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Text classification, translation, QA, summarization, dialogue, sentiment analysis, language modeling, text corpora
44,558 datasets
Geospatial seabed morphology and geomorphology maps for Flinders Reefs and Cairns Seamount within the Coral Sea Marine Park. The data product was created using a nationally consistent two-part classification system applied to bathymetry DEMs supplemented by backscatter intensity, seabed imagery, sediment samples, and sub-bottom profiles. The maps are intended for use by marine park managers, regulators, the general public, and other stakeholders.
Seabed morphology and geomorphology maps for a subset area of Zeehan Marine Park in south-eastern Australia. The maps were derived from a 2-meter resolution bathymetry DEM compiled from a multibeam survey undertaken for Parks Australia by the University of Tasmania. A nationally consistent classification scheme and semi-automated GIS tools were used to map and classify key seabed features.
2006-2007 high-resolution 2D seismic, gravity, magnetic, and multibeam bathymetry data were acquired over the Capel and Faust basins offshore eastern Australia. Synthesized data contributed to 2D and 3D geological models, improving understanding of basin architecture, tectonic reactivation, and potential fluid migration pathways from the Cretaceous to early Cenozoic. Analysis also supports future marine bioregional planning for the northern Lord Howe Rise.
Australia is covered by two geophysical maps at a scale of 1:25 million: a Free-air Anomaly Map and a Gravity Map showing Bouguer anomalies on land and free-air anomalies at sea. The maps were prepared from the same data bank as the 1:5 million 1976 Gravity Map of Australia, with additional marine observations from the 'Gulf Rex' vessel. They were drawn by P. Moffat and A.J. Maxwell of the BMR Geophysical Drawing Office and printed by the Division of National Mapping.
1.7 million square kilometers of Australia's Great Artesian Basin, underlying arid regions across four states and territories. The dataset from Geoscience Australia describes a multi-layered confined aquifer system up to 3000 meters thick, with historical data on approximately 4700 flowing artesian wells drilled since the 1880s. It includes hydrogeological parameters like transmissivity, hydraulic gradients, and water levels, with a last update recorded for April 2026.
Objects Public Space is a dataset from the Municipality of Amsterdam, aggregated by the Dutch Ministry of the Interior and Kingdom Relations. It contains geospatial data on trees and civil structures like quays and retaining walls managed by the city. The data is being updated in a project running through 2023 and 2024, with the online version representing a snapshot of this process.
A Dutch geospatial dataset from 2019 assessing the vulnerability of buildings and objects to flooding from primary and regional water system breaches. The dataset classifies vulnerability based on the calculated water depth against a building's facade, derived from comparing maximum flood water depth maps with floor levels from elevation data (AHN2/AHN3). It was produced by the Ministry of the Interior and Kingdom Relations and is licensed under CC-PDM-1.0.
Marine invertebrate macrofauna from the upper Blenheim Subgroup and Kulnura Marine Tongue in eastern Australia. The fauna is assigned to 12 genera and 13 species, with one new genus and one new species recognized. It describes three biostratigraphic zones and correlates formations across the Bowen and Sydney Basins, concluding the fauna is likely post-Kungurian but not younger than Kazanian.
Xinyao Xie's computational study, published on figshare in April 2026, provides a detailed kinetic model for the formation of C1āC3 aldehydes from cellulose-based anhydroglucose during pyrolysis. The model, developed using density functional theory and transition state theory, includes predicted activation barriers for pathways leading to formaldehyde, acetaldehyde, glyoxal, and methylglyoxal. The 21.7 KB dataset contains text files with the model and analysis.
Density functional theory and transition state theory calculations elucidate the elementary reaction pathways for hazardous C1-C3 aldehyde formation from cellulose-based anhydroglucose during pyrolysis. The study provides rate-limiting activation barriers for formaldehyde (205.2 kJ/mol), acetaldehyde (195.9 kJ/mol), glyoxal (189.8 kJ/mol), and methylglyoxal (177.2 kJ/mol). Authored by Xinyao Xie and uploaded to figshare in April 2026, the 3.2 KB text file contains the detailed kinetic model.
A 2019 geospatial dataset from the Dutch Ministry of the Interior and Kingdom Relations assessing the vulnerability of buildings to soil subsidence. It classifies vulnerability based on soil settlement sensitivity and building age as a proxy for foundation type. The data is available in multiple formats including WFS and WMS for mapping services.
Vaarweg - Riverside sections is a geospatial dataset from the Dutch Ministry of the Interior and Kingdom Relations. It contains map layers detailing the axis, minimum widths, and infrastructural elements of fairways along waterways. The data was created by calculating and manually adjusting center lines in ArcGIS, then buffering for widths and adding nautical functions and topography.
South-western Victoria and south-eastern South Australia, specifically the Portland-Nelson-Mt Gambier area, are covered by this geological compilation. The report, from Geoscience Australia Data, provides an overview of general geology, history, stratigraphy, and topography, compiled from literature and bore records. It includes a geological sketch map and tabulated data, with a last update recorded as 2026-04-30.
Geoscience Australia Data provides a regional analysis of the free-air and Bouguer gravity anomaly fields offshore Australia. The data is divided into about fifty provinces characterized by uniformity of trend, anomaly level, or degree of disturbance. This dataset discusses these provinces in relation to structural and bathymetric features, crustal thickness variations, and isostatic equilibrium.
The Surat Basin in southeastern Queensland and northeastern New South Wales is the focus of this palynological study of Aptian to mid-Albian sediments. It documents 38 genera and 72 species of spores, 18 genera and 21 species of pollen grains, and 35 genera and 60 species of dinoflagellates, including 13 newly proposed species. The work was published by Geoscience Australia and last updated in April 2026.
Hexagonal grid data for the Netherlands assesses barriers to wind energy development. Each hexagon is evaluated for the presence and strictness of obstacles, categorized under regimes from 'No obstacles' to 'No'. The data likely contains geospatial attributes detailing specific barriers per hexagon, provided by the Dutch Ministry of the Interior and Kingdom Relations.
Energy from surface water (EOW) data from the Dutch Ministry of the Interior and Kingdom Relations describes the economically recoverable potential of thermal energy from watercourses and puddles. The dataset maps suitability classes for integrating this energy with Heat and Cold Storage Systems (WKO) within a 100-meter radius of water bodies. It is provided in PNG and WMS formats under a CC0-1.0 license.
A geological report covering the Bremer Basin, an offshore area of 9000 km2 in water depths of 200-3000 m. The dataset, published by Geoscience Australia, describes the basin's structure, inferred sedimentary history from the Late Jurassic to Tertiary, and potential hydrocarbon trapping mechanisms based on seismic data. The hydrocarbon potential is currently unknown but is inferred by analogy with a neighboring sub-basin.
Southwest Australia's offshore margin is covered by integrated gravity and magnetic data from over 150 marine surveys since 1960, including about 26,000 line km from new surveys GA-310 and GA-2476. Geoscience Australia processed and levelled this data to minimize cross-over errors for regional geological interpretation. The dataset supports analysis of basin structure and petroleum prospectivity.
SearchSwarm-SFT is a supervised fine-tuning dataset designed to instill delegation intelligence into agentic Large Language Models for long-horizon deep research. It contains high-quality, harness-guided trajectories where a main agent learns to decompose tasks, delegate subtasks, and integrate citation-grounded reports. The dataset was created by SearchSwarm and last updated on Hugging Face in June 2026.