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19,293 results for “western”
Feeding observations on the Grizzled Giant Squirrel at Chinnar Wildlife Sanctuary, Southern Western Ghats, India
<p>Animal dietary choices help us understand a species' feeding behaviour and are particularly relevant in conservation management. In this study, we aimed to gather knowledge on food niche and the foraging ecology of the Grizzled Giant Squirrel (<em>Ratufa macroura</em>) in Chinnar Wildlife Sanctuary, Southern Western Ghats, Kerala, India. Specifically, the objectives were to identify food composition, the seasonal variation in food choice and feeding technique. Through an observational sampling method, focal animal sampling, the Grizzled Giant Squirrel in Chinnar Wildlife Sanctuary was found to feed on 30 plant species belonging to 18 families. The most utilized plant family was Fabaceae, with eight species, followed by Moraceae (four species) and Anacardiaceae (two species). The consumed species included 22 trees, four climbers, one liana, one paraphyte, one shrub and one succulent species. The squirrel spent the most time feeding on <em> Bauhinia racemosa</em> (19.79%), followed by<em> Tamarindus indica </em>(14.08%) and <em>Nothopegia beddomei</em> (9.89%). The squirrel's choice of diet was primarily affected by the availability of food tree species and food items rather than the season and non-tree species also have been reported from the diet of Grizzled Giant Squirrel. Even though the Grizzled Giant Squirrel shows plasticity in its food choices, the availability of mature trees and plants as food sources appears important for its conservation in the fragmented riparian forest in the Western Ghats, southern India.</p>
Western Indian Ocean coral and fish normalized site richness collected between 1991 to 2000
<p><strong>Aim</strong>: Strong social-ecological trade-offs between resource extraction and protection have created challenges for large, protected area management in natural-resource-dependent countries. Therefore, <span>local governments and </span>community conservation activities <span>are becoming common and need information about </span>low <span>environmental</span> exposure <span>and high biodiversity</span> for <span>planning localized </span>conservation<span> activities</span>.</p> <p><strong>Location</strong>: the western Indian Ocean</p> <p><strong>Methods</strong>: <span>C</span>oral reef sites <span>were</span> evaluate<span>d for</span> local scale <span>environmental and species richness to elucidate local patterns in spatial </span>heterogeneity. Local coral and fish taxonomic richness were normalized to partially account for <span>common and heterogeneous </span>disturbances to coral cover and fish biomass<span>. Residuals were evaluated for patterns of local diversity with geography, environmental stress, and by machine learning to evaluate the </span>relationship <span>with </span>21 specific environmental variables<span>.</span></p> <p><strong>Results</strong>: <span>High</span> variability <span>in richness </span>was <span>found at similar latitudes where richness was high</span>. <span>R</span>elationships with <span>specific </span>environmental and human influences variables were <span>complex and </span>spatially heterogeneous. Expected large-scale biogeographic variables <span>influenced</span> richness but variability and environmental influences were highly <span>specific and </span>localized. Among the environmental and human influence variables examined, ~ 8 variables contributed 8 to 25% of the variance <span>to the richness of both coral and fishes</span>.</p> <p><strong>Main conclusions</strong>: <span>Decisions to focus s</span>mall-scale conservation <span>on locally biodiverse locations </span>could contribute to species persistence <span>by planning for local heterogeneity</span> i<span>n</span> richness<span> and stress.</span> From this specific data set, sites in the Pemba Channel between the Tanzanian mainland and Pemba Island, and northern Mozambique and Madagascar<span> fit these characteristics</span>.</p>
Western River Expedition Model Section
From video stills. Createdin RealityCapture by Capturing Reality from 233 images in 00h:02m:48s. Source: Objaverse 1.0 / Sketchfab
Western Wagon
A new, updated model on something I worked on for the Feburary challenge. Source: Objaverse 1.0 / Sketchfab
Western Saloon
A western saloon I created with other students during my Games Dev course. Source: Objaverse 1.0 / Sketchfab
Western axe
Western axe, based on kyrstin warren's concepts. https://www.artstation.com/artwork/aOLqk Source: Objaverse 1.0 / Sketchfab
Huly Hill Stone Circle (Western Stone A)
This 3D mesh was generated via Structure-from-Motion photogrammetry undertaken by myself at Huly Hill in June 2014. It is unscaled & the weather was overcast. The description below indicates some key information about the stones within the site: The Statistical Account (OSA 1794) states that the [Huly Hill] tumulus is "surrounded with large unpolished stones at a considerable distance from each other"; Fyfe notes twelve standing stones, but the Ordnance Survey Name Book (ONB 1852) described only the three stones extant today. They are of greenstone, similar to that obtained at Kaimes Hill. Stone 'A' is a rough, four-sided prism, pointed at the top, 7' high and 7'11" in girth at the base. 'B' is 6'7" high, by 2'4" by 1'2" at base, expanding in width towards its flat top. Stone 'C', which appears to have been broken, is 4'3" high and 6'4" in girth at the foot. Source: https://canmore.org.uk/site/50795/newbridge-huly-hill Source: Objaverse 1.0 / Sketchfab
Diversifying in the mountains: spatio-temporal diversification of frogs in the Western Ghats biodiversity hotspot
<p>Mountain ranges are hotspots of biodiversity. However, the mechanisms that generate biodiversity patterns in different mountainous regions and taxa are not apparent. The Western Ghats (WG) escarpment in India is a globally recognised biodiversity hotspot with high species richness and endemism. Most studies have either invoked paleoclimatic conditions or climatic stability in the southern WG refugium to explain this high diversity and endemism. However, the factors driving macroevolutionary change remain unexplored for most taxa. Here, we generated the most comprehensive dated phylogeny to date for ranoid frogs in the WG and tested the role of paleoclimatic events or climatic stability in influencing frog diversification. We found that the diversity of different ranoid frog clades in the WG either accumulated at a constant rate through time or underwent a decrease in speciation rates around 3–2.5 Ma during the Pleistocene glaciation cycles. We also find no significant difference in diversification rate estimates across elevational gradients and the three broad biogeographic zones in the WG (northern, central, and southern WG). However, time-for-speciation explained regional species richness within clades, wherein older lineages have more extant species diversity. Overall, we find that global paleoclimatic events have had little impact on WG frog diversification throughout most of its early history until the Quaternary and that the WG may have been climatically stable allowing lineages to accumulate and persist over evolutionary time.</p>
High-resolution mapping of soil carbon stocks in the western Amazon
<h2>Dear Researchers and Interested Parties,</h2> <p> It is with great enthusiasm that we share our page on Zenodo, where we provide <strong>detailed maps</strong> (30 m resolution) of <strong>soil carbon stocks in Rondônia, Brazil</strong>. These maps were generated using machine learning techniques, using the Random Forest model implemented in the caret package. This initiative aims to provide a deeper and more accurate understanding of the spatial distribution of carbon in the soil, contributing significantly to environmental studies and climate change mitigation strategies in the region.</p> <h2>Available resources:</h2> <h3>High Resolution Maps:</h3> <p>We provide detailed maps of the estimates and uncertainties of soil carbon stocks at different depths (0-5; 5-15; 15-30; 30-60 and 60-100 cm). The maps include mean values (Mg ha<sup>-1</sup>), quantiles (Mg ha<sup>-1</sup>) and coefficients of variation (%), all in "tif" format, with a spatial resolution of 30 m and SAD 1969 Lambert South America projection system (<a href="https://epsg.io/102015">EPSG :102015</a>).</p> <p>The entire process was conducted in open source (R Language). The codes and database used <strong>can be found in the <a href="https://github.com/moquedace/ro_soil_carbon_stock" target="_blank" rel="noopener">GitHub repository</a></strong>, and more information about the methodology is available in the following publication:</p> <p>Moquedace, C. M., Baldi, C. G. O., Siqueira, R. G., Cardoso I. M., Souza, E. F. M., Fontes, R. L. F., Francelino, M. R., Gomes, L. C., Fernandes-Filho, E. I. High-resolution mapping of soil carbon stocks in the Western Amazon. <em>Geoderma Regional</em>, v. 36, p. e00773, 2024. DOI: <a href="https://doi.org/10.1016/j.geodrs.2024.e00773">10.1016/j.geodrs.2024.e00773</a></p> <h2>Availability objectives:</h2> <h3>Promote scientific collaborations:</h3> <p>We encourage researchers, scientists, and organizations to explore and use this data to enrich their own research and projects related to soil carbon and climate change.</p> <h3>Enhance environmental understanding:</h3> <p>By providing open access to these maps, we aim to contribute to a deeper understanding of environmental processes in Rondônia, Brazil and, by extension, enable the implementation of sustainable strategies.</p> <h3>Stimulating innovation:</h3> <p>We believe that sharing this data will stimulate innovation in modeling and spatial analysis methods, driving advances in the prediction of soil carbon stocks, especially in the Amazon.</p> <h2>Thank you in advance for your interest and collaboration. Together, we can advance knowledge and the search for sustainable solutions to important environmental challenges.</h2> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p> <p> </p>
Western North American Temperature Atlas (WNATA)
<p>Across western North America (WNA), 20th-21st century anthropogenic warming has increased the prevalence and severity of concurrent drought and heat events, also termed hot droughts. However, the lack of independent spatial reconstructions of both soil moisture and temperatures limits the potential to identify these events in the past and to place them in a long-term context. Here, we develop the Western North American Temperature Atlas (WNATA), a data-independent 0.5° gridded reconstruction of summer maximum temperatures back to the 16th century. Our evaluation of the WNATA with existing hydroclimate reconstructions reveals an increasing association between maximum temperature and drought severity in recent decades, relative to the past five centuries. The synthesis of these paleo-reconstructions indicates that the amplification of the modern WNA megadrought by increased temperatures, and the frequency and spatial extent of compound hot and dry conditions in the 21st century are likely unprecedented since at least 1553 CE.</p>
Data from: Inter- and intrapopulation resource use variation of marine subsidized western fence lizards
<p>Marine resource subsidies can alter consumer dynamics of recipient populations in coastal systems. The response to these subsidies by generalist consumers is often not uniform, resulting in inter- and intrapopulation diet variation and niche diversification that may be intensified across heterogeneous landscapes.</p> <p>We sampled western fence lizards, <em>Sceloporus occidentalis</em>, from Puget Sound beaches and from coastal and inland forest habitats, as well as the lizards' marine and terrestrial prey items to quantify marine and terrestrial resource use with stable isotope analysis (SIA) and mixing models.</p> <p>Isotopic results reveal beach lizards had higher average δ<sup>13</sup>C and δ<sup>15</sup>N values compared to coastal and inland forest lizards, exhibiting a strong mixing line between marine and terrestrial prey items. Across five beach sites, lizard populations received 20 to 51% of their diet from marine resources, on average, with individual lizards ranging between 7% and 86% marine diet.</p> <p>The hillslope of the transition zone between marine and terrestrial environments at beach sites was positively associated with marine-based diets, as beach sites with the steepest slopes had the highest percent marine diets. Additionally, within-beach variation in transition zone slope was positively correlated with the isotopic niche space of beach lizard populations. Together, these results demonstrate that the physiography of transitional landscapes can mediate resource flow between environments, and variable habitat topography promotes niche diversification within a lizard population.</p> <p>Marine resource subsidization of Puget Sound beach <em>S. occidentalis </em>populations may facilitate occupation of the northwesternmost edge of the species range. </p> <p>Human impacts to the physiography of Puget Sound beaches, such as shoreline armoring, may influence the quantity of driftwood habitat available to support the unique ecology of beach-dwelling <em>S. occidentalis</em>. This highlights the importance of shoreline restoration, and conservation of intact beach habitat.</p>
Disturbance-related redistribution of Western capercaillie (Tetrao urogallus) away from woodland tracks
<p>Wild vertebrates usually avoid ground disturbed by humans with uncertain effects on their distribution and density. We report on a natural experiment that confirms and extends previous conclusions about how the local distribution of capercaillie is affected by track-based disturbance. We surveyed the birds' droppings in two periods, before and after a predicted increase in disturbance adjacent to an expanding Scottish village, and model the probability of finding droppings in relation to period plus two disturbance gradients – distance to a much disturbed 'entry zone' with a high density of tracks lying adjacent to the village, plus distance to the nearest track. Throughout the study, no droppings were found within the entry zone and their density was depressed up to 400 m from it. Density of droppings was also depressed within 100–120 m of tracks but, compared to a notional scenario without tracks, was threefold greater on ground 120–250 m from tracks. Although the number of cocks counted at the lek in spring showed a small increase, there was an almost threefold decline in the probability of finding capercaillie droppings on and within about 40 m of tracks. We infer that, after the development, birds were less likely to use or cross tracks in pursuit of their daily living requirements, with unknown consequences for their population dynamics and vital rates. Our results have implications for refuge design. Birds on roughly half of a 50 ha refuge should be undisturbed by direct effects of track-based activities. However, birds shifting away from tracks may themselves cause local increases in density and associated, indirect disturbance such that a refuge would need to be over 300 ha <sup> </sup>to keep half of it undisturbed.</p>
Bulk Carbon and Amino Acid nitrogen isotope data from Baltic cod (Gadus morhua) and European flounder (Platichthys flesus) muscle tissue samples from the western and central Baltic Sea
<p><span>Eutrophication, increased temperatures and stratification can lead <span>to massive, filamentous, N<sub>2</sub>-fixing cyanobacterial (FNC) blooms in coastal ecosystems with largely unresolved consequences for the mass and energy supply in pelagic and benthic food webs. Mesozooplankton adapt to not top-down controlled FNC blooms by switching diets from phytoplankton to microzooplankton, resulting in a directly quantifiable increase in its trophic position (TP) from 2.0 (herbivore) to as high as 3.0 (carnivore). If this process in mesozooplankton, we call trophic lengthening, was transferred up to higher trophic levels of a food web, a large loss of energy could result in massive declines of fish biomass. </span></span><span>We used compound-specific nitrogen stable isotope data of amino acids (CSIA) to estimate and compare </span><span>the nitrogen (N) sources and TPs of cod and flounder (mesopredators) from areas</span><span> </span><span>with influence of FNC blooms (central Baltic Sea) and without it (western Baltic Sea)</span><span>. We tested if FNC-caused </span><span>trophic lengthening in mesozooplankton is carried over to fish.</span><span> The TP of cod from the western Baltic, feeding mainly on decapods, was equal to the global mean value (4.1, secondary carnivore). Only cod from the central Baltic, mainly feeding on zooplanktivorous pelagics, had a higher TP (4.8, near-tertiary carnivore), indicating a strong carry-over effect of </span><span>FNC-</span><span>caused trophic lengthening from mesozooplankton. In contrast, the TP of molluscivorous flounder (3.2 ± 0.2 in both areas), associated with the benthic food web, was unaffected by trophic lengthening. This suggests that FNC blooms cause a large loss of energy in zooplanktivorous but not in molluscivorous mesopredators. If FNC blooms continue to detour energy at the base of the pelagic food web, the TP of cod will not return to global mean values and the fish stock not recover. Monitoring the TP of key species can identify fundamental changes in ecosystems and provide useful information for resource management.</span></p>
Pl@ntNet-CrowdSWE: Pl@ntNet collaborative learning with South-Western-Europe dataset
<p>This repository contains the files for the Pl@ntNet South Western Europe (SWE) crowdsourced dataset.<br>It contains all species identification and user votes for observations made between 2017 and 2023 in the SWE flora.</p> <p>In total, more than 6 699 593 plant observations are labeld by 823 251 users between january 2017 and october 2023. In addition, 98 experts were selected to obtain ground truth values for 26 811 observations.</p> <p>The structure of the dataset is described below, and a `readme.md` file is available in the record.</p> <h2>In short directory structure</h2> <pre><code>Pl@ntNet SWE dataset ├── answers │ ├── answers.json │ └── ground_truth.txt ├── converters │ ├── tasks.json │ └── classes.json └── aggregation ├── authors.txt ├── ai_classes.json ├── ai_answers.json ├── ai_scores.json └── k-southwestern-europe.json</code></pre> <h2>Crowdsourced data</h2> <p>In the <code>answers</code> folder are located the crowdsourced answers and the associated ground truths.<br>The crowdsourced answers are stored in the <code>answers.json</code> file. It gathers more than 6 million tasks with answers from 823 251 users. It is formatted as a json entry with levels representing the observation ID, the users, and their associated vote for the species label.</p> <pre><code>{ obsID: {userID: vote, userID2: vote,...}, ... }</code></pre> <p>A list of 98 experts was created to gather a partial ground truth in the <code>ground_truth.txt</code> file.<br>Each row represents an observation and the associated class label is the current considered ground truth.<br>This file lets us compute several performance metrics such as the accuracy of the label aggregation.</p> <h2>Converters</h2> <p>In the <code>converters</code> folder, you can find the converters to obtain the Pl@ntNet official observation numbers (the last part of the URL <code>https://identify.plantnet.org/fr/k-world-flora/observations/<id></code>) from the obsID used in <code>answers.json</code>. This is stored in the <code>tasks.json</code> file.<br>A similar dictionary converts the species proposed by users to a single label in {0, 1, 2, ...}.<br>This mapping is stored in <code>classes.json</code>.</p> <p>As plant species can also have synonyms, we release the two files used to clean the user answers. The <code>species.json</code> file contains a list with all the accepted species determinations from the World Checklist of Vascular Plants.<br>Then, we focused on the SWE flora and replaced synonyms with the underlying species using the <code>k-southwestern-europe.json</code> checklist by Plants Of the World Online (POWO) by Kew’s Royal Botanical Garden. This checklist is written as follows:</p> <pre><code>[ { "species": species name, "synonyms": [ synonym1, synonym2, ... ] }, ... ]</code></pre> <h2>Files to run the Pl@ntNet label aggregation strategy</h2> <p><br>To run the Pl@ntNet label aggregation strategy available in the <a href="https://peerannot.github.io/" target="_blank" rel="noopener">peerannot library</a>, several other pieces of information are needed and located in the <code>aggregation</code> folder.</p> <p>- First, we need to know for each task which user was the author (if they proposed an initial species determination).<br>This information is stored in the <code>authors.txt</code> dataset, where each row is the obsID and the value is the userID of the author. If the author did not propose any species, this identification is set to -1.</p> <p>- Then, to run the label aggregation strategies taking into account the AI vote, we extend the `classes.json` file with the AI-predicted classes into the <code>ai_classes.json</code> file. Each species is associated with a number, including newly introduced species by the AI.<br>- Then, we need the AI predictions. The AI answers are stored in the <code>ai_answers.json</code> file where each key is the obsID and each value represents the class predicted by the AI. Synonyms were also removed using the <code>k-southwestern-europe.json</code> file.<br>- Finally, for strategies taking into account the prediction score, we release the <code>ai_scores.json</code> file, where each key is the obsID and each value is the probability given for the predicted class.</p>
Targeting fin whale conservation in the North-Western Mediterranean Sea: Insights on movements and behaviour from biologging and habitat modelling
<p>Biologging and habitat modelling are key tools supporting the development of conservation measures and mitigating the effects of anthropogenic pressures on marine species. Here, we analysed satellite telemetry data and foraging habitat preferences in relation to chlorophyll-a productivity fronts to understand the movements and behaviour of endangered Mediterranean fin whales (<em>Balaenoptera physalus)</em> during their spring-summer feeding aggregation in the North-Western Mediterranean Sea. Eleven individuals were equipped with Argos satellite transmitters across three years, with transmissions averaging 23.5 ± 11.3 days. Hidden Markov Models were used to identify foraging behaviour, revealing how individuals showed consistency in their use of seasonal core feeding grounds; this was supported by the distribution of potential foraging habitat. Importantly, tracked whales spent most of their time in areas with no explicit protected status within the study region. This highlights the need for enhanced time- and place-based conservation actions to mitigate the effects of anthropogenic impacts for this species, notably ship strike risk and noise disturbance in an area of exceptionally high maritime traffic levels. These findings strengthen the need to further assess critical habitats and Important Marine Mammal Areas that are crucial for focussed conservation, management, and mitigation efforts.</p>
Dataset for paper "Process Modeling of Aerosol-cloud Interaction in Summertime Precipitating Shallow Cumulus over the Western North Atlantic"
<p>This dataset contains LES model input and post-processed model output used in paper "Process Modeling of Aerosol-cloud Interaction in Summertime Precipitating Shallow Cumulus over the Western North Atlantic".</p>
Supplementary Tables for "Cormohipparion cappadocium, a new species from the Late Miocene of Yeniyaylacık, Türkiye, and the emergence of Western Eurasian Hipparion bioprovinciality"
<p>Supplemetary Tables for the paper:</p> <p><em>Cormohipparion cappadocium</em>, a new species from the Late Miocene of Yeniyaylacık, Türkiye, and the emergence of Western Eurasian Hipparion bioprovinciality<em> </em></p> <p>Raymond Louis Bernor, Majid Mirzaie Ataabadi, Oksan Basoglu, Omar Cirilli, Ferhat Kaya, Cesur Pehlevan, Mansoureh Niknahad, Mohammad Reza Vaziri, Ahmad Lotfabad Arab</p> <p>Supplementary Table 1: Measurements for Yeniyaylacık <em>Cormohipparion cappadocium, </em>Sinap <em>Cormohipparion sinapensis</em> and <em>Cormohipparion kecigibi</em>, Maragheh <em>Hipparion gettyi </em>and <em>Hipparion </em>aff. <em>gettyi.</em></p> <p>Supplementary Table 2: Character State Analysis of Yeniyaylacık <em>Cormohipparion cappadocium </em>compared to <em>Hippotherium, Hipparion </em>and other <em>Cormohipparion </em>species.</p> <p>Supplementary Table 3: Variance components and loadings’ distribution for Principal Component Analyses on crania, third metacarpals and third metatarsals discussed in the text.</p>
Craters of Habit: Patterns of Deformation in the Western Galápagos
<p>Datasets used in Reddin et al., Craters of Habit: Patterns of Deformation in the Western Galápagos.</p> <p>LiCSBAS output files [in .h5 format] used in this study are provided, given by 128Dcum_filt.h5 for descending, and 106Acum_filt.h5 for ascending. These files contain displacement maps for both Isabela and Fernandina, and are used to produce time series, and conduct source modelling. </p> <p>.txt files contain time series information for their corresponding volcano, with track direction included [e.g. Darwin_Asc.txt].</p> <p>Text files not beginning with Alcedo or Darwin contain time series of the 2020 eruption of Fernandina, with the location of the time series point, and corresponding track direction included in the title [e.g. NEFlank_ts_A.txt].</p>
Data from: Landscape heterogeneity drives population structure in four western bumble bee species
<p>Bumble bees are critical pollinators in wild, agricultural, and urban ecosystems—providing the necessary ecological services for food and crop production. In western North America, mountain ranges have high bumble bee species richness. However, as climate change increases temperatures and restricts montane populations to higher elevational spaces, their ability to disperse and maintain genetic diversity decreases. This genetic isolation could lead to the extirpation of local pollinator communities and an overall loss of pollinators. We analyzed the genetic diversity of four broadly sympatric species of bumble bees across the Rocky and Cascade Mountains of western North America to assess habitat isolation's impact on population genetic structure. We expected species restricted to higher elevation habitats to display higher population structure and less genetic diversity across the landscape. We sampled approximately 150 bees per species from seven to eight sites across each species' range. We genotyped bees with an average of 10 loci and used FST and Bayesian Structure analysis to quantify population differentiation. Using isolation by distance and isolation by resistance analyses, species with both narrow and broad habitat suitability requirements showed evidence of habitat suitability restricting gene flow. Although each species showed varying degrees of genetic structure and gene flow, knowing how habitat heterogeneity drives genetic structure and isolation can help guide conservation efforts and determine focal regions for bumble bee conservation in the face of climate change.</p>
Miocene construction of the High Andes recorded by exhumation of the Frontal Cordillera, La Ramada Massif of western Argentina (31°S) (Supporting Information)
<p>Supporting datasets for Howlett et al., "Miocene construction of the High Andes recorded by exhumation of the Frontal Cordillera, La Ramada Massif of western Argentina (31°S)" <em><strong>in review</strong></em> at <em>Earth and Planetary Science Letters (EPSL) </em>as of <strong>April 3, 2024.</strong></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.