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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
11,211 datasets
Research by Jonathan P. Pearce at the University of Southern California focuses on systems of intelligent, autonomous agents. The work analyzes multi-agent scenarios where local interactions are represented as network structures like Distributed Constraint Optimization Problems (DCOPs). Collaboration between large groups of agents given such a network structure can be difficult to achieve.
More than 725,000 geo-coded responses from a linguistic survey in Germany form the basis of this dataset. It was created by Daniel Ziblatt of Harvard University Press to investigate the link between historical linguistic peripheries and contemporary radical right voting. The data is associated with the paper 'Wealth of Tongues: Why Peripheral Regions Vote for the Radical Right in Germany'.
Experimental data from a research paper on synthesizing a reusable gold-based catalyst supported on strontium-enriched cobalt ferrite nanoparticles. The dataset likely contains performance metrics such as conversion and selectivity percentages under different reaction conditions, including base-free and K2CO3-assisted runs. Laíse N. S. Pereira authored the study, which demonstrates catalyst stability over five successive runs.
Experimental data from a study demonstrating the dielectrophoresis (DEP) manipulation of ribosomal RNA extracted from E. coli cells across a frequency range of 3 kHz to 50 MHz. The dataset, authored by G. Giraud from the University of Edinburgh, includes quantitative measurements of positive and negative DEP responses, characterized by specific dipole moments and polarizability values. These results represent the first demonstration of DEP for fast capture and release of rRNA units.
Crystal structure data of the DNMT1 RFTS domain in complex with ubiquitin, highlighting a unique ubiquitin binding mode. The dataset, from an open-access paper by C. Qian of the University of Hong Kong, provides evidence for distinct binding interactions between DNMT1 and domains of UHRF1. It supports the study of regulatory mechanisms for DNMT1 activation and DNA methylation maintenance.
Moira B. Flanagan from the University of New Orleans conducted experiments on sex differences in motion sickness susceptibility. The research involved a Motion Sickness History Questionnaire and a second experiment exposing participants to a rotating drum under static and head movement conditions. Results indicated higher susceptibility scores in women, particularly among volunteers, and less tolerance with head movement.
All individual invoices, grant payments, expense payments, or other transactions exceeding £25,000 made by NHS Nottingham West CCG, published as part of UK government transparency commitments. The dataset is published by NHS Nottingham West CCG and was last updated on 2026-07-08. The license is OGL-UK-3.0.
NHS Nottingham North & East CCG publishes details of all individual transactions exceeding £25,000, including invoices, grant payments, and expenses, as part of a UK government transparency initiative. The data is provided in XLS format under the OGL-UK-3.0 license and was last updated on July 8, 2026.
Opportunity Area Points represent locations identified in the London Plan Consultation 2009 as principal opportunities for large-scale development. The dataset, published by the Greater London Authority, defines each area as typically accommodating more than 5,000 jobs and/or 2,500 homes, with mixed, intensive land use and good public transport access. Each area is represented as a single point.
A monthly-updated list of financial transactions exceeding £25,000 made by Cornwall and Isles of Scilly Community Health Services. The data is published as part of the UK Government's commitment to transparency in public expenditure. The dataset is updated monthly and was last updated on 2026-07-08.
A register of brownfield land in the London Borough of Hackney considered suitable for housing. The data is published by the local planning authority as required by English regulations, with sites meeting criteria for capacity, suitability, availability, and achievability for residential development. It was last updated on 2026-07-08.
Los Angeles Police Department crime data from March 2024 onward uses the FBI's National Incident Based Reporting System, which records multiple offenses per incident. The dataset includes geospatial coordinates for hundred-block locations to support spatial analysis while maintaining privacy. It is published by the City of Los Angeles and contains detailed incident attributes.
England's Department for Environment, Food & Rural Affairs created this dataset to support the 'Access to green and blue spaces in England' statistic. It identifies point locations where it is likely possible to walk up to or alongside blue spaces such as canals, rivers, and lakes. The dataset is intended for public health, environmental planning, and spatial analysis.
Annual maximum extent maps of Commonwealth environmental water delivery across the Murray-Darling Basin floodplains, wetlands, and rivers from 2014 onward. The dataset, prepared by the Commonwealth Environmental Water Holder, combines Sentinel-2 satellite imagery, state government maps, and field reports at 25-meter resolution. These raster and polyline layers support the evaluation of environmental watering outcomes by the Flow-MER monitoring program.
A study protocol outlining the development of a novel measure of entrepreneurial resilience. The protocol describes a methodology involving a Delphi study and stakeholder interviews to create policy-relevant indicators. The document is authored by Kompal Sinha and was last updated in June 2026.
RV Investigator voyages BGC Argo Float Data comprises observations from Biogeochemical Argo profiling floats deployed during RV Investigator voyages. The floats collect high-resolution measurements of ocean physical and biogeochemical properties, including temperature, salinity, dissolved oxygen, pH, nitrate, chlorophyll fluorescence, and backscatter. These datasets from the Australian Ocean Data Network support investigations into the ocean's biological carbon pump, anthropogenic CO₂ uptake, deoxygenation, and acidification.
A 2022-2023 project by CSIRO and IMAS assessed data availability and quality for managing Australia's network of over 60 Commonwealth Marine Parks. The work produced written reports, including data product priorities, fit-for-purpose assessments, and methods for estimating the condition of park values. Outcomes provide Parks Australia with a structured evaluation of current data suitability and strategic recommendations for improving data delivery.
Satellite aerosol observations provide a subset of MODIS MOD04_L2 data coinciding with aircraft missions for the SAFARI 2000 campaign. Daily Level 2 data from August 21 to September 26, 2000, are converted from HDF to GRANT format, where each 1 km pixel is a row with georeferencing and Scientific Data Set columns. This dataset was produced by NASA's GSFC DAAC (Collection 004, V4.1.0) to support aerosol research and validation.
Australia's first offshore well, Esso Gippsland Shelf No. 1, was drilled in the Gippsland Basin, Victoria, between December 1964 and June 1965. It reached a total depth of 8,701 feet, discovering a 353-foot gas column in the Eocene Latrobe Valley Coal Measures and logging three production tests with flow rates up to 6.85 MMcf/D. The well represents a benchmark for petroleum exploration, marking the first offshore discovery and significant production from several geological formations in the region.
Nutrient and chlorophyll a distributions from the Port Phillip Bay Environmental Study, measured monthly for two years. The dataset compares high runoff (September 1993) and low runoff (January 1995) periods, with nutrient concentrations measured via continuous profiling at 10-second intervals. The data was collected by the Australian Ocean Data Network.