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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
11,144 datasets
Natural England's dataset identifies strategic opportunity areas for pond creation to benefit Great Crested Newt populations in Cambridgeshire. It classifies areas as 'Core' or 'Fringe' based on predicted newt presence and pond density, and scores habitat suitability using features like land cover and water proximity. The data is derived from sources including Natural England, the Centre for Ecology & Hydrology, and Ordnance Survey, with attribution spanning 2007 to 2021.
Simulated data generated with the Met Office Unified Model, presented alongside observations from the KORUS-AQ field campaign and MODIS satellite. The supporting data was created by Hamish Gordon of Carnegie Mellon University for a manuscript evaluating the Nested Unified Model with Aerosols and Chemistry. Observations include surface and aircraft data from KORUS-AQ and Terra/MODIS aerosol datasets from NASA's LAADS DAAC.
Five sediment cores from the northern North Atlantic provide data supporting research on paleomagnetic secular variation over the last 15,000 years. The dataset includes radiocarbon dates, tephra data, paleomagnetic measurements, and independent age models for each core, compiled by Brendan T. Reilly of Columbia University for a 2023 publication. It also contains a synthesized paleomagnetic stack (GREENICE15) and Dynamic Time Warping solutions aligning three cores to a target curve.
Data from 2000 to 2016 supports a study of shallow fractures buffering high-elevation runoff in Northwest Greenland. It includes ice-penetrating radar mappings of transient firn aquifers and buried ice complexes, surface water feature locations, and derived metrics like crevasse density and fracture toughness. The dataset integrates radar, optical satellite imagery, and derived indices for a multi-faceted analysis of ice slab hydrology.
Four experiments by Jo A. Sasota of the University of Michigan examine the social-cognitive mechanisms linking mental construal levels to self-control. The work investigates how high-level construals keep goals cognitively accessible and moderate automatic associations between temptations and goals. Data likely contains experimental results supporting the hypothesis that high-level construals promote self-control through specific cognitive processes.
A global database of pelagic particle size distributions derived from multiple imaging systems, including Imaging Flow Cytobot, ZooScan, and Underwater Vision Profiler. The dataset, created by Mathilde Dugenne at CNRS, provides processed data products like Normalized Biomass Size Spectra and Particle Size Distribution parameters. Data are aggregated by year, month, and 1-degree longitude/latitude grid cells.
Supplementary geological datasets accompany the paper 'Ediacaran–Cambrian high-strain melt-present deformation of the Archean Charcot Province, East Antarctica' in review with AGU Tectonics. The data includes tables of sample details, field observations, whole rock geochemical data, zircon U–Pb data, zircon Hf-isotope data, and feldspar Pb–Pb data. These tables are provided in XLSX format and were last updated on 2026-07-09.
A service for validating Queensland addresses and property descriptions, and supplying location data from a geocode. The service is provided by the Queensland Government's Department of Natural Resources and Mines, Manufacturing and Regional and Rural Development. It was last updated on 2026-06-26.
Public domain geological maps for the UK Continental Shelf, including depth structure, isochore, and facies maps for intervals like the Paleocene and Upper Jurassic. The project integrates data from sources like the 21CXRM Palaeozoic project, the Southern Permian Basin Atlas, and university research. Products are available via ARCGIS GEOSERVICES REST API and HTML formats.
A set of regional geological maps for the UK Continental Shelf's West of Shetland and West of Hebrides areas, produced by the North Sea Transition Authority and Lloyd's Register. The maps cover major geological intervals like the Paleocene and Upper Jurassic, and include products such as depth structure, isochore, and hydrocarbon occurrence maps. This public domain data integrates third-party sources including seismic interpretations from Aberdeen University and well data from CDA.
A pilot sub-catchment scale monitoring, modelling, and extension program designed to support reef water quality improvement. The project, managed by the Australian Ocean Data Network, was conducted from 2015 to 2016. It involved workshops, risk assessments, and pilot implementation with farmers to identify pollutant hotspots and test extension program designs.
26 long-term monitoring sites in the Keppel Islands of the southern Great Barrier Reef were surveyed following Cyclone Marcia in 2015. The data likely contains measurements of coral cover and fish abundance to assess damage from successive climatic disturbances between 2006 and 2013. This work was conducted under the NESP TWQ Project 2.1 and aggregated by the Australian Ocean Data Network.
A guidance system for resilience-based management of the Great Barrier Reef, developed by the University of Queensland from 2018 to 2020. Outputs include desktop software to help the Great Barrier Reef Marine Park Authority prioritize management actions in the Whitsunday and Cairns regions. The system aims to support tactical decisions, scenario planning for the 2019 Outlook Report, and integrated pest management for crown-of-thorns starfish.
Since April 2024, this dataset provides an initial, partial collection of water quality samples, physical parameters, and sampling locations from a statistically designed national monitoring network of 420 lakes across England. The data is produced by the UK Environment Agency under the Natural Capital and Ecosystem Assessment (NCEA) programme, with further biological and chemical assessments to be released up to 2028. It supports condition assessment and change detection for lake health.
NESP TWQ Project 2.1.6 produced experimental analyses and exposure maps for the Great Barrier Reef World Heritage Area from 2016 to 2018. The project, managed by the Australian Ocean Data Network, investigated concentration-response relationships for species under controlled stressors like sediment, nutrients, and temperature. Results aimed to inform ecological risk assessments and management opportunities under the Reef2050 Plan.
Midlands Heartland Heathland area map showing Nature Recovery Network components. The dataset includes Core Habitats, Heathland Creation Opportunity areas, and Secondary Enhancement Areas. It was created by Natural England and incorporates data from multiple sources including Ordnance Survey, local councils, and ecological records.
31 users participated in a remote task-based evaluation of the mAuth web application for assessing authoritativeness in art history attributions. The study measured User Satisfaction, Rank Satisfaction Score, and Perception of Authoritativeness Score across three common connoisseurship scenarios using a 5-point Likert scale. Results include inter-rater agreement calculated via Fleiss Kappa and user feedback on dimensions affecting the ranking model.
A monthly updated list of all financial transactions spending over £25,000 made by The Medicines and Healthcare Products Regulatory Agency (MHRA). The data is published as part of the UK Government's commitment to transparency in expenditure and is available under the OGL-UK-3.0 license.
1991 to 2020 data covers 269 catchments across Spain. This dataset provides catchment attributes, meteorological time series, and discharge records, contributing to the global Caravan initiative for hydrological modeling. It integrates static catchment data from HydroATLAS and ERA5-Land with dynamic simulations from the European Flood Awareness System (EFASv5).
California's Wildland Urban Interface (WUI) is mapped at a ~30-meter resolution for the years 2000, 2010, and 2020. The maps were generated by researchers from the University of Colorado Boulder and Arizona State University using parcel data, building footprints, and land cover data. Raster values classify areas as non-WUI, intermix WUI, or interface WUI.