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Text classification, translation, QA, summarization, dialogue, sentiment analysis, language modeling, text corpora
49,416 datasets
Beagle Marine Park in south-eastern Australia contains geospatial seabed morphology and geomorphology data. The dataset was created using a two-step classification system applied to bathymetry digital elevation models at 30 m and 1 m resolutions, supplemented by backscatter and seabed imagery. It is published by the Australian Ocean Data Network and was last updated in June 2026.
Long-term monitoring data documents trends in coral reef communities of the Great Barrier Reef. The Australian Institute of Marine Science Long-Term Monitoring Program resurveyed 47 'core' reefs since 1992, with intensive surveys conducted in 2012-13 and 2014-15. Outcomes include updates on coral, fish, and crown-of-thorns starfish populations, and reports on reef recovery from cyclones and outbreaks.
The Australian Ocean Data Network hosts a study investigating early Palaeozoic Bryozoa in Australia. The work examines skeletal structure development and species distribution across stratigraphic successions, focusing on areas in central-western New South Wales and the Fitzroy Basin. Many described samples are isolated occurrences yielding two or three species.
Project 2.1.10 aims to reduce sediment supply from large alluvial gullies, the largest single source of suspended sediment loads into the Great Barrier Reef. The project developed partnerships with mining companies Glencore and Q Coal to adapt mine site rehabilitation techniques for gully rehabilitation in the Bowen Catchment. Data was aggregated by the Australian Ocean Data Network and last updated on 2026-07-10.
The Reef Rescue Marine Monitoring Program identified seagrass meadows in the Great Barrier Reef are in decline. This project from 2011-2013 quantified seagrass exposure to flood plumes using True Colour Remote sensing and measured biological responses to light, nutrients, and salinity via aquaria experiments. Results aimed to define water quality impact thresholds for seagrass protection guidelines.
Geoscience Australia provides geospatial seabed morphology and geomorphology maps for the Flinders Reefs and Cairns Seamount within the Coral Sea Marine Park. The data product was created using a two-part classification system applied to bathymetry digital elevation models derived from multibeam, LADS, LiDAR, and hydrographic surveys. The maps are intended for use by marine park managers, regulators, and the general public.
Two 3-month cruises in late 1967 and 1968 by the Bureau of Mineral Resources surveyed the northwest Australian continental shelf. The reconnaissance covered 1200 km from Barrow Island to beyond Scott Reef, aiming to describe shelf and upper slope sediments and map their distribution. Results incorporate seismic profiles, echograms, hydrographic soundings, and sea-bed sediment notations, with offshore structural descriptions based on petroleum exploration work up to 1971.
Seabed morphology and geomorphology maps for a subset of Zeehan Marine Park in south-eastern Australia. The data product was derived from a 2-meter resolution bathymetry DEM compiled from a multibeam survey by the University of Tasmania for Parks Australia. Mapping used semi-automated GIS tools and a nationally consistent classification scheme, with interpretations informed by backscatter intensity and seabed imagery.
NERP TE Project 9.1 produced dynamic vulnerability maps and a decision support system for the Great Barrier Reef Marine Park from 2011 to 2014. The project, led by the Australian Institute of Marine Science (AIMS), integrated physical, chemical, and biological data layers to assess reef resilience under environmental change scenarios. Outputs include vulnerability maps and a spatial planning tool for reef managers.
Geoscape Administrative Boundaries is Australia's national collection of government, statistical, and electoral boundaries. It comprises seven products including Localities, Local Government Areas, Wards, ABS Boundaries, Electoral Boundaries, State Boundaries, and Town Points, built and maintained by Geoscape Australia using authoritative government data. Updated versions are published quarterly, with coordinates available in both GDA94 and GDA2020 datums.
A baseline survey of mangrove and freshwater wetland habitats in the Torres Strait from 2011 to 2014, conducted by scientists in partnership with Traditional Owners. The project combined aerial imagery and on-ground surveys to document species presence and assess condition. This data enables planning for adaptation to potential sea level rise and increased storm surge.
A single polygon shapefile defining a speculative Crown-of-Thorns Starfish (COTS) primary outbreak zone on Australia's Great Barrier Reef. The polygon, created by the Australian Institute of Marine Science (AIMS) for the Accelerated Partnership, spans from Green Island to north of Lizard Island. It was drawn in ArcMap based on reef coverage and historical outbreak data from 1996-2000.
Six novel species of the red algae genus Ethelia are described from subtropical and tropical ocean basins. The dataset, provided by Parks Australia, includes genetic sequence data (COI-5P, LSU rDNA, rbcL) and morphological characteristics used to define a new family, Etheliaceae. This record was made available following the decommissioning of the Australian Marine Parks Science Atlas.
The Government of Alberta's fiscal plan forecasts tax revenue, disaggregating collections by specific tax type and applicable rates. For instance, fuel tax revenue is broken down by fuel type, such as gasoline, diesel, propane, aviation fuel, and railway. The data also includes estimates of revenue generated per unit of tax, like the $92.6 million collected per one cent of fuel tax on gasoline and diesel in 2012-13.
Particle-in-Cell simulations of Langmuir probes in magnetized plasma, as described in the paper 'Spherical Langmuir probes in magnetized plasma. A model based on Particle-in-Cell simulations'. The dataset was created by Steffen M. Brask of the University of Oslo and contains simulation results for plasma parameters representative of the lower E-region ionosphere.
Particle-in-cell simulation data for Langmuir probe currents under electron-neutral collisions in the lower E-region ionosphere. Steffen M. Brask from the University of Oslo created this dataset to accompany a research paper on collision effects. Each simulation file contains probe current, particle energies, and electric potential data sampled at 2 GHz.
Six CTD deployments collected between March 26 and April 14, 2025, during the IMOS Southern Ocean Time Series voyage. Data were acquired using a Sea-Bird SBE911 CTD unit and processed with automated quality control by CSIRO's National Collections and Marine Infrastructure Information and Data Centre. The final conductivity calibration achieved a standard deviation of 0.001185 PSU, meeting the target of better than 0.002 PSU.
The Hair Phenotyping Methods Project dataset contains simulated and real images of hair fibers used in the paper 'High-throughput phenotyping methods for quantifying hair fiber morphology'. The data was collected by the Shriver Lab at Pennsylvania State University from 192 hair samples and includes cross-sectional micrographs and longitudinal curvature images. The dataset is designed for use with the fibermorph Python package.
Michael J. Munje of the Jet Propulsion Laboratory compiled 6,829 cropped orbital images from the Context Camera (CTX) on the Mars Reconnaissance Orbiter. The dataset contains 6,156 training images and 673 validation images, each a 300x300 pixel (1.8 x 1.8 km) crop, labeled for fresh impact craters versus random background terrain. Training images include five augmented versions per original, generated via flips, rotations, adjustments, and blurring.
472 participants completed a self-applied online instrument developed and validated in São Paulo between January and November 2020. The Primary Health Care Home Cooking Skills Scale is a 29-item psychometric tool designed to measure the home cooking skills of health professionals. It was validated using expert judgment via the Delphi technique and exploratory factor analysis, showing adequate composite reliability and a four-domain structure explaining 64.1% of variance.