Photo by Shubham Dhage on Unsplash

Earth Observation Data Cubes for Brazil Dataset for Machine Learning

Install DagsHub:

pip install dagshub
Click on copy button to copy content

To stream this data directly on DagsHub

from dagshub.streaming import DagsHubFilesystem

fs = DagsHubFilesystem(".", repo_url="https://dagshub.com/DagsHub-Datasets/brazil-data-cubes-dataset")

fs.listdir("s3://bdc-sentinel-2")
Click on copy button to copy content

Description

Earth observation (EO) data cubes produced from analysis-ready data (ARD) of CBERS-4, Sentinel-2 A/B and Landsat-8 satellite images for Brazil. The datacubes are regular in time and use a hierarchical tiling system. Further details are described in Ferreira et al. (2020).

Additional information

Update frequency

New EO data cubes are added as soon as there are produced by the Brazil Data Cube project.

License

The EO data cubes are produced from free and open images of CBERS-4, Landsat-8 and Sentinel-2 satellites. Data usage is subject to Terms and Conditions for the use and distribution of Landsat data, Legal Notice on the use and distribution of Sentinel-2 data and License for use and distribution of CBERS data. When using data produced by the Brazil Data Cube, please acknowledge the work of the Brazilian National Institute for Space Research (INPE) in producing such data.
CBERS-4 image courtesy of the National Institute for Space Research (INPE).
Landsat-8 image courtesy of the U.S. Geological Survey.
Sentinel-2 (ESA) image courtesy of the Copernicus SciHub.
Sentinel-2 Cloud-Optimized GeoTIFFs data 2017-2018, was accessed on June/2021 from https://registry.opendata.aws/sentinel-2-l2a-cogs.

Related datasets

BodyM Dataset

Cloud to Street – Microsoft Flood and Clouds Dataset

A2D2: Audi Autonomous Driving Dataset

Galaxy Evolution Explorer Satellite (GALEX)

Launch your ML development to new heights with DagsHub

Back to top