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.

8,038

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

8,038 results for “Validity”

Learn how ShareScore rates datasets ↗
zenodo32/100

Manually validated PageXML files for images in "Dagboek Ernest Clarysse"

<p>Transcribed diary of Belgian citizen Ernest Clarysse in World War I (41 pages in total), in PageXML format (pages 3 to 36 were transcribed). These files are useful for training a handwritten text recognition model. The PageXML files were created by applying Transkribus' The Dutchess I (https://readcoop.eu/model/the-dutchess-i/) on the images at https://europeana.transcribathon.eu/documents/story/?story=138148., automatically correcting the output using the flat-text manual transcription available with these images, and manually validating the resulting PageXML files. The software for automatically correcting OCR output using flat-text manual transcriptions (and hence adding a link between image and text not present in the flat-text files) has been developed in the AI4Culture project.</p>

opencc-zeroSep 2024View details →
zenodo32/100

Figure 1. The genus Autocrates. A in Molecular phylogeny of Trictenotomidae (Coleoptera: Tenebrionoidea): insights into species validation and biogeography of genus Autocrates

Figure 1. The genus Autocrates. A, global distribution and detailed discovery record in South Korea. B, Autocrates aeneus from Myanmar. C, Autocrates maqueti from South Korea. D, female oviposition of A. maqueti and L1 larvae (inner circle). E, mature larva of A. maqueti. F, pupa of A. maqueti.

opennotspecifiedAug 2024View details →
zenodo32/100

Figure 3 in Molecular phylogeny of Trictenotomidae (Coleoptera: Tenebrionoidea): insights into species validation and biogeography of genus Autocrates

Figure 3. Divergence time estimation and biogeographical analysis. The main figure shows the time tree of Trictenotomidae obtained from BEAST, and the horizontal bars on the nodes indicate 95% highest posterior density intervals for divergence time estimates. The pie charts above nodes indicate the relative probability of ancestral distribution at the corresponding node. Upper left box, biogeographical regions used in the present study. Upper right box, Palaeo-map of East Asia 3.5–0.8 Mya. The red dotted line indicates Min-Zhe uplift. Modified from Zhang et al. (2019). Abbreviations: CN, China; KR, South Korea.

opennotspecifiedAug 2024View details →
zenodo32/100

Figure 2 in Molecular phylogeny of Trictenotomidae (Coleoptera: Tenebrionoidea): insights into species validation and biogeography of genus Autocrates

Figure 2. Genetic analyses of Trictenotomidae. Upper left, population genetic structure of Autocrates maqueti obtained from TCS and TCSBU. Lower left, the distribution of A. maqueti populations and their genetic clusters inferred by COI data. The colour of each haplotype corresponds to the colours in the upper left. Right, molecular phylogenetic tree resulting from IQ-TREE and BEAST and the molecular species delimitation results. The left semicircle on the node represents the ultrafast bootstrap value, and the right semicircle represents the posterior probability. Black indicates a supporting value&gt;95, grey&gt;80 (and &lt;95).

opennotspecifiedAug 2024View details →
zenodo32/100

Manually validated PageXML files for images in monography "Mémoire sur St Domingue par H ? M. Michel"

<p>Transcription of monography "M&eacute;moire sur St Domingue par H ? M. Michel", dating from 1797 and dealing on slavery in Haiti (103 pages in total). Transcription contains 61 pages in PageXML format, useful for training a handwritten text recognition model. The PageXML files were created by applying a Transkribus model (French Model 1, see https://readcoop.eu/model/french-general-model/, or the non-public The Text Titan I) on the images at https://europeana.transcribathon.eu/documents/story/?story=12733. The PageXML output was automatically corrected using the flat-text manual transcription available with these images, and the resulting PageXML files were manually validated. The software for automatically correcting OCR output using flat-text manual transcriptions (and hence adding a link between image and text not present in the flat-text files) has been developed in the AI4Culture project (https://pro.europeana.eu/project/ai4culture-an-ai-platform-for-the-cultural-heritage-data-space). Note: transcriptions for pages 21, 22, 34 and 58 are not present yet.</p>

opencc-zeroSep 2024View details →
zenodo32/100

Validity Test of Importance to Visitors Indicators

Open the record for dataset details and reuse information.

opencc-by-4.0Sep 2024View details →
zenodo32/100

Manually validated PageXML files for images in notebook "L'oddysée d'un garde civique"

<p>Transcription of a notebook of a Belgian member of paramilitary militia in World War I (70 pages in total). Transcription contains pages 4 to 65 in PageXML format, useful for training a handwritten text recognition model. The PageXML files were created by applying a non-public Transkribus model (The Text Titan I) on the images at https://europeana.transcribathon.eu/documents/story/?story=138144 and by manually validating the result.</p>

opencc-zeroSep 2024View details →
zenodo32/100

Dataset for Validity and reliability study of Personal Resource Questionnaire-2000 Indonesia version (PRQ2000-INA) to measure perceived social support among people with dementia in Indonesia

<p>This is a dataset for "Validity and reliability study of Personal Resource Questionnaire-2000 Indonesia version (PRQ2000-INA) to measure perceived social support among people with dementia in Indonesia"</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

FIGURES 1–5 in Validation of the name Vaucheria lii (Xanthophyceae, Vaucheriaceae), with a new distributional record

FIGURES 1–5. Morphology of Vaucheria lii from the holotype: 1—fruiting branch with undifferentiated gametangia, the septum is absent; 2–5—fruiting branches with septa, emptied space and differentiated gametangia. Symbols: a—antheridium, dc—distal oogonial cavity, es—emptied space, o—oogonium, op—oogonial pedicel, s—septum. Scale bars: 1–3—50 µm, 4, 5—30 µm.

opennotspecifiedJan 2024View details →
zenodo32/100

FIGURE 1 in Validation of the name Rhododendron xishuiense (Ericaceae)

FIGURE 1. Rhododendron xishuiense. (A) Trunk; (B) Flowering branches; (C) Mature infructescence; (D) Leaves, adaxial view; (E) Leaves, abaxial view. (Photos taken by C.H. Yang).

opennotspecifiedJan 2020View details →
zenodo32/100

Output and Validation for "Towards Change Impact Analysis..."

<p>Output data named "output-{system}.xlsx"</p> <p>Validation for "train-ticket" system named "validation-train-ticket.xlsx"</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Data and Validation Package for "On microservice JIT architectural changes..."

<p>CIMET Tool output for each project labled "output-{project}.xlsx"</p> <p>CIMET Tool validation for each project labled "{project}-validation.xlsx"</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Output and Validation for "Towards Change Impact Analysis..."

<p>All projects are separated by their name, included is the following</p> <ul> <li>A list of IR files for each commit</li> <li>A list of Delta files for each commit</li> <li>An output file for rule violations</li> <li>An output file for rule violation validation</li> </ul> <p>&nbsp;</p> <p>In the case of "train-ticket" an additional validation file with 25 manually identified rules is included</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Table 1 in Molecular phylogeny and comparative morphology reveal the species validity and systematic position of Lepidodesma (Bivalvia: Unionidae)

<p><b>Table 1</b> Historical classification systems of the genus <i>Lepidodesma</i> in Unionidae</p><table><tbody><tr><th>Author</th><th>Subfamily</th><th>Tribe</th></tr></tbody><tbody><tr><th>Heude (1874)</th><td>Unioninae</td><td>&ndash;</td></tr><tr><th>Simpson (1896)</th><td>Unioninae</td><td>&ndash;</td></tr><tr><th>Hass (1969)</th><td>Anodontinae</td><td>&ndash;</td></tr><tr><th>Liu (1979)</th><td>Anodontinae</td><td>&ndash;</td></tr><tr><th>Prozorova et al. (2005)</th><td>Anodontinae</td><td>&ndash;</td></tr><tr><th>Huang et al. (2002)</th><td>Unioninae</td><td>&ndash;</td></tr><tr><th>Graf and Cummings (2007)</th><td>Unioninae</td><td>Unionini</td></tr><tr><th>Zhou et al. (2016)</th><td>Unioninae</td><td>&ndash;</td></tr><tr><th>Huang et al. (2019)</th><td>Unioninae</td><td>Lepidodesmini</td></tr><tr><th>Lopes-Lima et al. (2020)</th><td>Unioninae</td><td>Lepidodesmini</td></tr><tr><th>Graf and Cummings (2021)</th><td>Unioninae</td><td>Unionini</td></tr><tr><th><b>In this study</b></th><td>Unioninae</td><td>Lepidodesmini</td></tr></tbody></table>

opennotspecifiedDec 2023View details →
zenodo32/100

Table 3 in Molecular phylogeny and comparative morphology reveal the species validity and systematic position of Lepidodesma (Bivalvia: Unionidae)

<p><b>Table 3</b> Three-gene sequences used for species evolutionary analysis and corresponding GenBank numbers</p><table><tbody><tr><th><b>Taxa</b></th><th><b>COI</b></th><th><b>16S rRNA</b></th><th><b>28S rRNA</b></th></tr><tr><th>Unionidae Rafinesque, 1820</th></tr><tr><th>Unioninae Rafinesque, 1820</th></tr><tr><th>Anodontini Rafinesque, 1820</th></tr></tbody><tbody><tr><th><i>Pyganodon grandis</i> (Say, 1829)</th><td>AF231734</td><td>NC_013661</td><td>AF305384</td></tr><tr><th><i>Strophitus undulatus</i> (Say, 1817)</th><td>AF156505</td><td>AY238491</td><td>DQ191415</td></tr><tr><th><i>Platynaias compressa</i> (Lea, 1829)</th><td>AF156503</td><td>NC_015481</td><td>DQ191414</td></tr><tr><th><i>Anodonta anatina</i> (Linnaeus, 1758)</th><td>KX822632</td><td>NC_022803</td><td>KX822588</td></tr><tr><th><i>Anodonta cygnea</i> (Linnaeus, 1758)</th><td>KX822633</td><td>JQ253863</td><td>KX822589</td></tr><tr><th><i>Pseudanodonta complanata</i> (Rossm&auml;ssler, 1835)</th><td>KX822661</td><td>JQ253868</td><td>KX822617</td></tr><tr><th>Cristariini Lopes-Lima, Bogan &amp; Froufe, 2017 in Lopes-Lima et al., 2017a</th></tr><tr><th><i>Sinanodonta woodiana</i> (Lea, 1834)</th><td>HQ283346</td><td>HQ283346</td><td>MG595604</td></tr><tr><th><i>Sinanodonta tumens</i> (Haas, 1910)</th><td>LC519024</td><td>LC224015</td><td>LC519081</td></tr><tr><th><i>Cristaria plicata</i> (Leach, 1814)</th><td>NC_012716</td><td>NC_012716</td><td>MG595484</td></tr><tr><th><i>Anemina arcaeformis</i> (Heude, 1877)</th><td>NC_026674</td><td>NC_026674</td><td>MG595457</td></tr><tr><th>Lepidodesmini Huang et Wu, 2019 in Huang et al., 2019</th></tr><tr><th><i>Lepidodesma languilati</i> (Heude, 1874) SU 106</th><td>MG463016</td><td>AF389411</td><td>MG595543</td></tr><tr><th><i>Lepidodesma languilati</i> (Heude, 1874) SU 107</th><td>MG463015</td><td>AF389411</td><td>MG595544</td></tr><tr><th><i>Lepidodesma languilati</i> (Heude, 1874) SU 108</th><td>MG463017</td><td>AF389411</td><td>MG595545</td></tr><tr><th><i>Lepidodesma languilati</i> (Heude, 1874) 1 a</th><td>OQ880586</td><td>OQ881064</td><td>OQ881058</td></tr><tr><th><i>Lepidodesma languilati</i> (Heude, 1874) 2 a</th><td>OQ880587</td><td>OQ881065</td><td>OQ881059</td></tr><tr><th><i>Lepidodesma languilati</i> (Heude, 1874) 3 a</th><td>OQ880588</td><td>OQ881066</td><td>OQ881060</td></tr><tr><th><i>Lepidodesma aligera</i> (Heude, 1877) 1 a</th><td>OQ908914</td><td>OQ892281</td><td>OQ892278</td></tr><tr><th><i>Lepidodesma aligera</i> (Heude, 1877) 2 a</th><td>OQ908915</td><td>OQ892282</td><td>OQ892279</td></tr><tr><th>Ambleminae Rafinesque, 1820</th></tr><tr><th>Lampsilini Ihering, 1901</th></tr><tr><th><i>Potamilus alatus</i> (Say, 1817)</th><td>KP795037</td><td>KU559011</td><td>KP795019</td></tr><tr><th><i>Lampsilis cardium</i> Rafinesque, 1820</th><td>AF120653</td><td>KX713226</td><td>AF305386</td></tr><tr><th><i>Obliquaria reflexa</i> Rafinesque, 1820</th><td>GU085300</td><td>AY655055</td><td>AF400689</td></tr><tr><th><i>Truncilla truncata</i> Rafinesque, 1820</th><td>AF156513</td><td>AY655080</td><td>DQ191419</td></tr><tr><th>Pleurobemini Hannibal, 1912</th></tr><tr><th><i>Elliptio complanata</i> (Lightfoot, 1786)</th><td>EU448173</td><td>DQ094144</td><td>JF899181</td></tr><tr><th>Quadrulini Ihering, 1901</th></tr><tr><th><i>Quadrula quadrula</i> (Rafinesque, 1820)</th><td>AF156511</td><td>NC_013658</td><td>DQ191417</td></tr><tr><th>Margaritiferidae Henderson, 1929</th></tr><tr><th><i>Margaritifera margaritifera</i> (Linnaeus, 1758)</th><td>KX550089</td><td>KX550091</td><td>KX550093</td></tr><tr><th><i>Margaritifera dahurica</i> (Middendorff, 1850)</th><td>KJ161516</td><td>KJ943526</td><td>KT343747</td></tr></tbody></table><p><sup>aThe</sup> sequence from this study</p>

opennotspecifiedDec 2023View details →
zenodo32/100

Fig. 3 in Molecular phylogeny and comparative morphology reveal the species validity and systematic position of Lepidodesma (Bivalvia: Unionidae)

Fig. 3 Schematic drawing for gene arrangement and structure characteristics of Lepidodesma aligera and Lepidodesma languilati. Protein-coding and tRNA genes are colored to show the difference and commonness of codon (and anti-codon) usage. Arabic numerals in the figure represent the length (bp) of the corresponding gene. Abbreviation of 22 tRNAs: H, tRNAHis; A, tRNAAla; S2, tRNASer2; S1,tRNA Ser1; E, tRNAGlu; M, tRNAMet; W, tRNATrp; R, tRNAArg; K,tRNA Lys; T, tRNAThr; Y, tRNATyr; L1, tRNALeu1; N, tRNAAsn; P,tRNA Pro; F, tRNAPhe; Q, tRNAGln; C, tRNACys; I, tRNAIle; V, tRNA Val; L2, tRNALeu2; G, tRNAGly; D, tRNAAsp

opennotspecifiedDec 2023View details →
zenodo32/100

Input Files and Processed Results for FreeMHD: validation and verification of the open-source, multi-domain, multi-phase solver for electrically conductive flows

<p><strong>Input Files (StartingFiles.zip) and Processed Results (FreeMHDPaperAllFigures.zip) used to make paper figures.&nbsp;</strong></p> <p>&nbsp;</p> <p>FreeMHD: validation and verification of the open-source, multi-domain, multi-phase solver for electrically conductive flows</p> <p><em>The extreme heat fluxes in the divertor region of tokamaks may require an alternative to solid plasma-facing components, for the extraction of heat and the protection of the surrounding walls. Flowing liquid metals are proposed as an alternative, but raise additional challenges that require investigation and numerical simulations. Free surface designs are desirable for plasma-facing components (PFCs), but steady flow profiles and surface stability must be ensured to limit undesirable interactions with the plasma. Previous studies have mainly used steady-state, 2D, or simplified models for internal flows and have not been able to adequately model free-surface liquid metal (LM) experiments. Therefore, FreeMHD has been recently developed as an open-source magnetohydrodynamics (MHD) solver for free-surface electrically conductive flows subject to a strong external magnetic field. The FreeMHD solver computes incompressible free-surface flows with multi-region coupling for the investigation of MHD phenomena involving fluid and solid domains. The model utilizes the finite-volume OpenFOAM framework under the low magnetic Reynolds number approximation. FreeMHD is validated using analytical solutions for the velocity profiles of closed channel flows with various Hartmann numbers and wall conductance ratios. Next, experimental measurements are then used to verify FreeMHD, through a series of cases involving dam breaking, 3D magnetic fields, and free-surface LM flows. These results demonstrate that FreeMHD is a reliable tool for the design of LM systems under free surface conditions at the reactor scale. Furthermore, it is flexible, computationally inexpensive, and can be used to solve fully 3D transient MHD flows.</em></p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

D4.6- Validation of citizen science data

<p>This document is a deliverable of the SCORE project, funded under the European Union&rsquo;s Horizon 2020 research and innovation programme under grant agreement No 101003534. The aim of this document is to outline the dual objectives essential to the success of the SCORE project: first, providing an overview of the methods and practices for validating citizen science data, and second, integrating these validated datawith institutional monitoring systems. Validating citizen science data is crucial to ensuring the accuracy and reliability of information collected by non-professional volunteers. Once validated, this data can be integrated into institutional systems to enhance environmental monitoring, particularly in urban coastal areas where detailed and localised data can significantly improve monitoring capabilities and decision-making.</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Dataset 2nd validation NbS CoBAs tool (SPSS.SAV)

<p>Database of the co-benefit scale of nature-based solutions for the second validation with a sample of students (N=115). Participants have to evaluate 8 urban public spaces with different degrees of naturalization, openness,... (independent or contextual variables. The unit of analysis is the evaluations (N=437). The evaluated co-benefits are psychosocial and are structured around 5 general categories: environmental comfort, psychological restoration, safety, social flow and emotional change.</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Computational modeling and analytical validation of singular geometric effects in fault data using a combinatorial approach - Input and processed data

<p>The archive contains the input and processed data for the companion manuscript.</p> <p>The input data contains XYZ coordinates of points documenting the investigated interfaces. The output datasets contain directional data from applying the combinatorial algorithm to point data sets.</p> <p>We have also included .VTU and .PVSM files for visualization of the geological settings in ParaView.</p>

opencc-by-4.0Oct 2024View 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.