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.
5,666
datasets available to search
ShareScore release 0.9.0
Dataset results
5,666 results for “Social”
FIGURE 5 in Amateur paleontological societies and fossil clubs, interactions with professional paleontologists, and social paleontology in the United States
FIGURE 5. Likelihood of future participation in the FOS- SIL project for amateurs and professionals who participated in our formative evaluation.
Benchmark EEG data set for trust assessment for interactions with social robots
<p>The data collection consisted of a game interaction with a small humanoid EZ-robot. The robot explains a word to the participant either through movements depicting the concept or by verbal description. Depending on their performance, participants could "earn" or loose candy as remuneration for their participation.</p> <p>The dataset comprises EEG (Electroencephalography) recordings from 21 participants, gathered using Emotiv headsets. Each participant's EEG data includes timestamps and measurements from 14 sensors placed across different regions of the scalp. The sensor labels in the header are as follows: EEG.AF3, EEG.F7, EEG.F3, EEG.FC5, EEG.T7, EEG.P7, EEG.O1, EEG.O2, EEG.P8, EEG.T8, EEG.FC6, EEG.F4, EEG.F8, EEG.AF4, and Time.</p> <p>The EEG data provides insights into the electrical activity of the brain, offering a window into cognitive processes and emotional responses during various activities or stimuli in the form of microvolt and with a frame rate of 128 Hz. The whole data set consists of 3651124 data points for each sensor, i.e. 173863 on average for each participant (min. 128505, max. 249631). </p> <p>Files are named after participant numbers starting with ID01. The data has to be pre-processed making use of the information given in the details.xlsx file that contains annotations corresponding to the EEG recordings. These annotations denote the timing of different phases related to trust across the participants' interactions. Each phase is delineated by a start time and an end time, representing distinct stages of the trust-building process. All the other data (timestamps) which are outside the start and end of each phase should be considered as breaks, e.g. filling out the questionnaires. The last element is the trust score for the given phase, which is calculated on the answers in an MDMT questionnaire.</p> <p>The following phases have been annotated:</p> <ol> <li>Trust Building: This phase involves friendly initial interactions for establishing trust between participants and the robot.</li> <li>Situational Awareness: This phase continues to build up trust by showing situation awareness of the robot, e.g. by complimenting on the participant's fashion choice.</li> <li>Transparency: Trust is maintained by increased openness and clarity in communicating about the robot's abilities.</li> <li>Trust Violation: Trust is compromised during this phase by deliberately misleading the participant and making it impossible to answer correctly. </li> <li>Trust Repair: The robot shows efforts to repair trust by apologizing for the behavior in the previous stage.</li> </ol> <p>If you work with the data, please cite one of the article given below.</p>
Dataset - Targeted social immunity is associated with a pathogen-specific erosion of individual immune function in the black garden ant
<p>Datasets and code used to generate the figures. Files sorted by figure panel number. <a href="../api/records/12820609/draft/files/Videos_grooming_.zip/content" target="_blank" rel="noopener noreferrer">Videos_grooming_.zip</a> contains the original videos used for the grooming analysis. </p>
CoMix social contact data (UK)
<p>CoMix dataset for the UK.<br><br>Additional Fundings:</p> <p>Medical Research Council (MC_PC_19065), National Institute of Health Research (CV220-088 - COMIX and NIHR200908).<br><br>Change log for V3: data up to March 2022.<br><br>Change log for V4: added information on testing status and self-reported symptoms of participants.</p>
Humanidades Digitais para Justiça Social: um olhar à Ciência da Informação
<p>Este<em> dataset</em> corresponde aos instrumentos elaborados para a concretização da pesquisa apresentada na dissertação de mesmo título, <strong>Humanidades Digitais para Justiça Social: um olhar à Ciência da Informação</strong>, cujo resumo se encontra na sequência.</p> <p><span>Esta dissertação enfoca as Humanidades Digitais como instrumento de combate às injustiças sociais que afetam grupos informacionalmente vulneráveis. Por isso, possui como pergunta direcionadora: Como contribuir para o desenvolvimento de projetos em Humanidades Digitais voltados para a Justiça Social com enfoque em raça, gênero, classe e meio ambiente, a partir das abordagens teórico-práticas do Brasil e dos Estados Unidos da América?<strong> </strong>Nesse sentido, seu <strong>objetivo</strong> foi analisar projetos de Humanidades Digitais voltados à Justiça Social, a partir do olhar do campo informacional, nos países do Brasil e dos Estados Unidos da América. Este objetivo geral desdobrou-se nos objetivos específicos: (i) conhecer as abordagens de Humanidades Digitais para Justiça Social, a partir do campo informacional; (ii) mapear os projetos em Humanidades Digitais para Justiça Social no Brasil e Estados Unidos da América; (iii) identificar elementos similares nos projetos em Humanidades Digitais voltados para a Justiça Social com enfoque em raça, gênero, classe e meio ambiente, de ambos países; e, por fim, (iv) estabelecer diretrizes para projetos em Humanidades Digitais voltados para a Justiça Social, a partir do campo informacional. Quanto aos aspectos metodológicos, trata-se de uma pesquisa aplicada, descritiva de natureza exploratória, a qual utiliza de procedimentos documentais e bibliográficos, com abordagem qualitativa. Os resultados obtidos apresentam as diretrizes dispostas em uma ficha de análise para projetos em Humanidades Digitais com enfoque na Justiça Social, bem como os 15 projetos-referência em Humanidades Digitais que atenderam à maioria dos critérios estabelecidos na ficha de análise, intencionando a Justiça social e suas dimensões. Tanto a ficha de análise quanto os projetos-referência em Humanidades digitais, separados pelas dimensões de justiça social, foram disponibilizados em site, elaborado pelo autor do projeto, com vistas a seu uso pela comunidade. Espera-se que a pesquisa sirva de recurso para novas pesquisas, políticas públicas e projetos que integrem informação, tecnologia, inovação e demandas sociais, a partir de uma perspectiva diversa e informacionalmente justa para todas as pessoas. </span></p> <p><strong><span>Palavras-chaves</span></strong><span>: Humanidades Digitais. Justiça Social. Injustiça Social. Projetos. Brasil. Estados Unidos da América.</span></p>
Urban Growth Strategy in Greater Sydney Leads to Unintended Social and Environmental Challenges
<p>A dataset of the manuscript "Urban Growth Strategy in Greater Sydney Leads to Unintended Social and Environmental Challenges", paper published in Nature Cities. The NVivo files contain all variables and causal relationships among the variables supported by quotations coded from the 1968, 2005 and 2018 urban planning reports in Greater Sydney. (1) <em>Sydney region: outline plan, 1970-2000 A.D – a strategy for development</em><em> </em>published by the NSW State Planning Authority<em>; </em>(2)<em> City of Cities. A plan for Sydney's Future</em> published by the NSW Department of Planning<em>; and </em>(3)<em> A Metropolis of Three Cities – connecting people</em> published by Greater Sydney Commission.</p>
LAND RESOURCES OF YAKUTIA'S AGRICULTURE IN THE LAST DECADE OF SOCIALISM: PECULIARITIES OF LAND ACCOUNTING OF STATE FARMS IN THE ARCTIC AND NORTHERN REGIONS
<p><span>The article shows the peculiarities of land resources utilization in the traditional economy of the indigenous population of Yakutia in the last decade of the Soviet period with a separate delineation of the state of the land balance and lands used in agriculture in 1990-1991. Including on the basis of archival data on land resources of state farms of the studied 15 arctic and northern regions, peculiarities of their accounting, preliminary results of statistical analysis of land resources of these large farms are obtained. The author introduces into scientific turnover new factual materials on land resources of separate state farms for the last Soviet 1991, in particular on their agricultural lands, reindeer and horse pastures.</span></p>
Pre-existing natural variations of adult neurogenesis and anxiety predict hierarchical social status of inbred male mice.
<p>CVS files and image files of all data presented in the correcponding figures. </p>
Social-ecological dynamics of quarry restoration: a Flickr data analysis
<div> <div> <div> <p><span>With increasing urbanization and demand for construction materials, quarries have become central to the recovery of degraded landscapes into spaces that offer ecological, but also social benefits. While ecological restoration has long been investigated, integrated social-ecological restoration of post-mining landscapes remains underexplored. The overall aim of this study is to assess the perceptions of cultural ecosystem services and landscape features expressed in social media posts about quarries in Germany, Denmark, and the Czech Republic. We focus on concepts of cultural ecosystem services and landscape features to investigate the interactions between humans and restored ecosystems. Using a mixed-methods approach, we analyzed 1,660 geotagged photographs from 50 quarries across three regions: Berlin, Roskilde, and the Czech Karst. Flickr social media images were analyzed to elicit the richness of cultural ecosystem services (CES) and landscape features (LF), highlighting popular quarries and their social-ecological significance. Our results indicate that rehabilitated quarries exhibit higher CES richness than abandoned or operational ones, and that accessibility significantly influences public engagement. Our study demonstrates that once primarily industrial sites, quarries can evolve into vibrant social-ecological systems that provide diverse landscape features and cultural ecosystem services. It also points to the potential of social media data for designing restoration efforts from a social-ecological perspective. Such an approach provides insights into public perceptions of restored landscapes and may inform future restoration strategies. </span></p> <p> This dataset includes: (1) the review protocol, (2) a list of place names used for data collection on Flickr when posts were not geolocated, (3) data on landscape features and cultural ecosystem services identified in Flickr posts from 50 study quarries, (4) characteristics of the quarries, and (5) a shapefile of the quarry polygons.</p> <p> </p> <p> </p> </div> </div> </div>
Assessing Student Sustainable Learning Engagement in Mobile Learning through Social Cognitive Theory and Social Learning Theory
<p><span>Data collected and processed as part of the ODDEA (Overcoming Digital Divide Between Europe and Southeast Asia) EU research project (<em>Project ID: HORIZON MSCA-SE 101086381)</em>.</span><span> the data was collected as part of ODDEA WP2.</span></p>
Data underlying the research paper "Articulating Social Issues with Open Data: Exploring a Game Jam Approach"
<p>Contains research data underlying the following research paper:</p> <blockquote> <p>Davide Di Staso, Lærke Christiansen, Fernando Kleiman, and Marijn Janssen. 2024. Articulating Social Issues with Open Data: Exploring a Game Jam Approach. In Proceedings of the 8th International Conference on Game Jams, Hackathons and Game Creation Events (ICGJ ’24), October 11, 2024, Copenhagen, Denmark. ACM, New York, NY, USA, 7 pages. https://doi.org/10.1145/3697789.3697798</p> </blockquote> <p>The authors acknowledge the financial support from the European Union’s Horizon 2020 research and innovation program under the Marie Skłodowska-Curie grant agreement No. 955569, "Towards a sustainable Open Data ECOsystem" (ODECO).</p>
Social Media Usage According to Different Locations
<p>This ai-generated dataset provides detailed information on how individuals allocate their time across various social media platforms, including Facebook, Twitter, Instagram, YouTube, Snapchat, TikTok, LinkedIn, WhatsApp, and Pinterest. Each entry represents the number of hours spent on each platform and includes location data to explore geographic trends in social media consumption.</p> <p>The dataset is ideal for analyzing:</p> <ul> <li>Time distribution across social platforms.</li> <li>Location-based patterns in social media usage.</li> <li>Comparative studies on platform preferences.</li> </ul> <p>Perfect for social behavior analysis and data-driven marketing insights!</p>
Linked collectors and determiners for: Fauna de insectos sociales del estado de Campeche.
Natural history specimen data linked to collectors and determiners held within, "Fauna de insectos sociales del estado de Campeche". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/cb7133d4-79c5-4f74-88f5-ada473019c89">https://bionomia.net/dataset/cb7133d4-79c5-4f74-88f5-ada473019c89</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/cb7133d4-79c5-4f74-88f5-ada473019c89">https://gbif.org/dataset/cb7133d4-79c5-4f74-88f5-ada473019c89</a>. Formatted as a Frictionless Data package.
Data from: Personality and social network structure influence cooperative dynamics across canid species
<p>In canids, cooperative behaviour occurs in many scenarios. However, most studies focus on single-species observations, not accounting for variation beyond the species-level. We modelled cooperative behaviour using Eigenvalue centrality as well as boldness combined with biological traits such as kinship, sex, age, mating system and foraging strategy in multiple canid species with Bayesian inference, Tukey HSD and distance correlation.</p>
The Dynamics of Self-Disclosure on Social Media: Analyzing the Impact of Benefits, Concerns, and Experiences
<p><span>In the digital age, social media platforms have become integral to daily communication, providing users with unprecedented opportunities to share personal information and connect with others. This phenomenon, known as self-disclosure, involves the voluntary sharing of personal information, thoughts, and feelings with others. This study investigates the factors influencing self-disclosure behavior on social media, employing Social Cognitive Theory (SCT) and the Unified Theory of Acceptance and Use of Technology (UTAUT2) as theoretical frameworks</span>.</p>
BraSNAM (Brazilian Workshop on Social NetworkAnalysis and Mining) 10 years
<p>Since 2012, the Brazilian Workshop on Social Network Analysis and Mining (BraSNAM) represents an important forum to bring together researchers in order to discuss analysis methods, trends and phenomena that occur in social networks. In 2021, this event completes 10 years, with 230 works presented so far.</p> <p>This dataset presents data from these works, which were extracted from the following sources: i) the <a href="https://sol.sbc.org.br/index.php/brasnam/issue/archive">SOL database</a>, from SBC; ii) <a href="https://scholar.google.com.br/">Google Scholar</a>; iii) the <a href="https://servicodados.ibge.gov.br/api/docs/nomes?versao=2">API Names</a> of the data service of the Brazilian Institute of Geography and Statistics (IBGE); and iv) data from social networks such as Facebook and Twitter.</p> <p> </p>
COESO: funding entities of citizen science activities on social sciences and humanities topics
<p>This database has been compiled by the Ibercivis team working in COESO together with contributions from other members of the COESO Consortium and representatives of the COESO Advisory Board, in addition to those who contributed information through the surveys and interviews.</p>
Wildlife gardening: an urban nexus of social and ecological relationships
<p>Data and R script codes to conduct analysis for:</p> <p>Wildlife gardening: an urban nexus of social and ecological relationships</p> <p>Laura Mumaw and Luis Mata</p> <p>https://ecoevorxiv.org/9rkhm/</p> <p><strong>Abstract</strong></p> <p>Biodiversity in urban environments continues to decline, alongside diminution of human connections with nature and community. An integrated ethic and practice of caring for one’s human and ecological community could help address these issues. Here, we describe how wildlife gardening can be such a pathway. We snapshot related social dynamics and human wellbeing benefits, highlighting a case study that reveals an array of connections and wellbeing facets from wildlife gardening, and their relationship with number of activities and time spent in the garden. We outline how positive biodiversity outcomes can be attained through habitat improvement in gardens. We describe how integration of nature and human community stewardship can work across physical and political boundaries when government and communities work collaboratively. We argue that wildlife gardening carried out in this manner can involve urban residents in crafting and enacting an intertwined ethic and practice of caring for nature and humanity.</p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p>
Dissecting Tiktok and social media for children and young adults
<p>This data is related to protocol for systematic literature review and the details of literatures selected for systematic review.</p>
FIG. 1 in Caravans, camel wrestling and cowrie shells: towards a social zooarchaeology of camel hybridization in Anatolia and adjacent regions
FIG. 1. — Drawing, second half of the fifteenth century, Istanbul, Topkapı Sarayı Library (After Adamova 2004: fig. 2).
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.