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Created Jul 9, 2021
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GeoTiles - NetCDF.ipynb
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"colab": {
"name": "GeoTiles - NetCDF.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyOvOUDtt7MJGcDePn/WQR9v",
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"<a href=\"https://colab.research.google.com/gist/fwrite/6ed62a04a16f0d44f57bbac3186b1e68/geotiles-netcdf.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
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"cell_type": "markdown",
"metadata": {
"id": "pulMT6lbNbrE"
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"source": [
"# GeoTiles\n",
"\n",
"How to connect to the data cube using Google Colab.\n",
"This example will install the required packages and connect to the data cube and demonstrate how to export (part of) the cube to NetCDF."
]
},
{
"cell_type": "code",
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"base_uri": "https://localhost:8080/"
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"id": "o6LrLhoQNSGW",
"outputId": "1c85abb2-ed09-42b0-e776-a8fab0abde1a"
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"source": [
"# This will install the necessary packages.\n",
"# If you are running the script locally,\n",
"# you may want to do this via your package manager.\n",
"!pip install --upgrade zarr xarray fsspec aiohttp"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already up-to-date: zarr in /usr/local/lib/python3.7/dist-packages (2.8.3)\n",
"Requirement already up-to-date: xarray in /usr/local/lib/python3.7/dist-packages (0.18.2)\n",
"Requirement already up-to-date: fsspec in /usr/local/lib/python3.7/dist-packages (2021.6.1)\n",
"Requirement already up-to-date: aiohttp in /usr/local/lib/python3.7/dist-packages (3.7.4.post0)\n",
"Requirement already satisfied, skipping upgrade: asciitree in /usr/local/lib/python3.7/dist-packages (from zarr) (0.3.3)\n",
"Requirement already satisfied, skipping upgrade: numcodecs>=0.6.4 in /usr/local/lib/python3.7/dist-packages (from zarr) (0.8.0)\n",
"Requirement already satisfied, skipping upgrade: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from zarr) (1.19.5)\n",
"Requirement already satisfied, skipping upgrade: fasteners in /usr/local/lib/python3.7/dist-packages (from zarr) (0.16.3)\n",
"Requirement already satisfied, skipping upgrade: pandas>=1.0 in /usr/local/lib/python3.7/dist-packages (from xarray) (1.1.5)\n",
"Requirement already satisfied, skipping upgrade: setuptools>=40.4 in /usr/local/lib/python3.7/dist-packages (from xarray) (57.0.0)\n",
"Requirement already satisfied, skipping upgrade: chardet<5.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.0.4)\n",
"Requirement already satisfied, skipping upgrade: async-timeout<4.0,>=3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.0.1)\n",
"Requirement already satisfied, skipping upgrade: typing-extensions>=3.6.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.7.4.3)\n",
"Requirement already satisfied, skipping upgrade: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (21.2.0)\n",
"Requirement already satisfied, skipping upgrade: yarl<2.0,>=1.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (1.6.3)\n",
"Requirement already satisfied, skipping upgrade: multidict<7.0,>=4.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (5.1.0)\n",
"Requirement already satisfied, skipping upgrade: six in /usr/local/lib/python3.7/dist-packages (from fasteners->zarr) (1.15.0)\n",
"Requirement already satisfied, skipping upgrade: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->xarray) (2.8.1)\n",
"Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->xarray) (2018.9)\n",
"Requirement already satisfied, skipping upgrade: idna>=2.0 in /usr/local/lib/python3.7/dist-packages (from yarl<2.0,>=1.0->aiohttp) (2.10)\n"
],
"name": "stdout"
}
]
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{
"cell_type": "code",
"metadata": {
"id": "f6jNbvDZN7Qj"
},
"source": [
"import xarray as xr, numpy as np\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from skimage import exposure\n",
"from matplotlib import animation\n",
"\n",
"# Progress bar\n",
"from dask.diagnostics import ProgressBar\n",
"ProgressBar().register()\n",
"\n",
"# When working in Google Colab, the output has to be made available for download.\n",
"# Locally, the output will be stored in the same directory.\n",
"try:\n",
" from google.colab.files import download\n",
"except ImportError:\n",
" download = lambda f: print('See', f)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "F62q37RhNazv"
},
"source": [
"cube = xr.open_zarr('https://geotiles.nl/cube.zarr',\n",
" group='/S2/R051', consolidated=True)"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "P7g0lMB2BjuE"
},
"source": [
"# Select the region around Delft.\n",
"Delft = cube.sel({'x': slice(79550, 92180), 'y': slice(450495, 442146)})"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EB5To1cwNnUY"
},
"source": [
"# Convert to index, to ensure access to date attributes during export.\n",
"Delft['time'] = Delft.time.to_index()"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1ijMu1QoObEe",
"outputId": "1cf87ec8-1ae4-4f54-ed86-db3e832b4412"
},
"source": [
"# Remove variable 'images', which is of an unsupported type.\n",
"# Select only the last five images for this example.\n",
"Delft.drop_vars(['images']).isel(time=slice(-5, None)).to_netcdf('Delft.nc')"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 57.5s\n"
],
"name": "stdout"
}
]
},
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"base_uri": "https://localhost:8080/",
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"id": "as7wgKQEOEu-",
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"source": [
"# Download the archive, if on Google Colab.\n",
"# Very large archives may result in a timeout in Google Colab.\n",
"# Locallaly there is no such limit.\n",
"download('Delft.nc')"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
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"metadata": {
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"download(\"download_d71ea55e-c5d2-4673-9f2a-d08a341fa4bc\", \"Delft.nc\", 172102416)"
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"source": [
"Read the result, the now locally stored data cube."
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},
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"cell_type": "code",
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"source": [
"cube_nc = xr.open_dataset('Delft.nc')"
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" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\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'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (time: 5, x: 1264, y: 835)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2021-06-09 2021-06-14 ... 2021-06-29\n",
" * x (x) float64 7.955e+04 7.956e+04 7.957e+04 ... 9.217e+04 9.218e+04\n",
" * y (y) float64 4.505e+05 4.505e+05 4.505e+05 ... 4.422e+05 4.422e+05\n",
"Data variables: (12/19)\n",
" AOT (time, y, x) float32 ...\n",
" B01 (time, y, x) float32 ...\n",
" B02 (time, y, x) float32 ...\n",
" B03 (time, y, x) float32 ...\n",
" B04 (time, y, x) float32 ...\n",
" B05 (time, y, x) float32 ...\n",
" ... ...\n",
" CLD (time, y, x) float32 ...\n",
" SCL (time, y, x) float32 ...\n",
" SNW (time, y, x) float32 ...\n",
" WVP (time, y, x) float32 ...\n",
" lat (y, x) float32 ...\n",
" lon (y, x) float32 ...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3ac7f4f2-e99c-401f-b82e-2b5bb4d211a5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3ac7f4f2-e99c-401f-b82e-2b5bb4d211a5' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 5</li><li><span class='xr-has-index'>x</span>: 1264</li><li><span class='xr-has-index'>y</span>: 835</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0d73629b-d963-4972-a09f-e92a0e95c293' class='xr-section-summary-in' type='checkbox' checked><label for='section-0d73629b-d963-4972-a09f-e92a0e95c293' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-06-09 ... 2021-06-29</div><input id='attrs-46974e04-1b25-45c4-8aed-192071e8ec1b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-46974e04-1b25-45c4-8aed-192071e8ec1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a612a49-5568-4fcd-b0ad-069247f77f08' class='xr-var-data-in' type='checkbox'><label for='data-0a612a49-5568-4fcd-b0ad-069247f77f08' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-06-09T00:00:00.000000000&#x27;, &#x27;2021-06-14T00:00:00.000000000&#x27;,\n",
" &#x27;2021-06-19T00:00:00.000000000&#x27;, &#x27;2021-06-24T00:00:00.000000000&#x27;,\n",
" &#x27;2021-06-29T00:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.955e+04 7.956e+04 ... 9.218e+04</div><input id='attrs-4f0b94c0-7cec-4e62-9cdc-89c3a1f0f273' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f0b94c0-7cec-4e62-9cdc-89c3a1f0f273' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e75566a-dc10-4c45-9387-2b53918ca36d' class='xr-var-data-in' type='checkbox'><label for='data-8e75566a-dc10-4c45-9387-2b53918ca36d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([79550., 79560., 79570., ..., 92160., 92170., 92180.])</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'>4.505e+05 4.505e+05 ... 4.422e+05</div><input id='attrs-aafc578b-33a1-4d46-87ab-5e66d0953050' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aafc578b-33a1-4d46-87ab-5e66d0953050' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9df475b5-80ee-4922-bb4a-7f34c8e152f7' class='xr-var-data-in' type='checkbox'><label for='data-9df475b5-80ee-4922-bb4a-7f34c8e152f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([450490., 450480., 450470., ..., 442170., 442160., 442150.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-722c5146-fc67-4991-b895-3ec45eebcba8' class='xr-section-summary-in' type='checkbox' ><label for='section-722c5146-fc67-4991-b895-3ec45eebcba8' class='xr-section-summary' >Data variables: <span>(19)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>AOT</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ed551500-02fd-44c2-acd5-8df1413064d3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ed551500-02fd-44c2-acd5-8df1413064d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f3e52bb-fc84-41f6-ad11-cb818d93e771' class='xr-var-data-in' type='checkbox'><label for='data-0f3e52bb-fc84-41f6-ad11-cb818d93e771' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B01</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bc210ce9-0c57-40e4-b5ac-1bad5e596ffd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc210ce9-0c57-40e4-b5ac-1bad5e596ffd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5fdb620c-abd9-43e7-8606-a336723c51e3' class='xr-var-data-in' type='checkbox'><label for='data-5fdb620c-abd9-43e7-8606-a336723c51e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>4.43e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B02</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a6a89ca0-ad3b-4150-8e37-da9c333b4eb7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6a89ca0-ad3b-4150-8e37-da9c333b4eb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92b69e5e-39c3-4b20-852a-9824b4d4232c' class='xr-var-data-in' type='checkbox'><label for='data-92b69e5e-39c3-4b20-852a-9824b4d4232c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>4.9e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B03</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-65dddaed-85f5-4933-8fad-2ad17e04e2cc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-65dddaed-85f5-4933-8fad-2ad17e04e2cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd37ff4d-198c-4709-8797-f4cf4efe3267' class='xr-var-data-in' type='checkbox'><label for='data-bd37ff4d-198c-4709-8797-f4cf4efe3267' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>5.6e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B04</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-33582060-329b-4c59-940b-cbad169632b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33582060-329b-4c59-940b-cbad169632b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6faa71d-3dab-448e-bc50-f5ca8b0670b7' class='xr-var-data-in' type='checkbox'><label for='data-a6faa71d-3dab-448e-bc50-f5ca8b0670b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>6.65e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B05</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d71c9094-a87b-4972-a6a6-d4f08048d1b6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d71c9094-a87b-4972-a6a6-d4f08048d1b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a8789b1-3819-4a3f-8426-43dd679249a2' class='xr-var-data-in' type='checkbox'><label for='data-0a8789b1-3819-4a3f-8426-43dd679249a2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>7.05e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B06</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-10a97517-f7ae-44f9-8f9a-15abfc4d0cee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10a97517-f7ae-44f9-8f9a-15abfc4d0cee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8323efe6-7742-4f99-b7bc-a7da82842047' class='xr-var-data-in' type='checkbox'><label for='data-8323efe6-7742-4f99-b7bc-a7da82842047' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>7.4e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B07</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e3fa116a-c9eb-4af6-b5ab-d34bee8d4e22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3fa116a-c9eb-4af6-b5ab-d34bee8d4e22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4d67c14-98a4-414c-b333-5d400615c9ce' class='xr-var-data-in' type='checkbox'><label for='data-b4d67c14-98a4-414c-b333-5d400615c9ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>7.83e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B08</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d2b44054-8d24-4335-bae8-4eba3e230ffe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2b44054-8d24-4335-bae8-4eba3e230ffe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a502846-7a33-4aa1-8520-cbe207938f06' class='xr-var-data-in' type='checkbox'><label for='data-6a502846-7a33-4aa1-8520-cbe207938f06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>8.42e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B09</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2b0d46f-3d12-4970-9918-d7b2d4aaa62b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2b0d46f-3d12-4970-9918-d7b2d4aaa62b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ca98004-35d2-45fc-91d3-3456b876365c' class='xr-var-data-in' type='checkbox'><label for='data-8ca98004-35d2-45fc-91d3-3456b876365c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>9.45e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B11</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1abc387d-ba51-4414-b376-7a915670a06e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1abc387d-ba51-4414-b376-7a915670a06e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d35625b-3649-47ea-9f17-fb1a7c985206' class='xr-var-data-in' type='checkbox'><label for='data-0d35625b-3649-47ea-9f17-fb1a7c985206' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>1.61e-06</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B12</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f8949668-93cf-43a9-be4b-d042eb9ed7f8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8949668-93cf-43a9-be4b-d042eb9ed7f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68790d9e-fc19-4415-9ad2-2b6b40624075' class='xr-var-data-in' type='checkbox'><label for='data-68790d9e-fc19-4415-9ad2-2b6b40624075' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>2.19e-06</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B8A</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-754dfe5d-a460-4662-ad1c-6397ec2ab1f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-754dfe5d-a460-4662-ad1c-6397ec2ab1f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3be7dfb9-6f15-4172-b69a-20a379b30fc9' class='xr-var-data-in' type='checkbox'><label for='data-3be7dfb9-6f15-4172-b69a-20a379b30fc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd><dt><span>sensor_band_central_radiation_wavelength :</span></dt><dd>8.65e-07</dd><dt><span>standard_name :</span></dt><dd>surface_bidirectional_reflectance</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CLD</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b2be13d3-6f0b-4b5f-a6cc-fd5501531e25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2be13d3-6f0b-4b5f-a6cc-fd5501531e25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb4c02a5-3539-410e-9e75-651c37e9278e' class='xr-var-data-in' type='checkbox'><label for='data-bb4c02a5-3539-410e-9e75-651c37e9278e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SCL</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-034ec11d-1d0c-41d8-b910-d572025987f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-034ec11d-1d0c-41d8-b910-d572025987f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1ed76c8-a3a7-4b3e-af96-779b46b1732c' class='xr-var-data-in' type='checkbox'><label for='data-a1ed76c8-a3a7-4b3e-af96-779b46b1732c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SNW</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b67636ca-33b9-474c-82ac-1eec64d5c5f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b67636ca-33b9-474c-82ac-1eec64d5c5f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f852c8b-e3bb-40a4-9409-71bd47a98b79' class='xr-var-data-in' type='checkbox'><label for='data-6f852c8b-e3bb-40a4-9409-71bd47a98b79' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>WVP</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-12905922-d043-42b6-b9c6-860083b1cc91' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12905922-d043-42b6-b9c6-860083b1cc91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c4d65cf-23d0-44d5-9f7b-544c1f6473d9' class='xr-var-data-in' type='checkbox'><label for='data-9c4d65cf-23d0-44d5-9f7b-544c1f6473d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x crsWGS84: lat lon</dd></dl></div><div class='xr-var-data'><pre>[5277200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-203d5157-fa17-4bea-9f52-626727d6bd04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-203d5157-fa17-4bea-9f52-626727d6bd04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e328033-8554-4be7-b9c7-b894f1e9e900' class='xr-var-data-in' type='checkbox'><label for='data-9e328033-8554-4be7-b9c7-b894f1e9e900' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x</dd></dl></div><div class='xr-var-data'><pre>[1055440 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4c16c982-fa4e-4da4-a15e-1c4efc56dab9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4c16c982-fa4e-4da4-a15e-1c4efc56dab9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ee0fa37-67f7-4c08-a6e1-7477e8d48052' class='xr-var-data-in' type='checkbox'><label for='data-6ee0fa37-67f7-4c08-a6e1-7477e8d48052' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>grid_mapping :</span></dt><dd>crsRD: y x</dd></dl></div><div class='xr-var-data'><pre>[1055440 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7e521b0e-627a-4e84-bbe6-888135fb7643' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7e521b0e-627a-4e84-bbe6-888135fb7643' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 5, x: 1264, y: 835)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2021-06-09 2021-06-14 ... 2021-06-29\n",
" * x (x) float64 7.955e+04 7.956e+04 7.957e+04 ... 9.217e+04 9.218e+04\n",
" * y (y) float64 4.505e+05 4.505e+05 4.505e+05 ... 4.422e+05 4.422e+05\n",
"Data variables: (12/19)\n",
" AOT (time, y, x) float32 ...\n",
" B01 (time, y, x) float32 ...\n",
" B02 (time, y, x) float32 ...\n",
" B03 (time, y, x) float32 ...\n",
" B04 (time, y, x) float32 ...\n",
" B05 (time, y, x) float32 ...\n",
" ... ...\n",
" CLD (time, y, x) float32 ...\n",
" SCL (time, y, x) float32 ...\n",
" SNW (time, y, x) float32 ...\n",
" WVP (time, y, x) float32 ...\n",
" lat (y, x) float32 ...\n",
" lon (y, x) float32 ..."
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
}
]
}
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