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274 results for “data consistency”

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zenodo36/100

Strong lensing mass models for the paper "Model-Independent Mass Reconstruction of the Hubble Frontier Field Clusters with MARS \\ Based on Self-Consistent Strong Lensing Data"

<p><strong>Codes for evaluating multiple image scatters</strong></p> <p>The code &quot;eval_source_scatter.py&quot; generates the source plane scatters for multiple images.</p> <p>In the folder &quot;Image_plane_scatters&quot;, there are codes for computing image plane scatters.<br> &quot;lens_rms.py&quot;: to find the location of the multiple images in the image plane.<br> &quot;plot_result.py&quot;: to plot the result rms scatters.<br> We uploaded our results and code for computing scatters in both the source and the image planes.</p> <p>&nbsp;</p> <p><strong>Results from the MARS algorithm</strong></p> <p>In each folder, there are &#39;result_fits.fits&#39;, &#39;resut_kappa_w_header.fits&#39;, &#39;deflection_angle_w_header.fits&#39;, and &#39;catalog.txt&#39; files.<br> All kappa and deflection angle maps are scaled to Dds/Ds= 1.</p> <p>&quot;result_fits.fits&quot; contains all parameters produced by MARS and has a size of (140x140 + alpha), where alpha is the number of model redshifts.<br> &quot;result_kappa_w_header.fits&quot; is the 100x100 convergence map.<br> &quot;deflection_angle_w_header.fits&quot; is the 100x100 deflection angle map in the unit of arc second.<br> &quot;catalog.txt&quot; is the multiple image catalog. The positions are given in pixel unit.</p> <p>For more details, readers are referfed to arXiv:2301.08765. Also, feel free to contact us (<a href="mailto:sang6199@yonsei.ac.kr">sang6199@yonsei.ac.kr</a>) if you have any questions.</p> <ul> <li>We found errors in WCS for the fits files and re-uploaded corrected files on 2023-01-27. We thank Jori Liesenborgs for pointing this out.</li> <li>We updated files on 2023-04-06.</li> </ul>

opencc-by-4.0Jan 2023View details →
dryad36/100

Data for: Complex cross incompatibility in morning glories is consistent with a role for mating system in plant speciation

<p><span>Reproductive isolation between selfing and outcrossing species can arise through diverse mechanisms, some of which are directly associated with differences in mating system. We dissected cross incompatibility between the highly selfing morning glory <em>Ipomoea</em> <em>lacunosa</em> and its mixed-mating sister species <em>I. cordatotriloba</em>. We found that cross incompatibility is complex, with contributions acting both before and after fertilization. We then investigated whether the transition in mating system may have facilitated the evolution of these reproductive barrier components through mismatched floral morphology, differences in reproductive context, or both. We found evidence that morphological mismatch likely contributes to reproductive isolation in at least one cross direction and that other pollen-pistil interactions are present. We also identified hybrid seed inviability consistent with the predictions of the weak-inbreeder, strong-outbreeder hypotheses, suggesting endosperm misregulation plays an important role in cross incompatibility. In contrast, we did not find evidence consistent with the pre-zygotic weak-inbreeder, strong-outbreeder hypothesis. Our study highlights the complexity of reproductive isolation between outcrossing and selfing species and the extent to which evolutionary consequences of mating system transitions can facilitate speciation.</span></p>

opencc-zeroMay 2023View details →
zenodo36/100

Data for "Spatial consistency of cell growth direction during organ morphogenesis requires CELLULOSE-SYNTHASE INTERACTIVE1"

<p>This is the data associated with the following publication : &quot;Spatial consistency of cell growth direction during organ morphogenesis requires CELLULOSE-SYNTHASE INTERACTIVE1&quot;</p>

opencc-by-4.0Jun 2023View details →
dryad36/100

Data from: Visual feedback influences the consistency of the locomotor pattern in Asian Elephants (Elephas maximus)

<p><span>Elephants are atypical of most quadrupeds in that they maintain the same lateral sequence footfall pattern across all locomotor speeds. It has been speculated that the preservation of the footfall patterns is necessary to maintain a statically stable support polygon. This should be a particularly important constraint in large, relatively slow animals. This suggests that elephants must rely on available sensory feedback mechanisms to actively control their massive pillar-like limbs for proper foot placement and sequencing. How the nervous system of elephants integrates the available sensory information for a stable gait is unknown. Here we explored the role that visual feedback plays in the control of the locomotor pattern in elephants. Four Asian elephants (</span><span><em>Elephas maximus</em>)</span><span> walked with and without a blindfold as we measured their stride time intervals. Coefficient of variation was used to assess changes in the overall variability of the stride time intervals, while approximate entropy was used to measure the stride-to-stride consistency of the time intervals. We show that visual feedback plays a role in the stride-to-stride consistency of the locomotor pattern in elephants. These results demonstrate that elephants likely use visual feedback to correct and maintain proper sequencing of the limbs during locomotion. </span></p>

opencc-zeroJun 2023View details →
zenodo36/100

Model version, input data, results, and processing scripts for Speizer et al., "Rapid implementation of mitigation measures can facilitate decarbonization of the global steel sector in 1.5°C-consistent pathways"

<p>Includes the files needed to run the scenarios, analyze the outputs, and produce the figures for Speizer et al., "Rapid implementation of mitigation measures can facilitate decarbonization of the global steel sector in 1.5°C-consistent pathways."&nbsp;</p>

opencc-by-4.0Oct 2023View details →
dryad36/100

Data and code for Caves, Dixit, Colebrook-Robjent, Hamusikili, Stevens, Thorogood, and Spottiswoode: Hosts elevate either within-clutch consistency or between-clutch distinctiveness of egg phenotypes in defence against brood parasites

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publicJun 2021View details →
dryad36/100

Genotype data not consistent with clonal transmission of sea turtle fibropapillomatosis or goldfish schwannoma

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publicAug 2021View details →
dryad36/100

Data from: No consistent effects of humans on animal genetic diversity worldwide

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publicOct 2019View details →
dryad36/100

Data from: Diversification dynamics in Caribbean rain frogs (Eleutherodactylus) are uncoupled from the anuran community and consistent with adaptive radiation

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publicDec 2022View details →
dryad36/100

Data from: Visual feedback influences the consistency of the locomotor pattern in Asian Elephants (Elephas maximus)

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publicJun 2023View details →
dryad36/100

Data for: Liverworts show a globally consistent mid-elevation richness peak

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publicDec 2024View details →
dryad36/100

Data from: Unusual but consistent latitudinal patterns in macroalgal habitats and their invertebrate communities across two countries

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publicSep 2020View details →
dryad36/100

Data from: Observational and experimental evidence that rapid mass loss is consistent with the flight efficiency hypothesis and not caused by reproductive effort in three passerine species

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publicJan 2025View details →
dryad36/100

Data from: Interannual consistency of migration phenology is season- and breeding region-specific in North American Golden Eagles

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publicJun 2022View details →
dryad36/100

Data from: Complex cross incompatibility in morning glories is consistent with a role for mating system in plant speciation

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publicMay 2023View details →
dryad36/100

Data from: Trait responses to AM fungi are stronger and more consistent than fixed differences among populations of Asclepias speciosa

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publicJan 2019View details →
dryad36/100

Data from: Individual differences are consistent across changes in mating status and mediated by biogenic amines

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publicJul 2018View details →
dryad36/100

Data for: The spatial consistency and repeatability of migratory flight routes and stationary sites of individual European nightjars based on multiannual GPS tracks

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publicDec 2025View details →
dryad36/100

Replication data and code for: Environmental discourse exhibits consistency and variation across spatial scales on Twitter

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publicAug 2023View details →
dryad36/100

Data from: Song learning and cognitive ability are not consistently related in a songbird

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publicJul 2017View 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.