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.
8,537
datasets available to search
ShareScore release 0.9.0
Dataset results
8,537 results for “Openness”
Church Saint Sophia Photomesh - Open Heritage 3D
A photomesh of the Church of St. Sophia, Republic of North Macedonia. The mesh was produced from imagery collect by CyArk and acquired from Open Heritage 3D Dataset link https://openheritage3d.org/project.php?id=p14w-cd36 The mesh was produced using Agisoft Standard. The mesh was decimated and tiled for optmised performance. A 3D georeference tiled mesh can be viewed on an online web map here: https://flindersuni.maps.arcgis.com/apps/instant/3dviewer/index.html?appid=8620555e30dc47f9a46fa029baab5d33. The webmap is hosted by Flinders University of South Australia. Source: Objaverse 1.0 / Sketchfab
Holy Bible - Open
**The Pictorial National Comprehensive Family Bible.** **The Holy Bible** With the commentaries of Scott and Henry. and containing also many thousand critical and explanatory notes, selected from The great standard authors of Europe and America. The commentaries condensed, and the whole edited, Rev. John Eadie, D.D, ll.d, Professor of Biblical Literature to the United Presryterian Church profusely embellished with maps and pictorial illustrations many of them in chromo-lithography, taken on the spot by Lieut-Col, I. W. Ogilvy M'niven, while assistant-adjutant-general to the army in Syria Glasgow and London: W. R. M'phun, bookseller and publisher to H.RH. the Prince Consort. 1861 27 X 34 X 10 cm. Source: Objaverse 1.0 / Sketchfab
Open Railway Wagon 22081
A 10 ton railway wagon located in No.3 Slip at Chatham Historic Dockyard, Kent. 419 photos taken in November 2021 with a Sony a7R III and processed in Reality Capture. Rear is lower quality as this area was obscured by other nearby items. Source: Objaverse 1.0 / Sketchfab
Initial release of open-science notebook
<p>Initial release of open-science notebook of research on comparative phylogeographical model choice.</p>
South African Open Data in Higher Education: Sources, resources and providers
<p>Spreadsheet of data sourced on South African sources, resources and providers of higher education open data. Composed through desk review as principle component of the situational analysis conducted for the 'Use of open data in the governance of South African higher education' research project, in the IDRC/WWWF 'Exploring Emerging Impacts of Open Data in the South' initiative.</p>
Anteile der Betreibertypen am Wachstum der deutschen Open-Access-Repositorien-Landschaft (1991-2013)
<p>Das vorliegende Diagramm visualisiert Teile der Forschungsdaten des 2014 Census of Open Access Repositories in Germany, Austria and Switzerland mit Fokus auf die Betreibertypen und ihrem Anteil am Wachstum der Open-Access-Repositorien-Landschaft in Deutschland. Das Diagramm wurde in folgendem Blogpost verwendet: </p>
OLAF, Open Library of Affective Foods: A tool to investigate the emotional impact of food in adolescents
<p>The Open Library of Affective Foods (OLAF) is a set of original food pictures created to reliably select food pictures based on the emotions they prompt, as indicated by affective ratings of valence, arousal, and dominance and by an additional food craving scale. OLAF images were designed to allow simultaneous use with affective images from the International Affective Picture System (IAPS), which is a well-known instrument to investigate emotional reactions in the laboratory. The ultimate goal of the OLAF is to contribute to understanding how food is emotionally processed in healthy individuals and in patients who suffer from eating and weight-related disorders.</p> <p>The present normative data, which was based on a large sample of an adolescent population, indicate that when viewing affective non-food IAPS images, valence, arousal, and dominance ratings were in line with expected patterns based on previous emotion research. Moreover, when viewing food pictures, affective and food craving ratings were consistent with research on food cue processing. As a whole, the data supported the methodological and theoretical reliability of the OLAF ratings, therefore providing researchers with a standardized tool to reliably investigate the emotional and motivational significance of food.</p>
Supporting data for Open government data for regulation of energy resources in India
<p>This dataset contains supporting tables from the paper "Open government data for regulation of energy resources in India" published as part of the Exploring the Emerging Impacts of Open Data in Developing Countries project.</p> <p>Contextual information on each table is provided in the associated report.</p>
Interview data on provision and use of open data in South African higher education
<p>Data from interviews conducted with university planners, higher education studies researchers and the South African Department of Higher Education and Training (DHET). Data sourced for the 'Use of open data in the governance of South African higher education' research project, in the IDRC/WWWF 'Exploring Emerging Impacts of Open Data in the South' initiative.</p>
Historische Entwicklung von Open-Access-Repositorien in Deutschland 1991-2013
<p>Die vorliegende Grafik zeigt die historische Entwicklung der deutschen Repositorienlandschaft von 1991-2013 auf Basis der Daten des 2014 Census of Open Access Repositories in Germany, Austria and Switzerland.<sup>1</sup></p> <p>Die X-Achse zeigt den zeitlichen Verlauf in Jahren von 1991 bis 2013, wann ein Open-Access-Repositorium (OAR), bzw. sein Vorgänger über das WWW erreichbar war. Die Y-Achse zeigt den DINI-Validator-Score, den ein OAR im Zuge der des 2014 Census bei der Überprüfung mit dem DINI-Validator erreicht hat.<sup>2</sup> Die erreichten Werte sind der Tabelle zu entnehmen. Der Durchmesser eines Kreises (bzw. die Kantenlänge beim Quadrat visualisiert die Größe eines OA, die mit der Anzahl der im OAR vorgehaltenen Items in der Tabelle angegeben sind. Die Farbe des Kreises/Quadrats gibt den Betreibertypen an. Die Form (Kreis/Quadrat) zeigt an, ob es sich um ein fachliches oder institutionelles OAR handelt. Die Zahl innerhalb des Kreises/Quadrats dient als Referenz zum Datensatz in der nebenstehenden Tabelle.</p> <p>1) Für die Forschungsdaten des 2014 Census siehe: http://doi.org/105281/zenodo.10734</p> <p>2) Siehe: http://oanet.cms.hu-berlin.de/validator/pages/validation_dini.xhtml</p> <p>Diese Grafik wird in folgendem Blogpost verwendet:</p> <p>http://libreas.wordpress.com/2014/12/01/eine-kurze-geschichte-der-open-access-repositorien-landschaft-in-deutschland-von-1991-2013/</p>
7 Fakten über deutsche Open-Access-Repositorien
<p>Basierend auf den Angaben von 81 Betreibern von Open-Access-Repositorien in Deutschland im Rahmen des 2014 Census of Open Access Repositories in Germany, Austria and Switzerland</p>
Open Data und investigativer Journalismus - Ergebnisse einer explorativen Befragung im deutsprachigen Raum
<p>Open-Data-Initiativen öffentlicher Einrichtungen verbreiten sich weltweit rasant. Als Treiber für den Drang nach mehr Transparenz und Offenheit wirken dabei einerseits wirtschaftspolitische, andererseits demokratietheoretische Potentiale. Doch ermöglichen Open-Data-Initiativen wirklich eine bessere Berichterstattung über Vorgänge und Prozesse in Politik und öffentlicher Verwaltung, und was unterscheidet diese Initiativen als Zugangsmöglichkeit zu öffentlichen Daten von dem Zugang über bestehende Informationsfreiheitsgesetze? Welchen Wert haben die veröffentlichten Datensätze letztendlich für die journalistische Arbeit und insbesondere die investigative Berichterstattung?</p> <p>Anonymisierte Rohdaten der Befragung von 53 Personen aus den Bereichen Datenjournalismus und Investigativjournalismus im deutschsprachigen Raum vom 04.08.2014 bis zum 14.09.2014.</p> <p>Die Präsentation der Ergebnisse ist unter https://de.slideshare.net/christianheise/heise-herzog-opendatajournalismus/ abrufbar.</p>
Jährliche Anzahl der gelaunchten Open-Access-Repositorien nach Betreibertypen in Deutschland (1991-2013)
<p>Das vorliegende Diagramm visualisiert Teile der Forschungsdaten des 2014 Census of Open Access Repositories in Germany, Austria and Switzerland mit Fokus auf die Betreiber. Das Diagramm wurde in folgendem Blogpost verwendet: </p> <p>http://libreas.wordpress.com/2014/12/01/eine-kurze-geschichte-der-open-access-repositorien-landschaft-in-deutschland-von-1991-2013/</p>
Jährliche Anzahl der gelaunchten Open-Access-Repositorien in Deutschland (1991-2013)
<p>Das vorliegende Diagramm visualisiert Teile der Forschungsdaten des 2014 Census of Open Access Repositories in Germany, Austria and Switzerland mit Fokus auf das Wachstum der Open-Access-Repositorien-Landschaft in Deutschland. Das Diagramm wurde in folgendem Blogpost verwendet: </p> <p>http://libreas.wordpress.com/2014/12/01/eine-kurze-geschichte-der-open-access-repositorien-landschaft-in-deutschland-von-1991-2013/</p>
Journal Selection Factors and Opinions about Open Access of Austrian Researchers in the Humanities and Social Sciences
<p>Data from the Study of Open Access Publishing Data (SOAP, http://bit.ly/ejuvKO) has been selected to explain why the uptake of Open Access publishing in the humanities and social sciences in Austria is reluctant compared to other fields. Two questions from the survey seemed to be especially relevant in this context: factors to choose a journal for publishing and general opinions about Open Access.</p>
Open Science in Soziologie-Journalen aus deutschsprachigen und nicht-deutschprachigen Ländern, Daten und Auswertungen einer Journal-Stichprobe
<p>Die Tabelle enthält Daten einer Auswertung über 40 wissenschaftliche Journale (sowohl Closed-Access-Journale als auch Open-Access-Journale) aus der Soziologie hinsichtlich folgender Fragestellungen:</p> <ul> <li>Welche Art der Begutachtung nutzen die Journale der Stichprobe?</li> <li>In welchem Ausmaß nutzen Closed-Access- und Open-Access-Journale der Stichprobe Open Review?</li> <li>In welchem Ausmaß nutzen Closed-Access- und Open-Access-Journale der Stichprobe Open Metrics oder erleichtern deren Anwendung?</li> <li>In welchem Ausmaß machen Closed-Access- und Open-Access-Journale der Stichprobe Autoren Vorgaben zur Verfügbarmachung von Forschungsdaten?</li> <li>In welchem Ausmaß machen Closed-Access- und Open-Access-Journale der Stichprobe Autoren Vorgaben zur Verfügbarmachung von Forschungssoftware?</li> <li>In welchem Ausmaß haben Closed-Access-Journale der Stichprobe Green-Open-Access-Policies und welche Embargos kennen diese Policies?</li> </ul>
Open Data Intermediaries in Developing Countries Dataset
<p>These three datasets support the findings of the paper "Open Data Intermediaries in Developing Countries" published in the <em>Journal of Community Informatics</em>. The paper explores the concept of open data intermediaries using the theoretical framework of Bourdieu’s social model, particularly his species of capital. Secondary data on intermediaries from Emerging Impacts of Open Data in Developing Countries research was analysed according to a working definition of an open data intermediary presented in this paper, and with a focus on how intermediaries are able to link agents in an open data supply chain, including to grassroots communities. The study found that open data supply chains may comprise multiple intermediaries and that multiple forms of capital may be required to connect the supply and use of open data. The effectiveness of intermediaries can be attributed to their proximity to data suppliers or users, and proximity can be expressed as a function of the type of capital that an intermediary possesses. However, because no single intermediary necessarily has all the capital available to link effectively to all sources of power in a field, multiple intermediaries with complementary configurations of capital are more likely to connect between power nexuses. This study concludes that consideration needs to be given to the presence of multiple intermediaries in an open data ecosystem, each of whom may possess different forms of capital to enable the use of open data.</p> <p><strong>Data:</strong></p> <ol> <li>Data for 27 Asian cases extracted from the 17 Emerging Impacts of Open Data in Developing Countries case study reports.</li> <li>Data for 4 African cases extracted from the 17 Emerging Impacts of Open Data in Developing Countries case study reports.</li> <li>Tabulated data of findings for types of capital, organisational type and primary source of revenue for each of the 32 open data intermediaries included in the study. </li> </ol>
Initial Set of Open Digital Science indicators
<p>Initial set of indicators developed in the Open Digital Science Study. Since the indicators proposed differed considerably in terms of their scope, granularity, specificity, and measurability, it was stated in the introductory part of the assessment that they should be considered a starting point for further development rather than a mature set of indicators</p> <p> </p> <p> </p>
DOI linked by Wikipedia and available in green Open Access
<p>List of 399684 digital object identifiers (185790 unique) linked from the pages of Wikipedia in all languages (the 140 most visited subdomains according to stats.wikimedia.org, one file for each) and available on DOAI.io as redirect to an URL other than dx.doi.org.</p> <p>Those DOIs represent a cross section of research publications which are significant to the larger community of citizens and are available to them thanks to the green Open Access repositories.</p> <p>The script used to produce the dataset is also attached.</p>
Open Access Journal Publishing in the Agricultural Sciences
<p>A survey was conducted on scholarly research communication and the prospects of Open Access (OA) to the scholarly research dissemination in India by Open Knowledge Society (OKS). The India's National Agricultural Research System (NARS) has been choosen as a case study for exploring the possibility of OA in publishing agricultural research. With over 90 Indian Council of Agricultural Research (ICAR) institutes and 42 agricultural universities, established by respective states at State level across the country, the Indian NARS, is one of the largest NARS of the world. The ICAR is the apex organization of Indian NARS coordinating the agricultural research and education of the country. The agriculture research output mainly comes from publicly funded projects, and many of the research centers and universities publish research journals (peer-reviewed) and magazines even in local languages apart from English. Beside, there are many professional societies in agriculture and related sciences publishing peer reviewed journals. However, majority of these journals are traditional print journals and thus are less visible to the outside world. In the country, the researchers cannot have the access to the published literature without the subscription to those journals and many of the libraries do not subscribe all the journals. From India, only four journals in the area of agriculture and animal sciences found in the Directory of Open Access Journals (DOAJ). Hence, it is felt that there is a tremendous potential for the research output to be made available to World with the OKS intervention and with the help of Open Journal System (OJS) software. OKS would like to bring this point forward and hope it can bring some change and create awareness about OA publishing in Agricultural research in India. The survey revealed that there are more than 100 journals which are being published in India on agricultural research by the universities, research centers and professional societies. However these publishers are not aware of the goodness of online open access publications. There is a need for creating awareness among the authors and publishers to embrace the latest Internet technologies for publication of research journals by persuasion campaigns. OKS is keen to promote Open Access Publishing (OAP) using OJS by helping institutions to setup their journals and also build an indexing system for Indian agricultural journals. The result would definitely help Indian researchers and the end user farmer community and also help other developing countries to improve their knowledge.</p>
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.