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.

91,407

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

91,407 results for “Effectiveness”

Learn how ShareScore rates datasets ↗
dryad40/100

Remarkable effects of microbial factors on soil phosphorus bioavailability: a country-scale study

<p><span>Low soil phosphorus (P) bioavailability causes the widespread occurrence of P-limited terrestrial ecosystems around the globe. Exploring the factors influencing soil P bioavailability at large spatial scales is critical for managing these ecosystems. However, previous studies have mostly focused on abiotic factors. In this study, we explored the effects of microbial factors on soil P bioavailability of terrestrial ecosystems using a <span>country</span><span>continental</span>-scale sampling effort. Our results showed that soil microbial biomass carbon (MBC) and acid phosphatase were important predictors of soil P bioavailability of agro- and natural ecosystems across China although they appeared less important than total soil P. The two microbial factors had a positive effect on soil P bioavailability of both ecosystem types and were able to mediate the effects of several abiotic factors (e.g., mean annual temperature). Meanwhile, we revealed that soil phytase could affect soil P bioavailability at the <span>country</span><span>continental</span> scale via ways similar to those of soil MBC and acid phosphatase, a pattern being more pronounced in agroecosystems than in natural ecosystems. Moreover, we obtained evidence for the positive effects of microbial genes encoding these enzymes on soil P bioavailability at the <span>country</span><span>continental </span>scale although their effect sizes varied between the two ecosystem types. Taken together, this study demonstrated the remarkable effects of microbial factors on soil P bioavailability at a large spatial scale, highlighting the importance to consider microbial factors in managing the widespread P-limited terrestrial ecosystems.</span></p>

opencc-zeroMay 2022View details →
zenodo40/100

Scenario data for article: Effects of the energy transition on environmental impacts of cobalt supply: A prospective Life Cycle Assessment study on future supply of cobalt

<p>This dataset contains the background data for the paper &#39;<a href="https://onlinelibrary.wiley.com/doi/10.1111/jiec.13258">Effects of the energy transition on environmental impacts of the cobalt supply: A prospective Life Cycle Assessment study on the future cobalt supply</a>&#39; as published in the Journal of Industrial Ecology.</p> <p><strong>Please note that an easier to use version of this data for LCA is available through the Premise (<a href="https://www.sciencedirect.com/science/article/pii/S136403212200226X">Sacchi et al. 2022</a>) Community Scenarios <a href="https://github.com/premise-community-scenarios/cobalt-perspective-2050">here</a>.</strong> This version is slightly adapted to fit into the Premise architecture and is compatible with ecoinvent v3.8 cutoff.</p> <p>This repository contains:</p> <ul> <li>Python code + readme to model the variables, generate presamples packages and generate LCA results based on those. (code folder)</li> <li>Input and output data for Variables 1-3 (files 1&amp;2)</li> <li>Presamples excel sheets for each variable/scenario combination (file 3)</li> <li>Summarized LCA results (the full results can be generated through running the code provided) (file 4)</li> <li>Full LCA results used for the contribution analysis (file 5)</li> <li>Underlying data for each of the figures (file 6)</li> </ul> <p>We refer to the paper (linked above) for more information on the study.<br> &nbsp;</p> <p><strong>License: </strong>The metal supply scenario data is licensed under the CC-BY 4.0 license.</p> <p><strong>Access: </strong>Open access</p> <p>&nbsp;</p> <p>[Changelog]</p> <p>2023-03-23 - 1.3.1: Add link to Premise Community scenario page.<br> 2022-05-18 - 1.3.0: Fix minor error in data files &#39;4 - LCA results&#39; and &#39;6 - Figure data&#39; in demand amounts for total impacts.<br> 2022-04-06 - 1.2.1: Included link to article after publication<br> 2022-03-30 - 1.2.0: Included underlying figure data<br> 2022-01-24 - 1.1.1: Opened repository after paper acceptance<br> 2021-11-26 - 1.1.0: Update of code to comply with peer-review<br> 2021-07-12 - 1.0.0: Set-up of repository</p>

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

Code: The effects of model complexity on model output uncertainty in co-evolved coupled natural–human systems

<p>This is the code archive for the publication &quot;The effects of model complexity on model output uncertainty in co-evolved coupled natural&ndash;human systems&quot; in Earth&#39;s Future.</p> <p>Abstract:</p> <p>Studies have recently focused on using coupled natural&ndash;human systems (CNHS) to inform policymaking. However, model uncertainty can increase with model complexity and affect the variance of the model outcomes. Therefore, this study explores an uncertainty analysis of coupled hydrological and human decision models to better evaluate CNHS modeling properties. Five coupled models are proposed with different model complexities for human behavior settings (i.e., model structure and the number of calibrated parameters): one static, two adaptive, and two learning adaptive. Learning adaptive models (the most complex) have both a learning component (capturing long-term trends) and an adaptive component (capturing short-term variations), while adaptive models omit the learning component. The static model is the simplest, without learning or adaptive components. Applying the law of total variance, the model output uncertainty is decomposed into three sources: (1) climate change scenario uncertainty, (2) climate internal variability, and (3) different model configurations with parameter sets or model structures that are equally capable of producing similar outcomes. Our exploratory analysis demonstrated that model uncertainty would likely increase with model complexity given uncertain input data (e.g., climate forcing) and different model configurations; the inclusion of a learning mechanism in the human system can potentially offset the impact of the natural system on uncertainty through coupling natural and human systems. We also discuss other uncertainty sources, such as assumptions about model structure due to incomplete knowledge and metrics for calibration target selection for future studies.</p>

opengpl-2.0May 2022View details →
zenodo40/100

Dataset: The effect of hydrogen enrichment, flame-flame interaction, confinement, and asymmetry on the acoustic response of a model can combustor

<p>Complementary dataset for the article: <strong>The effect of hydrogen enrichment, flame-flame interaction, confinement, and asymmetry on the acoustic response of a model can combustor.</strong></p> <p>This document provides a brief description of datasets associated with the paper by &AElig;s&oslash;y et al.<br> [1]. The datasets contain flame shapes, flame transfer functions (FTFs), and time series data for<br> perfectly premixed methane/hydrogen/air flames operated in a model can combustor (see [1] for<br> more details). The data is divided into four main categories listed below. Each of these are described<br> in the read-me file in the subsequent sub-folder.</p> <p><strong>&bull; FTF flame interaction:</strong> The level of flame interaction was systematically varied through<br> varying the spacing between flames and by varying the level of hydrogen enrichement of the<br> fuel.<br> <strong>&bull; FTF confinement:</strong> The level of wall confinement was varied by varying the combustion<br> chamber diameter.<br> <strong>&bull; FTF symmetry: </strong>The flame symmetry was varied through equipping the can with different<br> injector geometries.<br> <strong>&bull; Time series:</strong> Time series data of pressure and heat release rate taken with different hydrogen<br> concentrations and combustion chamber lengths.</p> <p>[1] E. &AElig;s&oslash;y, T. Indlekofer, F. Gant, A. Cuquel, M. R. Bothien, J. R. Dawson, The effect of hydrogen<br> enrichment, flame-flame interaction, confinement, and asymmetry on the acoustic response of a<br> model can combustor, Combustion and Flame 242 (2022) 112176.</p> <p>&nbsp;</p>

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

Limited effect of thermal pruning on wild blueberry crop and its root-associated microbiota - Agricultural dataset

<p>These datasets contain all the agricultural data (soil chemistry, blueberry performance, weeds and diseases...) used in our study.</p>

opencc-by-4.0May 2022View details →
dryad40/100

Edge effects and vertical stratification of aerial insectivorous bats across the interface of primary-secondary Amazonian rainforest

<p><span>Edge effects - abiotic and biotic changes associated with habitat boundaries - are key drivers of community change in fragmented landscapes. Their influence is heavily modulated by matrix composition. With over half of the world's tropical forests predicted to become forest edge by the end of the </span><span>century, it is paramount that conservationists gain a better understanding of how tropical biota is impacted by edge gradients. Bats comprise a large fraction of tropical mammalian fauna and are demonstrably sensitive to habitat modification. Yet, </span><span>knowledge about how bat assemblages are affected by edge effects remains scarce</span><span>. Capitalizing on a whole-ecosystem manipulation in the Central Amazon, the aims of this study were to i) assess the consequences of edge effects for twelve aerial insectivorous bat species across the interface of primary and secondary forest and ii) investigate if the activity levels of these species differed between the understory and canopy and if they were modulated by distance from the edge</span><span>. Acoustic surveys were conducted along four 2-km transects each traversing equal parts of primary and ca. 30-year-old secondary forest. Five models were used to assess the changes in the relative activity of forest specialists (three species), flexible forest foragers (three species), and edge foragers (six species). Modelling results revealed no evidence of edge effects, except for forest specialists in the understory. No significant differences in activity were found between the secondary or primary forest but most species exhibited pronounced vertical stratification. Our study highlights that forest specialist bats are more edge-sensitive than both flexible forest and edge foraging bats and suggests that the influence of edge effects on aerial insectivorous bats may exceed 2 km. The absence of pronounced edge effects and the comparable activity levels between primary and old secondary forests indicates that old secondary forest can help ameliorate the consequences of fragmentation on tropical aerial insectivorous bats.  </span></p>

opencc-zeroMay 2022View details →
dryad40/100

Reef effect of offshore structures on the occurrence and foraging activity of harbour porpoises

<p class="MsoNormal">With increasing numbers of offshore structures to be decommissioned, a better understanding of their effect on marine predators is timely. There is some evidence that oil and gas platforms may attract marine mammals acting as artificial reefs. However, it is unclear whether different man-made structure designs have similar effects. Further, due to the lack of baseline data prior to installation, it is unknown whether artificial structures modify the diel patterns of occurrence and foraging behaviour of marine mammals. Here, we used passive acoustics to investigate the occurrence and foraging activity of harbour porpoises (<em>Phocoena phocoena</em>) around three artificial structures of different age and complexity. We deployed an array of echolocation click detectors (CPODs) in 2021, along a gradient of distances to these structures and assessed the extent to which porpoises were attracted to them. We also investigated the effect of these structures on the diel patterns of occurrence and foraging activity of porpoises. The probability of porpoise occurrence and foraging activity decreased with distance from offshore structures. A significant increase in porpoise occurrence and foraging was detected during night-time compared to daytime around all three offshore structures (&lt; 200 m). Comparing pre- and post-installation porpoise detections, the daily patterns of occurrence and foraging activity shifted from a weak <a>diel</a><span class="MsoCommentReference"><span> </span></span>pattern before the structure was installed, to a strong nocturnal pattern when the structure was present. These findings provide evidence that marine mammals are attracted to man-made structures and that porpoises modify their diel patterns of occurrence and foraging activity around them. This research suggests that offshore structures play an important role as foraging areas for marine mammals and provides key information for the decommissioning process.</p>

opencc-zeroMay 2022View details →
zenodo40/100

Data from journal article "Amplifying effects of recurrent drought on the dynamics of tree growth and water use in a subalpine forest"

<p>This dataset contains all data used in the above mentioned publication (DOI: tba). The data was obtained in a field drought experiment in a subalpine forest in the Austrian Central Alps, where adult trees were exposed to either ambient conditions or recurrent summer drought. The experiment was conducted from 2016-2018. All data were measured on individual tree level. All dataset contains the following, pre-processed data (processed as described in the corresponding journal article):<br> - Micrometeorological data<br> - Dendrometer data<br> - Tree ring data<br> - Sapflow data<br> - Stem electrical resistivity data<br> - Non-structural carbohydrate (NSC) and soluble sugar carbon isotopic composition (d13C) data</p> <p>The metadata.xlsx file contains all metadata, including units and descriptions of the variables.</p>

opencc-by-4.0May 2022View details →
dryad40/100

Effects of insularity on genetic diversity within and among natural populations

<p>We conducted a review of genetic diversity (GD) within and among populations in relation to categorical population size and isolation (together "insularity"). Using populations from within the same studies, we were able to control for between-study variation in methodology, as well as demographic and life histories. Contradictory to typical expectations, insularity had relatively minor effects on GD within and among population, which points to the more important roles of other factors in shaping evolutionary processes. Such effects of insularity were sometimes seen – particularly in systems (i.e. studies) where GD was already high overall. That is, insularity influenced GD in a study system when GD was high even in non-insular populations of the same system – suggesting an important role for the "scope" of influences on GD. These conclusions were more robust for within - population GD than among - population GD, although a number of biases might underlie this difference. Overall, our findings indicate that population-level genetic assumptions need to be tested rather than assumed in nature, particularly for topics highly relevant to current conservation management practices.</p> <p> </p>

opencc-zeroMay 2022View details →
zenodo40/100

Selpercatinib treatment of RET mutated thyroid cancers is associated with gastrointestinal adverse effects

<p><strong>Background:</strong></p> <p>Metastatic medullary thyroid carcinoma (MTC) and radioactive iodine refractory differentiated thyroid carcinoma (RAI-R DTC) have poor prognosis and limited treatment options.&nbsp; Selpercatinib (LOXO-292), a selective kinase inhibitor targeting the <em>RET</em> gene, has shown a 69-79% objective responses have been observed in this cohort (1) with benefits in other tumours harbouring the same oncogenic driver (2).&nbsp; Published reports describe only 17% of patients experiencing gastrointestinal Adverse effects (AE) which is in contrast to our local experience. Here we characterise the AE and correlate with radiological and histopathological findings.&nbsp;</p> <p><strong>Methods:</strong></p> <p>Sequential patients enrolled in LIBRETTO-001 at Royal North Shore Hospital, Sydney with available imaging (n=22) were recruited.&nbsp; Patients had regular visits with AE documented and CT scans 3 monthly.&nbsp; CT at screening, at time of gastrointestinal AE and at most recent follow up were reviewed and scored.&nbsp; Endoscopic examination was performed in five patients.</p> <p><strong>Results:</strong></p> <p>Of 22 patients in this cohort, the majority had somatic <em>RET </em>alterations (n=18), most commonly <em>p.Met918Thr</em> (n=14). Ten patients (50%) developed gastrointestinal adverse effects.&nbsp; Dose reduction was required in 8 of the 10 patients, but none discontinued therapy.&nbsp; The majority had stable disease (n=17). Gastric and small bowel oedema was evident in symptomatic patients after a median time of 67 weeks&rsquo; treatment.&nbsp; Histological correlation in five patients revealed mucosal oedema correlating with radiological evidence of congestion and oedema.</p> <p><strong>Discussion: </strong></p> <p>Gastrointestinal AEs with selpercatinib may be more common than previously described. Most are self-limiting but often require dose adjustments. Histological evidence of mucosal oedema observed in conjunction with the radiological findings of congestion and wall thickening suggest that bowel wall oedema is a predominant mechanism of abdominal pain in these patients.</p>

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

The challenge of being slow: Effects of tempo, laterality, and experience on dance movement consistency

<p>Data set for the study published in Journal of Motor Behavior.</p>

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

Dataset of Rainy years counteract negative effects of drought on taxonomic, functional, and phylogenetic diversity: resilience in annual plant communities

<p>Data used in the article:&nbsp;</p> <p><strong>Rainy years counteract negative effects of drought on taxonomic, functional, and phylogenetic diversity: resilience in annual plant communities</strong></p> <p><strong>Abstract</strong></p> <p>1- Climate models forecast changes in the amounts and distribution of rain, which may affect ecosystems worldwide, especially in drylands where water is already the limiting factor for plant life. Annual plant communities are common in drylands where they can complete their entire life cycle during the rainy period while avoiding the dry season. Moreover, seed dormancy allows them to disperse over time by remaining in the seed bank for long periods. However, the extent to which these communities will be able to tolerate increasing drought is uncertain.</p> <p>2- We performed a five-year rainfall reduction treatment under field conditions and determined its effects on annual plant communities in a Mediterranean gypsum ecosystem. We assessed the taxonomic, functional, and phylogenetic diversity of these communities each year for five years.</p> <p>3-The taxonomic and functional diversity decreased under the rainfall reduction treatment whereas the phylogenetic diversity increased. Moreover, the relative importance of species with drought-resistant functional designs increased in the community assemblages. However, after a rainy season with above average rainfall, all of the diversity values recovered completely even under the rainfall reduction treatment.</p> <p>4- Our results provide important insights into the responses of these plant communities under a climate change scenario, where they indicate high losses of diversity during drought events but rapid recovery in milder years.</p> <p><em>Synthesis</em> Our findings highlight the great resilience of annual plant communities in drylands, which may allow them to tolerate increased drought under the present climate change scenario.</p>

opencc-by-4.0May 2022View details →
dryad40/100

Enemy exclusion effects on biodiversity-productivity relationship in subtropical forest experiment

<p>This data set is described in full detail in Huang et al. (2022) Journal of Ecology XXX.</p> <p>In brief, we used a large tree biodiversity experiment (BEF-China), established in 2009-2010, to test whether the application of fungicide or insecticide changes observed tree species richness effects on tree growth. We used a subset of plots in which tree species numbers ranged from 1 to 8. To these plots, a factorial split-plot treatment was added in April 2014. The new treatments (I: insecticide; F: fungicide; C: untreated control) were applied to subplots located along one side of the main plots. Each subplot contained 4 × 4 = 16<br>trees. We further used the central 4 × 4 trees of the main plot for additional measurements (central control subplot).</p> <p>Insecticide and fungicide solutions (4 L per subplot) were sprayed over tree crowns every 4 weeks, but only on days with no or very little wind. During the rainy season, application<br>intervals were halved to 2 weeks to compensate for more rapid leaching. The insecticide solution contained 10 mL dimethoate (an organophosphate) and 10 mL deltamethrin (a<br>pyrethroid). The fungicide solution contained 8 g of mancozeb (a dithiocarbamate) and 25 mL of myclobutanil (a triazole). Control subplots were sprayed with 4 L of water.</p>

opencc-zeroMay 2022View details →
zenodo40/100

The effects of robotic assistance on upper limb spatial muscle synergies in healthy people during planar upper-limb training

<p>This is the minimal dataset underlying the paper:</p> <p>&quot;The effects of robotic assistance on upper limb spatial muscle synergies in healthy people during planar upper-limb training&quot;</p>

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

Tapping to hip-hop: Effects of cognitive load, arousal, and musical meter on time experiences

<p>This upload contains the data set for the study published in Attention, Perception and Psychophysics.</p>

opencc-by-4.0Jan 2021View details →
dryad40/100

Data and R-scripts from: Multiple stressors: negative effects of nest predation on the viability of a threatened gull in different environmental conditions

<p>This contains data and R-scripts used in: </p> <ul> <li>Bård-Jørgen Bårdsen and Jan Ove Bustnes (2022). Multiple stressors: negative effects of nest predation on the viability of a threatened gull in different environmental conditions. Journal of Avian Biology.</li> </ul> <p>This study assessed the population viability of a population of the lesser black-backed gull (<em>Larus fuscus fuscus</em>) using data collected during 2005-2020 from a nature reserve in Northern Norway. The study merged results from statistical analyses of empirical data with a Leslie model. Here, we provide the underlying data, and the R-scripts used to analyse the data and run the model. The data set include information about reproduction at several stages (laying, hatching and fledgling), nest predation, and individual capture histories (used to estimate apparent survival; see <a href="https://doi.org/10.1111/jav.02953">Bårdsen and Bustnes 2022</a>).</p>

opencc-zeroJun 2022View details →
dryad40/100

Data for: Assortative mating in an ecological context: Effects of mate choice errors and relative species abundance on the frequency and asymmetry of hybridization

<p><span>The frequency and asymmetry of mixed-species mating set the initial stage for the ecological and evolutionary implications of hybridization. How such patterns of mixed-species mating, in turn, are influenced by the combination of mate choice errors and relative species abundance remain largely unknown. We develop a mathematical model that generates predictions for how relative species abundances and mate choice errors affect hybridization patterns. When mate choice errors are small (&lt;5%) the highest frequency of hybridization occurs when one of the hybridizing species is at low abundance, but when mate choice errors are high (&gt;5%) the highest hybridization frequency occurs when species occur in equal proportions. Furthermore, females of the less abundant species are overrepresented in mixed-species matings. We compare our theoretical predictions with empirical data on naturally hybridizing Ficedula flycatchers and find that hybridization is highest when the two species occur in equal abundance, implying rather high mate choice errors. We discuss ecological and evolutionary implications of our findings and encourage future work on hybrid zone dynamics that take demographic aspects, such as relative species abundance, into account.</span></p>

opencc-zeroJun 2022View details →
dryad40/100

Trait functional diversity explains mixture effects on litter decomposition at the arid end of a climate gradient

<p><span>Litter decomposition is controlled by climate, litter quality and decomposer communities. Because the decomposition of specific litter types is also influenced by the properties of adjacent types, mixing litter types may result in non-additive effects on overall decomposition rates. The strength of these effects seems to depend on the litter functional diversity. However, it is unclear which functional traits or combination of traits explain litter mixture effects and if these depend on the range of trait values and the ecosystems involved. These uncertainties hamper our ability to predict decomposition in plant communities. </span></p> <p><span>We aimed at understanding whether and how functional diversity (measured as functional dispersion, FDis) influences litter decomposition, and how this influence varies among different climates and across decomposition stages. We calculated FDis based on litter traits related to nutrient concentrations or to litter recalcitrance, and tested whether these diversity measures and climatic parameters (soil moisture and temperature) explained litter mixture effects on decomposition. </span></p> <p><span>Additive mixture effects (i.e. decomposition of mixtures equalling the mean decomposition of the single litter types) were common in most of the evaluated climates. Non-additive, negative effects were mainly restricted to the driest and warmest sites, and decreased with time. Non-additive effects increased in magnitude with the mixtures' FDis, with positive effects being related to FDis in nutrient traits and negative effects being related to FDis in recalcitrance traits. </span></p> <p><span>Synthesis: Litter mixing did not have strong effects on decomposition rates across the studied climatic gradient overall, and the direction and intensity of the mixture effects were context-dependent. The effects were stronger and more negative in the dryer ecosystems. Where effects were found, functional diversity calculated from selected groups of traits (related to nutrients or litter recalcitrance) predicted mixture effects, especially where trait ranges were broad, though much of the variation remains unexplained. We propose that functional diversity metrics based on litter traits that are mechanistically relevant, applied to diverse site-specific litter mixtures in different climates, can help to better understand under which conditions and in which direction litter diversity affects decomposition.</span></p>

opencc-zeroJun 2022View details →
dryad40/100

Data from: Soil mesofauna may buffer the negative effects of drought on alien plant invasion

<p>Although many studies have tested the direct effects of drought on alien plant invasion, less is known about whether drought affects alien plant invasion indirectly via interactions of plants with other groups of organisms such as soil mesofauna.</p> <p>To test for such indirect effects, we grew single plants of nine naturalized alien target species in pot-mesocosms with a community of five native grassland species under four combinations of two drought (well-watered vs drought) and two soil-mesofauna-inoculation (with vs without) treatments.</p> <p>We found that drought decreased the absolute and the relative biomass production of the alien plants, and thus reduced their competitive strength in the native community. Drought also decreased the abundance of soil mesofauna, particularly soil mites, but did not affect the abundance and richness of soil herbivores. Soil-fauna inoculation did not affect biomass of the alien plants but increased biomass of the native plant community, and thereby decreased the relative biomass production of the alien plants. This increased invasion resistance due to soil fauna, however, tended (p = 0.09) to be stronger for plants growing under well-watered conditions than under drought.</p> <p>Synthesis. Our multispecies experiment thus shows that soil fauna might help native communities to resist alien plant invasions, but that this effect might be weakened under drought. In other words, soil mesofauna may buffer the negative effects of drought on alien plant invasions.</p>

opencc-zeroJun 2022View details →
zenodo40/100

Effects of sub-lethal single, simultaneous, and sequential abiotic stresses on phenotypic traits of Arabidopsis thaliana

<p>Data and code from: &quot;Effects of sub-lethal single, simultaneous, and sequential abiotic stresses on phenotypic traits of Arabidopsis thaliana&quot; published at Annals of Botany PLANTS. This is a dataset on phenotypic traits of Arabidopsis in response to different abiotic stresses and a reproducible R script to generate all figures and tables in the publication.</p>

opencc-by-4.0Dec 2021View 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.