Registry of Open Data on AWS

Usage examples for all datasets listed in the Registry of Open Data on AWS tagged with land use.

ESA WorldCover

Tutorials

Tools & Applications

Publications

ESA WorldCover 10 m 2020 v100 by Zanaga, D., Van De Kerchove, R., De Keersmaecker, W., Souverijns, N., Brockmann, C., Quast, R., Wevers, J., Grosu, A., Paccini, A., Vergnaud, S., Cartus, O., Santoro, M., Fritz, S., Georgieva, I., Lesiv, M., Carter, S., Herold, M., Li, Linlin, Tsendbazar, N.E., Ramoino, F., Arino, O., 2021.
ESA WorldCover 10 m 2020 v100 - Product User Manual by VITO
ESA WorldCover 10 m 2021 v200 by Zanaga, D., Van De Kerchove, R.,Daems, D.,De Keersmaecker, W., Brockmann, C., Kirches, G., Wevers, J., Cartus, O., Santoro, M., Fritz, S., Lesiv, M., Herold, M., Tsendbazar, N.E., Xu, P., Ramoino, F., Arino, O.
ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
Fusing GEDI with earth observation data for large area aboveground biomass mapping by Yuri Shendryk
Release of the 10 m WorldCover map by Ruben Van De Kerchove
The world's most populated and greenest megacities (and how we found out) by Michael Dangermond, Emily Meriam
WorldCover taking it to the next level by Ruben Van De Kerchove

Louisiana Watershed Initiative (LWI) Model Data

Tutorials

ENDMC Documentation by The Water Institute

Tools & Applications

10m Annual Land Use Land Cover (9-class)

Tools & Applications

View the dataset on UN Biodiversity Lab Map Viewer by United Nations Development Programme

Publications

Global land use / land cover with Sentinel 2 and deep learning by K. Karra, C. Kontgis, Z. Statman-Weil, J. C. Mazzariello, M. Mathis and S. P. Brumby
Mapping the world with unmatched frequency by Mark Hannel
The world's most populated and greenest megacities (and how we found out) by Esri
These maps from satellite data show how much Earth has changed in only five years by Fast Company
‘Very Dire’: Devastated by Floods, Pakistan Faces Looming Food Crisis by New York Times

ESA WorldCover Sentinel-1 and Sentinel-2 10m Annual Composites

Tutorials

Exploring the datasets by VITO

Tools & Applications

WorldCover Viewer by VITO

Publications

ESA WorldCover 10 m 2021 v200 by Zanaga, D., Van De Kerchove, R.,Daems, D.,De Keersmaecker, W., Brockmann, C., Kirches, G., Wevers, J., Cartus, O., Santoro, M., Fritz, S., Lesiv, M., Herold, M., Tsendbazar, N.E., Xu, P., Ramoino, F., Arino, O.
ESA WorldCover 10 m 2021 v200 - Product User Manual by VITO
Release of the 10 m WorldCover map by Ruben Van De Kerchove

Sanborn Maps Data Package

Tutorials

Fire Insurance Maps at the Library of Congress: A Resource Guide by Julie Stoner, Reference Librarian, Geography and Map Division, Library of Congress
README data cover sheet by Library of Congress
Sanborn Map Data Python Tutorial (Jupyter notebook) by Library of Congress

Tools & Applications

Sanborn Atlas Volume Finder by Julie Stoner and Meagan Snow, Geography and Map Division, Library of Congress

Publications

Introduction to the Collection by Walter W. Ristow

OPERA Land Surface Disturbance Annual from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

Visualization and Exploration of OPERA DIST-ANN-HLS Product Layers by C. Speed and M. Grace Bato
Visualizing and Analyzing the OPERA DIST-ANN-HLS Product to Explore Land-Use Change in Brazil by C. Speed and M. Grace Bato
Visualizing and Analyzing the OPERA DIST-ANN-HLS Product to Visualize Wildfire Impact in Northern Quebec by C. Speed and M. Grace Bato

OPERA Land Surface Disturbance Alert from Harmonized Landsat Sentinel-2 product (Version 1)

Tutorials

Getting Started with OPERA DIST Product by M. Grace Bato and R. Dhillon
Getting Started with OPERA DIST-ALERT-HLS Products by R. Dhillon and M. Grace Bato

OPERA Land Surface Disturbance Alert from Harmonized Landsat Sentinel-2 provisional product (Version 0)

Tutorials

Getting Started with OPERA DIST Product by M. Grace Bato and R. Dhillon
Getting Started with OPERA DIST-ALERT-HLS Products by R. Dhillon and M. Grace Bato

IWMI DIWASA Rainfed and Irrigated Cropland Map for Africa

Tutorials

Cropland percentage by iwmiwaplus

Tools & Applications

Water use in Awash basin by A. Owusu, K. Akpoti, M. Leh, N. Velpuri

Publications

A framework for disaggregating remote-sensing cropland into rainfed and irrigated classes at continental scale by Owusu, A., Kagone, S., Leh, M., Velpuri, N. M., Gumma, M. K., Ghansah, B., Thilina-Prabhath, P., Akpoti, K., Mekonnen, K., Tinonetsana, P., & Mohammed, I.
Rainfed and Irrigated Cropland Areas for Africa by Owusu, A., Kagone, S., Leh, M., and Velpuri, N.M.

SENTINEL-1A_DUAL_POL_GRD_HIGH_RES

Tutorials

Interferometric Synthetic Aperture Radar Tutorial by LiveEO

SENTINEL-1A_SLC

Tutorials

Interferometric Synthetic Aperture Radar Tutorial by LiveEO

SENTINEL-1B_DUAL_POL_GRD_HIGH_RES

Tutorials

Interferometric Synthetic Aperture Radar Tutorial by LiveEO

SENTINEL-1B_SLC

Tutorials

Interferometric Synthetic Aperture Radar Tutorial by LiveEO

If you want to add a dataset or usage example to this registry, please follow the instructions on the Registry of Open Data on AWS GitHub repository or tell us about your project.