Awesome
ODC-Sentinel Hub
Getting started
install the ODC datacube core library https://github.com/opendatacube/datacube-core.
odc-sh
needs to be installed in the Notebook to run. Use pip install:
pip install git+https://github.com/sentinel-hub/odc-sh.git
Set the sentinel hub credential available here https://apps.sentinel-hub.com/dashboard/.
Try to run the test examples. To produce the datacube call
resolution = 20 # in meters
longitude = (11.987527, 12.004914)
latitude = (41.990797, 42.018348)
time = ("2019-01-01", "2019-01-04")
ds = dc.load(
product=DataCollection.SENTINEL2_L1C,
latitude=latitude,
longitude=longitude,
time=time,
sh_resolution=resolution,
)
The code will produce a xArray datacube with the following dimensions ["time", "lon", "lat", "bands"]. If only one band is selected under the measurements, the bands dimension will be ommited. Thus the produced datacube will have dimensions ["time", "lon", "lat"]. You can ommit the measurements information in which case alll the bands will be loaded.
Parameters:
To define the product id and available bands check the following configurations https://docs.sentinel-hub.com/api/latest/data/ or in the DataCollection class of the sentinelhub-py https://github.com/sentinel-hub/sentinelhub-py/blob/master/sentinelhub/data_collections.py.