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.

188

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

188 results for “explained variation”

Learn how ShareScore rates datasets ↗
dryad32/100

Host energetics explain variation in parasite productivity across hosts and ecosystems

<p class="MsoNoSpacing"><span><span>Parasites are thought to play a role in ecosystem energetics, in part because some ecosystems harbor a substantial amount of parasite biomass. Nevertheless, the extent to which parasite biomass accurately reflects the flow of energy from hosts to parasites, and the linkages between their energetics, remain unclear. Here, we estimate parasite community energetics at the host and ecosystem-level and test predictions for parasite energetics using the metabolic theory of ecology. Across 27 host species, parasite community abundance declines with average individual parasite energy use <i>R<sub>p</sub> </i>as <i>R<sub>p</sub></i><sup>-0.50</sup> and increases with host metabolic rate <i>R<sub>h</sub></i> as <i>R<sub>h</sub> </i><sup>0.63</sup>, which is inconsistent with metabolic theory. We next test whether the fraction of host energy that is allocated to parasitism is invariant across hosts. Our empirical analysis demonstrates that 85% of the variation in parasite community energy use can be explained by differences in host metabolic rate. However, parasite community energy use increases allometrically with host metabolic rate<span> </span><strong> </strong></span><strong><span><span></span></span><i></i><sub><i></i></sub><span><span> </span></span><span> as </span><span><span></span></span><span><span></span></span><i></i><sub><i></i></sub><sup><i></i></sup></strong><span><span></span></span><strong><span><span> </span></span><span> </span><span> suggesting that the fraction of host energy used by parasites declines with host metabolic rate. </span><span>A</span></strong><span>t the ecosystem-level, we show that the energy flowing through parasite communities scales allometrically with the total rate of energy use by their fish hosts across three ecosystems. Importantly, directly examining energy flux revealed variation in parasite energy use among ecosystems that was not apparent when examining differences in biomass. Taken together, these results establish strong empirical links between host and parasite energetics, but our findings often did not align with predictions based on metabolic theory. </span></span></p>

opencc-zeroSep 2021View details →
dryad32/100

Data for: Environmental gradualism explains variation in pollination systems of columnar cacti: Phylogenetic and trait evolution analyses

<p><strong>Aim</strong>: The Geographic Dichotomy Hypothesis (GDH) states several flowering plant groups have specialized pollination systems in tropical areas, where resources are more reliable and pollinator communities tend to be more stable. Our main goal was to understand the scope of the GDH and/or gradual environmental variation considering the evolutionary history of the pollination traits.</p> <p><strong>Location</strong>: Neotropical tropics and adjacent extra-tropics.</p> <p><strong>Major</strong> <strong>taxa</strong> <strong>studied</strong>: Columnar cacti.</p> <p><strong>Methods</strong>: Using a database composed of ~54 columnar cacti species (31.7% of the global columnar cactus species), four complex traits were analyzed: pollination syndromes, reproductive systems, type of anthesis, and duration of anthesis. We applied GLMs, phylogenetic regressions, evolutionary trait optimization, and multivariate models with 19 bioclimatic variables and potential evapotranspiration.</p> <p><strong>Results</strong>: Weak phylogenetic signal was detected for all traits, giving consistent results between GLMs and phylogenetic regression analysis. The pollination syndrome and duration of anthesis varied with latitude, in contrast to the reproductive system and the type of anthesis. In the Southern Hemisphere, the pollinators were more diverse and the duration of anthesis was longer. Different evolutionary paths between hemispheres were detected and optimization showed a complex pattern in the evolution of traits, suggesting high homoplasy with multiple transformations by convergence and/or parallelism. The environmental models showed thermic seasonality may be at the core of the latitudinal variation of the pollination system.</p> <p><strong>Main</strong> <strong>conclusions</strong>: We did not detect a geographical dichotomy in pollination systems of the cacti, but rather a gradual change in different pollination attributes. Therefore, instead of a GDH, we propose an environmental gradient hypothesis (EGH). Environmental variables may be explaining the variation detected in pollination system traits by conditioning floral properties (morphology, phenology), diversity and distribution of pollinators, and/or coevolution occurrence. The complexity implied in these traits is consistent with high homoplasy levels and a differential evolutionary history between the hemispheres.</p>

opencc-zeroFeb 2023View details →
zenodo32/100

Figure 5 in Phylogeny explains better than ecology or body size the variation of the first lower molar in didelphid marsupials

Figure 5: Graphics of the three factors analyzed in variation partitioning analyses to illustrate both their individual contribution for explaining shape variance. (a) lnCS; (b) phylogeny; and (c) habitat and their interacting components (d, e, f, g). (A) females; (B) males.

opennotspecifiedApr 2016View details →
zenodo32/100

Figure 4 in Phylogeny explains better than ecology or body size the variation of the first lower molar in didelphid marsupials

Figure 4: Shape deformations related to the first molar (m1). Deformation grids of the predicted shape of m1 for females (A) from the minimum (left, 0.090), medium (center, 0.785), and maximum (right, 1.568); males (B) from the minimum (left, 0.065), medium (center, 0.732), and maximum (right, 1.498) values of natural logtransformed centroid size (body size). Deformation grids related to habitat for females (C) and males (D) from the most terrestrial/semiaquatic (left) to the most arboreal (right).

opennotspecifiedApr 2016View details →
zenodo32/100

Figure 3 in Phylogeny explains better than ecology or body size the variation of the first lower molar in didelphid marsupials

Figure 3: Scatter plot of relative warp (RW1 and RW2). Transformation grids visualize shape deformations relative to the mean at the positive and negative extremes of RW axes. (A) body size of females; (B) body size of males; (C) habitat of females; (D) habitat of males; (E) lineages of females; (F) lineages of males. Body sizes classified according to Paglia et al. (2012) and subfamilies/tribes according to Voss and Jansa (2009). Subtitles: see in Supplementary Appendix 1.

opennotspecifiedApr 2016View details →
zenodo32/100

Figure 1 in Phylogeny explains better than ecology or body size the variation of the first lower molar in didelphid marsupials

Figure 1: Position of the six landmarks on the occlusal view of the first lower molar (m1) in a specimen of MetachirUS nUdicaUdatUS, and tooth nomenclature used in the study.

opennotspecifiedApr 2016View details →
dryad32/100

Data for: Environmental gradualism explains variation in pollination systems of columnar cacti: Phylogenetic and trait evolution analyses

Open the record for dataset details and reuse information.

publicFeb 2023View details →
dryad32/100

Amata variation analysis for Eco-geographic hypotheses do not explain variation in warning signals in diurnal Amata nigriceps wasp moths

Open the record for dataset details and reuse information.

publicNov 2023View details →
dryad32/100

Data from: Attracting mutualists and antagonists: plant trait variation explains the distribution of specialist floral herbivores and pollinators on crops and wild gourds

Open the record for dataset details and reuse information.

publicFeb 2016View details →
dryad32/100

Data from: Fine nurse variations explain discrepancies in the stress-interaction relationship in alpine regions

Open the record for dataset details and reuse information.

publicJan 2017View details →
dryad32/100

Data from: Population size and major valleys explain microsatellite variation better than taxonomic units for caribou in western Canada

Open the record for dataset details and reuse information.

publicMar 2012View details →
dryad32/100

Data from: Variation in growth of Damaraland mole-rats is explained by competition rather than by functional specialization for different tasks

Open the record for dataset details and reuse information.

publicNov 2016View details →
dryad32/100

Data from: Red carotenoids and associated gene expression explain colour variation in frillneck lizards

Open the record for dataset details and reuse information.

publicJun 2019View details →
dryad32/100

Data from: Genotypic variation in a foundation tree (Populus tremula L.) explains community structure of associated epiphytes

Open the record for dataset details and reuse information.

publicApr 2014View details →
dryad32/100

Data from: Plastic responses contribute to explaining altitudinal and temporal variation in potential flower longevity in high Andean Rhodolirion montanum

Open the record for dataset details and reuse information.

publicMay 2017View details →
dryad32/100

Data from: Asynchronous changes in abundance over large scales are explained by demographic variation rather than environmental stochasticity in an invasive flagellate

Open the record for dataset details and reuse information.

publicMar 2017View details →
dryad32/100

Data from: Transgenerational genetic effects help explain latitudinal variation in seed mass and germination timing in Plantago lanceolata

Open the record for dataset details and reuse information.

publicMar 2022View details →
dryad32/100

Networks of physiological adjustments and defenses, and their synergy with sodium (Na+) homeostasis explain the hidden variation for salinity tolerance across the cultivated Gossypium hirsutum germplasm

Open the record for dataset details and reuse information.

publicNov 2020View details →
dryad32/100

Data from: Timber harvest and tree size near nests explains variation in nest site occupancy but not productivity in northern goshawks (Accipiter gentilis)

Open the record for dataset details and reuse information.

publicMay 2017View details →
dryad32/100

Data from: Consumption explains intraspecific variation in nutrient recycling stoichiometry in a desert fish

Open the record for dataset details and reuse information.

publicApr 2019View 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