Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
9,882
datasets available to search
ShareScore release 0.9.0
Dataset results
9,882 results for “Scale”
Millennial-Scale Microbiome Analysis Reveals Ancient Antimicrobial Resistance Conserved Despite Modern Selection Pressures
<p>This dataset contains metadata and profiled antibiotic resistance genes from ancient metagenome permafrost.</p>
Malta Gait Scale Validation
Open the record for dataset details and reuse information.
Data for: Population structure and inbreeding in wild house mice (Mus musculus) at different geographic scales
<p>House mice (<em>Mus musculus</em>) have spread globally as a result of their commensal relationship with humans. In the form of laboratory strains, both inbred and outbred, they are also among the most widely-used model organisms in biomedical research. Although the general outlines of house mouse dispersal and population structure are well known, details have been obscured by either limited sample size or small numbers of markers. Here we examine ancestry, population structure, and inbreeding using SNP microarray genotypes in a cohort of 814 wild mice spanning five continents and all major subspecies of <em>Mus</em>, with a focus on <em>M. m. domesticus</em>. We find that the major axis of genetic variation in <em>M. m. domesticus</em> is a south-to-north gradient within Europe and the Mediterranean. The dominant ancestry component in North America, Australia, New Zealand, and various small offshore islands is of northern European origin. Next, we show that inbreeding is surprisingly pervasive and highly variable, even between nearby populations. By inspecting the length distribution of homozygous segments in individual genomes, we find that inbreeding in commensal populations is mostly due to consanguinity. Our results offer new insight into the natural history of an important model organism for medicine and evolutionary biology.</p>
Fracture of the C15 CaAl2 Laves phase at small length-scales
<p>Investigation of the room temperature fracture behavior of C15 CaAl2 Laves phases at small length-scales</p>
Evolutionary change is remarkably time independent across scales
Open the record for dataset details and reuse information.
Dataset for: Phonon engineering of atomic-scale defects in superconducting quantum circuits
<p>Dataset for manuscript [Phonon engineering of atomic-scale defects in superconducting quantum circuits]<br>After unzipping, this folder contains all data necessary to evaluate the conclusions presented in the paper. A detailed description can be found in the README.md file after unzipping.</p>
Micro-scale Surface Thermophysical Properties Affected by Sample Scooping of the Moon as Revealed by Chang'E-5 Lander Spectra
<p>This archive includes data supporting the manuscript entitled "<span>Micro-scale Surface Thermophysical Properties</span><span><span> Affected by Sample Scooping</span><span> of the Moon as Revealed by Chang'E-5 Lander Spectra</span></span>" by Hengyue Jiao et al.</p>
Codes, data and figures for "A hidden link between the Walker circulation and meso-scale heavy rainfall over the eastern Pacific"
<h4><strong>README</strong></h4> <h4><strong>System requirments</strong></h4> <ul> <li><strong>IDL (v8.9)</strong></li> </ul> <h4><strong>Instruction for use</strong></h4> <p>Linux) run IDL (ex. type <em>idl</em>)</p> <p>idl> .r [<em>code_name</em>]<em>.pro </em></p> <p>Window)</p> <p>1. set the directory containing code as current working directory</p> <p> <em>CD, 'absolute adress of code directory'</em></p> <p>2. run the code (hot key is F8)</p> <p> .r [<em>code_name</em>]<em>.pro </em> </p>
Kilometre-scale regional climate model simulations of two atmospheric river case studies in West Antarctica
<p>Regional climate model simulations produced using the MetUM, HCLIM and Polar-WRF models at 1 km horizontal grid spacing. The data span two case studies in which an atmospheric river made landfall over the Amundsen Sea Embayment and Thwaites / Pine Island ice shelves. The first is a winter case (23-30 June 2020) and the second a summer case (3-9 February 2020). </p> <p>Data are gridded, in native model coordinates, and saved as netcdf.</p> <p>Data produced by:</p> <p>HCLIM: José Abraham Torres</p> <p>MetUM: Ella Gilbert</p> <p>Polar-WRF: Denys Pishniak</p> <p>Data were produced to support the analysis presented in Gilbert et al. (2024) [preprint] . The research was funded by the PolarRES project, which is funded under the EU's Horizon 2020 programme call H2020-LC-CLA-2018-2019-2020 under grant agreement 101003590. MetUM simulations were performed on the ARCHER2 UK National Supercomputer. </p>
Diverse Orbital-scale Variations of Precipitation Oxygen Isotopes in the Northern Hemisphere Mid-latitudes: A Comparative Study Between East Asia and North America
<p>The isotope-enabled climate model output data and the corresponding NCL codes used for the paper "Li et al., 2024: Diverse orbital-scale variations of precipitation oxygen isotopes in the Northern Hemisphere mid-latitudes: A comparative study between East Asia and North America".</p>
Datasets supplementing journal article "A novel synthesis route with large-scale sublattice asymmetry in boron doped graphene on Ni(111)" in Surfaces and Interfaces 2024
<p>These are the datasets related to the publication "A novel synthesis route with large-scale sublattice asymmetry in boron doped graphene on Ni(111)", Surfaces and Interfaces 51 (2024) 104700 (<a href="https://doi.org/10.1016/j.surfin.2024.104700">https://doi.org/10.1016/j.surfin.2024.104700</a>).</p> <p>STM raw (.sm4, .mtrx) and analysed (.gwy) data can be opened with open source Gwyddion software (http://gwyddion.net/).</p>
Grapegenomics.com - Genome release: Vitis interspecific cross - Rubired cl. FPS02 - chromosome scale
<p><a href="https://www.grapegenomics.com/pages/VRubired/">https://www.grapegenomics.com/pages/VRubired/</a></p>
Multi-Scale Computational Design of Metal-Organic Frameworks for Carbon Capture Using Machine Learning and Multi-Objective Optimization
<p>This repository contains CIF files for metal-organic frameworks and Grand canonical Monte Carlo (GCMC) simulation results for the article <em>Multi-Scale Computational Design of Metal-Organic Frameworks for Carbon Capture Using Machine Learning and Multi-Objective Optimization</em> by Zijun Deng and Lev Sarkisov.</p>
Dataset for "Learning Scene Semantics from Vehicle-centric Data for City-scale Digital Twins", Fürntratt et al.
<p>Dataset for "Learning Scene Semantics from Vehicle-centric Data for City-scale Digital Twins", Fürntratt et al.</p> <p>Data are anonymized and provided with segmentation mask ground truths. </p>
Cumulative arrival time distribution data for "Upscaling transport in heterogeneous media featuring local-scale dispersion: flow channeling, macro-retardation and parameter prediction"
<div> <div>This archive contains arrival time CDF data for a variety of transport simulations in heterogeneous Darcy flow fields, alongside metadata describing the flow fields. The flow fields were spatially periodic, intersected by uniformly-spaced imaginary planes. Arrival times represent length of time from particle departure from one plane until arrival at the next.</div> <div> </div> <div>Consult the README.md file at the top level of the archive for more information. The file format used to store the CDF data is documented in the Python script at the top level of the archive.</div> </div>
Combining observations and simulations to investigate the small-scale variability of surface solar irradiance under continental cumulus clouds
<p><a href="10948326" target="_blank" rel="noopener noreferrer">He_ACP_2024_data.tar.gz</a> : Data and scripts associated with the article "Combining observations and simulations to investigate the small-scale variability of surface solar irradiance under continental cumulus clouds"</p> <p><a href="10948326" target="_blank" rel="noopener noreferrer">star-engine-htrdr-0.8.1.tar</a> : Monte Carlo radiative transfer source code that was used for the paper</p>
Dataset for Publication: Industrially Relevant Conditions in Lab-Scale Analysis for Alkaline Water Electrolysis
<p>The provided data contains the calculations and plots of the manuscript 'Industrially Relevant Conditions in Lab-Scale Analysis for Alkaline Water Electrolysis'. All experimental procedures and an in-depths analysis can be found <a href="https://chemistry-europe.onlinelibrary.wiley.com/doi/full/10.1002/celc.202300432">there</a>. (DOI: <a href="https://doi.org/10.1002/celc.202300432">10.1002/celc.202300432 )</a>. The data is available in .opju files (origin plots), .xlsx files (excel sheets for calculations) and in the .csv format. </p>
Advanced Materials - Epitaxial Growth of Large-Scale 2D CrTe2 Films on Amorphous Silicon Wafers With Low Thermal Budget
<p>2D van der Waals (vdW) magnets open landmark horizons in the development of innovative spintronic device architectures. However, their fabrication with large scale poses challenges due to high synthesis temperatures (>500 °C) and difficulties in integrating them with standard complementary metal-oxide semiconductor (CMOS) technology on amorphous substrates such as silicon oxide (SiO<sub>2</sub>) and silicon nitride (SiN<em><sub>x</sub></em>). Here, a seeded growth technique for crystallizing CrTe<sub>2</sub> films on amorphous SiN<em><sub>x</sub></em>/Si and SiO<sub>2</sub>/Si substrates with a low thermal budget is presented. This fabrication process optimizes large-scale, granular atomic layers on amorphous substrates, yielding a substantial coercivity of 11.5 kilo-oersted, attributed to weak intergranular exchange coupling. Field-driven Néel-type stripe domain dynamics explain the amplified coercivity. Moreover, the granular CrTe<sub>2</sub> devices on Si wafers display significantly enhanced magnetoresistance, more than doubling that of single-crystalline counterparts. Current-assisted magnetization switching, enabled by a substantial spin–orbit torque with a large spin Hall angle (85) and spin Hall conductivity (1.02 ×  10<sup>7</sup> ℏ/2e  Ω⁻¹  m⁻¹), is also demonstrated. These observations underscore the proficiency in manipulating crystallinity within integrated 2D magnetic films on Si wafers, paving the way for large-scale batch manufacturing of practical magnetoelectronic and spintronic devices, heralding a new era of technological innovation.</p>
Psychometric evaluation of The Utrecht Work Engagement Scale (UWES)-17 for Indonesian Sample
Open the record for dataset details and reuse information.
Flow intermittence influence biodiversity-stability relationships across spatial scales: implications for an uncertain future
<p>Data associated with the article Gianuca et al. (2024) Flow intermittence influence biodiversity-stability relationships across spatial scales: implications for an uncertain future. Global Change Biology</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.