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Flood Extent Detection
This dataset contains synthetic aperture radar (SAR) raster imagery for various flood events acquired from the European Space Agencys Sentinel-1A and Sentinel-1B missions, providing C-Band dual-polarized imagery that spans geographical areas of interest in the United States and Bangladesh.
National Aeronautics and Space AdministrationUpdated 3 Apr 2025Public
Great African Food Company Crop Type Tanzania
This dataset contains field boundaries and crop types from farms in Tanzania. Great African Food Company used Farmforce app to collect a point within each field, and recorded other properties including area of the field.
Radiant Earth FoundationUpdated 3 Apr 2025Public
Rwanda Field Boundary Competition Dataset
This dataset contains field boundaries for smallholder farms in eastern Rwanda. The Nasa Harvest program funded a team of annotators from TaQadam to label Planet imagery for the 2021 growing season for the purpose of conducting the Rwanda Field boundary detection Challenge.
National Aeronautics and Space AdministrationUpdated 3 Apr 2025Public
Chesapeake Land Cover
This dataset contains high-resolution aerial imagery from the USDA NAIP program, high-resolution land cover labels from the Chesapeake Conservancy, low-resolution land cover labels from the USGS NLCD 2011 dataset, low-resolution multi-spectral imagery from Landsat 8, and high-resolution building footprint masks from Microsoft Bing, formatted to accelerate machine learning research into land cover mapping.
MicrosoftUpdated 3 Apr 2025Public
CV4A Kenya Crop Type Competition
This dataset was produced as part of the Crop Type Detection competition at the Computer Vision for Agriculture (CV4A) Workshop at the ICLR 2020 conference. The objective of the competition was to create a machine learning model to classify fields by crop type from images collected during the growing season by the Sentinel-2 satellites.
Radiant Earth FoundationUpdated 3 Apr 2025Public
Dalberg Data Insights Crop Type Uganda
This dataset contains crop types and field boundaries along with other metadata collected in a campaign run by Dalberg Data Insights in the end of September 2017, as close as possible to the harvest period of 2017. GeoODKapps were used to collect approximately four points per field to get widest coverage during two field campaigns.
Radiant Earth FoundationUpdated 3 Apr 2025Public
Fusion Competition
This dataset contains ground reference crop type labels and multispectral and synthetic aperture radar (SAR) imagery from multiple satellites in an area located in Brandenburg, Germany and Western Cape, South Africa. There are crop types labels this dataset from years 2017 or 2018 and 2019, depending on the location.
European Space AgencyUpdated 3 Apr 2025Public
Overture Open Buildings
Overture provides several open datasets. This was an experimental re-distribution of their buildings dataset release from mid-2023 transformed into with 'Cloud-Native Geospatial' formats (PMTiles, GeoParquet). They now release all data in those formats, so please use https://docs.overturemaps.org/release/latest/ to get the data.
Chris HolmesUpdated 3 Apr 2025Public
OpenStreetMap Open Data Products
Distributions of OpenStreetMap vector geodata in cloud-native formats.
ProtomapsUpdated 3 Apr 2025Public
ESA WorldCereal
The ESA WorldCereal dataset consists of farm point locations generated from 10m resolution global crop type maps (classification masks) covering maize, winter cereals and spring cereals. This version of the dataset can be partitioned by admin level 0 and 1 boundaries and is available in cloud-native geospatial format (GeoParquet).
StreambatchUpdated 3 Apr 2025Public
Multi-Temporal Crop Classification with HLS Imagery across CONUS
This dataset contains temporal Harmonized Landsat-Sentinel (HLS) imagery of diverse crop type and land cover classes across the Contiguous United States (CONUS) for the year 2022. The target labels are derived from USDA's Crop Data Layer (CDL). It's primary purpose is for training segmentation geospatial machine learning models. It includes 3,854 chips of 224 x 224 pixel area at 30m spatial resolution.
Clark Center for Geospatial AnalyticsUpdated 3 Apr 2025Public
Maxar Open Data Program (ARD)
Pre and post event high-resolution satellite imagery in support of emergency planning, risk assessment, monitoring of staging areas and emergency response, damage assessment, and recovery. These images are generated using the Maxar ARD pipeline, tiled on an organized grid in analysis-ready cloud-optimized formats. This repository is a mirror of https://registry.opendata.aws/maxar-open-data/index.html
MaxarUpdated 3 Apr 2025Public
Taxi Zones from TLC Trip Record Data
A Cloud-Native Geospatial distribution of the Taxi Zones of the TLC Trip Record Data. Includes GeoParquet and PMTiles versions of the original Shapefile.
Chris HolmesUpdated 3 Apr 2025Public
Repository of all forecasts submitted to the Ecological Forecasting Initiative
Partitioned parquet database of forecasts submitted to the Ecological Forecasting Initiative. See dashboard at https://projects.ecoforecast.org/neon4cast-dashboard/
Ecological Forecasting InitiativeUpdated 3 Apr 2025Public
Ecological Forecasting Initiative Scored Forecast Database
A partitioned parquet database of forecasts, observations, and probablistic skill scores for forecasts submitted to the Ecological Forecasting Initiative
Ecological Forecasting InitiativeUpdated 3 Apr 2025Public
Parquet Snapshots of the FishBase Database
Parquet snapshots of the fishbase database, https://fishbase.de
Carl BoettigerUpdated 3 Apr 2025Public
Agri-environmental Semantic Segmentation of LUCAS landscape photos
This Dataset is a collection of street-level images extracted from the Land Use/Cover Area Frame Survey (LUCAS) dataset provided by Eurostat. This dataset is designed for semantic segmentation tasks, focusing on distinguishing between different land cover categories, including agricultural and natural landscapes. The dataset covers the survey year 2018 and includes north looking images with both full masks and partial masks, where certain areas are not delineated.
JRC LUCAS: Land Use and Coverage Area frame SurveyUpdated 3 Apr 2025Public
OS National Geographic Database - Boundaries Collection in GeoParquet
This is a trial version of Ordnance Survey's National Geographic Database Boundaries data in GeoParquet format intended for the purposes of standards development. This data is made available under the Open Government Licence 3.0 - https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3 Please be aware that this data will not be maintained.
Ordnance SurveyUpdated 3 Apr 2025Public
Google-Microsoft Open Buildings - combined by VIDA
This dataset merges Google's V3 Open Buildings and Microsoft's latest Building Footprints. It contains 2,579,035,323 footprints and is divided into 185 partitions. Each footprint is labelled with its respective source, either Google or Microsoft. It can be accessed in cloud-native geospatial formats such as GeoParquet, FlatGeobuf and PMTiles.
VIDAUpdated 3 Apr 2025Public
Energy Performance Certificate Ratings (Domestic) - England and Wales
An EPC provides an indication of how much it will cost to heat and power a property, as well as how much CO2 it emits. It also includes recommendations of energy-efficient improvements, the cost of carrying them out, and the potential savings in pounds and pence that each one could generate.
AddresscloudUpdated 3 Apr 2025Public
Kenya Building Footprints and Field Boundaries Dataset
This dataset contains satellite imagery collected from drones in Kenol section, Murang'a Kenya. Dataset contains the drone imagery and labelled imagery
Kenya Space AgencyUpdated 3 Apr 2025Public
Overture Maps STAC
This is a demo of the [Overture Maps Data](https://overturemaps.org/download/) STAC based on https://beta.source.coop/cholmes/overture
Youssef HarbyUpdated 3 Apr 2025Public
Land, carbon and biodiversity data for supply chain impact calculation
Indicators of deforestation, conversion of natural ecosystems, greenhouse gas emissions, and loss of intact or high integrity ecosystems originally prepared for the LandGriffon service (https://landgriffon.com) following international standards and guidelines for reporting and target setting in the agriculture, forestry, and land use sector. Includes two layers for each indicator: impact (100m), and annualized impact per hectare of human land use (1km).
VizzualityUpdated 3 Apr 2025Public
Ocean Carbon Dioxide Removal Atlas: Global Ocean Alkalinity Enhancement Efficiency Map
Global ocean model data for Ocean Alkalinity Enhancement experiments, covering releases in different spatial locations and times of year.
[C]WorthyUpdated 3 Apr 2025Public
National Wetlands Inventory
The US National Wetlands Inventory (NWI) is a publicly available resource that provides detailed information on the abundance, characteristics, and distribution of US wetlands. The US Fish and Wildlife Service (FWS) is the principal US Federal agency tasked with providing information to the public on the status and trends of our Nation's wetlands. Wetlands provide a multitude of ecological, economic and social benefits.
Qiusheng WuUpdated 3 Apr 2025Public
Non-Floodplain Wetlands
This dataset represents the extent and approximate location of Geographically Isolated Wetlands (GIWs), also known as non-floodplain wetlands (NFWs), in the conterminous United States. It is provided in cloud-native geoparquet format.
Qiusheng WuUpdated 3 Apr 2025Public
National Surface Depressions
A national dataset of depressions delineated from 10-m DEMs
Qiusheng WuUpdated 3 Apr 2025Public
GHRSST Level 4 MUR Global Foundation Sea Surface Temperature Analysis (v4.1)
Accessed from [https://podaac.jpl.nasa.gov/dataset/MUR-JPL-L4-GLOB-v4.1](https://podaac.jpl.nasa.gov/dataset/MUR-JPL-L4-GLOB-v4.1). Converted to COGs with STAC metadata.
Australian Antarctic DivisionUpdated 3 Apr 2025Public
Tasmanian 2 metre Digital Elevation Model
This a cloud optimised geotiff of a 2 m DEM covering all of Tasmania. It was produced by Mineral Resources Tasmania and is available under Creative Commons Attribution 3.0 Australia Licence with attribution to "The LIST ©State of Tasmania"
Alex LeithUpdated 3 Apr 2025Public
Global 100m Terrestrial Human Footprint (HFP-100) v1.2
The Human Footprint (HFP) is used to monitor changing anthropogenic pressures on nature on a yearly cadence based on land cover change, population density, nighttime lights, roads, railways, and navigable rivers. This dataset updates previous version of the Human Footprint with a higher resolution and more recent time-series. Includes global maps at a 100m resolution.
VizzualityUpdated 3 Apr 2025Public
LILA BC (Labeled Information Library of Alexandria: Biology and Conservation)
LILA BC is a repository for data sets related to biology and conservation, intended as a resource for both machine learning (ML) researchers and those that want to harness ML for biology and conservation. LILA BC is intended to host data from a variety of modalities, but emphasis is placed on labeled images; we currently host over ten million labeled images.
Dan MorrisUpdated 3 Apr 2025Public
Clay Model v0 Embeddings
Embeddings for all the training data used to create Clay Model V0. See https://clay-foundation.github.io/model/ for details.
ClayUpdated 3 Apr 2025Public
United States Protected Areas Database (PAD-US) 3.0
U.S. Geological Survey (USGS) Gap Analysis Project (GAP), 2022, Protected Areas Database of the United States (PAD-US) 3.0: U.S. Geological Survey data release, https://doi.org/10.5066/P9Q9LQ4B.
Carl BoettigerUpdated 3 Apr 2025Public
Osiris-Comprehensive Bespoke Atmospheric Model (CBAM) reanalysis-east-africa
The Osiris CBAM dataset is a high-resolution (4 km and hourly frequency) dataset that has been shown to have improved or comparable skill with existing gridded agrometeorological datasets.
Philip FrostUpdated 3 Apr 2025Public
Overture Maps - Fused-partitioned
The Overture 2024-12-18.0 dataset, geo-partitioned with Fused for convenient access.
FusedUpdated 3 Apr 2025Public
Wildfire Boundary Polygons from USGS and CalFire in cloud native formats
Cloud Native serializations of publicly available fire data from USGS and Calfire. Calfire data includes controlled burn treatments. Data through 2022
Carl BoettigerUpdated 3 Apr 2025Public
Irrecoverable Carbon - Conservation International
Example static tile server for Conservation International Irrecoverable Carbon layers, https://doi.org/10.1038/s41893-021-00803-6, from https://doi.org/10.5281/zenodo.4091028
Carl BoettigerUpdated 3 Apr 2025Public
Map of Biodiversity Importance, NatureServe
Demonstration of generating and serving static raster tiles with GDAL using Map of Biodiversity Importance (MOBI) data from NatureServe, (2022) https://www.natureserve.org/map-biodiversity-importance, original data files from https://geohub-natureserve.opendata.arcgis.com/search?q=mobi
Carl BoettigerUpdated 3 Apr 2025Public
Field Boundaries for North Rhine-Westphalia (NRW), Germany
Provides ca. 400,000 official field boundaries from the federal state of North Rhine-Westphalia (NRW) in Germany. It has been converted to fiboa from the 2023 Shapefile that was provided by the state.
Field Boundaries for Agriculture (fiboa)Updated 3 Apr 2025Public
Catalog of IDR images formatted as OME-NGFF
This repository mirrors the OME-Zarr files which can be seen at https://idr.github.io/ome-ngff-samples/
Josh MooreUpdated 3 Apr 2025Public
USGS Watershed Boundary Dataset
Source: U.S. Geological Survey, National Geospatial Technical Operations Center, 2023, Watershed Boundary Dataset (WBD) - USGS National Map Downloadable Data Collection: U.S. Geological Survey
Avi KerteszUpdated 3 Apr 2025Public
Flateau (Building footprint data in Japan)
We prepared data for each city where original Plateau (National government open data project) CityGML data are available in 2024/05. The Plateau project keeps adding more cities every year. So, hopefully we can keep adding more cities in the future. You can download data as geoparquet or geopackage formats and use our data freely under CC-BY 4.0 license.
Pacific Spatial SolutionsUpdated 3 Apr 2025Public
Smart Maps Global Elevation Tiles
WEBP elevation tiles, with mapbox pixel packing, packaged in PMTiles. Source data are NASADEM and Global Map data. Pleese see https://qiita.com/T-ubu/items/c7bb5697b51f245ef163 for technical details. Observable demo is https://observablehq.com/d/652ef8ca26776146.
UN Smart Maps GroupUpdated 3 Apr 2025Public
Sentinel 2 Cloud Free Temporal Mosaics
This repository holds a large (and growing!) collection of cloudless Senitnel 2 data. All bands (except B10 as this was generated from L2A) are available at their original native resolution.
Earth GenomeUpdated 3 Apr 2025Public
Field Boundaries for Schleswig-Holstein (SH), Germany
Provides ca. 200,000 official field boundaries from the federal state of Schleswig-Holstein (SH) in Germany. It has been converted to a fiboa GeoParquet file from a GeoPackage that was provided by the state.
Field Boundaries for Agriculture (fiboa)Updated 3 Apr 2025Public
Field boundaries for Berlin / Brandenburg, Germany
Provides ca. 90,000 official field boundaries from the federal states of Berlin and Brandenburg in Germany. It has been converted to a fiboa GeoParquet file from a GeoPackage that was provided by the state.
Field Boundaries for Agriculture (fiboa)Updated 3 Apr 2025Public
Field boundaries for Lower Saxony / Hamburg / Bremen, Germany
Provides ca. 550,000 official field boundaries from the federal state of Lower Saxony in Germany, which also includes data for the federal city states Hamburg and Bremen. It has been converted to a fiboa GeoParquet file from a Shapefile that was provided by the state.
Field Boundaries for Agriculture (fiboa)Updated 3 Apr 2025Public
Field boundaries for Austria
Provides ca. 1,300,000 official field boundaries for Austria. Converted from the INVEKOS Referenzen Österreich 2021 GeoPackage to a fiboa GeoParquet file. The layer includes all reference parcels ("Referenzparzellen") defined by the paying agency Agrarmarkt Austria and recorded landscape elements.
Field Boundaries for Agriculture (fiboa)Updated 3 Apr 2025Public
Smart Maps LiDAR 3D Tiles from Open Nagasaki
UN Smart Maps Group has created a single 3D Tiles dataset from all LiDAR data from [Open Nagasaki](https://opennagasaki.nerc.or.jp/). Demo site: https://observablehq.com/d/c4d563b1731f286f. This is still a work in progress.
UN Smart Maps GroupUpdated 3 Apr 2025Public
National Hydrology Dataset Plus High Resolution (NHDPlus HR)
A geospatial dataset depicting the flow of water across the Nation's landscapes and through the stream network. The NHDPlus HR was built using the National Hydrography Dataset High Resolution data at 1:24,000 scale or more detailed, the 10 meter 3D Elevation Program data, and the nationally complete Watershed Boundary Dataset.
Avi KerteszUpdated 3 Apr 2025Public

Source Cooperative is a Radiant Earth project