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1,751 results for “Future”
Small orbital forcing changes alter the ocean circulation of Earth's next future supercontinent: Simulations
<p>This dataset contains the simulations from the manuscript "Small orbital forcing changes alter the ocean circulation of Earth's next future supercontinent".</p> <p>From the methods section of the manuscript:<br>The simulations are carried out using the fully-coupled ocean-atmosphere general circulation model ROCKE-3D version Planet 1.0 (R3D1) (Way et al., 2017). The model is run at a horizontal resolution of 4 x 5 degrees and simulations were integrated for 5000 and 7000 years for PD and future forcing, respectively, to ensure they were in equilibrium. The topography and bathymetry is the one used by Way et al. (2021) in their simulation 2 (Aurica). This includes a fully dynamic ocean 4252 m deep and land elevations close to present day mean topography and elevations between 1 and 858 m.<br>Due to high uncertainties in its future evolution, atmospheric composition is kept constant at year 1850 levels, following the setup in Way et al. (2021): the atmosphere is dominated by nitrogen with 21% oxygen, 285 ppmv CO2, 0.3 ppmv N2O and 0.79 ppmv CH4, and no aerosols or ozone are included.<br>Two simulations are presented: PD_Aurica which which has present-day day-length (24 hrs) and insolation (1361 Wm-2) and F_Aurica where we apply orbital forcing consistent with 250 Ma into the future - day length is increased by 0.5 hrs and insolation is increased by 2.6 Wm-2 (see Way et al., 2021). </p> <p>PD_Aurica corresponds to the output files with the following names: ANN4500-4999.*F_AURICA_RAND_PD_03.nc<br>F_Aurica corresponds to the output files with the following names: ANN6500-6999.*F_AURICA_RAND_PD_01.nc</p> <p>The diagnostic files including AGC, AIJ, AIJK and AIJL in the filename contain atmospheric diagnostics and outputs, whereas those that include OIJ, OIJL, OJL and OTJ contain ocean diagnostics and outputs.</p> <p><span><span><span><a href="https://science.gsfc.nasa.gov/author/533569006/35432">Way M. J.</a></span></span><span>, </span></span><span><span><span><a href="https://science.gsfc.nasa.gov/author/830545035/35432">I. Aleinov</a></span></span><span>, </span></span><span><span>D. S. Amundsen</span><span>, </span></span><span><span><a title="See all authors for this publication">et al.</a> </span></span> <span>2017.</span> <span> "Resolving Orbital and Climate Keys of Earth and Extraterrestrial Environments with Dynamics (ROCKE-3D) 1.0: A General Circulation Model for Simulating the Climates of Rocky Planets." </span> <em>The Astrophysical Journal Supplement Series</em> <strong>231</strong> <span><strong>(1)</strong>: </span> <span>12</span> <span> [<a href="http://dx.doi.org/10.3847/1538-4365/aa7a06">10.3847/1538-4365/aa7a06</a>]</span></p> <p><span><span><span><a href="https://science.gsfc.nasa.gov/author/533569006/42520">Way M. J.</a></span></span><span>, </span></span><span><span>H. S. Davies</span><span>, </span></span><span><span>J. C. Duarte</span><span>, </span></span><span><span><a title="See all authors for this publication">et al.</a> </span></span> <span>2021.</span> <span> "The Climates of Earth’s Next Supercontinent: Effects of Tectonics, Rotation Rate, and Insolation." </span> <em>Geochemistry, Geophysics, Geosystems</em> <strong>22</strong> <span><strong>(8)</strong>: </span> <span> [<a href="http://dx.doi.org/10.1029/2021gc009983">10.1029/2021gc009983</a>]</span></p> <p> </p> <p> </p>
Supplementary data for the discussion of the PhD thesis entitled Engineering Oleaginous Yeast for Bio-Based Future.
<p>Supplementary data corresponding to the discussion of PhD thesis named Engineering Oleaginous Yeast for Bio-Based Future.</p> <p>Authors:</p> <p>Zeynep Efsun Duman-Özdamar<sup>a,b,c</sup>, Maria Suarez-Diez<sup>b</sup></p> <p><sup>a</sup>Bioprocess Engineering, Wageningen University & Research, 6708 PB, Wageningen, the Netherlands</p> <p><sup>b</sup>Laboratory of Systems and Synthetic Biology, Wageningen University & Research, 6708 WE, Wageningen, the Netherlands</p> <p><sup>c</sup>Wageningen Food & Biobased Research, Wageningen University & Research, 6708 WE, Wageningen, The Netherlands</p> <p> </p> <p> </p>
Species functional data and species distribution model projections for future land-use and fire management scenarios in the Transboundary Biosphere Reserve Gerês-Xurés
<p>The data includes nine functional traits and species distribution model projections for 102 species of vertebrates (amphibians, birds, and reptiles) in the Transboundary Biosphere Reserve Gerês-Xurés. The model projections are available for 2050 under six different land-use and fire management scenarios, namely two land-use scenarios of “business-as-usual” (BAU; ongoing trends of land abandonment) and “High Nature Value farmlands” (HNV), each under three fire management scenarios (low suppression - LS, current fire suppression - CS, and high fire suppression - HS). The species distribution projections for each scenario are presented as matrices of species presences/absences, obtained after reclassifying consensus predictions of species distribution models.</p>
The future of coal investment, trade and stranded assets
<p>Dataset to support the publication "The future of coal investment, trade and stranded assets"</p>
The Future of Compulsory Schooling: Participant developed scenarios from a Modified Delphi Survey
<p>This paper describes results from a modified Delphi process that has been informed by research into anticipatory systems to design an approach that is responsive to a future world which is uncertain and in rapid change. We present five scenarios that describe preferred futures for the design of compulsory schooling and addresses the overall, counterfactual, research question, “What if compulsory schooling was a 21st century invention?” The scenarios have been developed by participants as the last round in the modified Delphi process, utilising a set of statements created in the earlier rounds. This scenario development round describes a novel use of the modified Delphi process in addition to the previous rounds that were used to determine more traditional Delphi results in terms of consensus and dissensus. </p> <p>The attachments provide an annexure with additional information about the Expert panel as well as a complete list of statements from the modified Delphi process.</p>
Strategic basin and delta planning increases the resilience of the Mekong Delta under future uncertainty
<p># Geospatial data and analysis results for:</p> <p>Schmitt R. J. P., Giuliani, M., Bizzi, S., Kondolf, G. M., Daily, G. C., Castelletti, A. (2021). Strategic basin and delta planning increases the resilience of the Mekong Delta under future uncertainty (accepted for publication in the Proceedings of the National Academy of Sciences). </p> <p><br> # Prepared by R. Schmitt (rschmitt@stanford.edu), July 2021. </p> <p># Abstract: </p> <p>The climate resilience of river deltas is threatened by rising sea levels, accelerated land subsidence, and reduced sediment supply from contributing river basins. Yet, these uncertain and rapidly changing threats are rarely considered in conjunction. Here we provide an integrated assessment, on basin- and delta-scales, to identify key planning levers for increasing the climate resilience of the Mekong Delta. We find, first, that 23 % to 90 % of this unusually productive delta might fall below the sea level by 2100, with the large uncertainty driven mainly by future management of groundwater pumping and associated land subsidence. Second, maintaining sediment supply from the basin is crucial, under all scenarios, to maintaining delta land and enhancing the climate resilience of the system. We then use a bottom-up approach to identify basin development scenarios that are compatible with maintaining sediment supply at current levels. This analysis highlights, third, that strategic placement of hydropower dams will be more important for maintaining sediment supply than either projected increases in sediment yields or sediment management at individual dams. Our results demonstrate (1) the needs for integrated planning across basin and delta scales, (2) the role of river sediment management as a nature-based solution to increase delta resilience, and (3) global benefits from strategic basin management to maintain resilient deltas, especially under uncertain and changing conditions.</p> <p> </p> <p># Contents:<br> Mekong_Basin_geomorphic provinces.gpkg: location of geomorphic provinces and the associated sediment load. Digtized and modified from Kondolf et al., 2014<br> Schmitt_et_al_PNAS_2020-26127P.m: Script demonstrating the robust analysis and the derivation of decision surfaces (e.g., Fig. 3, f, g and Figure 4)<br> Data PNAS_2020-26127P.mat: Resimulation data (i.e., sediment yield and dam sediment trapping multipliers and the response in terms of sediment delivery to the delta) </p>
French Validation of the Boyd and Zimbardo (1997) Transcendental-Future Time Perspective Scale.
<p>Focusing on future temporal perspectives, the Transcendantal-Future Time Perspective scale (TFTP; Boyd and Zimbardo 1997) is specifically designed to measure beliefs about life after death as a one-dimensional, 10-item instrument. We sought in this study to contribute to the French validation of the TFTP scale in a French sample of 256 participants (202 females, 54 males) with a mean age of 34,44 years (<em>SD</em> = 12.62). Content validity was assessed using CFC-14, ZTPI-15, and Schwartz’s ten value measure. Independent variables such as religious affiliation and level of religious practice were also included, as well as control variables related to past experience of confrontation with death. Confirmatory Factor Analysis validated the unidimensionality of the French version of the TFTP scale. Content validity was demonstrated with ZTPI-Future, and nomological validity was confirmed. The findings from this study support the validity of TFTP for assessing cognitions about the future in a French context, in reference to the imagined death of the body and beyond.</p>
Figure 1 in Use of predatory mites in commercial biocontrol: current status and future prospects
Figure 1 Development of the moisture content in potting soil samples in Berlese-Tullgren funnels
Figure 2 in Use of predatory mites in commercial biocontrol: current status and future prospects
Figure 2 Number of Macrocheles robustuluscollected in the collection vials without prey mites (A)
Figure 3 in Use of predatory mites in commercial biocontrol: current status and future prospects
Figure 3 Number of Gaeolaelaps aculeifercollected in the collection vials without prey mites (A)
Data from: Current distributions and future climate‐driven changes in diatoms, insects and fish in U.S. streams
<span>Aim</span> <p class="abstract_para">Biodiversity on Earth is threatened by climate change. Despite the vulnerability of freshwater habitats to human impacts, most climate change projections have focused on terrestrial systems. Here, we examined how the current distributions and biodiversity of stream taxa might change under mitigated, stabilizing and increasing greenhouse gas emissions.</p> <span>Location</span> <p class="abstract_para">Conterminous USA.</p> <span>Time period</span> <p class="abstract_para">Present day to 2070.</p> <span>Major taxa studied</span> <p class="abstract_para">Stream diatoms, insects and fish.</p> <span>Methods</span> <p class="abstract_para">We developed species distribution models for 336 freshwater taxa from 1,227 distinct stream localities using water chemistry, watershed and climatic variables. Models based only on climate were used to project changes in the distributions and biodiversity of cold‐ versus warm‐water taxa under representative concentration pathways (RCPs) ranging from 2.6 to 8.5 W/m<sup>2</sup>.</p> <span>Results</span> <p class="abstract_para">In all three organismal groups, climate emerged as the strongest predictor of species distributions, providing comparable explanatory power to water chemistry and watershed variables combined. The RCP‐based projections suggested a widespread expansion of warm‐water taxa, outpacing the decline of cold‐water taxa. Consequently, overall species richness would increase, but beta diversity would decrease drastically with the severity of climate change. A closer look at individual taxa and functional guilds revealed that vulnerable cold‐water taxa included: (a) diatom guilds forming the base and bulk of the biofilm; (b) environmentally sensitive insects, characteristic of unimpacted streams; and (c) ecologically and recreationally important salmonids, which were forecast to diminish dramatically in source habitats. Warm‐water fish projected to increase their distributions include bait bucket release minnows and dominant predators.</p> <span>Main conclusions</span> <p class="abstract_para">Our results suggest potentially devastating impacts of climate change on stream ecosystems, with the restructuring of diatom, insect and fish communities, diminished distributions of functionally important taxa and widespread expansion of warm‐water taxa, giving rise to biotic homogenization. Given that the magnitude of these biotic shifts depends on the severity of climate change, appropriate current policy decisions are necessary to preserve freshwater ecosystems.</p>
'Opening the Future' - a new funding model for open-access monographs: introducing an innovative approach to publishing OA books through library membership funding
<p>We showcase a collaborative pilot case study that implements an innovative open access revenue model at the Central European University Press and Liverpool University Press, with assistance from the COPIM Project (Community-led Open Publication Infrastructures for Monographs). Building on existing library subscription models (e.g. OBP, punctum), this is a sustainable OA publishing model that gives library members access to a highly-regarded backlist, with the membership fees then used to make the frontlist openly accessible.<br> Given the current global library environment and existing budget pressures that have been exacerbated by Covid-19, a consortial model of funding promises a cost-effective solution for OA that means no single institution bears a disproportionate burden. This model, then, appeals to both those who wish to pay for subscription-access content (more traditional university acquisition models) and those who support OA initiatives. It brings many institutions together under one roof for an affordable route to open access books.<br> Library members get access to a selection of the publishers’ backlists, DRM free and with perpetual access after three years. In return, the membership revenue is used to make newly-published books openly accessible to anyone with an internet connection.<br> We believe Opening the Future is a trailblazer in scholarly comms, offering a viable and affordable route to OA change for small/medium university presses and which appeals to libraries of all sizes and budgets. We aim to open up research for the public good. The model that we are piloting reduces inequalities in access to open access publication by eradicating exclusionary book processing charges (BPCs).<br> As we progress with the pilot, we are writing up everything we’ve done to implement the model and will release this and any software as a free toolkit, so that other publishers can use it and also take the leap.</p>
A modest proposal for conducting future research on media portrayals of Islam and Muslims in Indonesia
<p>Recent issues on politics have been dominant in Indonesia that people are divided and become more intolerant of each other. Indonesia has the biggest Muslim population in the world and the role of Islam in Indonesian politics is significant. The current Indonesian government claim that moderate Muslims are loyal to the present political system while the opposing rivals who are often labelled’intolerant and radical Muslims’ by Indonesian mass media often disagree with the central interpretation of democracy in Indonesia. Studies on contributing factors and discourse strategies used in news and articles in secular and Islamic mass media which play a vital role in the construction of Muslim and Islamic identities in Indonesia are, therefore, recommended.</p>
Future greenhouse gas balance of northern peatlands
<p>Time series of CO<sub>2</sub> and CH<sub>4</sub> emissions (1861-2299) from northern peatlands, simulated by five land surface models. </p>
Climate change threatens the future of rainforest ringtail possums by 2050
<p><span>Aim</span></p> <p>The increasing frequency and intensity of extreme weather escalate the pressure of global warming on biodiversity. Globally, synergistic effects of multiple components of climate change have driven local extinctions and community collapses, raising concern about the irreversible deterioration of ecosystems. Here, we disentangle the pressure of different climatic components on the population dynamics of a tropical community of marsupials in a World Heritage Area.</p> <p><span>Location</span></p> <p>The Australian Wet Tropics.</p> <p><span>Method</span></p> <p>We analyse the potential influence of climate change in different dimensions, quantifying the effect of spatial differences in temperature exposure and observed increases in temperature and frequency of extreme heatwaves.</p> <p><span>Results</span></p> <p>We find a strong negative effect of climate change on population dynamics, particularly extreme heatwaves, resulting in a rapid and severe decline in ringtails' population size in the last three decades.</p> <p><span>Main conclusions</span></p> <p>Forecasted increases in temperature and heatwaves threaten the collapse of the community by 2050, with ringtail possums falling below population viability thresholds within two decades.</p>
Dataset for Assessing Multi-Dimensional Impacts of Achieving Sustainability Goals by Projecting the Sustainable Agriculture Matrix into the Future
<p>This data repository feeds into the meta-repository setup for post-processing of GCAM-SAM outputs. GitHub link of meta-repository is: <a href="https://github.com/JGCRI/Kyle-etal_2022_EF">https://github.com/JGCRI/Kyle-etal_2022_EF</a> <br> <br> Folders: <br> <strong>model/</strong> is the static version of the model used to simulate 8 scenarios. See the <a href="https://github.com/pkyle/gcam-core/tree/gpk/paper/sam">GitHub GCAM-SAM repository</a> to follow active development of this model. <br> <strong>inputs/</strong> folder contains input datasets and scripts used to prepare files while postprocessing. This is to be used with <a href="https://github.com/JGCRI/Kyle-etal_2022_EF">GitHub post-processing meta-repository</a>. <br> <strong>outdata/</strong> contains <a href="http://github.com/pkyle/gcam-core/tree/gpk/paper/sam">GCAM-SAM</a> output and <a href="http://github.com/JGCRI/Kyle-etal_2022_EF">post-processed</a> output files used to plot figures. <br> <br> Key files: <br> <em><strong>SAM-matrix.dat</strong></em> is the consolidated GCAM-SAM output. Use <em>proj_load.R</em> in the <a href="https://github.com/JGCRI/Kyle-etal_2022_EF">metarepo</a> to read the file. <br> <em><strong>region_vals.csv</strong></em> has all 8 indicators in all 8 scenarios for years 2020 till 2100 on a 10 year time step. <br> <br> Short introduction to the study:</p> <p>In this paper sustainable agriculture matrix (SAM) is estimated to 2100 using Global Change Analysis Model (GCAM). We model combinatorial variations of yield intensification, dietary shift, and greenhouse gas mitigation scenarios. Findings include scenarios having significant tradeoffs across multiple environmental, economic, and social dimensions. Assessment of these multi-dimensional tradeoffs in a consistent framework improves the quality of information for decision-making.<br> <br> Should you have any questions, feel free to reach out Page Kyle at <a href="mailto:pkyle@pnnl.gov">pkyle@pnnl.gov</a>. </p>
POLYPHEM - The future of small-scale Concentrated Solar Power plants
<p>☀️ The POLYPHEM project aims to improve the performance of small-scale Concentrated Solar Power (CSP) plants and their flexibility to generate power on demand. To this end, POLYPHEM develops a new technology: an innovative, solar-driven Micro-gas turbine which would help meet the variable energy demand of a mini-grid.</p> <p>📺 Watch our video to discover more about the POLYPHEM project and the future of small-scale Concentrated Solar Power plants!</p> <p>Follow us on:<br> ► Website: www.polyphem-project.eu<br> ► Twitter: <a href="https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbk5Bb3lCX0hKOVBhTHJPbWQ0Qm9iMkplaDQtZ3xBQ3Jtc0ttam12Rmk3MG5zR09BMkFpMGNWVndva1FIZU1sTU1Vdk1ENHpsTGRNT2h1cklIcVpuS0VvVU1DMGZ4OC1VQ3dVb0daam5mRGVOZ05YeUxSY01saWRJSkhxa3NyYkxQN0VrUTVHdDBhZkFjNE5NVjBlVQ&q=https%3A%2F%2Ftwitter.com%2FH2020CSP&v=Lw_JCO8S734">https://twitter.com/H2020CSP</a><br> ► LinkedIn: <a href="https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqay0xZHJwT0tqNEZKSzBYUEdURkNEemFUY3dLZ3xBQ3Jtc0tsNy1GSlQwSjlhMmdUNThyc2c0ZFBmRlRvMDVpa3JCVHliMVJRTDVPM1lwWFJwWTd1bkRFaWVqUTZUM2l3b3FPM3h2TFkwSlFNazJZcVBpT2FIUkwyMmQ4TzdxMHI5MXFjeGJjS0J5WWZneFd0TTA2WQ&q=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpolyphem&v=Lw_JCO8S734">https://www.linkedin.com/company/poly...</a></p> <p>🇪🇺 This project has received funding from the European Union's Horizon 2020 research and innovation programme under grant agreement No 764048.</p> <p>EDIT: This is an updated version of the POLYPHEM video.</p>
Using landscape genomics to delineate future adaptive potential for climate change in the Yosemite Toad (Anaxyrus canorus)
<p>An essential goal in conservation biology is delineating population units that maximize the probability of species persisting into the future and adapting to future environmental change. However, future-facing conservation concerns are often addressed using retrospective patterns that could be irrelevant. We recommend a novel landscape genomics framework for delineating future "Geminate Evolutionary Units" (GEUs) in a focal species: (1) identify loci under environmental selection, (2) model and map adaptive conservation units that may spawn future lineages, (3) forecast relative selection pressures on each future lineage, and (4) estimate their fitness and likelihood of persistence using geo-genomic simulations. Using this process, we delineated conservation units for the Yosemite toad (<em>Anaxyrus</em> <em>canorus</em>), a U.S. federally threatened species that is highly vulnerable to climate change. We used a genome-wide dataset, redundancy analysis, and Bayesian association methods to identify 24 candidate loci responding to climatic selection (R<sup>2</sup> ranging from 0.09–0.52), after controlling for demographic structure. Candidate loci included genes such as MAP3K5, involved in cellular response to environmental change. We then forecasted future genomic response to climate change using the multivariate machine learning algorithm Gradient Forests. Based on all available evidence, we found three GEUs in Yosemite National Park, reflecting contrasting adaptive optima: YF-North (high winter snowpack with moderate summer rainfall), YF-East (low to moderate snowpack with high summer rainfall), and YF-Low-Elevation (low snowpack and rainfall). Simulations under the RCP 8.5 climate change scenario suggest that the species will decline by 29% over 90 years, but the highly diverse YF-East lineage will be least impacted for two reasons: (1) geographically it will be sheltered from the largest climatic selection pressures, (2) its standing genetic diversity will promote a faster adaptive response. Our approach provides a comprehensive strategy for protecting imperiled non-model species with genomic data alone and has wide applicability to other declining species.</p>
Heat tolerance limits of Mediterranean songbirds and their current and future vulnerabilities to temperature extremes
<p>Songbirds are one of the groups most vulnerable to extreme heat events. Although several recent studies have assessed their physiological responses to heat, most of them have focused on arid-zone species solely. We investigated thermoregulatory responses to heat in eight small-sized songbirds occurring in the Mediterranean Basin, where heatwaves are becoming more frequent and intense. Specifically, we determined their heat tolerance limits (HTL) and evaporative cooling efficiency and evaluated their current and future vulnerabilities to heat in southwestern Iberia, a Mediterranean climate warming hotspot. To do this, we exposed birds to an increasing profile of air temperatures (Ta) and measured resting metabolic rate (RMR), evaporative water loss (EWL), evaporative cooling efficiency (the ratio between evaporative heat loss and metabolic heat production) and body temperature (Tb). HTL ranged between 40 and 46°C across species, and all species showed rapid increases in RMR, EWL and Tb in response to increasing Ta. However, only the crested lark Galerida cristata achieved an evaporative cooling efficiency greater than 1. The studied songbirds currently experience summer Ta maxima that surpass their upper critical temperatures of their thermoneutral zone and even their HTL. Our estimates indicated that five of the eight species will experience moderate risk of lethal dehydration by the end of the century. We argue that the limited heat tolerance and evaporative cooling efficiency of small-sized Mediterranean songbirds make them particularly vulnerable to heatwaves, which will be exacerbated under future climate change scenarios.</p>
Eyes on the future: buffering increased costs of incubation by abandoning offspring
Abstract Life history theory states that the resources invested in current reproduction must be traded off against resources needed for survival and future reproduction. Long-lived organisms have a higher residual reproductive value and are therefore expected to be sensitive to reproductive investments that may reduce survival and future reproduction. Individuals within a population may vary in phenotypic quality, experience, access to resources etc. This may affect their optimal reproductive investment level. In this study we manipulated reproductive costs by shortening and extending the incubation period in common eiders Somateria mollissima without altering clutch size. Females whose incubation time was prolonged experimentally, suffered higher mass loss and increased clutch loss/nest desertion. These females were also more prone to abandon their brood after hatching. Both clutch loss and brood abandonment decreased with clutch size in all treatment categories, indicating higher phenotypic quality and/or better access to resources for females producing more eggs. However, although females with prolonged incubation were lighter at hatching, their return rate and breeding performance in the following year were unaffected. These results show that individual quality as expressed through clutch size and body mass is affecting current reproductive investment level as well as future survival and breeding performance. The results also show that individual birds are sensitive to changes in their own condition, and when reproductive effort is approaching a level where survival or future survival may be compromised, they respond by terminating their current reproductive attempt.
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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.