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.
655
datasets available to search
ShareScore release 0.9.0
Dataset results
655 results for “constrain”
Ancestral complexity and constrained diversification of the ant olfactory system
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Data from: Does metabolism constrain bird and mammal ranges and predict shifts in response to climate change?
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Supplementary material data for: Unstable environmental conditions constrain the fine-tune between opsin sensitivity and underwater light in an Amazon forest stream fish
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Predation risk constrains herbivores’ adaptive capacity to warming
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Data from: Interactions between fitness components across the life cycle constrain competitor coexistence
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Data from: The Bogert effect revisited: salamander regulatory behaviors are differently constrained by time and space
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Data for: DNA metabarcoding uncovers dispersal-constrained arthropods in a highly fragmented restoration setting
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Data from: Does cohistory constrain information use? Evidence for generalized risk assessment in nonnative prey
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Data from: Spatial heterogeneity in species composition constrains plant community responses to herbivory and fertilization
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Persistence of tropical herbivores in temperate reefs constrain kelp resilience to cryptic habitats
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Arrival-breeding interval is flexible in a songbird and is not constrained by migration carry-over effects
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Data from: Interaction of sequence data and paleogeographic priors in biogeographic dating: How could biological data inform time-constrained geological models?
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Decadal seafloor geodesy constrains frictionally locked areas along the Nankai Trough
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Data from: Accounting for disturbance history in models: using remote sensing to constrain carbon and nitrogen pool spin‐up
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Human access constrains optimal foraging and habitat availability in an avian generalist
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Data from: Ecological and social factors constrain spatial and temporal opportunities for mating in a migratory songbird
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Multivariate trait analysis reveals diatom plasticity constrained to a reduced set of biological axes
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Context-dependent disturbance synergies: Subcortical competitors may constrain bark beetle irruption following wildfires
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Global factors constrain body size trends across the Great Ordovician Biodiversification Event at a regional scale: a case study from the Arbuckle Mountains of Oklahoma
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Irreversible habitat specialization does not constrain diversification in hypersaline water beetles
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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.