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Reinforcement Learning Datasets | DataSalon

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Reinforcement Learning

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

10,010 datasets

IDOE/POLYMODE Atlantic Ocean Buoy Data

IDOE/POLYMODE collected physical and chemical oceanographic data from a moored buoy in the Atlantic Ocean from May 4 to December 18, 1975. The dataset includes measurements of pressure, conductivity, temperature, transmissivity, visibility, wind speed, dissolved oxygen, and salinity. It represents a specific observational campaign from the International Decade of Ocean Exploration.

TabularTime SeriesMoored BuoyOceanographyAtlantic OceanIdo PolymodeIdoe Polymode+1

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Reinforcement Learning

Sharmin et al., 2026: Supplementary Yeast Meiosis Data

Supplementary material for a 2026 research manuscript by Sabrina Sharmin, published on figshare. The 6.6 MB package includes a table, four figures, and one raw data file supporting conclusions on yeast meiosis. It is licensed under CC-BY-4.0.

ImageTabularZIPYeast2026YeastCrossover RecombinationRecombinationSynaptonemal ComplexZip1Zip3Meiosis+1

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Reinforcement Learning

Natural England Rocky Scar Condition Assessment Survey of the Solway Firth

2014 Natural England Phase II Rocky Scar Condition Assessment Survey of the Solway Firth SAC is a collation of surveys gathering evidence from marine environments. Survey purposes include Marine Conservation Zone verification, condition assessments, and surveys of Natura 2000 sites. Surveys are carried out to specified standards and follow established methodologies.

GeospatialHabitats and BiotopesConservation AssessmentMarine SurveyEnvironment+1

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Reinforcement Learning

Natural England Rocky Scar Condition Assessment Survey of the Solway Firth

2014 Natural England Phase I Rocky Scar Condition Assessment Survey of the Solway Firth SAC is a collation of surveys gathering evidence from marine environments. Survey purposes include Marine Conservation Zone verification, condition assessments of Natura 2000 sites, and Benthic grab surveys. All surveys are carried out to specified standards and follow established methodologies.

GeospatialCondition AssessmentHabitats and BiotopesConservationMarine SurveyEnvironment+1

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Reinforcement Learning

Alde, Ore and Butley Marine Sediment Survey for Conservation Verification

A 2014 marine survey collates data from various environments to gather evidence for conservation zones. The survey includes verification for recommended Marine Conservation Zones, condition assessments, and surveys of Natura 2000 site features. It was conducted by Natural England following established methodologies.

GeospatialHabitats and BiotopesConservationMarine SurveyEnvironmentSediment+1

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Reinforcement Learning

2011 Isles of Scilly Marine Video Survey for Conservation Assessment

2011 video survey data collected by Natural England and Cefas for marine conservation evidence. The survey collates data from various marine environments, including verification for Marine Conservation Zones and condition assessments of Natura 2000 sites. All surveys were conducted to specified standards and established methodologies.

VideoGeospatialHabitats and BiotopesConservationMarine SurveyEnvironment+1

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Reinforcement Learning

NE Morecambe Bay SAC Subtidal Cobble & Boulder Skear Communities Survey

2014 NE Morecambe Bay SAC Subtidal Cobble & Boulder Skear Communities Drop-Video Survey is a collation of surveys to gather data from marine environments. Survey purposes include Marine Conservation Zone verification, condition assessments, and surveys of Natura 2000 sites. Surveys are carried out to specified standards and methodologies.

GeospatialBenthic SurveyHabitats and BiotopesHabitats BiotopesEnvironmentMarine EnvironmentConservation Zones+1

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Reinforcement Learning

2013 Marine Surveys for Wash and North Norfolk Conservation Areas

Natural England collated surveys from marine environments to gather evidence for conservation zones. Survey purposes include Marine Conservation Zone verification, condition assessments, and Benthic grab surveys. All surveys were carried out to specified standards and established methodologies.

GeospatialEnvironmental SurveyHabitats and BiotopesHabitats BiotopesEnvironmentMarine EnvironmentConservation Zones+1

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Reinforcement Learning

Fal and Helford SAC Kelp Forest and Maerl Condition Assessment, 2012

2012 surveys collated by Natural England and JNCC to gather evidence from marine environments. The surveys include Marine Conservation Zone verification, condition assessments for Natura 2000 sites, and intertidal and benthic grab surveys. All surveys were carried out to specified standards and established methodologies.

TabularGeospatialBenthic SurveyHabitats and BiotopesConservation AssessmentHabitats BiotopesEnvironmentMarine Environment+1

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Reinforcement Learning

Tweed Estuary SAC Biotope Survey Data from 2013

Natural England conducted a 2013 survey of the Tweed Estuary Special Area of Conservation. The survey collates data from marine environments for purposes including Marine Conservation Zone verification and condition assessments. All surveys follow established methodologies and specified standards.

TabularGeospatialHabitats and BiotopesConservationMarine SurveyBenthicHabitats BiotopesEnvironment+1

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Reinforcement Learning

Flamborough Head SAC Biotope Mapping of Intertidal Reef

A 2010 survey collating data from marine environments to gather evidence for conservation purposes. The survey was conducted by Natural England, following established methodologies for condition assessments and verification of protected sites. It focuses on the Flamborough Head Special Area of Conservation.

GeospatialHabitats and BiotopesMarine EcologyConservationEnvironmentIntertidal Reef+1

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Reinforcement Learning

NE Solway Firth Marine Conservation Zone Drop-Video Survey

Drop-video survey data from marine environments in the Solway Firth and Allonby Bay, collected by Natural England in 2014-15. The survey gathers evidence for Marine Conservation Zone verification and condition assessments of Natura 2000 sites. It follows established methodologies and standards.

VideoGeospatialHabitats and BiotopesHabitats BiotopesEnvironmentMarine EnvironmentVideo SurveyConservation Zones+1

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Reinforcement Learning

2011 Isles of Scilly SAC Marine Survey Video and Evidence Data

2011 survey data collated from marine environments around the Isles of Scilly Special Area of Conservation. The survey was conducted by Natural England, Cefas, and Cornwall IFCA to gather evidence for Marine Conservation Zone verification, condition assessments, and features of Natura 2000 sites. Surveys follow established methodologies and specified standards.

VideoGeospatialBenthic SurveyHabitats and BiotopesInshore VideoHabitats BiotopesEnvironmentMarine EnvironmentConservation Zones+1

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Reinforcement Learning

2005 Littoral Cave Survey of the South Wight Maritime SAC

English Nature conducted a 2005 survey of littoral caves within the South Wight maritime Special Area of Conservation. This dataset is a collation of surveys gathering evidence from marine environments, including condition assessments and verification surveys for Marine Conservation Zones. Surveys were carried out to specified standards and established methodologies.

GeospatialHabitats and BiotopesSouth WightMarine SurveyLittoral CavesHabitats BiotopesEnvironment+1

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Reinforcement Learning

2014 Humber Estuary Intertidal Sediment Survey Data

A 2014 survey collates data from marine environments for evidence gathering. The survey was conducted by Natural England to specified standards and established methodologies. Its purposes include verifying Marine Conservation Zones and assessing features of Natura 2000 sites.

GeospatialHabitats and BiotopesConservationMarine SurveyHabitats BiotopesEnvironmentIntertidal Sediment+1

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Reinforcement Learning

2012 Baseline Survey of Submerged Sea Caves in Lyme Bay and Torbay

A collation of marine surveys conducted in 2012 to gather data and evidence from a variety of marine environments in Lyme Bay and Torbay. The surveys were carried out by Natural England to specified standards and follow established methodologies. The data supports assessments for Marine Conservation Zones and Natura 2000 sites.

GeospatialHabitats and BiotopesSea CavesBenchmarkHabitats BiotopesEnvironmentMarine EnvironmentCoastal Survey+1

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Reinforcement Learning

Dee Estuary Marine Habitat Condition Assessment Surveys, 2015

Natural England conducted a 2015 condition assessment of the Dee Estuary Special Area of Conservation. The dataset likely contains collated survey data from marine environments, including benthic grabs and intertidal surveys, following established methodologies. Survey purposes included verifying recommended Marine Conservation Zones and assessing features of Natura 2000 sites.

GeospatialHabitats and BiotopesConservation AssessmentDee EstuaryMarine SurveyHabitats BiotopesEnvironment+1

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Reinforcement Learning

2014 Fleet Lagoon SAC Monitoring Survey: Marine Conservation Data

Natural England conducted a 2014 monitoring survey of the Fleet Lagoon Special Area of Conservation. The survey collates data from a variety of marine environments, including intertidal and benthic grab surveys, for purposes such as Marine Conservation Zone verification and condition assessments. All surveys were carried out to specified standards and established methodologies.

TabularGeospatialEnvironmental monitoringHabitats and BiotopesHabitats BiotopesEnvironmentMarine EnvironmentConservation Zones+1

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Reinforcement Learning

2009 Plymouth Sound Seagrass Diving Survey for Marine Conservation

A 2009 diving survey of seagrass beds within the Plymouth Sound and Estuaries Special Area of Conservation (SAC). The data was collated by Natural England following established marine survey methodologies to gather evidence from a variety of marine environments. The survey contributes to assessments for Marine Conservation Zones and Natura 2000 sites.

TabularAudioGeospatialSeagrassHabitats and BiotopesConservationHabitats BiotopesEnvironmentMarine Biology+1

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Reinforcement Learning

LIBERO Fastwam: Preprocessed Robot Learning Demonstrations for World Action Models

LIBERO MuJoCo 3.3.2 preprocessed robot demonstrations released by author yuanty in March 2026. This processed dataset supports training and evaluation for the Fast-WAM research project on world action models. It is distributed as four .tar.gz archives on Hugging Face.

MultimodalRobot LearningBenchmarkWorld Action ModelsPreprocessedMujoco+1

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