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Figure 7 from: Messer SJ, Cover SP, Rabeling C (2020) Two new species of socially parasitic Nylanderia ants from the southeastern United States. ZooKeys 921: 23-48. https://doi.org/10.3897/zookeys.921.46921
Figure 7 Boxplot comparing body sizes (Weber's Length) of social parasite queens to each other. Letters above the boxes indicate significantly different groups (Pairwise Mann-Whitney Test with Bonferroni correction, P < 0.05).
Figure 3 from: Messer SJ, Cover SP, Rabeling C (2020) Two new species of socially parasitic Nylanderia ants from the southeastern United States. ZooKeys 921: 23-48. https://doi.org/10.3897/zookeys.921.46921
Figure 3 Males of the social parasite Nylanderia deyrupi (A, C, E) and its host Nylanderia wojciki (B, D, F) in full-face (A, B), lateral (C, D), and dorsal (E, F) views. Scale bars: 0.1 mm (A, B), 0.5 mm (C–F).
Figure 2 from: Messer SJ, Cover SP, Rabeling C (2020) Two new species of socially parasitic Nylanderia ants from the southeastern United States. ZooKeys 921: 23-48. https://doi.org/10.3897/zookeys.921.46921
Figure 2 Gynes of the social parasite Nylanderia deyrupi (A, C, E) and its host Nylanderia wojciki (B, D, F) in full-face (A, B), lateral (C, D), and dorsal (E, F) views. Scale bars: 0.1 mm (A, B), 0.5 mm (C–F).
Figure 10 from: Messer SJ, Cover SP, Rabeling C (2020) Two new species of socially parasitic Nylanderia ants from the southeastern United States. ZooKeys 921: 23-48. https://doi.org/10.3897/zookeys.921.46921
Figure 10 Geographic distribution of N. parasitica (black stars) and its host N. faisonensis (red circles). Host distribution data was supplemented with additional information from antmaps.org (Janicki et al. 2016).
Figure 1 from: Messer SJ, Cover SP, Rabeling C (2020) Two new species of socially parasitic Nylanderia ants from the southeastern United States. ZooKeys 921: 23-48. https://doi.org/10.3897/zookeys.921.46921
Figure 1 Gyne (A, C, E) and male (B, D, F) of the previously described social parasite Nylanderia deceptrix in full-face (A, B), lateral (C, D), and dorsal (E, F) views. Scale bars: 0.2 mm (A, B), 1 mm (C, E), 0.5 mm (D, F).
Figure 9 from: Messer SJ, Cover SP, Rabeling C (2020) Two new species of socially parasitic Nylanderia ants from the southeastern United States. ZooKeys 921: 23-48. https://doi.org/10.3897/zookeys.921.46921
Figure 9 Geographic distribution of N. deyrupi (black star) and its host N. wojciki (red circles). Host distribution data was supplemented with additional information from antmaps.org (Janicki et al. 2016).
Data and code for Fraser and Nettle, 'Hunger affects social decisions in a Public Goods Game but not an Ultimatum Game'
<p><strong>Data and code for Fraser and Nettle 'Hunger affects social decisions in a multi-round Public Goods Game but not a single-shot Ultimatum Game' </strong></p> <p>The attached R script reproduces all analyses in the paper. There are three .csv data files used by the script: the dataset for experiment 1, the main dataset for experiment 2, and the latency data for experiment 2.</p> <p>This version: April 2020.</p> <p>Since the version of October 2019, we switched the order of presentation of the experiments, so the one previously referred to as experiment 2 is now experiment 1 and vice versa. Other new analyses and sections have also been added.</p>
The Caucasus-Economic and Social Analysis Journal of Southern Caucasus
<p>AGRICULTURAL, ENVIRONMENTAL & NATURAL SCIENCES</p> <p>SOCIAL, PEDAGOGY SCIENCES & HUMANITIES</p> <p>MEDICINE, VETERINARY MEDICINE, PHARMACY AND BIOLOGY SCIENCES</p> <p>TECHNICAL AND APPLIED SCIENCES</p> <p>REGIONAL DEVELOPMENT AND INFRASTRUCTURE</p> <p>ECONOMIC, MANAGEMENT & MARKETING SCIENCES</p> <p>LEGAL, LEGISLATION AND POLITICAL SCIENCES</p>
Figure 2 from: Santamaria S, Enghoff H, Reboleira AS (2020) The first Laboulbeniales (Ascomycota, Laboulbeniomycetes) from an American millipede, discovered through social media. MycoKeys 67: 45-53. https://doi.org/10.3897/mycokeys.67.51811
Figure 2 Troglomyces twitteri Santam., Enghoff & Reboleira, sp. nov. A–D mature thalli with labelling of cells and other elements in B, C E, F detail of perithecium at two focusing levels to show the slightly longer lip (E, arrow), and tooth-like outgrowth (F, arrow). In Fig. F, cell VI is labelled G detail of an immature thallus showing the trichogyne (tr) and the antheridium (an). Scale bars: 50 µm (A–D), 25 µm (E–G). Photographs from: slides GA003-1 (A, D), GA003-2 (E–G), and C-F-95157 (B, C).
Figure 1 from: Santamaria S, Enghoff H, Reboleira AS (2020) The first Laboulbeniales (Ascomycota, Laboulbeniomycetes) from an American millipede, discovered through social media. MycoKeys 67: 45-53. https://doi.org/10.3897/mycokeys.67.51811
Figure 1 Cambala annulata, male. USA, Ohio, Adams County, West Union, Greene Township, Edge of Appalachia Preserve System, Abner Hollow Rd., on Bisher Dolostone Cliffs, 38.7139N, 83.4187W, 26 Jun 2014; M. Zloba leg. Original of image shared on Twitter on 31 Oct 2018 by Derek Hennen. Courtesy of D. Hennen. The red circles indicate two thalli of Laboulbeniales.
Social contact data for Peru
<p>This is the social contact data for Peru.</p>
Social contact data for Zambia and South Africa (CODA dataset)
<p>Zambia and South African dataset (CODA)</p>
Social contact data for Russia
<p>Social contact data for Russia. Dataset prepared by Thang Hoang (University of Hasselt); original dataset available at <a href="https://zenodo.org/record/2992179#.XYIZfPdS9hE">this link. </a></p>
New Data Types in Social Science Research and Data Archives
<p>During the CESSDA event "Strengthening and Widening of the European Infrastructure of Social Science Data Archives" in Skopje, North Macedonia on 5-6 November 2019, Libby Bishop presented on New Data Types in Social Science Research and Data Archives. </p> <p>The talk addressed four questions: What are researchers doing with social media and other data? What are repositories currently doing to hold and share new forms data? Are there useful resources for repository staff, and what next steps are planned? What are repositories’ responsibilities in the broader debates? It is challenging to share data (consistent with Open Science and FAIR principles) while also meeting obligations to obey laws and protect confidentiality. Whereas the ethical procedures for “researcher-generated” data, such as surveys and interviews are well-established, no such consensus exists for social media and other data-in-the-wild. Even the basic conception of whether virtual spaces are public or private remains contested among researchers and the public. The talk delineated the key ethical issues of this debate and described practical solutions that some data repositories currently offer. To date, these solutions strictly interpret legal restrictions placed on data sharing. </p> <p> </p> <p>Alongside the presentation, also a video introducing these issues is available. The video is also available for <a href="https://youtu.be/GvirMb1vmww">viewing on Youtube</a>.</p> <p> </p>
Sample from Social Media (Sampel dari Media Sosial)
<p>Data about research on Indonesian muslim community in facing Covid 19</p>
Using Seismic Noise Levels to Monitor Social Isolation: An Example from Rio de Janeiro, Brazil
<p>Paper</p> <p>Dias, F.L., M. Assumpção, P.S. Peixoto, M.B. Bianchi, B. Collaço, J. Calhau (2020), <strong>Using Seismic Noise Levels to Monitor Social Isolation: </strong><strong>An Example from Rio de Janeiro, Brazil. </strong><em>Geophysical Research Letters.</em></p> <p>1) Daily median particle velocity amplitudes for station ON.ON02. Each amplitude is the median of all values between 09 AM - 6 PM local time.</p> <p>median_VEL_4_14_Hz.csv = median daily velocity (m/s) in the 4-14Hz frequency band.</p> <p>median_VEL_8_14_Hz.csv = median daily velocity (m/s) in the 8-14Hz frequency band. Data used in Fig. 2.</p> <p>median_VEL_4_8_Hz.csv = median daily velocity (m/s) in the 4-8Hz frequency band. Data used in Fig. 4.</p> <p>The raw data from station ON.ON02 can be retrieved from the RSBR (Brazilian Seismic Network) database at www.rsbr.gov.br</p> <p>2) <em>In Loco</em> Isolation index for Rio de Janeiro city. Data provided by <em>In Loco</em> company on 2020 April 22.</p> <p>InLoco_IsolationIndex_RioDeJaneiroCity.txt = date and <em>Ik</em> index for Rio de Janeiro city.</p> <p>Data used in Figs. 2, 4 and 5.</p>
Dataset of the study "Bridging cultural studies and learning science: An investigation of social media use for Holocaust memory and education in the digital age"
<p>This Zenodo item contains the dataset of the study: Manca, S. (2020). “Bridging cultural studies and learning science: An investigation of social media use for Holocaust memory and education in the digital age".</p> <p>Abstract</p> <p>Along with advances in communication technology that are making new forms of historical memorialization and education available, social media are researched as valuable tools for supporting forms of digital memory and for engaging students and teachers about historical knowledge and moral education. This study aims to map the current state of Holocaust remembrance and Holocaust education and to identify main topics of research in the two areas. It adopts a mixed-method approach that combines qualitative analysis with bibliometric approaches to review publications that use social media for digital memory and history education about the Holocaust. Results based on 28 publications reveal several research topics and that, despite some common theoretical references, the two subfields mostly rely on separate conceptual backgrounds. While Holocaust remembrance is a well-established research field, there are few studies and a lack of theoretical elaboration about social media use for teaching and learning about the Holocaust.</p>
A Taxonomy of Contemporary Arctic Studies under Social Sciences and Humanities Domain
<p>This database serves a list of the scientific studies related to the developments in the Arctic Region from the perspective of Social Sciences and Humanities. It analyzes the Arctic studies considering their structural features, related key words, relevance to PESTEL-DEL analysis (extension of the well-known PESTEL methodology by including the dimensions of Defense-Security, Energy and Logistics), geographical coverage and methodological framework. The database covers 169 most recent scientific studies published between 2007 and 2019. It addresses topics including political issues and disputes in the Arctic Region, potential economic activities as well as economic opportunities and challenges, social and ecological structure of the region, technological developments based on the changing conditions, environmental concerns as a result of climate change and new industrial activities, legal disputes regarding continental shelf and EEZ, national defense and security efforts of the actors in the Arctic, and potential energy reserves and new logistics routes that have become accessible due to melting glaciers. </p>
Figure 3 from: Skejo J, Connors M, Hendriksen M, Lambert N, Chong G, McMaster I, Monaghan N, Rentz D, Richter R, Rose K, Franjević D (2020) Online social media tells a story of Anaselina, Paraselina, and Selivinga (Orthoptera, Tetrigidae), rare Australian pygmy grasshoppers. ZooKeys 948: 107-119. https://doi.org/10.3897/zookeys.948.52910
Figure 3 The Angled Australian barkhopper, Paraselina brunneri (= P. multifora syn. nov.). A, B, D a female from Upper Orara (Nick Lambert) C a female from Lansdowne forest (Reiner Richter) E a male from Mt. Glorious (Griffin Chong) F individual from Mt. Mellum (Ian McMaster).
Figure 2 from: Skejo J, Connors M, Hendriksen M, Lambert N, Chong G, McMaster I, Monaghan N, Rentz D, Richter R, Rose K, Franjević D (2020) Online social media tells a story of Anaselina, Paraselina, and Selivinga (Orthoptera, Tetrigidae), rare Australian pygmy grasshoppers. ZooKeys 948: 107-119. https://doi.org/10.3897/zookeys.948.52910
Figure 2 The Tiny helmed groundhopper, Anaselina minor, a male in the natural habitat in Wooroonooran (Matthew Connors). Note the uncovered part of the abdomen and bilobate apex of the flat pronotum.
ScienceDex guides
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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.