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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
11,159 datasets
Adopted on 23 November 2010, this dataset details the Core Paths Plan for the Angus Council area in Scotland, established under the Land Reform (Scotland) Act 2003. The network forms a basic framework of paths across land and inland water, designed to provide access for walkers, cyclists, and horseriders of varying abilities. Paths range from surfaced routes suitable for all abilities to rough tracks, grass paths, and routes across open land.
The Keppel Islands in the southern Great Barrier Reef were monitored at 26 sites following successive climatic disturbances between 2006 and 2013 and after Cyclone Marcia in 2015. The dataset likely contains survey results quantifying coral cover and fish abundance declines, as well as data from a pilot-scale reef restoration experiment. It was contributed by the Australian Ocean Data Network and last updated in July 2026.
NESP Marine and Coastal Hub project 4.20 delivered science to support the implementation of a marine park management effectiveness system for Australian Marine Parks. The project produced updated national-scale spatial datasets on natural values, pressures, and cumulative impacts, along with monitoring protocols and assessment approaches. Outputs were created to support the 2028 National Australian Marine Parks management plan review and adaptive management.
Project 2.1.6 produced experimental analyses of concentration-response relationships for selected species under controlled conditions of sediments, turbidity, nutrients, light, salinity, and temperature. The project, conducted from 2016 to 2018, aimed to determine threshold exposure values and generate exposure maps for individual and cumulative stressors in the Great Barrier Reef World Heritage Area. Results were intended to inform spatial and temporal ecological risk assessments and management opportunities for coastal and inshore activities.
In March and April 2012, Geoscience Australia acquired seabed characterisation data to assess CO2 storage potential. The survey collected 653 km² of multibeam and backscatter data, 6.65 km² of side-scan sonar imagery, and 89 seabed grab samples from 43 stations. Data focuses on two areas of the Rottnest Shelf above the South Perth Shale seal and Gage Sandstone reservoir.
[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.
Digital boundaries of Candidate Noise Management Areas created for Scotland's Round 4 strategic noise mapping. The data was commissioned by Scottish Ministers to meet the requirements of the Environmental Noise (Scotland) Regulations 2006, as amended in 2018. It supports the development of noise action plans by identifying areas with relatively high concentrations of people highly annoyed by noise from roads and railways.
Fal and Helford Special Area of Conservation (SAC) in England is the focus of this 2015 marine survey. The dataset collates evidence on subtidal seagrass condition, following established methodologies for marine conservation zone verification and habitat assessment. It is part of a broader series of surveys covering various marine environments and features.
2014 survey data collates evidence from marine environments for conservation purposes. The survey likely contains intertidal sediment and benthic grab data gathered to specified standards for verifying Marine Conservation Zones and assessing Natura 2000 site features. Its cross-platform presence on UK and EU open data portals indicates its importance for environmental evidence.
Morecambe Bay Special Area of Conservation (SAC) in the UK was surveyed in 2014 using drop-video methods. The dataset collates evidence on subtidal cobble and boulder skear communities, likely supporting marine conservation zone verification and habitat condition assessments. Surveys were conducted to specified standards and established methodologies for environmental monitoring.
Natural England and JNCC conducted a 2012 collation of marine surveys to assess the condition of kelp forests and maerl beds within the Fal and Helford Special Area of Conservation. Survey purposes likely include verifying recommended Marine Conservation Zones and assessing features of Natura 2000 sites. All data collection followed specified standards and established marine survey methodologies.
48.9 million km² of seafloor surrounding the Australian mainland and island territories has been systematically mapped for 21 geomorphic feature types. The mapping, based on a 250 m resolution bathymetry model, identified 6,702 individual features, with reefs being the most numerous type. This dataset was produced by the Australian Ocean Data Network and provides a foundational geomorphic regionalization for inferring broad-scale seafloor habitats.
A 2011 collation of marine video surveys conducted by Natural England, Cefas, and Cornwall IFCA around the Isles of Scilly Special Area of Conservation. The dataset gathers evidence from various marine environments for purposes including Marine Conservation Zone verification and condition assessments of Natura 2000 sites. All surveys follow established methodologies and specified standards.
Flamborough Head Special Area of Conservation (SAC) in the UK contains a 2010 survey mapping intertidal reef biotopes. The data was collected as part of a broader collation of marine evidence for purposes including Marine Conservation Zone verification and condition assessments. Surveys follow specified standards and established methodologies.
The 2005 survey collates data from marine environments in the South Wight maritime Special Area of Conservation. Its purpose includes verifying recommended Marine Conservation Zones and assessing the condition of Natura 2000 site features. All surveys follow established methodologies and specified standards for data collection.
Government procurement card transactions published by the Food Standards Agency to support transparency. The data is released under the OGL-UK-3.0 license and was last updated on 2026-07-01. It likely contains records of purchases made using government-issued cards.
Catch data for marine specimens collected by Museums Victoria during the RV Investigator voyage IN2023_V05. The voyage, titled 'Untangling the causes of change over 25 years in the southeast marine ecosystem (SEA-MES Voyage 1)', took place between 27 June 2023 and 29 July 2023, departing from and returning to Hobart. Records include species identification, counts and/or weights, and are linked to sampling metadata such as station, location, depth, time, and gear type.
Time-lapse images from three cameras and differential GPS data collected from May 10 to June 10, 2018 in Finse, Norway. The dataset supports research on distributed snow depth using photogrammetry and includes Python scripts for processing point clouds. Data were collected by Simon Filhol, Alexis Perret, and Guillaume Sutter from the University of Oslo.
Scott R. Tiley from Carnegie Mellon University authored a report highlighting developments in program understanding from 1997 and outlining opportunities for 1998. The report uses a framework of three focus areas: investigating cognitive aspects, developing support mechanisms, and maturing the practice. It identifies new challenges such as leveraging the Web, black box understanding, and the Year 2000 problem.
A 2026 landscape and environmental impact evaluation for the proposed reconstruction of the Pacific Highway between Ross Lane and Bangalow in New South Wales. The report, published by the NSW Government, assesses the study area's characteristics and recommends a preferred route based on environmental constraints and opportunities. It describes strategies to integrate the road corridor with the surrounding landscape.