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3,655 results for “Structural data”

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zenodo40/100

Data for Directional Surface Wave Spectra And Sea Ice Structure from ICEsat-2 Altimetry

<p>This is data used for <em>Directional Surface Wave Spectra And Sea Ice Structure from ICEsat-2 Altimetry</em> in the Cryosphere.</p> <p>The code that reproduces this data can be found at</p> <pre>10.5281/zenodo.6908645</pre> <p>See README.md for further instructions.</p> <p>&nbsp;</p>

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

Supplementary data for Plutniak, S. 2022. "What makes the identity of a scientific method? A history of the 'Structural and analytical typology' in the growth of evolutionary and digital archaeology in southwestern Europe (1950s–2000s)", Journal of Paleolithic Archaeology, vol. 5, 10.

<p>Supplementary data for Plutniak, S. 2022. &ldquo;What makes the Identity of a Scientific Method? A History of the&nbsp; &lsquo;Structural and analytical typology&rsquo; in the Growth of Evolutionary and Digital Archaeology in Southwestern Europe (1950s&ndash;2000s)&rdquo;, <em>Journal of Paleolithic Archaeology</em>. vol 5, 10. DOI: <a href="https://doi.org/10.1007/s41982-022-00119-7">10.1007/s41982-022-00119-7</a>.</p> <p>&nbsp;</p> <p>&nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0Aug 2022View details →
zenodo40/100

Band structure of KTaO3 two dimensional electron gas: ARPES data and tight binding fits

<p>The dataset contains the angle resolved photoemission spectroscopy measurements of the band&nbsp;structure of the&nbsp;two dimensional electron gas generated at the&nbsp;KTaO3/Al&nbsp;interface. Both dispersion and constant energy maps near the Fermi level are provided.</p> <p>The experimental data are complemented with tight binding fits (eight bands).</p>

opencc-by-4.0Sep 2022View details →
zenodo40/100

Replication Data for "Mapping the Structure and Evolution of Software Testing Research Over the Past Three Decades"

<p>In this research (publication included in the package), we have used author-assigned keywords as a quantitative data source for understanding the connections between keywords and research topics in software testing research, based on a large sample of studies from Scopus.</p> <p>We apply co-word analysis to map the topology of testing research as a network where author-assigned keywords are connected by edges indicating co-occurrence in publications. Keywords are clustered based on edge density and frequency of connection. We examine the most popular keywords, summarize clusters into high-level research topics, examine how topics connect, and examine how the field is changing. This package contains the map and network files used to perform our analyses, as well as the publication sample.</p>

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

"Chirality and accurate structure models by exploiting dynamical effects in continuous-rotation 3D ED data". Raw data and JANA refinement files.

<p><strong>Chirality and accurate structure models by exploiting dynamical effects in continuous-rotation 3D ED data</strong><br> 3D ED data sets of 5 compounds and JANA refinement files of 12 compounds</p> <p><strong>Relevant tools</strong><strong>:</strong></p> <ul> <li>PETS2: data reduction and analysis of electron diffraction patterns <ul> <li>Download program and access step-by-step tutorials at <a href="http://pets.fzu.cz/">http://pets.fzu.cz/</a></li> <li>Palatinus, L. <em>et al.</em> Specifics of the data processing of precession electron diffraction tomography data and their implementation in the program PETS2.0. <em>Acta Cryst. B</em><strong>75</strong>, 512&ndash;522 (2019). <a href="https://doi.org/10.1107/S2052520619007534">DOI: 10.1107/S2052520619007534</a></li> </ul> </li> <li>JANA2006: crystal structure model refinement program <ul> <li>Download program from <a href="http://jana.fzu.cz/">http://jana.fzu.cz/</a> and access step-by-step tutorials at <a href="http://pets.fzu.cz/">http://pets.fzu.cz/</a></li> <li>Results here were obtained with JANA2006. We recommend using JANA2020.</li> <li>Petricek, V., Dusek, M. &amp; Palatinus, L. Crystallographic Computing System JANA2006: General features. <em>Z. Kristallogr.</em> <strong>229</strong>, 345&ndash;352 (2014). <a href="https://doi.org/10.1515/zkri-2014-1737">DOI: 10.1515/zkri-2014-1737</a></li> </ul> </li> <li>DYNGO: Bloch wave program, calculates dynamical diffraction intensities and derivatives <ul> <li>Program automatically included in JANA2006/JANA2020</li> <li>Palatinus, L., Petř&iacute;ček, V. &amp; Corr&ecirc;a, C. A. Structure refinement using precession electron diffraction tomography and dynamical diffraction: theory and implementation. <em>Acta Cryst. A</em><strong>71</strong>, 235&ndash;244 (2015). <a href="https://doi.org/10.1107/S2053273315001266">DOI: 10.1107/S2053273315001266</a></li> </ul> </li> </ul> <p><strong>3D ED data sets:</strong></p> <p>STW_HPM-1 (RT) was measured on a JEOL JEM-2100-LaB6 and diffraction patterns were recorded with an ASI Timepix detector. Another sample of STW_HPM-1 was measured at a temperature of 100 K after cryotransfer with a Titan Krios (CETA-D detector). The other data sets were measured on an FEI Tecnai G2 20 (Olympus SIS Veleta, CCD). Each data set contains the raw diffraction patterns (*.tif) and the basic input files needed to reproduce the data reduction with PETS2 as used in the associated publication (*.pts2, *.celllist, *.cenloc). Step-by-step tutorials are provided for quartz and glycine (and selected steps for abiraterone acetate) at <a href="http://pets.fzu.cz/">http://pets.fzu.cz/</a>.</p> <ul> <li>&alpha;-quartz, stepwise continuous-rotation and precession-assisted (2 data sets from the same crystal)</li> <li>natrolite, stepwise continuous-rotation and precession-assisted (2 data sets from the same crystal)</li> <li>cobalt aluminophosphate (CAP), static ED patterns recorded in 0.1&deg; steps (3 data sets from 2 crystals)</li> <li>abiraterone acetate, stepwise continous-rotation (5 data sets from 5 crystals)</li> <li>STW_HPM-1, continuous-rotation (1 data set, room temperature)</li> <li>STW_HPM-1, continuous-rotation (1 data set, <em>T</em> = 100 K, cryotransfer)</li> </ul> <p><strong>JANA refinement and CIF files:</strong></p> <p>CIF (Crystallographic Information Framework) files include two data items. The first is related to the dynamical and the second to the kinematical refinement. Relevant parameters and statistics specific for dynamical refinement are found in the field _refine_special_details.</p> <p>JANA files are provided for the dynamical and kinematical refinement at the stage after the final refinement cycle together with the original input files generated by PETS2. For quartz and natrolite, relevant files for the refinements against precession-assisted 3D ED data are included. For abiraterone acetate and limaspermidine, relevant files for the absolute structure determination are included.</p> <ul> <li>&alpha;-quartz</li> <li>albite</li> <li>mordenite</li> <li>natrolite</li> <li>STW_HPM-1</li> <li>cobalt aluminophosphate (CAP)</li> <li>CAU-36</li> <li>&alpha;-glycine</li> <li>carbamazepine</li> <li>(+)-limaspermidine</li> <li>abiraterone acetate</li> <li>MBBF4</li> </ul> <p>For the kinematical refinements based on more than one data set, the self-written tool &quot;CompInt&quot; (unpublished) was used. The tool can be found in the file &quot;tool_scalehkl_compint.zip&quot;. Input (*.hkl, *.compint) and output files (*.scalehkl) are provided in the respective folder with the JANA files.</p> <p>Raw data sources of other data sets relevant for the associated publication are given in the SI of the associated publication.</p>

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

The structural basis for the self-inhibition of DNA binding by apo-σ70 - smFRET raw data and analyses pipeline

<p>This dataset includes all raw data of nsALEX smFRET measurements of doubly-labeled sigma70 reported in Joron et al. (&quot;The structural basis for the self-inhibition of DNA binding by apo-&sigma;70&quot;), as well as Jupyter Notebooks documenting the analysis pipeline that takes us from the raw data to dual channel burst search and filtered bursts, and to the analyses of within-burst dynamics in the system</p>

opencc-by-4.0Oct 2022View details →
zenodo40/100

supplementary data about Extraction, Isolation and Structure elucidation of Two Phenolic acids from Aerial parts of Celery and Coriander.

<p>supplementary &nbsp;data about Extraction, Isolation and Structure elucidation of Two Phenolic acids from Aerial parts of Celery and Coriander.</p> <p><br> caffiec acid nmr 2.pdf&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<br> supplementary data.docx</p> <p><a href="https://zenodo.org/api/files/52908924-99c6-4a2c-8047-ef7131714205/p%20coumaric%20acid%20nmr%202.pdf">p coumaric acid nmr 2.pdf</a></p>

opencc-by-4.0Aug 2022View details →
zenodo40/100

Eddy Duck Data: Measured Three-Dimensional Structure of Surfzone Velocities

<p>This archive contains data from the 2011 EddyDuck experiment. Three-dimensional structure of surfzone velocity fields was measured using 12 horizontally-spaced Nortek Aquadopp current meters, each instrument measuring vertical profiles of water velocity. The experiment was conducted by folks from Washington State University and Oregon State University, with help from staff of the USACE's Duck Field Research Facility.</p> <p>Funding from the US National Sciences Foundation, Award OCE-1061692</p> <p>An in-review JGR-Oceans manuscript “Depth-Dependence of Nearshore Currents and Eddies” discusses the observations.</p> <p> </p> <p>Data are contained in two zip files.</p> <p>File summary.zip unzips to give a folder containing summary data in matlab 2015b format, and a pdf readme file explaining details.</p> <p>Folder full.zip unzips to give a folder containing full time-resolution data in ASCII format, and a readme file explaining details.</p> <p> </p> <p> </p> <p>Questions to steve_henderson@wsu.edu</p>

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

Data archive: Trophic structure of cold-water coral communities revealed from the analysis of tissue isotopes and fatty acid composition

<p>Data belonging to the paper:&nbsp;</p> <p>Dick van Oevelen, Gerard C. A. Duineveld,&nbsp;Marc S. S. Lavaleye, Tina Kutti&nbsp;and Karline Soetaert (2017) Trophic structure of cold-water coral communities revealed from the analysis of 55 tissue isotopes and fatty acid composition. Marine Biology Research, DOI:&nbsp;https://doi.org/10.1080/17451000.2017.1398404</p> <p>Abstract:</p> <p>The trophic structure of cold-water coral reef communities at two contrasting locations, the 800-<br> m deep Belgica Mounds (Irish margin) and 300-m deep Tr&aelig;na reefs (Norwegian Shelf), was<br> investigated using stable isotope (&delta;13C and &delta;15N) and fatty-acid composition analysis. A<br> broad range of specimens, with emphasis on (commercial) fish species, and organic matter<br> sources were sampled using a variety of tools. Irrespective of the environmental and<br> geographical setting, the &delta;15N values indicated that the food web encompasses roughly 1.5<br> to 3 trophic levels. Mobile echinoderms, i.e. sea urchins and sea stars, had highest &delta;15N<br> values, indicative of a high trophic position in the food web. The fraction of bacterial fatty<br> acids in reef fauna was generally low (&lt;5%), indicating that enhanced bacterial production in<br> the water column through seafloor seepage of nutrients (&lsquo;hydraulic theory&rsquo;) does not form a<br> significant energy pathway into the food web. The high fraction of algal and essential fatty<br> acids in reef fauna and fish at both locations indicates a close coupling with surface<br> productivity, but the transport mechanism depends on the hydrographic setting. At Tr&aelig;na,<br> Calanus copepods and euphausiids form an additional link between primary production and<br> fish, which is largely absent at Belgica Mounds. At Belgica Mounds, the reef community is<br> primarily supported by phytodetritus, as evidenced by the high contribution of algal fatty<br> acids in faunal tissue and seasonal chlorophyll a deposition and marine snow at the reef. The<br> environmental setting of cold-water coral reefs influences the structure of the associated<br> food web.</p>

opencc-by-sa-4.0Nov 2017View details →
zenodo40/100

patteRNA: transcriptome-wide search for functional RNA elements via structural data signatures, Datasets.

<p>Datasets, code and results supporting the manuscript:</p> <p>Ledda M. &amp; Aviran S., patteRNA: transcriptome-wide search for functional RNA elements via structural data signatures</p>

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

Figure 4: The estimated impedance within the measured frequency range for the symmetric (*) and the asymmetric (o) case against averaged data from healthy subjects-THE RESPIRATORY IMPEDANCE IN AN ASYMMETRIC MODEL OF THE LUNG STRUCTURE

<p>It is significant to observe that in the frequency interval of clinical interest,<br> ! 2 [25; 300] rad/s, the two impedances tend to behave similarly. For the<br> asymmetric case, we have a decrease of about -10dB/dec and a phase of ap-<br> proximately &iexcl;50o, resulting in a fractional order of n &raquo;=</p> <p>This observation suggests that a combined efect of more than one fractal order is present in the<br> lungs and that it leads naturally to values closer to measured data in the low<br> frequency range. In other words, the symmetric tree representation does not<br> suffice to obtain a good&nbsp; fit between the model and the measured impedance<br> data. Another observation is that the constant-phase behavior is emphasized<br> at frequencies below those evaluated standardly in clinical practice, i.e. below<br> 5Hz. However, in the standard clinical range of frequencies for the forced oscil-<br> lation technique, namely 4-48Hz, both symmetric and asymmetric tree models<br> give similar results, as depicted in &macr;gure 4</p>

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

Genomic Data for "Structure of Anellovirus-like Particles Reveal a Mechanism for Immune EvasionAnellovirus-like Particles Reveal a Mechanism for Immune Evasion"

<p>All genomic data supporting the paper 'Structure of Anellovirus-like Particles Reveal a Mechanism for Immune EvasionAnellovirus-like Particles Reveal a Mechanism for Immune Evasion'. Include amino acid sequence alignment used to produce supplemental figure 6 in the manuscript.</p>

openDec 2024View details →
dryad40/100

Data and code from: Evaluating genomic offset predictions in a forest tree with high population genetic structure

<p>Predicting how tree populations will respond to climate change is an urgent societal concern. An increasingly popular way to make such predictions is the genomic offset (GO) approach, which aims to use genomic and climate data to identify populations that may experience climate maladaptation in the near future. More precisely, GO tries to represent the change in allele frequencies required to maintain the current gene-climate relationships under climate change. However, the GO approach has major limitations and, despite promising validation of its predictions using height data from common gardens, it still lacks broad empirical testing. In the present study, we evaluated the consistency and empirical validity of GO predictions in maritime pine (<em>Pinus pinaster</em> Ait.), a tree species from southwestern Europe and North Africa with a marked population genetic structure. First, gene-climate relationships were estimated using 9,817 SNPs genotyped in 454 trees from 34 populations; and candidate SNPs potentially involved in climate adaptation were identified. Second, GO was predicted using four methods, namely Gradient Forest (GF), Redundancy Analysis (RDA), latent factor mixed model (LFMM) and Generalised Dissimilarity Modeling (GDM), two sets of SNPs (candidate and control SNPs) and five climate general circulation models (GCMs) to account for uncertainty in future climate predictions. Last, the empirical validity of GO predictions was evaluated within a Bayesian framework by estimating the associations between GO predictions and two independent data sources: mortality data from National Forest Inventories (NFI), and mortality and height data from five common gardens in contrasting environments. We found high variability in GO predictions across methods, SNP sets and GCMs. Regarding validation, GO predictions with GDM and GF (and to a lesser extent RDA) based on the candidate SNPs showed the strongest and most consistent associations with mortality rates in common gardens and NFI plots. We found almost no association between GO predictions and tree height in common gardens, most likely due to the overwhelming effect of population genetic structure on tree height in this species. Our study demonstrates the imperative to validate GO predictions with a range of independent data sources before they can be used as informative and reliable metrics in conservation or management strategies.</p>

opencc-zeroMay 2024View details →
zenodo40/100

Crystal structures and hkl data associated with paper 'The curious case of proton migration under pressure in the malonic acid and 4,4′-bi­pyridine cocrystal'

Open the record for dataset details and reuse information.

opencc-by-4.0Jan 2024View details →
dryad40/100

Data from: Why there are so many structurally coloured bird species in the tropics?

<p>Several ecogeographical "rules" have been proposed to explain colour variation at broad spatial and phylogenetic scales, but these rarely consider whether colours are based on pigments or structural colours. However, mechanism can have profound effects on the function and evolution of colours. Here, we combine geographic information, climate data, and colour mechanism at broad phylogenetic (9409 species) and spatial scales (global) to determine how transitions between pigmentary and structural colours influence speciation dynamics and range distributions in birds. Among structurally coloured species, we find that rapid dispersal into tropical regions drove the accumulation of iridescent species, whereas the build-up of non-iridescent species in the tropics was driven by a combination of dispersal and faster <em>in situ</em> evolution in the tropics. These results could be explained by pleiotropic links between colouration and dispersal behaviour, or ecological factors influencing colonisation success. These data elucidate geographic patterns of colouration at a global scale and provide testable hypotheses for future work on birds and other animals with structural colours.</p>

opencc-zeroJun 2024View details →
zenodo40/100

Crystal structures and hkl data associated with paper 'Metal-free negative linear compressibility (NLC) material - the cocrystal of 1,2-bis(4-pyridyl)ethane and fumaric acid'

Open the record for dataset details and reuse information.

opencc-by-4.0Jun 2024View details →
zenodo40/100

Fig. 12. The comparative ultrastructural data. A in Triassic coleoid beaks and other structures from the Calcareous Alps revisited

Fig. 12. The comparative ultrastructural data. A. The hypothesized "beaks of Phragmoteuthis bisinuata" (GBW 2006/011/0009, lower Carnian, Upper Triassic; Cave del Predil, NE Italy). B. Chitin of the lower beak of Lunzoteuthis schindelbergensis Doguzhaeva, Summesberger, and Mutvei, 2006 (NHMW 2005z0005/0001, lower Carnian, Upper Triassic; Schindelberg, Lower Austria). C. A cartilage of the cranial capsule of Loligo vulgaris (Lamarck, 1798) ( Recent; North Sea); C1, C2, a matrix containing the collagen fibers showing a banding pattern. SEM images, except C1 which is taken with photomicroscope. Dockery III, and Ciampaglio, 2010, from the Mississippi, USA (Weaver et al. 2011). The fin-supporting cartilages of the middle Olenekian (early Triassic) squid of Idahoteuthis parisiana (Decabrachia: Myopsida) from Idaho, USA, are ones of the as yet known oldest fossilized cartilaginous structures (Doguzhaeva et al. 2018). We also revealed that the site of the "beaks of P. bisinuata" (at the tip of a proostracum) may be occupied with another structures of similar size. These are the gladius and arm crown imprint (Figs. 2B, 14). They apparently represent the remains of another prey of P. bisinuata, also held by its handle hooks. This find points out an as yet unknown teuthid resembling the early Permian Glochinomorpha stifeli Gordon, 1971 (see Doguzhaeva and Mapes 2015: figs. 1A–H, 2, 3). Thus, in the light of new ultrastructural and geochemical data on the "beaks of P. bisinuata", morphological data on the upper beak of the reported Anisian (Middle Triassic) coleoid beak from Italy, and previously observed lower beak of co-occurring Lunzoteuthis schindelbergensis, P. bisinuata had hardly differed by its beaks from other coleoids. The discussed black structures associated with the proostraca of the early Carnian P. bisinuata, previously con- Fig. 13. Coleoid cephalopod Lunzoteuthis schindelbergensis Doguzhaeva, sidered to be the "beaks of P. bisinuata" (Figs. 2A, 2C, 3A), Summesberger, and Mutvei, 2006 (holotype, NHMW 2005z0005/0001); 1 lower Carnian, Upper Triassic; Schindelberg, Lower Austria. SEM image are known by seven specimens from the Cave del Predil lo- of a fractured lower beak in a contact with the phragmocone. Abbreviations: cality, although the number of specimens with other non-bio- il, inner lamella of the lower beak; ol, outer lamella of the lower beak; ph, mineralized structures, like ink sacs and arm hooks, is about phragmocone; r, rostrum of the lower (ventral) beak; w, wing of the beak. the same in both localities. The fish beds of Cave del Predil

opencc-by-4.0Jun 2022View details →
zenodo40/100

The interaction of physical structure and nutrient loading drives ecosystem change in a large tropical lake over 40 years (DATA)

<p><strong><span>Datasets for manuscript entitled "The interaction of physical structure and nutrient loading drives ecosystem change in a large tropical lake over 40 years"</span></strong></p> <p><em><span>Includes data collected by Fadum and Hall as well as unplublished data from Vaux and Goldman 1984.</span></em></p> <p><span><strong>Abstract: </strong>Many lakes across the world are entering novel states and experiencing altered biogeochemical cycling due to local anthropogenic stressors. In the tropics, understanding the drivers of these changes can be difficult due to a lack of documented historic conditions or an absence of continuous monitoring that can distinguish between intra- and inter-annual variation. Over the last forty years (1980&ndash;2020), Lake Yojoa (Honduras) has experienced increased watershed development as well as the introduction of a large net-pen Tilapia farm, resulting in a dramatic reduction in seasonal water clarity, increased trophic state and altered nutrient dynamics, shifting Lake Yojoa from an oligotrophic (low productivity) to mesotrophic (moderate productivity) ecosystem. To assess the changes that have occurred in Lake Yojoa as well as putative drivers for those changes, we compared Secchi depth (water clarity), dissolved inorganic nitrogen (DIN), and total phosphorus (TP) concentrations at continuous semi-monthly intervals for the three years between 1979 and 1983 and again at continuous 16-day intervals for 2018&ndash;2020. Between those two periods we observed the loss of a clear water phase that previously occurred in the months when the water column was fully mixed. Seasonal peaks in DIN coincident with mixing suggest that an enhanced accumulation of ammonium in the hypolimnion (the bottom layer of a stratified lake) during stratification, and release to the epilimnion (the top layer of a stratified lake) with mixing maintains high algal abundance and subsequently low Secchi depth during what was previously the clear water phase. This interaction of nutrient loading and Lake Yojoa's monomictic stratification regime illustrates a key phenomenon in how physical water column structure and nutrients interact in tropical monomictic lakes. This work highlights the need to consider nutrient dynamics of warm anoxic hypolimnions, not just surface water nutrient concentrations, to understand environmental change in these societally important but understudied ecosystems.</span></p> <p>&nbsp;</p> <p><em><strong><span>(for more recent years of data collection see additional zenodo repositories by Fadum and/or Hall)&nbsp;</span></strong></em></p>

opencc-by-4.0Jun 2024View details →
zenodo40/100

Data for: Pine trees structure plant biodiversity patterns in savannas

<p>Overstory trees serve multiple functions in grassy savannas. Past research has shown that large pine canopy openings harbor greater plant species richness and different species composition. However, these studies did not examine such patterns at the scale of individual trees. We examined the relationship between understory plant communities and proximity to individual pine trees in dry and mesic pine savannas in frequently burned (1-3 year intervals) and long unburned (&gt;30 years since fire) sites in north central Florida. We recorded the presence and abundance (stem or ramet number) of plant species in 1 m x 1 m plots adjacent to tree boles (basal) or outside crown driplines (open). In addition, we quantified environmental variables, including light transmittance and percent cover of litter, bare ground, and fuel loading classes.</p>

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

Structure and dynamics of plasma irregularities over the equatorial ionospheric region: A study using spaced receiver technique employing geostationary satellites' radio signals-Data set

<p>The study investigates the characteristic features of the ionospheric irregularities using spaced receiver technique. In the spaced receiver technique, we have used a trio of receivers separated by 40 and 100 m from each other. These receivers monitor scintillations patterns of the L1 signals transmitted by the geostationary satellites. The cross-correlation of the signals and the power spectral analysis yields the measure of characteristic features of the irregularities. &nbsp; The data folder contains the S4 index, drift velocity of the irregularities, powerspectral slopes and size of the irregularities observed on four days. The folder also contains the gnuscript used for plotting. </p> <p>&nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0Jul 2024View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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