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Figs 26-28 in Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva
Figs 26-28. Simpulopsidae. (26) Rhinus heterotricha (S. Moricand, 1836), syntype, MHNG-INVE-64602 (H = 53.4). (27) Rhinus pubescens (S. Moricand, 1846), syntype, MHNG-INVE-64606 (H = 15.6). (28) Rhinus velutinohispida (S. Moricand, 1836), syntype, MHNG-INVE-64611 (H = 33.0). Figs 29-30. Bothriembryontidae. (29) Euplacostylus koroensis (Garrett, 1872), probable paralectotype, MHNG-INVE-64767 (H = 47.7). (30) Bothriembryon costulatus (Lamarck, 1822), syntype, MHNG-INVE-51162 (H = 26.0). Figs 31-41. Bulimulidae. (31) Rabdotus dealbatus (Say, 1821), paratype of Bulimulus dealbatus jonesi Clench, 1937, MHNG- INVE-60529 (H = 18.1). (32) Naesiotus crepundia (d'Orbigny, 1835), paralectotype, MHNG-INVE-60497 (H = 22.8). (33) Naesiotus dentritis (Morelet, 1863), lectotype, MHNG-INVE-60432 (H = 20.8). (34) Naesiotus montivagus (d'Orbigny, 1835), paralectotype, MHNG-INVE-60505 (H = 19.4). (35) Naesiotus snodgrassi (Dall, 1900), paratype, MHNG- INVE-60518 (H = 17.3). (36) Naesiotus trichodes (d'Orbigny, 1835), paralectotype, MHNG-INVE-60513 (H = 18.5). (37) Naesiotus vestalis (Albers, 1854), paralectotype, MHNG-INVE-60515 (H = 16.4). (38-39) Oxychona pyramidella (Wagner in Spix, 1827), syntype of Helix (Helicigona) blanchetiana S. Moricand, 1834, MHNG-INVE-60674 (H = 15.6). (40-41) Pseudoxychona pileiformis (S. Moricand, 1836), syntype, MHNG-INVE-64567 (H = 19.5). ►
Figs 97-112 in Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva
Figs 97-112. Bulimulidae. (97) Bostryx torallyi (d'Orbigny, 1835). Paralectotype, MHNG-INVE-60326 (H = 27.9). (98) Bostryx tubulatus scalaricostus (Morelet, 1860), paralectotype, MHNG-INVE-60407 (H = 15.5). (99) Bostryx tubulatus tubulatus (Morelet, 1860), syntype, MHNG-INVE-60329 (H = 18.5). (100-101) Bostryx longinquus (Morelet, 1863), lectotype respectively paralectotype, MHNG-INVE-60283 (H = 29.9). (102-105) Bostryx virgultorum (Morelet, 1863), paralectotype, MHNG-INVE-60341 (H = 30.4). (106) Kuschelenia (Kuschelenia) culminea culminea (d'Orbigny, 1835), paralectotype, MHNG-INVE-60575 (H = 33.2). (107-108) Kuschelenia (Kuschelenia) culminea edwardsi (Morelet, 1863), syntype, MHNG-INVE-60581 (H = 33.0). (109) Kuschelenia (Bocourtia) ochracea (Morelet, 1863), lectotype, MHNG-INVE-60615 (H = 38.5). (110) Kuschelenia (Kuschelenia) tupacii (d'Orbigny, 1835), paralectotype, MHNG- INVE-60808 (H = 48.4). Figs 111-112. Amphibulimidae. (111-112) Gaeotis nigrolineata Shuttleworth, 1854, possible syntype, MHNG-INVE-64746 (D = 9.0). ►
Figs 66-83 in Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva
Figs 66-83. Bulimulidae. (66-67) Drymaeus (Mesembrinus) multifasciatus (Lamarck, 1822), syntype, MHNG-INVE-51167 (H = 25.7). (68-71) Bostryx albicolor (Morelet, 1860), (68) syntype of Bulimus lesueureanus Morelet, 1860, MHNG-INVE-60380 (H = 21.1), (69) syntype of Bulimus albicolor Morelet, 1863, MHNG-INVE-60231 (H = 25.4), (70) probable syntype of Bulimus cercicola Morelet, 1863, MHNG-INVE-60260 (H = 19.6), (71) paralectotype of Bulimus orophilus Morelet, 1863, MHNG-INVE-60289 (H = 23.3). (72) Bostryx apodemetus (d'Orbigny, 1835), syntype, MHNG-INVE-60419 (H = 25.5). (73) Bostryx andoicus (Morelet, 1863), paralectotype, MHNG-INVE-60235 (H = 23.5). (74-75) Bostryx hennahi (J.E. Gray, 1830), (74) paralectotype of Helix cactorum d'Orbigny, 1835, MHNG-INVE-20659 (H = 28.8), (75) holotype of Bulimus virginalis Morelet, 1860, MHNG-INVE-60272 (H = 27.3). (76) Bostryx nigropileatus (Reeve, 1849), possible paralectotype of Bulimus balsanus Morelet, 1863, MHNG-INVE-60244 (H = 17.9), (77) Bostryx emaciatus (Morelet, 1863), lectotype, MHNG-INVE-60408 (H = 21.0). (78) Bostryx angrandianus (Pilsbry, 1897), paralectotype of Bulimus radiatus Morelet, 1863, MHNG-INVE-60295 (H = 23.9). (79) Bostryx papillatus (Morelet, 1860), syntype, MHNG- INVE-60388 (H = 24.8). (80) Bostryx rusticellus (Morelet, 1860), paralectotype, MHNG-INVE-60304 (H = 20.1). (81) Bostryx piuranus (Albers, 1854), paralectotype, MHNG-INVE-60294 (H = 23.7). (82) Bostryx serotinus (Morelet, 1860), paralectotype, MHNG-INVE-60313 (H = 29.8). (83) Kuschelenia (Bocourtia) angrandi (Morelet, 1860), holotype, MHNG-INVE-60610 (H = 49.9). ►
Figs 140-143 in Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva
Figs 140-143. Amphibulimidae. Amphibulima patula (Bruguière, 1789), holotype of A. cucullata Lamarck, 1805, MHNG-INVE-51201 (H = 31.0).
Figs 42-65 in Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva
Figs 42-65. Bulimulidae. (42) Bulimulus heloicus (d'Orbigny, 1835), syntype, MHNG-INVE-79903 (H = 22.4). (43) Bulimulus unicolor (Sowerby I, 1833), paralectotype of Bulimus petenensis Morelet, 1851, MHNG-INVE-60291 (H = 16.2). (44) Cochlorina aurismuris (Moricand, 1838), syntype, MHNG-INVE-60683 (H = 31.5). (45-46) Drymaeus (Drymaeus) abyssorum (d'Orbigny, 1835), respectively paralectotype of Helix abyssorum d'Orbigny, 1835, MHNG-INVE-63420 (H = 46.9), and paralectotype of Helix hygrohylaea d'Orbigny, 1835, MHNG-INVE-63469 (H = 43.9). (47-50) Drymaeus (Drymaeus) strigatus (Sowerby I, 1833), (47-48) syntype of Bulimus mariae J. Moricand, 1858, MHNG-INVE-64389 (H = 23.3), (49) syntype of Bulimus ceciliae J. Moricand, 1858, MHNG-INVE-63436 (H = 22.3), (50) syntype of Bulimus delphinae J. Moricand, 1858, MHNG-INVE-63443 (H = 22.4). (51) Drymaeus (Drymaeus) similaris (J. Moricand, 1856), syntype, MHNG-INVE-63531 (H = 23.6). (52) Drymaeus (Drymaeus) sachsei (Albers, 1854), syntype, MHNG- INVE-63524 (H = 31.9). (53) Drymaeus (Drymaeus) poecilus (d'Orbigny, 1835), paralectotype, MHNG-INVE-63506 (H = 26.8). (54) Drymaeus (Drymaeus) mexicanus (Lamarck, 1822), syntype, MHNG-INVE-51166 (H = 30.9). (55) Drymaeus (Drymaeus) draparnaudi (Pfeiffer, 1847), paralectotype of Helix torallyi d'Orbigny, 1835 [partim], MHNG- INVE-60326 (H = 24.9). (56-58) Drymaeus (Mesembrinus) virgulatus (Férussac, 1821), syntypes of Bulimus caribaeorum Lamarck, 1822, MHNG-INVE-51169 (H = 26.0). (59) Drymaeus (Mesembrinus) oreades (d'Orbigny, 1835), paralectotype, MHNG-INVE-64483 (H = 31.4). (60-61) Drymaeus (Mesembrinus) fragilis (Lamarck, 1822), syntype (H = 28.3). (62) Drymaeus (Mesembrinus) immaculatus (C.B. Adams in Reeve, 1850), paralectotype, MHNG-INVE-64442 (H = 29.7). (63) Drymaeus (Mesembrinus) multilineatus (Say, 1825), paralectotype of Bulimus sisalensis Morelet, 1849, MHNG- INVE-64471 (H = 21.4). (64) Drymaeus (Mesembrinus) tropicalis (Morelet, 1849), paralectotype, MHNG-INVE-64519 (H = 24.3). (65) Drymaeus (Mesembrinus) leucomelas (Albers, 1854), paralectotype, MHNG-INVE-64455 (H = 25.9). ►
Figs 1-3 in Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva
Figs 1-3. Amphibulimidae. (1-3) Plekocheilus (Eurytus) pseudopiperatus (J. Moricand, 1858), syntype, MHNG-INVE-55493 (H = 59.1). Figs 4-11. Simpulopsidae. (4-5) Simpulopsis (Eudioptus) citrinovitrea (S. Moricand, 1836), lectotype, MHNG-INVE-64617 (H = 16.0). (6-7) Simpulopsis (Eudioptus) boissieri (S. Moricand, 1846), probable syntype, MHNG-INVE-64622 (H = 13.1). (8- 10) Simpulopsis (Simpulopsis) atrovirens (S. Moricand, 1836), syntype, MHNG-INVE-78487 (H = 20.9). (11) Simpulopsis (Eudioptus) pseudosuccinea (S. Moricand, 1836), syntype, MHNG-INVE-64619 (H = 21.8).
GeoEDdA: A Gold Standard Dataset for Named Entity Recognition and Span Categorization Annotations of Diderot & d'Alembert's Encyclopédie
<p>This repository contains a gold standard dataset for named entity recognition and span categorization annotations from Diderot & d’Alembert’s Encyclopédie entries.</p> <p>The dataset is available in the following formats:</p> <ul> <li>JSONL format provided by <a href="https://prodi.gy/" rel="nofollow">Prodigy</a></li> <li>binary spaCy format (ready to use with the spaCy train pipeline)</li> </ul> <p>The Gold Standard dataset is composed of 2,200 paragraphs out of 2,001 Encyclopédie's entries randomly selected. All paragraphs were written in 19th-century French.</p> <p>The spans/entities were labeled by the project team along with using pre-labelling with early machine learning models to speed up the labelling process. A train/val/test split was used. Validation and test sets are composed of 200 paragraphs each: 100 classified under 'Géographie' and 100 from another knowledge domain. The datasets have the following breakdown of tokens and spans/entities.</p> <h2>Tagset</h2> <ul> <li><strong>NC-Spatial</strong>: a common noun that identifies a spatial entity (nominal spatial entity) including natural features, e.g. <code>ville</code>, <code>la rivière</code>, <code>royaume</code>.</li> <li><strong>NP-Spatial</strong>: a proper noun identifying the name of a place (spatial named entities), e.g. <code>France</code>, <code>Paris</code>, <code>la Chine</code>.</li> <li><strong>ENE-Spatial</strong>: nested spatial entity , e.g. <code>ville de France</code> , <code>royaume de Naples</code>, <code>la mer Baltique</code>.</li> <li><strong>Relation</strong>: spatial relation, e.g. <code>dans</code>, <code>sur</code>, <code>à 10 lieues de</code>.</li> <li><strong>Latlong</strong>: geographic coordinates, e.g. <code>Long. 19. 49. lat. 43. 55. 44.</code></li> <li><strong>NC-Person</strong>: a common noun that identifies a person (nominal spatial entity), e.g. <code>roi</code>, <code>l'empereur</code>, <code>les auteurs</code>.</li> <li><strong>NP-Person</strong>: a proper noun identifying the name of a person (person named entities), e.g. <code>Louis XIV</code>, <code>Pline</code>.</li> <li><strong>ENE-Person</strong>: nested people entity, e.g. <code>le czar Pierre</code>, <code>roi de Macédoine</code>.</li> <li><strong>NP-Misc</strong>: a proper noun identifying entities not classified as spatial or person, e.g. <code>l'Eglise</code>, <code>1702</code>, <code>Pélasgique</code></li> <li><strong>ENE-Misc</strong>: nested named entity not classified as spatial or person, e.g. <code>l'ordre de S. Jacques</code>, <code>la déclaration du 21 Mars 1671</code>.</li> <li><strong>Head</strong>: entry name</li> <li><strong>Domain-Mark</strong>: words indicating the knowledge domain (usually after the head and between parenthesis), e.g. <code>Géographie</code>, <code>Geog.</code>, <code>en Anatomie</code>.</li> </ul> <h2>HuggingFace</h2> <p>The GeoEDdA dataset is available on the HuggingFace Hub: <a href="https://huggingface.co/datasets/GEODE/GeoEDdA">https://huggingface.co/datasets/GEODE/GeoEDdA</a></p> <h2>spaCy Custom Spancat trained on Diderot & d’Alembert’s Encyclopédie entries</h2> <p>This dataset was used to train and evaluate a custom spancat model for French using <a href="https://spacy.io/" rel="nofollow">spaCy</a>. The model is available on HuggingFace's model hub: <a href="https://huggingface.co/GEODE/fr_spacy_custom_spancat_edda" rel="nofollow">https://huggingface.co/GEODE/fr_spacy_custom_spancat_edda</a>.</p> <h2>Acknowledgement</h2> <p>The authors are grateful to the <a href="https://aslan.universite-lyon.fr/" rel="nofollow">ASLAN project</a> (ANR-10-LABX-0081) of the Université de Lyon, for its financial support within the French program "Investments for the Future" operated by the National Research Agency (ANR). Data courtesy the <a href="https://artfl-project.uchicago.edu/" rel="nofollow">ARTFL Encyclopédie Project</a>, University of Chicago.</p>
Genome annotation workflow for Effrenium voratum rt-383
<p>Scripts of complete genome annotation workflow for Effrenium voratum rt-383, associated with the key genome paper (Shah et al., 2024, Massive genome reduction predates the divergence of Symbiodiniaceae dinoflagellates, under review in <em>ISME Journal</em>). An earlier preprint of this manuscript is available at <em>bioRxiv</em>: <a href="https://doi.org/10.1101/2023.03.24.534093" target="_blank" rel="noopener">https://doi.org/10.1101/2023.03.24.534093</a>.</p> <p>See <strong>README_Evrt383.txt</strong> for more detail.</p>
Genome annotation workflow for Effrenium voratum CCMP421
<p>Scripts of complete genome annotation workflow for Effrenium voratum CCMP421, associated with the key genome paper (Shah et al., 2024, Massive genome reduction predates the divergence of Symbiodiniaceae dinoflagellates, under review in <em>ISME Journal</em>). An earlier preprint of this manuscript is available at <em>bioRxiv</em>: <a href="https://doi.org/10.1101/2023.03.24.534093" target="_blank" rel="noopener">https://doi.org/10.1101/2023.03.24.534093</a>.</p> <p>See <span><strong>README_EvCCMP421.txt</strong> </span>for more detail.</p>
Annotation files related to the Telomere-to-Telomere genome assembly of the clubroot pathogen Plasmodiophora brassicae (GCA_036867785.1)
<p>This repository contains annotation files related to the T2T genome aseembly of <em>Plasmodiophora brassicae</em>. Link to the NCBI genome submission- https://www.ncbi.nlm.nih.gov/bioproject/1071157</p> <p><strong>Description of the files :</strong></p> <p><strong>GCA_036867785.1_ULAVAL_Pb3A_genomic.fna</strong> - Soft-masked genome sequence FASTA file representing 20 chromosomes.</p> <p><strong>sequence_report.jsonl</strong> - Detailed information about individual chromosome seqeunce.</p> <p><strong>PBTT_annotation.gtf</strong> - GTF file corresponding to the genomic FASTA file.The GTF file was generated by BRAKER3 and contains information about all possible transcripts.</p> <p><strong>PBTT_CDS_longest_isoform.fasta</strong> - Contains 10521 FASTA sequences representing the CDS of only the longest isoform of the gene models.</p> <p><strong>PBTT_protein_longest_isoform.fasta</strong> - Contains 10521 FASTA sequences representing the amino acid sequences of only the longest isoform of the gene models.</p>
Fig. 48 in An annotated checklist of the species of the subgenus Ifasina Jeannel, 1946, genus Cylindera Westwood, 1831 (Coleoptera, Cicindelidae), from the Philippines, with the description of a new species
Fig. 48. Distribution of Cylindera (Ifasina) spp. in the Philippines: red solid circle – C. macilenta; red half-solid circle – C. mouthiezi; red crossed-circle – C. klimenkoi sp. n.; red open circle – C. richouxi; orange solid triangle – C. foveolata; blue solid rhomb – C. semperi; blue half-solid rhomb – C. fabiocassolai; blue crossed-rhomb – C. balabacensis; blue open rhomb – C. rizali; blue asterisk – C. viduata; lilac solid quadrat – C. dilatotarsa; lilac open quadrat – C. discreta elaphroides. Map source: https:.en.wikipedia.org/wiki/Philippines#/ media/File:Relief_Map_Of_The_Philippines.png
Figs 37–44 in An annotated checklist of the species of the subgenus Ifasina Jeannel, 1946, genus Cylindera Westwood, 1831 (Coleoptera, Cicindelidae), from the Philippines, with the description of a new species
Figs 37–44. Cylindera (Ifasina) spp, aedeagus, left lateral view: 37–40 – C. macilenta (specimens from: 37 – Luzon, Nueva Vizcaya, Santa Fe; 38, 39 – Luzon, Nueva Vizcaya, Imugan; 40 – Luzon, Quezon, Mt. Banachao); 41–44 – C. klimenkoi sp. n.; 41 – holotype; 42–44 – paratypes; f – flagellum; mt – median tooth.
Figs 6–11 in An annotated checklist of the species of the subgenus Ifasina Jeannel, 1946, genus Cylindera Westwood, 1831 (Coleoptera, Cicindelidae), from the Philippines, with the description of a new species
Figs 6–11. Cylindera (Ifasina) spp, habitus: 6–8 – C. macilenta (Luzon, Nueva Vizcaya, Santa Fe); 9–11 – C. klimenkoi sp. n.; 6, 9 – males; 7, 8, 10, 11 – females; 9 – holotype; 10, 11 – paratypes; 6, 7, 9, 10 – dorsal view; 8, 11 – left lateral view.
Figs 45–47 in An annotated checklist of the species of the subgenus Ifasina Jeannel, 1946, genus Cylindera Westwood, 1831 (Coleoptera, Cicindelidae), from the Philippines, with the description of a new species
Figs 45–47. Morphometric features of Cylindera (Ifasina) spp: 45 – relation of the proportions elytra, head and pronotum (circles – C. klimenkoi sp. n.; rhombus – C. macilenta; open symbols – males; solid symbols – females; HT – holotype of C. klimenkoi sp. n.; LT – lectotype of C. macilenta; PLT – paralectotype of C. macilenta; PT – paratype of C. klimenkoi sp. n., former syntype of C. macilenta); 46 – relation of the proportions elytra and aedeagus; 47 – relation of the square of subsutural mirror and basodiscal spot; rectangle – 25–75 percentiles; horizontal line in rectangle – median; whiskers – SD; significantly different samples are marked with different lower case letters, according to Mann–Whitney U-test, p <0.05 (46 – U = 0, z = -3.546, p = 0.000, Monte Carlo p = 0.0001; 47 – U = 0, z = - 2.528, p = 0.012, Monte Carlo p = 0.0045).
Figs 22–36 in An annotated checklist of the species of the subgenus Ifasina Jeannel, 1946, genus Cylindera Westwood, 1831 (Coleoptera, Cicindelidae), from the Philippines, with the description of a new species
Figs 22–36. Cylindera (Ifasina) spp, left elytron: 22–29 – C. macilenta (specimens from: 22 – Luzon; 23, 28, 29 – Luzon, Nueva Vizcaya, Santa Fe; 24, 25, 27 – Luzon, Nueva Vizcaya, Imugan; 26 – Luzon, Quezon, Mt. Banachao); 30–36 – C. klimenkoi sp. n.; 22–26, 29, 30–33, 36 – males; 27, 28, 34, 35 – females; 22 – lectotype; 30 – holotype; 31–36 – paratypes; 29, 36 – apical lunule.
tBiomed: Semantic Table Annotations Benchmark for Biomedical Domain
<p><strong>tBiomed </strong>is a dataset for tabular data to knowledge graph matching. It is derived for the Biodiversity domain and has two types of tables. On the one hand, <strong>Horizontal Relational Tables</strong> are where each table represents a collection of entities. On the other hand, <strong>Entity Tables</strong> represent a single entity. We supported ground truth data from Wikidata as a target knowledge graph (KG).</p> <p><strong>tBiomed </strong>is generated by <a href="https://github.com/fusion-jena/KG2Tables">KG2Tables </a>using two levels of a recursive hierarchy of related concepts in Wikidata.</p> <p><strong>tBiomed </strong>contains <strong>26,778</strong> entity and horizontal tables, while this repository contains only a <strong>validation fold</strong> of the original data representing <strong>20%</strong> of the total of the entire benchmark with its ground truth data (gt). The Full size of this dataset is <strong>1</strong> <strong>GB</strong>.</p> <p>We included the full version of the dataset. We will update this repository ground truth data of the test set in the Future.</p> <p>The supported tasks for semantic table annotations are: </p> <ol> <li>Topic Detection (<strong>TD</strong>) links the entire table to an entity or a class from the target KG.</li> <li>Cell Entity Annotation (<strong>CEA</strong>) maps individual table cells to entities from the target KG.</li> <li>Column Type Annotation (<strong>CTA</strong>) links individual table columns to classes from the target KG.</li> <li>Column Property Annotation (<strong>CPA</strong>) detects the relations between column pairs from the target knowledge graph.</li> <li>Row Annotation (<strong>RA) </strong>annotates the entire row to a KG entity or property.</li> </ol>
Figure 20 in An updated and annotated checklist of the Malacostraca (Crustacea) species inhabited Turkish inland waters
Figure 20. Distribution of the members of Hippolytidae, Atyidae, Crangonidae and Palaemonidae in Turkish inland waters.
Figure 18 in An updated and annotated checklist of the Malacostraca (Crustacea) species inhabited Turkish inland waters
Figure 18. Distribution of the members of Diogenidae, Grapsidae, Astacidae, Eriphiidae, Carcinidae and Portunidae in Turkish inland waters.
Figure 11 in An updated and annotated checklist of the Malacostraca (Crustacea) species inhabited Turkish inland waters
Figure 11. Distribution of the members of Pontogammaridae, Eriopisidae, Hadziidae, Melitidae and Ischyroceridae in Turkish inland waters.
Figure 8 in An updated and annotated checklist of the Malacostraca (Crustacea) species inhabited Turkish inland waters
Figure 8. Distribution of the members of Gammaridae (Gammarus partly, species in alphabetical order) in Turkish inland waters.
ScienceDex guides
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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.