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.
1,719
datasets available to search
ShareScore release 0.9.0
Dataset results
1,719 results for “Making”
The choices we make and the impacts they have: Machine learning and species delimitation in North American box turtles (Terrapene spp.)
Open the record for dataset details and reuse information.
Thermal tolerance of fish to heatwaves in agricultural streams: What does not kill you makes you stronger?
Open the record for dataset details and reuse information.
Data from: What makes a fang? phylogenetic and ecological controls on tooth evolution in rear-fanged snakes
Open the record for dataset details and reuse information.
Illustration for "Ten simple rules for making training materials FAIR"
<p>Illustration for paper "Ten simple rules for making training materials FAIR"</p>
Supplementary material 1 from: Geneletti D, Adem Esmail B, Cortinovis C, Arany I, Balzan M, van Beukering P, Bicking S, Borges PA, Borisova B, Broekx S, Burkhard B, Gil A, Inghe O, Kopperoinen L, Kruse M, Liekens I, Lowicki D, Mizgajski A, Mulder S, Nedkov S, Ostergard H, Picanço A, Ruskule A, Santos-Martín F, Sieber IM, Svensson J, Vačkářů D, Veidemane K (2020) Ecosystem services mapping and assessment for policy- and decision-making: Lessons learned from a comparative analysis of European case studies. One Ecosystem 5: e53111. https://doi.org/10.3897/oneeco.5.e53111
An overview of the assessment of ecosystem condition in the selected case studies.
What Makes a Popular Academic AI Repository?
<p>This package is used for replicating experiments in the paper "What makes a popular AI academic repository"</p>
Making the sun shine at night: Comparing the Cost of Dispatchable Concentrating Solar Power and Photovoltaics with Storage: Balmorel input data revised
<p><strong>Description of the dataset</strong></p> <p>This dataset holds all Balmorel model input data as well as the Balmorel code used for the scenarios of the paper 'Making the Sun Shine at Night: Comparing the Cost of Dispatchable Concentrating Solar Power and Photovoltaics with Storage' submitted to 'Energy Sources, Part B: Economics, Planning, and Policy.'</p> <p><strong>Data format</strong></p> <p>We provide the data in form of the data folders holding the .inc files for all scenarios.</p> <p>The original Balmorel source code is available under https://github.com/balmorelcommunity/Balmorel under the ISC license. It was adapted in order to include a new technology generating electricity from heat (GETOH). The inputs for this development were kindly supported by DTU, Ea Energy Analyses and Jasper Geipel (TU Wien) with previously done works.</p>
Citizens Assemble: A study on the impact of climate reporting in the Irish media 'before', 'during' and 'after' the Citizens' Assembly on 'How the State can make Ireland a leader in tackling climate change'.
<p>This dataset contains the .csv file with raw coded data from 594 articles in four Irish media publications (Coded_2020.csv), the .csv file containing all 594 articles (All articles in full (594).csv) along with the associated R Notebook (Citizens Assemble.Rmd) allowing those interested to download the R code. File also contains the images that are used in the R document, and a pdf version of the R output (<a href="https://zenodo.org/api/files/069eeaa7-f82f-4806-a477-9dd1b494c990/Citizens%20Assembly%20R%20Output%20pdf%20format.pdf">Citizens Assembly R Output pdf format.pdf</a>). These files are associated with a manuscript titled: Citizens Assemble: A study on the impact of climate reporting in the Irish media ‘before’, ‘during’ and ‘after’ the Citizens’ Assembly on ‘How the State can make Ireland a leader in tackling climate change’.</p>
Data accompanying the Registered Report: Does unfairness sound wrong? A cross-domain investigation of expectations in music and social decision-making.
<p><b>This study was interested in investigating the existence of a shared psychological mechanism for the processing of expectations across domains. The literature on music and language shows that violations of expectations produce similar neural responses and violating the expectation in one domain may influence the processing of stimuli in the other domain. Like music and language, our social world is governed by a system of inherent rules or norms, such as fairness. The study therefore aimed to draw a parallel to the social domain and investigate whether a manipulation of melodic expectation can influence the processing of higher-level expectations of fairness. Specifically, we aimed to investigate whether the presence of an unexpected melody enhances or reduces participants' sensitivity to the violations of fairness and the behavioural reactions associated with these. We embedded a manipulation of melodic expectation within a social decision-making paradigm, whereby musically expected and unexpected stimuli will be simultaneously presented with fair and unfair divisions in a third-party altruistic punishment game. Both behavioural and EEG responses were recorded. Results from the pre-planned analyses show that participants are less likely to punish when the melodic stimuli are more unexpected and that violations of fairness norms elicit MFN-life effects. However, since no significant interactions between melodic expectancy and fairness of the division were found, results fail to provide evidence of a shared mechanism for the processing of expectations. Exploratory analyses show two additional effects: i) unfair divisions elicit an early attentional component (P2), likely associated with stimulus saliency, and ii) mid-value divisions elicit a late MFN-like component, likely reflecting stimulus ambiguity. Future studies could build on these results to further investigate the effect of the cross-domain influence of music on the processing of social stimuli on these early and late components.</b></p>
Figure 8 from: Jamilah MS, Lee GE, Salam MR, Shahimi S, Pesiu E, Jani JM, Horsali NAI, Shahrudin R, Nor SMM, Chong JL, Mohamad F, Raffi A, Nikong D (2020) A checklist of vascular plants and uses of some species for livelihood-making in Setiu Wetlands, Terengganu, Malaysia. PhytoKeys 160: 7-43. https://doi.org/10.3897/phytokeys.160.52946
Figure 8 Utilisation of Lepironia articulata (A1–3), Pandanus tectorius (B1–3), and Nypa fruticans (C1–3ii) in Setiu Wetlands. From left to right 1 Harvesting 2 Part used 3 Finished products.
Figure 4 from: Jamilah MS, Lee GE, Salam MR, Shahimi S, Pesiu E, Jani JM, Horsali NAI, Shahrudin R, Nor SMM, Chong JL, Mohamad F, Raffi A, Nikong D (2020) A checklist of vascular plants and uses of some species for livelihood-making in Setiu Wetlands, Terengganu, Malaysia. PhytoKeys 160: 7-43. https://doi.org/10.3897/phytokeys.160.52946
Figure 4 A selection of Orchidaceae species from Setiu Wetlands. AAnia penangianaBThrixspermum amplexicauleCPinalia atrovinosaDPapilionanthe hookerianaEPhalaenopsis pulcherrimaFCymbidium finlaysonianumGGrammatophyllum speciosumHStrongyleria panneaICallostylis pulchellaJBromheadia finlaysonianaKVanilla griffithiiLArachnis flos-aerisMDendrobium secundumNBulbophyllum trigonopusODendrolirium lasiopetalum.
Figure 1 from: Jamilah MS, Lee GE, Salam MR, Shahimi S, Pesiu E, Jani JM, Horsali NAI, Shahrudin R, Nor SMM, Chong JL, Mohamad F, Raffi A, Nikong D (2020) A checklist of vascular plants and uses of some species for livelihood-making in Setiu Wetlands, Terengganu, Malaysia. PhytoKeys 160: 7-43. https://doi.org/10.3897/phytokeys.160.52946
Figure 1 The boundaries (red line) of the forest to be gazetted in Setiu Wetlands as state park. Map courtesy of the Terengganu State Parks.
Figure 5 from: Jamilah MS, Lee GE, Salam MR, Shahimi S, Pesiu E, Jani JM, Horsali NAI, Shahrudin R, Nor SMM, Chong JL, Mohamad F, Raffi A, Nikong D (2020) A checklist of vascular plants and uses of some species for livelihood-making in Setiu Wetlands, Terengganu, Malaysia. PhytoKeys 160: 7-43. https://doi.org/10.3897/phytokeys.160.52946
Figure 5 Different plant communities in Setiu Wetlands. A Mangrove plants B Nipa palm (Nypa fruticans) population CCeriops zippelianaDPandanus tectoriusE Ant plant, Hydnophytum formicarum attached to Bruguiera hainesiiFNepenthes ampullariaGHoya coronariaHPloiarium alternifolia.
Data from: What doesn't kill you makes you stronger: detoxification ability as mechanism of honesty in a sexually selected signal
<p>These files contain the data to perform all analysis done for the submitted manuscript <b>What doesn't kill you makes you stronger: detoxification ability as mechanism of honesty in a sexually selected signal.</b></p> <p> </p>
Making Drug Discovery Data FAIR: The Yawning Gap between Aspiration and Implementation (recording)
<p>Recording from BioITWorld October 2020</p> <p>The FAIRification of data is gaining impetus. However, for drug discovery, the envisaged increased flow of structures and bioactivity into major public databases, such as PubChem, has not happened. Reasons will be reviewed, but a key impediment is that even when supplementary data from journal papers is submitted to open repositories, such as figshare, there is neither push nor pull into PubChem. Ways to ameliorate this major bottleneck will be discussed, including bypassing the entombment of chemistry in PDFs</p> <p> </p>
How to make and how to measure Perovskite Solar Cells
<p>Video Tutorials on:</p> <p>- How to make a Perovskite Solar Cell</p> <p>- How to measure a Perovskite Solar Cell</p>
Data from: Irrational time allocation in decision-making
Time is an extremely valuable resource but little is known about the efficiency of time allocation in decision making. Empirical evidence suggests that in many ecologically relevant situations, decision difficulty and the relative reward from making a correct choice, compared to an incorrect one, are inversely linked, implying that it is optimal to use relatively less time for difficult choice problems. This applies, in particular, to value-based choices, in which the relative reward from choosing the higher-valued item shrinks as the values of the other options get closer to the best option and are thus more difficult to discriminate. Here, we experimentally show that people behave sub-optimally in such contexts. They do not respond to incentives that favor the allocation of time to choice problems in which the relative reward for choosing the best option is high; instead they spend too much time on problems in which the reward difference between the options is low. We demonstrate this by showing that it is possible to improve subjects' time allocation with a simple intervention that cuts them off when their decisions take too long. Thus we provide a novel form of evidence that organisms systematically spend their valuable time in an inefficient way, and simultaneously offer a potential solution to the problem.
Data from: Pupil-linked arousal determines variability in perceptual decision making
Decision making between several alternatives is thought to involve the gradual accumulation of evidence in favor of each available choice. This process is profoundly variable even for nominally identical stimuli, yet the neuro-cognitive substrates that determine the magnitude of this variability are poorly understood. Here, we demonstrate that arousal state is a powerful determinant of variability in perceptual decision making. We measured pupil size, a highly sensitive index of arousal, while human subjects performed a motion-discrimination task, and decomposed task behavior into latent decision making parameters using an established computational model of the decision process. In direct contrast to previous theoretical accounts specifying a role for arousal in several discrete aspects of decision making, we found that pupil diameter was uniquely related to a model parameter representing variability in the rate of decision evidence accumulation: Periods of increased pupil size, reflecting heightened arousal, were characterized by greater variability in accumulation rate. Pupil diameter also correlated trial-by-trial with specific patterns of behavior that collectively are diagnostic of changing accumulation rate variability, and explained substantial individual differences in this computational quantity. These findings provide a uniquely clear account of how arousal state impacts decision making, and may point to a relationship between pupil-linked neuromodulation and behavioral variability. They also pave the way for future studies aimed at augmenting the precision with which people make decisions.
Data from: Social interactions elicit rapid shifts in functional connectivity in the social decision-making network of zebrafish
According to the social decision-making (SDM) network hypothesis, SDM is encoded in a network of forebrain and midbrain structures in a distributed and dynamic fashion, such that the expression of a given social behaviour is better reflected by the overall profile of activation across the different loci rather than by the activity of a single node. This proposal has the implicit assumption that SDM relies on integration across brain regions, rather than on regional specialization. Here we tested the occurrence of functional localization and of functional connectivity in the SDM network. For this purpose we used zebrafish to map different social behaviour states into patterns of neuronal activity, as indicated by the expression of the immediate early genes c-fos and egr-1, across the SDM network. The results did not support functional localization, as some loci had similar patterns of activity associated with different social behaviour states, and showed socially driven changes in functional connectivity. Thus, this study provides functional support to the SDM network hypothesis and suggests that the neural context in which a given node of the network is operating (i.e. the state of its interconnected areas) is central to its functional relevance.
Data from: Adaptive and selective seed abortion reveals complex conditional decision making in plants
Behaviour is traditionally attributed to animals only. Recently, evidence for plant behaviour is accumulating, mostly from plant physiological studies. Here, we provide ecological evidence for complex plant behaviour in the form of seed abortion decisions conditional on internal and external cues. We analysed seed abortion patterns of barberry plants exposed to seed parasitism and different environmental conditions. Without abortion, parasite infestation of seeds can lead to loss of all seeds in a fruit. We statistically tested a series of null-models with Monte-Carlo simulations to establish selectivity and adaptiveness of the observed seed abortion patterns. Seed abortion was more frequent in parasitized fruits and fruits from dry habitats. Surprisingly, seed abortion occurred with significantly greater probability if there was a second intact seed in the fruit. This strategy provides a fitness benefit if abortion can prevent a sibling seed from co-infestation and if non-abortion of an infested, but surviving single seed saves resources invested in the fruit coat. Ecological evidence for complex decision making in plants thus includes a structural memory (the second seed), simple reasoning (integration of inner and outer conditions), conditional behaviour (abortion), and anticipation of future risks (seed predation).
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.