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 0.7.1
Dataset results
8,038 results for “validation”
Figure 1 in Description of a new Nearctic species of Tragosoma Audinet-Serville (Coleoptera: Cerambycidae: Prioninae), with species validations, new synonymies and a lectotype designation
Figure 1. Dorsal habitus of a T. soror male paratype from Alpine, Lincoln Co., WY, USA.
FIG. 4 in (1833-1905): a discussion about their validity with some examples of nomenclatural consequences for the Gabonese flora in particular
FIG. 4. — Desbordesia insignis Pierre, drawing by E. DELPY, II.1901. After a copy in BR.
FIG. 5 in (1833-1905): a discussion about their validity with some examples of nomenclatural consequences for the Gabonese flora in particular
FIG. 5. — Klainedoxa gabonensis Pierre, drawing by E. DELPY, 17.II.1896. After a copy in P.
FIG. 2 in (1833-1905): a discussion about their validity with some examples of nomenclatural consequences for the Gabonese flora in particular
FIG. 2. — Klaineanthus gabonii Pierre, drawing by E. DELPY, XI.1900. After a copy in BR.
FIG. 8 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 8. — Lectotype of R. cannabifolius Tourn. ex Weston (P00680423).
FIG. 7 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 7. — Lectotype of R. amplifolius Tourn. ex Weston (P00680424).
FIG. 6 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 6. — Lectotype of R. creticus Tourn. ex L. (P00680425).
FIG. 4 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 4. — Neotype of R. aetnicus Cupani ex Weston.
FIG. 5 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 5. — Neotype of R. elegantissimus Cupani ex Weston.
FIG. 3 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 3. — Lectotype of R. ulmifolius f. laciniatus (Tourn. ex Weston) A.Beek (P00680426).
FIG. 1 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 1. — Lectotype of R. fruticosus var. albus Tourn. ex Weston.
FIG. 2 in Validations of the Rubus taxa in Tournefort's Institutiones and their Corollarium in later literature
FIG. 2. — Lectotype of R. fruticosus var. plenus Tourn. ex Weston (P00680422).
FIG. 5 in Taxonomie des Rutaceae-Toddalieae du Cameroun revisitée: découverte de quatre espèces nouvelles, validation d'une combinaison nouvelle et véritable identité de deux autres espèces de Vepris Comm. ex A.Juss.
FIG. 5. — Vepris ebolowensis (Engl.) Onana, comb. nov. Image de l'isotype désigné comme lectotype.
Fig. 5 in A new tribe in the Chironominae (Diptera: Chironomidae) validated by first immature stages of Xiaomyia Saether & Wang and a phylogenetic review
Fig. 5. Distribution of Xiaomyia spp. from this study.
Figures 1–2 in Validation of Chrysina valentini Zubov and Ivshin, 2019 (Coleoptera: Scarabaeidae: Rutelinae) by morphometric and cuticular reflectance analyses
Figures 1–2. Chrysina spp. male genital capsule
Fig. 3. Pimelodus microstoma, MZUSP 23204 in Scientific Note Pimelodus microstoma Steindachner, 1877, a valid species of pimelodid catfish (Siluriformes: Pimelodidae) from the upper rio Paraná drainage
Fig. 3. Pimelodus microstoma, MZUSP 23204, Jupiá dam, upper rio Paraná, 120.0 mm SL.
R scripts for the practical exercises with QGIS in the book "Land Use Cover Datasets and Validation Tools"
<p>This dataset includes a series of R scripts required to carry out some of the practical exercises in the book “Land Use Cover Datasets and Validation Tools”, available in open access.</p> <p>The scripts have been designed within the context of the R Processing Provider, a plugin that integrates the R processing environment into QGIS. For all the information about how to use these scripts in QGIS, please refer to Chapter 1 of the book referred to above.</p> <p>The dataset includes 15 different scripts, which can implement the calculation of different metrics in QGIS:</p> <ul> <li>Change statistics such as absolute change, relative change and annual rate of change (Change_Statistics.rsx)</li> <li>Areal and spatial agreement metrics, either overall (Overall Areal Inconsistency.rsx, Overall Spatial Agreement.rsx, Overall Spatial Inconsistency.rsx) or per category (Individual Areal Inconsistency.rsx, Individual Spatial Agreement.rsx)</li> <li>The four components of change (gross gains, gross losses, net change and swap) proposed by Pontius Jr. (2004) (LUCCBudget.rsx)</li> <li>The intensity analysis proposed by Aldwaik and Pontius (2012) (Intensity_analysis.rsx)</li> <li>The Flow matrix proposed by Runfola and Pontius (2013) (Stable_change_flow_matrix.rsx, Flow_matrix_graf.rsx)</li> <li>Pearson and Spearman correlations (Correlation.rsx)</li> <li>The Receiver Operating Characteristic (ROC) (ROCAnalysis.rsx)</li> <li>The Goodness of Fit (GOF) calculated using the MapCurves method proposed by Hargrove et al. (2006) (MapCurves_raster.rsx, MapCurves_vector.rsx)</li> <li>The spatial distribution of overall, user and producer’s accuracies, obtained through Geographical Weighted Regression methods (Local accuracy assessment statistics.rsx).</li> </ul> <p>Descriptions of all these methods can be found in different chapters of the aforementioned book.</p> <p>The dataset also includes a readme file listing all the scripts provided, detailing their authors and the references on which their methods are based.</p>
Data for the practical exercises in the book "Land Use Cover Datasets and Validation Tools"
<p>This dataset contains all the data that is required to carry out the practical exercises in the book “Land Use Cover Datasets and Validation Tools”, available in open access.</p> <p>The dataset includes data for three different case studies: The Asturias Central Area (Spain), the Ariège Valley (France) and Marqués de Comillas (Mexico). For the Asturias Central Area and the Ariège Valley, the dataset includes Land Use Cover (LUC) maps for several years of reference as well as data (simulation outputs, model drivers) for different modelling exercises. For Marqués de Comillas, the dataset includes a LUC map and a set of reference points used to validate it.</p> <p>The dataset includes a readme file listing all the files it contains and auxiliary files describing the data. For further information on the study area and the files used in the practical exercises, users are referred to Chapter 1 of the book.</p>
Nitrofurans Method Validation Dataset
<p>Nitrofurans Method Validation Dataset</p>
Validity of lognormal distribution in analyzing laboratory test values
<p>This is the supplementary data for our paper titled "Validity of lognormal distribution in analyzing laboratory test values" which was presented in Medinfo 2021.</p> <p>This ZIP file contains following files,</p> <p>* Materials.pdf<br> Data information.</p> <p>* Experiment1-DataRange.csv<br> Ranges of values for each laboratory test item.</p> <p>* Experiment1-distributons.xlsx<br> Full data of the Table 1.</p> <p>* Experiment1-figure1-all.pdf<br> Figure 1 (Estimated distributions using lnorm3) for all tests.</p> <p>* Experiment2-figure2-all.pdf<br> Figure 2 (Estimated distributions of four datasets using lnorm3) for all tests.</p> <p>This data was made under the approval by the Ethics Committee of the University of Tsukuba Hospital (permission number: R1-080). Anyone can use this data freely under the CC BY-ND ( https://creativecommons.org/licenses/by-nd/4.0/ ). </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.