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395 results for “Homogenization”
Original datasets for : A computational homogenization framework with enhanced localization criterion for macroscopic cohesive failure in heterogeneous materials
<p>The original datasets from tests in the article: <strong> A computational homogenization framework with enhanced localization criterion for macroscopic cohesive failure in heterogeneous materials</strong>. The results are produced by the in-house fem codes of the Computational Mechanics group, CiTG, TU delft.</p>
Data of the paper Optical homogeneous and inhomogeneous linewidths in 171Yb3+:Y2SiO5
<p>Data of the paper: </p> <p>E. Lafitte-Houssat, A. Ferrier, M. Afzelius, P. Berger, L. Morvan, S. Welinski, and P. Goldner, <em>Optical homogeneous and inhomogeneous linewidths in 171Yb3+:Y2SiO5</em>, Оптика и спектроскопия <strong>130</strong>, 23 (2022). (in Russian).</p>
Data for Metamaterial Eigenmodes beyond Homogenization
<p>Raw data for figures in https://arxiv.org/abs/2201.09559 mostly generated by https://doi.org/10.5281/zenodo.6557265</p>
Standardized nuclear markers improve and homogenize species delimitation in Metazoa
<p><span>Species are the fundamental units of life and evolution. Their recognition is essential for science and society. Molecular methods have been increasingly employed for the identification of animal species, despite several challenges. </span></p> <p><span>Here, we explore with genomic data from nine animal lineages a set of nuclear</span><span> </span><span>markers, namely metazoan-level universal single-copy orthologs (metazoan USCOs), for their use in species delimitation. Our data sets include arthropods and vertebrates. We use various data assembly strategies and employ coalescent-based species inference as well as population admixture analyses and phenetic methods.</span></p> <p><span>We demonstrate that metazoan USCOs well distinguish closely related morphospecies and consistently outperform classical mitochondrial DNA barcoding in discriminating closely related species in different animal taxa. USCOs overcome the general shortcomings of mitochondrial DNA barcodes, and due to standardization across Metazoa, also those of other approaches. They accurately assign samples not only to lower but also to higher taxonomic levels. </span></p> <p><span>Metazoan USCOs provide a powerful and unifying framework for DNA-based species delimitation and taxonomy in animals and their employment could result in a more efficient use of research data and resources.</span></p>
Data from: Homogenization of populations in the wildflower Texas bluebonnet (Lupinus texensis)
Wildflowers seeds are routinely spread along highways and thoroughfares throughout North America as part of federal beautification policy, but the genetic effect of the introduction of these cultivated populations on wild populations of the same species is unknown. Interbreeding may occur between these seeded and wild populations, resulting in several possible outcomes. Here we sample 187 individuals in 12 matched pairs of neighboring wild and seeded populations of the Texas bluebonnet (Lupinus texensis), a species popular in commercially available wildflower seed mixes used by both the Texas Department of Transportation and the public. We use genotyping by sequencing to identify 11,741 genome-wide single nucleotide polymorphisms, as well as a smaller number of SNPs from the chloroplast genome, to analyze population structure and genetic diversity within and between the populations. We find a striking lack of population structure both between wild and seeded populations and amongst wild populations. STRUCTURE analyses indicate that all populations are apparently panmictic. This pattern may be explained by extensive swamping of wild populations by seeded germplasm and increased dispersal of semi-domesticated seed across this species' core native range by humans. We discuss the possible negative and positive ramifications of homogenization on the evolutionary future of this popular wildflower species.
NUUR-Texture500: A Diverse Dataset of High Resolution Homogeneous Textures
<p>"NUUR-Texture500" is a dataset of diverse texture images created to facilitate research on texture analysis and synthesis. The textures in this dataset are spatially homogeneous, ranging from regular to stochastic, typically containing repeated elements with random variations in position, shape, orientation and color. For a detailed description of the dataset construction and contents, readers should refer to the following paper:</p> <p>Jue Lin, Gaurav Sharma, Thrasyvoulos N. Pappas, "Towards Universal Texture Synthesis by Combining Texton Broadcasting with Noise Injection in StyleGAN-2", Journal of e-Prime - Advances in Electrical Engineering, Electronics and Energy (3) (2023), https://doi.org/10.1016/j.prime.2022.100092</p> <p>Permission to copy and use this dataset for noncommercial use is hereby granted provided this notice is retained in all copies and the dataset distribution and the paper mentioned below are clearly cited.</p> <p>Contacts:<br> Jue Lin: jue.lin@u.northwestern.edu<br> Gaurav Sharma: gaurav.sharma@rochester.edu<br> Thrasyvoulos N. Pappas: pappas@ece.northwestern.edu</p> <p>Disclaimer: </p> <p>The dataset is provided "as is" with ABSOLUTELY NO WARRANTY expressed or implied. Use at your own risk.</p> <p>Acknowledgment: </p> <p>The NUUR-Texture500 texture images are curated from a number of publicly accessible sources. We acknowledge and thank the original sites for their contributions:<br> Flickr www.flickr.com<br> NeedPix www.needpix.com<br> Pexels www.pexels.com<br> PickUpImage www.pickupimage.com<br> Pixabay www.pixabay.com<br> PublicDomainPictures www.publicdomainpictures.net<br> RawPixel www.rawpixel.com<br> Unsplash www.unsplash.com<br> WikimediaCommons commons.wikimedia.org</p> <p> </p>
data sets of "Dynamic Linear Modeling estimates of long-term ozone trends from homogenized Dobson Umkehr profiles at Arosa, Switzerland"
<p>data sets from "Dynamic Linear Modeling estimates of long-term ozone trends from homogenized Dobson Umkehr profiles at Arosa, Switzerland"</p> <p>Monthly means ozone profiles data sets of MCH homogenized Dobson D051 and of Brewer B040 used in the article entitled: "Dynamic Linear Modeling estimates of long-term ozone trends from homogenized Dobson Umkehr profiles at Arosa, Switzerland" by Eliane Maillard Barras, Alexander Haefele, René Stübi, Achille Jouberton, Herbert Schill, Irina Petropavlovskikh, Koji Miyagawa, Martin Stanek, and Lucien Froidevaux.</p> <p><a href="https://doi.org/10.5194/acp-2022-344">https://doi.org/10.5194/acp-2022-344</a></p>
"Competition between homogeneous and inhomogeneous broadening of orbital transitions in Si:Bi", N Stavrias et al, Phys Rev B 005200
<p>Raw data for the publication, including the small-signal absorption spectrum and THz pump-probe transients of Si:Bi. </p> <p>See publication for description of purpose etc:</p> <p>"Competition between homogeneous and inhomogeneous broadening of orbital transitions in Si:Bi", N Stavrias et al, Phys Rev B 005200</p> <p>See readme file for data description</p>
FIGURE 40 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 40. Morphotypes SA061 (Araceae? see also Figure 41H-K), SA065 (Arecaceae, see also Figure 41F-G), SA072 (Arecaceae, see also Figure 41D-E), SA076 (continued, see also Figure 37A-D), SA077 (continued, see also Figure 38A-D), SA078 (continued, see also Figure 38E-H). A-B, morphotype SA076. A, digital overlay drawing (DOD) of MPEF-Pb-3017 (exemplar, see also Figure 37A-B); B, DOD of MPEF-Pb-9153. C, morphotype SA077, DOD of MPEF-Pb-3018 (exemplar, see also Figure 38A, 38D). D, morphotype SA065 (Arecaecae), camera lucida drawing (CLD) of MPEF-Pb-3003 (exemplar, see also Figure 41F-G). E, morphotype SA078, DOD of MPEF-Pb-3019 (exemplar; see also Figure 38E-F) (arrow, reticulate higher-order veins). F, reconstruction of morphotype SA072 (Arecaceae) based on three leaf samples (MPEF-Pb-3013, -3014, and -4155). G, morphotype SA061 (Araceae?), CLD of MPEF-Pb-3000 (exemplar; see also Figure 41H-K; arrow, transverse veins). Scale bars equal 10 mm, except 3 millimeter scale in Figure 40G.
FIGURE 41 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 41. Monocot leaf morphotypes of Araceae? (SA061 continued, see also Figure 40G) and Arecaceae (SA032; SA065, continued, see also Figure 40D; SA072, continued, see also Figure 40F). A-C, morphotype SA032 (Arecaceae). A, MPEF-Pb-3021 (exemplar; arrow, segment plication); B, MPEF-Pb-3022 (accessory exemplar); C, MPEF-Pb-9144 (black arrow, A veins; white arrow B veins). D-E, morphotype SA072 (Arecaceae). D, MPEF-Pb-3013 (exemplar), note the flattened carena (arrow); E, MPEF-Pb-3014 (accessory exemplar). F-G, morphotype SA065 (Arecaceae), MPEF-Pb-3003 (exemplar, see also Figure 40D). F, detail of the segment venation (arrows indicating straight, sinuous or oblique transverse veins); G, detail of a segment. H-K, morphotype SA061 (Araceae?), MPEF-Pb-3000 (exemplar, see also Figure 40G). H, detail showing vein anastomoses (arrows) and higher order venation; I, complete view of fossil; J, detail of fibers (arrow) accompanying lateral veins; K, detail of massive midvein, with thick surrounding tissue (arrows). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 38 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 38. Morphotypes SA077 (see also Figure 40C), and SA078 (see also Figure 40E). A-D, morphotype SA077. A, MPEF-Pb-3018 (exemplar, see also Figure 40C); B, MPEF-Pb-9140 (arrow, forked secondary vein); C, MPEF-Pb-9141; D, venation detail from Figure 38A (exemplar; arrow, percurrent tertiary vein). E-H, morphotype SA078. E, base venation from counterpart of specimen in Figure 38F (exemplar); F, MPEF-Pb-3019 (exemplar, see also Figures 38E, 40E), note asymmetrical blade and base (black arrow) and large polylobate hole damage (white arrow DT5; see also Donovan et al., 2018 figure 13.4); G, MPEF-Pb-9142; H, venation detail from Figure 38G (arrow, alternate percurrent tertiary veins). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 36 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 36. Morphotypes SA073 (see also Figure 39E) and SA074 (see also Figure 39F-G). A-E, morphotype SA073. A, MPEF-Pb-9129; B, MPEF-Pb-3031 (exemplar); C, "Cissites patagonica" Berry, 1937a syntype specimen USNM-201959 (illustrated in Berry, 1937a, plate IX, figure 5; see also Table 2), note the extended lateral primary veins (arrow); D, MPEF-Pb-9131; E, higher order venation detail of MPEF-Pb-3032 (accessory exemplar; arrow, fimbrial vein). F-H, morphotype SA074. F, MPEF-Pb-3015 (exemplar, see also Figures 36H, 39F-G); G, venation detail at base of MPEF-Pb-9132, note looped ultimate venation (arrow); H, detail of tooth venation from specimen in Figure 36F (exemplar), note glandular tooth apex (arrow). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 37 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 37. Morphotypes SA076 (see also Figure 40A-B) and SA075 (see also Figure 39C-D). A-D, morphotype SA076. A, MPEF-PB-3017 (exemplar, see also Figures 37B, 40A); B, base detail from counterpart of specimen in Figure 37A (arrow, swollen petiole base); C, MPEF-Pb-9135; D, higher order venation detail of MPEF-Pb-9136 (arrow, one-branched freely ending veinlets). E-H, morphotype SA075. E, MPEF-PB-3016 (exemplar, see also Figure 39C); F, higher order venation in MPEF-Pb-9137 (arrow, regular polygonal reticulate higher-order veins); G, MPEF-Pb-9138; H, tooth venation of MPEF-Pb-9139 (arrow, sinus-bracing vein, see also Figure 39D). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 35 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 35. Morphotypes SA070 (Juglandaceae? see also Figure 39A-B), SA068 (continued, see also Figure 33J). A-F, morphotype SA070 (Juglandaceae?). A, MPEF-Pb-3012 (accessory exemplar, see also Figure 39A-B), note asymmetric base and basally crowded secondary veins (arrow); B, MPEF-Pb-9125; C, MPEF-Pb-3011 (exemplar); D, MPEF-Pb-3071; E, MPEF-Pb-9126; F, tooth detail of MPEF-Pb-9127 (arrows, second order teeth). G-K, morphotype SA068. G, MPEF-Pb-3008 (accessory exemplar, see also Figure 33J); H, tooth detail around a second-order lobe sinus from specimen in Figure 35G (accessory exemplar), with hole-feeding leaf damage (DT01, arrow); I, MPEF-Pb-9128; J, MPEF-Pb-3007 (exemplar), with Cochlichnus trace fossils (arrow); K, tooth detail from specimen in Figure 35J (exemplar). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 39 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 39. Morphotypes SA070 (Juglandaceae? continued, see also Figure 35A-F), SA073 (continued, see also Figure 36A-E), SA074 (continued, see also Figure 36F-H), and SA075 (continued, see also Figure 37E-H). A-B, morphotype SA070, MPEF-Pb-3012 (accessory exemplar, see also Figure 35A). A, camera lucida drawing (CLD) of complete leaf, note asymmetric base and basally crowded secondary veins (arrow); B, CLD of tooth venation detail (arrow, regular minor venation). C-D, morphotype SA075. C, CLD of MPEF-Pb-3016 (exemplar; see also Figure 37E; arrow, sinus-bracing vein); D, CLD of venation and teeth in MPEF-Pb-9139 (see also Figure 37H). E, morphotype SA073, CLD of MPEF-Pb-9143 (arrow, decurrent base). F-G, morphotype SA074, MPEF-Pb-3015 (exemplar, see also Figure 36F, 36H). F, CLD of complete leaf, note epimedial venation with concentric tertiary veins (arrow); G, CLD of tooth venation. Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 33 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 33. Morphotypes SA059 (continued, see also Figure 32K-M), SA060 Wilkinsoniphyllum menispermoides Jud, Gandolfo, Iglesias, and Wilf, 2018 (Menispermaceae, see also Jud et al., 2018 figure 4; and Figure 34A-C), SA063 (see also Figure 34G-I), SA066 (see also Figure 34L-M), SA067 (see also Figure 34D-F), SA068 (see also Figure 35G-K), and SA069 (Rhamnaceae; see also Figure 34J-K). A-B, morphotype SA059, MPEF-Pb-2051 (exemplar, see also Figure 32K-M). A, digital overlay drawing (DOD), note decurrent base shape and swollen petiole base (arrow); B, DOD of tooth venation detail (arrow, anastomosis in venation). C-D, morphotype SA060 W. menispermoides (Menispermaceae), MPEF-Pb-2052 (holotype, see also Figure 34A-C). C, DOD of the entire leaf (arrow, tapering fimbrial vein); D, DOD of mucronate apex and detail of regular, orthogonal higher order venation (arrow). E, morphotype SA063, camera lucida drawing (CLD) of MPEF-Pb-3002 (exemplar, see also Figure 34G, 34I). F, morphotype SA066, CLD of MPEF-Pb-3004 (exemplar, see also Figure 34L-M). G, morphotype SA067, CLD of MPEF-Pb-3006 (exemplar, see also Figure 34D-F). H-I, morphotype SA069, MPEF-Pb-3010 (exemplar, see also Figure 34J-K). H, CLD of tooth venation; I, CLD of the complete leaf (arrow, naked basal veins). J, morphotype SA068, CLD of MPEF-PB-3008 (accessory exemplar, see also Figure 35G-H). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 34 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 34. Morphotypes SA060 Wilkinsoniphyllum menispermoides Jud Gandolfo, Iglesias, and Wilf, 2018 (Menispermaceae; continued, see also Jud et al., 2018 figure 4, and Figure 33C-D), SA063 (continued, see also Figure 33E), SA066 (continued, see also Figure 33F), SA067 (continued, see also Figure 33G), and SA069 (Rhamnaceae; continued, see also Figure 33H-I). A-C, morphotype SA060 W. menispermoides (Menispermaceae), MPEF-Pb-2052 (holotype, see also Figure 33C-D). A, complete leaf; B, detail of mucronate apex (arrow) and higher order venation; C, counterpart. D-F, morphotype SA067, MPEF-Pb-3006 (exemplar, see also Figure 33G). D, complete leaf; E, leaf base detail; F, apex venation detail. G-I, morphotype SA063. G, venation detail from specimen in Figure 34I; H, MPEF-Pb-9124; I, MPEF-Pb-3002 (exemplar, see also Figure 33E), with galling leaf damage (arrow, DT112, also Labandeira et al., 2007 p.14). J-K, morphotype SA069 (Rhamnacaeae), MPEF-Pb-3010 (exemplar, see also Figure 33H-I). J, complete leaf preserving petiole and naked basal veins (arrow); K, counterpart (arrow, chevroned interior veins). L-M, morphotype SA066, MPEF-Pb-3004 (exemplar, see also Figure 33F). L, complete leaf; M, venation detail along part of the basal margin. Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 32 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 32. Morphotype SA056 (continued, see also Figure 31L), SA057 (continued, see also Figure 31I), SA058 (Malvaceae? continued, see also Figure 31J-K), and SA059 (see also Figure 33A-B). A-C, morphotype SA056. A, MPEF-Pb-2048 (exemplar; see also Figure 31L; arrow, drip tip); B, MPEF-Pb-4150; C, higher order venation from specimen in Figure 32A (exemplar; arrow, an intersecondary secondary vein). D-G, morphotype SA057, MPEF-Pb-2049 (exemplar, see also Figure 31I). D, spinose tooth; E, tooth venation detail, with margin-feeding leaf damage (DT12, arrow; see also Donovan et al., 2016); F, higher order venation and idioblasts (dark dots, arrow); G, complete leaf of exemplar. H-J, morphotype SA058 (Malvaceae?). H, MPEF-Pb-2050 (exemplar, see also Figure 31J-K); I, "Sterculia" acuminataloba Berry, 1937a syntype USNM-208525 (illustrated in Berry 1937a, plate VIII, figure 2; see also Table 2); J, venation detail from specimen in Figure 32H (exemplar). K-M, morphotype SA059, MPEF-Pb-2051 (exemplar, see also Figure 33A-B). K, complete leaf of exemplar, note mucronate apex (arrow); L, basal teeth (arrow) and venation detail; M, detail of apical compound teeth and venation (arrow, a small, opaque, spherulate tooth apex). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 31 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 31. Morphotypes SA050 (Anacardiaceae? continued, see also Figure 29L-O), SA053 (continued, see also Figure 30H-J) SA054 (continued, see also Figure 30M-P), SA056 (see also Figure 32A-C), SA057 (see also Figure 32D-G), and SA058 (Malvaceae? see also Figure 32H-J). A-D, morphotype SA050 (Anacardiaceae?). A, digital overlay drawing (DOD) of MPEF-Pb-2043 (exemplar, see also Figure 29L-M); B, higher order venation detail from Figure 30A (arrow, intramarginal vein); C, camera lucida drawing (CLD) of MPEF-Pb-9123; D, higher order venation detail from Figure 31C (arrow, a dichotomizing fourth-order vein). E-F, morphotype SA053. E, CLD of MPEF-Pb-3029 (exemplar, see also Figure 30H-I; arrow, a secondary vein anastomosis); F, DOD of MPEF-Pb-9121 (from Figure 30J). G-H, morphotype SA054, MPEF-Pb-2046 (exemplar, see also Figure 30M, 30P). G, DOD of complete leaf; H, CLD of tooth venation, note vein junction (arrow) before entering the tooth. I, morphotype SA057, DOD of MPEF-Pb-2049 (exemplar, see also Figure 32D-G), note proximal secondary veins extended for over half the length of the blade (arrow). J-K, morphotype SA058 (Malvaceae?). J, DOD of MPEF-Pb-2050 (exemplar, see also Figure 32H, 32J); K, CLD of higher order venation from Figure 30J (exemplar; arrow, intersecondary vein). L, morphotype SA056, DOD of MPEF-Pb-2048 (exemplar, see also Figure 32A, 32C). Single-color scale bars equal 10 mm; grid scales equal one millimeter (per rectangle).
FIGURE 23 in Patagonia's diverse but homogeneous early Paleocene forests: Angiosperm leaves from the Danian Salamanca and Peñas Coloradas formations, San Jorge Basin, Chubut, Argentina
FIGURE 23. Morphotypes SA041 (Rhamnaceae; continued, see also Figure 19L-M) and SA044 (Cunoniaceae, see also Figure 25G-H). A-I, morphotype SA041 (Rhamnaceae). A, MPEF-Pb-2034 (exemplar, see also Figure 19L); B, MPEF-Pb-4085; C, MPEF-Pb-4089 (arrow, decurrent secondary veins); D, MPEF-Pb-4090; E, counterpart of MPEF-Pb-4090; F, MPEF-Pb-9105; G, MPEF-Pb-9106 (arrows, scattered teeth); H, MPEF-Pb-9107 (arrow, wavy margin); I, minor venation detail from leaf in Figure 23A (arrow, one-branched freely ending veinlets). J-O, morphotype SA044 (Cunoniaceae). J, MPEF-Pb-4105; K, MPEF-Pb-2037 (exemplar, see also Figure 25G-H); L, MPEF-Pb-3024 (accessory exemplar); M, MPEF-Pb-9108 (arrow, apical brochidodromous secondary vein); N, asymmetric base (arrow) of MPEF-Pb-9109; O, tooth venation of specimen in Figure 23K (exemplar; arrow, small triangular tooth). Scale bars equal 10 mm, except 4 millimeter scale in Figure 23I and 23O.
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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.