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Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,157
datasets available to search
ShareScore release 0.9.0
Dataset results
1,157 results for “Limited data”
Data from: Pollinator dependence but no pollen limitation for eight plants occurring north of the Arctic Circle
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Data from: Species interactions limit the occurrence of urban-adapted birds in cities
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Data from: Thermal limits in native and alien freshwater peracarid Crustacea: the role of habitat use and oxygen limitation
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Data from: Taxonomist’s nightmare … evolutionist’s delight: an integrative approach resolves species limits in jumping bristletails despite widespread hybridization and parthenogenesis
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Data from: Limited trophic partitioning among sympatric delphinids off a tropical oceanic atoll
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Data from: Tracking climate change in a dispersal-limited species: reduced spatial and genetic connectivity in a montane salamander
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Data from: Consequences of habitat change and resource selection specialization for population limitation in cavity-nesting birds
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Data for: Termites have wider thermal limits to cope with environmental conditions in savannas
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Data from: Phenotype-limited distributions: short-billed birds move away during times that prey bury deeply
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Data from: Is biodiversity energy-limited or unbounded? A test in fossil and modern bivalves
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Data from: Fine-scale environmental specialization of reef- building corals might be limiting reef recovery in the Florida Keys
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Data from: Limited gene exchange between two sister species of leaf beetles within a hybrid zone in the Alps
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Data from: Burrowing by translocated boodie (Bettongia lesueur) populations alters soils but has limited effects on vegetation
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Data from: Dispersal limitations and long-term persistence drive differentiation from haplotypes to communities within a tropical sky-island: evidence from community metabarcoding
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Data from: Limited contributions of plant pathogens to density-dependent seedling mortality of mast fruiting Bornean trees
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Data from: Environmental context determines the limiting demographic processes for plant recruitment across a species’ elevational range
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Data from: Beyond the limits: identifying the high-frequency detectors in the anuran ear
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Data from: Fragmented and isolated: limited gene flow coupled with weak isolation by environment in the paleoendemic giant sequoia (Sequoiadendron giganteum)
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Data from: Limited role of generation time changes in driving the evolution of the mutation spectrum in humans
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Models and Predictions for "The Proper Care and Feeding of CAMELS: How Limited Training Data Affects Streamflow Prediction"
<p><strong>Models and Predictions</strong></p> <p>This dataset contains the trained XGBoost and EA-LSTM models and the models' predictions for the paper <a href="https://github.com/gauchm/ealstm_regional_modeling"><em>The Proper Care and Feeding of CAMELS: How Limited Training Data Affects Streamflow Prediction</em></a>.</p> <p>For each input sequence length (10, 30, 100, 270*, 365*) and each combination of model (XGBoost, EA-LSTM), training years (3, 6, 9), number of basins (13, 26, 53, 265, 531), and seed (111-888), there are five folders. Each corresponds to a random basin sample (for 531 basins there's only one folder, since it's all basins).<br> In each folder, there are three files:</p> <ul> <li><span class="math-tex">\(\texttt{model.pkl}\)</span> (XGBoost) or <em><span class="math-tex">\(\texttt{model_epoch30.pt}\)</span></em> (EA-LSTM), which stores the pickled trained model</li> <li><em><span class="math-tex">\(\texttt{xgboost_seedNNN.p}\)</span></em> or <em><span class="math-tex">\(\texttt{ealstm_seedNNN.p}\)</span></em>, which stores a pickled dictionary that maps each basin to the DataFrame of predicted and actual daily streamflow.</li> <li><span class="math-tex">\(\texttt{attributes.db}\)</span>, which stores static catchment attributes needed for inference.</li> </ul> <p>In addition to each folder, there is a SLURM submission script called <em><span class="math-tex">\(\texttt{<foldername>.sbatch}\)</span></em> that was used to create and evaluate the model in the folder.</p> <p> </p> <p>* sequence lengths 270 and 365 only contain data for EA-LSTM.</p>
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.