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.

619

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

619 results for “Adoption”

Learn how ShareScore rates datasets ↗
zenodo32/100

Adopting Microservices and DevOps in the Cyber-Physical Systems Domain: A Rapid Review and Case Study at Siemens AG

<p>This repository contains the artifacts for a rapid review and interview-based case study at Siemens AG. We analyzed challenges and practices related to microservices and DevOps in the context of the cyber-physical systems (CPS) domain.</p>

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

Dataset about the adoption of winter cover crops at the municipality level for mainland France

<p>Dataset about winter soil cover before spring crops for mainland France</p>

openother-openMay 2022View details →
zenodo32/100

Supplementary material 1 from: Gonzalez-Cueto J, Castro LR, Quiroga S (2017) Nipponnemertes incainca sp. n. Adoption of the new taxonomic proposal for nemerteans (Nemertea, Cratenemertidae). ZooKeys 693: 1-15. https://doi.org/10.3897/zookeys.693.12015

COI partial gene alignments of all Nipponnemertes sequences from GenBank : Explanation note: Fasta format

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

Replication Package for "On The Impact of Adopting AI Libraries in Open Source Projects. A Large Scale Study"

<p># Replication Package for the Paper: "On The Impact of Adopting AI Libraries in Open Source Projects. A Large Scale Study"</p> <p>This replication package includes the raw data, questionnaire answers, and a Python notebook to reproduce the results detailed in the paper "On The Impact of Adopting AI Libraries in Open Source Projects. A Large Scale Study"</p> <p>## Repository Structure<br>1. **Results:** Contains Excel files with the responses from the 2 human experts and the 5 models and the review of the 3 human reviewers.<br>2. **Tables:** Contains the full Wilcoxon Test Results for H01 and H02 as well as the Anderson Darling test for normality and the Spearmans' Rho.</p> <p>## Replication Process<br>To replicate the results of our study, open the provided Python Notebook in Google Colab and follow the instructions to reproduce the results seamlessly.</p> <p># Instructions for Use<br>To utilize this replicability package, refer to the steps outlined in the notebook file.</p> <p># Remarks<br>If you encounter any issues or have any questions, please get in touch with the paper's authors. We will be glad to assist you!</p>

openmit-licenseMay 2024View details →
zenodo32/100

Adoption of Climate-Smart Agricultural Practices and Its Impact on Crop Productivity: A Case Study of Smallholder Farmers in Nyimba District, Zambia

Open the record for dataset details and reuse information.

opencc-by-4.0May 2024View details →
zenodo32/100

Adopting Micro-Frontends: Impacts and Challenges – A Systematic Mapping Study

<p><strong>Context:&nbsp;</strong>Incorporating new technologies into monolithic frontend projects has been challenging for software development teams, due to issues like code redundancy, inconsistency, and scalability. To address these challenges, the micro-frontend architecture emerged, offering a more modular and independent solution.</p> <p><strong>Goal:</strong>This study aims to investigate the impacts and challenges of adopting the micro-frontend architecture.&nbsp;<br><strong>Method:</strong> We conducted a Systematic Mapping Study (SMS) to identify the architectural patterns and approaches used in micro-frontends. Additionally, we carried out a survey to validate the strategies and challenges of adopting this architecture.</p> <p><strong>Results:</strong> The findings highlighted the relevance of the micro-frontend architecture in modernizing the frontend layer. However, its adoption is closely tied to the complexity and size of the project and team. Therefore, implementing the micro-frontend architecture with a well-defined set of methodological and technological decisions increases the likelihood of successful adoption.</p> <p><em>Keywords:</em> <em>Micro-frontend, Systematic Mapping Study, Challenges, Survey</em></p> <p>&nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0Jun 2024View details →
zenodo32/100

JDIAZ - Navigating Digital Transformation and Technology Adoption: Data & High RES Images

<p>JDIAZ - Navigating Digital Transformation and Technology Adoption: Data &amp; High RES Images</p> <p><strong>Navigating Digital Transformation and Technology Adoption: A Literature Review from Small and Medium Enterprises in Developing Countries</strong></p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

The Adoption of JavaScript Linters in Practice: A Case Study on ESLint

<p>This is the companion appendix of our TSE paper &quot;The Adoption of JavaScript Linters in Practice: A Case Study on ESLint&quot;</p>

opencc-by-4.0Sep 2018View details →
zenodo32/100

The Decision-Making Process Behind Library Adoption

<p>This is the Factors/Process Book for the research paper &quot;The Decision-Making Process Behind Library Adoption&quot;, submitted to: The 35th&nbsp;IEEE International Conference on Software Maintenance and Evolution (ICSME).</p>

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

Why do payments for watershed services emerge? A cross-country analysis of adoption contexts -- data

<p>Data used in article.&nbsp;Why do payments for watershed services emerge? A cross-country analysis of adoption contexts</p>

opencc-by-nd-3.0Dec 2018View details →
zenodo32/100

Retrieved studies for Impacts of the Adoption of Hybrid Work on Collaboration in Information Technology Teams

<p>Retrieved studies for Impacts of the Adoption of Hybrid Work on Collaboration in Information Technology Teams</p>

opencc-by-4.0Aug 2024View details →
zenodo32/100

Determinants of Agricultural Technology Adoption in Urban Vegetable Production: A Case Study of Chelencko and Kullubi Cities

Open the record for dataset details and reuse information.

opencc-by-4.0Oct 2024View details →
zenodo32/100

Possibilities to resist adopting quasi-militant democracy means. From: January 22, 2020. To: April 12, 2021.

<p>This database draws on Our World in Data. It was elaborated for the research project <em>Civil Disorder in Pandemic-ridden European Union</em>. The latter was financially supported by the National Science Centre, Poland [grant number 2021/43/B/HS5/00290].</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Impacts and Challenges of Adopting Micro-Frontends

<p>Context: Incorporating new technologies into monolithic frontend projects has been challenging for software development teams, due to issues such as code redundancy, inconsistency, and scalability. To address these challenges, the micro-frontend architecture emerged, offering a more modular and independent solution.</p> <p>Goal: This study aims to investigate the impacts and challenges of adopting the micro-frontend architecture.&nbsp;</p> <p>Method: We conducted a Systematic Mapping Study (SMS) to identify the architectural patterns and approaches used in micro-frontends. Additionally, we carried out a survey to validate the strategies and challenges of adopting this architecture.</p> <p>Results: The findings highlight the relevance of the micro-frontend architecture in modernizing the frontend layer. However, its adoption is closely tied to the complexity and size of the project and team. Therefore, implementing the micro-frontend architecture with a well-defined set of methodological and technological decisions increases the likelihood of successful adoption.</p>

opencc-by-4.0Aug 2024View details →
dryad32/100

Data from: Adoption of alternative migratory tactics: a view from the ultimate mechanism and threshold trait changes in a salmonid fish

Partial migration, in which a portion of the population migrates while the rest of the population remains as residents, is a common form of migration. Alternative migratory tactics (AMTs) of partial migration are often determined by polygenic threshold traits. However, the ultimate mechanisms that drive inter-population variations in threshold traits are not well understood. We present a simple schematic model to explain how the threshold trait changes with fitness consequences under opposing natural and artificial selection forces. We conducted a field test to evaluate the effects of migration difficulty (as a natural selective force) and selective captive breeding (as an artificial selective force) on threshold traits of a partially migratory fish. Male masu salmon (<i>Oncorhynchus masou</i>) in the Shari River system have AMTs divided into three population categories of hatchery, wild/above the waterfall, and wild/below the waterfall (control). The wild/above the waterfall salmon live in a high-migration-cost situation, and the threshold trait changed in a direction that promoted residency. In hatchery salmon, which are produced by migrant-selective captive breeding, the threshold trait changed in a direction that promoted migration. In contrast, Dolly Varden charr (<i>Salvelinus malma</i>) displayed only resident tactics, and the threshold trait did not differ between the populations above and below the waterfall, indicating that environment did not explain the variation in the threshold trait. Our results support the model and suggest that opposing natural and artificial selection forces drive variations in the threshold traits and migratory patterns in the studied species. Our conceptual framework for the ultimate mechanism may help to better understand adoption of AMTs and production of diverse intraspecific traits in migratory animals.

opencc-zeroDec 2016View details →
zenodo32/100

Figure 1. Measurements adopted for Pristidae. A in Species delineation and global population structure of Critically Endangered sawfishes (Pristidae)

Figure 1. Measurements adopted for Pristidae. A, dorsal view: (1) total length; distance from rostrum tip to (2) eye, (3) spiracle, (4) pectoral fin insertion, (5) pelvic fin insertion, (6) first dorsal fin origin, (7) second dorsal fin origin, and (8) upper caudal fin origin; distance between bases, (15) interdorsal; distance between inner corners, (19) eyes, (20) spiracles, (106) eye length, and (107) spiracle length; rostrum measurements, (54) total length, (55) standard length, (57) rostrum width anterior, (61) rostrum width posterior, (62) interlateral rostral tooth anterior, and (67) interlateral rostral tooth posterior. B, ventral view, distance from rostrum tip to: (9) outer nostril, (10) mouth, (11) first gill, (12) third gill, and (13) posterior cloaca; distance between inner corners, (21) nostrils; pectoral fin lengths, (33) anterior margin, (34) posterior margin, (35) inner margin, and (36) base; other measurements, (28) mouth width, (30) nostril length, (32) clasper outer length. C, lateral view, first dorsal fin lengths: (41) anterior margin, (42) posterior margin, (43) height, (44) inner margin, and (45) base; second dorsal fin lengths: (46) anterior margin, (47) posterior margin, (48) height, (49) inner margin, and (50) base; caudal fin lengths, (51) upper lobe, (52) posterior margin, and (53) lower lobe. Drawings from Food and Agricultural Organization of the United Nations (FAO) Species Catalogues.

opennotspecifiedDec 2012View details →
zenodo32/100

Adopt a Pixel 3 km: A Multiscale Data Set Linking Remotely Sensed Land Cover Imagery with Field Based Citizen Science Observation

<p>These datasets were used in an article submitted to the journal Frontiers in Climate in 2021: <a href="https://www.frontiersin.org/articles/10.3389/fclim.2021.658063/full">https://www.frontiersin.org/articles/10.3389/fclim.2021.658063/full</a></p> <p>Further supplemental links (including general information about GLOBE data) can be accessed at <a href="https://observer.globe.gov/get-data/mosquito-habitat-data">https://observer.globe.gov/get-data/mosquito-habitat-data</a>.</p>

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

Code & Data for "Adoption of Transparency and Openness Promotion (TOP) guidelines across journals"

<p>This entry contains code and data that was used in the publication: &quot;Adoption of Transparency and Openness Promotion (TOP) guidelines across journals&quot; submitted in Publications journal.</p> <p>*It was version 2 when we added&nbsp;Fig_3_Tab2_Defining_science_disciplines_plus_plot.R script&nbsp;to version 1.</p> <p>*It was&nbsp;version 3&nbsp;because we added script that calculates median and mean values of the stringency levels to version 2 data.</p> <p>*Latest version is version 4: we added supplementary data.</p> <p>#IDEA:</p> <p>This project was about analyzing policies of two thousand journals within the framework of eight TOP standards:&nbsp;<br> data citation, transparency of data, material, code and design and analysis, replication, plan and study pre-registration,&nbsp;<br> and two effective interventions: &ldquo;Registered reports&rdquo; and &ldquo;Open science badges&rdquo;.&nbsp;</p> <p># MATERIALS &amp; METHODS<br> We downloaded the TOP Factor (v33, 2022-08-29 3:12 PM) metric from the https://osf.io/kgnva/files/osfstorage/5e13502257341901c3805317&nbsp;<br> website and analyzed its content with an in-house R script (in this repo):<br> 1) SCRIPT: fig1_Analyzing_journals_policies_and_TOP_guidelines.R<br> 2) SCRIPT: Figure2a_b_TOP_impl_journal_statistist_0_1_piechart_barplot.R<br> In order to get statistics about implementation of the TOP guidelines across discipline-specific journals,&nbsp;<br> we extracted information about journal&rsquo;s disciplines from the Scopus content database.&nbsp;<br> We downloaded SCOPUS content coverage from the https://www.elsevier.com/solutions/scopus/how-scopus-works/content?dgcid=RN_AGCM_Sourced_300005030 (existJuly2022.xlsx)<br> and used the first Sheet.<br> We identified match between those 2 tables:&nbsp;<br> 3) SCRIPT: Rscript_overlapping_TOP_dataframe_and_SCOPUS_db.R<br> And resulted in Overlap_SCOPUS_TOP.rds file<br> And performed visualization and statistics:<br> 4) SCRIPT: Fig_3_Tab2_Defining_science_disciplines_plus_plot.R</p> <p>&nbsp;</p> <p>#RESULTS Submitted to Publications 30.9.2022.</p> <p>Reviewed 2.11.2022.</p> <p>Latest version: 25.11.2022.</p>

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

Experienced Challenges of Adopting Agile Scaling Frameworks: Dataset

<p>Dataset for the paper &quot;Experienced Challenges of Adopting Agile Scaling Frameworks&quot;</p> <p>The data is in one SPSS file, with variable descriptions.</p> <p>&nbsp;</p>

opencc-by-4.0Oct 2023View details →
zenodo32/100

Database on agroforestry dynamics and adoption, Betampona, Madagascar 2018

<p>SPSS Raw Database</p>

opencc-by-4.0Jul 2023View 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