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354 results for “data access”
Data_Figure 2_11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ
<p>Data of figure 2 from 11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ</p> <p>Dataset (doi:10.1194/jlr.M092908) contains the original figure as TIF-format (10.1194_jlr.M092908_Fig. 2). Corresponding raw data obtained from LC-MS/MS analysis provided as three files in CSV format (31003A-179400_ DATE _KB_ 27Oxysterol_4_2_1-3). All further experiment related information and subsequent data analysis provided as two meta-data-files (31003A-179400_ DATE _KB_27Oxysterol_4_2_M_1-2) as TXT format and PDF format.</p>
Data_Figure 4_11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ
<p>Data of figure 4 from 11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ</p> <p>Dataset (doi:10.1194/jlr.M092908) contains the original figure as TIF-format (10.1194_jlr.M092908_Fig. 4). Corresponding raw data obtained from liquid scintillation analysis provided as nine files in CSV format (31003A-179400_DATE_KB_27Oxysterol_11_1-3_1-3). All further experiment related information and subsequent data analysis provided as three meta-data-files (31003A-179400_DATE_KB_27Oxysterol_11_1-3_M_1) as TXT format.</p>
Data_Figure 7_11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ
<p>Data of figure 7 from 11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ</p> <p>Dataset (doi:10.1194/jlr.M092908) contains the original figure as TIF-format (10.1194_jlr.M092908_Fig. 7). Corresponding raw data obtained from docking calculation analysis and calculation provided as two files in TXT format (31003A-179400_DATE_KB_27Oxysterol_19_5-6_1). All further experiment related information and subsequent data analysis provided as two meta-data-files (31003A-179400_DATE_KB_27Oxysterol_19_5-6_M) as TXT format.</p>
Data_Figure 9_11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ
<p>Data of figure 9 from 11β-Hydroxysteroid dehydrogenases control access of 7β,27-dihydroxycholesterol to retinoid-related orphan receptor γ</p> <p>Dataset (doi:10.1194/jlr.M092908) contains the original figure as TIF-format (10.1194_jlr.M092908_Fig. 9). Graphical abstract.</p>
Participatory Design of Usability Requirements for Access Control in an Evolutionary-Teal Organization Workshop Data Set
<p>In order to enable members of a socio-technical evolutionary-teal organization to design the technical component for access control, we conducted a workshop that structures the requirement engineering with members. The workshop aims to illustrate user needs, challenges and potential solutions that can be used to infer usability requirements for the development of a prototype of the user interface for access control in the form of "problem statements" and clustered mind-maps.</p> <p>The workshop is setup as a standalone, five-and-a-half-hour group discussion. It uses the methods of Design Thinking and Participatory Design.<br> The workshop has been recorded in video and this data set contains a textual German transcript and transcripts of the moderation cards that have been created during the workshop for various guiding topics.</p> <p>We hope that the material can be used to (a) comprehend the interpretation used in our qualitative research, (b) to adapt the workshop model by other volunteers of our case study Viva con Agua de St. Pauli e.V. (<a href="https://www.vivaconagua.org/">https://www.vivaconagua.org/</a>), and (c) investigate other interesting research questions.</p> <p>Some material, such as timetables and storyboard, has been omitted in the publication due to privacy restrictions.</p>
List of tissue specimens of Hipposideros spp. used for cytochrome b sequencing and phylogenetic inference, with geographical data. Voucher refers to the location and/or accession number of the voucher, and tissue collection refers to the collection where the tissue is kept, and accession or collector numbers. Acronyms are as follows: Estación Biológica de DoZana, Sevilla, Spain (EBD), South Australia Museum, Adelaide, Australia (SAM), Senckenberg Museum, Frankfurt am Main, Germany (SMF), Instituto de Ecología, Xalapa, México (IEX), Louisiana State University, Baton Rouge, Louisiana, USA (LSU), Charles M. Francis, Canadian Wildlife Service, Ottawa, Ontario, Canada (CMF), Lao Department of Forestry, Vientiane, Lao PDR, no catalogued (LAO). Next column indicates GenBank accession numbers. More information about the specimens is available in the GenBank records in A new species of bat of the Hipposideros bicolor group (Chiroptera: Hipposideridae) from Central Laos, with evidence of convergent evolution with Sundaic taxa
List of tissue specimens of Hipposideros spp. used for cytochrome b sequencing and phylogenetic inference, with geographical data. Voucher refers to the location and/or accession number of the voucher, and tissue collection refers to the collection where the tissue is kept, and accession or collector numbers. Acronyms are as follows: Estación Biológica de DoZana, Sevilla, Spain (EBD), South Australia Museum, Adelaide, Australia (SAM), Senckenberg Museum, Frankfurt am Main, Germany (SMF), Instituto de Ecología, Xalapa, México (IEX), Louisiana State University, Baton Rouge, Louisiana, USA (LSU), Charles M. Francis, Canadian Wildlife Service, Ottawa, Ontario, Canada (CMF), Lao Department of Forestry, Vientiane, Lao PDR, no catalogued (LAO). Next column indicates GenBank accession numbers. More information about the specimens is available in the GenBank records
Data from: Headache study: The management of chronic headache with referral from primary care to direct access to Magnetic Resonance Imaging (MRI) compared to Neurology services: an observational prospective study in London
<p><b>Objectives</b>. To evaluate the cost, accessibility and patient satisfaction implications of two clinical pathways used in the management of chronic headache.</p> <p><b>Intervention</b>. Management of chronic headache following referral from Primary Care that differed in the first appointment, either a Neurology appointment or an MRI brain scan.</p> <p><b>Design and setting</b>. A pragmatic, non-randomised, prospective, single-center study at a Central Hospital in London.</p> <p><b>Participants. </b>Adult patients with chronic headache referred from Primary to Secondary Care.</p> <p><b>Primary and secondary outcome measures.</b> Participants' use of health care services and costs were estimated using primary and secondary care databases and questionnaires quarterly up to 12 months post-recruitment. Cost analyses were compared using generalised linear models (GLM). Secondary outcomes assessed: access to care, patient satisfaction, headache burden and self-perceived quality of life using headache-specific (MIDAS, HIT-6) and a generic questionnaire (EQ-5D-5L).</p> <p><b>Results. </b>Mean (SD) cost up to 6 months post-recruitment per participant was £578 (£420) for the Neurology group (n=128) and £245 (£172) for the MRI group (n=95), leading to an estimated mean cost difference of £333 (95% CI £253 to £413, p<0.001). The mean cost difference at 12 months increased to £518 (95% CI £401 to £637, p<0.001). When adjusted for baseline and follow-up imbalances between groups, this remained statistically significant. The utilisation of brain MRI improved access to care compared to the Neurology group (p<0.001). Participants in the Neurology group reported higher levels of satisfaction associated with the pathway and led to greater change in care management.</p> <p><b>Conclusion. </b>Direct referral to brain MRI from Primary Care led to cost-savings and quicker access to care but lower satisfaction levels when compared with referral to Neurology services. Further research into the use of brain MRI for a subset of patient population more likely to be reassured by a negative brain scan should be considered.</p>
Data from: Nectar accessibility determines fitness, flower choice and abundance of hoverflies that provide natural pest control
1. In modern agricultural landscapes many organisms providing ecosystem services such as pollination and natural pest control are likely constrained by shortage of nectar and/or pollen required for adult nutrition. More and more flower-rich field margin strips and other habitats are created to eliminate these constraints. For most target organisms, however, it is not well known which (types of) flowers are effective in providing suitable pollen and nectar. 2. We studied the suitability of a wide range of flowers as a food source for zoophagous hoverflies (hoverflies with predatory larvae) at five different levels: nectar accessibility (based on flower morphology), realized adult fitness, flower choice (both based on cage experiments), flower visitation, and hoverfly abundance in mixed vegetation (both based on field observations). 3. Realized survival of Episyrphus balteatus is related to effective flower depth by a sigmoid function. The critical flower depth is 1.6 mm, which is less than the proboscis size of the hoverfly. For Asteraceae the critical floret depth is even less than 1.0 mm, which – in contrast to common knowledge – rules out most species within this family. 4. Both flower choice in the laboratory and flower visitation rates in the field are well correlated with nectar accessibility and realized adult survival. 5. In mixed floral vegetation the number of zoophagous hoverflies is highly correlated with the abundance of only those flowers that have accessible nectar for these hoverflies. 6. Synthesis and applications. This comparative study demonstrates that nectar (and not pollen) accessibility is the main driver determining flower resource suitability, flower choice and abundance of zoophagous hoverflies in arable field margins. The study identifies the limited range of plant species that can effectively support these beneficial insects. Preserving the right flowers in and around agricultural fields could enhance local populations and the pest control and pollination services they provide.
Data from: Requirements and access needs of patients with chronic disease to their hospital electronic health record: results of a cross-sectional questionnaire survey
Objectives: To identify patient's views on the functionality required for personalised access to the secondary care EHR and their priorities for development. Design: Quantitative analysis of a cross-sectional self-complete survey of patient views on required EHR functionality from a secondary care EHR, including a patient ranking of functionality. Setting: Secondary care patients attending a regional cystic fibrosis unit in the north of England Participants: 201 adults [106 (52.7%) male], median age 29 years (range 17-58 years) entered and completed the study. Inclusion criteria; a confirmed diagnosis of CF, aged 16 years and over, at a time of clinical stability Outcome measures: Quantitative responses within 4 themes; 1) value placed on aspects of the EHR; 2) access requirements to functions of the EHR; 3) views on information sent to the EHR 4) patient feedback entered into the EHR. A ranked score for 15 functions of the EHR was obtained Results: Highest ratings (% reporting item as very important/important) were reported for access to clinical measures [lung function (94%), CRP (84%), sputum microbiology (81%) and blood results (80%)], medication changes (82%) and lists (83%) and sending repeat prescription (83%) and treatment requests (80%), whilst sending symptom diaries was less so (62%). Email contact with clinicians was the most valuable communication element of the EHR (84% very important/important). Of 15 features of the EHR [1=most desirable to 15=least desirable) patients identified 'clinical measures' [2.62 (CI 2.07-3.06)], and 'access to medication lists' [4.91 (CI 4.47-5.44)], as highest priority for development and the ability to comment on errors/ommissions [11.0 (CI 10.6-11.5)] or experience of care [11.8 (CI 11.4-12.2)] as lowest. Conclusions: Patients want extensive personal access to their hospital EHR, placing high importance on the viewing of practical clinical measures and medication management. These influence routine day to day care and are priorities for development
Data from: DNA sequence variation among conspecific accessions of the legume Coursetia caribaea reveals geographically localized clades here ranked as species
Coursetia caribaea is geographically and morphologically the most variable species in the genus Coursetia and in the tribe Robinieae (Leguminosae, Papilionoideae). Because of potentially undetected species, we assessed the phylogenetic relationships among the eight taxonomic varieties of C. caribaea. Sampling included nuclear ribosomal internal transcribed spacer sequences from 489 Robinieae accessions representing all varieties of C. caribaea and 38 of the 40 species of Coursetia, in addition to chloroplast trnD-trnT sequences from 186 accessions. Separate and combined phylogenetic analyses resolved a clade of conspecific accessions of the Bolivian C. caribaea var. astragalina as sister to the central Andean Coursetia grandiflora clade. Also distantly related to Coursetia caribaea var. caribaea accessions were those of the coastal Oaxacan C. caribaea var. pacifica, which formed the sister clade to accessions of the central Andean C. caribaea var. ochroleuca. The estimated mean ages of the stem clades for these three lineages, 11, 7.7, and 7.7 Ma, respectively, contrasted to the estimated mean ages of the corresponding crown clades of 0, 0, and 1.5 Ma. The contrasting stem and crown ages suggest that these taxa, appropriately ranked as species, Coursetia astragalina, Coursetia diversifolia, and Coursetia ochroleuca, each have persisted over evolutionary time frames as distinct geographically localized populations in seasonally dry tropical forests and woodlands.
Data from: Systematic review on barriers and enablers for access to diabetic retinopathy screening services in different income settings
Background: Diabetic retinopathy (DR) can lead to visual impairment and blindness if not detected and treated in time. Knowing the barriers/enablers in advance in contrasting different country income settings may accelerate development of a successful DR screening (DRS) program. This would be especially applicable in the low-income settings with the rising prevalence of DR. Objectives: The aim of this systematic review is to identify and contrast the barriers/enablers to DRS for different contexts using both consumers i.e., people with diabetes (PwDM) and provider perspectives and system level factors in different country income settings. Methods: We searched MEDLINE, Embase, CENTRAL in the Cochrane Library from the databases start date to December 2018. We included the studies reported on barriers and enablers to access DRS services based at health care facilities. We categorised and synthesized themes related to the consumers (individuals), providers and the health systems (environment) as main dimensions according to the constructs of social cognitive theory, supported by the quantitative measures i.e., odds ratios as reported by each of the study authors. Main Results: We included 77 studies primarily describing the barriers and enablers. Most of the studies were from high income settings (72.7%, 56/77) and cross sectional in design (76.6%, 59/77). From the perspectives of consumers, lack of knowledge, attitude, awareness and motivation were identified as major barriers. The enablers were fear of blindness, proximity of screening facility, experiences of vision loss and being concerned of eye complications. In providers' perspectives, lack of skilled human resources, training programs, infrastructure of retinal imaging and cost of services were the main barriers. Higher odds of uptake of DRS services was observed when PwDM were provided health education (odds ratio (OR) 4.3) and having knowledge on DR (OR range 1.3-19.7). Conclusion: Knowing the barriers to access DRS is a pre-requisite in development of a successful screening program. The awareness, knowledge and attitude of the consumers, availability of skilled human resources and infrastructure emerged as the major barriers to access to DRS in any income setting.
Data from: Barriers to access improved water and sanitation in poor peri-urban settlements of Abidjan, Côte d'Ivoire
Achieving access to safe water and sanitation still pose major challenges in urban areas of sub-Saharan Africa countries, despite all the progress achieved in the last decade. This study assessed the ability of populations living in poor peri-urban settlements to access improved water and sanitation and identified factors influencing this access, in order to guide sustainable mitigating solutions to address associated health and environmental risks. We conducted a cross-sectional study in six poor peri-urban settlements of Yopougon, the largest municipality of Abidjan. A total of 556 randomly selected households were included. The factors associated with access to improved water and sanitation were identified through explanatory models using multivariate logistic regression. A proportion of 25% of all households assessed did not have access to clean water and 57% lacked improved sanitation. Socioeconomic status and settlement characteristics appear as the main indicators of poor access to reliable water and sanitation in peri-urban settlements. The presence of the household head's wife at home was associated with greater access to clean water (OR = 3.57; 95% CI: 1.74, 7.31), thus highlighting the important role of women in ensuring access to clean water in these specific environments. Household size, education and religion were not significantly associated with the two considered outcomes. Women therefore should be involved at all levels of programming in water promotion in these settlements to improve the population's well-being. While religion does not appear to play an important role in access to water and sanitation, successful interventions should involve religious communities because of their large representation.
Data from: Paternal factors and inequity associated with access to maternal health care service utilization in Nepal: a community based cross-sectional study
Background: The threat of maternal mortality can be reduced by increasing use of maternal health services. Maternal death and access to maternal health care services are inequitable in low and middle income countries.The aim of this study is to assess associated paternal factors and degree of inequity in access to maternal health care service utilization. Methods: Analysis illustrates on a cross-sectional household survey that followed multistage-cluster sampling. Concentration curve and indices were calculated. Binary logistic regression analysis was executed to account paternal factors associated with the utilization of maternal health services. Path model with structural equation modeling (SEM) examined the predictors of antenatal care (ANC) and institutional delivery. Results: The finding of this study revealed that 39.9% and 45.5% of the respondents' wives made ANC visits and utilized institutional delivery services respectively. Men with graduate and higher level of education were more likely (AOR: 5.91, 95% CI; 4.02, 8.70) to have ANC of their wives than men with no education or primary level of education. Men with higher household income (Q5) were more likely (1.99, 95% CI; 1.39, 2.86) to have ANC for their wives. Similarly, higher household income (Q5) also determined (2.74, 95% CI; 1.81, 4.15) for institutional delivery of their wives. Concentration curve and indices also favored rich than the poor. SEM revealed that ANC visit was directly associated to institutional delivery. Conclusions: Paternal factors like age, household wealth, number of children, ethnicity, education, knowledge of danger sign during pregnancy, and husband's decision making for seeking maternal and child health care are crucial factors associated to maternal health service utilization. Higher ANC coverage predicts higher utilization of the institutional delivery. Wealthier population is more concentrated to maternal health services. The inequities between the poor and the rich are necessary to be addressed through effective policy and programs.
Data from: Case-oriented selection of investigation methods in direct access: A comparison between physiotherapy trainees at professional colleges and in bachelor's study courses
Objective: Direct access to physiotherapy services is currently discussed in Germany. Its introduction would mean that initial diagnoses must be made in physiotherapy practices as well. However, it was not yet investigated whether the current training in physiotherapy is sufficient for this, and whether there are differences between the training systems. This study aims to answer the question of whether trainees at the end of Bachelor's studies (BS) are more reliably able to assess the case-related suitability of examination methods than professional college students (FS). Methodology: Questionnaires were developed to assess the suitability of examination methods for diagnostic inquiries. All professional colleges and bachelor's study courses listed with the German Physiotherapy Association were asked to present the questionnaires to their final classes. Results: In 216 addressed professional colleges and 24 bachelor's study courses, the return rate was 9.26% for professional colleges and 33.33% for study courses. One hundred thirty-eight questionnaires from students in 8 study courses and 368 questionnaires from students at 20 professional colleges were evaluated. The mean of correct decisions in total (of max. 54) was 19.01 (BS) or 15.73 (FS); in structure-related and function-related examination methods (of max. 42), it was 17.22 (BS) and 14.8 (FS); in activity-related methods (of max. 12), it was 1.97 (BS) and 0.89 (FS). Out of a max. of 49 examination methods, 23.45 (BS) and 26.72 (FS) were stated as unknown. Conclusion: The university students made correct decisions on the suitability of examination methods significantly more frequently than the professional college students. However, the determined group difference is low. Overall, the results do not appear sufficient for direct access. Training would have to be adapted for this purpose.
Data from: Functional traits for carbon access in macrophytes
Understanding functional trait distributions among organisms can inform impacts on and responses to environmental change. In marine systems, only 1% of dissolved inorganic carbon in seawater exists as CO2. Thus the majority of marine macrophytes not only passively access CO2 for photosynthesis, but also actively transport CO2 and the more common bicarbonate (HCO3-, 92% of seawater dissolved inorganic carbon) into their cells. Because species with these carbon concentrating mechanisms (CCMs) are non-randomly distributed in ecosystems, we ask whether there is a phylogenetic pattern to the distribution of CCMs among algal species. To determine macrophyte traits that influence carbon uptake, we assessed 40 common macrophyte species from the rocky intertidal community of the Northeast Pacific Ocean to a) query whether macrophytes have a CCM and b) determine the evolutionary history of CCMs, using ancestral state reconstructions and stochastic character mapping based on previously published data. Thirty-two species not only depleted CO2, but also concentrated and depleted HCO3-, indicative of a CCM. While analysis of CCMs as a continuous trait in 30 families within Phylum Rhodophyta showed a significant phylogenetic signal under a Brownian motion model, analysis of CCMs as a discrete trait (presence or absence) indicated that red algal families are more divergent than expected in their CCM presence or absence; CCMs are a labile trait within the Rhodophyta. In contrast, CCMs were present in each of 18 Ochrophyta families surveyed, indicating that CCMs are highly conserved in the brown algae. The trait of CCM presence or absence was largely conserved within Families. Fifteen of 23 species tested also changed the seawater buffering capacity, or Total Alkalinity (TA), shifting DIC composition towards increasing concentrations of HCO3- and CO2 for photosynthesis. Manipulating the external TA of the local environment may influence carbon availability in boundary layers and areas of low water mixing, offering an additional mechanism to increase CO2 availability.
SCAD-zbMATH-01 Open Access Data Set for Author Name Disambiguation (AND) (Enhanced Version)
<p>This data set contains disambiguated publication data from zbMATH (www.zbmath.org) for use in author name disambiguation (AND). It covers 28321 publications with 33810 authorship records, authored by 2946 distinct authors. Authorship records have been manually annotated with author identifiers.</p> <p>This download includes additional data sets for advanced, selective disambiguation.</p> <p>For details, see "Mark-Christoph Müller, Florian Reitz, and Nicolas Roy (2017): Data Sets for Author Name Disambiguation: An Empirical Analysis and a New Resource", Scientometrics, doi:10.1007/s11192-017-2363-5.</p> <p> </p>
Data supporting Open Access Game
<p>This dataset provides the necessary files to reproduce the "Jeu de l'OA", a goose game designed to help showcasing open access and topics related to open science (data preservation and dissemination; copyright issues...) to Phd students and researchers.</p> <p>The game is composed of :</p> <ul> <li>a board in 3 parts (3 levels)</li> <li>2 kind of cards</li> <li>a spreadsheet allows to add/delete/change both questions and answers which will be printed on the cards</li> </ul> <p>Several ReadMe files come with the dataset to describe how to reproduce the cards and the board, and to explain the rules of the game.</p>
ACCESS-AM2 daily and hourly cloud and radiation data for model evaluation at Macquarie Island
<p>The ACCESS-AM2 (Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2) daily and hourly data used for the study described in Pei et al. (2023), accepted in <i>Atmospheric Chemistry and Physics (ACP),</i> 'Assessing the cloud radiative bias at Macquarie Island in the ACCESS-AM2 model<i>' .</i> </p><p>Included files: </p><ul><li>ACCESS_AM2_daily.zip - daily model outputs from 2016-04 to 2018-03</li><li>ACCESS_AM2_hourly.zip - hourly model outputs from 2017-09 to 2018-02</li></ul><p>The code that performs the analysis/generates this data can be found here: https://github.com/ZhangchengPei/codes-for-MI-paper</p>
QMC Raw Data for Disentangling the Physics of the Attractive Hubbard Model via the Accessible and Symmetry-Resolved Entanglement Entropies
<p><strong>Data Summary</strong></p> <p>Raw data of 'Disentangling the Physics of the Attractive Hubbard Model via the Accessible and Symmetry-Resolved Entanglement Entropies'.</p> <p>The default Julia RNG generates random seeds, with the seed number corresponding to the last four digits of each file name..</p> <p>For more details, please check README.md on the GitHub repository.</p> <p>The scripts for processing the raw data are located in the data folder within the same repository.</p>
Molding Machine Free Access Data
<p>The dataset above was constructed via an A K85 injection molding machine from Ferromatik Milacron. The machine contains three adjustable process parameters that can be considered configurable variables. These three variables are the mold temperature, the 2nd pressure value, and the 2nd pressure time of the compaction process. Several combinations of these variables were tested. For each combination of the variables, ten tests were carried out to ensure the stabilization of the process, with only the pressure and temperature data from these tests being acquired. Two sensors, a temperature sensor and a pressure sensor, have been installed and localized on the mold to measure the mold temperature and pressure. For selecting an optimal localization of the aforementioned two sensors, first a study of the temperature distribution and the pressure effect within the mold was carried out, and after detecting the best localization, two sensors were installed in the selected spots. The pressure and temperature sensors to be used are the Priamus 6001B and a type K thermonuclear, respectively.</p>
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.