Skip to main content
Powered by ShareScore

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.

1,081

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

1,081 results for “Data publication”

Learn how ShareScore rates datasets ↗
zenodo48/100

Data associated with following publication: "In situ optical sub-wavelength thickness control of porous anodic aluminum oxide"

<p>Data associated with following publication: "In situ optical sub-wavelength thickness control of porous anodic aluminum oxide" (DOI: <a href="https://doi.org/10.3762/bjnano.15.12" target="_blank" rel="noopener">https://doi.org/10.3762/bjnano.15.12</a>)</p>

opencc-by-4.0Jan 2024View details →
zenodo48/100

Data for the publication: Recombinant silk protein condensates show widely different properties depending on the sample background

<p>This entry includes raw data for the publication "Recombinant silk protein condensates show widely different properties depending on the sample background". The original publication was published in: Journal of Materials Chemistry B, DOI: 10.1039/d4tb01422g</p> <p>The folder "Videos_Micropipette_Aspiration_Zenodo.zip" contains 9 TIF files, labeled Number1 - Number9. The numbering corresponds to the numbering of IMAC condensates studied with micropipette aspiration in the publication. Each TIF file is an image stack from a time series.</p> <p>The folders "Videos_IMAC_silk_with_BG_lysate_coalescence.zip", "Videos_HT_silk_coalescence.zip", and "Videos_IMAC_silk_coalescence.zip" all contain subfolders labeled with the purification method, the framerate of the videos and then consecutive numbering. Each of these folders contains the frames of the video as single TIF files.</p> <p>Please find more information in the read_me file uploaded.</p>

opencc-by-4.0Oct 2024View details →
zenodo48/100

TDA4ContextualEmbeddings - Public - Debug Data for the codebase of the publication "Local Topology Measures of Contextual Language Model Latent Spaces With Applications to Dialogue Term Extraction"

<p>Debug dataset for testing the <a href="https://gitlab.cs.uni-duesseldorf.de/general/dsml/tda4contextualembeddings-public">codebase</a> of the paper <a href="https://doi.org/10.18653/v1/2024.sigdial-1.31">&ldquo;Local Topology Measures of Contextual Language Model Latent Spaces With Applications to Dialogue Term Extraction&rdquo;</a> published at the 25th Meeting of the Special Interest Group on Discourse and Dialogue, Kyoto, Japan (SIGDIAL 2024).</p>

openapache2.0Nov 2024View details →
zenodo48/100

Supplementary dataset to publication: Oxford nanopore technologies - a valuable tool to generate whole-genome sequencing data for in silico serotyping and the detection of genetic markers in Salmonella, Thomas et al 2023

<p>Bacteria of the genus&nbsp;<em>Salmonella</em>&nbsp;pose a major risk to livestock, the food economy, and public health.&nbsp;<em>Salmonella</em>&nbsp;infections are one of the leading causes of food poisoning. The identification of serovars of&nbsp;<em>Salmonella</em>&nbsp;achieved by their diverse surface antigens is essential to gain information on their epidemiological context. Traditionally, slide agglutination has been used for serotyping. In recent years, whole-genome sequencing (WGS) followed by&nbsp;<em>in silico</em>&nbsp;serotyping has been established as an alternative method for serotyping and the detection of genetic markers for&nbsp;<em>Salmonella</em>. Until now, WGS data generated with Illumina sequencing are used to validate&nbsp;<em>in silico</em>&nbsp;serotyping methods. Oxford Nanopore Technologies (ONT) opens the possibility to sequence ultra-long reads and has frequently been used for bacterial sequencing. In this study, ONT sequencing data of 28&nbsp;<em>Salmonella</em>&nbsp;strains of different serovars with epidemiological relevance in humans, food, and animals were taken to investigate the performance of the&nbsp;<em>in silico</em>&nbsp;serotyping tools SISTR and SeqSero2 compared to traditional slide agglutination tests. Moreover, the detection of genetic markers for resistance against antimicrobial agents, virulence, and plasmids was studied by comparing WGS data based on ONT with WGS data based on Illumina. Based on the ONT data from flow cell version R9.4.1,&nbsp;<em>in silico</em>&nbsp;serotyping achieved an accuracy of 96.4 and 92% for the tools SISTR and SeqSero2, respectively. Highly similar sets of genetic markers comparing both sequencing technologies were identified. Taking the ongoing improvement of basecalling and flow cells into account, ONT data can be used for&nbsp;<em>Salmonella in silico</em> serotyping and genetic marker detection.</p>

opencc-by-4.0Feb 2023View details →
zenodo48/100

Data on public understandings of and attitudes towards carbon-smart urban green infrastructure in Kumpula, Helsinki

<p>A public participatory GIS -survey dataset detailing public understandings&nbsp;of and attitudes towards carbon-smart urban green infrastructure in Kumpula, Helsinki, Finland.</p>

opencc-by-4.0Feb 2023View details →
zenodo48/100

South African Public Protector Investigate Reports Data

<p>Please read the Code Book.</p> <p>Author: Tomohiro Hosoi</p> <p>&nbsp;</p> <p><strong>Aim of the Data Set</strong></p> <p>The South African Public Protector Investigate Reports Data is the original data constructed by Tomohiro Hosoi (&ldquo;the author&rdquo;), who aims to investigate the role of the Public Protector in South Africa. His research article titled &ldquo;South African Public Protector: People&rsquo;s Watchdog or Politicians&rsquo; Lapdog?&rdquo; which is published in <em>African Study Monographs </em>2023, uses this data set.</p> <p>The author aims to share the dataset for researchers to more sophisticated research in the future. The author provides the data in both excel and CSV format.</p> <p>&nbsp;</p> <p><strong>Source of the Data</strong></p> <p>The author downloaded all of the Investigation Reports on the Office of Public Protector&rsquo;s Home Page on 15 April 2022. (<a href="http://www.publicprotector.org/?q=content/investigation-reports-categories">http://www.publicprotector.org/?q=content/investigation-reports-categories</a>). The data includes 388 reports from 2008 to 2022. The author reads all of the reports and codes the information containing them.</p>

opencc-by-4.0Dec 2022View details →
zenodo48/100

Data set for publication: Determination of Virulence-Associated Genes and Antimicrobial Resistance Profiles in Brucella Isolates Recovered from Humans and Animals in Iran Using NGS Technology

<p>This dataset includes information on resistance profiling, as well as antimicrobial resistance (AMR) genes and virulence-related factors that were identified in <em>Brucella</em> isolates recovered from humans and animals in different regions of Iran using classical phenotyping and next-generation sequencing (NGS) technology.</p>

opencc-by-4.0Jan 2023View details →
zenodo48/100

nanoindentation data associated with the publication "On the elastic microstructure of bulk metallic glasses" in Materials&Design 2023

<p>This dataset consists of indentation data measured with a conospherical tip in a Hysitron-Bruker TI980 Nanoindenter on the surface of a &lt;100&gt; Silicon wafer and a polished cross-sectional cut of a Zr65Cu25Al10 bulk metallic glass.</p> <p>It is associated with&nbsp;the following publication:&nbsp;<br>Birte Riechers, Catherine Ott, Saurabh Mohan Das, Christian H. Liebscher, Konrad Samwer, Peter M. Derlet and Robert Maass "On the elastic microstructure of bulk metallic glasses" Materials and Design 229, (2023) 111929. https://doi.org/10.1016/j.matdes.2023.111929</p> <p>All experimental information can be found in this paper and in the accompanying supplementary information.</p> <p>This electronic version of the data was published on the "Zenodo Data repository" found at http://zenodo.org/deposit in the community "Bundesanstalt fuer Materialforschung und -pruefung (BAM)".</p> <p>The authors have copyright to these data. You are welcome to use the data for further analysis, but are requested to cite the original publication whenever use is made of the data in publications, presentations, etc.&nbsp;</p> <p>Any questions regarding the data can be addressed to birte.riechers@bam.de who would also appreciate a note if you find the data useful.</p> <p>____________________________________________________________________</p> <p>The data format is defined as described below:</p> <p>In total, Fifteen text files exist that result in five different data sets.</p> <p>Two data sets represent measurements on Silicon, these are specifically the topography (mapped height profile) and indentation modulus (Si-topography.txt and Si-modulus.txt). The connected lateral information of these mapped quantities (i.e. Si-X_topography.txt and Si-Y_topography.txt; Si-X_modulus.txt and Si-Y_modulus.txt). This amounts to six .txt files connected to measurements on Silicon.</p> <p>Three data sets represent measurements on the Zr65Cu25Al10 bulk metallic glass. These are specifically the topography (MG-topography.txt), the indentation modulus (MG-modulus.txt), and the curvature-corrected indentation modulus (MG-curvcorr_modulus.txt). The connected lateral information of these mapped quantities (i.e. MG-X_topography.txt and MG-Y_topography.txt; MG-X_modulus.txt and MG-Y_modulus.txt; MG-X_curvcorr-modulus.txt and MG-Y_curvcorr-modulus.txt). This amounts to nine .txt files connected to measurements on the metallic glass.</p> <p>The files are plain text files with the data points separated by commata. Topography data is stated in units of Nanometer, modulus data is stated relative to its mean as unit-less values.</p> <p>Beside the .txt files, one figure (.pdf) with a plot of each data set is provided for reference, and the python code (Riechers_OnTheElasticMicrostructureOfBulkMetallicGlasses_zenodo.ipynb) generating these figures from the data sets is uploaded to this repository as well.</p>

opencc-by-4.0Apr 2023View details →
zenodo48/100

Praxis and language brain hemispheric activity data from Kroliczak, Buchwald, et al., 2021 - Cortex - publication

<p>Hemispheric activity fMRI data for praxis and language dataset from the Kroliczak, Buchwald, et al., article published in 2021 in the Cortex publication.</p> <p><strong>Cite as:</strong></p> <p>Kroliczak, G., Buchwald, M., Kleka, P., Klichowski, M., Potok, W., Nowik, A. M., ... &amp; Piper, B. J. (2021). Manual praxis and language-production networks, and their links to handedness. <em>Cortex</em>,&nbsp;<em>140</em>, 110-127.&nbsp;<a href="https://doi.org/10.1016/j.cortex.2021.03.022">https://doi.org/10.1016/j.cortex.2021.03.022</a></p> <p>Link to the publication:&nbsp;<a href="https://www.sciencedirect.com/science/article/pii/S0010945221001337">https://www.sciencedirect.com/science/article/pii/S0010945221001337</a></p> <p>The complete dataset for this publication was published at OSF.io:&nbsp;<a href="https://osf.io/63hjt/">https://osf.io/63hjt/</a></p>

opencc-by-4.0May 2023View details →
zenodo48/100

Data for Figure 8 of Publication "Additional global climate cooling by clouds due to ice crystal complexity"

<p>This repository contains the data to produce Figure 8 in the paper:</p> <p>&quot;J&auml;rvinen, E., Jourdan, O., Neubauer, D., Yao, B., Liu, C., Andreae, M. O., Lohmann, U., Wendisch, M., McFarquhar, G. M., Leisner, T., and Schnaiter, M.: Additional global climate cooling by clouds due to ice crystal complexity, Atmos. Chem. Phys., 18, 15767&ndash;15781, https://doi.org/10.5194/acp-18-15767-2018, 2018.&quot;</p> <p>Note that the scripts are to be found in the accompanying package (http://dx.doi.org/10.5281/zenodo.8095469)</p>

opencc-by-4.0Jun 2023View details →
zenodo48/100

Data for Figures 4, A-F and Table J of Publication "Blue skies over China: The effect of pollution-control on solar power generation and revenues"

<p>This repository contains the data to produce Figures 4, A-F and Table J and emission data in the paper:</p> <p>&quot;Labordena M, Neubauer D, Folini D, Patt A, Lilliestam J (2018) Blue skies over China: The effect of pollution-control on solar power generation and revenues. PLoS ONE 13(11): e0207028. https://doi.org/10.1371/journal.pone.0207028&quot;</p> <p>Note that the scripts are to be found in the accompanying package (https://doi.org/10.5281/zenodo.8130726)</p>

opencc-by-4.0Jul 2023View details →
zenodo48/100

Data for figures in the Publication "The importance of mixed-phase and ice clouds for climate sensitivity in the global aerosol–climate model ECHAM6-HAM2"

<p>This repository contains the data to produce figures for the paper:</p> <p>&quot;Lohmann, U. and Neubauer, D.: The importance of mixed-phase and ice clouds for climate sensitivity in the global aerosol&ndash;climate model ECHAM6-HAM2, Atmos. Chem. Phys., 18, 8807&ndash;8828, https://doi.org/10.5194/acp-18-8807-2018, 2018.&quot;</p> <p>Note that the scripts are to be found in the accompanying package (https://doi.org/10.5281/zenodo.8183412)</p>

opencc-by-4.0Jul 2023View details →
zenodo48/100

Data publication supplementing "Novel nanoindentation strain rate sweep method for continuously investigating the strain rate sensitivity of materials at the nanoscale"

<p>This data publication contains the results of nanoindentation tests on Fused silica, nanocrystalline nickel, a nanocrystalline FeCr alloy, a bulk metallic glass, the superplastic alloy Zn-22%Al and single crystalline aluminum as well as the method files developed for the G200 nanoindenter. It supplements the publication "Novel nanoindentation strain rate sweep method for continuously investigating the strain rate sensitivity of materials at the nanoscale". The materials are described in more detail in the respective publication. The data publication takes over the sample naming convention from the related publication.&nbsp;</p><p>Nanoindentation measurement were performed by H. Holz at the Max-Planck Institut für Eisenforschung GmbH, Max-Planck-Straße 1, 40237 Düsseldorf, Germany using a G200 nanoindenter (KLA, Milpitas, CA, USA), equipped with a modified Berkovich diamond indenter tip of the type 171-561-500 with a serial number of C-0040446 from Synton MDP (Nidau, Switzerland). Constant strain rate tests, strain rate jump tests, strain rate sweep tests and strain rate sweep reversal tests were performed on each material in Continuous Stiffness Measurement (CSM) mode. The maximum indentation depth was 2200 nm, the CSM amplitude 2 nm and the CSM frequency 45 Hz. Strain rates were varied within the range 0.001 – 0.1 s-1. Further information on the test protocol can be found in the corresponding publication.</p><p>The subfolder "Nanoindentation data" contains the raw data for all valid indents as output by the NanoSuite © software v 7.1.7 and converted to the semicolon-separated format. The naming convention for the folder in which the CSV files are located in gives first the used material, then the method used with additional information to the parameters inputted for the method such as strain rate and indentation depth all separated by an underscore. An example can be "FS_CSR_01s-1" for a constant strain rate tests performed on fused silica with a strain rate target of 0.1 s-1 or "Nc-Ni_SweepReversal_005s-1_0005s-1" for a sweep reversal test performed on the nanocrystalline nickel sample with a targeted initial and ending strain rate of 0.05 s-1 and a strain rate target at which the strain rate direction gets reversed of 0.005 s-1. The CSV files are named either "Results" giving the average results of each test, "Required Inputs" giving information about the parameters used for the experiments, "Inputs Editable Post Test" giving information about the analysis parameters to obtain the results from, and "Test XXX" which include the Raw data of the corresponding test number. In each file the first row gives the data description e.g., "Time", the second row the physical unit e.g., "s" for seconds and from the third row the measured values.</p><p>The Nano Suite method files to perform the experiments on KLA G200 instruments is provided in the folder "G200 methods". The method for the strain rate sweep experiments is called "Strain Rate Sweep.msm" and the method for the strain rate sweep reversal experiments "Strain Rate Sweep Reversal.msm". This method is provided as is and shall be used at your own risk. The authors explicitly decline responsibility for any physical or immaterial damage resulting from the use of this method. Should minor issues occur, some feedback to the authors would be greatly appreciated.</p>

opencc-by-4.0Oct 2023View details →
edi48/100

Data from “A Mixed Method Approach to Understanding the Public Health Impact of a School-Based Citizen Science Program to Reduce Arsenic in Private Well Water”

Objectives We have approached the problem of low well water testing rates in Maine and New Hampshire communities by developing the All About Arsenic (AAA) project, which engages secondary school teachers and students as citizen scientists in collecting well water samples for analysis of arsenic and other toxic metals and supports their outreach efforts to their communities. Methods We assessed this project’s public health impact by analyzing student data relative to existing well water quality datasets in both states. In addition, we surveyed private well owners who contributed well water samples to the project to determine the actions taken to mitigate arsenic in well water. Data The data presented here are used in the analyses performed for the publication: "A Mixed Method Approach to Understanding the Public Health Impact of a School-Based Citizen Science Program to Reduce Arsenic in Private Well Water.” Additional data may be available at: The Anecdata Project Page: https://anecdata.org/projects/view/299 The project website: https://www.allaboutarsenic.org/

openCC (other)Apr 2024View details →
edi48/100

Throw trap and electrofishing data collected during 1996–2022 from the Everglades, Florida, United States for the publication "Hydrology-mediated ecological function of a large wetland threatened by an invasive predator"

Asian swamp eels (Monopterus albus/javanensis complex) were first reported from Florida in 1997 and the Everglades in 2007; swamp eels have been established in Taylor Slough of Everglades National Park since 2014. This dataset incorporates plot-level mean densities (# of individuals per square meter) of common aquatic animals collected during 1996–2022 from 24 sites across four regions of the Everglades: Taylor Slough, Shark River Slough, Water Conservation Area 3, and the C-111 Panhandle. Prey species included are the six most common small fishes prior to swamp eel invasion of Taylor Slough (1996–2009) and the three common decapod species (two crayfish species and grass shrimp). An annual index of mean wet season electrofishing catch-per-unit-effort of swamp eels, Mayan cichlids (Mayaheros uruphthalmus), and the three other large 'top predator' fishes (Amia calva, Lepisosteus platyrhincus, Micropterus salmoides) is included for plots where electrofishing was performed from 1997-2021. Hydrologic measures used in analyses are included.

openCC (other)Oct 2022View details →
zenodo44/100

DSLWP public data release v1.0

<p>This is a public data release of data captured by the DSLWP amateur radio payload. DSLWP was a Chinese satellite which was launched 21 May 2018, orbited the Moon, and impacted it on 31 July 2019.</p> <ul> <li><code>raw_frame.csv</code>: Raw frames containing telemetry and image data (transmitted using GMSK)</li> <li><code>images/*.ssdv</code>: Collected ssdv frames</li> <li><code>images/*.jpg</code>: Decoded ssdv images</li> <li><code>dslwp-image-database.tsv</code>: Collected metadata for images</li> <li><code>jt4g.csv</code>: JT4G messages</li> </ul> <p>This data is licensed under the CC-BY 4.0 license: Please attribute &quot;DSLWP amateur radio team&quot;. When redistributing the raw data, please keep the file <code>CONTRIBUTORS.txt</code></p> <p>This data has been released from https://github.com/tammojan/dslwp-data</p>

opencc-by-4.0Dec 2019View details →
zenodo44/100

Underlying data of publication D. Garcia-Sanchez et al., Applied Energy, 259 (2020) 114210, DOI: 10.1016/j.apenergy.2019.114210.

<p>This data set contains the underlying data of the publication&nbsp;D. Garcia-Sanchez et al., Applied Energy, 259 (2020)</p> <p>The provided files&nbsp;contain&nbsp;data shown in Fig.&nbsp;2, 3, 4, 5, 6, 7, and 8.</p>

opencc-by-4.0Nov 2020View details →
zenodo44/100

Supplementary material 2: World Spider Catalog Bibliographic Data: Publications from: Integrating and visualizing primary data from prospective and legacy taxonomic literature - Biodiversity Data Journal 3: e5063 (12 May 2015) https://doi.org/10.3897/BDJ.3.e5063

Ranked list of journal/publisher exported from the World Spider Catalog 14 October 2014 with total articles by source, cumulative articles, and cucmulative proportion of articles.

opencc-by-4.0Feb 2017View details →
zenodo44/100

Moore grantee publication data

<p>Data collected on number of publications per journal authored by grantees of the Gordon and Betty Moore Foundation. Data are based on self reporting from grantees and Crossref FundRef search. This data was used to understand the potential impacts of an open access policy under consideration at the Moore Foundation. Information on journal policies was collected primarily from SHERPA/RoMEO website (http://www.sherpa.ac.uk/romeo/search.php) between July 2016 and February 2017. </p>

opencc-by-4.0Apr 2017View details →
zenodo44/100

Board Leadership Database (U.S. Public Firms) + ML Script for Scaling Human Coded Data

<p>Files include: (1) an open sourced database of CEO duality and board chair orientations developed by scaling human coded data using supervised machine learning techniques (in both .dta and .csv formats), as well as (2) the accompanying training and scoring scripts to scale human coded data.</p> <p>Users may apply&nbsp;the scoring script to score the same variables from&nbsp;company proxy statements, or may adapt the training/scoring scripts and retrain models to scale human coded data of other constructs or measures.&nbsp;</p> <p>We note that early steps in the process to develop our database and script required web-scraping of company filings&nbsp;from SEC Edgar and text extraction from collected filings. We relied on other publicly available&nbsp;scripts to develop our own fetcher and extraction scripts. Users seeking to duplicate those parts of the process may benefit from the following resources from Kai Chen and pipy.org:&nbsp;</p> <p>For resources from Kai Chen: see&nbsp;<a href="https://urldefense.com/v3/__https:/www.kaichen.work/?p=681__;!!K6Z8K8YTIA!BizP9-ZnzgV0Pq7ck-UENJ1EBDrFkAkNoCaO34Ad1ezxH_okstsfxniagvxXdWudkDP44fPACbY9vaIG5A$">https://www.kaichen.work/?p=681</a>&nbsp;and&nbsp;<a href="https://urldefense.com/v3/__https:/www.kaichen.work/?p=946__;!!K6Z8K8YTIA!BizP9-ZnzgV0Pq7ck-UENJ1EBDrFkAkNoCaO34Ad1ezxH_okstsfxniagvxXdWudkDP44fPACbZhp5N_Tw$">https://www.kaichen.work/?p=946</a></p> <p>For resources from pipy.org, see&nbsp;<a href="https://urldefense.com/v3/__https:/pypi.org/project/sec-edgar-downloader/__;!!K6Z8K8YTIA!BizP9-ZnzgV0Pq7ck-UENJ1EBDrFkAkNoCaO34Ad1ezxH_okstsfxniagvxXdWudkDP44fPACbYxYSZGGw$">sec-edgar-downloader</a>&nbsp;and&nbsp;<a href="https://urldefense.com/v3/__https:/pypi.org/project/sec-api/__;!!K6Z8K8YTIA!BizP9-ZnzgV0Pq7ck-UENJ1EBDrFkAkNoCaO34Ad1ezxH_okstsfxniagvxXdWudkDP44fPACbZ_FwY6jw$">sec-api</a></p> <p>&nbsp;</p>

opencc-by-4.0Dec 2022View details →

ScienceDex guides

Understand access before you commit

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

Compare curated 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.

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