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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
8,859 datasets
A 2026 dataset from the Australian Ocean Data Network systematically maps seafloor geomorphic features over 48.9 million km² of the Australian margin and adjacent seafloor. It identifies 21 feature types, including 6,702 individual features, using a 250-meter resolution bathymetry model. The data can be divided into 10 geomorphic regions for inferring broad-scale seafloor habitats.
The Aboriginal Sites Decision Support Tool (ASDST) extends the Aboriginal Heritage Information Management System (AHIMS) by illustrating the potential distribution of Aboriginal site features. It includes predictive raster GIS layers for ten feature types, such as stone artefacts and rock art, in both pre-1750 and current landscape forms. The suite was produced by the NSW Department of Planning, Industry and Environment, with Version 7.5 released in 2020 at 50m resolution covering the extent of New South Wales.
DAERA's official geospatial layer consolidates all designated Marine Protected Areas within Northern Ireland's marine planning extent. The dataset includes six distinct conservation designations—Special Areas of Conservation (SAC), Special Protection Areas (SPA), proposed SPAs, Ramsar sites, Marine Conservation Zones (MCZ), and Areas of Special Scientific Interest (ASSI)—with marine components in both inshore and offshore regions. Attribution fields describe each MPA's management authority and provide hyperlinks to detailed feature and management information.
A one-semester study explores the role of AI in traditional university voice instruction compared to human mock-jury intervention and regular self-practice. The dataset likely contains measurements of state anxiety, autonomic regulation (RMSSD, LF/HF), and video-based meaning-making feedback analysis across four time points. It was authored by Yanyan Lin and last updated in May 2026.
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.
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.
NASA's Surface Reflectance Measured with a Helicopter-borne MMR Data Set contains spectral measurements in Landsat Thematic Mapper bands. The helicopter operated during all Intensive Field Campaigns (IFCs) of the FIFE project, covering an average of 11 sites plus a special target per 2-hour flight to bridge ground and satellite observations. Off-nadir measurements were made to support bi-directional reflectance models and hemispherical reflectance estimation.
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.
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.
List Certifications from New York City's Department of Citywide Administrative Services (DCAS) detail eligible candidates on active civil service lists for filling vacancies or replacing provisional employees. Each record includes candidate names, list and exam details, agency information, and requested position counts. The dataset's cross-platform presence on Socrata and Data.gov signals its importance for municipal transparency and hiring processes.
Indonesia's urban, secondary city, and coastal traditional markets were surveyed between June and August 2022. The dataset contains responses from 288 vendors on waste disposal, storage, and wastewater management practices, collected via structured interviews. Author Aria Gusti provides this baseline assessment to inform smart waste technology integration.
More than 8,500 proteins were quantified in rat and hamster liver S9 fractions under basal and induced conditions. The dataset, created by Jasjot Singh and last updated in June 2026, integrates global proteomic profiling with absolute quantification of 15 cytochrome P450 enzymes. It serves as a reference for drug metabolism, pharmacokinetics, and toxicology studies.
More than 8500 proteins were quantified in rat and hamster liver S9 fractions under basal and induced conditions. The dataset integrates global proteomic analysis with absolute quantification of 15 cytochrome P450 enzymes involved in drug and nitrosamine metabolism. Jasjot Singh published the data on figshare in 2026.
A global proteomic profiling of rat and hamster liver S9 fractions under basal conditions and following induction with Aroclor 1254 or phenobarbital/β-naphthoflavone. More than 8500 proteins were quantified across conditions, with complementary targeted analysis enabling absolute quantification of 15 cytochrome P450 enzymes. The dataset was authored by Jasjot Singh and last updated on June 2, 2026.
A global proteomic profiling of rat and hamster liver S9 fractions under basal conditions and following induction with Aroclor 1254 or phenobarbital/β-naphthoflavone. More than 8500 proteins were quantified across conditions, with complementary targeted analysis providing absolute quantification of 15 cytochrome P450 enzymes. The dataset, authored by Jasjot Singh and last updated in June 2026, serves as a reference for DMPK, toxicology, and nitrosamine activation studies.
A global proteomic profiling of rat and hamster liver S9 fractions under basal conditions and following induction with Aroclor 1254 or phenobarbital/β-naphthoflavone. More than 8500 proteins were quantified across conditions, with complementary targeted analysis providing absolute quantification of 15 cytochrome P450 enzymes. The dataset, created by Jasjot Singh and last updated in June 2026, serves as a reference for DMPK, toxicology, and nitrosamine activation studies.
Jasjot Singh's dataset provides global proteomic profiling of rat and hamster liver S9 fractions under basal and induced conditions, quantifying over 8500 proteins. The study integrates this global analysis with absolute quantification of 15 cytochrome P450 enzymes using stable isotope-labeled standards. The data was uploaded to figshare on 2026-06-02 and serves as a reference for DMPK, toxicology, and nitrosamine activation studies.
The Department of Transport and Planning provides monthly average patronage counts for metropolitan and regional train, bus, and tram services in Victoria. Data is broken down by day types (normal weekday, school holiday weekday, weekend) and individual days of the week, with patronage estimates derived from myki ticketing data and supplementary surveys. This information is updated monthly with a two-month lag.
Work Package 1 of the IDoService project contains interview and focus group data from people living with mild to moderate dementia, their families, and stakeholders. The data collection, led by Laura Orton, provides an overview of available social and leisure opportunities and access support in Greater Manchester. It serves as a basis for co-design workshops in the subsequent project phase.