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.

7,378

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

7,378 results for “case”

Learn how ShareScore rates datasets ↗
zenodo36/100

Research data: "Effects of Network Structures on the Production Planning in Closed-loop Supply Chains – A Case Study based Analysis for Lithium-ion Batteries in Europe"

<p>This data set belongs to the paper Effects of Network Structures on the Production Planning in Closed-loop Supply Chains &ndash; A Case Study based Analysis for Lithium-ion Batteries in Europe in the International Journal of Production Economics (DOI). The BatPac model, as well as, the model for the economic assessment of the recycling route are not included. The needed data can be found in the file (name). Further, the BatPaC model can be gather from the website of Argonne National Laboratory and the assessment tool for the recycling routes via this DOI: 10.5281/zenodo.6500946.</p> <p>&nbsp;</p> <p>This work is part of the research project Recycling 4.0 (EFRE | ZW 6-85018080), which is funded by the European Regional Development Fund and managed by the development bank for the German federal state of Lower Saxony (NBank).</p>

opencc-by-4.0May 2022View details →
zenodo36/100

Case simulation: LES RF20 composite case

<p>This dataset contains the model configuration files and selected output data of the large-eddy simulation experiments as described in the publication: &quot;Aerosol-cloud-turbulence interactions in well-coupled Arctic<br> boundary layers over open water&quot;</p>

opencc-by-4.0Oct 2021View details →
zenodo36/100

Elevational patterns in tropical bryophyte diversity differ among substrates: a case study on Baru volcano, Panama

<p><strong>Questions. </strong>Bryophytes attain their highest diversity in tropical mountain forests. Although distribution patterns have been described, little emphasis has been placed on comparing patterns among substrates (e.g., terrestrial, epiphytic). Understanding these patterns is important, because they determine not only the pool of genetic resources, but also the functioning of these forest ecosystems. Therefore, we studied how bryophyte species diversity changes with elevation, how elevational patterns differ between substrate types, and how elevational trends relate to environmental drivers.</p> <p><strong>Location. </strong>Baru Volcano, Panama.</p> <p><strong>Methods. </strong>At each of eight elevations, between 1900 and 3300 m, bryophytes were collected in 600-cm<sup>2</sup> plots from six substrate types with four replicates. Species cover was registered as a measure of relative abundance. Species richness and community structure were determined and related to elevation, substrate types, and environmental drivers at three scales (plots, sets of four replicate plots per substrate per elevation, and all plots at each elevation).</p> <p><strong>Results. </strong>Bryophyte species richness decreased towards higher elevations, at all three scales and on all substrates except bryophytes on soil, for which, at the plot scale, richness peaked at higher elevations than on the other substrates. Relative humidity explained richness slightly better than elevation. Communities at the lowest elevations had the most uneven compositions, due to the presence of many small species with low abundance.</p> <p><strong>Conclusions. </strong>In studies on the spatial distribution of bryophyte diversity, it is essential to consider different substrates and spatial scales separately. If substrates differ in their elevational species-richness patterns, climate and land-use change may affect bryophyte diversity patterns not only directly, but also indirectly via changes in substrate availability. Therefore, a better understanding of the spatial variation in bryophyte diversity in mountains is essential to elucidate the effects of environmental change on this important group of plants and their implications for ecosystem functioning.</p> <p>FILE: Main data base_JVC.xlsx</p> <p>Sheet=TaxonomicInformation</p> <p>Our database contains taxonomic information on bryophyte species collected along an elevation gradient on the Baru volcano, Panama.</p> <p>Sheet=data</p> <p>The relative abundance of each species or morpho-species is included per 600-cm2 plot in each of the six considered substrates (soil = terricolous, rock = saxicolous, decomposing downed log (i.e. lying on the ground) = lignicolous, tree base = epiphytic on tree base, tree trunk = epiphytic on tree trunk, and understorey branch = epiphytic on branch).</p> <p>Sheet: climatic info<br> In addition, we present the information on the climate recorded between April and December 2017.<br> Acronyms: elev: elevation, tempmean: mean temperature over the measurement period (&deg;C), tempmin: minimum temperature over the measurement period (&deg;C), tempmax: maximum temperature over the measurement period (&deg;C), rhmean: mean relative humidity over the measurement period (%), rhmin: minimum relative humidity over the measurement period (%), rhmax: maximum relative humidity over the measurement period (%), cancov: canopy-cover (%), heican: height of the canopy ( m).</p>

opencc-by-4.0May 2022View details →
zenodo36/100

GRASS GIS Location for South-East US urban growth case study

<p>GRASS GIS Location containing data prepared for a FUTURES urban growth modeling case study for the&nbsp;South East United States (NC, SC, TN, GA, AL, FL). Contains NLCD 2001-2019 (land cover for all years; 2001 and 2019 impervious descriptor), county boundaries, USGS DEM, PAD-US protected areas.</p>

opencc-by-4.0May 2022View details →
zenodo36/100

Supplementary material (Sanger sequencing photo) of the case of THRB mosaicism presented in Clinically Symptomatic Resistance to Thyroid Hormone β Syndrome Because of THRB Gene Mosaicism of Donnars et al. (https://doi.org/10.1210/clinem/dgac347)

<p>Supplementary material (Sanger photo) of the case of THRB mosaicism presented in &quot;Clinically Symptomatic Resistance to Thyroid Hormone &beta; Syndrome Because of THRB Gene Mosaicism&quot;, by Donnars et al. (https://doi.org/10.1210/clinem/dgac347)</p>

opencc-by-4.0Jun 2022View details →
dryad36/100

Life-history traits modulate the influence of environmental stressors on biodiversity: the case of fireflies, climate, and artificial light at night

Aim Artificial light at night (ALAN) is an unprecedented stressor recently introduced in the abiotic milieu of natural landscapes. As such, understanding how ALAN and other natural stressors act in concert to shape the spatial distribution of biodiversity is a core goal in conservation ecology. Here, we aim at understanding how ALAN and climate interact with life-history traits and courtship signalling systems to dictate the composition of firefly communities in a global biodiversity hotspot. Location An extensive elevational gradient in the Atlantic Rainforest (Brazil) currently known as the hottest hotspot of fireflies on Earth. Methods We used multivariate species distribution models to understand how species traits and courtship signalling systems interact with climate and ALAN to determine species abundances within firefly communities. We also investigated how species-specific responses to climate and ALAN scale up to determine compositional changes in firefly communities along the elevational gradient. Results We found that climate shapes communities by filtering species according to their body size and trophic position. ALAN dictates the dominant courtship signalling system within communities by affecting the abundance of species that use bioluminescence or a combination of bioluminescence and pheromones in courtship. We also found that associations between beta-diversity and ALAN were non-stationary, being higher in regions under low levels of light pollution. This suggests that even incipient increases in ALAN within protected areas can yield fast changes in the composition of firefly communities. Main Conclusions Firefly responses to climate and ALAN are modulated by traits associated with different facets of their life histories. Given the alarming changes in both stressors predicted for the foreseeable future, our findings indicate that firefly communities are vulnerable to compositional changes even within protected areas. --

opencc-zeroMay 2022View details →
dryad36/100

Determinism and stochasticity in the spatial-temporal continuum of ecological communities: the case of tropical mountains

<p>Ecological communities are assembled in a spatial-temporal continuum. However, we still have a poor understanding of the relative importance of different mechanisms structuring community composition (i.e., beta-diversity) in space and time. In this study, we start by introducing a conceptual model that capitalizes upon the core-occasional species concept to predict that the assembly process in tropical mountains is driven by the deterministic turnover of core species in space via habitat sorting, but the turnover of occasional species through time via stochastic events of colonization and local extinctions. We then propose a general analytical framework that allows assessing these predictions by partitioning the total variance of a species-by-site-by-time matrix (i.e., total beta-diversity) among its purely spatial (variation in space independent of time), purely temporal (variation in time independent of space), and spatiotemporal (i.e., variation across different sites across different moments in time) components. Through simulation models, we provided theoretical support that the proposed analytical framework is suitable to test the predictions derived from our conceptual model. We then used this framework to identify general patterns and quantify the relative importance of processes underlying the spatial and temporal organization of ten distinct insect metacommunities along a tropical elevational gradient. As predicted, we found that, across taxa, spatial beta-diversity was mainly explained by environmental variation alone: a pattern that indicates the spatial turnover of core species. In contrast, temporal beta-diversity could not be distinguished from the expectation of null models where communities are simply represented by random draws from species pools: a pattern that indicates a temporal turnover of occasional species within communities. Taken together, our findings illustrate how our conceptual model and quantitative framework can articulate a better understanding of community assembly in space and time.</p>

opencc-zeroJun 2022View details →
dryad36/100

Supplementary data for: From genomics to integrative taxonomy? The case study of Pocillopora corals

<p><span>With the advent of genomics, sequencing thousands of loci from hundreds of individuals now appears feasible at reasonable costs, allowing complex phylogenies to be resolved. This is particularly relevant for cnidarians, for which insufficient data due to the small number of currently available markers, coupled with difficulties in inferring gene trees and morphological incongruences, encrypts species boundaries, thereby blurring the study and conservation of these organisms. Yet, can genomics alone be used to delimit species in an integrative taxonomic context? Here, focusing on the coral genus <em>Pocillopora</em>, which plays key roles in Indo-Pacific reef ecosystems but has challenged taxonomists for decades, we explored and discussed the usefulness of multiple criteria (genetics, morphology, biogeography and symbiosis ecology) to delimit species of this genus. Phylogenetic inferences, clustering approaches and species delimitation methods based on genome-wide single-nucleotide polymorphisms (SNPs) were first used to resolve <em>Pocillopora</em> phylogeny and propose genomic species hypotheses from 356 colonies sampled across the Indo-Pacific (western Indian Ocean, tropical southwestern Pacific and south-east Polynesia). These species hypotheses were then compared to previous genetic evidences, as well as to evidences based on morphology, biogeography and symbiosis. Genomics allowed to delimit 21 species hypotheses where only seven are currently recognised based on current taxonomy. Moreover, 13 species were strongly supported by all approaches, either confirming their currently recognised species status, or supporting the presence of new species that need to be formally described. Some of the other genomic species hypotheses were supported by biogeographic or symbiosis evidences, but additional investigations are needed to state on their species status. Altogether, our results support (1) the obsolescence of macromorphology (i.e., overall colony and branches shape) but the relevance of micromorphology (i.e., corallite structures) to refine <em>Pocillopora</em> species limits, (2) the need to identify molecularly species prior to their study, as morphology can blur species identification on the field, (3) the relevance of the mtORF (coupled with other markers in some cases) as a diagnostic marker of most species, and (4) the need for a taxonomical revision in the <em>Pocillopora</em> genus. These results give new insights into the usefulness of multiple criteria for resolving <em>Pocillopora</em> species limits and will ultimately provide helpful insights for the conservation of the species from this scleractinian genus.</span></p>

opencc-zeroJun 2022View details →
zenodo36/100

Applying an Inconsistency Repair Mechanism for clone-and-own Code Smell Analysis: the Apo-games Case Study (Evaluation Data)

<p>This is a repository containing the artifacts and the results of the evaluation of the solution paper&nbsp;&quot;Applying an Inconsistency Repair Mechanism for <em>clone-and-own</em>&nbsp;Code Smell Analysis: the Apo-games Case Study&quot;</p>

opencc-by-4.0Jun 2022View details →
zenodo36/100

Disentangling the impact of event- and annual-scale precipitation extremes on critical-zone hydrology in semiarid loess: A case study in apple tree plantation

<p>The dataset is the basic data of the author&#39;s paper &#39; Disentangling the impact of event-and annual-scale precipitation extremes on critical-zone hydrology in semiarid loess - a case study in apple tree plantation &#39;. The main content of this paper is to study the hydrological effect of extreme precipitation on the critical area of semi-arid loess. Taking apple plantation as an example, the data set includes the soil moisture and soil temperature data monitored in the field and the apple tree transpiration data. The measured data are used to calibrate and verify the model used in this paper. The water vapor flux, apple tree evapotranspiration and soil leakage data of the simulated soil profile are also included to analyze the hydrological effect of extreme precipitation on the critical area of loess.</p>

opencc-by-4.0Jun 2022View details →
zenodo36/100

Research on Universities Profile upon Entrepreneurship and Innovation Orientation: Case of Developing Countries

<p>This Data set is a part of a research project of&nbsp;&nbsp;&quot;Research on Universities Profile upon Entrepreneurship and Innovation Orientation: Case of Developing Countries&quot;&nbsp;</p>

opencc-by-4.0Jun 2022View details →
zenodo36/100

Quantifying research interests in 7,521 mammalian species with h-index: a case study (model output)

<p>Model results for Quantifying research interests in 7,521 mammalian species with h-index: a case study</p>

opencc-by-4.0Jun 2022View details →
zenodo36/100

Dataset of paper "Solar water disinfection in high-volume containers: From the laboratory to the field. A case study in Tigray, Ethiopia"

<p>Dataset of paper &quot;Solar water disinfection in high-volume containers: From the laboratory to the field. A case study in Tigray, Ethiopia&quot;</p> <ul> <li>Data of the global daily dose and average, maximum, and minimum temperatures during the year in Tigray (Ethiopia) and Almer&iacute;a (Spain).</li> <li><strong>: </strong>Data of the experimental <em>E. coli </em>inactivation profiles under different conditions of UV radiation, water temperature, water composition and container&rsquo;s volume.</li> </ul>

opencc-by-4.0Jun 2022View details →
zenodo36/100

Frequency dataset for "Profile-based measures of lexical variation. Four case studies on variation in word choice between Belgian and Netherlandic Dutch."

<p>The dataset is structured according to:</p> <ul> <li>the lexical field (CLOTHING, TRAFFIC, IT, and EMOTION);</li> <li>the part of speech (noun or adjective);</li> <li>the corpus;</li> <li>the concept;</li> <li>the term.</li> </ul> <p>It first gives the absolute frequency as found in the corpus and also after it was disambiguated. The concept frequency and relative frequency is calculated based on the &quot;disambiguated&quot; absolute frequency.</p> <p>More information can be found in this&nbsp;dissertation:</p> <p>Daems, Jocelyne. 2022.&nbsp;<em>Profile-based measures of lexical variation. Four case studies on variation in word choice between Belgian and Netherlandic Dutch. </em>KU Leuven.</p>

opencc-by-4.0Jun 2022View details →
dryad36/100

Data from on-farm trials of the InnovAfrica project in the South African case country

<p>The data set were generated through on-farm field trials that were established in Maluti-a-Phofung municipality, situated in the eastern Free State province of South Africa as part of a project entitled" Innovations in Technology, Institutional and Extension Approaches towards Sustainable Agriculture and enhanced Food and Nutrition Security in Africa (Acronym-InnovAfrica)". This project was implemented by a consortium of 16 institutions from Africa and Europe continents across six African countries (viz. Ethiopia, Kenya, Malawi, Rwanda, South Africa and Tanzania) from June 2017 to November 2021. Farmer-led trials were established for three planting seasons (2017/2018 to 2019/2020) to demonstrate, test and upscale the best-bet sustainable agricultural intensification practices for improved food and nutrition security in smallholder settings.</p>

opencc-zeroDec 2021View details →
zenodo36/100

Supplementary Material 1 : Monitoring Hydrothermal Activity Using Major and Trace Elements in Low-Temperature Fumarolic Condensates, The Case of La Soufriere de Guadeloupe Volcano, by Inostroza et al.

<p>Supplementary Material 1 -&nbsp;Monitoring hydrothermal activity using major and trace elements in low-temperature fumarolic condensates, the case of La Soufriere de Guadeloupe volcano, by&nbsp;Manuel Inostroza, S&eacute;verine Moune, Roberto Moretti, Vincent Robert, Magali Bonifacie, Elodie Chilin-Eusebe, Arnaud Burtin, Pierre Burckel</p>

opencc-by-4.0Jun 2022View details →
dryad36/100

Data from: An extreme case of plant-insect codiversification: figs and fig-pollinating wasps

It is thought that speciation in phytophagous insects is often due to colonization of novel host plants, because radiations of plant and insect lineages are typically asynchronous. Recent phylogenetic comparisons have supported this model of diversification for both insect herbivores and specialized pollinators. An exceptional case where contemporaneous plant–insect diversification might be expected is the obligate mutualism between fig trees (Ficus species, Moraceae) and their pollinating wasps (Agaonidae, Hymenoptera). The ubiquity and ecological significance of this mutualism in tropical and subtropical ecosystems has long intrigued biologists, but the systematic challenge posed by &gt;750 interacting species pairs has hindered progress toward understanding its evolutionary history. In particular, taxon sampling and analytical tools have been insufficient for large-scale cophylogenetic analyses. Here, we sampled nearly 200 interacting pairs of fig and wasp species from across the globe. Two supermatrices were assembled: on an average, wasps had sequences from 77% of 6 genes (5.6 kb), figs had sequences from 60% of 5 genes (5.5 kb), and overall 850 new DNA sequences were generated for this study. We also developed a new analytical tool, Jane 2, for event-based phylogenetic reconciliation analysis of very large data sets. Separate Bayesian phylogenetic analyses for figs and fig wasps under relaxed molecular clock assumptions indicate Cretaceous diversification of crown groups and contemporaneous divergence for nearly half of all fig and pollinator lineages. Event-based cophylogenetic analyses further support the codiversification hypothesis. Biogeographic analyses indicate that the present-day distribution of fig and pollinator lineages is consistent with a Eurasian origin and subsequent dispersal, rather than with Gondwanan vicariance. Overall, our findings indicate that the fig-pollinator mutualism represents an extreme case among plant–insect interactions of coordinated dispersal and long-term codiversification.

opencc-zeroDec 2011View details →
zenodo36/100

Implantation Cyst of Anterior Chamber: A Case Report

<p>The following video is supplemental material for the manuscript &quot;Implantation Cyst of Anterior: A Case Report&quot; published in Case Reports in Ophthalmology by Peralta et al. in 2022 and is intended for educational purposes only.&nbsp;</p>

opencc-by-4.0Jun 2022View details →
zenodo36/100

Dataset: The availability and completeness of open funder metadata - Case study for publications funded by the Dutch Research Council

<p>Data and code&nbsp;belonging to the manuscript:&nbsp;<strong>The availability and completeness of open funder metadata - Case study for publications funded by the Dutch Research Council&nbsp;</strong></p> <p><strong>Abstract:</strong><br> Research funders spend considerable efforts collecting information on outcomes of the research they fund. To help funders track publication output associated with their funding, Crossref initiated FundRef in 2013, enabling publishers to register funding information using persistent identifiers. However, it is hard to assess the coverage of funder metadata because it is unknown how many articles are the result of funded research and therefore should include funder metadata.&nbsp;</p> <p>In this paper we looked at 5,004 publications reported by researchers to be the result of funding by a specific funding agency: the Dutch Research Council NWO. Only 67% of these articles contain funding information in Crossref, with a subset acknowledging NWO as funder name and/or Funder IDs linked to NWO (53% and 45%, respectively).&nbsp;</p> <p>Web of Science (WoS), Scopus and Dimensions are all able to infer additional funding information from funding statements in the full text of the articles. Funding information in Lens largely corresponds to that in Crossref, with some additional funding information likely taken from PubMed. &nbsp;</p> <p>We observe interesting differences between publishers in the coverage and completeness of funding metadata in Crossref compared to proprietary databases, highlighting potential to increase the quality of open metadata on funding.&nbsp;</p> <p><strong>This dataset contains the following files:</strong></p> <ul> <li><strong>DOIs_unique_CR_Lens_Wos_Scopus_Dim.csv</strong><em> -&nbsp;</em>Dataset of unique DOIs (n= 5,004) with collected information from Crossref and presence/absence of funder information in Lens, Web of Science, Scopus &nbsp;and Dimensions&nbsp;</li> <li><strong>NWO_funder_names_Crossref.txt</strong><em>&nbsp;</em>- List of funder name variants for NWO found in Crossref</li> <li><strong>Google_Apps_Script.js</strong> - Google Apps Script for retrieving information from Crossref and processing Dimensions results&nbsp;</li> <li><strong>DOI_cleaning.R</strong><em> - </em>R script for cleaning DOIs</li> </ul>

opencc-pddcJul 2022View details →
zenodo36/100

MS2Query case study files

<p>The raw data, consensus spectra and annotation by MS2Query for the case studies.&nbsp;</p>

opencc-by-4.0Dec 2021View 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

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.