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GeoTiles - Delft.ipynb
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geotiles-delft.ipynb
{
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"metadata": {
"colab": {
"name": "GeoTiles - Delft.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyMDyl2gRNgKpLx+OfwioQAX",
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},
{
"cell_type": "markdown",
"metadata": {
"id": "pulMT6lbNbrE"
},
"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 show a basic example of how to use the data."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
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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": [
"Collecting zarr\n",
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"\u001b[?25hRequirement already up-to-date: xarray in /usr/local/lib/python3.7/dist-packages (0.18.2)\n",
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"\u001b[?25hCollecting aiohttp\n",
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"Requirement already satisfied, skipping upgrade: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from zarr) (1.19.5)\n",
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"\u001b[K |████████████████████████████████| 6.1MB 17.3MB/s \n",
"\u001b[?25hRequirement 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",
"Collecting multidict<7.0,>=4.5\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/7c/a6/4123b8165acbe773d1a8dc8e3f0d1edea16d29f7de018eda769abb56bd30/multidict-5.1.0-cp37-cp37m-manylinux2014_x86_64.whl (142kB)\n",
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"\u001b[?25hCollecting async-timeout<4.0,>=3.0\n",
" Downloading https://files.pythonhosted.org/packages/e1/1e/5a4441be21b0726c4464f3f23c8b19628372f606755a9d2e46c187e65ec4/async_timeout-3.0.1-py3-none-any.whl\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: chardet<5.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (3.0.4)\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: six in /usr/local/lib/python3.7/dist-packages (from fasteners->zarr) (1.15.0)\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: 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: idna>=2.0 in /usr/local/lib/python3.7/dist-packages (from yarl<2.0,>=1.0->aiohttp) (2.10)\n",
"Building wheels for collected packages: asciitree\n",
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{
"cell_type": "code",
"metadata": {
"id": "f6jNbvDZN7Qj"
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"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 import files\n",
"except ImportError:\n",
" files = lambda f: print('See', f)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "F62q37RhNazv"
},
"source": [
"cube = xr.open_zarr('simplecache::https://geotiles.nl/cube.zarr',\n",
" group='/S2/R051', consolidated=True)"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "O2xyI-xhOBFu",
"outputId": "2fb72e0d-dc45-4360-9828-82aa093d5f17"
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"source": [
"cube"
],
"execution_count": 4,
"outputs": [
{
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" * time (time) datetime64[D] 2015-07-06 2015-07-16 ... 2021-06-29\n",
" * x (x) float64 -5e+03 -4.99e+03 -4.98e+03 ... 2.95e+05 2.95e+05\n",
" * y (y) float64 6.312e+05 6.312e+05 6.312e+05 ... 2.875e+05 2.875e+05\n",
"Data variables: (12/20)\n",
" AOT (time, y, x) float32 dask.array&lt;chunksize=(10, 1500, 1875), meta=np.ndarray&gt;\n",
" B01 (time, y, x) float32 dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;\n",
" B02 (time, y, x) float32 dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;\n",
" B03 (time, y, x) float32 dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;\n",
" B04 (time, y, x) float32 dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;\n",
" B05 (time, y, x) float32 dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;\n",
" ... ...\n",
" SCL (time, y, x) float32 dask.array&lt;chunksize=(10, 1000, 1250), meta=np.ndarray&gt;\n",
" SNW (time, y, x) float32 dask.array&lt;chunksize=(10, 1500, 1875), meta=np.ndarray&gt;\n",
" WVP (time, y, x) float32 dask.array&lt;chunksize=(5, 1000, 1250), meta=np.ndarray&gt;\n",
" images (time) object dask.array&lt;chunksize=(13,), meta=np.ndarray&gt;\n",
" lat (y, x) float32 dask.array&lt;chunksize=(3438, 3750), meta=np.ndarray&gt;\n",
" lon (y, x) float32 dask.array&lt;chunksize=(3438, 3750), meta=np.ndarray&gt;</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-49ff93d8-a4f7-4eb2-98c6-b0df57484098' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-49ff93d8-a4f7-4eb2-98c6-b0df57484098' 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>: 354</li><li><span class='xr-has-index'>x</span>: 30000</li><li><span class='xr-has-index'>y</span>: 34375</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-09ce44cc-9efd-4aa4-a5e6-2083a5c31f6e' class='xr-section-summary-in' type='checkbox' checked><label for='section-09ce44cc-9efd-4aa4-a5e6-2083a5c31f6e' 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[D]</div><div class='xr-var-preview xr-preview'>2015-07-06 ... 2021-06-29</div><input id='attrs-ae98b684-cddc-4ff3-9509-44af50b02ee9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ae98b684-cddc-4ff3-9509-44af50b02ee9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fdef2e2-6414-4523-ba8e-ad021746ba24' class='xr-var-data-in' type='checkbox'><label for='data-8fdef2e2-6414-4523-ba8e-ad021746ba24' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-07-06&#x27;, &#x27;2015-07-16&#x27;, &#x27;2015-07-26&#x27;, ..., &#x27;2021-06-19&#x27;,\n",
" &#x27;2021-06-24&#x27;, &#x27;2021-06-29&#x27;], dtype=&#x27;datetime64[D]&#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'>-5e+03 -4.99e+03 ... 2.95e+05</div><input id='attrs-17ef881a-fad1-4a66-833a-17beb5319933' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-17ef881a-fad1-4a66-833a-17beb5319933' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cef20535-34f8-4b97-aa50-c14be931ffd5' class='xr-var-data-in' type='checkbox'><label for='data-cef20535-34f8-4b97-aa50-c14be931ffd5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ -5000., -4990., -4980., ..., 294970., 294980., 294990.])</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'>6.312e+05 6.312e+05 ... 2.875e+05</div><input id='attrs-a9447dc6-8aa7-45d4-8f3d-ea54c9e79c17' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9447dc6-8aa7-45d4-8f3d-ea54c9e79c17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6faf353-4832-48aa-bfcf-9ee3f6bd078b' class='xr-var-data-in' type='checkbox'><label for='data-b6faf353-4832-48aa-bfcf-9ee3f6bd078b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([631250., 631240., 631230., ..., 287530., 287520., 287510.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f82c66c2-f633-4b5e-b828-e70e22e60400' class='xr-section-summary-in' type='checkbox' ><label for='section-f82c66c2-f633-4b5e-b828-e70e22e60400' class='xr-section-summary' >Data variables: <span>(20)</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'>dask.array&lt;chunksize=(10, 1500, 1875), meta=np.ndarray&gt;</div><input id='attrs-d8bbfd47-62ed-4067-9f4e-b542cdccc0cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8bbfd47-62ed-4067-9f4e-b542cdccc0cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-251e2f6f-163e-4936-ac4c-661222ef2800' class='xr-var-data-in' type='checkbox'><label for='data-251e2f6f-163e-4936-ac4c-661222ef2800' title='Show/Hide data 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'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 112.50 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (10, 1500, 1875) </td></tr>\n",
" <tr><th> Count </th><td> 13249 Tasks </td><td> 13248 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-14548dde-ffa0-4ef5-be79-3e4d2f9e93f5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-14548dde-ffa0-4ef5-be79-3e4d2f9e93f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05e9bf37-31b7-4b84-9df2-5985997bc446' class='xr-var-data-in' type='checkbox'><label for='data-05e9bf37-31b7-4b84-9df2-5985997bc446' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-2a498b3a-273c-4290-a726-ae39f932ebb6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2a498b3a-273c-4290-a726-ae39f932ebb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae3b89dd-b4b6-4e7c-a7d5-3d85940a784b' class='xr-var-data-in' type='checkbox'><label for='data-ae3b89dd-b4b6-4e7c-a7d5-3d85940a784b' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-8f6fd13b-b3f3-4c78-a07d-a0d3f2a13867' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8f6fd13b-b3f3-4c78-a07d-a0d3f2a13867' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b9500ca-0f83-4746-865d-635d01684413' class='xr-var-data-in' type='checkbox'><label for='data-6b9500ca-0f83-4746-865d-635d01684413' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-4d894ec3-55c8-4ec7-91bb-0fda37e15e58' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d894ec3-55c8-4ec7-91bb-0fda37e15e58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aab7a98d-5c88-42e9-8f40-8857afbe0c87' class='xr-var-data-in' type='checkbox'><label for='data-aab7a98d-5c88-42e9-8f40-8857afbe0c87' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-f6d2bca7-9521-4760-8b93-955639411495' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f6d2bca7-9521-4760-8b93-955639411495' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c175045-4df9-4f92-accb-a9cab0442396' class='xr-var-data-in' type='checkbox'><label for='data-2c175045-4df9-4f92-accb-a9cab0442396' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-9241ee61-7402-45df-bb95-71706b62bb5c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9241ee61-7402-45df-bb95-71706b62bb5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13336561-cf5f-4515-863a-9fc79f79c290' class='xr-var-data-in' type='checkbox'><label for='data-13336561-cf5f-4515-863a-9fc79f79c290' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-46208fab-3b8d-4abf-9491-4bbdc4ed678e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-46208fab-3b8d-4abf-9491-4bbdc4ed678e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d35ac6a-8188-4be3-9de2-154d5e0c0b5d' class='xr-var-data-in' type='checkbox'><label for='data-6d35ac6a-8188-4be3-9de2-154d5e0c0b5d' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-a822b03f-6fed-40f0-94c9-610680fc3fbd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a822b03f-6fed-40f0-94c9-610680fc3fbd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f38d5c5c-269e-4c45-830e-d33f43bab7cc' class='xr-var-data-in' type='checkbox'><label for='data-f38d5c5c-269e-4c45-830e-d33f43bab7cc' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-9d67de2e-1994-46f2-abb7-f393a90b7633' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9d67de2e-1994-46f2-abb7-f393a90b7633' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e68669d-d3d6-4527-9361-8514356ec407' class='xr-var-data-in' type='checkbox'><label for='data-6e68669d-d3d6-4527-9361-8514356ec407' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-2d2541ff-c4bb-47c5-918e-acd3148b90ea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d2541ff-c4bb-47c5-918e-acd3148b90ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dd955f9-7b74-4ec7-9009-782d8637160c' class='xr-var-data-in' type='checkbox'><label for='data-3dd955f9-7b74-4ec7-9009-782d8637160c' title='Show/Hide data 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'><table>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-5b20213c-b6b3-4738-8ec3-7dabe93c8574' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5b20213c-b6b3-4738-8ec3-7dabe93c8574' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-876e94d3-6144-4baf-8d5b-374bb281ff7c' class='xr-var-data-in' type='checkbox'><label for='data-876e94d3-6144-4baf-8d5b-374bb281ff7c' title='Show/Hide data 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'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
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" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 500, 625), meta=np.ndarray&gt;</div><input id='attrs-57a727a4-a854-4834-a71b-83bef4e3fa75' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57a727a4-a854-4834-a71b-83bef4e3fa75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-582d3ce3-a270-4140-bce9-ddbaec3c2a6a' class='xr-var-data-in' type='checkbox'><label for='data-582d3ce3-a270-4140-bce9-ddbaec3c2a6a' title='Show/Hide data 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'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 6.25 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (5, 500, 625) </td></tr>\n",
" <tr><th> Count </th><td> 235153 Tasks </td><td> 235152 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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"</table></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'>dask.array&lt;chunksize=(5, 1000, 1250), meta=np.ndarray&gt;</div><input id='attrs-a761811a-f3d1-4b25-9f44-6cdc9c40cb71' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a761811a-f3d1-4b25-9f44-6cdc9c40cb71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdd0e2c4-dff0-4afc-939d-e878787d311e' class='xr-var-data-in' type='checkbox'><label for='data-cdd0e2c4-dff0-4afc-939d-e878787d311e' title='Show/Hide data 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'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.46 TB </td> <td> 25.00 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 34375, 30000) </td> <td> (5, 1000, 1250) </td></tr>\n",
" <tr><th> Count </th><td> 59641 Tasks </td><td> 59640 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
"<td>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>images</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(13,), meta=np.ndarray&gt;</div><input id='attrs-65f0eb03-6f8f-480a-b237-ea78e0518fd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65f0eb03-6f8f-480a-b237-ea78e0518fd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09a09bff-c363-410a-b95b-572c5e904f94' class='xr-var-data-in' type='checkbox'><label for='data-09a09bff-c363-410a-b95b-572c5e904f94' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
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"text/plain": [
"<xarray.Dataset>\n",
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" B05 (time, y, x) float32 dask.array<chunksize=(5, 500, 625), meta=np.ndarray>\n",
" ... ...\n",
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" WVP (time, y, x) float32 dask.array<chunksize=(5, 1000, 1250), meta=np.ndarray>\n",
" images (time) object dask.array<chunksize=(13,), meta=np.ndarray>\n",
" lat (y, x) float32 dask.array<chunksize=(3438, 3750), meta=np.ndarray>\n",
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]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PFlPd7A-UmAZ"
},
"source": [
"NDVI = (cube.B08-cube.B04)/(cube.B08+cube.B04)\n",
"TCI = cube[['B04', 'B03', 'B02']].to_stacked_array('rgb', ('x', 'y', 'time'))"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 337
},
"id": "9EXvfLXNYn14",
"outputId": "57787d12-e80e-49b8-ccb2-dfd7ecc297e9"
},
"source": [
"Delft = NDVI.sel({'x': slice(79550, 92180), 'y': slice(450495, 442146)})\n",
"Delft"
],
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
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"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
" *\n",
" */\n",
"\n",
":root {\n",
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
" --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.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;\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",
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"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
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"\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",
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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",
".xr-var-preview {\n",
" grid-column: 4;\n",
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"\n",
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".xr-var-dims,\n",
".xr-var-dtype,\n",
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".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
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"\n",
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".xr-var-dims:hover,\n",
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" overflow: visible;\n",
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" z-index: 1;\n",
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"\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
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" display: block;\n",
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"\n",
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" float: right;\n",
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"\n",
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".xr-var-data,\n",
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"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
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"\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",
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"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
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" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 354, y: 835, x: 1264)&gt;\n",
"dask.array&lt;getitem, shape=(354, 835, 1264), dtype=float32, chunksize=(5, 424, 625), chunktype=numpy.ndarray&gt;\n",
"Coordinates:\n",
" * time (time) datetime64[D] 2015-07-06 2015-07-16 ... 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</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 354</li><li><span class='xr-has-index'>y</span>: 835</li><li><span class='xr-has-index'>x</span>: 1264</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7ad7586a-a5f0-4243-8708-cbd3ff946703' class='xr-array-in' type='checkbox' checked><label for='section-7ad7586a-a5f0-4243-8708-cbd3ff946703' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(5, 424, 295), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 1.49 GB </td> <td> 5.30 MB </td></tr>\n",
" <tr><th> Shape </th><td> (354, 835, 1264) </td> <td> (5, 424, 625) </td></tr>\n",
" <tr><th> Count </th><td> 1176188 Tasks </td><td> 426 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
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" <line x1=\"29\" y1=\"19\" x2=\"149\" y2=\"19\" />\n",
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" <line x1=\"30\" y1=\"20\" x2=\"150\" y2=\"20\" />\n",
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" <line x1=\"31\" y1=\"21\" x2=\"151\" y2=\"21\" />\n",
" <line x1=\"31\" y1=\"21\" x2=\"151\" y2=\"21\" />\n",
" <line x1=\"32\" y1=\"22\" x2=\"152\" y2=\"22\" />\n",
" <line x1=\"32\" y1=\"22\" x2=\"152\" y2=\"22\" />\n",
" <line x1=\"33\" y1=\"23\" x2=\"153\" y2=\"23\" />\n",
" <line x1=\"33\" y1=\"23\" x2=\"153\" y2=\"23\" />\n",
" <line x1=\"33\" y1=\"23\" x2=\"153\" y2=\"23\" />\n",
" <line x1=\"34\" y1=\"24\" x2=\"154\" y2=\"24\" />\n",
" <line x1=\"34\" y1=\"24\" x2=\"154\" y2=\"24\" />\n",
" <line x1=\"34\" y1=\"24\" x2=\"154\" y2=\"24\" />\n",
" <line x1=\"35\" y1=\"25\" x2=\"155\" y2=\"25\" />\n",
" <line x1=\"35\" y1=\"25\" x2=\"155\" y2=\"25\" style=\"stroke-width:2\" />\n",
"\n",
" <!-- Vertical lines -->\n",
" <line x1=\"10\" y1=\"0\" x2=\"35\" y2=\"25\" style=\"stroke-width:2\" />\n",
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" <!-- Colored Rectangle -->\n",
" <polygon points=\"10.000000,0.000000 130.000000,0.000000 155.476211,25.476211 35.476211,25.476211\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
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" <!-- Horizontal lines -->\n",
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"\n",
" <!-- Vertical lines -->\n",
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"\n",
" <!-- Text -->\n",
" <text x=\"95.476211\" y=\"124.748363\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >1264</text>\n",
" <text x=\"175.476211\" y=\"65.112287\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,175.476211,65.112287)\">835</text>\n",
" <text x=\"12.738106\" y=\"112.010258\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,12.738106,112.010258)\">354</text>\n",
"</svg>\n",
"</td>\n",
"</tr>\n",
"</table></div></div></li><li class='xr-section-item'><input id='section-d00f1750-8ed9-477b-af4f-ad6504a15c16' class='xr-section-summary-in' type='checkbox' checked><label for='section-d00f1750-8ed9-477b-af4f-ad6504a15c16' 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[D]</div><div class='xr-var-preview xr-preview'>2015-07-06 ... 2021-06-29</div><input id='attrs-3e004da4-dfdb-4f58-afd5-b65fcd482732' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e004da4-dfdb-4f58-afd5-b65fcd482732' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca80873c-be3e-4b5d-8419-b9c57d9b6ac5' class='xr-var-data-in' type='checkbox'><label for='data-ca80873c-be3e-4b5d-8419-b9c57d9b6ac5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-07-06&#x27;, &#x27;2015-07-16&#x27;, &#x27;2015-07-26&#x27;, ..., &#x27;2021-06-19&#x27;,\n",
" &#x27;2021-06-24&#x27;, &#x27;2021-06-29&#x27;], dtype=&#x27;datetime64[D]&#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-3162cd0e-f583-4658-910d-1efa02bea6ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3162cd0e-f583-4658-910d-1efa02bea6ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6f34c99-ab69-4b7a-9d86-8988f7923849' class='xr-var-data-in' type='checkbox'><label for='data-a6f34c99-ab69-4b7a-9d86-8988f7923849' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-4d8ca7c6-1afa-4fba-8768-61dbf6798658' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d8ca7c6-1afa-4fba-8768-61dbf6798658' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5fa07b80-d060-4ccc-9baa-1d197a93269d' class='xr-var-data-in' type='checkbox'><label for='data-5fa07b80-d060-4ccc-9baa-1d197a93269d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-d6a77e03-88dd-4bce-8f0a-36f35532c24a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d6a77e03-88dd-4bce-8f0a-36f35532c24a' 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 (time: 354, y: 835, x: 1264)>\n",
"dask.array<getitem, shape=(354, 835, 1264), dtype=float32, chunksize=(5, 424, 625), chunktype=numpy.ndarray>\n",
"Coordinates:\n",
" * time (time) datetime64[D] 2015-07-06 2015-07-16 ... 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"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 330
},
"id": "VJmPTD9Xa3ah",
"outputId": "04e4907d-61e4-4d73-e2e7-8a5e2e521d27"
},
"source": [
"Delft.sel(time='2015-08-01', method='nearest') \\\n",
" .plot.imshow(cmap='RdYlGn', vmin=-1, vmax=1)"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 0.3s\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa81eb61050>"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 314
},
"id": "_kRXFcdPazxG",
"outputId": "5ece0c60-77e6-4b69-c9a5-6a4d1a6a2019"
},
"source": [
"Delft.std('time').plot.imshow(cmap='viridis')"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 9min 40.7s\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa81eba2190>"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"image/png": 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