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.

5,828

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

5,828 results for “Traits”

Learn how ShareScore rates datasets ↗
zenodo40/100

figure 2 in EFfects of background color on pigmentation, morphological traits, and behavior in the European tree frog (Hyla arborea, Hylidae, Anura) tadpoles

figure 2 Position of landmarks (l) and semi-landmarks (sl): l 1 – the tip of the snout, l 2 & 3 – dorsal and ventral points of anterior eye edge, l 4 – the intersection of head-body and dorsal edge of the tail fin, l 7 – the intersection of head-body and the ventral edge of the tail muscle, sl 5, 6 & 8 – the dorsal side of the tail fin, the dorsal side of the tail muscle, the ventral side of the tail muscle, the ventral side of the tail fin, all in the same vertical line as l 7, sl 9–12 – the dorsal side of the tail fin, the dorsal side of the tail muscle, the ventral side of the tail muscle, the ventral side of the tail fin ¼ the distance between l 7 and l 21, sl 13–16 – the dorsal side of the tail fin, the dorsal side of the tail muscle, the ventral side of the tail muscle, the ventral side of the tail fin ½ the distance between l 7 and l 21, sl 17–20 – the dorsal side of the tail fin, the dorsal side of the tail muscle, the ventral side of the tail muscle, the ventral side of the tail fin ¾ the distance between l 7 and l 21, l 21 – the tip of the tail

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

figure 7 in EFfects of background color on pigmentation, morphological traits, and behavior in the European tree frog (Hyla arborea, Hylidae, Anura) tadpoles

figure 7 Ontogenetic trajectories of each treatment in two time points (after 20 days of the experiment – two treatments, and after 36 days/at the end of the experiment – four treatments) visualized in the space of principal components (pc1 vs. pc2). 20 d – dark treatment after 20 days; 20 l – light treatment after 20 days; 36 dd – dark-dark treatment after 36 days; 36 dl – dark-light treatment after 36 days; 36 ll – light-light treatment after 36 days; 36 ld – light-dark treatment after 36 days.

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

figure 5 in EFfects of background color on pigmentation, morphological traits, and behavior in the European tree frog (Hyla arborea, Hylidae, Anura) tadpoles

figure 5 Body length variation between different background coloration treatments during experimental time in H. arborea tadpoles. dl – dark-light treatment; d – dark treatment; dd – dark-dark treatment; ld – light-dark treatment; l – light treatment; ll – light-light treatment.

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

R code and datasets for flower-visitor interactions (pollinators, robbers, thieves) and plant traits from Mount Cameroon

<p>Raw data and R code for: <strong>Cheaters among pollinators: Nectar robbing and thieving vary spatiotemporally with floral traits in Afrotropical forests. </strong><i>Ecosphere, 2023</i>. doi: 10.1002/ecs2.4696<br>&nbsp;</p><p>When using the dataset for anything, cite the Sakhalkar et al.&nbsp;<i>Ecosphere </i>paper.</p><p><br>All related information can be found in the cited paper. For additional information, refer to the paper or write to either robert.tropek@gmail.com or sailee.sakha@gmail.com.</p>

openother-openOct 2023View details →
zenodo40/100

Supporting information for "Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa"

<p>Raw VCF file for <em>Populus trichocarpa</em> V4 SNPs - Biallelic SNP variants were called for 1492 Populus trichocarpa genotypes using GATK Version 4.0 software.</p>

opencc-by-4.0Jan 2023View details →
dryad40/100

Data from: Distinct patterns of inheritance shape life-history traits in steelhead trout

<p>Life-history variation is the raw material of adaptation, and understanding its genetic and environmental underpinning is key to designing effective conservation strategies. We used large-scale genetic pedigree reconstruction of anadromous steelhead trout (<em>Oncorhynchus</em> <em>mykiss</em>) from the Russian River, California, USA to elucidate sex-specific patterns of life-history traits and their heritability. SNP data from adults returning from sea over a 14-year period were used to identify 13,474 parent-offspring trios. These pedigrees were used to determine age structure, size distributions, and family sizes for these fish, as well as to estimate the heritability of two key life-history traits, spawn date and age at maturity (first reproduction). Spawn date was highly heritable (h<sup>2</sup> = 0.73) and had a cross-sex genetic correlation near unity. We provide the first estimate of heritability for age at maturity in ocean-going fish from this species and found it to be high heritable (h<sup>2</sup> from 0.29–0.62, depending upon sex and calculation), with a much lower genetic correlation across sexes. We also evaluated genotypes at a migration-associated inversion polymorphism and found sex-specific correlations with age at maturity. The significant heritability of these two key reproductive traits in these imperiled fish, and their patterns of inheritance in the two sexes, is consistent with predictions of both natural and sexually antagonistic selection (sexes experience opposing selection pressures). This emphasizes the importance of anthropogenic factors, including hatchery practices and ecosystem modifications, in shaping the fitness of this species, thus providing important guidance for management and conservation efforts.</p>

opencc-zeroOct 2023View details →
dryad40/100

Data from: Inferring ecological selection from multidimensional community trait distributions along environmental gradients

<p>Understanding the drivers of community assembly is critical for predicting the future of biodiversity and ecosystem services. Ecological selection ubiquitously shapes communities by selecting for individuals with most suitable trait combinations. Detecting selection types on key traits across environmental gradients and over time has the potential to reveal underlying abiotic and biotic drivers of community dynamics. Here we present a model-based predictive framework to quantify multidimensional trait distributions of communities (community trait niches), which we use to identify ecological selection types shaping communities along environmental gradients. We apply the framework to over 3600 boreal forest understory plant communities with results indicating that directional, stabilizing, and divergent selection all modify community trait niches and that the selection type acting on individual traits may change over time. Our results provide novel and rare empirical evidence for divergent selection within a natural system. Our approach provides a framework for identifying key traits under selection and facilitates the detection of processes underlying community dynamics.</p>

opencc-zeroMay 2024View details →
dryad40/100

The biogeography of community assembly: latitude and predation drive variation in community trait distribution in a guild of epifaunal crustaceans

Open the record for dataset details and reuse information.

publicFeb 2022View details →
dryad40/100

Data for: Local adaptation of seed and seedling traits along a natural aridity gradient may both predict and constrain adaptive responses to climate change

Open the record for dataset details and reuse information.

publicAug 2022View details →
dryad40/100

Data from: A laser-equipped tunnel for the assessment of multiple burst swimming traits in fishes

Open the record for dataset details and reuse information.

publicJan 2024View details →
dryad40/100

Personality, sperm traits and a test for their combined dependence on male condition in guppies

Open the record for dataset details and reuse information.

publicMay 2022View details →
dryad40/100

Data from: Inferring ecological selection from multidimensional community trait distributions along environmental gradients

Open the record for dataset details and reuse information.

publicMay 2024View details →
dryad40/100

Shortgrass prairie (Colorado, USA) and northern mixedgrass prairie (Wyoming, USA) species traits

Open the record for dataset details and reuse information.

publicDec 2023View details →
dryad40/100

Evolution in interacting species alters predator life history traits, behavior and morphology in experimental microbial communities

Open the record for dataset details and reuse information.

publicMay 2020View details →
dryad40/100

Functional traits of young seedlings predict trade-offs in seedling performance in three neotropical forests

Open the record for dataset details and reuse information.

publicSep 2023View details →
dryad40/100

Data for: Combining environmental niche models, multi-grain analyses, and species traits identifies pervasive effects of land use on butterfly biodiversity across Italy

Open the record for dataset details and reuse information.

publicJan 2023View details →
dryad40/100

Pitfalls of ignoring trait resolution when drawing conclusions about ecological processes

Open the record for dataset details and reuse information.

publicFeb 2022View details →
dryad40/100

Geology constrains biomineralization expression and functional trait distribution in the Mountainsnails (Oreohelix)

Open the record for dataset details and reuse information.

publicAug 2023View details →
dryad40/100

Data from: Show me you care: female mate choice based on egg attendance rather than male or territorial traits

Open the record for dataset details and reuse information.

publicSep 2021View details →
dryad40/100

Nutrient-based species selection is a prevalent driver of community assembly and functional trait space in tropical forests

Open the record for dataset details and reuse information.

publicFeb 2023View 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.