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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
11,232 datasets
Supporting data for the publication "Towards reliable three-electrode cells for lithium–sulfur batteries" contains raw electrochemical measurements and R analysis scripts. The dataset originates from research at Uppsala University, focusing on a novel three-electrode cell format designed for the complex lithium-sulfur chemistry. It provides experimental data intended to aid understanding of electrochemical processes in this battery system.
Maple worksheets and library files support the paper by Matthew England et al. from the University of Bath. The dataset includes examples solved using Qepcad-B and multiple CAD implementations in Maple, such as ProjectionCAD and RegularChains. It provides a direct comparison of sign-invariant CAD and CAD using single or multiple equational constraints.
University of Bath researchers provide supporting files for the paper "Truth table invariant cylindrical algebraic decomposition." The dataset includes Maple worksheets, library files, and Qepcad-B directories for worked examples and experimental results. It contains the example set used for experiments summarized in the paper's tables.
A dataset analyzing the relationship between ministry types and the profiles of political appointees in Brazil's federal bureaucracy from 1999 to 2016. The data was created by Mariana Batista using cluster analysis to classify ministries into four objective types: coordination, redistribution, regulation, and distribution. It examines how presidents choose between professionalizing the bureaucracy or appointing partisans based on ministry type.
Hamdi Taşlı conducted a study assessing nasal side effects in patients with severe acne undergoing oral isotretinoin therapy. The research involved 54 subjects evaluated with subjective questionnaires (NOSE and VAS) and objective tests (rhinomanometry and saccharine) at admission and during treatment. Results indicate that nasal complaints like dryness, crusting, and epistaxis increased significantly over the three-month therapy period.
October to December 2009 data from the second mission of the HIAPER Pole-to-Pole Observations (HIPPO) study. The dataset merges 1-second aircraft state parameters with meteorological, atmospheric chemistry, and aerosol measurements from multiple investigator teams. It was reprocessed by the NCAR/EOL Research Aviation Facility using upgraded algorithms.
Supporting materials for a 2023 planetary science study by Jérémy Brossier include shapefiles for 313 clay outcrops mapped using CRISM hyperspectral cubes and morphological units from CTX/HiRISE images. The repository also contains a text file with denoised, smoothed, and normalized reflectance spectra for the clay-bearing outcrops. All primary imagery and altimetry datasets are hosted separately on the NASA PDS server.
101 populations of the shrub Dodonaea viscosa subsp. angustissima were sampled across a ~1,000 km north-south latitudinal sequence. Traits measured include leaf area and specific leaf area, along with climatic variables from collection sites. The data is hosted by the Terrestrial Ecosystem Research Network's Data Discovery platform.
A methodology study by FÁBIO ANDERSON BATISTA DOS SANTOS developed a Geographic Information System to support managing obstacles in the Visual Segment Surface at airports. The case study focuses on Campo de Marte Airport in São Paulo, where obstacles can derail instrument approach procedures. The study used GIS desktop and WEBGIS tools for spatial analysis and querying based on analytical geometry.
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.
Supporting datafile DF1.csv provides all experimental data associated with a research paper on matrix gas flow through 'impermeable' rocks. The dataset is accompanied by a compressed archive of Matlab scripts for finite element simulation and permeability data processing. The data was authored by E. H. Rutter from the University of Manchester and is shared under an Open Access license.
Six Illinois agencies participated in a field test of the Elder Abuse Decision Support System (EADSS). The system was designed by Kendon J. Conrad of Cornell University to improve assessment and substantiation of elder mistreatment using a web-based platform with standardized measures. One-year pre/post analyses assessed substantiation results and caseworker acceptability.
Mass spectrometry files support the research article 'Chemical Imaging Reveals Diverse Functions of Tricarboxylic Acid Metabolites in Root Growth and Development'. The dataset includes higher and lower resolution DESI-MSI files for maize root sections, ESI-MS/MS data for bulk root extract, and HPLC-MS/MS data for roots treated with TCA metabolites. It was authored by Tao Zhang and published in Nature Communications in 2023.
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.
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.
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.
A study by Young Ki Park explores the role of information technologies in enabling organizational agility and competitive performance within turbulent environments. The research employs two complementary theoretical approaches, set-theoretic configurational analysis and variance theory, to examine digital ecodynamics. Findings suggest IT-enabled agility is critical for innovation leadership and firm performance, particularly in hyperturbulent conditions.
Supplementary material for a study submitted to The Cryosphere by researchers from Utrecht University. The collection consists of animated GIFs visualizing outputs from 3D turbulence-resolving simulations of a debris-covered glacier. The videos depict variables such as specific moisture, potential temperature, wind speed, and conductive heat flux at an ice cliff and along vertical cross-sections.
Source data underpins a neuroscience publication reporting recovery of trunk and leg motor functions within one day after chronic complete paralysis. The data was produced by researcher Grégoire Courtine at the École Polytechnique Fédérale de Lausanne. Its exact size, format, and structure are unspecified in the available metadata.
A skills framework designed to monitor capability growth among staff in the GCRF African SWIFT project. The framework, authored by Douglas J. Parker of the University of Leeds, is intended for participants to record skill levels and plan personal development. Data is anonymized and used to track project progress.