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.

121

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

121 results for “Group Discussion”

Learn how ShareScore rates datasets ↗
zenodo44/100

FEDORA. Excerpts from essays, transcript of interviews and group discussions on students' future perception. Part 1: Essays, Finland.

<p><strong>Version 1.1.</strong></p> <p><strong>Updated from&nbsp;</strong>https://zenodo.org/record/5517595</p> <p><strong>Changes:&nbsp;</strong>added .csv copy of the dataset. Clarified the README below, and added name of publishing journal.&nbsp;No other changes.</p> <p>Added a FEDORA project README below.</p> <p>&nbsp;</p> <p><strong>Description of dataset:</strong></p> <p>This&nbsp;matrix, presented in two formats (.xlsx and .csv), contains an&nbsp;English-language dataset (translated from original&nbsp;Finnish). The data relate&nbsp;to a research article&nbsp;<em>Students&rsquo; technological images of the future: implications for science and technology education, </em>accepted to be published in European Journal of Futures Research.</p> <p>As per ethical concerns and participants&#39; consent, the dataset is given in a fully anonymised form. Here, excerpts from&nbsp;students&#39; essays&nbsp;(the context of which is given in the article) are given. The excerpts are the ones&nbsp;that have been used in analysis for the article identified above. Further details will be available in the published article.</p> <p>385 such excerpts are given, originating in&nbsp;57 essays in which upper-secondary&nbsp;students imagine the year 2035 or 2040 and the technological environment in which they would like to live at that time. The numbering was used to group codes for the analysis: type of technology (1), effect of technology (1E), and positive/negative framing (2A-C).</p> <p>The dataset is intended for providing transparency, but it may also be used for further research. Assistance may be available from the authors at reasonable request. Please note that the dataset presented here contains redundancies and a few additional codes that were not used in the analysis. The redundant quotations from the essays were not duplicated in the analysis, but were not removed from this spreadsheet export. Apologies for any inconvenience.</p> <p>To preserve full anonymity, students are not identified by any marker or pseudonym here; rather, the quotations are given alphabetically. The start and end of passages has not been checked for additional or missing first and last characters, as these can easily be inferred.</p> <p>The related research article gives a fuller description of the dataset and analysis.</p> <p>Please contact the corresponding author for more information.</p> <p>&nbsp;</p> <p>--</p> <p>&nbsp;</p> <p><a href="https://zenodo.org/communities/futuresthinking?page=1&amp;size=20">FEDORA Project</a>&nbsp;README:</p> <p>&nbsp;</p> <p><strong>README</strong></p> <p><strong>Data Set Title:</strong>&nbsp;&ldquo;FEDORA. Excerpts from essays, transcript of interviews and group discussions on students&rsquo; future perception. Finland&quot;</p> <p><strong>Data Set Author/s:</strong>&nbsp;Antti Laherto, Tapio Rasa,&nbsp;(University of Helsinki)</p> <p><strong>Data Set Contact Person/s</strong>: Tapio Rasa<strong>&nbsp;</strong>(University of Helsinki), ORCID 0000-0003-1315-5207, tapio.rasa@helsinki.fi;</p> <p><strong>Data Set License</strong>: this data set is distributed under the Creative Commons Attribution&nbsp;4.0 International (CC BY 4.0) license.</p> <p><strong>Publication Year</strong>: 2021</p> <p><strong>Project Info</strong>: FEDORA<strong>&nbsp;</strong>(Future-oriented Science EDucation to enhance Responsibility and engagement in the society of Acceleration and uncertainty<strong>&nbsp;,&nbsp;</strong>funded by European Union, Horizon 2020 Programme. Grant Agreement num.<strong>&nbsp;</strong>872841,<br> www.fedora-project.eu)</p> <p>&nbsp;</p> <p><strong>Data set Contents</strong></p> <p>The data set consists of:</p> <p>One spreadsheet file, provided in two alternative formats (CSV and XLSX).</p> <p>Students_images_of_technological_futures_DATA_Zenodo_csv.csv</p> <p>Students_images_of_technological_futures_DATA_Zenodo_xlsx.xlsx</p> <p>&nbsp;</p> <p><strong>Data set Documentation</strong></p> <p><em>Given above this README, on the ZENODO repository.&nbsp;https://zenodo.org/record/6397196</em></p>

opencc-by-4.0Sep 2021View details →
zenodo44/100

FEDORA. Excerpts from essays, transcript of interviews and group discussions on students' future perception. Part 3: Interviews, Finland.

<p>Finnish-language dataset. Related to a research article that is awaiting acceptance for publication: <em>Future, technology and agency: Students&rsquo; experiences from a course on futures thinking and quantum computing</em>.</p> <p>As per ethical concerns and participants&#39; consent, the dataset is given in a fully anonymised form. Instead of students&#39; interviews (the context of which is given in the article). In a nutshell, 21 upper-secondary school students were interviewed in 2018 regarding their experiences on taking an experimental science course that combined ideas from futures thinking and quantum computing. The present dataset contains all 245 transcribed passages from 21 student interviews that were initially marked as relevant to the research goals (i.e. how students saw their conceptions change over the course). Additionally, for each passage the final coding that was used in the analysis for the research paper is shown. The &quot;number-letter codes&quot; were used as shorthands; the full names of the codes correspond closely with the final, English-language codes in the paper.</p> <p>To preserve full anonymity, students are not identified by any marker or pseudonym here; rather, the passages are given alphabetically. The start and end of passages has not been checked for additional or missing first and last characters. Please also note that the character &gt; marks change of speaker. Identifying the interviewer and interviewee should be straighforward based on the context.</p> <p>Please contact the corresponding author for more information.</p> <p>&nbsp;</p> <p>--</p> <p>&nbsp;</p> <p><a href="https://zenodo.org/communities/futuresthinking?page=1&amp;size=20">FEDORA Project</a>&nbsp;README:</p> <p>&nbsp;</p> <p><strong>README</strong></p> <p><strong>Data Set Title:</strong>&nbsp;&ldquo;FEDORA. Excerpts from essays, transcript of interviews and group discussions on students&rsquo; future perception. Finland&quot;</p> <p><strong>Data Set Author/s:</strong>&nbsp;Antti Laherto, Tapio Rasa, Elina Palmgren&nbsp;(University of Helsinki)</p> <p><strong>Data Set Contact Person/s</strong>: Tapio Rasa<strong>&nbsp;</strong>(University of Helsinki), ORCID 0000-0003-1315-5207, tapio.rasa@helsinki.fi;</p> <p><strong>Data Set License</strong>: this data set is distributed under the Creative Commons Attribution 4.0 International (CC BY&nbsp;4.0) license.</p> <p><strong>Publication Year</strong>: 2021</p> <p><strong>Project Info</strong>: FEDORA<strong>&nbsp;</strong>(Future-oriented Science EDucation to enhance Responsibility and engagement in the society of Acceleration and uncertainty<strong>&nbsp;,&nbsp;</strong>funded by European Union, Horizon 2020 Programme. Grant Agreement num.<strong>&nbsp;</strong>872841,<br> www.fedora-project.eu)</p> <p>&nbsp;</p> <p><strong>Data set Contents</strong></p> <p>The data set consists of:</p> <p>One spreadsheet file, provided in two alternative formats (CSV and XLSX).</p> <p>Future_technology_agency_DATA_CSV.csv</p> <p>Future_technology_agency_DATA_XLSX.xlsx</p> <p>&nbsp;</p> <p><strong>Data set Documentation</strong></p> <p><em>Given above this README, on the ZENODO repository.&nbsp;https://zenodo.org/record/4734161</em></p>

opencc-by-4.0May 2021View details →
zenodo40/100

Fig. 1 in A review oI the Sphex flavipennis species group (Hymenoptera, Sphecidae) in northwest AIrica with description oI two new species and a discussion oI a species Irom Sardinia

Fig. 1: Neighbour-joining tree of examined Sphex specimens, based on the barcode region of the cytochrome c oxidase I (COI) gene.

opencc-by-4.0Jul 2019View details →
zenodo40/100

Figs 16-21 in A review oI the Sphex flavipennis species group (Hymenoptera, Sphecidae) in northwest AIrica with description oI two new species and a discussion oI a species Irom Sardinia

Figs 16-21: (16) Sternite VIII, ventral view, male of Sphex libycus; (17) Sternite VIII, ventral view, male of Sphex maroccanus, holotype; (18) Sternite VIII, ventral view, male of Sphex schlaeflei, holotype; (19) Mesoscutum, female of Sphex flavipennis, Sardinia; (20) Petiole, male of Sphex afer; (21) Head in lateral view, female of Sphex schlaeflei.

opencc-by-4.0Jul 2019View details →
zenodo40/100

BRAIN Journal-ANNSVM: A Novel Method for Graph-Type Classification by Utilization of Fourier Transformation, Wavelet Transformation, and Hough Transformation-Figure 8. Simulation of Coiflet 1 (PyWavelets discussion group, 2008), analyzing as one-dimensional images

<p>Using only the wavelet coefficients was inadequate for classification. For example, for the pie chart, we obtained large wavelet coefficients located in the low-frequency domain; however, if we changed a circle in the pie chart to other shapes, such as a radar chart, the wavelet transformation gave results that were similar to those of the original pie chart. The Hough transformation can solve this problem since it detects the shapes of objects</p>

opencc-by-4.0Jul 2017View details →
zenodo40/100

Linked collectors and determiners for: Alloperla clarki sp. nov. (Plecoptera: Chloroperlidae), a new species from the eastern Nearctic with discussion of a new species group.

Natural history specimen data linked to collectors and determiners held within, "Alloperla clarki sp. nov. (Plecoptera: Chloroperlidae), a new species from the eastern Nearctic with discussion of a new species group". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/83eecd69-03b2-4cc5-beaf-e3682312ffb4">https://bionomia.net/dataset/83eecd69-03b2-4cc5-beaf-e3682312ffb4</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/83eecd69-03b2-4cc5-beaf-e3682312ffb4">https://gbif.org/dataset/83eecd69-03b2-4cc5-beaf-e3682312ffb4</a>. Formatted as a Frictionless Data package.

opencc-zeroJan 2024View details →
zenodo40/100

Figure 6 in On a new species and genus in the Cypridini (Crustacea, Ostracoda, Cyprididae) from South Africa, with a phylogenetic analysis of the tribe and a discussion on the genus concept in this group

Figure 6. Phylogenetic analyses of matrix given in Appendix 1. Trees are phylograms computed by NJ method, but for all three situations at least some of the equally parsimonious MP phylograms (as computed by branch-andbound routine) had an identical topology. Values without brackets represent distance bootstraps (10,000 replicates) using NJ, values in brackets are MP bootstrap values (10,000 replicates) using full heuristic method. (A) Weight of all characters (1–17)51; (B) weight of valve characters (1–9)55, of soft part characters (10–17)51; (C) weight of all soft part characters (10–17)55, of valves characters (1–9)51.

opencc-by-4.0Mar 2007View details →
zenodo40/100

Figure 5. Mnementh brennei n. gen. n in On a new species and genus in the Cypridini (Crustacea, Ostracoda, Cyprididae) from South Africa, with a phylogenetic analysis of the tribe and a discussion on the genus concept in this group

Figure 5. Mnementh brennei n. gen. n. sp., male, Western Cape, South Africa. (A) T3 (OC.2917); (B) T2 (OC.2915); (C) attachment of caudal ramus (OC.2915); (D) caudal ramus (OC.2915). Scale: 20× (A, B); 10× (C, D).

opencc-by-4.0Mar 2007View details →
zenodo40/100

Figure 2. Mnementh brennei n. gen. n in On a new species and genus in the Cypridini (Crustacea, Ostracoda, Cyprididae) from South Africa, with a phylogenetic analysis of the tribe and a discussion on the genus concept in this group

Figure 2. Mnementh brennei n. gen. n. sp., Western Cape, South Africa. (A) Female, LV, internal view (OC.2922); (B) female, RV, internal view (OC.2922); (C) male, LV, internal view (OC.2915); (D) male, RV, internal view (OC.2915); (E) male, carapace, right lateral view (OC.2921); (F) female, carapace left lateral view (OC.2919); (G) female, RV, internal view, detail of anterior part (OC.2922); (H) female, LV, internal view, detail of anterior part (OC.2922); (I) male, RV, internal view, detail of anterior part (OC.2915); (J) female, RV, internal view, detail of posterior part (OC.2922); (K) female, carapace, ventral view, detail of anterior part (specimen lost); (L) male, carapace, right lateral view, detail of anterior part (OC.2921); (M) female, carapace, ventral view (specimen lost); (N) male, carapace, dorsal view (OC.2920). Scale bar: 2170 mm (A–F, M, N); 926 mm (G–L).

opencc-by-4.0Mar 2007View details →
zenodo40/100

Figure 1 in On a new species and genus in the Cypridini (Crustacea, Ostracoda, Cyprididae) from South Africa, with a phylogenetic analysis of the tribe and a discussion on the genus concept in this group

Figure 1. Map showing localities of Mnementh brennei n. gen. n. sp. in the Western Cape Province of South Africa.

opencc-by-4.0Mar 2007View details →
zenodo40/100

FEDORA. Excerpts from essays, transcript of interviews and group discussions on students' future perception. Part 2: Essays, Finland.

<p><strong>Version 1.0.</strong></p> <p><strong>Related to&nbsp;</strong>https://zenodo.org/record/4734161</p> <p><strong>Changes: README&nbsp;</strong>added to this description page.</p> <p>&nbsp;</p> <p>Description</p> <p>This&nbsp;matrix, presented in two formats (.xlsx and .csv), contains an&nbsp;English-language dataset (translated from original&nbsp;Finnish). The data relate&nbsp;to a research article&nbsp;<em>Agency and transformative potential of technology in students&rsquo; images of the future: Futures thinking as critical scientific literacy, </em>accepted to be published in Science &amp; Education.</p> <p>As per ethical concerns and participants&#39; consent, the dataset is given in a fully anonymised form. Here, excerpts from&nbsp;students&#39; essays&nbsp;(the context of which is given in the article) are given. The excerpts are the ones&nbsp;that have been used in analysis for the article identified above. Further details will be available in the published article.</p> <p>A number of excerpts are given, originating in&nbsp;57 essays in which upper-secondary&nbsp;students imagine the year 2035 or 2040 and the technological environment in which they would like to live at that time. This overlaps with another dataset (see link above); a&nbsp;numbering scheme was used to group codes for the analysis: type of technology (1), effect of technology (1E), and positive/negative framing (2A). The 1-codes are omitted. While these are unrelated to the article of this analysis, the 2B-2D codes correspond to the categories in the article. Due to some unfortunate redundancies, some excerpts are separated in this version. However, the data should provide transparency for the analysis.</p> <p>The dataset is intended for providing transparency, but it may also be used for further research, in which case some processing is needed.&nbsp;Assistance (clarification)&nbsp;may be available from the authors at reasonable request. Please note that the dataset presented here contains redundancies and may contain a few additional codes that were not used in the analysis. The redundant quotations from the essays were not duplicated in the analysis, but were not removed from this spreadsheet export. Apologies for any inconvenience.</p> <p>To preserve full anonymity, students are not identified by any marker or pseudonym here; rather, the quotations are given alphabetically. The start and end of passages has not been checked for additional or missing first and last characters, as these can easily be inferred.</p> <p>The related research article gives a fuller description of the dataset and analysis.</p> <p>Please contact the corresponding author for more information.</p> <p>&nbsp;</p> <p>---</p> <p><a href="https://zenodo.org/communities/futuresthinking?page=1&amp;size=20">FEDORA Project</a> README:</p> <p>&nbsp;</p> <p><strong>README</strong></p> <p><strong>Data Set Title:</strong> &ldquo;FEDORA. Excerpts from essays, transcript of interviews and group discussions on students&rsquo; future perception. Finland&quot;</p> <p><strong>Data Set Author/s:</strong>&nbsp;Antti Laherto, Tapio Rasa, Jari Lavonen (University of Helsinki)</p> <p><strong>Data Set Contact Person/s</strong>: Tapio Rasa<strong>&nbsp;</strong>(University of Helsinki), ORCID 0000-0003-1315-5207, tapio.rasa@helsinki.fi;</p> <p><strong>Data Set License</strong>: this data set is distributed under the Creative Commons Attribution 4.0 International (CC BY&nbsp;4.0) license.</p> <p><strong>Publication Year</strong>: 2023</p> <p><strong>Project Info</strong>: FEDORA<strong>&nbsp;</strong>(Future-oriented Science EDucation to enhance Responsibility and engagement in the society of Acceleration and uncertainty<strong> , </strong>funded by European Union, Horizon 2020 Programme. Grant Agreement num.<strong> </strong>872841,<br> www.fedora-project.eu)</p> <p>&nbsp;</p> <p><strong>Data set Contents</strong></p> <p>The data set consists of:</p> <p>One spreadsheet file, provided in two alternative formats (CSV and XLSX).</p> <p>Students_images_of_tech_futures_agency_DATA_Zenodo_csv.csv</p> <p>Students_images_of_tech_futures_agency_DATA_Zenodo_xlsx.xlsx</p> <p>&nbsp;</p> <p><strong>Data set Documentation</strong></p> <p><em>Given above this README, on the ZENODO repository.&nbsp;</em><em>https://zenodo.org/record/6397196</em></p> <p>&nbsp;</p>

opencc-by-4.0Mar 2023View details →
zenodo40/100

Fig. 6 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Fig. 6. Zinophora lobata sp. n., first pair of male legs. Abbreviations: pp – prefemoral process, pr – prefemora, s – syncoxosternum. Scale bar = 1 mm.

opencc-by-4.0Dec 2010View details →
zenodo40/100

Fig. 1 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Fig. 1. Illustrations of gonopods labelled according to terminology employed: (A) Zinophora lobata, posterior view of gonopods; (B) Z. taromberai, gonopods with telocoxal spines, anterior view; (C) Z. taromberai, telopodite, posterior view. Abbreviations: f – femoral spine, mt – metaplica, p – palette, pl – proplica, sl – spatulate lobe, t – thumb, ts – telocoxal spine. Scale bars = 1 mm.

opencc-by-4.0Dec 2010View details →
zenodo40/100

Fig. 11 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Fig. 11. Map of Zimbabwe illustrating distribution of currently known localities of Z. taromberai. Elevations higher than 1300 m along central plateau highlighted.

opencc-by-4.0Dec 2010View details →
zenodo40/100

Figs 4, 5 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Figs 4, 5. Zinophora lobata sp. n.: (4) telopodite with long and narrow acutely produced femoral spine, (5) telopodite showing apical elements. Abbreviations: f – femoral spine, p – palette, sl – spatulate lobe, t – thumb. Scale bars = 1 mm.

opencc-by-4.0Dec 2010View details →
zenodo40/100

Figs 2, 3 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Figs 2, 3. Zinophora lobata sp. n., telocoxites: (2) oral view, (3) aboral view. Abbreviations: lo – lobe, mt – metaplica, ts – telocoxal spine. Scale bars = 1 mm.

opencc-by-4.0Dec 2010View details →
zenodo40/100

Figs 9, 10 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Figs 9, 10. Zinophora taromberai sp. n.: (9) telopodite; (10) apical elements of telopodites: (A) aboral view of right telopodite, (B) aboral view of left telopodite, (C) aboral view of left telopodite. Abbreviations: fs – femoral spine, p – palette, sl – spatulate lobe, t – thumb. Scale bars = 1 mm.

opencc-by-4.0Dec 2010View details →
zenodo40/100

Figs 7, 8 in Description of two new species of Zinophora Chamberlin, 1927 (Diplopoda: Spirostreptida: Harpagophoridae), with discussion of species groups in the genus

Figs 7, 8. Zinophora taromberai sp. n.: (7A) apical view of telocoxites, (7B) aboral view of telocoxite; (8) oral view of telocoxite. Abbreviations: mp – metaplica, fs – femoral spine, pl – proplica, ts – telocoxal spine. Scale bars = 1 mm.

opencc-by-4.0Dec 2010View details →
ClinicalTrials.gov36/100

Virtual Group Psychoeducational Discussions With Spanish-Speaking Mothers of Infants in Pediatric Primary Care

ClinicalTrials.gov study NCT05423093. IPD Sharing: NO. Countries: 1. Publications: 5.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

Effectiveness of WhatsApp Online Group Discussion for Smoking Relapse Prevention

ClinicalTrials.gov study NCT03760224. IPD Sharing: YES. Countries: 1. Publications: 15.

controlledIPD-YESFeb 2026View 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.