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3,481 results for “data set”

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zenodo32/100

Data set for phase-field studies in multi-crack-seal veins in quartz microstructures

<p>The numerical data in this repository consists of the simulation data of multi-crack-seak syntaxial quartz vein formation. The simulations were performed using the software package &quot;Pace3D (v. 2.5.1)&quot;.</p> <p>The simulation data shows intermediate fracturing and growth stages and was converted from Pace3D output data format to VTK data format. The VTK files can be visualized using open source software packages like Paraview. Some data files in the subfolders are also compressed (file format *.gz). For visualization the data has to be decompressed with e.g. gzip or 7zip.</p>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Data set supplementing "Determinants of Laypersons' Trust in Medical Decision Aids: Randomized Controlled Trial"

<p>This is the de-identified data set used to conduct the analyses in the preprint submitted to JMIR Human Factors under the title &quot;Determinants of Laypersons&rsquo; Trust in Medical Decision Aids: Randomized Controlled Trial&quot; (<a href="https://doi.org/10.2196/35219">https://doi.org/10.2196/35219</a>).</p> <p>This dataset contains 494 respondents&#39; appraisals of a fictitious case vignette. They received support from a&nbsp;decision aid (that always disagreed with participants&#39; first appraisal)&nbsp;showing a mock symptom checker logo, a decision aid framed as anthropomorphic or as an AI. Their second appraisal&nbsp;- taking into account the symptom checker advice -&nbsp;was collected again.&nbsp;</p> <p>Additionally, the data contains participants&#39;</p> <ul> <li>age</li> <li>gender</li> <li>education</li> <li>medical training</li> <li>propensity to trust</li> <li>eHealth Literacy</li> <li>certainty in their appraisals</li> <li>trust in the decision aid</li> </ul>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Data set of studies and indicators on the impacts of crop diversification through coffee agroforestry.

<p>The dataset contains information about 215 papers that were included in the review study.&nbsp;</p>

opencc-by-4.0Dec 2020View details →
zenodo32/100

Data set for the journal article "Surface Intermediates in In-Based ZrO2-Supported Catalysts for Hydrogenation of CO2 to Methanol"

<p>Raw data for the article &quot; Surface Intermediates in In-Based ZrO<sub>2</sub>-Supported Catalysts for Hydrogenation of CO<sub>2</sub> to Methanol&quot;, already published in the&nbsp;Journal of&nbsp;Physical&nbsp;Chemistry C, DOI: <a href="https://doi.org/10.1021/acs.jpcc.1c08814">https://doi.org/10.1021/acs.jpcc.1c08814</a></p> <p>Folder names describe the type of data content. All details concerning conditions and equipment for measurements can be found in the &nbsp;main text and supporting information of the article.</p>

opencc-by-4.0Jan 2022View details →
zenodo32/100

Data set: HRR images premixed hydrogen flames

<p>Dataset: OH-Chemiluminescence images of&nbsp;hydrogen flames.</p>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Data set for FSE 2022 Submission Program Merge Conflict Resolution via Neural Transformers

<p>Data set for FSE 2022 Submission Program Merge Conflict Resolution via Neural Transformers</p>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Data set perhitungan kartu grafis

<p>Dataset ini digunakan untuk perhitungan harga kartu grafis Nvidia seri RTX 3000 terhadap tren Ethereum.</p>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Data Sets for "Block Krylov Subspace Methods for Functions of Matrices"

<p>MATLAB data sets used for numerical tests in</p> <p>A. Frommer, K. Lund, and D. B. Szyld. Block Krylov subspace methods for functions of matrices, Electronic Transactions on Numerical Analysis, Vol. 47, pp. 100-126, 2017. <a href="https://etna.math.kent.edu/vol.47.2017/pp100-126.dir/pp100-126.pdf">https://etna.math.kent.edu/vol.47.2017/pp100-126.dir/pp100-126.pdf</a></p> <p>The data and associated code were originally published on GitLab (<a href="https://gitlab.com/katlund/bfomfom-main">https://gitlab.com/katlund/bfomfom-main</a>), July 2017.&nbsp; The code (drivers, test scripts, etc.) can still be found in the bfomfom&nbsp;repository.</p> <p>&nbsp;</p>

opencc-by-4.0Jul 2017View details →
zenodo32/100

Data Set and Replication Package of Paper on Handling Environmental Uncertainty in Design Time Access Control Analysis

<p>Data set and replication package for Paper &quot;Handling Environmental Uncertainty in Design Time Access Control Analysis&quot;.</p> <p>The data set contains an overview of used case studies, with illustrations and descriptions.</p> <p>The replication package contains the implemented application&nbsp;as well as model instances of every case study used for the evaluation.</p>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Data Sets for "Block Krylov Subspace Methods for Functions of Matrices II: Modified Block FOM"

<p>MATLAB data sets used for numerical tests in</p> <p>A. Frommer, K. Lund, and D. B. Szyld. Block Krylov subspace methods for functions of matrices II: Modified Block FOM, SIAM Journal on Matrix Analysis and Applications, 2020.&nbsp;<a href="https://doi.org/10.1137/19M1255847">https://doi.org/10.1137/19M1255847</a></p> <p>The data and associated code were originally published on GitLab (<a href="https://gitlab.com/katlund/bfomfom-main">https://gitlab.com/katlund/bfomfom-main</a>), ca. February 2019.&nbsp; The code (drivers, test scripts, etc.) can still be found in the bfomfom&nbsp;repository.</p>

opencc-by-4.0Feb 2019View details →
zenodo32/100

Data Sets for "The tensor t-function: a definition for functions of third-order tensors"

<p>MATLAB data sets used for numerical tests in</p> <p>K. Lund, The tensor t-function: a definition for functions of third-order tensors, Numerical Linear Algebra with Applications, 27 (3), e2288, 2020.&nbsp;<a href="https://doi.org/10.1002/nla.2288">https://doi.org/10.1002/nla.2288</a></p> <p>The data and associated code were originally published on GitLab (<a href="https://gitlab.com/katlund/bfomfom-main">https://gitlab.com/katlund/bfomfom-main</a>), ca. 2019.&nbsp; The code (drivers, test scripts, etc.) can still be found in the bfomfom&nbsp;repository.</p> <p>&nbsp;</p>

opencc-by-4.0Nov 2019View details →
zenodo32/100

Data Sets for the study "Non-Elitist Selection Can Improve the Performance of Irace"

<p>This is the&nbsp;result of the study &quot;Non-Elitist Selection Can Improve the Performance of Irace.&quot; Apart from the results of&nbsp;the three methods, i.e., irace, irace-rand, and irace-entropy, presented in the paper, the results of irace-Gower, which applies the Gower&#39;s distance to measure the diversity of configurations, are also provided in this dataset. The irace variants are tested on three scenarios: ACOTSP, ACOQAP, and SPEAR.</p> <p>This Data set consists of:</p> <p>1. The configurations obtained by 20 runs of each irace variant.</p> <p>2. The results of validation runs of the obtained configurations.</p> <p>Contact: if you have any questions or suggestions, please get in touch with Furong Ye.</p>

opencc-by-4.0Apr 2022View details →
zenodo32/100

Data set from "Impact of the Free-Pelvis innovation in very rigid braces for adolescents with idiopathic scoliosis: short-term results of a matched case-control study"

<p>Dataset from a still non-published study titled &quot;Impact of the Free-Pelvis innovation in very rigid braces for adolescents with idiopathic scoliosis: short-term results of a matched case-control study&quot;</p>

opencc-by-4.0Apr 2022View details →
dryad32/100

Comparative data sets with measurements of tonality and frequency range in passerines and hummingbirds

<p><span>Upper vocal tract articulatory movements are a key component of vocal communication across birds and mammals. In many birds, tonal song arises from dynamically adjusted filtering of harmonic content. Many aspects of these upper vocal tract movements, such as the dynamics, motor control and relation to vocal learning, are poorly understood. Here we compare use of dynamically adjusted filter properties between vocal learners and non-learners to assess whether articulation in the upper vocal tract is linked to the increased neural substrate that evolved with vocal learning. We hypothesize that vocal learning ability is associated with enhanced ability for articulatory movements in the upper vocal tract. To test this hypothesis, we compared vocal learners and non-learners from two groups (186 passerines and 42 hummingbirds) by assessing tonality of song syllables. The data suggest that vocal learners in both clades employ more consistent broadband dynamic filter tracking than the non-learners, which contributes to the higher tonality in songs. In addition, oscine songs display higher tonality than those of hummingbirds. A complex interplay of vocal tract biomechanics, histological differences of the sound source as well as increased motor control through vocal learning facilitates more consistent generation of tonal song.  </span></p>

opencc-zeroApr 2022View details →
zenodo32/100

Data set for «Short- and long-distance avian migrants differ in exercise endurance but not aerobic capacity"

<p>Data set of body condition parameters and aerobic metabolic performances of four Old-world flycatcher species (<em>Muscicapidae</em>) during spring migration. The species differ in their migration strategies: European robins (<em>Erithacus rubecula</em>) and black redstarts (<em>Phoenicurus ochruros</em>) are short-distance migrants spending their entire annual cycle within the Palaearctic and some populations move from North African non-breeding grounds to breeding sites in continental Europe. In contrast, common redstarts (<em>P. phoenicurus</em>) and whinchats (<em>Saxicola rubetra</em>) are obligate long-distance migrants which overwinter in sub-Saharan Africa and migrate to Palaearctic breeding sites.</p> <p>We measured body condition and aerobic performances of birds at Ventotene islands - the first stopover site after crossing the Mediterranean Sea.</p> <p>&nbsp;</p> <p>The data set comprises the following parameters:<br> scieName: scientific name of study species: EriRub (European robin), PhoOch(black redstart), PhoPho (common redstart), SaxRub (whinchat)<br> spec: species code (1-4)<br> ring_ID: individual ring number<br> date: date of measurement<br> mig: migration strategy, 1- short-distance, 2 -long-distance<br> sex: 1-male, 2-female<br> fat: body fat scores (according EURING) (range: 1-6)<br> muscle: breast muscle score (according EURING) (range: 0-3)<br> Hb -haemoglobin concentration in peripheral blood (mg ml<sup>-1</sup>)<br> Infection - infection with haemosporidian parasites (0 - uninfected, 1 - infected)<br> body mass_RMR: body mass (g) before RMR measurement<br> body mass_MMR: body mass (g) before MMR measurement<br> RMR: minimum resting metabolic rate (min V̇O<sub>2</sub>, ml min<sup>-1</sup>)<br> mass-specRMR: mass-specific minimum resting metabolic rate (min V̇O<sub>2</sub>, ml (g min)<sup>-1</sup>)<br> MMR: maximum metabolic rate (max V̇O<sub>2</sub>, ml min<sup>-1</sup>)<br> mass-specMMR: mass-specific maximum metabolic rate (max V̇O<sub>2</sub>, ml (g min)<sup>-1</sup>)<br> TimeExhaust: time until exhaustion (min)</p>

opencc-by-4.0Nov 2021View details →
zenodo32/100

PTPDroid data sets.

<p>PTPDroid &nbsp;data sets include three parts:</p> <p>1) RQ1.rar&nbsp;includes 24 apps;&nbsp;</p> <p>2)&nbsp;RQ2.zip includes 48 apps;</p> <p>3)&nbsp;RQ3-1.zip to RQ3-10 include 1,000&nbsp;apps for the empirical study.</p>

opencc-by-4.0Sep 2021View details →
zenodo32/100

Attitudes of Health Care Professionals Toward Older Adults' Abilities to Use Digital Technology: Open Access Data Sets

<p>Open access dataset related to 2 studies published under:</p> <p>Mannheim I, Wouters EJM, van Boekel LC, van Zaalen Y<br> Attitudes of Health Care Professionals Toward Older Adults&rsquo; Abilities to Use Digital Technology: Questionnaire Study<br> J Med Internet Res 2021;23(4):e26232<br> URL: https://www.jmir.org/2021/4/e26232<br> doi: 10.2196/26232</p>

opencc-by-4.0Apr 2021View details →
zenodo32/100

Data set for 5S-Tg Epimer flipping in DNA duplex

<p>Dataset from dynamics simulations and MSM calculations of the 5S,&amp;S-Tg and 5S,&amp;R-Tg epimers in DNA duplex.</p>

opencc-by-4.0May 2022View details →
zenodo32/100

Luftdaten.Info data set 2016 - 5min, 30min values

<p>The data set contains the normalized averaged 5 and 30 minutes value of the <a href="https://archive.sensor.community/">Sensor.Community - archives</a>, formerly Luftdaten.info, of the year 2016.</p> <p>The tar-archive includes the CSV-files, XZ-compressed. For each sensor and day, the averaged values are available and each CSV-file contains a header.</p> <p>For particulate matter data (sensors: PPD42NS,SDS011):<br> <em>timestamp,sensor_id,location,lat,lon,P1,durP1,ratioP1,P2,durP2,ratioP2</em></p> <p>Description:</p> <ul> <li>timestamp: Date and Time of measurement</li> <li>sensor_id: ID of Sensor</li> <li>lat: Latitude</li> <li>lon: Longitude</li> <li>P1: value of Particle Matter 10&micro;g/m&sup3; (PM10)</li> <li>durP1:</li> <li>ratioP1:</li> <li>P2: value of Particle Matter 2.5&micro;g/m&sup3; (PM2.5)</li> <li>durP2:</li> <li>ratioP2:</li> </ul> <p>&nbsp;</p>

opencc-by-4.0May 2021View details →
zenodo32/100

Data set releted to article "Pressure overload activates DNA-damage response in cardiac stromal cells"

<p>Repository data from a study on effects of pressure overload on DNA-damage activation in cardiac stromal cells</p>

opencc-by-4.0Feb 2022View details →

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record