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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
8,861 datasets
Australia's Seabed Map 2023 provides a three-dimensional picture of the seafloor across a vast area from 92°E to 172°E and 8°S to 60°S, including areas adjacent to the Australian continent, Tasmania, and several island territories. The map is based on the AusBathyTopo 250m grid, compiled from 1582 individual surveys using multibeam echosounders, LiDAR, satellite data, and other sources, representing decades of data collection and collaboration. It was produced by the Australian Ocean Data Network and represents a significant improvement over the 2009 revision.
Bradley E. Howell provides 1.2 GB of data and code supporting a study on predation and behavioral phenotypes. The repository includes individual-level trait data, metabolic rate measurements, movement and home-range metrics, habitat-use estimates, trophic position data, growth measurements, and predation outcomes. All scripts required to reproduce the statistical analyses and figures are included.
Parallel greenhouse experiments examine how arbuscular mycorrhizal fungi and plant growth-promoting rhizobacteria modulate the resistance of native plant communities to invasion by Bidens pilosa. The dataset, 105.8 KB in size, was authored by Lingna Xu and last updated in June 2026. It demonstrates that the functional identity of soil mutualists can fundamentally reshape diversity-invasion relationships.
Mélanie Daligault created a mapping of 430 Anatomical Therapeutic Chemical (ATC) and ATCvet codes for systemic antibacterials, published on figshare in May 2026. The mapping identifies 59.3% strict equivalence between the human and veterinary classification systems and covers 371 unique antibiotic substances. This structured framework is intended to support cross-sector analyses of antimicrobial resistance by bridging human and veterinary data sources.
From 29 January to 24 March 2021, the RV Investigator voyage IN2021_V01 collected 3D positioning data of individual Antarctic krill. The data were obtained using an array of 10 GoPro Hero-8 cameras deployed into krill swarms to study individual behavior. The primary goal was to support estimates of krill biomass for updating catch limits in CCAMLR's Division 58.4.2-East.
Rapid response aerial imagery captured by Spatial Services to support emergency management during and after the March 2021 floods in New South Wales, Australia. The dataset includes orthorectified mosaics in both Standard Colour (RGB) and False Colour (NRG) formats, with ground sample distances ranging from 10cm to 36cm for specific areas like Forbes and Condobolin. It was published on 18/11/2021 and serves as a visible record of the landscape for comparative analysis over time.
A research document describing a study on the combined effects of Lingzhi Huang capsules and Zeng Jian Health Tonic on skin wound healing. The 31.6 KB DOCX file details in vitro and in vivo experiments, including LC-MS/MS analysis, histopathology, and protein array profiling. The work was authored by Li Liu and last updated on June 2, 2026.
A supplementary document from a study investigating the effects of Lingzhi Huang capsules and Zeng Jian Health Tonic on skin wound healing. The 18.1 MB DOCX file contains results from in vivo mouse models and in vitro HUVEC cell experiments, authored by Li Liu and last updated in June 2026. The study uses LC-MS/MS, histopathology, and protein array analysis to explore mechanisms involving BMP5 and ferroptosis.
Li Liu authored a research document on figshare, last updated June 2, 2026, describing a study on traditional Chinese medicinal formulations. The document details the effects of Lingzhi Huang capsules and Zeng Jian Health Tonic, individually and combined, on accelerating skin wound healing in a mouse model. It includes results from LC-MS/MS chemical analysis, histopathology, immunofluorescence, Western blotting, protein arrays, and in vitro experiments with human umbilical vein endothelial cells.
Annual station entry estimates for Victorian regional train stations, rounded to the nearest 50. The data is provided by the Department of Transport and Planning and was last updated in May 2026. Patronage estimates are derived from myki ticketing data and manual conductor counts, with adjustments for transaction rates.
From 1970 to 2005, this dataset provides measures of export revenue instability for 134 developed and developing countries. It illustrates the calculation and utility of indicators based on asymmetry and kurtosis, which complement traditional volatility measures like standard deviation. The data supports analysis of the prevalence of positive or negative shocks and the probability of extreme economic events.
Victoria C. Williams-Ward's dataset on figshare contains experimental data on zebrafish with Yap1 gene mutations, investigating their role in vertebral development and kyphoscoliosis. The dataset is 146.7 KB in size and was last updated on May 28, 2026. It is shared under a CC-BY-4.0 license.
472 observations from a study evaluating a behavioral change communication module's effect on dysmenorrhea. The dataset includes propensity score matching results, sensitivity analyses, and covariates, shared under a CC-BY-4.0 license by Liton Chandra Sen in May 2026. It contains multiple tables and supplementary files detailing the study's logic model, questionnaires, and statistical methods.
39.1 MB of proteomic data from a study investigating host-pathogen interactions during Burkholderia cenocepacia infection of macrophages. The dataset, authored by Michael G. Bacus and last updated in May 2026, was generated using an antibody-mediated opsonization technique to improve infection uniformity for dual proteomic analysis. It assesses the impact of the bacterial type 6 secretion system and its effector TecA at 3 and 24 hours post-infection.
Michael G. Bacus published a proteomics dataset on figshare in 2026. The data likely contains protein expression changes in both host macrophages and internalized Burkholderia cenocepacia bacteria at 3 and 24 hours post-infection. The dataset is 15.5 KB and is provided in an XLSX file format.
39.1 MB of proteomic data from a study investigating host-pathogen interactions during Burkholderia cenocepacia infection of macrophages. The dataset, authored by Michael G. Bacus and last updated in May 2026, was generated using an antibody-mediated opsonization technique to improve infection uniformity for dual proteomic analysis. It assesses the impact of the bacterial type 6 secretion system and its effector TecA at 3 and 24 hours post-infection.
A 19.1 MB proteomics dataset from figshare, last updated on 2026-05-28. The data was generated by Michael G. Bacus to study host and bacterial protein changes during macrophage infection by the opportunistic pathogen Burkholderia cenocepacia. The work demonstrates a method using antibody-mediated opsonization to improve infection efficiency for dual proteomic analysis.
195 culinary SMEs in Indonesia were surveyed to examine the interplay between paradoxical leadership, entrepreneurial ambidexterity, and sustainable performance. The dataset was collected by Muhammad Iqbal Nurfauzan and last updated on 2026-05-29. It is used for a quantitative study applying partial least squares structural equation modeling (PLS-SEM).
A weekly-updated dataset provides strata plan and scheme details for registered land titles in New South Wales. The data combines Land Parcel and Property, Administrative Boundaries, and Geocoded Addressing themes. Spatial Services (DCS) maintains this live dataset, which is updated weekly.
532 questionnaire responses from adult recreational sport participants measuring perceived autonomy support, exercise self-efficacy, motivation, engagement, concentration, and subjective performance evaluation. The dataset was created by Jingchao Tian and published on figshare under a CC-BY-4.0 license. The file was last updated on 2026-05-19.