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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
8,861 datasets
Project outputs from the NESP Marine Biodiversity Hub aim to fill data gaps for marine spatial management across Australia's marine domain. The project includes reports evaluating phylodiversity, statistical methods for mixed-resolution data, connectivity models, and descriptions of deep-sea biological communities. It is managed by the Australian Ocean Data Network and was last updated in June 2026.
A figshare-hosted dataset by Sarnai Amartumur, last updated in June 2026, describing in vitro experiments on adult neural stem cells. The 902.3 KB PDF likely contains quantitative morphological and migration data comparing cells from the hippocampal subgranular zone and ventricular subventricular zone of the mouse brain. The research uses microfluidic and spheroid culture models to characterize niche-associated cellular behaviors and responses to amyloid-β exposure.
Placental SIRT1 expression data linked to senescence and iron dyshomeostasis in preeclampsia. The dataset, authored by Rong Hu and shared under CC-BY-4.0, was last updated on June 3, 2026. Its 5.0 MB size suggests a small-scale, focused collection of experimental results.
A spatial representation of Representative Aboriginal and Torres Strait Islander Body (RATSIB) areas, related to custodial statutory functions under the Native Title Act 1993. The dataset is provided by the Australian Ocean Data Network and was last updated on 2026-06-04. It likely contains geospatial boundaries for bodies that represent native title holders and consult with Aboriginal and Torres Strait Islander persons within specified areas.
Historical fur transaction records for Quebec cover 19 species, including beaver, muskrat, and coyote, from the 1917-1918 season to the present. The Government and Municipalities of Québec compiled this data, which is aggregated province-wide until 1983-1984 and then broken down by Fur Management Unit (UGAF). A 'data not validated' column flags records near species range limits, and outliers are moved to a designated UGAF 99.
Scheduled and past inspection appointments for public passenger vehicles licensed by the City of Chicago, including taxis, livery, and ambulances. The dataset tracks appointments with details on vehicle specifications, accessibility, company affiliation, and inspection outcomes. It is maintained by the City of Chicago's Business Affairs and Consumer Protection department.
15.6 KB of CSV and TXT files support a quantitative analysis of technical startups in Hong Kong. Yu Ki Ng created this dataset to compute network metrics like density, centrality, diameter, and modularity. The data was last updated on June 1, 2026.
NESP Marine Biodiversity Hub Project B2 outlines a framework for integrating data of varying quality into State of the Environment reporting. The project, associated with the Australian Ocean Data Network, did not generate data outputs but provides methodological protocols. It focuses on developing a unified approach for blending high-quality monitoring data, moderate-quality surveys, low-quality anecdotal information, and expert opinion.
472 sediment grain size samples and 304 biogenic silica samples provide a multi-decadal view of the Antarctic seabed. This compilation from Geoscience Australia incorporates data analyzed from the 1950s to 2012 for the region south of 60°S between 30-150°E. Sedimentary properties are mapped against bathymetry and geomorphic features to illustrate habitat variations for benthic communities.
28 Amur tiger individuals are represented by 100 processed biometric samples derived from infrared camera video segments. The dataset contains anonymized feature vectors and reconstructed stripe patterns, supporting findings from the associated OpenStripe framework paper. It was authored by Yincalos Peng and last updated on May 5, 2026.
A 2024 cross-sectional study of 3,905 Chinese adults undergoing health check-ups, authored by Ren Lin and published on figshare. It analyzes associations between body composition phenotypes—defined by relative muscle mass and the Chinese visceral adiposity index (CVAI)—and prediabetes outcomes like impaired fasting glucose and elevated HbA1c. The dataset compares the discriminatory performance of CVAI against BMI and waist-to-height ratio.
A 2024 cross-sectional study of 3,905 Chinese adults undergoing health check-ups analyzed the association between body composition phenotypes and prediabetes outcomes. The dataset, authored by Ren Lin and shared under a CC-BY-4.0 license, includes classifications based on the Chinese Visceral Adiposity Index and relative muscle mass. It was used to compare the discriminatory performance of CVAI against BMI and waist-to-height ratio.
135 Wiregrass LRLP samples with per-individual TSWV insertion genotype calls. The primary genotyping metric is the percentage of LRLP reads covering a specific 63.9 kb insertion region on chromosome 1. Kendall Lee authored this dataset, which was last updated on 2026-05-22.
RV Investigator voyage IN2023_V05 catch data contains specimen records collected by Museums Victoria between 27 June and 29 July 2023. The dataset includes species identification, counts or weights, and is linked to sampling metadata like station, location, depth, time, and gear type. These data from the Marine National Facility provide a baseline for assessing species composition, abundance, and distribution in the southeast Australian marine ecosystem.
A 70.8 KB PDF document by Leandro Acevedo, last updated on 2026-05-26. It describes a study evaluating ten native Hanseniaspora vineae yeast strains from Uruguayan vineyards for cider production, comparing them to a commercial Saccharomyces cerevisiae strain. The data likely contains chemical characterization results from GC–MS and HPLC analysis and sensory evaluation data.
Monthly China import value and quantity data for crustacean aquatic products (HS 0306) from 2013 to 2023. The dataset documents import growth and market concentration dynamics, including market shares, CR4/CR8, and HHI, and provides elasticity estimates from an origin-differentiated LA/AIDS model. It was authored by Haiqing Zhang and last updated in June 2026.
Geospatial data supporting Australia's marine protected area program by mapping the seabed and bioregions. The dataset integrates existing seabed bathymetry, fish diversity information, and other biophysical variables to create a Benthic Bioregionalisation dividing Australia's Exclusive Economic Zone into 41 bioregions. It was produced by Geoscience Australia and the Australian Ocean Data Network, with a last update recorded in 2026.
A 2026 publication by the International Seabed Geomorphology Mapping Working Group details a standardized framework for classifying marine and coastal landforms. The framework includes a glossary of over 400 terms across 11 classes and a process for mapping 40 bathymetric shapes. It is published by the Australian Ocean Data Network to support globally consistent seabed mapping.
5,400 volumes of evidence on private bills, relating to roads, railways, canals and other public works, form the basis of this index. The dataset lists names, occupations, and other information about people who gave evidence, extracted over a 10-15 year period in the 1980s-90s. It is provided by The National Archives under the OGL-UK-3.0 license.
Optus 4G Coverage 2024 is a geospatial dataset mapping predicted outdoor mobile coverage for TPG Telecom's 4G network across New South Wales. The data was sourced from the 2024 ACCC Mobile Infrastructure Report and converted from KML format. It was published by Spatial Services (DCS) on data.gov.au in March 2025.