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Text-fig. 3. Scheme of measurement of the first molar of Mimomys and Arvicola adopted in the present work. L – maximal length, A – anteroconid length. in Independent Water Vole (Mimomys Savini, Arvicola: Rodentia, Mammalia) Lineages In Italy And Central Europe
Text-fig. 3. Scheme of measurement of the first molar of Mimomys and Arvicola adopted in the present work. L – maximal length, A – anteroconid length.
Fig. 5 in Assessment of condition in pejerrey Odontesthes bonariensis (Atheriniformes: Atherinopsidae) populations: which index works best?
Fig. 5. Distribution of maximum standard length from 74 sampled populations (adapted from Colautti et al., 2006).
Fig. 6 in Assessment of condition in pejerrey Odontesthes bonariensis (Atheriniformes: Atherinopsidae) populations: which index works best?
Fig. 6. Variability of weight-length regression slopes within lakes sampled at different years (adapted from Colautti et al., 2006).
Fig. 5 in Can north american fish passage tools work for South american migratory fishes?
Fig. 5. Patterns in velocity magnitude (m/s) and total hydraulic strain (s-1) for the Lower Granite Dam SBC in 2000 [A] and RSW in 2003 [B]. Dam operations described in Goodwin et al. (2006). Each of the two configurations is described with 4 paired velocity magnitude and total hydraulic strain plots. For each grouping, top plots depict a cross-section through the bypass structure (middle entrance of SBC in 2000 and RSW in 2003), 3-D plots in each grouping are cross-sections parallel to dam face at 50 m intervals, and the two bottom plots are horizontal plan views (z = 37 and 42.25 m) showing the change in hydrodynamic pattern at different locations and depths.
Fig. 1 in Can north american fish passage tools work for South american migratory fishes?
Fig. 1. Comparison of observed and NFS predicted (based on 5,000 virtual fish) emigrant passage proportions for 23 configurations for behavior rules turned on (A) and behavior rules turned off (B) (virtual emigrants act as passive particles). Passage (exit) routes are bypass, spillway and turbines. Routes with either 0% or 100% of river flow in CFD model are not plotted or factored into trend lines. Sources of observed data are described in Goodwin et al. (2006).
Fig. 4 in Can north american fish passage tools work for South american migratory fishes?
Fig. 4. Comparison of 3-D tagged (left) and virtual (right) emigrant tracks for Lower Granite Dam 2003 RSW. Dam operation described in Goodwin et al. (2006). CFD model depiction of forebay hydrodynamic pattern in Fig. 5. Acoustic-tag emigrant track provided by U.S. Geological Survey (Cash et al., 2005).
Fig. 3 in Can north american fish passage tools work for South american migratory fishes?
Fig. 3. Project features at Lower Granite Dam on the Snake River, WA USA for 2000 and 2003 studies [A]. The Behavioral Guidance Structure (BGS) is intended to guide emigrants to the Surface Bypass Collector (SBC) and occlude them from the 3 turbine intakes nearest the shore. In 2003, a Removable Spillway Weir (RSW) was deployed in the spillbay nearest the powerhouse in lieu of the SBC; the BGS was also removed. Acoustic-tag emigrant track (green in [B]) provided by U.S. Geological Survey (Cash et al., 2002). CFD model depiction of forebay hydrodynamic pattern for [B], [C] and [D] in Fig. 5a.
Research Data and Software (re)Use Indications in High Energy Physics related Scholarly Works (Full dataset)
<p>This dataset contains research data and software (re)use indications (formal citations, informal mentions) in scholarly works related to High Energy Physics. 1,411 research and software indications were identified by a mix of approaches: use of citation discovery services and multiple search approaches in Google Scholar. The dataset contains indications by what approach the (re)use indications were found. All identified research data and software (re)use indications were classified according to their purpose, location, and elements.</p> <p>The data was collected in 2018 for a PhD thesis on research data and software (re)use indications in scholarly works.</p>
Identification of Research Data and Software (re)Use Indications in High Energy Physics related Scholarly Works (1951 - 2018)
<p>This dataset contains research data and software (re)use indications in High Energy Physics related scholarly works. A minimal random sample of scholarly works that contain highly processed research data was taken from HEPData and manually read for research data and software (re)use indications. The sample contains 368 works, which were published between 1951 and 2018.</p> <p>The data was collected in 2019 for a PhD thesis on research data and software (re)use indications in scholarly works.</p>
Ontology files in .owl, rdf and xml format demonstrating the texts, documents and works (=entities) ontology
<p>See various writings by Robinson concerning this ontology (e.g. , <a href="https://wiki.usask.ca/pages/viewpage.action?pageId=1324745355">Creating and Implementing an Ontology of Documents and Texts (ADHO 2018)</a>.</p> <p>Note revision of 10/21: removal of parts of document, work, text. dc:hasPart and dc:isPartOf make this redundant.</p>
FabSpace - Practical Work data examples
<p>These files serve as a support for a pratical work on visualization and image processing of Sentinel-2 data. </p>
Uncertainty and debate in statements describing Wikidata Works of art
<p>This dataset comprises a selection of statements from <a href="https://doi.org/10.5281/zenodo.7307852">all artworks in Wikidata</a>. </p> <p>In particular, </p> <ul> <li><strong>natures.json</strong> stores statements with a “Nature of statements” qualifier. Statements, independently of rank, can be decorated with an additional triple using predicate P5102. 54 terms among 283 available may mark the statement as uncertain or debated (e.g. debated, hypothesis, possibly). For example, the painting “Abstract Speed + Sound” (Q19882431) by Giacomo Balla is deemed to be possibly part of a triptych. </li> <li><strong>non-asserted.json </strong>contains those statements which are not asserted. Competing statements are represented via a ranking mechanism (e.g., Preferred, Normal and Deprecated). Individual statements are not actually asserted, but an extra triple is added those that are deemed true. For example, the painting “Madonna with the Blue Diadem” (Q738038) has been attributed to Raphael (non asserted statement, ranked as normal) and Gianfrancesco Penni (asserted statement, ranked as preferred and additionally asserted). </li> <li><strong>null-valued.json</strong> contains all statements with a null-valued objects. A statement can be associated with a blank node. This is meant to imply that the statement is associated with an unknown value, rather than a missing statement. For example, “Missal for the use of the ecclesiastics of Clermont' (Q113302686), an illuminated manuscript from the 14th century, has been recorded with both an unknown creator and author.</li> <li><strong>sourcing-circumstances.json </strong>stores statements with a “Sourcing circumstance” qualifier. As for Natures of statements only statements with an uncertain qualifier have been selected.</li> </ul>
Living, working, and shopping patterns
<p><em><strong>In this final Rebalance Dialogue, <a href="https://rebalancemobility.eu/andrea-ricci/">Andrea Ricci</a> moderated the dialogue between <a href="https://rebalancemobility.eu/alain-lhostis/">Alain L’Hostis</a> and <a href="https://rebalancemobility.eu/cristina-marolda/">Cristina Marolda</a> about how living, working and shopping patterns are changing in Europe and transforming our urban context. As ICT-based technology permeates our life, the so-called “smart” solutions become the default option for many people as they supposedly bring time savings and overall efficiency gains. Pandemics have certainly accelerated this change, but a more structural trend was visible even before, which technological innovation alone cannot explain. The implications are far-reaching, they affect urban form, infrastructure requirements, and most importantly basic values such as equality of opportunities.</strong></em></p> <p>REBALANCE wants to know to which of the following four “models” are the aspirations of the majority of citizens – and specifically what the younger generations. First, Suburban dwelling, quiet, more indoor and outdoor space; second, Inner city dwelling, “where the action is”; third, Rural escape, return to nature and fourth the 15-minute city, multi-nodal city</p> <p>One way to predict which of these will be favoured in the long term is to identify robust change factors that support them. The participants identified a surge in rural escape from the city centre, where the real estate market has grown exponentially. Millennials wanted to settle in the inner city but couldn’t afford it. Cities should be balanced between density and green spaces. The 15 min-city model was debated along with it’s multinodal, multicentre characteristics: The Dutch model was also proposed and suggested for further exploration: connected small cities. Currently, there is the question of whether polycentric cities reduce transport injustice or just increase efficiency. Services must be guaranteed for the majority and not just for the elite. The future might offer denser cities because the human population continues to grow. Although digitalisation and gentrification define the city models, these concepts are also defined by the models.</p> <blockquote> <p><strong>Awareness of mobility injustice is spreading, especially in regard to the density vs sprawl debate. Long commuting times, in particular, reflect differently on different-economic groups, and attention is growing on “kinetic elites” and other inequality risks. Urban density has been systematically equated with efficiency and quicker accessibility, which leads to a disregard towards urban sprawl. The revision of this dogma could put polycentric cities in the spotlight in the matter of reducing mobility injustice.</strong></p> </blockquote> <p>In societal terms, there could be a possible divide in society between commuters and non-commuters. Also possible a combination of both, with occasional commuting (with longer travel times). There are differences in needs and wishes between generations. Social networks are omnipresent, but is meeting people a driver? For instance, teens in France reduced their mobility for leisure (even before COVID-19). Young people are thought to be more conscious of the environment and sustainability, but this needs to be linked with the awareness of the common good, not as a synonym of freedom reduction.</p> <p>Regarding the debate “comfort vs convenience“, efficiency, in the guise of “individual convenience”, appears to be the main driver of changing patterns. The level of the extent to which efficiency is pursued at the expense of other fundamental values and aspirations, both at the individual level (comfort) and more importantly at the overall community level (equity, conviviality) needs to be explored. Optimisation is not an individual choice and the value of travel time might mean less commuting time (VTT reduces when using ICT), but the value of time is rooted in efficiency. People will travel more when commuting.</p> <p>The discussants stressed that millennials do not put effort into owning the car and that their convenience (efficiency instead of comfort) affects other values such as social sustainability, economic sustainability, and environmental sustainability. And the long term impact of COVID might be the revaluation of the value of personal time and rethinking our priorities.</p> <p>The massive shift towards remote activities (work, learn, shop, etc.) entails that the availability of individual space becomes a prominent concern. The following two extreme alternatives fight to prevail:</p> <ol> <li> <p>Alternative 1: the shift towards remote, virtual life is here to stay. Therefore, it is necessary to redesign our space and the logistics available to ensure comfort and efficiency in the medium/long term. The real estate market undergoes a major structural change, with residential space in higher demand while office space loses value.</p> </li> <li> <p>Alternative 2: confinements and lockdowns have shown that the social/convivial dimensions of most our activities are essential to ensure an acceptable quality of life. Remote work and education are limited to the essentials and most people/families are content with marginal readjusting of their available space.</p> </li> </ol> <p>In this case, the participants raised points such as:</p> <blockquote> <p>“Smart does not equal digital” and the need to be aware of technology, ingrained in society. Things are changing, also the assumptions. Technology must be steered because it is not fair per se.</p> </blockquote> <p><strong>Will urban expansion drive the evolution of transport infrastructure and mobility services or the other way around?</strong></p>
Replication package for the study "Digital Sufficiency in Flexible Work"
<p>This dataset is published for transparency and open data purposes, as part of the work "<em>'We are always on, is that really necessary?' Exploring the Path to Digital Sufficiency in Flexible Work</em>" published at <a href="https://conf.researchr.org/home/ict4s-2023">ICT4S 2023</a> conference.</p> <p><strong>The study:</strong></p> <p>We conducted three focus groups with a total of 11 participants, inside two different companies. Our aim was to investigate the notion of digital sufficiency in the context of flexible work.</p> <p><strong>Content:</strong></p> <ul> <li><em>Preliminary interview guide.pdf</em>: the interview guide containing the questions for the preliminary interview</li> <li><em>Focus group slides.pdf</em>: the slides presented to the participants of the three focus groups</li> <li><em>Focus group participant print-outs.pdf</em>: the sheets distributed to the participants of the three focus groups, for individual note-taking</li> <li><em>Codebook.xlsx</em>: the codes extracted (with the help of the software <a href="http://www.saturateapp.com">Saturate</a>) from the transcripts of the three focus groups: <ul> <li>tab <em>CODEBOOK</em>: the codes, sorted by three levels and by research question, along with their definition and a description on when the code is applicable,</li> <li>tab <em>Code Count</em>: the number of occurrence of each code in the transcripts,</li> <li>tab <em>Clustering Tactics</em>: the thematic analysis performed on the codes with level 1 "tactic". Corresponds to the Table III in the paper</li> </ul> </li> </ul> <p>For privacy reason, all names are removed and the transcript and audio recording are not part of this replication package.</p>
Best practices and ICT tools in migration-related work: a survey of first-line practitioners
<p>This data base was created from responses to a survey designed and carried out by the project PERCEPTIONS, a European Union Horizon 2020 funded project (Grant Agreement No. 833870). The project examined <strong>how Europe and the EU are seen by people who have immigrated there or intend to do so.</strong> It examined what perceptions of Europe exist among migrants, refugees and asylum seekers, how they are formed, whether they correspond to reality and how they influence migration decisions. It also examined how the flow of information could be distorted and whether inaccurate information could lead to a threat to the security of migrants (e.g. through dangerous border crossings) or even national security (e.g. through radicalisation).</p> <p>The survey was carried out with first-line practitioners, defined as professionals who have contact with migrants in their work. It was distributed between March and April 2022 and received 755 responses. Participants could take the survey in 10 languages (Albanian, Arabic, Bulgarian, Dutch, English, French, German, Greek, Italian, and Spanish) and responses were received from 17 different countries (Albania, Algeria, Andorra, Austria, Belgium, Bulgaria, Cyprus, Egypt, Germany, Greece, Italy, Kosovo, Latvia, the Netherlands, Spain, Tunisia, and the United Kingdom).</p> <p>The survey aimed to investigate practitioners’ assessments of best practices in migration-related work. More specifically, practitioners were asked to share their attitudes toward potential strategies for addressing the issue of misinformation amongst migrants and criteria through which to assess the success of potential best practices, as well as their evaluations of existing Information Communication Technology (ICT) tools in migration-related work.</p> <p>A report summarising the results of the survey can be accessed <a href="https://www.perceptions.eu/wp-content/uploads/2022/08/PERCEPTIONS-Report-A4-Best-practices-and-ICT-tools-in-migration-related-work-1.0.pdf">here</a>. </p>
CD5 index of works published in the period 1945-2016
<p>The gzip-compressed data file contains two tab-separated fields:</p> <ol> <li>Publication DOI</li> <li>CD₅ index (when available)</li> </ol> <p>The data set was derived through open data using <a href="https://github.com/dspinellis/alexandria3k">Alexandria3k</a> and <a href="https://github.com/dspinellis/fast-cdindex">fast-cdindex</a>. More information about the process can be found in the following paper.</p> <p>Diomidis Spinellis. Open reproducible scientometric research with Alexandria3k. PLoS ONE, 18(11):e0294946, November 2023. <a href="https://dx.doi.org/10.1371/journal.pone.0294946">doi:10.1371/journal.pone.0294946</a></p> <p>This version improves previous versions by incorporating into the calculation works lacking a reference list, but not calculating a CD₅ index for them. This version also excludes works published after 2016, as they lack five years of citations to them.</p>
Dataset: A Systematic Study on the Redox Potentials of Phenazine- Derivatives in Aqueous Media: A Combined Computational and Experimental Work
<p>Dataset for the results shown in the publication "A Systematic Study on the Redox Potentials of Phenazine-Derivatives in Aqueous Media: A Combined Computational and Experimental Work"</p>
Working synonymic checklist of endemic vascular plants occurring in the Ukrainian Carpathians
<p>This is a table version of a working synonymic checklist of endemic vascular plants occurring in the Ukrainian Carpathians that I developed during 2015-2023. It contains the most full synonymy on all (sub)endemics validly accepted as (sub)species.</p>
Data from: Work-Life Conflict Among Higher Education Institution Workers' During COVID-19: A Demands-Resources Approach
<p>Dataset from: Work-Life Conflict Among Higher Education Institution Workers' During COVID-19: A Demands-Resources Approach</p>
Data and code for the research work "Disentangling material, social, and cognitive determinants of human behavior and belief".
<p>This repository contains data files and Matlab and R code for the research work "Disentangling material, social, and cognitive determinants of human behavior and belief".</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.