1356' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5dda97b-3083-4962-a239-0d7ac588a94e' class='xr-var-data-in' type='checkbox'><label for='data-b5dda97b-3083-4962-a239-0d7ac588a94e' 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([157.79809326, 165.22112352, 157.6770406 , 165.14387687,\n",
" 157.69655185, 165.12964754])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2A_OPER_MSI_L2A_DS_ESRI_202009...</div><input id='attrs-6293e450-3dab-408e-a377-741ecbac2bcb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6293e450-3dab-408e-a377-741ecbac2bcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5579088-601e-4f34-9717-8635b4edab5d' class='xr-var-data-in' type='checkbox'><label for='data-c5579088-601e-4f34-9717-8635b4edab5d' 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(['S2A_OPER_MSI_L2A_DS_ESRI_20200908T012048_S20200904T104440_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201006T010242_S20201004T104441_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20210904T203218_S20210904T103659_N03.00',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20211004T221258_S20211004T104618_N03.00',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20220905T004545_S20220904T104410_N04.00',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20221005T043649_S20221004T104737_N04.00'],\n",
" dtype='<U64')</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'>59.66 6.704 46.68 0.0 15.79 64.34</div><input id='attrs-8f056a17-e7eb-4e46-bc7a-192d113bde55' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f056a17-e7eb-4e46-bc7a-192d113bde55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b7c68db-7b83-4cb6-a345-5363964f3b1f' class='xr-var-data-in' type='checkbox'><label for='data-1b7c68db-7b83-4cb6-a345-5363964f3b1f' 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([59.663051, 6.704049, 46.684742, 0. , 15.78951 , 64.343894])</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'>0.05053 52.23 ... 26.63 0.01724</div><input id='attrs-d101f061-6344-4694-9297-d33833d0c30b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d101f061-6344-4694-9297-d33833d0c30b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3e3c4e2-b489-472f-826e-63fb07ac9857' class='xr-var-data-in' type='checkbox'><label for='data-d3e3c4e2-b489-472f-826e-63fb07ac9857' 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([5.0527000e-02, 5.2228624e+01, 9.0817530e+00, 1.3208367e+01,\n",
" 2.6625153e+01, 1.7237000e-02])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 0.0 0.0</div><input id='attrs-c57f9455-df7d-412c-8996-c6cad6982991' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c57f9455-df7d-412c-8996-c6cad6982991' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88b07e74-25ba-4d4e-8f7b-b183c86e8a48' class='xr-var-data-in' type='checkbox'><label for='data-88b07e74-25ba-4d4e-8f7b-b183c86e8a48' 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., 0., 0., 0., 0.])</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'>32631</div><input id='attrs-6c1fa3a4-faa3-486b-80eb-6f532b047fd1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c1fa3a4-faa3-486b-80eb-6f532b047fd1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64d160f4-afb2-44eb-990a-b639113bfc45' class='xr-var-data-in' type='checkbox'><label for='data-64d160f4-afb2-44eb-990a-b639113bfc45' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '02.12' ... '04.00' '04.00'</div><input id='attrs-eba4a111-9b9a-4c40-9cab-05c76b2c09c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eba4a111-9b9a-4c40-9cab-05c76b2c09c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd91f84e-93ee-48fa-ae4f-21443abb5e2e' class='xr-var-data-in' type='checkbox'><label for='data-bd91f84e-93ee-48fa-ae4f-21443abb5e2e' 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(['02.12', '02.12', '03.00', '03.00', '04.00', '04.00'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2A_OPER_MSI_L2A_TL_ESRI_202009...</div><input id='attrs-c71577d7-fbb8-47f5-88b2-6df7de9a530e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c71577d7-fbb8-47f5-88b2-6df7de9a530e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42cfe039-40c3-4acd-86e5-df43c4eb2e89' class='xr-var-data-in' type='checkbox'><label for='data-42cfe039-40c3-4acd-86e5-df43c4eb2e89' 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(['S2A_OPER_MSI_L2A_TL_ESRI_20200908T012048_A027175_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201006T010242_A027604_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20210904T203218_A023486_T31TEJ_N03.00',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20211004T221258_A023915_T31TEJ_N03.00',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20220905T004545_A037614_T31TEJ_N04.00',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20221005T043649_A038043_T31TEJ_N04.00'],\n",
" dtype='<U62')</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'>24.63 5.373 17.94 0.0 9.892 12.89</div><input id='attrs-232c186e-06c1-4565-84a0-4b973a25ba38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-232c186e-06c1-4565-84a0-4b973a25ba38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59d07450-4437-4404-8a7e-a12e2b8b2e3d' class='xr-var-data-in' type='checkbox'><label for='data-59d07450-4437-4404-8a7e-a12e2b8b2e3d' 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([24.634181, 5.373161, 17.938764, 0. , 9.891739, 12.893145])</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'>38.77 49.42 38.7 49.34 38.61 49.25</div><input id='attrs-b4d57ff2-c116-49dc-820e-cb1799faa66f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b4d57ff2-c116-49dc-820e-cb1799faa66f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cf2981a-817b-4d4a-917e-f6ccffab09fe' class='xr-var-data-in' type='checkbox'><label for='data-8cf2981a-817b-4d4a-917e-f6ccffab09fe' 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([38.77063317, 49.41908158, 38.69887099, 49.33560174, 38.60551271,\n",
" 49.24543495])</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'>0.08435 10.94 ... 18.74 0.2208</div><input id='attrs-796f799d-fad5-40b9-b5a2-909dbf3ba64c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-796f799d-fad5-40b9-b5a2-909dbf3ba64c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7be26216-14f7-4124-9f8c-bdc511c93834' class='xr-var-data-in' type='checkbox'><label for='data-7be26216-14f7-4124-9f8c-bdc511c93834' 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([8.4346000e-02, 1.0938583e+01, 7.3074180e+00, 8.6791629e+01,\n",
" 1.8742625e+01, 2.2079100e-01])</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'>0.3997 4.972 ... 1.38 0.001085</div><input id='attrs-ef184bdf-fceb-464f-a696-5eb5d38f10cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ef184bdf-fceb-464f-a696-5eb5d38f10cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa8a1af8-cda1-4e21-be08-bdd5119a75a3' class='xr-var-data-in' type='checkbox'><label for='data-fa8a1af8-cda1-4e21-be08-bdd5119a75a3' 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([3.996800e-01, 4.971732e+00, 5.215498e+00, 0.000000e+00,\n",
" 1.379660e+00, 1.085000e-03])</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-b9b7a0c5-0e3c-44a1-86d8-c030b865ea38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9b7a0c5-0e3c-44a1-86d8-c030b865ea38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe39b5a6-7a20-41bf-b26c-0f3ac18f13a8' class='xr-var-data-in' type='checkbox'><label for='data-fe39b5a6-7a20-41bf-b26c-0f3ac18f13a8' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-c44b21f8-18d2-4cfd-829d-0dbed3a687d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c44b21f8-18d2-4cfd-829d-0dbed3a687d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b65cee6b-afd0-4169-9d2a-35d9458dbd75' class='xr-var-data-in' type='checkbox'><label for='data-b65cee6b-afd0-4169-9d2a-35d9458dbd75' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-09f36166-b9b3-46e1-afb4-db46aad2921d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-09f36166-b9b3-46e1-afb4-db46aad2921d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c49b87d-6754-4de4-91b3-df646071ac18' class='xr-var-data-in' type='checkbox'><label for='data-7c49b87d-6754-4de4-91b3-df646071ac18' 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('31TEJ', dtype='<U5')</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'>0.000965 5.838 ... 0.000279</div><input id='attrs-02e6e821-b3b1-46eb-9667-3be64e42a81b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02e6e821-b3b1-46eb-9667-3be64e42a81b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66d3a962-01d1-4328-bd4b-dc45b236e4f1' class='xr-var-data-in' type='checkbox'><label for='data-66d3a962-01d1-4328-bd4b-dc45b236e4f1' 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([9.650000e-04, 5.838189e+00, 6.383200e-02, 0.000000e+00,\n",
" 1.184000e-03, 2.790000e-04])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-58a934ab-5329-42a5-a286-a678bee4fcc7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58a934ab-5329-42a5-a286-a678bee4fcc7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-614a2d49-5575-4bab-8264-a9a3ad4a4041' class='xr-var-data-in' type='checkbox'><label for='data-614a2d49-5575-4bab-8264-a9a3ad4a4041' 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(['descending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending'], dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2A_MSIL2A_20200904T104031_N021...</div><input id='attrs-10d61c72-08bf-4dde-8e6f-f28b45720e0e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10d61c72-08bf-4dde-8e6f-f28b45720e0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-048b27a1-a9f5-428b-ab90-eef66f74a57b' class='xr-var-data-in' type='checkbox'><label for='data-048b27a1-a9f5-428b-ab90-eef66f74a57b' 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(['S2A_MSIL2A_20200904T104031_N0212_R008_T31TEJ_20200908T012047.SAFE',\n",
" 'S2A_MSIL2A_20201004T104031_N0212_R008_T31TEJ_20201006T010239.SAFE',\n",
" 'S2B_MSIL2A_20210904T103619_N0300_R008_T31TEJ_20210904T203217.SAFE',\n",
" 'S2B_MSIL2A_20211004T103809_N0300_R008_T31TEJ_20211004T221257.SAFE',\n",
" 'S2A_MSIL2A_20220904T103641_N0400_R008_T31TEJ_20220905T004544.SAFE',\n",
" 'S2A_MSIL2A_20221004T103911_N0400_R008_T31TEJ_20221005T043648.SAFE'],\n",
" dtype='<U65')</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'>8 8 8 8 8 8</div><input id='attrs-b2cec851-ba28-485d-9da1-0c5256f7c339' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b2cec851-ba28-485d-9da1-0c5256f7c339' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6748432-96cd-49a0-9393-cae3003bacaf' class='xr-var-data-in' type='checkbox'><label for='data-f6748432-96cd-49a0-9393-cae3003bacaf' 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([8, 8, 8, 8, 8, 8])</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'>0.135 68.51 18.98 100.0 45.37 11.83</div><input id='attrs-12608f75-27f3-4bef-932c-f7cb3564f217' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-12608f75-27f3-4bef-932c-f7cb3564f217' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee38e1c1-bc81-490d-bdd6-bf915af4ea48' class='xr-var-data-in' type='checkbox'><label for='data-ee38e1c1-bc81-490d-bdd6-bf915af4ea48' 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([ 0.135043, 68.507335, 18.976757, 99.999996, 45.367822, 11.825244])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2A_20200904T104031_027175_N02...</div><input id='attrs-c439383b-f226-49f6-9c88-43807f729b27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c439383b-f226-49f6-9c88-43807f729b27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01232b4d-f4b6-48ad-bf29-91c19e1eeea3' class='xr-var-data-in' type='checkbox'><label for='data-01232b4d-f4b6-48ad-bf29-91c19e1eeea3' 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(['GS2A_20200904T104031_027175_N02.12',\n",
" 'GS2A_20201004T104031_027604_N02.12',\n",
" 'GS2B_20210904T103619_023486_N03.00',\n",
" 'GS2B_20211004T103809_023915_N03.00',\n",
" 'GS2A_20220904T103641_037614_N04.00',\n",
" 'GS2A_20221004T103911_038043_N04.00'], dtype='<U34')</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'>14.86 7.074 9.101 0.0 13.78 10.82</div><input id='attrs-ab481126-c3a8-4c66-9fd3-776590d6cb39' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab481126-c3a8-4c66-9fd3-776590d6cb39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9ed11f9-af34-4625-b769-c1b8ed116971' class='xr-var-data-in' type='checkbox'><label for='data-e9ed11f9-af34-4625-b769-c1b8ed116971' 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([14.862269, 7.07425 , 9.10094 , 0. , 13.779162, 10.820579])</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'>0.2854 0.6748 ... 0.04033 0.1155</div><input id='attrs-bf58baec-c010-4359-aa55-e41a80972be6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bf58baec-c010-4359-aa55-e41a80972be6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4c6c478-a549-4b85-a505-151c1524c9f7' class='xr-var-data-in' type='checkbox'><label for='data-c4c6c478-a549-4b85-a505-151c1524c9f7' 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([0.285391, 0.674812, 0.726995, 0. , 0.040332, 0.115473])</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'>0.01942 0.8565 ... 13.75 0.000302</div><input id='attrs-a6fcef51-e38e-4fb9-b9e5-56232272ebad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6fcef51-e38e-4fb9-b9e5-56232272ebad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eabd4842-6cce-49a3-8a78-584379e6d9bc' class='xr-var-data-in' type='checkbox'><label for='data-eabd4842-6cce-49a3-8a78-584379e6d9bc' 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([1.9416000e-02, 8.5647400e-01, 1.2924710e+00, 0.0000000e+00,\n",
" 1.3750592e+01, 3.0200000e-04])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-09-08T01:20:47.262Z' ... '...</div><input id='attrs-234ad95f-3fd5-4c1c-8a1d-f81c105971c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-234ad95f-3fd5-4c1c-8a1d-f81c105971c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb766a4f-cffb-4e40-a65b-b891cb245660' class='xr-var-data-in' type='checkbox'><label for='data-bb766a4f-cffb-4e40-a65b-b891cb245660' 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(['2020-09-08T01:20:47.262Z', '2020-10-06T01:02:39.999Z',\n",
" '2021-09-04T20:32:17.858565Z', '2021-10-04T22:12:57.152789Z',\n",
" '2022-09-05T00:45:44.416041Z', '2022-10-05T04:36:48.15263Z'],\n",
" dtype='<U27')</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'>0.9822 0.9982 ... 0.9819 0.9979</div><input id='attrs-09d97854-d8a6-4964-addb-958360784fe1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-09d97854-d8a6-4964-addb-958360784fe1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7034ba89-3764-4a46-93cf-39554726fdfc' class='xr-var-data-in' type='checkbox'><label for='data-7034ba89-3764-4a46-93cf-39554726fdfc' 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([0.98218799, 0.99819948, 0.98204468, 0.99802581, 0.98190337,\n",
" 0.99785359])</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'>7e-05 0.0 1.3e-05 0.0 0.0 0.02189</div><input id='attrs-b34a2c03-46a4-45ab-842f-cdb331056a7d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b34a2c03-46a4-45ab-842f-cdb331056a7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1b97cac-cf6b-41dd-a7ec-21835bb2a769' class='xr-var-data-in' type='checkbox'><label for='data-d1b97cac-cf6b-41dd-a7ec-21835bb2a769' 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([7.0000e-05, 0.0000e+00, 1.3000e-05, 0.0000e+00, 0.0000e+00,\n",
" 2.1894e-02])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-93dd42aa-5f02-42dc-93a3-87d9d7fe1fd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93dd42aa-5f02-42dc-93a3-87d9d7fe1fd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6a6dec6-32b4-4fd6-9ca5-06d0e4166e98' class='xr-var-data-in' type='checkbox'><label for='data-f6a6dec6-32b4-4fd6-9ca5-06d0e4166e98' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-f1f6a1e4-aa3c-4da3-9d4f-733db130b356' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1f6a1e4-aa3c-4da3-9d4f-733db130b356' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-342bf344-39be-4156-b22f-97bff82403e8' class='xr-var-data-in' type='checkbox'><label for='data-342bf344-39be-4156-b22f-97bff82403e8' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-ea758168-3ed3-461b-b152-b747f24907b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea758168-3ed3-461b-b152-b747f24907b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3102dcfe-166a-41ba-9795-6d789a909415' class='xr-var-data-in' type='checkbox'><label for='data-3102dcfe-166a-41ba-9795-6d789a909415' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-f6d49ecd-6fd7-432a-afa3-afbb0cbae131' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6d49ecd-6fd7-432a-afa3-afbb0cbae131' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9afd5a23-0a06-4f07-98e0-47680371e563' class='xr-var-data-in' type='checkbox'><label for='data-9afd5a23-0a06-4f07-98e0-47680371e563' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-5f60292a-8d41-4c78-a0a9-d38f3baefb97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f60292a-8d41-4c78-a0a9-d38f3baefb97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e41e55f8-7d26-4766-85a2-6adae915cb95' class='xr-var-data-in' type='checkbox'><label for='data-e41e55f8-7d26-4766-85a2-6adae915cb95' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-6591f9fd-2e4d-406c-aa75-482f5fd4b570' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6591f9fd-2e4d-406c-aa75-482f5fd4b570' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad4e87f7-e3f3-43a8-8f10-6e90c2c009be' class='xr-var-data-in' type='checkbox'><label for='data-ad4e87f7-e3f3-43a8-8f10-6e90c2c009be' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-71998c6f-eb13-4577-b90b-b91ee7513e6d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71998c6f-eb13-4577-b90b-b91ee7513e6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a88f004-da43-47dc-8a93-41fae06653d2' class='xr-var-data-in' type='checkbox'><label for='data-4a88f004-da43-47dc-8a93-41fae06653d2' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-10f15d1b-88cd-4375-b701-f2039981244c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10f15d1b-88cd-4375-b701-f2039981244c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2e16f6d-c521-4dea-b27e-8d1247df79bf' class='xr-var-data-in' type='checkbox'><label for='data-d2e16f6d-c521-4dea-b27e-8d1247df79bf' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8aa47059-4231-4461-b00e-6ee73c056c2a' class='xr-section-summary-in' type='checkbox' ><label for='section-8aa47059-4231-4461-b00e-6ee73c056c2a' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-80d4f8e5-099a-46ec-b11c-62994c5c8432' class='xr-index-data-in' type='checkbox'/><label for='index-80d4f8e5-099a-46ec-b11c-62994c5c8432' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-09-04 10:40:31.024000', '2020-10-04 10:40:31.024000',\n",
" '2021-09-04 10:36:19.024000', '2021-10-04 10:38:09.024000',\n",
" '2022-09-04 10:36:41.024000', '2022-10-04 10:39:11.024000'],\n",
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-43071722-9c87-4d7c-9002-ad96a980b6d9' class='xr-index-data-in' type='checkbox'/><label for='index-43071722-9c87-4d7c-9002-ad96a980b6d9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-eb24ff7d-1774-4426-b272-68470a07ad81' class='xr-index-data-in' type='checkbox'/><label for='index-eb24ff7d-1774-4426-b272-68470a07ad81' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8f21a77b-7a54-4a24-816a-4eb3eba6f609' class='xr-index-data-in' type='checkbox'/><label for='index-8f21a77b-7a54-4a24-816a-4eb3eba6f609' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8e91a4bb-8b25-4dd2-a164-75fb53a15a83' class='xr-section-summary-in' type='checkbox' checked><label for='section-8e91a4bb-8b25-4dd2-a164-75fb53a15a83' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 6,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(6, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-09-04...\n",
" id (time) <U54 'S2A_MSIL2A_20200904...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# all the data from February for all the years\n",
"array.sel(time=(array.time.dt.month == 2))\n",
"\n",
"# all the data captured on the 4th day of a month\n",
"array.sel(time=(array.time.dt.day == 4))"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.2. Resampling and other operations\n",
"\n",
"#### 4.2.1. Analyzing acquisition frequencies\n",
"\n",
"What follows are a few examples of operations on dates in order to extract useful information. They can be instrumental in refining a time series. It is technically possible to do more complex operations like upsampling and interpolation, but they will not be covered here.\n",
"\n",
"First, we create a function to to format axes for dates as a fairly readable year/month string:\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# this function is used to format axes for dates\n",
"# as a fairly readable year/month standard\n",
"def date_format(ax, month='%B'):\n",
" import matplotlib.dates as mdates\n",
" # adding locations and formatting for months\n",
" # on the x axis\n",
" loc = mdates.MonthLocator(bymonth=(1,4,7,10))\n",
" major_fmt = mdates.ConciseDateFormatter(loc,\n",
" formats=['%Y', month, '%d', '%H:%M', '%H:%M', '%S.%f']\n",
" )\n",
" ax.xaxis.set_major_formatter(major_fmt)\n",
" ax.xaxis.set_major_locator(loc)\n",
"\n",
" # adding minor ticks for months without a label\n",
" ax.xaxis.set_minor_locator(mdates.MonthLocator())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we calculate and plot the number of days between each acquisition to see if there are any gaps:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x100 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# calculating the number of days between each acquisition\n",
"# to see if there are gaps\n",
"fig, ax = plt.subplots(figsize=(12,1))\n",
"ax.eventplot(array.time)\n",
"ax.set_title(\"Chronogram of acquisitions\")\n",
"\n",
"date_format(ax, month='%b')\n",
"\n",
"# removing y axis ticks as they are meaningless\n",
"ax.set_yticks([])\n",
"fig.show()\n",
"\n",
"# plotting as a histogram\n",
"fig, (ax1, ax2) = plt.subplots(2,1, sharex=True)\n",
"ax1.hist(array.time.diff(dim='time').dt.round('1D').dt.days)\n",
"ax2.hist(array.time.diff(dim='time').dt.round('1D').dt.days)\n",
"fig.subplots_adjust(hspace=0.05)\n",
"ax1.set_ylim(150,250)\n",
"ax2.set_ylim(0,16)\n",
"\n",
"ax1.spines.bottom.set_visible(False)\n",
"ax2.spines.top.set_visible(False)\n",
"ax1.xaxis.tick_top()\n",
"ax2.xaxis.tick_bottom()\n",
"\n",
"# adding cut-out slanted lines to signify a cut in the y axis\n",
"d = .5\n",
"kwargs = dict(marker=[(-1, -d), (1, d)], markersize=12,\n",
" linestyle=\"none\", color='k', mec='k', mew=1, clip_on=False)\n",
"ax1.plot([0, 1], [0, 0], transform=ax1.transAxes, **kwargs)\n",
"ax2.plot([0, 1], [1, 1], transform=ax2.transAxes, **kwargs)\n",
"\n",
"ax1.set_title('Number of days between two acquisitions')\n",
"ax2.set_xlabel('Number of days')\n",
"# supylabel allows us to name both y axes together\n",
"fig.supylabel(\"Number of occurences\")\n",
"plt.show()\n",
"\n",
"fig.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also can count the number of acquisitions per month:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1300x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# counting the number of acquisitons per month\n",
"\n",
"# resampling and counting for each month\n",
"# using MS (Month Start) as we prefer using the first day\n",
"# of the month as a reference point instead of the last\n",
"# acquisition date of the month\n",
"ar = array.time.resample(time='MS').count()\n",
"\n",
"import matplotlib.dates as mdates\n",
"fig, ax = plt.subplots(figsize=(13,4))\n",
"ar.plot.scatter(ax=ax, x='time')\n",
"ax.set_ylabel('Acquisition count')\n",
"ax.set_title(\"Number of acquisitions per month\")\n",
"\n",
"# setting y ticks manually to avoid non-integer values being used\n",
"ax.set_yticks(range(ar.min().values, ar.max().values+1))\n",
"\n",
"date_format(ax)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 4.2.2. Analyzing variations of cloud cover\n",
"\n",
"To finish things up, let's plot the evolution of vegetation and cloud cover percentage over time as given by `s2:vegetation_percentage` and `eo:cloud_cover` respectively. Remember, these values are actually for a bigger area than ours, but trends should usually be correct.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,5))\n",
"array['eo:cloud_cover'].resample(time='M').mean().plot(ax=ax, color='slategrey')\n",
"array['s2:vegetation_percentage'].resample(time='M').mean().plot(ax=ax, color='forestgreen')\n",
"ax.legend(['cloud cover', 'vegetation'])\n",
"ax.set_ylabel('percentage')\n",
"ax.set_title('Average cloud cover and vegetation percentage in the tile per month')\n",
"\n",
"date_format(ax)\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Naturally both plots are very negatively correlated since 'cloudy' and 'vegetation' are two exclusive classes for a pixel."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Extra: Dealing with duplicate dates\n",
"\n",
"When dealing with time series it is rare but possible to encounter duplicated acquisition dates. With Sentinel-2 data there are two situations where this can happen:\n",
" 1. The acquisition is spatially split. One packet has one part of the geometry and the other packet has the rest. Solving this requires manually looking at the extents and possibly having to fuse them.\n",
" 2. The data was re-released after being reprocessed. The acquisition date is the same but the processing date is not the same. Unfortunately the processing date is not directly available on STAC, but it can still be found within the `s2:product_uri` property. Along other things this string contains two dates. The first is the acquisition date (the same as what can be found in the `time` dimension) and the second is the date of when the data was processed. In this situation it is typically preferable to use the reprocessed data (as there should be a good reason for the reprocessing), but sometimes the data is actually identical despite the reprocessing.\n",
"\n",
"What follows is one of the ways to detect and deal with duplicates:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
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".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
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"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
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" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
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"\n",
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".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
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"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 4,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(4, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2022-01-27...\n",
" id (time) <U54 'S2A_MSIL2A_20220127...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4</li><li><span class='xr-has-index'>band</span>: 9</li><li><span class='xr-has-index'>y</span>: 2590</li><li><span class='xr-has-index'>x</span>: 1999</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-469f108e-4873-4fe2-9d1f-0f99be909d22' class='xr-array-in' type='checkbox' checked><label for='section-469f108e-4873-4fe2-9d1f-0f99be909d22' 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<chunksize=(1, 1, 1024, 1024), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table style=\"border-collapse: collapse;\">\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 355.50 MiB </td>\n",
" <td> 2.00 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (4, 9, 2590, 1999) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 216 chunks in 6 graph layers </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Data type </th>\n",
" <td colspan=\"2\"> uint16 numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
" </td>\n",
" <td>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-6e99534f-339a-4acd-ba71-2a061b2c1c8b' class='xr-section-summary-in' type='checkbox' ><label for='section-6e99534f-339a-4acd-ba71-2a061b2c1c8b' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-01-27T10:43:21.024000 ... 2...</div><input id='attrs-cd8a490d-1eb0-4922-8006-82775c3edc9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd8a490d-1eb0-4922-8006-82775c3edc9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b1cc922-9f7e-4f02-bd37-d669224b8b81' class='xr-var-data-in' type='checkbox'><label for='data-5b1cc922-9f7e-4f02-bd37-d669224b8b81' 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(['2022-01-27T10:43:21.024000000', '2022-01-27T10:43:21.024000000',\n",
" '2022-08-20T10:36:29.024000000', '2022-08-20T10:36:29.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2A_MSIL2A_20220127T104321_R008...</div><input id='attrs-a95411c1-a7e0-47bf-a848-889b4701267f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a95411c1-a7e0-47bf-a848-889b4701267f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-903042c0-ac11-464a-ab8d-412421b0a537' class='xr-var-data-in' type='checkbox'><label for='data-903042c0-ac11-464a-ab8d-412421b0a537' 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(['S2A_MSIL2A_20220127T104321_R008_T31TEJ_20220227T140432',\n",
" 'S2A_MSIL2A_20220127T104321_R008_T31TEJ_20220212T150110',\n",
" 'S2B_MSIL2A_20220820T103629_R008_T31TEJ_20220901T210351',\n",
" 'S2B_MSIL2A_20220820T103629_R008_T31TEJ_20220820T185853'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-9dd6a094-7571-4bd3-adc3-a6b33adab29e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9dd6a094-7571-4bd3-adc3-a6b33adab29e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5198610b-95c5-4a27-a75e-a5f8945efc9e' class='xr-var-data-in' type='checkbox'><label for='data-5198610b-95c5-4a27-a75e-a5f8945efc9e' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-8deaf010-acc5-4be1-8ec2-92d55b709cee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8deaf010-acc5-4be1-8ec2-92d55b709cee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b470861-66e1-4f65-9f23-b1ee89f5ec4f' class='xr-var-data-in' type='checkbox'><label for='data-4b470861-66e1-4f65-9f23-b1ee89f5ec4f' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-c6b4a0be-017d-42ca-ba70-d00d9430f4d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6b4a0be-017d-42ca-ba70-d00d9430f4d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b576c22d-edeb-4725-ad5d-0faebeff19e6' class='xr-var-data-in' type='checkbox'><label for='data-b576c22d-edeb-4725-ad5d-0faebeff19e6' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-6e092fb8-9ad7-4abf-b480-3da169369ba9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e092fb8-9ad7-4abf-b480-3da169369ba9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cedc6b8e-41fa-4799-a90e-be7f11fa115a' class='xr-var-data-in' type='checkbox'><label for='data-cedc6b8e-41fa-4799-a90e-be7f11fa115a' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2A' ... 'Sentinel-2B'</div><input id='attrs-39aea37a-5888-42f4-87b7-820626c4d9a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39aea37a-5888-42f4-87b7-820626c4d9a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6c433e4-490a-4688-bc01-7740a68406c1' class='xr-var-data-in' type='checkbox'><label for='data-c6c433e4-490a-4688-bc01-7740a68406c1' 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(['Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B'],\n",
" dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-9aa5b22b-77fe-49cd-a2d3-d6747dc1256d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9aa5b22b-77fe-49cd-a2d3-d6747dc1256d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da8bfe74-7282-49f7-a094-f0e04482f36a' class='xr-var-data-in' type='checkbox'><label for='data-da8bfe74-7282-49f7-a094-f0e04482f36a' 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('INS-NOBS', dtype='<U8')</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'>1.327 1.327 0.04223 0.04223</div><input id='attrs-af58b6b6-9f56-4517-88bc-b708d5fb7b6b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af58b6b6-9f56-4517-88bc-b708d5fb7b6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ddff2462-8dce-45b7-a316-9e0ae291bd5e' class='xr-var-data-in' type='checkbox'><label for='data-ddff2462-8dce-45b7-a316-9e0ae291bd5e' 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([1.326904, 1.326904, 0.042233, 0.042233])</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'>161.8 161.8 153.2 153.2</div><input id='attrs-e7dea325-c286-4674-9d77-27e9af4bf173' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e7dea325-c286-4674-9d77-27e9af4bf173' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69b45157-3cde-41f5-9988-604d2cade94a' class='xr-var-data-in' type='checkbox'><label for='data-69b45157-3cde-41f5-9988-604d2cade94a' 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([161.76664815, 161.76664815, 153.18330748, 153.18330748])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2A_OPER_MSI_L2A_DS_ESRI_202202...</div><input id='attrs-723ec0bf-705b-4fc9-81d0-2c327d906b71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-723ec0bf-705b-4fc9-81d0-2c327d906b71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9014e7d-6f8a-4f89-a9fa-1682b63daa29' class='xr-var-data-in' type='checkbox'><label for='data-e9014e7d-6f8a-4f89-a9fa-1682b63daa29' 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(['S2A_OPER_MSI_L2A_DS_ESRI_20220227T140433_S20220127T104452_N04.00',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20220212T150111_S20220127T104452_N04.00',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20220901T210353_S20220820T103646_N04.00',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20220820T185855_S20220820T103646_N04.00'],\n",
" dtype='<U64')</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'>42.1 42.1 47.61 47.61</div><input id='attrs-ec0cfb28-3ade-42fa-a413-de0406155b33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ec0cfb28-3ade-42fa-a413-de0406155b33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9333729e-a6d0-42d8-95a8-57ee6fdcb9c6' class='xr-var-data-in' type='checkbox'><label for='data-9333729e-a6d0-42d8-95a8-57ee6fdcb9c6' 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([42.096946, 42.096946, 47.611818, 47.611818])</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'>0.001529 0.001529 2.344 2.344</div><input id='attrs-69e052a4-a9d9-420e-8f57-f1782c57c409' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-69e052a4-a9d9-420e-8f57-f1782c57c409' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2444a45-0f8c-49c6-b251-1e908723b2c7' class='xr-var-data-in' type='checkbox'><label for='data-e2444a45-0f8c-49c6-b251-1e908723b2c7' 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([1.529000e-03, 1.529000e-03, 2.343548e+00, 2.343548e+00])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0</div><input id='attrs-2454c06e-0230-4b18-a7c4-89cec7eed4a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2454c06e-0230-4b18-a7c4-89cec7eed4a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44da7949-4320-4290-b21c-8f2c4ef6729e' class='xr-var-data-in' type='checkbox'><label for='data-44da7949-4320-4290-b21c-8f2c4ef6729e' 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., 0., 0.])</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'>32631</div><input id='attrs-b86c78b7-87c7-43a8-ad8c-0ab0a5ae1275' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b86c78b7-87c7-43a8-ad8c-0ab0a5ae1275' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d764b904-db7e-4ba9-aec8-4edcf9d5b030' class='xr-var-data-in' type='checkbox'><label for='data-d764b904-db7e-4ba9-aec8-4edcf9d5b030' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'04.00' '04.00' '04.00' '04.00'</div><input id='attrs-0ddc9c7b-74f2-4116-b26a-a46a3fd5ed61' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ddc9c7b-74f2-4116-b26a-a46a3fd5ed61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ad700e60-d2aa-4927-97d5-6089b797e9f0' class='xr-var-data-in' type='checkbox'><label for='data-ad700e60-d2aa-4927-97d5-6089b797e9f0' 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(['04.00', '04.00', '04.00', '04.00'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2A_OPER_MSI_L2A_TL_ESRI_202202...</div><input id='attrs-baeb49f1-b874-4be2-8e8d-442d7dda0194' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-baeb49f1-b874-4be2-8e8d-442d7dda0194' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffbf519e-25b4-450b-91ad-b7d412941ca5' class='xr-var-data-in' type='checkbox'><label for='data-ffbf519e-25b4-450b-91ad-b7d412941ca5' 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(['S2A_OPER_MSI_L2A_TL_ESRI_20220227T140433_A034468_T31TEJ_N04.00',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20220212T150111_A034468_T31TEJ_N04.00',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20220901T210353_A028491_T31TEJ_N04.00',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20220820T185855_A028491_T31TEJ_N04.00'],\n",
" dtype='<U62')</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'>36.94 36.94 29.25 29.25</div><input id='attrs-cb8b3b43-1a00-4a20-8724-833bd69cdda3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb8b3b43-1a00-4a20-8724-833bd69cdda3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0a8d291-5df4-4c9c-a79a-a695c486ca87' class='xr-var-data-in' type='checkbox'><label for='data-e0a8d291-5df4-4c9c-a79a-a695c486ca87' 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([36.937314, 36.937314, 29.250774, 29.250774])</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'>64.14 64.14 33.92 33.92</div><input id='attrs-589c1398-ddba-4e32-ae82-0c0d32de889e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-589c1398-ddba-4e32-ae82-0c0d32de889e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-576e5d5f-2875-4740-9d44-f87d2d394a25' class='xr-var-data-in' type='checkbox'><label for='data-576e5d5f-2875-4740-9d44-f87d2d394a25' 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([64.14307525, 64.14307525, 33.9215787 , 33.9215787 ])</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'>0.01148 0.01148 2.725 2.725</div><input id='attrs-64e0a012-077c-4fb8-a5c1-bb0dd448e95d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64e0a012-077c-4fb8-a5c1-bb0dd448e95d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-298eec82-5c68-449d-8769-51d6339ce6e3' class='xr-var-data-in' type='checkbox'><label for='data-298eec82-5c68-449d-8769-51d6339ce6e3' 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([0.011484, 0.011484, 2.725378, 2.725378])</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'>0.007203 0.007203 0.6003 0.6003</div><input id='attrs-192248e4-3759-43fa-bc7e-478c077f00e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-192248e4-3759-43fa-bc7e-478c077f00e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5e3cc3e-9f43-43fd-af58-9b3dee6e3e57' class='xr-var-data-in' type='checkbox'><label for='data-a5e3cc3e-9f43-43fd-af58-9b3dee6e3e57' 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([0.007203, 0.007203, 0.600259, 0.600259])</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-2386c924-40b8-4254-a79a-9787926b21e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2386c924-40b8-4254-a79a-9787926b21e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fe7d66e-8517-49e8-a324-d74fef776f08' class='xr-var-data-in' type='checkbox'><label for='data-3fe7d66e-8517-49e8-a324-d74fef776f08' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-01012621-9a63-4aad-bdbc-b02aa599b431' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-01012621-9a63-4aad-bdbc-b02aa599b431' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7d9ee5c-f308-457d-a83c-9e641b92417c' class='xr-var-data-in' type='checkbox'><label for='data-b7d9ee5c-f308-457d-a83c-9e641b92417c' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-58e7f699-914e-4d46-b916-3c7575bab60a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58e7f699-914e-4d46-b916-3c7575bab60a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-faed1b90-41b4-4022-85d8-e768cb38d81b' class='xr-var-data-in' type='checkbox'><label for='data-faed1b90-41b4-4022-85d8-e768cb38d81b' 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('31TEJ', dtype='<U5')</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'>0.3263 0.3263 0.000392 0.000392</div><input id='attrs-a4006134-cf37-454b-b2a6-39d5e356d50d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a4006134-cf37-454b-b2a6-39d5e356d50d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24b73859-bf77-4266-9248-362219892964' class='xr-var-data-in' type='checkbox'><label for='data-24b73859-bf77-4266-9248-362219892964' 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([0.326318, 0.326318, 0.000392, 0.000392])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'ascending'</div><input id='attrs-fce3ec36-ab36-4458-99da-c9ca6864acec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fce3ec36-ab36-4458-99da-c9ca6864acec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ca5c37f-961a-4292-b827-12066d614149' class='xr-var-data-in' type='checkbox'><label for='data-7ca5c37f-961a-4292-b827-12066d614149' 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(['descending', 'descending', 'ascending', 'ascending'], dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2A_MSIL2A_20220127T104321_N040...</div><input id='attrs-8404d0ea-3495-46e8-9bf0-05a99c6e29ef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8404d0ea-3495-46e8-9bf0-05a99c6e29ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58fbb43f-1242-46d8-8752-4ea84ac58d53' class='xr-var-data-in' type='checkbox'><label for='data-58fbb43f-1242-46d8-8752-4ea84ac58d53' 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(['S2A_MSIL2A_20220127T104321_N0400_R008_T31TEJ_20220227T140432.SAFE',\n",
" 'S2A_MSIL2A_20220127T104321_N0400_R008_T31TEJ_20220212T150110.SAFE',\n",
" 'S2B_MSIL2A_20220820T103629_N0400_R008_T31TEJ_20220901T210351.SAFE',\n",
" 'S2B_MSIL2A_20220820T103629_N0400_R008_T31TEJ_20220820T185853.SAFE'],\n",
" dtype='<U65')</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'>8 8 8 8</div><input id='attrs-b5d9ba43-f6a7-4ebf-90db-9ac76ddcc4bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5d9ba43-f6a7-4ebf-90db-9ac76ddcc4bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2227ecee-1666-4c48-8b52-5ba35cb6cdff' class='xr-var-data-in' type='checkbox'><label for='data-2227ecee-1666-4c48-8b52-5ba35cb6cdff' 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([8, 8, 8, 8])</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'>1.34 1.34 5.111 5.111</div><input id='attrs-e46214aa-2033-4adc-a92f-26ff0587f1b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e46214aa-2033-4adc-a92f-26ff0587f1b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-214cd2d9-359e-42f3-bc7c-49ef67350c78' class='xr-var-data-in' type='checkbox'><label for='data-214cd2d9-359e-42f3-bc7c-49ef67350c78' 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([1.339917, 1.339917, 5.111159, 5.111159])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2A_20220127T104321_034468_N04...</div><input id='attrs-3ec3158b-2e6d-4305-a754-ce4ed3378807' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3ec3158b-2e6d-4305-a754-ce4ed3378807' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0dedf306-3949-42ad-80c3-16acf24ca735' class='xr-var-data-in' type='checkbox'><label for='data-0dedf306-3949-42ad-80c3-16acf24ca735' 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(['GS2A_20220127T104321_034468_N04.00',\n",
" 'GS2A_20220127T104321_034468_N04.00',\n",
" 'GS2B_20220820T103629_028491_N04.00',\n",
" 'GS2B_20220820T103629_028491_N04.00'], dtype='<U34')</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'>14.94 14.94 14.91 14.91</div><input id='attrs-a0086275-3704-40de-b4c4-130b2d927bd0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a0086275-3704-40de-b4c4-130b2d927bd0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75471129-a5c4-42f0-b4d0-df898ea100e8' class='xr-var-data-in' type='checkbox'><label for='data-75471129-a5c4-42f0-b4d0-df898ea100e8' 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([14.943184, 14.943184, 14.912759, 14.912759])</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'>4.348 4.348 0.1244 0.1244</div><input id='attrs-6b44c3c8-b2e5-47da-b902-3f6f758d55ed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b44c3c8-b2e5-47da-b902-3f6f758d55ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e513817-0535-4456-8277-c06e015fac7a' class='xr-var-data-in' type='checkbox'><label for='data-4e513817-0535-4456-8277-c06e015fac7a' 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([4.347533, 4.347533, 0.124397, 0.124397])</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'>0.001585 0.001585 2.388 2.388</div><input id='attrs-20902209-d50b-4146-8407-dd6a16077fe8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20902209-d50b-4146-8407-dd6a16077fe8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-450a7852-4850-4ea3-952a-c889aee36b95' class='xr-var-data-in' type='checkbox'><label for='data-450a7852-4850-4ea3-952a-c889aee36b95' 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([1.585000e-03, 1.585000e-03, 2.388445e+00, 2.388445e+00])</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'><U27</div><div class='xr-var-preview xr-preview'>'2022-02-27T14:04:32.182545Z' .....</div><input id='attrs-8b5524d0-124f-445c-af88-b568fb7c182a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8b5524d0-124f-445c-af88-b568fb7c182a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4aa36a33-fbbc-4b51-967e-244b31595ce9' class='xr-var-data-in' type='checkbox'><label for='data-4aa36a33-fbbc-4b51-967e-244b31595ce9' 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(['2022-02-27T14:04:32.182545Z', '2022-02-12T15:01:10.477375Z',\n",
" '2022-09-01T21:03:51.650841Z', '2022-08-20T18:58:53.731257Z'],\n",
" dtype='<U27')</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'>1.032 1.032 0.9756 0.9756</div><input id='attrs-2cb5cd3a-c91b-4dda-b3d4-ce7abb2e4871' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2cb5cd3a-c91b-4dda-b3d4-ce7abb2e4871' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-414d83a3-77cd-4ac4-a81d-4fed5c836d50' class='xr-var-data-in' type='checkbox'><label for='data-414d83a3-77cd-4ac4-a81d-4fed5c836d50' 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([1.03221049, 1.03221049, 0.97557822, 0.97557822])</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'>0.1815 0.1815 0.000942 0.000942</div><input id='attrs-c249fe3e-8de8-41cb-89d0-69539526dd62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c249fe3e-8de8-41cb-89d0-69539526dd62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0761e11b-b015-47eb-b88e-3cfe3ff27d8f' class='xr-var-data-in' type='checkbox'><label for='data-0761e11b-b015-47eb-b88e-3cfe3ff27d8f' 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([0.181546, 0.181546, 0.000942, 0.000942])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-4e24feb5-b179-4f85-8757-2e3c76886f14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e24feb5-b179-4f85-8757-2e3c76886f14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d50bbca-61cb-4d0b-8de3-2fd1a3eb1cef' class='xr-var-data-in' type='checkbox'><label for='data-4d50bbca-61cb-4d0b-8de3-2fd1a3eb1cef' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-7947e343-4851-4d8a-9fd2-6a5652cd51ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7947e343-4851-4d8a-9fd2-6a5652cd51ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10a3c304-2d43-4d39-bd74-53ff283f0ae2' class='xr-var-data-in' type='checkbox'><label for='data-10a3c304-2d43-4d39-bd74-53ff283f0ae2' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-ddce26ad-388e-4e4e-9329-d432f84a7572' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ddce26ad-388e-4e4e-9329-d432f84a7572' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37db3b74-fd3f-40b4-bcf3-39ce6e4cce0d' class='xr-var-data-in' type='checkbox'><label for='data-37db3b74-fd3f-40b4-bcf3-39ce6e4cce0d' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-04aefe90-48ad-4aed-90ae-fe4909e90eb3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-04aefe90-48ad-4aed-90ae-fe4909e90eb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40c850d3-095c-4286-9eea-7bd45f22e102' class='xr-var-data-in' type='checkbox'><label for='data-40c850d3-095c-4286-9eea-7bd45f22e102' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-3d43a070-cc49-40ab-8edc-9198b326c3df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d43a070-cc49-40ab-8edc-9198b326c3df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbbdecfe-1a74-4628-a7f1-e7fe007b8525' class='xr-var-data-in' type='checkbox'><label for='data-cbbdecfe-1a74-4628-a7f1-e7fe007b8525' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-35bbbe6b-ce4e-42b4-bfdb-99ddddc182f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35bbbe6b-ce4e-42b4-bfdb-99ddddc182f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-314675be-9ff7-4a3e-900a-517207fc6d25' class='xr-var-data-in' type='checkbox'><label for='data-314675be-9ff7-4a3e-900a-517207fc6d25' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-9c555d19-0606-441b-ae56-16d6d4a0f7f8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c555d19-0606-441b-ae56-16d6d4a0f7f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42cc419b-ae44-49f6-baac-2ea437ee2cfd' class='xr-var-data-in' type='checkbox'><label for='data-42cc419b-ae44-49f6-baac-2ea437ee2cfd' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-9501a64e-acc9-4435-8381-454296ed55bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9501a64e-acc9-4435-8381-454296ed55bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-801389d3-0748-4ee2-8da2-551184ef4367' class='xr-var-data-in' type='checkbox'><label for='data-801389d3-0748-4ee2-8da2-551184ef4367' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6272805f-3846-4bbc-8b49-17fefc3bfe9d' class='xr-section-summary-in' type='checkbox' ><label for='section-6272805f-3846-4bbc-8b49-17fefc3bfe9d' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-78ad65f9-0c14-4e0d-ae06-91e247fcf654' class='xr-index-data-in' type='checkbox'/><label for='index-78ad65f9-0c14-4e0d-ae06-91e247fcf654' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-01-27 10:43:21.024000', '2022-01-27 10:43:21.024000',\n",
" '2022-08-20 10:36:29.024000', '2022-08-20 10:36:29.024000'],\n",
" dtype='datetime64[ns]', name='time', freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6af48d36-29af-498c-a438-5252f89e2fea' class='xr-index-data-in' type='checkbox'/><label for='index-6af48d36-29af-498c-a438-5252f89e2fea' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d33b54b1-c2ff-49a8-8db9-f865e4964d0b' class='xr-index-data-in' type='checkbox'/><label for='index-d33b54b1-c2ff-49a8-8db9-f865e4964d0b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-30c3ef80-0557-42ed-b1e8-957a9918562c' class='xr-index-data-in' type='checkbox'/><label for='index-30c3ef80-0557-42ed-b1e8-957a9918562c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-db190a68-2702-4c27-8c60-6fea7567415a' class='xr-section-summary-in' type='checkbox' checked><label for='section-db190a68-2702-4c27-8c60-6fea7567415a' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 4,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(4, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2022-01-27...\n",
" id (time) <U54 'S2A_MSIL2A_20220127...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the easiest way to find duplicates is to extract the pandas index\n",
"# from the xarray with .indexes and calling the duplicated method\n",
"# keep=False makes it so that all all duplicates are flagged instead\n",
"# of all duplicates but the first/last\n",
"duplicate_indexes = array.indexes['time'].duplicated(keep=False)\n",
"duplicates = array.sel(time=duplicate_indexes)\n",
"duplicates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point we know that there are duplicated dates in the time series. We could look manually and see that they correspond to two different dates having each 2 acquisitions listed. In particular by looking at `s2:product_uri` we can see that the processing dates are different.\n",
"\n",
"However we can also do this programmatically:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 2)>\n",
"array([2, 2])\n",
"Coordinates: (12/18)\n",
" band <U3 'B02'\n",
" x float64 5.705e+05\n",
" y float64 4.841e+06\n",
" instruments <U3 'msi'\n",
" s2:datatake_type <U8 'INS-NOBS'\n",
" proj:epsg int64 32631\n",
" ... ...\n",
" title <U36 'Band 2 - Blue - 10m'\n",
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" center_wavelength float64 0.49\n",
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"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8607c51b-3d48-4bae-b9d0-737dbd03200d' class='xr-array-in' type='checkbox' checked><label for='section-8607c51b-3d48-4bae-b9d0-737dbd03200d' 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>2 2</span></div><div class='xr-array-data'><pre>array([2, 2])</pre></div></div></li><li class='xr-section-item'><input id='section-46d22faa-c1ff-467b-b5b7-1177f0577c79' class='xr-section-summary-in' type='checkbox' checked><label for='section-46d22faa-c1ff-467b-b5b7-1177f0577c79' class='xr-section-summary' >Coordinates: <span>(18)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U3</div><div class='xr-var-preview xr-preview'>'B02'</div><input id='attrs-188141f9-e2a1-4ac4-9e73-11c599ddce27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-188141f9-e2a1-4ac4-9e73-11c599ddce27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcbe52ad-f258-4b61-bb07-d98b8dd3be84' class='xr-var-data-in' type='checkbox'><label for='data-fcbe52ad-f258-4b61-bb07-d98b8dd3be84' 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('B02', dtype='<U3')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.705e+05</div><input id='attrs-54cfe5a2-9e7a-44f6-b9e4-4ac249921d06' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54cfe5a2-9e7a-44f6-b9e4-4ac249921d06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c510be1-8c4e-4915-b0df-7086108ab0ad' class='xr-var-data-in' type='checkbox'><label for='data-0c510be1-8c4e-4915-b0df-7086108ab0ad' 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(570490.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.841e+06</div><input id='attrs-78830e21-d7d8-4634-906b-a0763fb8d168' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78830e21-d7d8-4634-906b-a0763fb8d168' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0465e56-6788-4c6c-a551-3f0f1f18ba6b' class='xr-var-data-in' type='checkbox'><label for='data-f0465e56-6788-4c6c-a551-3f0f1f18ba6b' 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(4841100.)</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-8be098e2-7c67-48a7-bab2-c1f7d275b2e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8be098e2-7c67-48a7-bab2-c1f7d275b2e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39d18a97-633b-409b-bd09-0e6d40128ca5' class='xr-var-data-in' type='checkbox'><label for='data-39d18a97-633b-409b-bd09-0e6d40128ca5' 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('msi', dtype='<U3')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-18406661-2450-4c14-99b8-2b6ef39e9b0e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-18406661-2450-4c14-99b8-2b6ef39e9b0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-839b7a49-e6a9-42e7-b1d2-be397bf4f07a' class='xr-var-data-in' type='checkbox'><label for='data-839b7a49-e6a9-42e7-b1d2-be397bf4f07a' 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('INS-NOBS', dtype='<U8')</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'>32631</div><input id='attrs-6ef29496-eed4-42ab-a52c-629ce77bcc4f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ef29496-eed4-42ab-a52c-629ce77bcc4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da0caf7f-e434-43bd-a7e3-b9d5149390d7' class='xr-var-data-in' type='checkbox'><label for='data-da0caf7f-e434-43bd-a7e3-b9d5149390d7' 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(32631)</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-135bb95d-aa94-4824-ab16-ddfedd9de002' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-135bb95d-aa94-4824-ab16-ddfedd9de002' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce514810-3b8b-4826-878e-184cb8e01a1f' class='xr-var-data-in' type='checkbox'><label for='data-ce514810-3b8b-4826-878e-184cb8e01a1f' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-9291c9d6-dbc1-46e9-a71c-c6c2a17151de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9291c9d6-dbc1-46e9-a71c-c6c2a17151de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16aaecaf-4126-4de5-9377-3f0275241c87' class='xr-var-data-in' type='checkbox'><label for='data-16aaecaf-4126-4de5-9377-3f0275241c87' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-681c3ad9-6cf3-4e7e-8c42-5fc602fa2fcf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-681c3ad9-6cf3-4e7e-8c42-5fc602fa2fcf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da814c91-9963-4936-990b-b70da2d74243' class='xr-var-data-in' type='checkbox'><label for='data-da814c91-9963-4936-990b-b70da2d74243' 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('31TEJ', dtype='<U5')</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-749ed69b-9bbf-42d3-a421-be7e21cac83d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-749ed69b-9bbf-42d3-a421-be7e21cac83d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8f499b7-4a15-4507-9f64-3f8b8794c92b' class='xr-var-data-in' type='checkbox'><label for='data-f8f499b7-4a15-4507-9f64-3f8b8794c92b' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-31d85d54-3d2c-4ebe-b5b5-6cfa025cba41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31d85d54-3d2c-4ebe-b5b5-6cfa025cba41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce46ff87-c8ac-45de-a177-4335939f47b9' class='xr-var-data-in' type='checkbox'><label for='data-ce46ff87-c8ac-45de-a177-4335939f47b9' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, 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-ba362ad8-ea5c-46cf-a5d8-6b68b2492be2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba362ad8-ea5c-46cf-a5d8-6b68b2492be2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc281c39-c7a1-4522-aadd-6700febe4380' class='xr-var-data-in' type='checkbox'><label for='data-fc281c39-c7a1-4522-aadd-6700febe4380' 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>title</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m'</div><input id='attrs-e1fcf73c-ace4-40c3-a96d-e9119d4c8c12' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e1fcf73c-ace4-40c3-a96d-e9119d4c8c12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-817a8829-f85a-4db7-968f-2cc55ff9ab18' class='xr-var-data-in' type='checkbox'><label for='data-817a8829-f85a-4db7-968f-2cc55ff9ab18' 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('Band 2 - Blue - 10m', dtype='<U36')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>common_name</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U7</div><div class='xr-var-preview xr-preview'>'blue'</div><input id='attrs-34d74753-8d1d-47a9-aa9d-2ee1a0001d78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34d74753-8d1d-47a9-aa9d-2ee1a0001d78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e77093b-cd3f-4b32-a0ff-d3f9e18bcc4f' class='xr-var-data-in' type='checkbox'><label for='data-3e77093b-cd3f-4b32-a0ff-d3f9e18bcc4f' 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('blue', dtype='<U7')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>center_wavelength</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.49</div><input id='attrs-74c587e7-6dc9-4b7d-82ba-6bf045a63f5c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74c587e7-6dc9-4b7d-82ba-6bf045a63f5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f403e1f9-e424-4e01-99f4-397c98e5fa31' class='xr-var-data-in' type='checkbox'><label for='data-f403e1f9-e424-4e01-99f4-397c98e5fa31' 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(0.49)</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'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.098</div><input id='attrs-35c70c6f-7b32-4677-9574-5a6c37f40256' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35c70c6f-7b32-4677-9574-5a6c37f40256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e784ad5-c501-40fb-8104-52daf8edb291' class='xr-var-data-in' type='checkbox'><label for='data-8e784ad5-c501-40fb-8104-52daf8edb291' 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(0.098)</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'>32631</div><input id='attrs-010f7314-cace-4d2d-aec4-199b0e371cef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-010f7314-cace-4d2d-aec4-199b0e371cef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aabc7ad1-62b9-4618-b563-3d10a9546a7d' class='xr-var-data-in' type='checkbox'><label for='data-aabc7ad1-62b9-4618-b563-3d10a9546a7d' 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(32631)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-01-27T10:43:21.024000 2022-...</div><input id='attrs-11e20355-0102-4c34-9d36-a8d89ad05ee6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-11e20355-0102-4c34-9d36-a8d89ad05ee6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f430bb9-2bcc-47a3-8538-10a8cb4a425f' class='xr-var-data-in' type='checkbox'><label for='data-9f430bb9-2bcc-47a3-8538-10a8cb4a425f' 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(['2022-01-27T10:43:21.024000000', '2022-08-20T10:36:29.024000000'],\n",
" dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-66c59f41-30a0-4c1c-8472-768127649c4d' class='xr-section-summary-in' type='checkbox' ><label for='section-66c59f41-30a0-4c1c-8472-768127649c4d' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a14dbc74-da07-4e98-be2d-93e641fe04eb' class='xr-index-data-in' type='checkbox'/><label for='index-a14dbc74-da07-4e98-be2d-93e641fe04eb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-01-27 10:43:21.024000', '2022-08-20 10:36:29.024000'], dtype='datetime64[ns]', name='time', freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-06e3cc1e-92d6-4b6c-9097-178e895543fd' class='xr-section-summary-in' type='checkbox' checked><label for='section-06e3cc1e-92d6-4b6c-9097-178e895543fd' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 2)>\n",
"array([2, 2])\n",
"Coordinates: (12/18)\n",
" band <U3 'B02'\n",
" x float64 5.705e+05\n",
" y float64 4.841e+06\n",
" instruments <U3 'msi'\n",
" s2:datatake_type <U8 'INS-NOBS'\n",
" proj:epsg int64 32631\n",
" ... ...\n",
" title <U36 'Band 2 - Blue - 10m'\n",
" common_name <U7 'blue'\n",
" center_wavelength float64 0.49\n",
" full_width_half_max float64 0.098\n",
" epsg int64 32631\n",
" * time (time) datetime64[ns] 2022-01-27...\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dup_groups = duplicates.groupby('time')\n",
"# counting for each group the number of elements in the `time`\n",
"# dimension\n",
"dup_groups.count().isel(x=0, y=0, band=0).compute()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have our duplicated dates with each date in its group we can check whether the data is actually different. We use the `apply` method which allows to apply a function to each group separately.\n",
"\n",
"What the function `lambda x: np.all(x==x[0])` does is to check whether all dates in the group have all their pixel values equal to the ones of the first date (`x[0]`) of the group."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
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" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2,\n",
".xr-no-icon {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 2)>\n",
"array([ True, True])\n",
"Coordinates:\n",
" instruments <U3 'msi'\n",
" s2:datatake_type <U8 'INS-NOBS'\n",
" proj:epsg int64 32631\n",
" s2:saturated_defective_pixel_percentage float64 0.0\n",
" constellation <U10 'Sentinel 2'\n",
" s2:mgrs_tile <U5 '31TEJ'\n",
" s2:product_type <U7 'S2MSI2A'\n",
" proj:bbox object {609780.0, 4900020.0, 479...\n",
" epsg int64 32631\n",
" * time (time) datetime64[ns] 2022-01-27...</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-2b0ade5d-6879-4fb5-9459-b4d3caf4f48f' class='xr-array-in' type='checkbox' checked><label for='section-2b0ade5d-6879-4fb5-9459-b4d3caf4f48f' 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>True True</span></div><div class='xr-array-data'><pre>array([ True, True])</pre></div></div></li><li class='xr-section-item'><input id='section-e59bf48f-6adb-417e-a20c-226fd5a97155' class='xr-section-summary-in' type='checkbox' checked><label for='section-e59bf48f-6adb-417e-a20c-226fd5a97155' class='xr-section-summary' >Coordinates: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>instruments</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-dc621b2b-abc4-46e8-81e4-36c264aa1208' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc621b2b-abc4-46e8-81e4-36c264aa1208' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6c72229-bffc-4055-890c-c0e2574aaccb' class='xr-var-data-in' type='checkbox'><label for='data-c6c72229-bffc-4055-890c-c0e2574aaccb' 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('msi', dtype='<U3')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-eb5cb6ab-cac7-49ef-8558-bafae3198e5e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb5cb6ab-cac7-49ef-8558-bafae3198e5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82c50ceb-3d38-4091-a610-6f10ba5aaec3' class='xr-var-data-in' type='checkbox'><label for='data-82c50ceb-3d38-4091-a610-6f10ba5aaec3' 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('INS-NOBS', dtype='<U8')</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'>32631</div><input id='attrs-dfac4d0d-16f2-4c30-aea0-b06af49456fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dfac4d0d-16f2-4c30-aea0-b06af49456fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91380ee3-d2ae-4e46-8409-cbafe0a2c404' class='xr-var-data-in' type='checkbox'><label for='data-91380ee3-d2ae-4e46-8409-cbafe0a2c404' 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(32631)</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-85a00aec-294f-4759-b536-22c515ca331e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85a00aec-294f-4759-b536-22c515ca331e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3aabc80-3e81-4b9c-ab99-48d3d93ee598' class='xr-var-data-in' type='checkbox'><label for='data-a3aabc80-3e81-4b9c-ab99-48d3d93ee598' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-a05a8225-b924-40e1-a304-a615d8267625' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a05a8225-b924-40e1-a304-a615d8267625' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-add527c7-eae0-414c-b97b-e1e3519b9eb8' class='xr-var-data-in' type='checkbox'><label for='data-add527c7-eae0-414c-b97b-e1e3519b9eb8' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-1fe1b6ee-ea83-47ae-8c92-978bb478699c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1fe1b6ee-ea83-47ae-8c92-978bb478699c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-034b40dd-a902-422d-9dd6-c603c7444584' class='xr-var-data-in' type='checkbox'><label for='data-034b40dd-a902-422d-9dd6-c603c7444584' 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('31TEJ', dtype='<U5')</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-6a59f016-6f57-4376-90a4-649d8a63215b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6a59f016-6f57-4376-90a4-649d8a63215b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be7a7d42-341b-42b9-bbc3-06c3c3c98a13' class='xr-var-data-in' type='checkbox'><label for='data-be7a7d42-341b-42b9-bbc3-06c3c3c98a13' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-37f67a07-10a0-418a-8919-647963494fc0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37f67a07-10a0-418a-8919-647963494fc0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6403601e-2753-4713-80a8-bf55c36a23b6' class='xr-var-data-in' type='checkbox'><label for='data-6403601e-2753-4713-80a8-bf55c36a23b6' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epsg</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>32631</div><input id='attrs-42f3bfb5-c7f6-4e2b-8b3f-e8ccd85c0383' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42f3bfb5-c7f6-4e2b-8b3f-e8ccd85c0383' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3f3b6b6-ead5-4c45-9ef9-c76f9a933c0d' class='xr-var-data-in' type='checkbox'><label for='data-e3f3b6b6-ead5-4c45-9ef9-c76f9a933c0d' 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(32631)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-01-27T10:43:21.024000 2022-...</div><input id='attrs-83eda28b-7098-43d9-b5a2-40b13d475ff4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-83eda28b-7098-43d9-b5a2-40b13d475ff4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53611751-c77f-4c89-ac52-5ac9d03dd3bb' class='xr-var-data-in' type='checkbox'><label for='data-53611751-c77f-4c89-ac52-5ac9d03dd3bb' 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(['2022-01-27T10:43:21.024000000', '2022-08-20T10:36:29.024000000'],\n",
" dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-50c97578-2b21-43f9-9699-8636b0d470bb' class='xr-section-summary-in' type='checkbox' ><label for='section-50c97578-2b21-43f9-9699-8636b0d470bb' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-87419496-91d5-418b-ad1c-2a3d11956f46' class='xr-index-data-in' type='checkbox'/><label for='index-87419496-91d5-418b-ad1c-2a3d11956f46' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2022-01-27 10:43:21.024000', '2022-08-20 10:36:29.024000'], dtype='datetime64[ns]', name='time', freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2fc3b31e-a67b-4066-845a-aa2756a885b2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2fc3b31e-a67b-4066-845a-aa2756a885b2' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 2)>\n",
"array([ True, True])\n",
"Coordinates:\n",
" instruments <U3 'msi'\n",
" s2:datatake_type <U8 'INS-NOBS'\n",
" proj:epsg int64 32631\n",
" s2:saturated_defective_pixel_percentage float64 0.0\n",
" constellation <U10 'Sentinel 2'\n",
" s2:mgrs_tile <U5 '31TEJ'\n",
" s2:product_type <U7 'S2MSI2A'\n",
" proj:bbox object {609780.0, 4900020.0, 479...\n",
" epsg int64 32631\n",
" * time (time) datetime64[ns] 2022-01-27..."
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dup_groups.apply(lambda x: np.all(x==x[0])).compute()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case for both sets of duplicate dates the value is `True` which means that the duplicates are simply copies, thus it does not matter which copy is kept. Now we can simply call `drop_duplicates` to get unique dates in the time dimension"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 248,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(248, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
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" ... ...\n",
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" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
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" resolution: 10</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-5b82cb831a76ec88ffe933565e62cd88'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 248</li><li><span class='xr-has-index'>band</span>: 9</li><li><span class='xr-has-index'>y</span>: 2590</li><li><span class='xr-has-index'>x</span>: 1999</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a98e6072-aaca-4e67-8b74-d3eef07f6411' class='xr-array-in' type='checkbox' checked><label for='section-a98e6072-aaca-4e67-8b74-d3eef07f6411' 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<chunksize=(1, 1, 1024, 1024), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n",
" <tr>\n",
" <td>\n",
" <table style=\"border-collapse: collapse;\">\n",
" <thead>\n",
" <tr>\n",
" <td> </td>\n",
" <th> Array </th>\n",
" <th> Chunk </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr>\n",
" <th> Bytes </th>\n",
" <td> 21.52 GiB </td>\n",
" <td> 2.00 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (248, 9, 2590, 1999) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 13392 chunks in 6 graph layers </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Data type </th>\n",
" <td colspan=\"2\"> uint16 numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-8ad34f9d-ebfc-4bd8-ac6b-4f3731196a92' class='xr-section-summary-in' type='checkbox' ><label for='section-8ad34f9d-ebfc-4bd8-ac6b-4f3731196a92' class='xr-section-summary' >Coordinates: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2020-01-03T10:43:39.024000 ... 2...</div><input id='attrs-94086345-e262-4223-af3a-ddab58ff8f3e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-94086345-e262-4223-af3a-ddab58ff8f3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ac5d467-2de3-42ea-bb65-0cd2ca754df4' class='xr-var-data-in' type='checkbox'><label for='data-2ac5d467-2de3-42ea-bb65-0cd2ca754df4' 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(['2020-01-03T10:43:39.024000000', '2020-01-08T10:44:21.024000000',\n",
" '2020-01-13T10:43:09.025000000', ..., '2023-07-21T10:36:31.024000000',\n",
" '2023-07-26T10:36:29.024000000', '2023-07-31T10:36:31.024000000'],\n",
" dtype='datetime64[ns]')</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'><U54</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_R008...</div><input id='attrs-ebdc422a-2334-43a9-abec-f31dca352523' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ebdc422a-2334-43a9-abec-f31dca352523' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f526d02e-4aa1-417a-a67b-74dd7c9b3e1b' class='xr-var-data-in' type='checkbox'><label for='data-f526d02e-4aa1-417a-a67b-74dd7c9b3e1b' 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(['S2B_MSIL2A_20200103T104339_R008_T31TEJ_20201002T223233',\n",
" 'S2A_MSIL2A_20200108T104421_R008_T31TEJ_20201029T135806',\n",
" 'S2B_MSIL2A_20200113T104309_R008_T31TEJ_20201002T181622',\n",
" 'S2A_MSIL2A_20200118T104351_R008_T31TEJ_20201002T201256',\n",
" 'S2B_MSIL2A_20200123T104229_R008_T31TEJ_20201002T075615',\n",
" 'S2A_MSIL2A_20200128T104301_R008_T31TEJ_20201002T132601',\n",
" 'S2B_MSIL2A_20200202T104149_R008_T31TEJ_20200930T133418',\n",
" 'S2A_MSIL2A_20200207T104211_R008_T31TEJ_20201001T051237',\n",
" 'S2B_MSIL2A_20200212T104049_R008_T31TEJ_20201001T201457',\n",
" 'S2A_MSIL2A_20200217T104111_R008_T31TEJ_20200929T144058',\n",
" 'S2B_MSIL2A_20200222T103939_R008_T31TEJ_20200927T203139',\n",
" 'S2A_MSIL2A_20200227T104021_R008_T31TEJ_20200928T171842',\n",
" 'S2B_MSIL2A_20200303T103829_R008_T31TEJ_20200926T041717',\n",
" 'S2A_MSIL2A_20200308T104021_R008_T31TEJ_20200930T034706',\n",
" 'S2B_MSIL2A_20200313T103719_R008_T31TEJ_20201008T163629',\n",
" 'S2A_MSIL2A_20200318T104021_R008_T31TEJ_20201010T173151',\n",
" 'S2B_MSIL2A_20200323T103639_R008_T31TEJ_20201015T073318',\n",
" 'S2A_MSIL2A_20200328T104021_R008_T31TEJ_20201101T183657',\n",
" 'S2B_MSIL2A_20200402T103619_R008_T31TEJ_20200924T180823',\n",
" 'S2A_MSIL2A_20200407T104021_R008_T31TEJ_20200925T085149',\n",
"...\n",
" 'S2B_MSIL2A_20230427T103629_R008_T31TEJ_20230427T173025',\n",
" 'S2B_MSIL2A_20230507T103629_R008_T31TEJ_20230507T163149',\n",
" 'S2A_MSIL2A_20230512T103621_R008_T31TEJ_20230512T210229',\n",
" 'S2B_MSIL2A_20230517T103629_R008_T31TEJ_20230517T152452',\n",
" 'S2A_MSIL2A_20230522T103631_R008_T31TEJ_20230522T193019',\n",
" 'S2B_MSIL2A_20230527T103629_R008_T31TEJ_20230527T154622',\n",
" 'S2A_MSIL2A_20230601T104021_R008_T31TEJ_20230602T000639',\n",
" 'S2B_MSIL2A_20230606T103629_R008_T31TEJ_20230606T154522',\n",
" 'S2A_MSIL2A_20230611T103631_R008_T31TEJ_20230611T200338',\n",
" 'S2B_MSIL2A_20230616T103629_R008_T31TEJ_20230616T153427',\n",
" 'S2A_MSIL2A_20230621T103631_R008_T31TEJ_20230622T115448',\n",
" 'S2B_MSIL2A_20230626T103629_R008_T31TEJ_20230626T142544',\n",
" 'S2A_MSIL2A_20230701T103631_R008_T31TEJ_20230701T212218',\n",
" 'S2B_MSIL2A_20230706T103629_R008_T31TEJ_20230706T161410',\n",
" 'S2A_MSIL2A_20230711T103631_R008_T31TEJ_20230711T234547',\n",
" 'S2B_MSIL2A_20230716T103629_R008_T31TEJ_20230716T150802',\n",
" 'S2A_MSIL2A_20230721T103631_R008_T31TEJ_20230721T203353',\n",
" 'S2B_MSIL2A_20230726T103629_R008_T31TEJ_20230726T141750',\n",
" 'S2A_MSIL2A_20230731T103631_R008_T31TEJ_20230731T221616'],\n",
" dtype='<U54')</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'><U3</div><div class='xr-var-preview xr-preview'>'B02' 'B03' 'B04' ... 'B11' 'B12'</div><input id='attrs-08b3d15b-de60-452a-a170-35cdc58206b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08b3d15b-de60-452a-a170-35cdc58206b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99ef3660-a7b8-47d6-b896-415c3b43ce65' class='xr-var-data-in' type='checkbox'><label for='data-99ef3660-a7b8-47d6-b896-415c3b43ce65' 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(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'],\n",
" dtype='<U3')</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'>5.705e+05 5.705e+05 ... 5.905e+05</div><input id='attrs-bacf2cfe-5c3c-495a-91db-d84f8db5ac3f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bacf2cfe-5c3c-495a-91db-d84f8db5ac3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5d639b3-a05b-450e-8ca3-0f6770eefa2f' class='xr-var-data-in' type='checkbox'><label for='data-e5d639b3-a05b-450e-8ca3-0f6770eefa2f' 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([570490., 570500., 570510., ..., 590450., 590460., 590470.])</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'>4.841e+06 4.841e+06 ... 4.815e+06</div><input id='attrs-a929f9f5-3eee-4e21-b632-1bd037fdfbd6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a929f9f5-3eee-4e21-b632-1bd037fdfbd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e95f568-0f09-4035-a4ec-11bb6bc08351' class='xr-var-data-in' type='checkbox'><label for='data-6e95f568-0f09-4035-a4ec-11bb6bc08351' 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([4841100., 4841090., 4841080., ..., 4815230., 4815220., 4815210.])</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'><U3</div><div class='xr-var-preview xr-preview'>'msi'</div><input id='attrs-84fea9ae-796a-47e5-abb8-4c5b10d0f19d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84fea9ae-796a-47e5-abb8-4c5b10d0f19d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39c7b095-5ebe-4bba-8ef1-183166c9563b' class='xr-var-data-in' type='checkbox'><label for='data-39c7b095-5ebe-4bba-8ef1-183166c9563b' 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('msi', dtype='<U3')</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'><U11</div><div class='xr-var-preview xr-preview'>'Sentinel-2B' ... 'Sentinel-2A'</div><input id='attrs-41ad88b2-8a50-4a3b-94b6-91d799cdf640' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41ad88b2-8a50-4a3b-94b6-91d799cdf640' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70f110b2-c56b-4802-8b41-f4f5b9048d49' class='xr-var-data-in' type='checkbox'><label for='data-70f110b2-c56b-4802-8b41-f4f5b9048d49' 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(['Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
"...\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B',\n",
" 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A',\n",
" 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2A'],\n",
" dtype='<U11')</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'><U8</div><div class='xr-var-preview xr-preview'>'INS-NOBS'</div><input id='attrs-127d11ae-120e-4de2-9fe4-d20f0b054ddb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-127d11ae-120e-4de2-9fe4-d20f0b054ddb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-037e1703-ddb8-4731-bcb8-e215658952c2' class='xr-var-data-in' type='checkbox'><label for='data-037e1703-ddb8-4731-bcb8-e215658952c2' 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('INS-NOBS', dtype='<U8')</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'>0.1087 2.885 ... 12.84 0.000265</div><input id='attrs-c349b0db-3c35-4be4-92af-15d197d03a0b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c349b0db-3c35-4be4-92af-15d197d03a0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6d4c6f2-6c1c-4590-9ea9-24e3ac804341' class='xr-var-data-in' type='checkbox'><label for='data-a6d4c6f2-6c1c-4590-9ea9-24e3ac804341' 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([1.0868300e-01, 2.8854130e+00, 2.7148402e+01, 1.5131871e+01,\n",
" 1.8439260e+00, 1.1942256e+01, 2.2374207e+01, 1.4177540e+01,\n",
" 5.7239920e+01, 5.7540300e-01, 1.3219430e+01, 3.9510800e-01,\n",
" 2.0346220e+00, 7.9606260e+00, 4.5557030e+00, 8.9224300e-01,\n",
" 1.0158640e+00, 3.2857890e+00, 7.4299400e-01, 7.4470230e+00,\n",
" 1.0551532e+01, 4.3203140e+00, 8.1020000e-03, 1.2329350e+00,\n",
" 8.9047500e-01, 2.0871556e+01, 1.0515974e+01, 8.9649700e-01,\n",
" 3.9522830e+00, 1.5173670e+00, 2.6990520e+00, 2.8559600e-01,\n",
" 4.0313530e+00, 2.2915637e+01, 3.3998330e+00, 7.5541200e-01,\n",
" 6.2643650e+00, 3.1524280e+00, 4.1800000e-04, 1.0064670e+00,\n",
" 2.9500000e-04, 1.0925010e+00, 3.3198360e+00, 8.3000000e-05,\n",
" 1.5448283e+01, 2.1600000e-04, 2.0200000e-04, 1.1061980e+00,\n",
" 1.6900000e-04, 1.2501220e+00, 1.0720000e-03, 1.0589380e+00,\n",
" 1.2727890e+00, 2.6811808e+01, 5.3401280e+00, 4.8878740e+00,\n",
" 6.0138490e+00, 1.6837470e+00, 2.7916700e+00, 1.9333808e+01,\n",
" 6.2237000e-01, 5.0800000e-04, 2.7535870e+00, 3.3000000e-05,\n",
" 7.4606320e+00, 2.2791441e+01, 3.4947430e+00, 1.3989440e+00,\n",
" 1.4356820e+00, 4.3472300e-01, 4.2937860e+00, 3.2820130e+00,\n",
" 2.0710491e+01, 1.0600887e+01, 1.2999330e+00, 3.4848590e+00,\n",
" 2.2572420e+00, 1.3991160e+00, 3.0859700e-01, 5.6940250e+00,\n",
"...\n",
" 4.1005000e-02, 1.0135209e+01, 1.7255400e-01, 1.5376906e+01,\n",
" 4.4800000e-04, 6.9438100e-01, 4.1770000e-03, 2.5481000e-02,\n",
" 1.0745500e-01, 1.0925300e-01, 9.6944000e-02, 4.2233000e-02,\n",
" 1.2105843e+01, 2.0660390e+00, 4.3000000e-05, 3.3997720e+00,\n",
" 4.6266900e-01, 1.0384133e+01, 5.5395000e-02, 1.2429640e+01,\n",
" 1.1587217e+01, 8.2087790e+00, 3.8261190e+00, 5.6982900e-01,\n",
" 3.7693387e+01, 2.2146569e+01, 1.9293000e-02, 7.0133100e-01,\n",
" 1.4718790e+01, 1.3311061e+01, 1.4954625e+01, 1.0781182e+01,\n",
" 1.8702716e+01, 1.0370493e+01, 1.0415090e+00, 1.1812000e-02,\n",
" 1.6057898e+01, 2.8929900e-01, 1.9058960e+00, 4.3189560e+00,\n",
" 1.6181764e+01, 1.3712180e+01, 1.0976122e+01, 7.0956500e+00,\n",
" 2.2440460e+00, 3.9038000e-02, 6.1161220e+00, 2.8617534e+01,\n",
" 2.4992850e+00, 7.9396620e+00, 4.1663020e+00, 4.0490900e-01,\n",
" 5.8869940e+00, 8.0577470e+00, 1.2131810e+00, 1.2236000e-01,\n",
" 1.3087986e+01, 1.7894726e+01, 6.0113000e-02, 3.4943230e+00,\n",
" 1.1854300e-01, 2.0136500e+00, 4.9168490e+00, 3.7610790e+00,\n",
" 9.0565820e+00, 3.7656780e+00, 5.8417190e+00, 1.4410140e+00,\n",
" 2.7118510e+01, 2.9552639e+01, 1.6304730e+01, 1.6392331e+01,\n",
" 5.8860000e-03, 5.1216550e+00, 2.0641674e+01, 1.9455780e+00,\n",
" 5.8700000e-04, 7.4631800e-01, 1.2840724e+01, 2.6500000e-04])</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'>164.9 164.3 163.6 ... 146.6 147.7</div><input id='attrs-914b4776-7c1a-40b3-9fec-40286f4d3e52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-914b4776-7c1a-40b3-9fec-40286f4d3e52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-766228d4-c48d-4492-b2c6-82d077e93310' class='xr-var-data-in' type='checkbox'><label for='data-766228d4-c48d-4492-b2c6-82d077e93310' 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([164.9302763 , 164.25828509, 163.58926442, 162.92767882,\n",
" 162.28312538, 161.66640794, 161.0878937 , 160.54300194,\n",
" 160.06047057, 159.59803622, 159.19550408, 158.81162683,\n",
" 158.48434237, 158.16988034, 157.89842384, 157.62028671,\n",
" 157.36301097, 157.07980338, 156.79675729, 156.47846159,\n",
" 156.10683721, 155.70741555, 155.16712858, 154.63737621,\n",
" 153.91782901, 153.20513941, 152.29788767, 151.39586816,\n",
" 150.33002777, 149.31051167, 148.2060026 , 147.22308909,\n",
" 146.2511423 , 145.47516987, 144.80814144, 144.40542522,\n",
" 144.18765802, 144.26076417, 144.53658451, 145.09046253,\n",
" 145.81060154, 146.77661386, 147.86128113, 149.12789173,\n",
" 150.45605487, 153.34422127, 154.84630496, 156.32198377,\n",
" 157.79809326, 159.2102964 , 160.58508771, 161.86198689,\n",
" 163.08927753, 164.19238371, 165.22112352, 166.11400912,\n",
" 166.91230625, 167.57050601, 168.12842778, 168.54789934,\n",
" 168.86667304, 169.04192983, 169.12247217, 169.06803462,\n",
" 168.67296085, 168.33447748, 167.91164173, 167.41647238,\n",
" 166.85809172, 166.27261439, 165.63366218, 164.98744879,\n",
" 164.3128105 , 163.64796872, 162.98120062, 161.7275991 ,\n",
" 161.15010343, 160.6050903 , 160.10014928, 159.63712452,\n",
"...\n",
" 144.87106706, 144.49116264, 144.20863966, 144.29978078,\n",
" 144.50444033, 145.07799627, 146.70626657, 147.75424289,\n",
" 149.02804548, 150.31329122, 151.79335812, 153.18330748,\n",
" 154.74735317, 156.15665332, 157.69655185, 159.06421215,\n",
" 160.48610065, 161.73795143, 162.9861167 , 164.06723261,\n",
" 165.12964754, 165.99753464, 166.83320116, 167.49108321,\n",
" 168.06828792, 168.49044141, 168.8361352 , 169.01487634,\n",
" 169.1194455 , 169.07722437, 168.94000496, 168.69935323,\n",
" 168.37776728, 167.95129364, 167.48516274, 166.93504304,\n",
" 166.33522808, 165.70793863, 165.05154541, 164.37697938,\n",
" 163.70990151, 163.04515413, 162.39536195, 161.78516118,\n",
" 161.20530856, 160.65844242, 160.15797484, 159.69362461,\n",
" 159.26885527, 158.90329825, 158.54207606, 158.26745047,\n",
" 157.94445643, 157.71217638, 157.41722242, 157.17349983,\n",
" 156.86427133, 156.57370982, 156.20065534, 155.79198387,\n",
" 155.28322304, 154.72833288, 153.31789265, 152.43825294,\n",
" 151.53275616, 150.49919177, 149.4496759 , 148.37555852,\n",
" 147.34848207, 146.38721956, 145.56073741, 144.88594372,\n",
" 144.43482415, 144.21012121, 144.23636154, 144.49684579,\n",
" 144.99167387, 145.69600739, 146.6234217 , 147.70423156])</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'><U64</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_DS_ESRI_202010...</div><input id='attrs-161652ca-dcba-43b0-a732-06a6f059ff17' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-161652ca-dcba-43b0-a732-06a6f059ff17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce40d658-4eaf-4544-8a18-2e5f0d6c8712' class='xr-var-data-in' type='checkbox'><label for='data-ce40d658-4eaf-4544-8a18-2e5f0d6c8712' 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(['S2B_OPER_MSI_L2A_DS_ESRI_20201002T223233_S20200103T104837_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201029T135808_S20200108T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T181624_S20200113T104813_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T201258_S20200118T104425_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201002T075618_S20200123T104739_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201002T132604_S20200128T104423_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200930T133420_S20200202T104835_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201001T051239_S20200207T104422_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201001T201500_S20200212T104614_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200929T144101_S20200217T104424_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200927T203143_S20200222T104314_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200928T171845_S20200227T104643_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200926T041720_S20200303T104450_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200930T034712_S20200308T104402_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201008T163632_S20200313T104333_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201010T173152_S20200318T104818_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20201015T073319_S20200323T104515_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20201101T183700_S20200328T104145_N02.12',\n",
" 'S2B_OPER_MSI_L2A_DS_ESRI_20200924T180824_S20200402T103949_N02.12',\n",
" 'S2A_OPER_MSI_L2A_DS_ESRI_20200925T085152_S20200407T104802_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230427T173026_S20230427T104555_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230507T163151_S20230507T103648_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230512T210230_S20230512T104038_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230517T152454_S20230517T103641_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230522T193020_S20230522T104204_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230527T154624_S20230527T103641_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230602T000640_S20230601T104107_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230606T154523_S20230606T103638_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230611T200338_S20230611T104650_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230616T153429_S20230616T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230622T115449_S20230621T104238_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230626T142546_S20230626T103659_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230701T212219_S20230701T104159_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230706T161411_S20230706T104848_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230711T234549_S20230711T104102_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230716T150804_S20230716T103634_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230721T203354_S20230721T104035_N05.09',\n",
" 'S2B_OPER_MSI_L2A_DS_MSFT_20230726T141752_S20230726T103642_N05.09',\n",
" 'S2A_OPER_MSI_L2A_DS_MSFT_20230731T221617_S20230731T104041_N05.09'],\n",
" dtype='<U64')</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'>0.0 38.48 0.07117 ... 44.8 58.37</div><input id='attrs-425e21d9-f5eb-4fdb-acfa-5d3044a5ba5a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-425e21d9-f5eb-4fdb-acfa-5d3044a5ba5a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a2d904c-59a8-4d9e-8dfe-25b122081e5f' class='xr-var-data-in' type='checkbox'><label for='data-0a2d904c-59a8-4d9e-8dfe-25b122081e5f' 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([0.0000000e+00, 3.8478914e+01, 7.1174000e-02, 3.1503940e+01,\n",
" 1.4070000e-03, 5.2147340e+00, 9.6931000e-02, 1.2425020e+01,\n",
" 7.6847100e+00, 0.0000000e+00, 5.2313221e+01, 2.0119000e-02,\n",
" 4.7130000e-02, 5.3172952e+01, 6.2007987e+01, 6.0090393e+01,\n",
" 1.0854450e+00, 3.5386428e+01, 3.5502684e+01, 5.5769718e+01,\n",
" 4.7163913e+01, 1.7408000e-01, 0.0000000e+00, 8.7460000e-03,\n",
" 4.5802170e+00, 5.1794654e+01, 2.1593803e+01, 7.3504442e+01,\n",
" 7.1315849e+01, 6.7639208e+01, 6.1013770e+00, 5.2757323e+01,\n",
" 6.5809440e+00, 4.7861516e+01, 6.4791435e+01, 5.9926808e+01,\n",
" 4.0207157e+01, 5.3976583e+01, 6.2343842e+01, 4.5749632e+01,\n",
" 3.7381741e+01, 5.7668751e+01, 5.6685525e+01, 5.7833403e+01,\n",
" 3.0569357e+01, 1.2379810e+01, 5.7586592e+01, 2.7056655e+01,\n",
" 5.9663051e+01, 3.0522100e+00, 6.0262901e+01, 6.4424800e-01,\n",
" 1.1482580e+00, 1.8225327e+01, 6.7040490e+00, 1.0554280e+00,\n",
" 1.0915166e+01, 1.5579440e+00, 5.2899277e+01, 1.1354600e-01,\n",
" 5.7994000e+00, 5.0600400e+00, 0.0000000e+00, 5.7835823e+01,\n",
" 4.4432000e+00, 1.1497666e+01, 9.3802000e-02, 3.2554099e+01,\n",
" 1.3805500e-01, 4.4800000e-04, 3.1110778e+01, 0.0000000e+00,\n",
" 1.8451744e+01, 8.4853840e+00, 3.1655475e+01, 2.5210842e+01,\n",
" 5.3582270e+00, 0.0000000e+00, 3.9021102e+01, 0.0000000e+00,\n",
"...\n",
" 0.0000000e+00, 1.4978650e+01, 5.9829986e+01, 4.6671179e+01,\n",
" 5.7382029e+01, 5.4838026e+01, 5.3305817e+01, 5.2449971e+01,\n",
" 4.7898594e+01, 4.9468571e+01, 4.6579400e+01, 4.7611818e+01,\n",
" 2.4510084e+01, 2.2468834e+01, 1.5789510e+01, 2.1659409e+01,\n",
" 0.0000000e+00, 6.2926871e+01, 2.3413880e+01, 4.4574100e+00,\n",
" 6.4343894e+01, 2.1846099e+01, 7.2287700e-01, 1.2900000e-04,\n",
" 2.3611368e+01, 4.5567900e-01, 0.0000000e+00, 7.3590000e-03,\n",
" 5.1824600e-01, 1.1633870e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.6357000e-02,\n",
" 5.3906200e+00, 8.0705610e+00, 0.0000000e+00, 7.6000000e-05,\n",
" 7.9012920e+00, 2.5106320e+01, 1.7520812e+01, 3.2314041e+01,\n",
" 3.6893266e+01, 4.8572722e+01, 4.0551013e+01, 3.5095394e+01,\n",
" 1.7083900e-01, 4.9812078e+01, 3.9040837e+01, 0.0000000e+00,\n",
" 2.8206867e+01, 1.5200000e-03, 2.2900000e-04, 5.8215654e+01,\n",
" 1.7379382e+01, 4.8095295e+01, 0.0000000e+00, 5.6049347e+01,\n",
" 0.0000000e+00, 2.3245000e-02, 2.2765805e+01, 1.0614786e+01,\n",
" 5.2217025e+01, 2.6837054e+01, 4.9987292e+01, 3.1942576e+01,\n",
" 2.6317129e+01, 1.9580024e+01, 4.9002704e+01, 3.5559303e+01,\n",
" 5.7597661e+01, 1.5975912e+01, 4.9454704e+01, 5.8813822e+01,\n",
" 5.2053821e+01, 5.7015872e+01, 4.4797257e+01, 5.8374649e+01])</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'>21.67 9.451 ... 2.614 0.000272</div><input id='attrs-9d0d40fa-dcb2-434a-8c2a-8b5f16a11801' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d0d40fa-dcb2-434a-8c2a-8b5f16a11801' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-210d02de-caad-40b7-8d37-98fee18e960b' class='xr-var-data-in' type='checkbox'><label for='data-210d02de-caad-40b7-8d37-98fee18e960b' 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([2.1666305e+01, 9.4512320e+00, 4.9024560e+00, 1.1235809e+01,\n",
" 4.9149501e+01, 4.1161558e+01, 5.0341427e+01, 3.0022579e+01,\n",
" 4.3124910e+00, 7.0534128e+01, 4.3142000e-02, 6.9273865e+01,\n",
" 4.5280382e+01, 6.3699100e-01, 1.0169200e-01, 6.0899000e-02,\n",
" 6.6803181e+01, 5.9412580e+00, 1.1218970e+01, 4.5119000e-02,\n",
" 3.2776210e+00, 7.6952714e+01, 9.6790642e+01, 8.8586807e+01,\n",
" 6.7404848e+01, 2.8795390e+00, 3.3694753e+01, 5.9413900e-01,\n",
" 2.1145300e-01, 1.5534290e+00, 6.2364972e+01, 1.1460096e+01,\n",
" 6.0536480e+01, 6.3142840e+00, 1.2792230e+00, 7.0742730e+00,\n",
" 2.2466272e+01, 6.1889610e+00, 3.4135300e-01, 1.5900044e+01,\n",
" 4.2182538e+01, 3.0712640e+00, 2.2264700e-01, 6.4154000e-02,\n",
" 2.3145415e+01, 5.2149129e+01, 7.3530000e-02, 2.6478723e+01,\n",
" 5.0527000e-02, 5.3915399e+01, 2.6095000e-02, 4.6804270e+01,\n",
" 7.8542793e+01, 1.9131638e+01, 5.2228624e+01, 7.0975769e+01,\n",
" 4.5255628e+01, 8.9022005e+01, 5.2721600e+00, 1.5952027e+01,\n",
" 6.3151246e+01, 5.7391340e+01, 7.0614225e+01, 4.0531000e-02,\n",
" 6.0957849e+01, 2.8052869e+01, 6.5046579e+01, 9.6706230e+00,\n",
" 6.2031126e+01, 9.5382816e+01, 1.1938851e+01, 5.0235635e+01,\n",
" 9.1594760e+00, 4.4847426e+01, 1.9153368e+01, 2.0862225e+01,\n",
" 3.9045084e+01, 7.7959883e+01, 1.0510650e+01, 8.7870479e+01,\n",
"...\n",
" 2.4802536e+01, 3.4379289e+01, 3.0362000e-02, 5.4357350e+00,\n",
" 5.7100000e-04, 1.3600000e-04, 5.0400000e-04, 1.4001000e-02,\n",
" 1.2365120e+00, 9.5988000e-02, 2.4490300e+00, 2.3435480e+00,\n",
" 2.3947768e+01, 2.2156194e+01, 2.6625153e+01, 3.3861145e+01,\n",
" 8.0258840e+01, 1.9967000e-02, 3.7183836e+01, 5.5809736e+01,\n",
" 1.7237000e-02, 3.9529580e+01, 7.6870203e+01, 9.6798474e+01,\n",
" 1.0152123e+01, 2.0119831e+01, 5.8800918e+01, 7.8499579e+01,\n",
" 5.8449435e+01, 5.2176082e+01, 5.6100225e+01, 1.7369439e+01,\n",
" 3.1635582e+01, 7.8827769e+01, 9.1232812e+01, 9.4156462e+01,\n",
" 3.9978215e+01, 6.3688284e+01, 8.5275722e+01, 7.5899589e+01,\n",
" 3.7201458e+01, 1.3816990e+01, 2.4700826e+01, 1.5862210e+01,\n",
" 1.0937355e+01, 2.0448000e-02, 2.6870000e-03, 2.4009050e+00,\n",
" 8.2176715e+01, 5.8660000e-03, 3.3354640e+00, 8.7542897e+01,\n",
" 3.5109514e+01, 7.6495129e+01, 9.6656907e+01, 7.4000000e-04,\n",
" 2.8468549e+01, 6.1264600e-01, 6.2055284e+01, 1.4306470e+00,\n",
" 6.9735032e+01, 8.6196882e+01, 3.2183063e+01, 3.8813066e+01,\n",
" 1.2691230e+00, 2.7539891e+01, 4.4923110e+00, 1.5931140e+01,\n",
" 8.9807230e+00, 1.3997807e+01, 2.6079840e+00, 1.6725363e+01,\n",
" 3.5312520e+00, 5.3367776e+01, 1.0448880e+01, 9.1733900e-01,\n",
" 3.9501630e+00, 2.2664190e+00, 2.6141880e+00, 2.7200000e-04])</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'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... 0.0022 0.0004</div><input id='attrs-bc67d2a9-321f-4517-beeb-23bf21108499' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc67d2a9-321f-4517-beeb-23bf21108499' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8aef514-8ee7-4489-842e-5ec0eacf3a5b' class='xr-var-data-in' type='checkbox'><label for='data-f8aef514-8ee7-4489-842e-5ec0eacf3a5b' 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([0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
"...\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00,\n",
" 0.0000e+00, 0.0000e+00, 2.0000e-04, 1.0000e-04, 2.0000e-04,\n",
" 2.0000e-04, 0.0000e+00, 2.0000e-04, 2.0000e-04, 0.0000e+00,\n",
" 0.0000e+00, 1.0000e-04, 0.0000e+00, 5.0000e-04, 1.1000e-03,\n",
" 3.0000e-04, 0.0000e+00, 2.1000e-03, 2.6852e+00, 1.9000e-03,\n",
" 4.9900e-02, 8.4910e-01, 2.0000e-03, 3.0340e-01, 5.7000e-03,\n",
" 1.3100e-02, 3.7800e-02, 1.2400e-02, 2.5000e-03, 2.0000e-04,\n",
" 2.5000e-03, 2.4000e-03, 2.2000e-03, 4.0000e-04, 2.4000e-03,\n",
" 4.0000e-04, 2.2000e-03, 4.0000e-04])</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'>32631</div><input id='attrs-3933f6db-6166-420b-9e10-314f8d50788c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3933f6db-6166-420b-9e10-314f8d50788c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0976ab0b-daf4-4314-b6b3-2a902ad11553' class='xr-var-data-in' type='checkbox'><label for='data-0976ab0b-daf4-4314-b6b3-2a902ad11553' 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(32631)</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'><U5</div><div class='xr-var-preview xr-preview'>'02.12' '02.12' ... '05.09' '05.09'</div><input id='attrs-ed425ac7-1a47-4120-b347-6a6f2b5a4bc4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ed425ac7-1a47-4120-b347-6a6f2b5a4bc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43c8b016-7eb6-44d8-9c3f-61f46cb454a8' class='xr-var-data-in' type='checkbox'><label for='data-43c8b016-7eb6-44d8-9c3f-61f46cb454a8' 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(['02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '03.00', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',\n",
" '02.12', '02.12', '02.12', '02.12', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '02.12', '03.00', '02.12', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '04.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '03.00', '03.00', '03.00', '03.00', '03.00',\n",
" '03.00', '03.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',\n",
" '04.00', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',\n",
" '05.09', '05.09', '05.09'], dtype='<U5')</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'><U62</div><div class='xr-var-preview xr-preview'>'S2B_OPER_MSI_L2A_TL_ESRI_202010...</div><input id='attrs-7879ff03-bb55-422a-89f0-a1e8a53d45d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7879ff03-bb55-422a-89f0-a1e8a53d45d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-586e92c1-2862-4974-87c2-0ab3efe116e1' class='xr-var-data-in' type='checkbox'><label for='data-586e92c1-2862-4974-87c2-0ab3efe116e1' 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(['S2B_OPER_MSI_L2A_TL_ESRI_20201002T223233_A014763_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201029T135808_A023743_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T181624_A014906_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T201258_A023886_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201002T075618_A015049_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201002T132604_A024029_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200930T133420_A015192_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201001T051239_A024172_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201001T201500_A015335_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200929T144101_A024315_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200927T203143_A015478_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200928T171845_A024458_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200926T041720_A015621_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200930T034712_A024601_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201008T163632_A015764_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201010T173152_A024744_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20201015T073319_A015907_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20201101T183700_A024887_T31TEJ_N02.12',\n",
" 'S2B_OPER_MSI_L2A_TL_ESRI_20200924T180824_A016050_T31TEJ_N02.12',\n",
" 'S2A_OPER_MSI_L2A_TL_ESRI_20200925T085152_A025030_T31TEJ_N02.12',\n",
"...\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230427T173026_A032066_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230507T163151_A032209_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230512T210230_A041189_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230517T152454_A032352_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230522T193020_A041332_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230527T154624_A032495_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230602T000640_A041475_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230606T154523_A032638_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230611T200338_A041618_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230616T153429_A032781_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230622T115449_A041761_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230626T142546_A032924_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230701T212219_A041904_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230706T161411_A033067_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230711T234549_A042047_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230716T150804_A033210_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230721T203354_A042190_T31TEJ_N05.09',\n",
" 'S2B_OPER_MSI_L2A_TL_MSFT_20230726T141752_A033353_T31TEJ_N05.09',\n",
" 'S2A_OPER_MSI_L2A_TL_MSFT_20230731T221617_A042333_T31TEJ_N05.09'],\n",
" dtype='<U62')</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'>0.00012 12.12 ... 22.3 26.56</div><input id='attrs-faeff3a2-19b5-42be-9235-553ac98f3c11' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-faeff3a2-19b5-42be-9235-553ac98f3c11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0d0035b-0f32-42fb-b154-12d4f1bc1b9b' class='xr-var-data-in' type='checkbox'><label for='data-a0d0035b-0f32-42fb-b154-12d4f1bc1b9b' 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([1.2000000e-04, 1.2123384e+01, 1.0528000e-02, 4.8242970e+00,\n",
" 2.3454000e-02, 1.9018250e+00, 2.8908000e-02, 7.2808890e+00,\n",
" 2.8868620e+00, 9.0000000e-05, 1.5982726e+01, 1.9380000e-03,\n",
" 1.4545000e-02, 1.5463294e+01, 1.7367011e+01, 2.0531189e+01,\n",
" 2.3604090e+00, 2.1620597e+01, 1.6040227e+01, 1.9798072e+01,\n",
" 1.7248714e+01, 1.1564000e-01, 0.0000000e+00, 1.0058700e-01,\n",
" 3.9063210e+00, 1.0935697e+01, 5.5970880e+00, 9.6816320e+00,\n",
" 1.0671119e+01, 1.0955246e+01, 4.5784290e+00, 1.2790015e+01,\n",
" 4.1349230e+00, 9.6138990e+00, 1.3834617e+01, 1.3857374e+01,\n",
" 1.0594467e+01, 1.8524289e+01, 2.0670211e+01, 2.0087214e+01,\n",
" 1.1515748e+01, 2.2202727e+01, 2.6353493e+01, 2.6641861e+01,\n",
" 1.5991968e+01, 9.8516600e+00, 2.6864383e+01, 1.4621483e+01,\n",
" 2.4634181e+01, 3.9510090e+00, 2.3771377e+01, 7.3982500e-01,\n",
" 7.4488800e-01, 5.1099800e+00, 5.3731610e+00, 7.2166000e-02,\n",
" 3.3870560e+00, 6.7592700e-01, 1.3865747e+01, 1.2050400e-01,\n",
" 5.4577160e+00, 2.7623870e+00, 2.1900000e-04, 1.6929872e+01,\n",
" 1.7885870e+00, 4.9529330e+00, 1.1805200e-01, 1.1317340e+01,\n",
" 2.9086500e-01, 1.3370000e-03, 1.4678766e+01, 0.0000000e+00,\n",
" 6.9574620e+00, 3.0565390e+00, 1.2657425e+01, 1.8922639e+01,\n",
" 3.8022370e+00, 1.5600000e-04, 1.8877666e+01, 0.0000000e+00,\n",
"...\n",
" 0.0000000e+00, 1.1008248e+01, 2.4644068e+01, 1.5122621e+01,\n",
" 2.7577889e+01, 2.9401350e+01, 3.1629980e+01, 3.2332867e+01,\n",
" 3.3463436e+01, 3.5072258e+01, 3.0677825e+01, 2.9250774e+01,\n",
" 1.1860555e+01, 1.5346527e+01, 9.8917390e+00, 8.4102430e+00,\n",
" 0.0000000e+00, 1.4460914e+01, 8.9924150e+00, 3.8118290e+00,\n",
" 1.2893145e+01, 8.8854250e+00, 6.6929100e-01, 3.1500000e-04,\n",
" 4.3872050e+00, 4.9741000e-02, 0.0000000e+00, 1.0807900e-01,\n",
" 1.4767700e-01, 3.3821220e+00, 1.3040000e-03, 9.2530000e-03,\n",
" 1.4530000e-03, 7.0000000e-06, 2.0940000e-03, 1.1939900e-01,\n",
" 5.9839760e+00, 8.0330590e+00, 5.5400000e-04, 1.3600000e-03,\n",
" 8.5417780e+00, 1.0599579e+01, 1.5832812e+01, 2.3873930e+01,\n",
" 2.6274985e+01, 3.1973222e+01, 3.4784305e+01, 2.2206217e+01,\n",
" 1.3435420e+00, 2.7717668e+01, 3.4022409e+01, 0.0000000e+00,\n",
" 1.9542609e+01, 5.9690000e-03, 7.3300000e-04, 2.5312120e+01,\n",
" 8.0999570e+00, 1.9748548e+01, 0.0000000e+00, 2.1929556e+01,\n",
" 0.0000000e+00, 1.3557000e-02, 7.5675830e+00, 6.3334520e+00,\n",
" 1.8110597e+01, 1.0246714e+01, 1.7094582e+01, 1.5003021e+01,\n",
" 1.1384308e+01, 5.4902510e+00, 1.2930852e+01, 1.3507065e+01,\n",
" 1.8217379e+01, 3.7437700e+00, 6.1273550e+00, 2.2765371e+01,\n",
" 2.2736503e+01, 2.1539684e+01, 2.2295874e+01, 2.6558280e+01])</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'>68.05 67.6 66.96 ... 27.65 28.7</div><input id='attrs-006c0d9d-c84a-43e0-bfe3-9ada1353e955' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-006c0d9d-c84a-43e0-bfe3-9ada1353e955' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58188900-d83f-4673-b994-833ece1f1a9e' class='xr-var-data-in' type='checkbox'><label for='data-58188900-d83f-4673-b994-833ece1f1a9e' 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([68.04652238, 67.59571552, 66.96152677, 66.15095713, 65.1714035 ,\n",
" 64.03186936, 62.74258495, 61.31811857, 59.7659851 , 58.10934731,\n",
" 56.35337324, 54.52229333, 52.622467 , 50.67832705, 48.69702681,\n",
" 46.70174102, 44.69969292, 42.71377306, 40.75171801, 38.83328674,\n",
" 36.97319968, 35.17742287, 33.47833239, 31.86040493, 30.37181997,\n",
" 28.98975139, 27.76085489, 26.66127783, 25.7331396 , 24.95103567,\n",
" 24.35035761, 23.90307781, 23.63745086, 23.52383303, 23.58273689,\n",
" 23.78328765, 24.13913964, 24.62230888, 25.24349803, 25.97739631,\n",
" 26.83762507, 27.79545787, 28.86644539, 30.0251001 , 31.28571888,\n",
" 34.05900599, 35.56092503, 37.1368365 , 38.77063317, 40.46356685,\n",
" 42.20016762, 43.97876353, 45.77882448, 47.59895691, 49.41908158,\n",
" 51.23570039, 53.02989244, 54.79358566, 56.50654408, 58.15887723,\n",
" 59.73194829, 61.21773403, 62.59650625, 63.85974499, 65.97299711,\n",
" 66.80121692, 67.46442408, 67.95388126, 68.26306265, 68.38273129,\n",
" 68.31696719, 68.05955971, 67.61841319, 66.99176081, 66.19003688,\n",
" 64.08428973, 62.80199995, 61.38357627, 59.84083237, 58.18802742,\n",
" 56.43732055, 54.60913337, 52.7137468 , 50.77063864, 48.79202356,\n",
" 46.79514906, 44.79527864, 42.80656211, 40.84667634, 38.92539251,\n",
" 37.06344645, 35.26748875, 33.5563467 , 30.43909951, 29.06124824,\n",
" 27.81545588, 26.71815007, 25.77342186, 24.99155371, 24.37513533,\n",
"...\n",
" 46.88721981, 44.89369186, 42.89813038, 40.94085644, 37.1490465 ,\n",
" 35.34178605, 33.63814243, 32.00674455, 30.51309149, 29.11507768,\n",
" 27.87398604, 26.75902562, 25.81586222, 25.01514879, 24.40405027,\n",
" 23.93592174, 23.65696471, 23.51947038, 23.56732883, 23.74444363,\n",
" 24.09527057, 24.55692461, 25.17677683, 25.8902671 , 27.69146368,\n",
" 28.7579849 , 29.90440637, 31.16393779, 32.48709666, 33.9215787 ,\n",
" 35.4042015 , 36.98727519, 38.60551271, 40.30241617, 42.02702655,\n",
" 43.80688149, 45.60280597, 47.42762391, 49.24543495, 51.06808294,\n",
" 52.85999904, 54.62810183, 56.34528855, 58.00637374, 59.58626059,\n",
" 61.08199184, 62.4688991 , 63.74334754, 64.88592944, 65.88567547,\n",
" 66.72854517, 67.40949193, 67.91225878, 68.23858254, 68.37978882,\n",
" 68.33105248, 68.09406873, 67.67105895, 67.0629279 , 66.27798656,\n",
" 65.32284156, 64.20343597, 62.93437456, 61.52855072, 59.99635636,\n",
" 58.35355827, 56.61374975, 54.78779962, 52.90312984, 50.95587946,\n",
" 48.98872509, 46.98444888, 44.9889975 , 42.99245388, 41.03166016,\n",
" 39.10195412, 37.23388264, 35.42950054, 33.71280842, 32.0863304 ,\n",
" 29.18095918, 27.92850347, 26.80908138, 25.85331557, 25.05364621,\n",
" 24.4230374 , 23.95798012, 23.66288897, 23.53124944, 23.56366243,\n",
" 23.7464083 , 24.07628284, 24.54245976, 25.14127512, 25.86398257,\n",
" 26.70526594, 27.65063088, 28.70308172])</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'>78.22 6.114 67.66 ... 2.62 0.002409</div><input id='attrs-4a0afb89-e081-4969-87c3-70535485bff0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a0afb89-e081-4969-87c3-70535485bff0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f0f578d3-0ed8-44ef-a89d-01c7628772a8' class='xr-var-data-in' type='checkbox'><label for='data-f0f578d3-0ed8-44ef-a89d-01c7628772a8' 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([7.8218740e+01, 6.1138900e+00, 6.7663318e+01, 1.6347915e+01,\n",
" 4.3361041e+01, 1.0091483e+01, 2.6658133e+01, 1.2125426e+01,\n",
" 1.9167137e+01, 2.8156331e+01, 2.5909000e-01, 1.0745704e+01,\n",
" 5.1429230e+01, 2.4007990e+00, 6.6536600e-01, 1.4961100e-01,\n",
" 1.1075532e+01, 7.5903270e+00, 5.6267810e+00, 9.5671900e-01,\n",
" 3.2924780e+00, 1.4409468e+01, 5.6682000e-02, 8.0019580e+00,\n",
" 6.2115520e+00, 1.5496760e+00, 1.2281980e+01, 5.1374100e-01,\n",
" 1.5969100e-01, 8.2676600e-01, 9.0178200e+00, 3.0064200e+00,\n",
" 1.7012265e+01, 4.3933570e+00, 7.7683200e-01, 2.1463470e+00,\n",
" 1.0504992e+01, 1.6233720e+00, 4.0983600e-01, 1.4543780e+00,\n",
" 3.7103460e+00, 1.6361660e+00, 5.1385000e-01, 8.5614000e-02,\n",
" 1.0286333e+01, 6.4770100e+00, 8.4057000e-02, 5.3664340e+00,\n",
" 8.4346000e-02, 1.7542945e+01, 6.8882000e-02, 3.2982442e+01,\n",
" 6.6870780e+00, 2.5822815e+01, 1.0938583e+01, 2.2711803e+01,\n",
" 1.4323071e+01, 5.7079270e+00, 3.4106060e+00, 6.4398855e+01,\n",
" 9.2723380e+00, 7.2383450e+00, 2.5572926e+01, 9.9794000e-02,\n",
" 1.1001108e+01, 1.9346300e+01, 1.5353711e+01, 6.1613610e+00,\n",
" 5.9829860e+00, 3.7441020e+00, 6.7772630e+00, 4.3234786e+01,\n",
" 1.3331419e+01, 1.0815834e+01, 3.9320680e+00, 2.7577880e+00,\n",
" 1.2102167e+01, 1.6811433e+01, 3.1714240e+00, 6.3805000e+00,\n",
"...\n",
" 7.5153655e+01, 1.4271973e+01, 1.1122400e-01, 7.8987860e+00,\n",
" 4.3760000e-03, 1.3300000e-03, 8.7790000e-03, 3.4479000e-02,\n",
" 1.2089640e+00, 8.3868000e-02, 2.6489660e+00, 2.7253780e+00,\n",
" 2.1259432e+01, 1.4619356e+01, 1.8742625e+01, 1.1868575e+01,\n",
" 1.9207737e+01, 1.3063000e-01, 1.3765752e+01, 2.0850189e+01,\n",
" 2.2079100e-01, 1.2565210e+01, 9.9131790e+00, 2.3202340e+00,\n",
" 1.9014426e+01, 5.7030773e+01, 4.0922126e+01, 1.8565311e+01,\n",
" 2.3543482e+01, 2.6487124e+01, 2.3786868e+01, 6.9407618e+01,\n",
" 4.8707828e+01, 1.0792695e+01, 6.1807860e+00, 4.0595520e+00,\n",
" 2.6289591e+01, 9.1737580e+00, 1.2065969e+01, 1.5470922e+01,\n",
" 1.4784034e+01, 2.3920378e+01, 1.3400739e+01, 3.7815770e+00,\n",
" 3.9362560e+00, 2.4129700e-01, 2.2678000e-02, 6.0698010e+00,\n",
" 6.8673390e+00, 9.8507000e-02, 3.4418140e+00, 1.2001675e+01,\n",
" 7.3010010e+00, 1.3185972e+01, 1.8147420e+00, 4.6450000e-03,\n",
" 1.5502557e+01, 8.6580300e-01, 3.7880158e+01, 1.9441060e+00,\n",
" 3.0132505e+01, 1.1184511e+01, 1.4179967e+01, 3.2871914e+01,\n",
" 4.1983140e+00, 1.3906251e+01, 3.6939560e+00, 1.1607372e+01,\n",
" 1.0364594e+01, 2.3344229e+01, 2.9317820e+00, 1.5232103e+01,\n",
" 3.8695060e+00, 8.4127430e+00, 8.6182820e+00, 1.5144970e+00,\n",
" 3.3664320e+00, 2.2059280e+00, 2.6195270e+00, 2.4090000e-03])</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'>0.0 8.46 0.1201 ... 0.5114 0.1712</div><input id='attrs-8d53afe6-e9c0-41d2-b9fa-492746051b53' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d53afe6-e9c0-41d2-b9fa-492746051b53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f340ce9-5c03-4815-a196-f9cc909dd42a' class='xr-var-data-in' type='checkbox'><label for='data-3f340ce9-5c03-4815-a196-f9cc909dd42a' 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([0.0000000e+00, 8.4595130e+00, 1.2009600e-01, 4.9762540e+00,\n",
" 1.2253050e+00, 7.6264080e+00, 1.4181200e-01, 1.1884362e+01,\n",
" 9.6974800e-01, 6.0920000e-03, 2.0987990e+00, 1.7524360e+00,\n",
" 1.0952090e+00, 1.7360500e+00, 1.6024670e+00, 1.9529300e+00,\n",
" 7.5213830e+00, 1.0235066e+01, 7.0177090e+00, 1.5572180e+00,\n",
" 3.7339560e+00, 1.8755100e-01, 7.6000000e-05, 1.0031690e+00,\n",
" 2.7700010e+00, 1.2114460e+00, 2.7668320e+00, 6.3288100e-01,\n",
" 4.9085800e-01, 1.1223450e+00, 5.0801330e+00, 2.8866260e+00,\n",
" 2.3275970e+00, 1.5302570e+00, 4.6375100e-01, 2.2186660e+00,\n",
" 4.5943740e+00, 1.5457450e+00, 6.3957000e-01, 1.5090530e+00,\n",
" 2.8910120e+00, 9.9675200e-01, 5.4202200e-01, 2.9906300e-01,\n",
" 3.7366170e+00, 6.7696590e+00, 2.9371200e-01, 4.9639340e+00,\n",
" 3.9968000e-01, 3.9976380e+00, 6.2005800e-01, 2.0239150e+00,\n",
" 3.5080940e+00, 1.8386040e+00, 4.9717320e+00, 1.9822100e-01,\n",
" 6.8115500e+00, 9.1460900e-01, 6.0717000e+00, 1.0514000e-02,\n",
" 8.1079230e+00, 6.8011100e+00, 6.3000000e-04, 3.3535720e+00,\n",
" 5.5652470e+00, 2.2567970e+00, 3.4406420e+00, 1.0353766e+01,\n",
" 1.4733130e+00, 1.1630400e-01, 5.9717540e+00, 6.5524000e-02,\n",
" 7.9428280e+00, 4.5579410e+00, 6.7508760e+00, 6.8710130e+00,\n",
" 8.9565200e+00, 5.5620000e-02, 5.7025040e+00, 1.1300000e-04,\n",
"...\n",
" 0.0000000e+00, 1.1295220e+00, 2.1915300e-01, 1.1898100e-01,\n",
" 1.6402700e-01, 1.9119000e-01, 1.7714600e-01, 1.9277700e-01,\n",
" 2.3427300e-01, 1.8244100e-01, 6.4375700e-01, 6.0025900e-01,\n",
" 4.7952100e-01, 1.0813140e+00, 1.3796600e+00, 2.3909590e+00,\n",
" 0.0000000e+00, 1.4299900e-01, 2.0673040e+00, 1.1886790e+00,\n",
" 1.0850000e-03, 2.2242330e+00, 9.0245000e-02, 1.1180000e-03,\n",
" 8.6418800e-01, 1.6340000e-02, 0.0000000e+00, 2.8016000e-02,\n",
" 1.7790000e-02, 1.0601200e-01, 6.7350000e-03, 0.0000000e+00,\n",
" 1.0000000e-05, 0.0000000e+00, 0.0000000e+00, 1.2467100e-01,\n",
" 4.7836300e-01, 3.7181300e+00, 0.0000000e+00, 1.1480000e-03,\n",
" 1.8877500e-01, 8.3844600e-01, 1.1405630e+00, 6.6647500e-01,\n",
" 3.2165100e-01, 1.0444200e-01, 5.5610000e-03, 2.1835000e-02,\n",
" 1.7604000e-02, 4.9570000e-03, 8.5727400e-01, 0.0000000e+00,\n",
" 1.6425760e+00, 1.2196000e-02, 1.4600000e-04, 3.8792300e-01,\n",
" 3.4008220e+00, 4.7375400e-01, 0.0000000e+00, 1.0322780e+00,\n",
" 0.0000000e+00, 7.3420000e-03, 2.6162160e+00, 1.7805250e+00,\n",
" 3.7330300e-01, 1.9672230e+00, 3.1686000e-01, 1.7747990e+00,\n",
" 8.5061100e-01, 4.2074200e-01, 3.5177400e-01, 1.6463320e+00,\n",
" 4.9959000e-01, 2.3434790e+00, 2.0494400e-01, 2.1043100e-01,\n",
" 5.7706800e-01, 7.1109600e-01, 5.1140800e-01, 1.7119400e-01])</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-f05bdc3e-6b92-4694-8fe7-4d81cbc1f72d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f05bdc3e-6b92-4694-8fe7-4d81cbc1f72d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43c220e1-3f43-4e4e-9f18-d6a872b6feb8' class='xr-var-data-in' type='checkbox'><label for='data-43c220e1-3f43-4e4e-9f18-d6a872b6feb8' 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>constellation</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'><U10</div><div class='xr-var-preview xr-preview'>'Sentinel 2'</div><input id='attrs-f7ffe714-fe97-40ae-a2a5-69a166ebf31c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f7ffe714-fe97-40ae-a2a5-69a166ebf31c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed2a43b1-c4e0-4134-a2bb-c6c8e5470f68' class='xr-var-data-in' type='checkbox'><label for='data-ed2a43b1-c4e0-4134-a2bb-c6c8e5470f68' 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('Sentinel 2', dtype='<U10')</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'><U5</div><div class='xr-var-preview xr-preview'>'31TEJ'</div><input id='attrs-850e0996-5f5b-4e9c-9847-c51ab3b47775' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-850e0996-5f5b-4e9c-9847-c51ab3b47775' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97670965-436a-48d2-baa6-31454e2084fc' class='xr-var-data-in' type='checkbox'><label for='data-97670965-436a-48d2-baa6-31454e2084fc' 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('31TEJ', dtype='<U5')</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'>0.0 0.02063 ... 0.001334 0.001138</div><input id='attrs-fba401b4-bc16-47cd-ba2b-094031b234bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fba401b4-bc16-47cd-ba2b-094031b234bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-750560c0-4c1c-4e99-87e1-fd4ddc8ad427' class='xr-var-data-in' type='checkbox'><label for='data-750560c0-4c1c-4e99-87e1-fd4ddc8ad427' 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([0.0000000e+00, 2.0627000e-02, 0.0000000e+00, 3.3012200e-01,\n",
" 3.7011260e+00, 3.0670930e+00, 9.1780000e-03, 2.5989000e-02,\n",
" 2.3420000e-03, 6.4345200e-01, 2.2760000e-03, 1.5425314e+01,\n",
" 1.3700000e-03, 5.8245000e-02, 1.6920000e-03, 2.5410000e-03,\n",
" 5.7399700e-01, 4.5800000e-04, 6.8080000e-03, 1.8600000e-04,\n",
" 2.2900000e-04, 4.9754600e-01, 3.1116620e+00, 5.4057900e-01,\n",
" 4.2358650e+00, 1.0020000e-03, 7.5600000e-04, 5.0000000e-05,\n",
" 3.8200000e-04, 8.1600000e-04, 4.5839000e-02, 5.0300000e-03,\n",
" 9.2370000e-03, 4.5800000e-04, 8.1600000e-04, 2.8040000e-03,\n",
" 1.0980000e-03, 2.1200000e-03, 1.4030000e-03, 1.9010000e-03,\n",
" 3.1500000e-04, 1.2940000e-03, 7.1000000e-04, 1.2380000e-03,\n",
" 3.3240000e-03, 4.8533700e-01, 1.7220000e-03, 4.1338300e-01,\n",
" 9.6500000e-04, 4.5152900e+00, 1.3770000e-03, 8.7190950e+00,\n",
" 2.9235110e+00, 5.5700000e-04, 5.8381890e+00, 1.0000000e-05,\n",
" 2.9290210e+00, 6.4800000e-03, 3.7890000e-03, 0.0000000e+00,\n",
" 2.8507000e-02, 3.8982920e+00, 7.3272200e-01, 4.2140000e-03,\n",
" 3.5377890e+00, 0.0000000e+00, 6.4472380e+00, 3.8956700e-01,\n",
" 1.9020627e+01, 1.7433900e-01, 2.1453520e+00, 3.1783840e+00,\n",
" 5.7953060e+00, 5.2927500e-01, 1.1974100e+00, 2.4370500e-01,\n",
" 8.6380530e+00, 3.6805820e+00, 4.6785000e-02, 5.3822000e-02,\n",
"...\n",
" 0.0000000e+00, 0.0000000e+00, 1.2770000e-03, 1.4070000e-03,\n",
" 2.3260000e-03, 1.8020000e-03, 2.6410000e-03, 2.1400000e-03,\n",
" 2.2590000e-03, 1.7450000e-03, 2.3900000e-04, 3.9200000e-04,\n",
" 7.0000000e-06, 7.3300000e-04, 1.1840000e-03, 1.0000000e-04,\n",
" 0.0000000e+00, 1.3000000e-05, 1.4100000e-03, 0.0000000e+00,\n",
" 2.7900000e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.2258400e-01,\n",
" 0.0000000e+00, 0.0000000e+00, 1.2817000e-02, 6.2700000e-04,\n",
" 3.8550000e-03, 0.0000000e+00, 6.3000000e-05, 0.0000000e+00,\n",
" 4.5320000e-03, 4.2910000e-02, 9.3703600e-01, 5.2514500e-01,\n",
" 5.3475500e-01, 7.6392300e-01, 8.9100300e-01, 3.2069200e-01,\n",
" 8.1950000e-03, 1.0179000e-02, 4.3654500e-01, 0.0000000e+00,\n",
" 1.0900000e-04, 2.0900000e-04, 0.0000000e+00, 3.0190000e-03,\n",
" 4.7100000e-04, 1.1050000e-03, 3.6000000e-05, 2.3260000e-03,\n",
" 9.6000000e-05, 0.0000000e+00, 3.8690000e-03, 6.1000000e-04,\n",
" 2.5580000e-03, 3.7200000e-04, 1.5300000e-04, 0.0000000e+00,\n",
" 0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
" 0.0000000e+00, 1.0300000e-04, 3.6200000e-04, 7.5000000e-04,\n",
" 1.0980000e-03, 1.2040000e-03, 1.3340000e-03, 1.1380000e-03])</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'><U10</div><div class='xr-var-preview xr-preview'>'descending' ... 'descending'</div><input id='attrs-3c91ea03-0623-44bd-b79a-b8a9a4c12786' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c91ea03-0623-44bd-b79a-b8a9a4c12786' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8917496-6df8-4c73-8d7b-4da398889ca2' class='xr-var-data-in' type='checkbox'><label for='data-c8917496-6df8-4c73-8d7b-4da398889ca2' 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(['descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
"...\n",
" 'ascending', 'descending', 'ascending', 'descending', 'ascending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending', 'descending', 'ascending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'descending', 'descending', 'descending', 'descending',\n",
" 'ascending', 'descending', 'descending', 'ascending', 'descending',\n",
" 'ascending', 'descending', 'ascending', 'descending', 'ascending',\n",
" 'descending', 'ascending', 'descending', 'ascending', 'descending',\n",
" 'descending', 'descending', 'ascending', 'descending', 'ascending',\n",
" 'descending'], dtype='<U10')</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'><U65</div><div class='xr-var-preview xr-preview'>'S2B_MSIL2A_20200103T104339_N021...</div><input id='attrs-9fe4cb25-6742-421d-aeba-53bfc3472d9c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9fe4cb25-6742-421d-aeba-53bfc3472d9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c39fea1-94c4-45d9-9def-5c550e846d6c' class='xr-var-data-in' type='checkbox'><label for='data-6c39fea1-94c4-45d9-9def-5c550e846d6c' 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(['S2B_MSIL2A_20200103T104339_N0212_R008_T31TEJ_20201002T223233.SAFE',\n",
" 'S2A_MSIL2A_20200108T104421_N0212_R008_T31TEJ_20201029T135806.SAFE',\n",
" 'S2B_MSIL2A_20200113T104309_N0212_R008_T31TEJ_20201002T181622.SAFE',\n",
" 'S2A_MSIL2A_20200118T104351_N0212_R008_T31TEJ_20201002T201256.SAFE',\n",
" 'S2B_MSIL2A_20200123T104229_N0212_R008_T31TEJ_20201002T075615.SAFE',\n",
" 'S2A_MSIL2A_20200128T104301_N0212_R008_T31TEJ_20201002T132601.SAFE',\n",
" 'S2B_MSIL2A_20200202T104149_N0212_R008_T31TEJ_20200930T133418.SAFE',\n",
" 'S2A_MSIL2A_20200207T104211_N0212_R008_T31TEJ_20201001T051237.SAFE',\n",
" 'S2B_MSIL2A_20200212T104049_N0212_R008_T31TEJ_20201001T201457.SAFE',\n",
" 'S2A_MSIL2A_20200217T104111_N0212_R008_T31TEJ_20200929T144058.SAFE',\n",
" 'S2B_MSIL2A_20200222T103939_N0212_R008_T31TEJ_20200927T203139.SAFE',\n",
" 'S2A_MSIL2A_20200227T104021_N0212_R008_T31TEJ_20200928T171842.SAFE',\n",
" 'S2B_MSIL2A_20200303T103829_N0212_R008_T31TEJ_20200926T041717.SAFE',\n",
" 'S2A_MSIL2A_20200308T104021_N0212_R008_T31TEJ_20200930T034706.SAFE',\n",
" 'S2B_MSIL2A_20200313T103719_N0212_R008_T31TEJ_20201008T163629.SAFE',\n",
" 'S2A_MSIL2A_20200318T104021_N0212_R008_T31TEJ_20201010T173151.SAFE',\n",
" 'S2B_MSIL2A_20200323T103639_N0212_R008_T31TEJ_20201015T073318.SAFE',\n",
" 'S2A_MSIL2A_20200328T104021_N0212_R008_T31TEJ_20201101T183657.SAFE',\n",
" 'S2B_MSIL2A_20200402T103619_N0212_R008_T31TEJ_20200924T180823.SAFE',\n",
" 'S2A_MSIL2A_20200407T104021_N0212_R008_T31TEJ_20200925T085149.SAFE',\n",
"...\n",
" 'S2B_MSIL2A_20230427T103629_N0509_R008_T31TEJ_20230427T173025.SAFE',\n",
" 'S2B_MSIL2A_20230507T103629_N0509_R008_T31TEJ_20230507T163149.SAFE',\n",
" 'S2A_MSIL2A_20230512T103621_N0509_R008_T31TEJ_20230512T210229.SAFE',\n",
" 'S2B_MSIL2A_20230517T103629_N0509_R008_T31TEJ_20230517T152452.SAFE',\n",
" 'S2A_MSIL2A_20230522T103631_N0509_R008_T31TEJ_20230522T193019.SAFE',\n",
" 'S2B_MSIL2A_20230527T103629_N0509_R008_T31TEJ_20230527T154622.SAFE',\n",
" 'S2A_MSIL2A_20230601T104021_N0509_R008_T31TEJ_20230602T000639.SAFE',\n",
" 'S2B_MSIL2A_20230606T103629_N0509_R008_T31TEJ_20230606T154522.SAFE',\n",
" 'S2A_MSIL2A_20230611T103631_N0509_R008_T31TEJ_20230611T200338.SAFE',\n",
" 'S2B_MSIL2A_20230616T103629_N0509_R008_T31TEJ_20230616T153427.SAFE',\n",
" 'S2A_MSIL2A_20230621T103631_N0509_R008_T31TEJ_20230622T115448.SAFE',\n",
" 'S2B_MSIL2A_20230626T103629_N0509_R008_T31TEJ_20230626T142544.SAFE',\n",
" 'S2A_MSIL2A_20230701T103631_N0509_R008_T31TEJ_20230701T212218.SAFE',\n",
" 'S2B_MSIL2A_20230706T103629_N0509_R008_T31TEJ_20230706T161410.SAFE',\n",
" 'S2A_MSIL2A_20230711T103631_N0509_R008_T31TEJ_20230711T234547.SAFE',\n",
" 'S2B_MSIL2A_20230716T103629_N0509_R008_T31TEJ_20230716T150802.SAFE',\n",
" 'S2A_MSIL2A_20230721T103631_N0509_R008_T31TEJ_20230721T203353.SAFE',\n",
" 'S2B_MSIL2A_20230726T103629_N0509_R008_T31TEJ_20230726T141750.SAFE',\n",
" 'S2A_MSIL2A_20230731T103631_N0509_R008_T31TEJ_20230731T221616.SAFE'],\n",
" dtype='<U65')</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'>8 8 8 8 8 8 8 8 ... 8 8 8 8 8 8 8 8</div><input id='attrs-f026d37e-098b-4f25-8a1b-b038bccd8d32' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f026d37e-098b-4f25-8a1b-b038bccd8d32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c0b4a7e9-adf3-4d98-a091-19731b3c2f25' class='xr-var-data-in' type='checkbox'><label for='data-c0b4a7e9-adf3-4d98-a091-19731b3c2f25' 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([8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,\n",
" 8, 8, 8, 8, 8, 8])</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'>99.99 18.45 ... 18.07 0.002946</div><input id='attrs-741555cf-37c6-4dbe-ad2a-e656b7da7e2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-741555cf-37c6-4dbe-ad2a-e656b7da7e2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99746ba5-12fd-4be4-87c7-752dfce09610' class='xr-var-data-in' type='checkbox'><label for='data-99746ba5-12fd-4be4-87c7-752dfce09610' 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([9.9993728e+01, 1.8450535e+01, 9.9714175e+01, 4.2715595e+01,\n",
" 9.4354468e+01, 6.3195297e+01, 9.9373767e+01, 5.6325545e+01,\n",
" 8.0719548e+01, 9.9265862e+01, 1.3521662e+01, 8.0414678e+01,\n",
" 9.8744234e+01, 1.0998416e+01, 5.3227610e+00, 1.1027540e+00,\n",
" 7.8894577e+01, 1.6817373e+01, 1.7588745e+01, 8.4488610e+00,\n",
" 1.7121631e+01, 9.5682495e+01, 9.6855426e+01, 9.7821701e+01,\n",
" 7.4506875e+01, 2.5300771e+01, 5.6492706e+01, 2.0043760e+00,\n",
" 4.3234260e+00, 3.8975620e+00, 7.4081844e+01, 1.4752113e+01,\n",
" 8.1580099e+01, 3.3623279e+01, 5.4558880e+00, 9.9760320e+00,\n",
" 3.9235629e+01, 1.0964762e+01, 7.5160700e-01, 1.8360889e+01,\n",
" 4.5893179e+01, 5.7999310e+00, 4.0563340e+00, 1.4985000e-01,\n",
" 4.8880030e+01, 5.8626354e+01, 1.5779000e-01, 3.2951355e+01,\n",
" 1.3504300e-01, 7.2708466e+01, 9.6048000e-02, 8.0845650e+01,\n",
" 8.6502660e+01, 7.1766262e+01, 6.8507335e+01, 9.8575445e+01,\n",
" 6.5592548e+01, 9.6413679e+01, 1.1474437e+01, 9.9684690e+01,\n",
" 7.3045955e+01, 6.4630192e+01, 9.8940738e+01, 1.4035900e-01,\n",
" 7.9419589e+01, 7.0190610e+01, 8.3895032e+01, 1.7230929e+01,\n",
" 6.9449794e+01, 9.9561641e+01, 2.3009900e+01, 9.6752435e+01,\n",
" 4.3201385e+01, 6.6264147e+01, 2.4385369e+01, 2.7104872e+01,\n",
" 5.3404492e+01, 9.6170433e+01, 1.3990671e+01, 9.9945004e+01,\n",
"...\n",
" 9.9997193e+01, 5.8786470e+01, 3.1414000e-01, 2.8711426e+01,\n",
" 5.3950000e-03, 6.9584700e-01, 1.3460000e-02, 7.3961000e-02,\n",
" 2.5529310e+00, 2.8911000e-01, 5.1949400e+00, 5.1111590e+00,\n",
" 5.7313043e+01, 3.8841587e+01, 4.5367822e+01, 4.9129492e+01,\n",
" 9.9929243e+01, 1.0534731e+01, 5.1004982e+01, 8.9089566e+01,\n",
" 1.1825244e+01, 6.0303569e+01, 9.0609491e+01, 9.9688536e+01,\n",
" 6.6859937e+01, 9.9297172e+01, 9.9742335e+01, 9.7766227e+01,\n",
" 9.6711701e+01, 9.1974264e+01, 9.4841719e+01, 9.7558242e+01,\n",
" 9.9046123e+01, 9.9990958e+01, 9.8455101e+01, 9.8227829e+01,\n",
" 8.2325709e+01, 7.3151344e+01, 9.9247587e+01, 9.5689464e+01,\n",
" 6.8167257e+01, 5.1449549e+01, 4.9077690e+01, 2.6739436e+01,\n",
" 1.7117657e+01, 3.0078200e-01, 6.1414880e+00, 3.7088239e+01,\n",
" 9.1543347e+01, 8.0440340e+00, 1.0943580e+01, 9.9949485e+01,\n",
" 4.8297510e+01, 9.7738850e+01, 9.9684834e+01, 1.2774500e-01,\n",
" 5.7059097e+01, 1.9373174e+01, 9.9995553e+01, 6.8690760e+00,\n",
" 9.9986076e+01, 9.9395037e+01, 5.1279879e+01, 7.5446057e+01,\n",
" 1.4524019e+01, 4.5211822e+01, 1.4027986e+01, 2.8979525e+01,\n",
" 4.6463826e+01, 6.6894674e+01, 2.1844496e+01, 4.8349798e+01,\n",
" 7.4066450e+00, 6.6902173e+01, 3.9708835e+01, 4.3774140e+00,\n",
" 7.3171820e+00, 5.2186660e+00, 1.8074439e+01, 2.9460000e-03])</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'><U34</div><div class='xr-var-preview xr-preview'>'GS2B_20200103T104339_014763_N02...</div><input id='attrs-a496c07d-e88e-4861-a232-a7b07664a567' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a496c07d-e88e-4861-a232-a7b07664a567' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-efaa186c-8b3a-4c37-a8ea-55d3a8fa2f7b' class='xr-var-data-in' type='checkbox'><label for='data-efaa186c-8b3a-4c37-a8ea-55d3a8fa2f7b' 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(['GS2B_20200103T104339_014763_N02.12',\n",
" 'GS2A_20200108T104421_023743_N02.12',\n",
" 'GS2B_20200113T104309_014906_N02.12',\n",
" 'GS2A_20200118T104351_023886_N02.12',\n",
" 'GS2B_20200123T104229_015049_N02.12',\n",
" 'GS2A_20200128T104301_024029_N02.12',\n",
" 'GS2B_20200202T104149_015192_N02.12',\n",
" 'GS2A_20200207T104211_024172_N02.12',\n",
" 'GS2B_20200212T104049_015335_N02.12',\n",
" 'GS2A_20200217T104111_024315_N02.12',\n",
" 'GS2B_20200222T103939_015478_N02.12',\n",
" 'GS2A_20200227T104021_024458_N02.12',\n",
" 'GS2B_20200303T103829_015621_N02.12',\n",
" 'GS2A_20200308T104021_024601_N02.12',\n",
" 'GS2B_20200313T103719_015764_N02.12',\n",
" 'GS2A_20200318T104021_024744_N02.12',\n",
" 'GS2B_20200323T103639_015907_N02.12',\n",
" 'GS2A_20200328T104021_024887_N02.12',\n",
" 'GS2B_20200402T103619_016050_N02.12',\n",
" 'GS2A_20200407T104021_025030_N02.12',\n",
"...\n",
" 'GS2A_20230422T103621_040903_N05.09',\n",
" 'GS2B_20230427T103629_032066_N05.09',\n",
" 'GS2B_20230507T103629_032209_N05.09',\n",
" 'GS2A_20230512T103621_041189_N05.09',\n",
" 'GS2B_20230517T103629_032352_N05.09',\n",
" 'GS2A_20230522T103631_041332_N05.09',\n",
" 'GS2B_20230527T103629_032495_N05.09',\n",
" 'GS2A_20230601T104021_041475_N05.09',\n",
" 'GS2B_20230606T103629_032638_N05.09',\n",
" 'GS2A_20230611T103631_041618_N05.09',\n",
" 'GS2B_20230616T103629_032781_N05.09',\n",
" 'GS2A_20230621T103631_041761_N05.09',\n",
" 'GS2B_20230626T103629_032924_N05.09',\n",
" 'GS2A_20230701T103631_041904_N05.09',\n",
" 'GS2B_20230706T103629_033067_N05.09',\n",
" 'GS2A_20230711T103631_042047_N05.09',\n",
" 'GS2B_20230716T103629_033210_N05.09',\n",
" 'GS2A_20230721T103631_042190_N05.09',\n",
" 'GS2B_20230726T103629_033353_N05.09',\n",
" 'GS2A_20230731T103631_042333_N05.09'], dtype='<U34')</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'>0.0 13.88 0.000428 ... 12.71 14.86</div><input id='attrs-9d9381cf-c28e-4540-917d-fa4d36d45d20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d9381cf-c28e-4540-917d-fa4d36d45d20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91401ec5-16d3-414e-adbf-6dd5c4d1ef9b' class='xr-var-data-in' type='checkbox'><label for='data-91401ec5-16d3-414e-adbf-6dd5c4d1ef9b' 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([0.0000000e+00, 1.3878916e+01, 4.2800000e-04, 1.0153680e+00,\n",
" 2.1356900e-01, 9.9014700e+00, 2.7560000e-03, 3.9452100e+00,\n",
" 6.9882910e+00, 4.4569000e-02, 1.1626204e+01, 2.1217080e+00,\n",
" 0.0000000e+00, 1.5026735e+01, 1.1288168e+01, 1.4048238e+01,\n",
" 8.6571140e+00, 1.3156360e+01, 1.4936779e+01, 1.3390812e+01,\n",
" 1.1278205e+01, 3.3244180e+00, 3.2837000e-02, 5.2254300e-01,\n",
" 9.6795960e+00, 9.3913530e+00, 1.2128563e+01, 1.3610286e+01,\n",
" 1.2694168e+01, 1.4723067e+01, 9.5352270e+00, 1.4824210e+01,\n",
" 5.1668110e+00, 6.4626510e+00, 1.4707918e+01, 1.3306947e+01,\n",
" 3.9911780e+00, 1.4175439e+01, 1.4718948e+01, 1.3567846e+01,\n",
" 1.7442740e+00, 1.2883309e+01, 1.1966159e+01, 1.4825389e+01,\n",
" 5.0483900e-01, 7.7061430e+00, 1.4829008e+01, 1.4577532e+01,\n",
" 1.4862269e+01, 1.0414829e+01, 1.4875513e+01, 6.0793490e+00,\n",
" 4.6074800e+00, 2.5165480e+00, 7.0742500e+00, 5.6930000e-03,\n",
" 7.0407530e+00, 6.3900000e-03, 1.2648790e+01, 6.5282000e-02,\n",
" 2.4492490e+00, 1.0062340e+01, 3.1746100e-01, 1.5100895e+01,\n",
" 3.2794000e-02, 6.4828020e+00, 3.9048480e+00, 1.3534838e+01,\n",
" 7.6800180e+00, 5.8100000e-04, 1.3639989e+01, 1.3840000e-03,\n",
" 6.9779770e+00, 8.7798190e+00, 1.0093682e+01, 1.2481048e+01,\n",
" 5.7299840e+00, 1.9280000e-03, 1.4792979e+01, 0.0000000e+00,\n",
"...\n",
" 0.0000000e+00, 1.2023278e+01, 1.4827633e+01, 9.0916920e+00,\n",
" 1.4846165e+01, 1.4850077e+01, 1.4844915e+01, 1.4835027e+01,\n",
" 1.4768760e+01, 1.4845173e+01, 1.4860256e+01, 1.4912759e+01,\n",
" 5.6684680e+00, 1.2027390e+01, 1.3779162e+01, 1.0204373e+01,\n",
" 0.0000000e+00, 1.1766865e+01, 1.2015823e+01, 9.0747200e-01,\n",
" 1.0820579e+01, 4.4107450e+00, 9.6516300e-01, 0.0000000e+00,\n",
" 1.0312200e-01, 9.0690000e-02, 0.0000000e+00, 7.4268500e-01,\n",
" 1.3417000e-02, 9.6024600e-01, 1.8786740e+00, 2.9710300e-01,\n",
" 7.8170000e-03, 0.0000000e+00, 5.2400000e-04, 1.3800000e-03,\n",
" 3.9826740e+00, 8.9542000e-02, 8.0000000e-05, 2.5058290e+00,\n",
" 1.0611738e+01, 2.3045750e+00, 9.6266020e+00, 1.2096865e+01,\n",
" 1.5134023e+01, 1.4864933e+01, 1.5047394e+01, 3.0747040e+00,\n",
" 3.8890580e+00, 1.3446300e+01, 1.3372247e+01, 0.0000000e+00,\n",
" 1.3514950e+00, 1.7323760e+00, 1.9600000e-04, 1.5041175e+01,\n",
" 1.0875811e+01, 1.1042180e+01, 0.0000000e+00, 1.2574367e+01,\n",
" 0.0000000e+00, 1.1510000e-03, 1.1034201e+01, 3.6646960e+00,\n",
" 1.3154280e+01, 1.0030816e+01, 1.4517096e+01, 1.4647445e+01,\n",
" 1.3051032e+01, 5.0791770e+00, 1.2981088e+01, 6.2175300e-01,\n",
" 1.4791043e+01, 9.9417390e+00, 3.8344570e+00, 1.3693227e+01,\n",
" 1.4858130e+01, 1.4251472e+01, 1.2712008e+01, 1.4861973e+01])</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'>0.006146 7.736 ... 0.05335 0.02891</div><input id='attrs-d27c1087-333d-405f-9b93-89493e861014' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d27c1087-333d-405f-9b93-89493e861014' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76af9ec7-085f-4045-8e6a-2231882d6346' class='xr-var-data-in' type='checkbox'><label for='data-76af9ec7-085f-4045-8e6a-2231882d6346' 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([6.1460000e-03, 7.7361670e+00, 8.0660000e-02, 1.0630748e+01,\n",
" 4.2349900e-01, 2.9928770e+00, 1.2499600e-01, 3.7580270e+00,\n",
" 6.5890600e-01, 3.9940000e-02, 4.3805360e+00, 1.4547100e-01,\n",
" 6.9704000e-02, 3.2297710e+00, 2.2201660e+00, 2.1976440e+00,\n",
" 5.8214500e-01, 1.8918090e+00, 2.2962440e+00, 9.7620400e-01,\n",
" 1.2109620e+00, 1.6035000e-02, 0.0000000e+00, 2.6810000e-03,\n",
" 1.9419300e-01, 4.4749000e-01, 6.0162000e-01, 4.7843900e-01,\n",
" 4.1771600e-01, 4.8277200e-01, 2.1607400e-01, 8.6685900e-01,\n",
" 1.0675500e-01, 3.9132300e-01, 4.8499800e-01, 3.2300800e-01,\n",
" 4.2364800e-01, 4.6754000e-01, 5.0277900e-01, 4.1334000e-01,\n",
" 1.7599100e-01, 2.8548000e-01, 3.4813800e-01, 2.3650900e-01,\n",
" 2.1634000e-01, 1.3338480e+00, 2.5235800e-01, 1.6026560e+00,\n",
" 2.8539100e-01, 4.1166100e-01, 3.5885800e-01, 6.0105000e-01,\n",
" 2.6152500e-01, 4.5179000e-01, 6.7481200e-01, 5.6091000e-02,\n",
" 1.0887720e+00, 1.8169800e-01, 2.5037310e+00, 4.0840000e-03,\n",
" 2.1043560e+00, 2.5996770e+00, 8.2320000e-03, 6.3647080e+00,\n",
" 1.9731490e+00, 3.0957790e+00, 1.0155940e+00, 1.0096677e+01,\n",
" 1.8364240e+00, 1.2299900e-01, 6.6115600e+00, 2.1830000e-03,\n",
" 7.6445830e+00, 6.0275680e+00, 7.3270070e+00, 5.7001040e+00,\n",
" 3.7523470e+00, 9.1284000e-02, 5.3233930e+00, 1.0620000e-03,\n",
"...\n",
" 0.0000000e+00, 8.4270000e-03, 2.3719000e-02, 1.7163000e-02,\n",
" 2.2170000e-02, 2.1705000e-02, 2.5637000e-02, 3.8922000e-02,\n",
" 5.0342000e-02, 5.2574000e-02, 8.6984000e-02, 1.2439700e-01,\n",
" 1.1039400e-01, 2.4516000e-02, 4.0332000e-02, 1.0489000e-01,\n",
" 0.0000000e+00, 1.6739200e-01, 1.8401000e-02, 4.1900000e-03,\n",
" 1.1547300e-01, 8.7329000e-02, 1.0320000e-03, 1.8280000e-03,\n",
" 3.7029700e-01, 0.0000000e+00, 1.0869000e-02, 8.8920000e-03,\n",
" 1.4838400e-01, 2.6297000e-02, 4.5398000e-02, 6.2140000e-03,\n",
" 9.0086000e-02, 1.1610000e-03, 7.3182000e-02, 2.6702000e-02,\n",
" 7.1120600e-01, 2.9295160e+00, 6.1261000e-02, 6.3271000e-02,\n",
" 9.6667600e-01, 1.8574360e+00, 2.0282170e+00, 2.2649580e+00,\n",
" 2.7667990e+00, 3.3053370e+00, 2.5792420e+00, 1.8503190e+00,\n",
" 2.8384000e-02, 9.1649000e-01, 5.1844600e-01, 0.0000000e+00,\n",
" 2.0772300e-01, 0.0000000e+00, 2.3900000e-04, 9.1235400e-01,\n",
" 1.1876070e+00, 5.1584800e-01, 0.0000000e+00, 4.7793500e-01,\n",
" 0.0000000e+00, 0.0000000e+00, 7.5660000e-02, 4.9525000e-02,\n",
" 4.1894000e-02, 1.3245000e-02, 2.4811000e-02, 1.7644000e-02,\n",
" 2.5448000e-02, 1.0010000e-02, 3.1556000e-02, 1.3840000e-03,\n",
" 2.9569000e-02, 9.0962000e-02, 2.8062000e-02, 1.2893000e-02,\n",
" 4.0746000e-02, 4.0199000e-02, 5.3354000e-02, 2.8908000e-02])</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'>0.0 0.8519 ... 1.554 0.000912</div><input id='attrs-2a199a0a-68e6-4cc7-9318-3f7224239067' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a199a0a-68e6-4cc7-9318-3f7224239067' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72b9599b-40b3-4c87-9bbb-c2399743347d' class='xr-var-data-in' type='checkbox'><label for='data-72b9599b-40b3-4c87-9bbb-c2399743347d' 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([0.0000000e+00, 8.5194500e-01, 2.9360000e-03, 4.0036760e+00,\n",
" 5.7173000e-02, 6.1002950e+00, 2.2165500e-01, 4.3549630e+00,\n",
" 8.9592000e-02, 0.0000000e+00, 7.4582000e-02, 1.1834100e-01,\n",
" 2.7807000e-02, 3.1453600e-01, 1.8975400e-01, 7.4313000e-02,\n",
" 3.2493000e-01, 8.9190800e-01, 6.6108060e+00, 5.8928000e-02,\n",
" 2.2423880e+00, 2.2400000e-03, 0.0000000e+00, 0.0000000e+00,\n",
" 1.2693100e-01, 9.1758500e-01, 8.1863000e-01, 8.7896000e-02,\n",
" 8.6486000e-02, 1.1789870e+00, 3.6108400e-01, 1.1178200e+00,\n",
" 9.3636000e-02, 5.1661400e-01, 2.6057600e-01, 3.8836300e-01,\n",
" 9.5244500e-01, 3.4351900e-01, 3.7164400e-01, 3.1012500e-01,\n",
" 3.9773900e-01, 1.6175100e-01, 4.7621000e-02, 1.2687000e-02,\n",
" 9.7525000e-02, 2.8471900e+00, 1.4436000e-02, 3.8130020e+00,\n",
" 1.9416000e-02, 9.4889500e-01, 1.3872000e-02, 3.4686700e-01,\n",
" 3.0358600e-01, 9.0932000e-02, 8.5647400e-01, 3.6941000e-02,\n",
" 2.2351320e+00, 2.4327100e-01, 5.3253300e-01, 1.3800000e-03,\n",
" 3.0068950e+00, 4.1859690e+00, 0.0000000e+00, 2.7055800e-01,\n",
" 3.2396510e+00, 1.5234120e+00, 1.0847940e+00, 4.5227830e+00,\n",
" 1.1089900e-01, 2.2352000e-02, 2.8318960e+00, 9.0000000e-05,\n",
" 3.0287130e+00, 2.2993290e+00, 5.9327600e+00, 3.4657750e+00,\n",
" 1.0358141e+01, 0.0000000e+00, 2.2449020e+00, 0.0000000e+00,\n",
"...\n",
" 2.8070000e-03, 2.0654050e+00, 1.4002600e-01, 2.6553000e-01,\n",
" 0.0000000e+00, 0.0000000e+00, 4.0100000e-04, 7.4330000e-02,\n",
" 1.0294030e+00, 8.8122000e-02, 1.9565960e+00, 2.3884450e+00,\n",
" 5.7926000e-02, 1.0209101e+01, 1.3750592e+01, 8.1005390e+00,\n",
" 7.0756000e-02, 2.1600000e-04, 2.4857810e+00, 5.4085400e-01,\n",
" 3.0200000e-04, 2.2425970e+00, 6.9418910e+00, 3.0807500e-01,\n",
" 3.8038820e+00, 9.0381000e-02, 2.4679100e-01, 1.3387450e+00,\n",
" 2.4427790e+00, 2.3876690e+00, 3.2261680e+00, 1.8066070e+00,\n",
" 8.5450900e-01, 7.8770000e-03, 1.4562820e+00, 1.4530340e+00,\n",
" 1.1236040e+00, 4.0078500e+00, 6.9045600e-01, 1.7388510e+00,\n",
" 3.6179550e+00, 7.8011890e+00, 3.8362710e+00, 1.5191500e+00,\n",
" 9.5686700e-01, 1.1463800e-01, 0.0000000e+00, 3.4260000e-01,\n",
" 2.9990350e+00, 4.8294000e-02, 8.0865800e-01, 5.0517000e-02,\n",
" 7.5110900e-01, 5.0888000e-01, 3.1362900e-01, 7.0000000e-06,\n",
" 1.9968550e+00, 7.5009400e-01, 4.4060000e-03, 1.0651220e+00,\n",
" 1.3825000e-02, 5.5966300e-01, 4.6567860e+00, 2.1103450e+00,\n",
" 1.5763250e+00, 5.6927550e+00, 4.0312210e+00, 7.6349890e+00,\n",
" 1.9076450e+00, 2.5251210e+00, 2.8575290e+00, 3.1436900e-01,\n",
" 1.4581170e+00, 1.0018610e+00, 6.4127600e-01, 1.2609400e-01,\n",
" 2.4154500e+00, 1.2218140e+00, 1.5543210e+00, 9.1200000e-04])</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'><U27</div><div class='xr-var-preview xr-preview'>'2020-10-02T22:32:33.857Z' ... '...</div><input id='attrs-43d514a7-9e5b-4f3f-a3f9-e584408658aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43d514a7-9e5b-4f3f-a3f9-e584408658aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2dedaa38-2996-47ca-9efe-4c471653920e' class='xr-var-data-in' type='checkbox'><label for='data-2dedaa38-2996-47ca-9efe-4c471653920e' 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(['2020-10-02T22:32:33.857Z', '2020-10-29T13:58:06.345Z',\n",
" '2020-10-02T18:16:22.839Z', '2020-10-02T20:12:56.321Z',\n",
" '2020-10-02T07:56:15.776Z', '2020-10-02T13:26:01.655Z',\n",
" '2020-09-30T13:34:18.314Z', '2020-10-01T05:12:37.299Z',\n",
" '2020-10-01T20:14:57.467Z', '2020-09-29T14:40:58.950Z',\n",
" '2020-09-27T20:31:39.756Z', '2020-09-28T17:18:42.436Z',\n",
" '2020-09-26T04:17:17.615Z', '2020-09-30T03:47:06.423Z',\n",
" '2020-10-08T16:36:29.416Z', '2020-10-10T17:31:51.744Z',\n",
" '2020-10-15T07:33:18.849Z', '2020-11-01T18:36:57.922Z',\n",
" '2020-09-24T18:08:23.302Z', '2020-09-25T08:51:49.732Z',\n",
" '2020-09-23T06:21:00.393Z', '2020-09-23T21:11:31.207Z',\n",
" '2020-09-21T16:48:47.537Z', '2020-09-22T07:17:55.882Z',\n",
" '2020-09-20T06:04:51.994Z', '2020-09-20T20:53:50.485Z',\n",
" '2020-09-17T23:06:24.366Z', '2020-09-09T23:39:44.938Z',\n",
" '2020-09-19T01:09:14.559Z', '2020-09-19T01:09:13.332Z',\n",
" '2020-08-25T19:00:57.774Z', '2020-08-26T08:40:23.582Z',\n",
" '2020-10-24T03:37:36.201Z', '2020-08-22T23:10:30.422Z',\n",
" '2020-09-19T01:09:17.517Z', '2020-08-24T04:20:25.329Z',\n",
" '2020-08-24T20:54:20.816Z', '2020-08-25T10:08:13.271Z',\n",
" '2020-09-19T01:09:19.978Z', '2020-08-16T08:09:58.341Z',\n",
"...\n",
" '2023-01-23T21:54:10.249686Z', '2023-01-28T14:19:05.593112Z',\n",
" '2023-02-02T06:03:25.251171Z', '2023-02-07T08:10:07.664062Z',\n",
" '2023-02-12T02:49:39.803770Z', '2023-02-17T06:36:02.759973Z',\n",
" '2023-02-26T12:41:17.972084Z', '2023-02-28T09:11:55.136542Z',\n",
" '2023-03-03T19:32:17.302299Z', '2023-03-08T17:15:11.252323Z',\n",
" '2023-03-13T19:26:49.671011Z', '2023-03-18T18:24:13.532931Z',\n",
" '2023-03-23T21:57:31.941622Z', '2023-03-28T16:55:13.355230Z',\n",
" '2023-04-02T21:23:19.118600Z', '2023-04-07T16:17:32.247494Z',\n",
" '2023-04-12T22:34:21.593150Z', '2023-04-17T16:03:17.800762Z',\n",
" '2023-04-23T17:41:01.994145Z', '2023-04-27T17:30:25.675929Z',\n",
" '2023-05-07T16:31:49.840075Z', '2023-05-12T21:02:29.471543Z',\n",
" '2023-05-17T15:24:52.751677Z', '2023-05-22T19:30:19.83067Z',\n",
" '2023-05-27T15:46:22.547584Z', '2023-06-02T00:06:39.608852Z',\n",
" '2023-06-06T15:45:22.536576Z', '2023-06-11T20:03:38.125823Z',\n",
" '2023-06-16T15:34:27.728136Z', '2023-06-22T11:54:48.477175Z',\n",
" '2023-06-26T14:25:44.964716Z', '2023-07-01T21:22:18.126087Z',\n",
" '2023-07-06T16:14:10.864725Z', '2023-07-11T23:45:47.806015Z',\n",
" '2023-07-16T15:08:02.348482Z', '2023-07-21T20:33:53.43496Z',\n",
" '2023-07-26T14:17:50.929055Z', '2023-07-31T22:16:16.247462Z'],\n",
" dtype='<U27')</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'>1.034 1.034 1.034 ... 0.9688 0.9697</div><input id='attrs-15982202-2310-47ff-bed0-d1c24b441dcb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15982202-2310-47ff-bed0-d1c24b441dcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdcea415-62cd-4970-a334-ccda77e7818e' class='xr-var-data-in' type='checkbox'><label for='data-cdcea415-62cd-4970-a334-ccda77e7818e' 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([1.03422893, 1.0343151 , 1.03414119, 1.03370861, 1.03302127,\n",
" 1.03208464, 1.0309071 , 1.02949804, 1.02786993, 1.02603553,\n",
" 1.02401095, 1.02181163, 1.01945691, 1.01696369, 1.01435485,\n",
" 1.01164699, 1.00886603, 1.00602795, 1.00316032, 1.00027842,\n",
" 0.99741006, 0.99456988, 0.99178474, 0.98906826, 0.98644584,\n",
" 0.98392962, 0.98154278, 0.97929598, 0.9772095 , 0.97529251,\n",
" 0.97356191, 0.97202514, 0.97069557, 0.96957877, 0.96868439,\n",
" 0.96801609, 0.96757962, 0.96737674, 0.96740919, 0.96767684,\n",
" 0.96817739, 0.96890882, 0.96986485, 0.97104152, 0.9724287 ,\n",
" 0.97580314, 0.97776885, 0.97990028, 0.98218799, 0.98461143,\n",
" 0.9871595 , 0.98980905, 0.99254711, 0.99534903, 0.99819948,\n",
" 1.00107374, 1.0039538 , 1.00681599, 1.00964032, 1.01240411,\n",
" 1.01508637, 1.01766606, 1.02012275, 1.0224368 , 1.02656346,\n",
" 1.02834223, 1.02991115, 1.03125717, 1.03236883, 1.03323713,\n",
" 1.03385432, 1.03421545, 1.03431728, 1.03415899, 1.03374203,\n",
" 1.03214813, 1.03098458, 1.02958952, 1.02797384, 1.02615192,\n",
" 1.02413785, 1.02194921, 1.01960238, 1.01711834, 1.01451404,\n",
" 1.01181389, 1.00903409, 1.00620166, 1.00333223, 1.00045361,\n",
" 0.99758082, 0.99474134, 0.99194938, 0.98659969, 0.98407927,\n",
" 0.98168159, 0.97942831, 0.97732957, 0.97540395, 0.97366 ,\n",
"...\n",
" 1.01197877, 1.00920485, 1.00637363, 1.00350733, 0.9977549 ,\n",
" 0.99491133, 0.99211737, 0.98939268, 0.98675682, 0.98422787,\n",
" 0.98182352, 0.97955989, 0.97745241, 0.97551503, 0.97376056,\n",
" 0.97220044, 0.97084479, 0.96970233, 0.96878037, 0.96808475,\n",
" 0.96761993, 0.96738878, 0.9673928 , 0.96763196, 0.96880814,\n",
" 0.96973773, 0.9708876 , 0.97225038, 0.97381735, 0.97557822,\n",
" 0.97752167, 0.97963467, 0.98190337, 0.98431224, 0.98684514,\n",
" 0.9894844 , 0.99221223, 0.99500809, 0.99785359, 1.00072633,\n",
" 1.00360692, 1.00647237, 1.00930256, 1.01207438, 1.01476797,\n",
" 1.01736077, 1.0198337 , 1.02216565, 1.02433913, 1.02633521,\n",
" 1.02813858, 1.02973333, 1.03110708, 1.0322475 , 1.03314562,\n",
" 1.03379339, 1.03418562, 1.03431879, 1.03419185, 1.03380594,\n",
" 1.03316414, 1.03227227, 1.03113739, 1.02976967, 1.02817991,\n",
" 1.02638215, 1.02439034, 1.02222184, 1.01989334, 1.01742462,\n",
" 1.01483434, 1.0121441 , 1.00937375, 1.00654556, 1.00368075,\n",
" 1.00080081, 0.99792746, 0.99508159, 0.99228405, 0.98955465,\n",
" 0.984377 , 0.98196465, 0.97969211, 0.97757479, 0.97562679,\n",
" 0.97386005, 0.97228881, 0.97092057, 0.96976504, 0.9688296 ,\n",
" 0.96812021, 0.96764135, 0.96739607, 0.96738589, 0.96761089,\n",
" 0.96806965, 0.96875927, 0.96967538])</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'>3.37 2.7e-05 0.0 ... 3e-06 1.3e-05</div><input id='attrs-9fa9be5c-0086-4ca4-9f55-c97f8150117a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9fa9be5c-0086-4ca4-9f55-c97f8150117a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2470d99-510f-4fa9-b114-2df418412efc' class='xr-var-data-in' type='checkbox'><label for='data-c2470d99-510f-4fa9-b114-2df418412efc' 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([3.370453e+00, 2.700000e-05, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 3.556557e+00, 1.000000e-05,\n",
" 7.000000e-06, 0.000000e+00, 1.560000e-04, 0.000000e+00,\n",
" 0.000000e+00, 4.380000e-04, 2.700000e-05, 2.000000e-05,\n",
" 1.060000e-04, 7.000000e-06, 2.300000e-05, 7.000000e-06,\n",
" 1.300000e-05, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 1.000000e-05,\n",
" 0.000000e+00, 3.000000e-06, 0.000000e+00, 1.700000e-05,\n",
" 0.000000e+00, 3.000000e-05, 7.000000e-06, 7.000000e-06,\n",
" 3.000000e-06, 7.000000e-06, 2.000000e-05, 7.000000e-06,\n",
" 0.000000e+00, 3.000000e-06, 7.000000e-06, 2.000000e-05,\n",
" 0.000000e+00, 7.000000e-06, 3.600000e-05, 4.000000e-05,\n",
" 7.000000e-05, 3.000000e-06, 1.000000e-05, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 2.000000e-05, 0.000000e+00,\n",
" 3.000000e-06, 1.000000e-05, 0.000000e+00, 4.740000e-04,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 2.000000e-05,\n",
" 0.000000e+00, 0.000000e+00, 4.300000e-05, 0.000000e+00,\n",
" 7.000000e-06, 0.000000e+00, 1.271000e-03, 7.000000e-06,\n",
" 0.000000e+00, 0.000000e+00, 5.510000e-04, 0.000000e+00,\n",
"...\n",
" 0.000000e+00, 0.000000e+00, 7.000000e-06, 0.000000e+00,\n",
" 7.000000e-06, 3.000000e-06, 5.600000e-05, 7.000000e-05,\n",
" 3.000000e-06, 3.000000e-06, 3.000000e-06, 9.420000e-04,\n",
" 3.000000e-06, 1.000000e-05, 0.000000e+00, 6.300000e-05,\n",
" 0.000000e+00, 3.920000e-04, 2.550000e-04, 0.000000e+00,\n",
" 2.189400e-02, 3.000000e-06, 3.000000e-06, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 4.000000e-05, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 7.300000e-05, 0.000000e+00, 0.000000e+00, 5.300000e-05,\n",
" 1.300000e-05, 8.942000e-03, 2.520000e-04, 8.600000e-05,\n",
" 7.203000e-03, 8.600000e-05, 7.800000e-04, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 1.230000e-04, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 6.364000e-03,\n",
" 7.000000e-06, 3.000000e-06, 0.000000e+00, 1.470000e-03,\n",
" 0.000000e+00, 0.000000e+00, 7.000000e-06, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 1.300000e-05,\n",
" 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00,\n",
" 0.000000e+00, 0.000000e+00, 3.804874e+00, 7.000000e-06,\n",
" 3.000000e-06, 0.000000e+00, 3.000000e-06, 1.300000e-05])</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'><U7</div><div class='xr-var-preview xr-preview'>'S2MSI2A'</div><input id='attrs-a11db28f-7666-4820-b240-da3dc09eeca2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a11db28f-7666-4820-b240-da3dc09eeca2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4278b51e-621d-4e08-a8bc-5aeed326c804' class='xr-var-data-in' type='checkbox'><label for='data-4278b51e-621d-4e08-a8bc-5aeed326c804' 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('S2MSI2A', dtype='<U7')</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'>{609780.0, 4900020.0, 4790220.0,...</div><input id='attrs-d2565ede-39b0-4d44-87ef-a180a717adb5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2565ede-39b0-4d44-87ef-a180a717adb5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d01abb8-bcf6-40d1-9fba-673a8d684c79' class='xr-var-data-in' type='checkbox'><label for='data-4d01abb8-bcf6-40d1-9fba-673a8d684c79' 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({609780.0, 4900020.0, 4790220.0, 499980.0}, dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gsd</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.0 10.0 ... 10.0 20.0 20.0</div><input id='attrs-0f6ca40a-44cb-4c94-89ba-46cd15ddf38f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f6ca40a-44cb-4c94-89ba-46cd15ddf38f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92ee80b4-226b-4f01-9673-d6dda178989e' class='xr-var-data-in' type='checkbox'><label for='data-92ee80b4-226b-4f01-9673-d6dda178989e' 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., 10., 10., 20., 20., 20., 10., 20., 20.])</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'><U36</div><div class='xr-var-preview xr-preview'>'Band 2 - Blue - 10m' ... 'Band ...</div><input id='attrs-8986685e-face-46b5-af03-d5b2c5463f62' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8986685e-face-46b5-af03-d5b2c5463f62' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91fc83c4-dbdb-407d-9231-d4a901fff2a5' class='xr-var-data-in' type='checkbox'><label for='data-91fc83c4-dbdb-407d-9231-d4a901fff2a5' 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(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',\n",
" 'Band 4 - Red - 10m', 'Band 5 - Vegetation red edge 1 - 20m',\n",
" 'Band 6 - Vegetation red edge 2 - 20m',\n",
" 'Band 7 - Vegetation red edge 3 - 20m', 'Band 8 - NIR - 10m',\n",
" 'Band 11 - SWIR (1.6) - 20m', 'Band 12 - SWIR (2.2) - 20m'],\n",
" dtype='<U36')</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'><U7</div><div class='xr-var-preview xr-preview'>'blue' 'green' ... 'swir22'</div><input id='attrs-48ef01e0-846d-4702-af84-059392714352' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48ef01e0-846d-4702-af84-059392714352' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-faca73bd-26d5-4fa2-98f0-171010815a7d' class='xr-var-data-in' type='checkbox'><label for='data-faca73bd-26d5-4fa2-98f0-171010815a7d' 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(['blue', 'green', 'red', 'rededge', 'rededge', 'rededge', 'nir',\n",
" 'swir16', 'swir22'], dtype='<U7')</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'>0.49 0.56 0.665 ... 0.842 1.61 2.19</div><input id='attrs-a8180fa3-7d22-4724-af86-f877ab03ae64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a8180fa3-7d22-4724-af86-f877ab03ae64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19672a3e-6e54-421a-bb05-69dfc1eab7d3' class='xr-var-data-in' type='checkbox'><label for='data-19672a3e-6e54-421a-bb05-69dfc1eab7d3' 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([0.49 , 0.56 , 0.665, 0.704, 0.74 , 0.783, 0.842, 1.61 , 2.19 ])</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'>0.098 0.045 0.038 ... 0.143 0.242</div><input id='attrs-c17708fb-2c7a-4057-ac4f-61eab6ecdb35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c17708fb-2c7a-4057-ac4f-61eab6ecdb35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24781f2d-37a3-4ea5-97d2-cdd43779e990' class='xr-var-data-in' type='checkbox'><label for='data-24781f2d-37a3-4ea5-97d2-cdd43779e990' 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([0.098, 0.045, 0.038, 0.019, 0.018, 0.028, 0.145, 0.143, 0.242])</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'>32631</div><input id='attrs-b4ee2719-4636-4253-90d7-5ca9097c1724' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b4ee2719-4636-4253-90d7-5ca9097c1724' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce8a7c28-5fd4-4d99-860c-ed811627e38c' class='xr-var-data-in' type='checkbox'><label for='data-ce8a7c28-5fd4-4d99-860c-ed811627e38c' 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(32631)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4661b203-8499-49fb-a781-2dba696ec7fc' class='xr-section-summary-in' type='checkbox' ><label for='section-4661b203-8499-49fb-a781-2dba696ec7fc' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5eba9458-5302-45e0-8c2c-b66bbb762d4e' class='xr-index-data-in' type='checkbox'/><label for='index-5eba9458-5302-45e0-8c2c-b66bbb762d4e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2020-01-03 10:43:39.024000', '2020-01-08 10:44:21.024000',\n",
" '2020-01-13 10:43:09.025000', '2020-01-18 10:43:51.024000',\n",
" '2020-01-23 10:42:29.024000', '2020-01-28 10:43:01.024000',\n",
" '2020-02-02 10:41:49.024000', '2020-02-07 10:42:11.024000',\n",
" '2020-02-12 10:40:49.024000', '2020-02-17 10:41:11.024000',\n",
" ...\n",
" '2023-06-16 10:36:29.025000', '2023-06-21 10:36:31.024000',\n",
" '2023-06-26 10:36:29.024000', '2023-07-01 10:36:31.024000',\n",
" '2023-07-06 10:36:29.024000', '2023-07-11 10:36:31.024000',\n",
" '2023-07-16 10:36:29.024000', '2023-07-21 10:36:31.024000',\n",
" '2023-07-26 10:36:29.024000', '2023-07-31 10:36:31.024000'],\n",
" dtype='datetime64[ns]', name='time', length=248, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ceccd041-0a17-443d-a222-1025b7884fee' class='xr-index-data-in' type='checkbox'/><label for='index-ceccd041-0a17-443d-a222-1025b7884fee' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index(['B02', 'B03', 'B04', 'B05', 'B06', 'B07', 'B08', 'B11', 'B12'], dtype='object', name='band'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7f50f036-88b6-49c3-853b-d2f7e2145f54' class='xr-index-data-in' type='checkbox'/><label for='index-7f50f036-88b6-49c3-853b-d2f7e2145f54' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([570490.0, 570500.0, 570510.0, 570520.0, 570530.0, 570540.0, 570550.0,\n",
" 570560.0, 570570.0, 570580.0,\n",
" ...\n",
" 590380.0, 590390.0, 590400.0, 590410.0, 590420.0, 590430.0, 590440.0,\n",
" 590450.0, 590460.0, 590470.0],\n",
" dtype='float64', name='x', length=1999))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6a24f2e6-8ac2-41a8-91d8-83021a06fc9d' class='xr-index-data-in' type='checkbox'/><label for='index-6a24f2e6-8ac2-41a8-91d8-83021a06fc9d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4841100.0, 4841090.0, 4841080.0, 4841070.0, 4841060.0, 4841050.0,\n",
" 4841040.0, 4841030.0, 4841020.0, 4841010.0,\n",
" ...\n",
" 4815300.0, 4815290.0, 4815280.0, 4815270.0, 4815260.0, 4815250.0,\n",
" 4815240.0, 4815230.0, 4815220.0, 4815210.0],\n",
" dtype='float64', name='y', length=2590))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9c7076f1-d523-4dbd-ad48-a07d66695425' class='xr-section-summary-in' type='checkbox' checked><label for='section-9c7076f1-d523-4dbd-ad48-a07d66695425' 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=32631, bounds=(570490, 4815200, 590480, 4841100), resolutions_xy=(10, 10))</dd><dt><span>crs :</span></dt><dd>epsg:32631</dd><dt><span>transform :</span></dt><dd>| 10.00, 0.00, 570490.00|\n",
"| 0.00,-10.00, 4841100.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>10</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-5b82cb831a76ec88ffe933565e62cd88' (time: 248,\n",
" band: 9,\n",
" y: 2590, x: 1999)>\n",
"dask.array<getitem, shape=(248, 9, 2590, 1999), dtype=uint16, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates: (12/44)\n",
" * time (time) datetime64[ns] 2020-01-03...\n",
" id (time) <U54 'S2B_MSIL2A_20200103...\n",
" * band (band) <U3 'B02' 'B03' ... 'B12'\n",
" * x (x) float64 5.705e+05 ... 5.905e+05\n",
" * y (y) float64 4.841e+06 ... 4.815e+06\n",
" instruments <U3 'msi'\n",
" ... ...\n",
" gsd (band) float64 10.0 10.0 ... 20.0\n",
" title (band) <U36 'Band 2 - Blue - 10m...\n",
" common_name (band) <U7 'blue' ... 'swir22'\n",
" center_wavelength (band) float64 0.49 0.56 ... 2.19\n",
" full_width_half_max (band) float64 0.098 ... 0.242\n",
" epsg int64 32631\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32631, bounds=(570490, 4815200, 590480, 4841...\n",
" crs: epsg:32631\n",
" transform: | 10.00, 0.00, 570490.00|\\n| 0.00,-10.00, 4841100.00|\\n| 0.0...\n",
" resolution: 10"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"array.drop_duplicates(dim='time')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "beyond",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
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