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.
8,819
datasets available to search
ShareScore release 0.9.0
Dataset results
8,819 results for “new data”
Plant succession at Mueller Glacier (New Zealand) UAV imagery and reference data (raw)
<p>This dataset includes a drone (Uncrewed Aerial Vehicles, UAV) orthomosaic (RGB) of plant communities acquired at the Mueller Glacier (New Zealand) in Februrary 2018. The resolution (ground sampling distance) of the orthomosaic amounts to approx. 3-4 cm. The orthomosaic is partially labelled (polygon shapefiles) in terms of plant community cover. The plant communities have been defined according to a field survey (see reference below). The orthomosaic comes with an AOI (area of interest, polygon shapefile) that indicates the areas where the labelling was performed. Within the extent of this AOI plant communities are assumed to be completely delineated (by visual interpretation).</p> <p>For visual inspection of the imagery we recommend to generate image pyramids since the image data has a very high spatial resolution.</p> <p>Details on the dataset are mentioned in the corresponding publications:</p> <p>Kattenborn, T., Eichel, J., & Fassnacht, F. E. (2019). Convolutional Neural Networks enable efficient, accurate and fine-grained segmentation of plant species and communities from high-resolution UAV imagery. <em>Scientific reports</em>, <em>9</em>(1), 1-9.</p> <p><a href="https://doi.org/10.1038/s41598-019-53797-9">https://doi.org/10.1038/s41598-019-53797-9</a></p> <p><a href="https://www.nature.com/articles/s41598-019-53797-9">https://www.nature.com/articles/s41598-019-53797-9</a><br><br><br>Kattenborn, T., Eichel, J., Wiser, S., Burrows, L., Fassnacht, F. E., & Schmidtlein, S. (2020). Convolutional Neural Networks accurately predict cover fractions of plant species and communities in Unmanned Aerial Vehicle imagery. <em>Remote Sensing in Ecology and Conservation</em>, <em>6</em>(4), 472-486.</p> <p><a href="https://doi.org/10.1002/rse2.146">https://doi.org/10.1002/rse2.146</a></p> <p><a href="https://zslpublications.onlinelibrary.wiley.com/doi/full/10.1002/rse2.146">https://zslpublications.onlinelibrary.wiley.com/doi/full/10.1002/rse2.146</a></p>
Fig. 2. Anther morphology showing the diagnostic characters for the three subfamilies. A in A new classification of the South African endemic family Bruniaceae based on molecular and morphological data
Fig. 2. Anther morphology showing the diagnostic characters for the three subfamilies. A, Linconieae with anthers ending apically in a conspicuous sterile tip; B, Audouinieae with anthers lacking the sterile tip; thecae connate along their entire length; C, Brunieae with versatile anthers, sterile tip lacking (after Quint & Classen-Bockhoff, 2006a).
Fig. 4 in A new classification of the South African endemic family Bruniaceae based on molecular and morphological data
Fig. 4. Stomata with (A) and without (B) cuticular rim. A, Linconia alopecuroidea; B, Brunia pentandra. The presence of a cuticular rim appears to be a symplesiomorphy for Linconia, Audouinia (incl. Tittmannia), and Thamnea teres (syn. Pseudobaeckea teres).
Fig. 1 in A new classification of the South African endemic family Bruniaceae based on molecular and morphological data
Fig. 1. The new classification referred to the strict consensus tree of two trees (after Quint & Classen-Bockhoff, 2006a), based on matK sequence data of 65 taxa of Bruniaceae and two Columelliaceae (outgroup). Maximum likelihood; Bootstrap values ≥ 50% are indicated above branches. Species are named according to Pillans (1947).
Fig. 3 in A new classification of the South African endemic family Bruniaceae based on molecular and morphological data
Fig. 3. Flower and inflorescence arrangement showing the diagnostic features for the several genera and species (see Classen-Bockhoff, 2000). Flowers (circles) are either solitary (A–C) or arranged in closed (terminal flower present: D, E) or open (terminal flower absent: F–H) head-like ra- cemes. The solitary flowers are either terminal on bracteate short-shoots (A, B) or terminal and lateral on frondose shoots (C). The inflorescences are lateral (E), lateral and terminal (D, F) or terminal (G, H). Note that the sympodial units (particularly in A, B, E) may grow for several seasons then being connected by monopodial inserts. iz, innovation zone; black: basic flowering unit.
FIGURE 2 in Morphological and molecular data reveal a new species of Amanita section Vaginatae (Amanitaceae) from India
FIGURE 2. Amanita sharmae (AKA-13 holotype). (a–e) Young and mature basidiomata in the field. (f) Basidia. (g) Basidiospores in Congo red. (h) Volval elements. (i–j) Pileipellis. Scale bars: a–c = 20 mm; f–i =10 μm; j = 20 μm; k = 10 μm. Photos by Anil Kumar.
FIGURE 1 in Morphological and molecular data reveal a new species of Amanita section Vaginatae (Amanitaceae) from India
FIGURE 1. Phylogram generated by Bayesian analysis based on combined sequence data of nrITS and nrLSU for Amanita sharmae and allied species. Maximum likelihood bootstrap support values (MLBs) ≥ 70% are shown on the right of "/" and Bayesian posterior probabilities (BPP) ≥0.95 are shown on the left above or below the branches at nodes. Amanita sharmae is in bold red font to highlight its phylogenetic positions in the tree.
FIGURE 3 in Morphological and molecular data reveal a new species of Amanita section Vaginatae (Amanitaceae) from India
FIGURE 3. Microscopic features of Amanita sharmae (AKA-13 holotype). (a) Basidia. (b) Basidiospores. (c) Longitudinal section of volval elements from stipe base. (d) Pileipellis. Scale bars: a–b =10 μm; c = 20 μm d =10 μm. Drawings by Anil Kumar.
Data from: A new genus in the diverse Andean Pedaliodes complex uncovered using target enrichment (Lepidoptera, Nymphalidae)
<p>A new genus of Neotropical Satyrinae butterflies, <em>Viloriodes </em>Pyrcz & Espeland gen. n. is described in the <em>Pedaliodes </em>complex comprising 11-13 genera and more than 400 species. Support for the new genus is provided by a phylogenetic analysis based on target enrichment data (TE) including 618 nuclear loci with a total of 248 940 nucleotides, and the mitochondrial gene COI. Five species, whose DNA sequences were obtained by TE during this study, form a strongly supported clade sister to the large clade comprising <em>Pedaliodes </em>Butler<em> </em>and other four genera. Complementary COI analysis confirms the monophyly of <em>Viloriodes </em>gen. n., with the above five plus eight other species clustering in highly supported clades in both Bayesian Inference (BI) and Maxium Likelihood analyses, and a TE+COI concatenated tree. Based on molecular and morphological data, 30 species are assigned to <em>Viloriodes </em>gen. n. The new genus can be recognized by a set of subtle morphological of colour patterns characters, male and female genitalia. The shape of the valva is diagnostic, with a finger-like tip and, in some species, an ampulla produced into an elongated process. The female genitalia are characterized by the ductus bursae having a strongly sclerotized 'keel' with a bifurcate terminus. An analysis of divergence times indicates that <em>Viloriodes</em> gen. n. and <em>Steromapedaliodes</em> Forster<em> </em>separated around 5.9 Mya. <em>Viloriodes</em> gen. n. has a wider geographic distribution than any other genus of the <em>Pedaliodes </em>complex, being found from central Mexico to northern Argentina and to the Guyana Shield, typically occurring at lower elevations than <em>Pedaliodes</em>.</p>
FIGURES 1–4 in New data on the fauna of pyraloid moths (Lepidoptera: Pyraloidea) of Dagestan (Russia)
FIGURES 1–4. Natural habitats of pyraloid moths in Dagestan. 1. Tarumovka, June 15, 2022. 2. Talgi, May 12, 2022. 3. Muni, June 2, 2022. 4. Sirtych, June 11, 2022.
FIGURE 12. Platynaspis wittmeri (Bielawski): a, b. adult, dorsal view (BMNH); c–e. holotype: c. holotype, dorsal view; d. label data; e. abdomen and genitalia (Image credit for c–e: Matthias Borer, NHMB). in A review of Platynaspini (Coleoptera: Coccinellidae) of the Indian subcontinent, including description of a new genus from north-eastern India and Bangladesh
FIGURE 12. Platynaspis wittmeri (Bielawski): a, b. adult, dorsal view (BMNH); c–e. holotype: c. holotype, dorsal view; d. label data; e. abdomen and genitalia (Image credit for c–e: Matthias Borer, NHMB).
Data from: A new species of spottail darter endemic to the Clarks River in Kentucky and Tennessee (Percidae: Etheostomatinae: Etheostoma)
<p><em>Etheostoma xanthovum</em>, the Clarks Darter, is described as a new species endemic to the Clarks River in Kentucky and Tennessee, USA. <em>Etheostoma xanthovum</em> was previously delimited as <em>Etheostoma oophylax</em>, the Guardian Darter, based on morphological trait data. Subsequent to the description of <em>E. oophylax</em>, molecular phylogenetic analyses consistently resolved specimens from the Clarks River system and <em>E. chienense</em>, the Relict Darter, as sister species, which together formed a sister clade to all other sampled populations of <em>E. oophylax</em>. Our analyses of morphological traits, mitochondrial DNA (mtDNA), and genomic sampling using double digest restriction-site associated DNA (ddRAD) sequencing support the distinctiveness of <em>Etheostoma xanthovum</em>. Morphologically, <em>Etheostoma xanthovum</em>, differs from <em>Etheostoma oophylax</em> in the number of dorsal fin rays (12 versus 11), anal fin rays (8 versus 7), and in the number of scale rows around the caudal peduncle (21.8 versus 20.37). <em>Etheostoma xanthovum</em> does not share mtDNA haplotypes with <em>Etheostoma oophylax</em> or <em>Etheostoma chienense</em>. Phylogenomic analysis of an average of 28,448 ddRAD loci per sampled specimen resolves <em>Etheostoma xanthovum</em> and <em>Etheostoma chienense</em> as sister species, and assessment of genomic divergence supports the hypothesis that each of these two species represents a distinct and independently evolving lineage. In addition, we report a range extension of <em>Etheostoma oophylax</em> in the Obion River system, a direct tributary of the Mississippi River. </p>
FIGURE 1. MrBayes phylogram inferred from incomplete internal transcribed spacer rDNA sequence data. Choiromyces meandriformis and C in A new species of Tuber (Tuberaceae, Pezizales) from Inner Mongolia, China
FIGURE 1. MrBayes phylogram inferred from incomplete internal transcribed spacer rDNA sequence data. Choiromyces meandriformis and C. alveolatus were used to root the tree. The same outcome was shown via Maximum Likelihood. On each branch, Bayesian posterior probability values (PP> 0.75) and maximum likelihood bootstrap values (MLbs> 75%) are displayed. The new species sequences are denoted by an asterisk (*). Different colours are used to represent the six primary Tuber phylogroups. Our findings establish T. mongolicum sp. nov. based on phylogenetic studies as well as morphological observations.
The genotype data accompanying the paper titled "Reanalyzing the genetic history of Kra-Dai speakers from Thailand and new insights into their genetic interactions beyond Mainland Southeast Asia"
<p>The newly generated genome-wide genotype data for 10 Lao individuals used in the paper "Reanalyzing the genetic history of Kra-Dai speakers from Thailand and new insights into their genetic interactions beyond Mainland Southeast Asia" ( https://www.nature.com/articles/s41598-023-35507-8 )</p>
FIGURE 4. Bayesian 50 in Gelasia attariana (Scorzonerinae, Cichorieae, Asteraceae), a new species from NW of Iran, inferred from morphological and molecular data
FIGURE 4. Bayesian 50 % majority-rule consensus tree inferred from the nuclear Internal Transcribed Spacer dataset. Values above nodes indicate posterior probability (bold) and jack-knife support (italic), and values below nodes indicate bootstrap support. Tip names correspond to species names and GenBank numbers or DNA numbers for newly generated sequences; see Appendix 1 for specimen details. The star corresponds to the monophyletic Gelasia lineage. Gelasia attariana was highlighted by red color.
FIGURE 3 in Gelasia attariana (Scorzonerinae, Cichorieae, Asteraceae), a new species from NW of Iran, inferred from morphological and molecular data
FIGURE 3. Geographic distribution of Gelasia attariana (■) in northwest of Iran. A) close up view of the type locality.
FIGURE 1 in Gelasia attariana (Scorzonerinae, Cichorieae, Asteraceae), a new species from NW of Iran, inferred from morphological and molecular data
FIGURE 1. Gelasia attariana sp. nov. A) Habitat of plants in type locality, B) Plant habit, C) Flowering capitula, D) Fruiting capitula, E) Achene. Photographs: A and B, M. Mirtadzadini; Scale bar = 1 cm.
FIGURE 4 in New data and systematic considerations on the Blattogryllopterida (Insecta: Grylloblattida) from the Jurassic Daohugou locality in China
FIGURE 4. Forewing of Mantis religiosa (Linnaeus, 1758) (specimen IWC OB 79, male, left forewing viewed ventrally), photographs. A, Overview. B, Detail of the ppa area (as located on A; arrows indicate veins crossed by the ppa).
FIGURE 3 in New data and systematic considerations on the Blattogryllopterida (Insecta: Grylloblattida) from the Jurassic Daohugou locality in China
FIGURE 3. Aristoviblattogryllus minor (Ren & Aristov, 2011), specimen CNU-GRY-NN2023001, right wing (presumably hind wing). A, Photograph (negative imprint, dry-ethanol composite, flipped horizontally) and reconstruction. B, RTI extract ('specular enhancement' rendering mode; as located on A) and reconstruction.
FIGURE 1 in New data and systematic considerations on the Blattogryllopterida (Insecta: Grylloblattida) from the Jurassic Daohugou locality in China
FIGURE 1. Plesioblattogryllus magnificus Huang, Nel & Petrulevičius, 2008, holotype NIGP 133701. A, Photograph, general habitus. B, Photograph, detail of basal anterior part of right forewing, as located on A, and reconstruction. All photographs by D.Y. Huang and reproduced with author's permission.
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.