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Mathematical datasets, statistical benchmarks, probability, optimization, operations research
2,446 datasets
A research paper from figshare, authored by Yuhan Piao and last updated in May 2026, compares two multi-objective optimization algorithms for building design. The study uses a typical brick residence in Suibin County, Heilongjiang Province, China, as a case study to address challenges of high energy consumption, poor thermal comfort, and insufficient daylighting in severe cold regions. The 3.3 MB document provides methodological guidance for matching algorithmic tools to green design scenarios.
A 30-year timeseries of storm observations from the eastern and southern coast of Australia, focusing on clustered events. The data includes multivariate statistics like maximum significant wave height, wave period, direction, duration, and storm surge. This dataset was produced by Geoscience Australia as part of the Bushfire and Natural Hazards CRC Project and was last updated in April 2026.
Triplicate experimental data characterizes folate-conjugated liposomes for drug delivery. The description includes hydrodynamic size distribution, zeta potential, size stability, and in vitro drug release profiles for rifampicin-loaded liposomes. Aaron Benjamin published this dataset on figshare under a CC-BY-4.0 license, last updated in June 2026.
Experimental oxygen vacancy concentrations from TGA for three low-entropy and eleven high-entropy perovskite oxides. The dataset includes vacancy energies calculated for every oxide site in a supercell and the corresponding relaxed and initial atomic structures. Author Xiaolin Zheng published the data under a CC-BY-4.0 license on figshare.
Panel data from 284 Chinese cities from 2011 to 2022, used to analyze the effect of new urbanization on the quantity and quality of urban green innovation. The dataset contains statistical results from two-way fixed-effects and multivariate moderation models, authored by Liang Fang and shared under a CC-BY-4.0 license. The data was last updated on 2026-05-19.
57 randomized controlled trials involving 6,005 patients were analyzed in this Bayesian network meta-analysis comparing Chinese botanical drug decoctions for migraine. The study, authored by Fan Zhang and uploaded to figshare in 2026, includes results from a systematic review of seven databases up to October 2025. It ranks interventions like Sanpian Decoction and Tongqiao Huoxue Decoction based on efficacy and safety outcomes.
Fan Zhang published a meta-analysis dataset on 2026-05-01. It aggregates results from 57 randomized controlled trials involving 6,005 patients. The data compares the efficacy and safety of different Chinese botanical drug decoctions for migraine treatment.
Statistical results from evaluating a lightweight YOLOv11-based detection network for rooftop photovoltaic panels using a specialized UAV dataset. The dataset, authored by Jiajun Zhu and last updated in May 2026, contains performance metrics from the model's experimental validation. It is a small dataset, 5.5 KB in size, stored in an XLS file.
Aini Syahida Mat Yassim published longitudinal proteome-wide autoantibody data from 30 healthy adults receiving a heterologous CoronaVac–BNT162b2 COVID-19 vaccination regimen. Paired serum samples collected pre-vaccination and 26 weeks post-booster were analyzed using a protein microarray measuring IgG reactivity against 1,610 human antigens. The dataset includes high-confidence measurements for 534 autoantigens and provides evidence for the immunological stability of the autoantibody repertoire following mixed-platform vaccination.
A proof-of-concept study for integrating modular flat-panel photobioreactors into existing urban buildings, conducted at RWTH Aachen University in Germany. The dataset, authored by Frederic Radzio, describes a window-integrated prototype (124×85 cm) and results from two sequential cultivation trials using Synechocystis sp. PCC 6803. It was last updated on 2026-05-19.
Canadian federal jurisdiction occupational injury statistics and rates by province or territory from 2008 to 2024. The tables contain a summary of this statistical information on Canadian companies under federal jurisdiction operating in Canada and at worksites outside of Canada. The data is provided by Employment and Social Development Canada and was last updated in May 2026.
Occupational injury statistics and rates from 2008 to 2024 cover Canadian companies under federal jurisdiction, including worksites outside Canada. The data is provided by Employment and Social Development Canada and was last updated in May 2026. Tables likely contain summary statistics on injuries aggregated by industry sector.
Plotted data used in figures 2 and 4 of the publication 'Finite steps optimise dissipation in stochastically controlled quantum systems'. The dataset comprises two JSON files providing numerical data for the deterministic and stochastic contributions to the total dissipated work cost for a qubit system. Author Theodore McKeever uploaded the 7.5 KB dataset to figshare in April 2026.
A 5.5 KB Excel file published on figshare by Zahra Cheraghali in May 2026. It contains overall error values for different k, derived from validating a new Data Envelopment Analysis (DEA) model designed to identify outstanding decision-making units in centralized systems.
A dataset for evaluating decision-making units (DMUs) within centralized organizations using Data Envelopment Analysis (DEA). The dataset, authored by Zahra Cheraghali and last updated in May 2026, is stored in an XLS file of 5.5 KB. It supports a proposed mixed-integer nonlinear programming model designed to identify outstanding units without predefined constants.
Zahra Cheraghali published this dataset on figshare in May 2026. It contains empirical data used to validate a new Data Envelopment Analysis (DEA) model designed for centralized organizations. The model identifies a subset of outstanding decision-making units (DMUs) without predefined constants.
A dataset supporting a new mixed-integer nonlinear programming model for Data Envelopment Analysis (DEA). The model identifies a subset of k outstanding decision-making units from n units within a centralized system, eliminating predefined constants to guarantee feasibility and boundedness. The dataset, shared by Zahra Cheraghali on figshare under a CC-BY-4.0 license, was last updated in May 2026.
The dataset likely contains mathematical filters, or admittance functions, representing isostatic processes. It was published by the Australian Ocean Data Network and last updated on June 4, 2026. The data is presented in PDF and HTML formats.
Supplementary Figure 1 from a study on protein phosphatase 1 regulator TIMAP. The data includes Western blot images and densitometry quantifications analyzing EMT marker expression in SK-LU-1 cells following TIMAP depletion. The dataset was authored by Fanni Szalmás and last updated on 2026-05-28.
A study by Jessica Sanchez-Balandran, published on figshare in 2026, analyzes the impact of task complexity on exoskeleton deployment. The dataset contains 397 observations from 29 participants performing setup and takedown procedures on four exoskeletons. It includes measurements of task completion times, success rates, and complexity metrics like step counts and usability problems.