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.
6,782
datasets available to search
ShareScore release 0.9.0
Dataset results
6,782 results for “project”
[Dataset] Is it a match? Motivations on citizen science volunteers and recruitment arguments in project descriptions
<p>This dataset contains the necessary details to reproduce the experiments of the paper:</p> <p><em>Kai Nils, W., Gutiérrez Páez,N.F., Sabel, O. and Hämäläinen, R. (2022) “Is It a Match? Motivations on Citizen Science Volunteers and Recruitment Arguments in Project Descriptions.” In Proceedings of the ECSA2022 conference: Citizen Science for Planetary Health, 69–70. <a href="https://2022.ecsa-conference.eu/files/ecsa/Bilder/ECSA2022_Conference_Proceedings.pdf">https://2022.ecsa-conference.eu/files/ecsa/Bilder/ECSA2022_Conference_Proceedings.pdf</a></em></p> <p>Data has been collected by quantitative triangulation. 1076 participants in citizen science projects answered a survey about the 12 motivational factors for participating. They had access to the survey by social media posts or email invitations sent to people in charge of projects. Data regarding motivational arguments in recruitment come from quantitative content analysis of 367 project descriptions of the website Zooniverse. The content analysis of the project descriptions was done manually by two coders independently. Then, both coders analysed their codings and reached consensus.</p>
Data for Project 'Development and Initial Validation of the German Version of the Exergame Enjoyment Questionnaire (EEQ-G)'
<p>Data for Project 'Development and Initial Validation of the German Version of the Exergame Enjoyment Questionnaire (EEQ-G)', consisting of (1) the original and complete dataset (Data_EEQ-G_Validation_Study_for-publication.xlsx) and (2) a corresponding README file including (a) general information, (b) data and file overview, (c) sharing and access information, (d) methodological information, and (e) data-specific information.</p>
Bias-corrected data from the preoperational MiKlip system for decadal climate predictions used in the PNRA-IPSODES project
<p>This dataset contains a selection of bias-corrected data from the preoperational MiKlip system for decadal climate predictions (Mueller et al., 2018) used within the Italian research project PNRA18_00199-IPSODES. The adopted method for bias correction is described in the file bias_correction.pdf. Also data from the assimilation run are provided. Nomenclature of variables follows that of the original MiKlip output.</p> <p>Mueller, W., et al. A Higher‐resolution Version of the Max Planck Institute Earth System Model (MPI‐ESM1.2‐HR). J. Adv. Model. Earth Syst. 10, 1383-1413 (2018)</p>
Dataset supporting publication: Design Framework and Laboratory Experiments for Helix and Slinky Type Ground Source Heat Exchangers for Retrofitting Projects
<p>Dataset supporting publication: “Design Framework and Laboratory Experiments for Helix and Slinky Type Ground Source Heat Exchangers for Retrofitting Projects” (publication available for download: <a href="https://zenodo.org/record/7436458">GEOFIT Zenodo</a>).</p> <p>The focus of the experimental work was on shallow spiral geothermal heat exchanger configurations. Real-scale experiments were carried out for vertically oriented spiral collectors (helix) in sand and soil. One objective was to develop a measurement concept in laboratory environment to create a framework for a validated database. This database serves as the basis for further and new development of engineering design tools. To achieve the highest possible data-point density in the observed environment, temperature sensors and a fiber-optic temperature measurement system (DTS) were used. Soil probes were taken in situ before and after the measurements and analyzed at a thermophysical laboratory to determine material properties. The heat flow was controlled by an electric heating cable, which was installed in the form of a spiral-shaped heat exchanger in a 1 m³ container. To guarantee constant boundary conditions, the measurements were carried out in a climate chamber at a defined ambient temperature. The evaluation of the transient response behavior is spatially resolved. The results are coordinate-based temperature points, which describe temperature gradients in all axes of the container over time, which are combined with known soil properties. The collected data was used to develop computational fluid dynamic (CFD) models, which are used to extend the variety of geometry and soil configurations for developing new design tools.</p>
FAIR-IMPACT Synchronisation Force: preliminary data gathered from projects and intiatives
<p>Between the 21st and 24th of November 2022 more than 120 representatives of projects and initiatives funded and/or supported by the European Commission H2020 and Horizon Europe programmes and operating in the EOSC framework joined the FAIR-IMPACT Synchronisation Force collaborative sessions to assess the implementation of the FAIR principles across research projects and initiatives in the EOSC framework.</p> <p>The team focussed on work related to FAIR-IMPACT focus areas, namely Metrics and assessing FAIRness (session 1), Persistent Identifiers (Session 2), Trustworthy and FAIR-enabling repositories (Session 3) and Metadata, semantics and interoperability (Session 4).</p> <p>In order to ensure an interactive meeting, participants were asked to complete a preliminary survey according to the sessions that they would join and complete 4 questions. The inputs received constituted the starting point for the discussions during the Synchronisation Force Workshop and are collected here as pdf files.</p> <p> </p>
Paired omics Data Platform projects
<p>The Paired Omics Data Platform is a community-based initiative standardizing links between genomic and metabolomics data in a computer readable format to further the field of natural products discovery. The goals are to link molecules to their producers, find large scale genome-metabolome associations, use genomic data to assist in structural elucidation of molecules, and provide a centralized database for paired datasets. This dataset contains the projects in <a href="http://pairedomicsdata.bioinformatics.nl/">http://pairedomicsdata.bioinformatics.nl/</a>.</p> <p>The JSON documents adhere to the <a href="http://pairedomicsdata.bioinformatics.nl/schema.json">http://pairedomicsdata.bioinformatics.nl/schema.json</a> JSON schema.</p>
Projections of the Timing of Decreasing Coastal Flood Protection
<p>This data set contains projections of the timing of decreasing coastal flood protection (i.e., projections of the timing of frequency amplifications of estimated flood protection standards) associated with Hermans et al. (in revision), The Timing of Decreasing Coastal Flood Protection Due to Sea-Level Rise. It contains the output of extreme value analysis of high-frequency GESLA3 tide gauge observations (daily maxima, generalized Pareto distribution fits and return curves), total AR6 sea-level projections interpolated to GESLA3 tide gauge locations, and the required sea-level rise for and the timing of frequency amplifications relative to estimated coastal flood protection standards (FLOPROS) or to the historical centennial event. Results are included for both automatically selected extremes thresholds and for a constant threshold of 98.8% at all locations.</p> <p>The manuscript that this data accompanies can be found at <a href="https://www.nature.com/articles/s41558-023-01616-5">https://www.nature.com/articles/s41558-023-01616-5</a>.</p> <p>The code used to produce this data can be found at <a href="https://github.com/Timh37/TimingAFs">https://github.com/Timh37/TimingAFs</a>.</p> <p><strong>Required Acknowledgements and Citations</strong></p> <p>Users of this dataset are asked to cite:</p> <ul> <li>The manuscript that this dataset accompanies: Hermans, T.H.J., Malagón-Santos, V., Katsman, C.A. <em>et al.</em> The timing of decreasing coastal flood protection due to sea-level rise. <em>Nat. Clim. Chang.</em> <strong>13</strong>, 359–366 (2023). https://doi.org/10.1038/s41558-023-01616-5</li> <li>Garner, G. G., T.H.J. Hermans, R. E. Kopp, A. B. A. Slangen, T. L. Edwards, A. Levermann, S. Nowikci, M. D. Palmer, C. Smith, B. Fox-Kemper, H. T. Hewitt, C. Xiao, G. Aðalgeirsdóttir, S. S. Drijfhout, T. L. Edwards, N. R. Golledge, M. Hemer, G. Krinner, A. Mix, D. Notz, S. Nowicki, I. S. Nurhati, L. Ruiz, J-B. Sallée, Y. Yu, L. Hua, T. Palmer, B. Pearson, 2021. IPCC AR6 Global Mean Sea-Level Rise Projections. Version 20210809. Dataset accessed [YYYY-MM-DD] at <a href="https://doi.org/10.5281/zenodo.5914709">https://doi.org/10.5281/zenodo.5914709</a></li> <li>Tiggeloven, T., de Moel, H., Winsemius, H. C., Eilander, D., Erkens, G., Gebremedhin, E., Diaz Loaiza, A., Kuzma, S., Luo, T., Iceland, C., Bouwman, A., van Huijstee, J., Ligtvoet, W., and Ward, P. J.: Global-scale benefit–cost analysis of coastal flood adaptation to different flood risk drivers using structural measures, Nat. Hazards Earth Syst. Sci., 20, 1025–1044, <a href="https://doi.org/10.5194/nhess-20-1025-2020">https://doi.org/10.5194/nhess-20-1025-2020</a>, 2020</li> </ul> <pre><code>R.E.K. was supported by the National Science Foundation (NSF) as part of the Megalopolitan Coastal Transformation Hub (MACH) under NSF award ICER-2103754. T.H.J.H., V.M.-S. and A.B.A.S. were supported by PROTECT. This project has received funding from the European Union's Horizon 2020 research and innovation programme under grant agreement No 869304, PROTECT contribution number TBD.</code></pre> <p> </p>
Deliverable D8.4 BD4OPEM Project Video
<p>The video was produced by the project partner Sustainable Innovation (SUST) in Sweden, who are leaders of Work Package(WP) 8 “Dissemination and Communication”. The goal of the video is give a human face to the otherwise rather abstract concept of the energy grid services and the BD4OPEM marketplace via personal interviews with the people involved at the BD4OPEM pilot sites. The length of the video was agreed upon to be around 10 – 15 minutes long. </p> <p>It is also about giving the pilot leaders - which are for the marketplace and the services the prospects as customers – the floor to inspire other stakeholder on innovation and the BD4OPEM project’s value offerings. Showcasing real testimonials of the relevance of the BD4OPEM project, the marketplace, and the services being developed. The scope of the video is to complement previously made dissemination content (videos, newsletters, etc). </p> <p>link: https://www.youtube.com/watch?v=egaOrI7xCzg</p>
Preparedness for Contingencies: A Systematic Review of the Factors that Influence the Crisis Resilience of Project Managers
<p>The goal of this review paper is to investigate factors that contribute to project managers' crisis resilience through a systematic review of the literature and bibliometric analysis using VOXviewer. Existing research on project management and resilience focuses on urban resilience, community resilience, organisational resilience, team resilience, individual resilience, resilience of critical infrastructure, and flood resilience. In the context of project managers, however, the factors that influence crisis resilience and preparedness remain unclear. Using the PRISMA framework for systematic literature, 55 peer-reviewed articles published between 1993 and 2022 that met our criteria were identified through a structured keyword search in the Scopus and WoS databases. The systematic review and bibliometric analysis reveal eight (8) clusters, which we further categorise into four determinants. This is the most important finding of this review. In the context of the roles of project managers, the results of a comparative analysis reveal four prominent factors for enhancing crisis resilience: 1. leadership (individual resilience, influence, team trust, emotional intelligence); 2. interpersonal skill (conflict management, persistence, crisis preparedness); 3. agility (proactiveness, coping capacity, and adaptive capacity); 4. risk management and vulnerability (perception, awareness) . These factors are essential for developing project managers who are less susceptible to future crises and disasters. This study has exhaustively characterised the possibilities and capacities of crisis resilience in terms of competency, integration, collaboration, and novelty; however, the search was restricted to a small number of databases and a short period of time, which could be explored in future research. According to the findings, most previous research on crisis resilience focused on emergency preparedness and was primarily conducted in Western and American studies. There is a lack of a holistic perspective on crisis resilience, which will be developed. We believe that international collaboration efforts to establish a platform for the exchange of knowledge between Western and American nations and ASEAN members are necessary</p>
Text-fig. 43. Synchrotron radiation X-ray tomographic microscopy SRXTM images of "Tricarpellate flower sp. 2"; Catefica locality, Portugal. a) Lateral view of floral structure (volume rendering) showing the apical projection of the carpels and the semiinferior organization; b) Apical view of floral structure (volume rendering) showing the triangular shape of the hypanthial rim, the tricarpellate ovary with a single apical style; note that one locule is fully developed while the other two are collapsed; note also slits of unknown nature in the corners of the triangular hypanthial rim (arrows); c) Transverse section (orthoslice xy0712) close to the floral apex showing the locule of the one fully developed carpel with ovules borne along ventral placentae; note amorphous substance (asterisk) associated with the developing ovules that fills part of the locule space; d) Longitudinal section (orthoslice xz0858) through the locule of the one fully developed carpel showing the semi-inferior organization and ovules arranged along the full length of the carpel; note amorphous substance (asterisk) associated with the developing ovules that fills part of the locule space; e) Tangential longitudinal section (orthoslice yz1019) through the one fully developed locule, showing the densely packed ovules and the amorphous substance (asterisk) with which they are associated. Specimen, Catefica 50-S174901 (a–e). Scale bars = 300 Μm (a–e). in The Early Cretaceous Mesofossil Flora Of Catefica, Portugal: Angiosperms
Text-fig. 43. Synchrotron radiation X-ray tomographic microscopy SRXTM images of "Tricarpellate flower sp. 2"; Catefica locality, Portugal. a) Lateral view of floral structure (volume rendering) showing the apical projection of the carpels and the semiinferior organization; b) Apical view of floral structure (volume rendering) showing the triangular shape of the hypanthial rim, the tricarpellate ovary with a single apical style; note that one locule is fully developed while the other two are collapsed; note also slits of unknown nature in the corners of the triangular hypanthial rim (arrows); c) Transverse section (orthoslice xy0712) close to the floral apex showing the locule of the one fully developed carpel with ovules borne along ventral placentae; note amorphous substance (asterisk) associated with the developing ovules that fills part of the locule space; d) Longitudinal section (orthoslice xz0858) through the locule of the one fully developed carpel showing the semi-inferior organization and ovules arranged along the full length of the carpel; note amorphous substance (asterisk) associated with the developing ovules that fills part of the locule space; e) Tangential longitudinal section (orthoslice yz1019) through the one fully developed locule, showing the densely packed ovules and the amorphous substance (asterisk) with which they are associated. Specimen, Catefica 50-S174901 (a–e). Scale bars = 300 Μm (a–e).
Text-fig. 37. Scanning electron microscope (SEM) images of "Stamen with tricolpate pollen sp. 1"; Catefica locality, Portugal. a) Stamen fragment showing the elongate, tetrasporangiate anther but with the base and apex poorly preserved; b–d) Pollen grains from stamen fragment in equatorial view showing the long colpi and well-developed, heterobrochate reticulum with very distinct large and small lumina; e) Detail of pollen wall showing orbicules with irregular projections; f) Detail of pollen wall showing smooth muri supported by short, densely spaced columellae. Specimen, Catefica 50-S170419 (a–f). Scale bars = 600 Μm (a), 6 Μm (b–d), 1.5 Μm (e, f). in The Early Cretaceous Mesofossil Flora Of Catefica, Portugal: Angiosperms
Text-fig. 37. Scanning electron microscope (SEM) images of "Stamen with tricolpate pollen sp. 1"; Catefica locality, Portugal. a) Stamen fragment showing the elongate, tetrasporangiate anther but with the base and apex poorly preserved; b–d) Pollen grains from stamen fragment in equatorial view showing the long colpi and well-developed, heterobrochate reticulum with very distinct large and small lumina; e) Detail of pollen wall showing orbicules with irregular projections; f) Detail of pollen wall showing smooth muri supported by short, densely spaced columellae. Specimen, Catefica 50-S170419 (a–f). Scale bars = 600 Μm (a), 6 Μm (b–d), 1.5 Μm (e, f).
Text-fig. 28. Scanning electron microscope (SEM) images of stamens and pollen of Endressistemon cateficensis gen. et sp. nov.; Catefica locality, Portugal. a, b) Staminal structure with two lateral stamens and one median structure seen in ventral and dorsal view (orientation unknown) showing that each stamen has a prominent apical extension and two pairs of pollen sacs separated by a narrow connective; both stamens are borne on a common base together with the median structure and their anthers are sessile on the common stalk; note the apical projection of the median structure (asterisk) between the two stamens and the ribs over probable vascular bundles that extend from the common base into the apical projections of both stamens and the median structure (arrows); c) Staminal structure showing two stamens with prominent apical projections and median axis-like structure between the two stamens (arrow); d) Staminal structure showing two stamens with prominent apical projections borne on a common base; e) Staminal structure in (a) and (b), from the same orientation as (b), showing the ribs over probable vascular bundles (yellow) that extend into the apical projections; f) Detail of staminal structure in (a) and (b) showing the fused or strongly adhering apical projections of the two lateral stamens and the median structure (asterisk); g) Monocolpate, reticulate pollen grains from the pollen sacs of stamen in (d). Specimens, Catefica 49-S107778 (holotype, a, b, e, f), Catefica 49-S107769 (c), Catefica 49-S107751 (d, g). Scale bars = 600 Μm (a–d), 300 Μm (e), 100 Μm (f), 6 Μm (g). in The Early Cretaceous Mesofossil Flora Of Catefica, Portugal: Angiosperms
Text-fig. 28. Scanning electron microscope (SEM) images of stamens and pollen of Endressistemon cateficensis gen. et sp. nov.; Catefica locality, Portugal. a, b) Staminal structure with two lateral stamens and one median structure seen in ventral and dorsal view (orientation unknown) showing that each stamen has a prominent apical extension and two pairs of pollen sacs separated by a narrow connective; both stamens are borne on a common base together with the median structure and their anthers are sessile on the common stalk; note the apical projection of the median structure (asterisk) between the two stamens and the ribs over probable vascular bundles that extend from the common base into the apical projections of both stamens and the median structure (arrows); c) Staminal structure showing two stamens with prominent apical projections and median axis-like structure between the two stamens (arrow); d) Staminal structure showing two stamens with prominent apical projections borne on a common base; e) Staminal structure in (a) and (b), from the same orientation as (b), showing the ribs over probable vascular bundles (yellow) that extend into the apical projections; f) Detail of staminal structure in (a) and (b) showing the fused or strongly adhering apical projections of the two lateral stamens and the median structure (asterisk); g) Monocolpate, reticulate pollen grains from the pollen sacs of stamen in (d). Specimens, Catefica 49-S107778 (holotype, a, b, e, f), Catefica 49-S107769 (c), Catefica 49-S107751 (d, g). Scale bars = 600 Μm (a–d), 300 Μm (e), 100 Μm (f), 6 Μm (g).
Audio Demos and Code for Dreamscape Project
<p>Additional to FBP final report</p>
Microbiome of domestic water in rainwater-harvesting dependent Carriacou, Grenada - Water_aCCSIS Project
<p>Data files for the manuscript "The microbiome of domestic water in the rainwater harvesting-dependent island community of Carriacou, Grenada in the southern Caribbean"</p>
Projected Smoke Impacts from Increased Prescribed Fire Activity (PHIRE) Smoke Modeling Datasets
<p>This dataset support the publication, Kramer et al., 2023, submitted to JGR: Atmospheres on 01-13-2023</p> <p>This project was supported by a grant from the CAL FIRE Forest Health Research Program (Agreement #8GG19803), as part of California Climate Investments. California Climate Investments is a statewide program that puts billions of Cap-and-Trade dollars to work reducing greenhouse gas emissions, strengthening the economy, and improving public health and the environment—particularly in disadvantaged communities. This study has not been reviewed by the funding agency and may not represent their opinion and interpretation of the findings. We also would like to acknowledge all participating organizations in the PHIRE team: The California Department of Public Health- Sumi Hoshiko; The Sequoia Foundation- Jeff Sanchez; U.S. EPA- Ana G. Rappold; Michigan Technological University- Nancy French; the U.S. Forest Service- Leland Tarnay; and Sonoma Technology- Fred Lurmann, ShihMing Huang, Samantha J. Kramer, Crystal McClure, and Melissa Chaveste. Beyond the authors of this publication, we would also like to acknowledge Sonoma Technology team members Kenneth J. Craig and Anondo Mukherjee for their contributions.</p>
Raw data of the EFSA NAMs Project on Tebufenpyrad, Part 2 (Annex B) (NP/EFSA/SCER/2020/02) (Alimohammadi et al., 2023)
<p>Raw data of the <em>in vitro</em> experiments produced in the context of the EFSA Pilot Project on 'New Approach Methodologies (NAMs) for Tebufenpyrad Risk Assessment. Part 2. Hazard characterisation and identification of the Reference Point’ outsourced to University of Konstanz (Annex B) (NP/EFSA/SCER/2020/02) (Alimohammadi et al., 2023).</p>
Raw data of the EFSA NAMs Project on Tebufenpyrad, Part 1 (Annex B) (GP/EFSA/SCER/2020/02) (Henri et al., 2023)
<p>Raw data of the <em>in vitro</em> experiments produced in the context of the EFSA Pilot Project on 'New Approach Methodologies (NAMs) for Tebufenpyrad Risk Assessment. Part 1. Development of Physiologically-Based Kinetic (PBK) Model Coupled With Pulmonary and Dermal Exposure’ outsourced to ANSES (Annex B) (GP/EFSA/SCER/2020/02) (Henri et al., 2023).</p>
Renewables Projection with Storage in the Brazilian Electricity Matrix using OSeMOSYS and Flextool - Dataset
<p>This dataset presents the input and results for the study on the increase of Solar and Wind energy generation in the Brazilian Power System, as a way to achieve the NetZero by 2050. This study was conducted using the OSeMOSYS and Flextool as a deliverable of the Energy Modelling Platform for Latin America and The Caribbean Course - EMP-LAC 2023.</p>
Fig. 7. Saxicolella futa. A in Taxonomic revision of Saxicolella (Podostemaceae), African waterfall plants highly threatened by Hydro-Electric projects
Fig. 7. Saxicolella futa. A habit; B three flowering or fruiting ► shoots at root terminal-bifurcations; C, D undehisced spathellum with shoot and root; E flower, part emerged from spathellum; F flower in spathellum, gynoecium removed, showing tepals, gynophore and stamen; G gynoecium; H ovary wall in transverse section showing ribs; J variation in stigmata; K seed, hydrated; L reconstruction of complete flower (based on E – G). A from photo by cheek at chute de Sal'aa. B – D, G – F from Cheek 18979. (K); E & F from Cheek 18980 (K). DRAWN BY ANDREW BROWN.
Fig. 4. Saxicolella nana. A in Taxonomic revision of Saxicolella (Podostemaceae), African waterfall plants highly threatened by Hydro-Electric projects
Fig. 4. Saxicolella nana. A stem with two leafy shoots with spathellae; B placenta from fruit covered in seeds; C habit sketch showing disc-like root and centrally inserted leaf rosettes; D shoot with dehisced spathellum and flower at anthesis (right), detail of stamen (left); E dyad pollen grain; F flower showing pedicel, tepals and gynophore (stamen removed); G transverse section of ovary. All from Mildbraed 7749a (B). ALL DRAWN BY JOSEF POHL (original for illustration in the protologue, attached to the holotype B).
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.