{"collections":[{"id":"io-10m-annual-lulc","type":"Collection","links":[{"rel":"items","type":"application/geo+json","href":"https://api.impactobservatory.com/stac-aws/collections/io-10m-annual-lulc/items"},{"rel":"parent","type":"application/json","href":"https://api.impactobservatory.com/stac-aws/"},{"rel":"root","type":"application/json","href":"https://api.impactobservatory.com/stac-aws/"},{"rel":"self","type":"application/json","href":"https://api.impactobservatory.com/stac-aws/collections/io-10m-annual-lulc"},{"rel":"items","href":"https://api.impactobservatory.com/stac-aws/collections/io-10m-annual-lulc/items","type":"application/geo+json"},{"rel":"http://www.opengis.net/def/rel/ogc/1.0/queryables","href":"https://api.impactobservatory.com/stac-aws/collections/io-10m-annual-lulc/queryables","type":"application/schema+json","title":"Queryables"},{"rel":"http://www.opengis.net/def/rel/ogc/1.0/queryables","type":"application/schema+json","title":"Queryables","href":"https://api.impactobservatory.com/stac-aws/collections/io-10m-annual-lulc/queryables"}],"title":"10m Annual Land Use Land Cover (9-class)","extent":{"spatial":{"bbox":[[-180,-90,180,90]]},"temporal":{"interval":[["2017-01-01T00:00:00Z","2025-01-01T00:00:00Z"]]}},"license":"proprietary","description":"Time series of annual global maps of land use and land cover (LULC). It currently has data from 2017-2024. The maps are derived from ESA Sentinel-2 imagery at 10m resolution. Each map is a composite of LULC predictions for 9 classes throughout the year in order to generate a representative snapshot of each year. This dataset was generated by [Impact Observatory](http://impactobservatory.com/), who used billions of human-labeled pixels (curated by the National Geographic Society) to train a deep learning model for land classification. The global map was produced by applying this model to the Sentinel-2 annual scene collections on the Planetary Computer. Each of the maps has an assessed average accuracy of over 75%. All years are available under a Creative Commons BY-4.0.","stac_version":"1.1.0"}],"links":[{"rel":"root","type":"application/json","href":"https://api.impactobservatory.com/stac-aws/"},{"rel":"self","type":"application/json","href":"https://api.impactobservatory.com/stac-aws/collections"}],"numberMatched":1,"numberReturned":1}