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Reinforcement Learning

Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction

8,859 datasets

ONSPD User Guide: Postcode Directory Documentation

828 KB of documentation provides a user guide for the ONS Postcode Directory (ONSPD). The guide details directory content, data currency, methodology for assigning administrative areas to postcodes, and data quality limitations. It is available in PDF and ODT formats and is published by the UK's Office for National Statistics.

TextGeospatialAdministrative BoundariesUser GuideUnited KingdomPostcode Directory+1

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Reinforcement Learning

NSPL User Guide: UK Postcode Geographic Linkage

May 2022 is the referenced version of this user guide for the National Statistics Postcode Lookup (NSPL). The document provides detailed information on the methodology for assigning administrative and statistical areas to UK postcodes, including data currency, formats, quality, and limitations. It is published by the Government Digital Service and is available on multiple data platforms.

TextGeographic DataAdministrative BoundariesUser GuidePostcode LookupUnited Kingdom+1

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Reinforcement Learning

Catchment Scale Land Use of Australia: 50m Resolution National Map

A national raster dataset showing the single dominant land use across Australia as of December 2020, compiled at a 50-metre resolution. It was produced by the Australian Bureau of Agricultural and Resource Economics and Sciences (ABARES) by combining state and territory data under the Australian Collaborative Land Use and Management Program. The dataset uses the Australian Land Use and Management Classification version 8 and updates specific regions from a previous 2018 version.

Geospatial🇦🇺 AustraliaAgricultureLand Use+1

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Reinforcement Learning

Structure-Guided Designed [<sup>18</sup>F]-labeled FAPI for Enhanced Hydrophilicity: From

[18F]AlF-NOTA-GL01 is a fibroblast activation protein (FAP)-targeting radiopharmaceutical for PET imaging. The dataset, shared by Xingyu Mu on figshare in 2026, contains results from preclinical evaluation and a first-in-human study, including metrics like binding affinity, hydrophilicity, tumor uptake, and effective dose. The file is a 372-byte CSV.

TabularCSVFirst In Human StudyPet ImagingPreclinical DataHealthcareRadiopharmaceuticalFap Targeting+1

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Reinforcement Learning

East Antarctic Surface Sediment Data on Grainsize, Biogenic Silica, and Carbonate

472 sediment grainsize samples, 192 Folk classification samples, 255 calcium carbonate samples, and 304 biogenic silica samples were collected from the East Antarctic region south of 60°S between the 1950s and 2012. The Australian Ocean Data Network compiled this data to provide insight into seabed habitats for benthic communities. Sedimentary properties are overlain on bathymetry and geomorphic maps to illustrate habitat variations across the shelf, slope, and proposed Marine Protected Areas.

TabularGeospatialExcelBiogenic SilicaSediment GrainsizeAntarctic Benthic HabitatsCarbonate ContentGeospatial Analysis+1

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Reinforcement Learning

Vocal Rates of Sika Deer During Rut Season in Central Japan, 2021-2024

Hiroto Enari's dataset lists the vocal rates of alert barks, howls, and moans produced by sika deer during autumn months. The data was accumulated via passive acoustic monitoring in the Aizu and Asama regions of central Japan between 2021 and 2024. It includes weekly call frequencies and associated camera trap counts for deer, bears, and humans.

TabularAudioTime SeriesGeospatialCSVAnimal BehaviorBioacousticsWildlife MonitoringSika Deer+1

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Reinforcement Learning

Molecular Dynamics Simulation Data for Mg-Al Friction Stir Welding

Van-Thuc Nguyen created a dataset from molecular dynamics simulations investigating dissimilar Mg-Al friction stir welding. The data examines the effects of tool travel speed (500-2000 m/s), rotation speed, and pin geometry on atomic mixing, temperature zones up to 1000 K, and amorphous fractions up to 18.8%. The dataset was last updated on June 4, 2026.

TabularZIPSimulation DataMolecular DynamicsFriction Stir WeldingMaterials Science+1

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Reinforcement Learning

Essential Oil-Herbal Sachet Trial Data for Hemodialysis Patients, 2022-2023

Ye Lin published a dataset from a single-center randomized trial investigating a combined olfactory intervention for sleep quality and anxiety in maintenance hemodialysis patients. The trial recruited 88 eligible patients from Yongkang Hospital of Traditional Chinese Medicine between January 2022 and December 2023. Outcomes were assessed using the Pittsburgh Sleep Quality Index and Hospital Anxiety and Depression Scale-Anxiety subscale at five time points up to month 3.

TabularExcelAromatherapySleep QualityBenchmarkClinical TrialHemodialysisAnxiety+1

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Reinforcement Learning

GEOMAT: Continental Shelf Sediment Mobility Models for Australian Marine Planning

A 1997-1998 modelling project by AGSO, University of Tasmania, the Australian Bureau of Meteorology, and a Danish geodetic agency. It uses tidal and swell-wave models to predict sediment mobilisation on the Australian continental shelf. The work was conducted to support the National Ocean's Office regional marine planning process.

GeospatialAustralian ShelfOceanographyMarine PlanningGeological ModellingSediment Mobility+1

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Reinforcement Learning

Bicheno Region Urchin Barrens from AUV Imagery, 2011-2016

Tasmania's Bicheno region on the east coast contains a scored time-series of Autonomous Underwater Vehicle (AUV) images from surveys conducted between 2011 and 2016. The data, from the Australian Ocean Data Network, includes imagery from inside the Governor Island Marine Reserve and nearby outside sites, scored for the presence of Centrostephanus rodgersii urchin barrens. It also contains depth information and a rugosity measure for each image, used in a spatio-temporal analysis comparing barrens inside and outside the reserve.

TabularTime SeriesCSVAuv ImageryUrchin BarrensMarine EcologyTasmaniaComputer Vision+1

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Reinforcement Learning

Infectious Bronchitis Virus Lineage Dynamics in Vaccinated Broiler Farms Over 2 Years

Six commercial broiler farms were monitored over 2 consecutive years to evaluate how changes in vaccination strategy affect IBV lineage dynamics. The study used a sentinel-bird model, with non-vaccinated birds sampled for IBV detection, genotyping, and serology, resulting in an overall IBV detection rate of 65%. The dataset, authored by Ariel Eduardo Vagnozzi and last updated in June 2026, supports findings on lineage distribution shifts following vaccine strategy changes.

TabularViral Lineage DynamicsInfectious Bronchitis VirusPoultry VaccinationVeterinary EpidemiologySentinel Bird Model+1

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Reinforcement Learning

High Speed Internet Availability Across Canada in 2024

The Atlas of Canada High Speed Internet Network map illustrates the availability of high-speed internet across Canada in 2024. The map breaks service into four download speed tiers and includes an inset map and bar graph showing provincial access percentages and historical trends since 2018. It was produced by Natural Resources Canada in 2025 using data from the Canadian Radio-television and Telecommunications Commission.

Geospatial🇨🇦 CanadaTelecommunicationsInternet AccessInfrastructure+1

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Reinforcement Learning

Ontario Adult Correctional Institution Locations with Status and History

Ontario's Adult Provincial Correctional Institution Locations dataset provides information about provincial correctional facilities in Ontario, Canada. The data includes institution name, facility type, gender, region, address, geographic coordinates, operating status, and opening/closing years. It is published by the Government of Ontario and was last updated on 2026-05-27.

TabularGeospatialCSVExcelGovernment DataGeospatial LocationsOntario CanadaOntarioPublic SafetyCorrectional Facilities+1

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Reinforcement Learning

Determinants of Mental Health Distress Among Abu Dhabi Health Workers, March 2024

Emad Masuadi's dataset contains results from a March 2024 cross-sectional electronic survey of 383 healthcare workers in Abu Dhabi, United Arab Emirates. It assesses depression, anxiety, and stress using the DASS-21 scale and identifies associated factors via multivariable logistic regression. The data shows prevalence rates of 49% for depression, 45% for anxiety, and 46% for stress among the surveyed cohort.

TabularCross Sectional SurveyMental HealthHealthcare WorkersHealthcareUaeDass 21+1

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Reinforcement Learning

Structure-Guided Designed [<sup>18</sup>F]-labeled FAPI for Enhanced Hydrophilicity: From

797.7 KB of data supporting a first-in-human study of [18F]AlF-NOTA-GL01, a fibroblast activation protein (FAP)-targeting PET imaging agent. The dataset, uploaded by Xingyu Mu in May 2026, likely contains results from preclinical xenograft models and initial human trials, including metrics like radiochemical purity (>95%), binding affinity (IC50 = 2.94 nM), and tumor uptake (7.45 ± 2.34%ID/g at 60 min).

TabularZIPFirst In Human StudyPet ImagingCancer BiodistributionRadiochemistryHealthcareFibroblast Activation Protein+1

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Reinforcement Learning

Ivacaftor Anti-Inflammatory Effects in a Murine Acute Lung Injury Model

A 453.4 KB supplementary document details a preclinical study evaluating the anti-inflammatory effects of ivacaftor in mice. The research, authored by Xiaoxuan Han and last updated in June 2026, compares intraperitoneal versus intratracheal drug delivery in an LPS-induced lung injury model. Data includes measurements of immune cell infiltration, histological changes, and drug concentrations quantified via mass spectrometry.

TextMurine ModelPreclinical ResearchHealthcareDrug Repurposing+1

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Reinforcement Learning

Evaluation of a Multi-Agent Collaborative System for Operating Room Nursing

A 2026 study by Yifang Li evaluates the efficacy of an operating room intelligent collaborative management system. The system, designed with five position-mapped agents, was tested via simulated scenarios and a survey of 86 medical staff. It achieved success rates between 85.0% and 95.0% for various operational challenges.

TextBenchmarkNursingHealthcareClinical EvaluationOperating RoomMulti Agent SystemSynthetic+1

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Reinforcement Learning

Reach-to-Grasp Kinematic Recordings from Five Participants

Reach-to-Grasp data contains synchronized kinematic and object interaction recordings from five right-handed participants with a median age of 27 years. The dataset includes 192 grasping trials per participant, involving eight everyday objects and four spatial target locations. Data was collected by Jonas Schulz and last updated on 2026-05-28.

TabularTime SeriesZIPCSVTSVTextJSONMotor ControlHuman GraspingKinematicsSensor Data+1

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Reinforcement Learning

Housing Production Report: Connecticut Affordable Housing Projects

State-supported affordable housing projects in Connecticut, including units completed since 2019 or currently under construction. The dataset tracks funding from the Department of Housing and CHFA, categorizes units by income affordability levels, and details project costs and locations. Projects are filtered to include only those with key milestones occurring after January 1, 2019.

TabularCSVXMLJSONConnecticutGovernment FundingProject InventoryHousing DevelopmentAffordable Housing+1

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Reinforcement Learning

Ontario Correctional Institution Staffing Lockdowns by Facility and Year

Annual counts of full-day, institution-wide staffing-related lockdowns at adult correctional facilities in Ontario. The dataset is reported on a facility-by-facility basis and is published by the Government of Ontario. It was last updated on June 3, 2026.

TabularCSVExcelFacility DataOntarioStaffingCorrectionsLockdowns+1

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